2021-08-16 22:11:16,464 - 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 ------------------------------------------------------------ 2021-08-16 22:11:16,464 - mmaction - INFO - Distributed training: True 2021-08-16 22:11:17,340 - mmaction - INFO - Config: model = dict( type='Recognizer2D', backbone=dict( type='ResNet', pretrained='torchvision://resnet50', depth=50, norm_eval=False), cls_head=dict( type='TSNHead', num_classes=174, in_channels=2048, spatial_type='avg', consensus=dict(type='AvgConsensus', dim=1), dropout_ratio=0.5, init_std=0.01), train_cfg=None, test_cfg=dict(average_clips=None)) optimizer = dict(type='SGD', lr=0.01, momentum=0.9, weight_decay=0.0001) optimizer_config = dict(grad_clip=dict(max_norm=40, norm_type=2)) lr_config = dict(policy='step', step=[20, 40]) total_epochs = 50 checkpoint_config = dict(interval=1, max_keep_ckpts=5) log_config = dict(interval=20, hooks=[dict(type='TextLoggerHook')]) dist_params = dict(backend='nccl') log_level = 'INFO' load_from = None resume_from = None workflow = [('train', 1)] dataset_type = 'RawframeDataset' data_root = 'data/sthv2/rawframes' data_root_val = 'data/sthv2/rawframes' ann_file_train = 'data/sthv2/sthv2_train_list_rawframes.txt' ann_file_val = 'data/sthv2/sthv2_val_list_rawframes.txt' ann_file_test = 'data/sthv2/sthv2_val_list_rawframes.txt' img_norm_cfg = dict( mean=[123.675, 116.28, 103.53], std=[58.395, 57.12, 57.375], to_bgr=False) mc_cfg = dict( server_list_cfg='/mnt/lustre/share/memcached_client/server_list.conf', client_cfg='/mnt/lustre/share/memcached_client/client.conf', sys_path='/mnt/lustre/share/pymc/py3') train_pipeline = [ dict(type='SampleFrames', clip_len=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), dict(type='Resize', scale=(224, 224), keep_ratio=False), 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='SampleFrames', 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='SampleFrames', 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='TenCrop', 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']) ] data = dict( videos_per_gpu=8, workers_per_gpu=2, val_dataloader=dict(videos_per_gpu=16), test_dataloader=dict(videos_per_gpu=3), train=dict( type='RawframeDataset', ann_file='data/sthv2/sthv2_train_list_rawframes.txt', data_prefix='data/sthv2/rawframes', filename_tmpl='{:06}.jpg', pipeline=[ dict( type='SampleFrames', 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), dict(type='Resize', scale=(224, 224), keep_ratio=False), 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/sthv2/sthv2_val_list_rawframes.txt', data_prefix='data/sthv2/rawframes', filename_tmpl='{:06}.jpg', pipeline=[ dict( type='SampleFrames', 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/sthv2/sthv2_val_list_rawframes.txt', filename_tmpl='{:06}.jpg', data_prefix='data/sthv2/rawframes', pipeline=[ dict( type='SampleFrames', 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='TenCrop', 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']) ])) evaluation = dict( interval=1, metrics=['top_k_accuracy', 'mean_class_accuracy'], start=40) work_dir = './work_dirs/tsn_r50_1x1x8_50e_sthv2_rgb/' gpu_ids = range(0, 8) omnisource = False module_hooks = [] 2021-08-16 22:11:25,048 - mmaction - INFO - These parameters in pretrained checkpoint are not loaded: {'fc.bias', 'fc.weight'} 2021-08-16 22:11:27,627 - mmaction - INFO - Start running, host: linjintao@SH-IDC2-172-20-21-221, work_dir: /mnt/lustre/linjintao/try/mmaction2_dev/work_dirs/tsn_r50_1x1x8_50e_sthv2_rgb 2021-08-16 22:11:27,627 - mmaction - INFO - workflow: [('train', 1)], max: 50 epochs 2021-08-16 22:12:13,635 - mmaction - INFO - Epoch [1][20/2640] lr: 1.000e-02, eta: 3 days, 12:15:36, time: 2.298, data_time: 1.697, memory: 5694, top1_acc: 0.0156, top5_acc: 0.0633, loss_cls: 5.1349, loss: 5.1349, grad_norm: 4.6975 2021-08-16 22:12:21,537 - mmaction - INFO - Epoch [1][40/2640] lr: 1.000e-02, eta: 2 days, 1:23:23, time: 0.396, data_time: 0.004, memory: 5694, top1_acc: 0.0211, top5_acc: 0.0758, loss_cls: 5.1017, loss: 5.1017, grad_norm: 4.6836 2021-08-16 22:12:29,409 - mmaction - INFO - Epoch [1][60/2640] lr: 1.000e-02, eta: 1 day, 13:43:52, time: 0.394, data_time: 0.001, memory: 5694, top1_acc: 0.0164, top5_acc: 0.0750, loss_cls: 5.0476, loss: 5.0476, grad_norm: 4.4637 2021-08-16 22:12:37,312 - mmaction - INFO - Epoch [1][80/2640] lr: 1.000e-02, eta: 1 day, 7:54:49, time: 0.395, data_time: 0.001, memory: 5694, top1_acc: 0.0281, top5_acc: 0.0930, loss_cls: 4.9574, loss: 4.9574, grad_norm: 4.2534 2021-08-16 22:12:45,234 - mmaction - INFO - Epoch [1][100/2640] lr: 1.000e-02, eta: 1 day, 4:25:47, time: 0.396, data_time: 0.001, memory: 5694, top1_acc: 0.0234, top5_acc: 0.1094, loss_cls: 4.9153, loss: 4.9153, grad_norm: 4.2171 2021-08-16 22:12:53,171 - mmaction - INFO - Epoch [1][120/2640] lr: 1.000e-02, eta: 1 day, 2:06:44, time: 0.397, data_time: 0.001, memory: 5694, top1_acc: 0.0305, top5_acc: 0.1062, loss_cls: 4.9247, loss: 4.9247, grad_norm: 4.2020 2021-08-16 22:13:01,134 - mmaction - INFO - Epoch [1][140/2640] lr: 1.000e-02, eta: 1 day, 0:27:36, time: 0.398, data_time: 0.000, memory: 5694, top1_acc: 0.0414, top5_acc: 0.1430, loss_cls: 4.8305, loss: 4.8305, grad_norm: 4.1872 2021-08-16 22:13:09,092 - mmaction - INFO - Epoch [1][160/2640] lr: 1.000e-02, eta: 23:13:20, time: 0.398, data_time: 0.001, memory: 5694, top1_acc: 0.0367, top5_acc: 0.1258, loss_cls: 4.8542, loss: 4.8542, grad_norm: 4.1818 2021-08-16 22:13:17,090 - mmaction - INFO - Epoch [1][180/2640] lr: 1.000e-02, eta: 22:15:53, time: 0.400, data_time: 0.001, memory: 5694, top1_acc: 0.0414, top5_acc: 0.1414, loss_cls: 4.8234, loss: 4.8234, grad_norm: 4.1570 2021-08-16 22:13:25,080 - mmaction - INFO - Epoch [1][200/2640] lr: 1.000e-02, eta: 21:29:56, time: 0.400, data_time: 0.001, memory: 5694, top1_acc: 0.0453, top5_acc: 0.1453, loss_cls: 4.7768, loss: 4.7768, grad_norm: 4.2178 2021-08-16 22:13:33,164 - mmaction - INFO - Epoch [1][220/2640] lr: 1.000e-02, eta: 20:53:09, time: 0.404, data_time: 0.001, memory: 5694, top1_acc: 0.0531, top5_acc: 0.1617, loss_cls: 4.7304, loss: 4.7304, grad_norm: 4.3932 2021-08-16 22:13:41,317 - mmaction - INFO - Epoch [1][240/2640] lr: 1.000e-02, eta: 20:23:10, time: 0.408, data_time: 0.001, memory: 5694, top1_acc: 0.0422, top5_acc: 0.1617, loss_cls: 4.7536, loss: 4.7536, grad_norm: 4.4288 2021-08-16 22:13:49,599 - mmaction - INFO - Epoch [1][260/2640] lr: 1.000e-02, eta: 19:58:48, time: 0.414, data_time: 0.000, memory: 5694, top1_acc: 0.0547, top5_acc: 0.1953, loss_cls: 4.6315, loss: 4.6315, grad_norm: 4.5268 2021-08-16 22:13:58,188 - mmaction - INFO - Epoch [1][280/2640] lr: 1.000e-02, eta: 19:40:24, time: 0.430, data_time: 0.001, memory: 5694, top1_acc: 0.0563, top5_acc: 0.1898, loss_cls: 4.6586, loss: 4.6586, grad_norm: 4.5037 2021-08-16 22:14:07,011 - mmaction - INFO - Epoch [1][300/2640] lr: 1.000e-02, eta: 19:26:04, time: 0.441, data_time: 0.001, memory: 5694, top1_acc: 0.0453, top5_acc: 0.1766, loss_cls: 4.6624, loss: 4.6624, grad_norm: 4.6057 2021-08-16 22:14:15,971 - mmaction - INFO - Epoch [1][320/2640] lr: 1.000e-02, eta: 19:14:30, time: 0.448, data_time: 0.001, memory: 5694, top1_acc: 0.0578, top5_acc: 0.1672, loss_cls: 4.6594, loss: 4.6594, grad_norm: 4.5378 2021-08-16 22:14:25,010 - mmaction - INFO - Epoch [1][340/2640] lr: 1.000e-02, eta: 19:04:45, time: 0.452, data_time: 0.001, memory: 5694, top1_acc: 0.0641, top5_acc: 0.2031, loss_cls: 4.6136, loss: 4.6136, grad_norm: 4.5028 2021-08-16 22:14:34,073 - mmaction - INFO - Epoch [1][360/2640] lr: 1.000e-02, eta: 18:56:13, time: 0.453, data_time: 0.001, memory: 5694, top1_acc: 0.0727, top5_acc: 0.2055, loss_cls: 4.5823, loss: 4.5823, grad_norm: 4.5613 2021-08-16 22:14:43,242 - mmaction - INFO - Epoch [1][380/2640] lr: 1.000e-02, eta: 18:49:11, time: 0.458, data_time: 0.001, memory: 5694, top1_acc: 0.0719, top5_acc: 0.2055, loss_cls: 4.5654, loss: 4.5654, grad_norm: 4.6512 2021-08-16 22:14:52,396 - mmaction - INFO - Epoch [1][400/2640] lr: 1.000e-02, eta: 18:42:45, time: 0.458, data_time: 0.000, memory: 5694, top1_acc: 0.0656, top5_acc: 0.2180, loss_cls: 4.6241, loss: 4.6241, grad_norm: 4.6390 2021-08-16 22:15:01,578 - mmaction - INFO - Epoch [1][420/2640] lr: 1.000e-02, eta: 18:37:02, time: 0.459, data_time: 0.001, memory: 5694, top1_acc: 0.0594, top5_acc: 0.2156, loss_cls: 4.5446, loss: 4.5446, grad_norm: 4.7787 2021-08-16 22:15:10,740 - mmaction - INFO - Epoch [1][440/2640] lr: 1.000e-02, eta: 18:31:47, time: 0.458, data_time: 0.001, memory: 5694, top1_acc: 0.0570, top5_acc: 0.2242, loss_cls: 4.5496, loss: 4.5496, grad_norm: 4.6907 2021-08-16 22:15:19,935 - mmaction - INFO - Epoch [1][460/2640] lr: 1.000e-02, eta: 18:27:06, time: 0.460, data_time: 0.001, memory: 5694, top1_acc: 0.0672, top5_acc: 0.2133, loss_cls: 4.5708, loss: 4.5708, grad_norm: 4.6939 2021-08-16 22:15:29,167 - mmaction - INFO - Epoch [1][480/2640] lr: 1.000e-02, eta: 18:22:59, time: 0.462, data_time: 0.001, memory: 5694, top1_acc: 0.0789, top5_acc: 0.2336, loss_cls: 4.5040, loss: 4.5040, grad_norm: 4.7656 2021-08-16 22:15:38,373 - mmaction - INFO - Epoch [1][500/2640] lr: 1.000e-02, eta: 18:19:03, time: 0.460, data_time: 0.001, memory: 5694, top1_acc: 0.0656, top5_acc: 0.2125, loss_cls: 4.5361, loss: 4.5361, grad_norm: 4.6866 2021-08-16 22:15:47,592 - mmaction - INFO - Epoch [1][520/2640] lr: 1.000e-02, eta: 18:15:28, time: 0.461, data_time: 0.001, memory: 5694, top1_acc: 0.0734, top5_acc: 0.2227, loss_cls: 4.4981, loss: 4.4981, grad_norm: 4.7204 2021-08-16 22:15:56,749 - mmaction - INFO - Epoch [1][540/2640] lr: 1.000e-02, eta: 18:11:53, time: 0.458, data_time: 0.000, memory: 5694, top1_acc: 0.0617, top5_acc: 0.2258, loss_cls: 4.4822, loss: 4.4822, grad_norm: 4.9283 2021-08-16 22:16:05,857 - mmaction - INFO - Epoch [1][560/2640] lr: 1.000e-02, eta: 18:08:22, time: 0.456, data_time: 0.000, memory: 5694, top1_acc: 0.0688, top5_acc: 0.2297, loss_cls: 4.4916, loss: 4.4916, grad_norm: 4.7424 2021-08-16 22:16:14,922 - mmaction - INFO - Epoch [1][580/2640] lr: 1.000e-02, eta: 18:04:54, time: 0.453, data_time: 0.000, memory: 5694, top1_acc: 0.0734, top5_acc: 0.2359, loss_cls: 4.4599, loss: 4.4599, grad_norm: 4.9488 2021-08-16 22:16:23,972 - mmaction - INFO - Epoch [1][600/2640] lr: 1.000e-02, eta: 18:01:37, time: 0.453, data_time: 0.001, memory: 5694, top1_acc: 0.0781, top5_acc: 0.2391, loss_cls: 4.4562, loss: 4.4562, grad_norm: 4.7793 2021-08-16 22:16:32,940 - mmaction - INFO - Epoch [1][620/2640] lr: 1.000e-02, eta: 17:58:14, time: 0.448, data_time: 0.001, memory: 5694, top1_acc: 0.0781, top5_acc: 0.2508, loss_cls: 4.4290, loss: 4.4290, grad_norm: 4.9651 2021-08-16 22:16:41,815 - mmaction - INFO - Epoch [1][640/2640] lr: 1.000e-02, eta: 17:54:44, time: 0.444, data_time: 0.001, memory: 5694, top1_acc: 0.0813, top5_acc: 0.2461, loss_cls: 4.4298, loss: 4.4298, grad_norm: 4.9416 2021-08-16 22:16:50,667 - mmaction - INFO - Epoch [1][660/2640] lr: 1.000e-02, eta: 17:51:22, time: 0.443, data_time: 0.000, memory: 5694, top1_acc: 0.0813, top5_acc: 0.2281, loss_cls: 4.4251, loss: 4.4251, grad_norm: 4.9878 2021-08-16 22:16:59,437 - mmaction - INFO - Epoch [1][680/2640] lr: 1.000e-02, eta: 17:47:56, time: 0.438, data_time: 0.000, memory: 5694, top1_acc: 0.0828, top5_acc: 0.2383, loss_cls: 4.3858, loss: 4.3858, grad_norm: 4.9452 2021-08-16 22:17:08,156 - mmaction - INFO - Epoch [1][700/2640] lr: 1.000e-02, eta: 17:44:31, time: 0.436, data_time: 0.001, memory: 5694, top1_acc: 0.0875, top5_acc: 0.2562, loss_cls: 4.3709, loss: 4.3709, grad_norm: 4.9551 2021-08-16 22:17:16,837 - mmaction - INFO - Epoch [1][720/2640] lr: 1.000e-02, eta: 17:41:10, time: 0.434, data_time: 0.001, memory: 5694, top1_acc: 0.0875, top5_acc: 0.2617, loss_cls: 4.3658, loss: 4.3658, grad_norm: 4.9029 2021-08-16 22:17:25,468 - mmaction - INFO - Epoch [1][740/2640] lr: 1.000e-02, eta: 17:37:51, time: 0.431, data_time: 0.001, memory: 5694, top1_acc: 0.0883, top5_acc: 0.2391, loss_cls: 4.4335, loss: 4.4335, grad_norm: 4.7662 2021-08-16 22:17:34,081 - mmaction - INFO - Epoch [1][760/2640] lr: 1.000e-02, eta: 17:34:38, time: 0.430, data_time: 0.001, memory: 5694, top1_acc: 0.0836, top5_acc: 0.2430, loss_cls: 4.4106, loss: 4.4106, grad_norm: 4.8418 2021-08-16 22:17:42,694 - mmaction - INFO - Epoch [1][780/2640] lr: 1.000e-02, eta: 17:31:35, time: 0.431, data_time: 0.002, memory: 5694, top1_acc: 0.0953, top5_acc: 0.2625, loss_cls: 4.3507, loss: 4.3507, grad_norm: 4.9917 2021-08-16 22:17:51,245 - mmaction - INFO - Epoch [1][800/2640] lr: 1.000e-02, eta: 17:28:31, time: 0.428, data_time: 0.000, memory: 5694, top1_acc: 0.0852, top5_acc: 0.2531, loss_cls: 4.3596, loss: 4.3596, grad_norm: 4.8170 2021-08-16 22:17:59,820 - mmaction - INFO - Epoch [1][820/2640] lr: 1.000e-02, eta: 17:25:39, time: 0.429, data_time: 0.001, memory: 5694, top1_acc: 0.0891, top5_acc: 0.2492, loss_cls: 4.3929, loss: 4.3929, grad_norm: 4.8693 2021-08-16 22:18:08,325 - mmaction - INFO - Epoch [1][840/2640] lr: 1.000e-02, eta: 17:22:44, time: 0.425, data_time: 0.000, memory: 5694, top1_acc: 0.1008, top5_acc: 0.2750, loss_cls: 4.3184, loss: 4.3184, grad_norm: 4.9296 2021-08-16 22:18:16,825 - mmaction - INFO - Epoch [1][860/2640] lr: 1.000e-02, eta: 17:19:56, time: 0.425, data_time: 0.001, memory: 5694, top1_acc: 0.0969, top5_acc: 0.2687, loss_cls: 4.3638, loss: 4.3638, grad_norm: 4.8785 2021-08-16 22:18:25,292 - mmaction - INFO - Epoch [1][880/2640] lr: 1.000e-02, eta: 17:17:10, time: 0.423, data_time: 0.000, memory: 5694, top1_acc: 0.1031, top5_acc: 0.2602, loss_cls: 4.2926, loss: 4.2926, grad_norm: 5.0112 2021-08-16 22:18:33,758 - mmaction - INFO - Epoch [1][900/2640] lr: 1.000e-02, eta: 17:14:31, time: 0.423, data_time: 0.001, memory: 5694, top1_acc: 0.0750, top5_acc: 0.2352, loss_cls: 4.3746, loss: 4.3746, grad_norm: 4.8719 2021-08-16 22:18:42,246 - mmaction - INFO - Epoch [1][920/2640] lr: 1.000e-02, eta: 17:12:01, time: 0.424, data_time: 0.001, memory: 5694, top1_acc: 0.0953, top5_acc: 0.2633, loss_cls: 4.3348, loss: 4.3348, grad_norm: 4.8699 2021-08-16 22:18:50,673 - mmaction - INFO - Epoch [1][940/2640] lr: 1.000e-02, eta: 17:09:29, time: 0.421, data_time: 0.000, memory: 5694, top1_acc: 0.1023, top5_acc: 0.2648, loss_cls: 4.3099, loss: 4.3099, grad_norm: 4.8554 2021-08-16 22:18:59,121 - mmaction - INFO - Epoch [1][960/2640] lr: 1.000e-02, eta: 17:07:07, time: 0.423, data_time: 0.001, memory: 5694, top1_acc: 0.1039, top5_acc: 0.2805, loss_cls: 4.2707, loss: 4.2707, grad_norm: 5.0258 2021-08-16 22:19:07,582 - mmaction - INFO - Epoch [1][980/2640] lr: 1.000e-02, eta: 17:04:50, time: 0.423, data_time: 0.000, memory: 5694, top1_acc: 0.0898, top5_acc: 0.2672, loss_cls: 4.3511, loss: 4.3511, grad_norm: 4.8124 2021-08-16 22:19:16,008 - mmaction - INFO - Epoch [1][1000/2640] lr: 1.000e-02, eta: 17:02:36, time: 0.421, data_time: 0.001, memory: 5694, top1_acc: 0.0836, top5_acc: 0.2719, loss_cls: 4.3630, loss: 4.3630, grad_norm: 4.9618 2021-08-16 22:19:24,422 - mmaction - INFO - Epoch [1][1020/2640] lr: 1.000e-02, eta: 17:00:24, time: 0.421, data_time: 0.001, memory: 5694, top1_acc: 0.1023, top5_acc: 0.2914, loss_cls: 4.2735, loss: 4.2735, grad_norm: 4.9569 2021-08-16 22:19:32,825 - mmaction - INFO - Epoch [1][1040/2640] lr: 1.000e-02, eta: 16:58:16, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.0883, top5_acc: 0.2687, loss_cls: 4.3046, loss: 4.3046, grad_norm: 4.8047 2021-08-16 22:19:41,228 - mmaction - INFO - Epoch [1][1060/2640] lr: 1.000e-02, eta: 16:56:11, time: 0.420, data_time: 0.000, memory: 5694, top1_acc: 0.1086, top5_acc: 0.2820, loss_cls: 4.2510, loss: 4.2510, grad_norm: 4.9516 2021-08-16 22:19:49,639 - mmaction - INFO - Epoch [1][1080/2640] lr: 1.000e-02, eta: 16:54:12, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.1172, top5_acc: 0.2812, loss_cls: 4.2287, loss: 4.2287, grad_norm: 4.9232 2021-08-16 22:19:58,032 - mmaction - INFO - Epoch [1][1100/2640] lr: 1.000e-02, eta: 16:52:16, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.0852, top5_acc: 0.2734, loss_cls: 4.3294, loss: 4.3294, grad_norm: 4.9606 2021-08-16 22:20:06,398 - mmaction - INFO - Epoch [1][1120/2640] lr: 1.000e-02, eta: 16:50:20, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.1156, top5_acc: 0.2930, loss_cls: 4.2000, loss: 4.2000, grad_norm: 4.8155 2021-08-16 22:20:14,784 - mmaction - INFO - Epoch [1][1140/2640] lr: 1.000e-02, eta: 16:48:30, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.1156, top5_acc: 0.3172, loss_cls: 4.2170, loss: 4.2170, grad_norm: 5.0716 2021-08-16 22:20:23,150 - mmaction - INFO - Epoch [1][1160/2640] lr: 1.000e-02, eta: 16:46:40, time: 0.418, data_time: 0.000, memory: 5694, top1_acc: 0.0875, top5_acc: 0.2859, loss_cls: 4.2787, loss: 4.2787, grad_norm: 5.1216 2021-08-16 22:20:31,565 - mmaction - INFO - Epoch [1][1180/2640] lr: 1.000e-02, eta: 16:45:01, time: 0.421, data_time: 0.002, memory: 5694, top1_acc: 0.0930, top5_acc: 0.3008, loss_cls: 4.2197, loss: 4.2197, grad_norm: 4.9524 2021-08-16 22:20:39,948 - mmaction - INFO - Epoch [1][1200/2640] lr: 1.000e-02, eta: 16:43:20, time: 0.419, data_time: 0.000, memory: 5694, top1_acc: 0.1062, top5_acc: 0.3086, loss_cls: 4.1854, loss: 4.1854, grad_norm: 5.1228 2021-08-16 22:20:48,318 - mmaction - INFO - Epoch [1][1220/2640] lr: 1.000e-02, eta: 16:41:42, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.1055, top5_acc: 0.2711, loss_cls: 4.2680, loss: 4.2680, grad_norm: 4.9727 2021-08-16 22:20:56,690 - mmaction - INFO - Epoch [1][1240/2640] lr: 1.000e-02, eta: 16:40:06, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.1094, top5_acc: 0.3211, loss_cls: 4.1309, loss: 4.1309, grad_norm: 5.0545 2021-08-16 22:21:05,083 - mmaction - INFO - Epoch [1][1260/2640] lr: 1.000e-02, eta: 16:38:36, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.1117, top5_acc: 0.2852, loss_cls: 4.2195, loss: 4.2195, grad_norm: 4.9198 2021-08-16 22:21:13,455 - mmaction - INFO - Epoch [1][1280/2640] lr: 1.000e-02, eta: 16:37:06, time: 0.419, data_time: 0.000, memory: 5694, top1_acc: 0.1102, top5_acc: 0.2961, loss_cls: 4.1837, loss: 4.1837, grad_norm: 5.0493 2021-08-16 22:21:21,797 - mmaction - INFO - Epoch [1][1300/2640] lr: 1.000e-02, eta: 16:35:35, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.1156, top5_acc: 0.3047, loss_cls: 4.2078, loss: 4.2078, grad_norm: 5.2088 2021-08-16 22:21:30,127 - mmaction - INFO - Epoch [1][1320/2640] lr: 1.000e-02, eta: 16:34:05, time: 0.416, data_time: 0.000, memory: 5694, top1_acc: 0.1078, top5_acc: 0.2953, loss_cls: 4.2497, loss: 4.2497, grad_norm: 4.9992 2021-08-16 22:21:38,488 - mmaction - INFO - Epoch [1][1340/2640] lr: 1.000e-02, eta: 16:32:42, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.0914, top5_acc: 0.2789, loss_cls: 4.2419, loss: 4.2419, grad_norm: 4.9770 2021-08-16 22:21:46,796 - mmaction - INFO - Epoch [1][1360/2640] lr: 1.000e-02, eta: 16:31:14, time: 0.415, data_time: 0.000, memory: 5694, top1_acc: 0.1211, top5_acc: 0.3180, loss_cls: 4.1442, loss: 4.1442, grad_norm: 4.9123 2021-08-16 22:21:55,135 - mmaction - INFO - Epoch [1][1380/2640] lr: 1.000e-02, eta: 16:29:53, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.1070, top5_acc: 0.2898, loss_cls: 4.2580, loss: 4.2580, grad_norm: 5.0505 2021-08-16 22:22:03,433 - mmaction - INFO - Epoch [1][1400/2640] lr: 1.000e-02, eta: 16:28:30, time: 0.415, data_time: 0.000, memory: 5694, top1_acc: 0.1000, top5_acc: 0.3148, loss_cls: 4.1896, loss: 4.1896, grad_norm: 5.0136 2021-08-16 22:22:11,748 - mmaction - INFO - Epoch [1][1420/2640] lr: 1.000e-02, eta: 16:27:10, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.1172, top5_acc: 0.3242, loss_cls: 4.1176, loss: 4.1176, grad_norm: 4.9747 2021-08-16 22:22:20,089 - mmaction - INFO - Epoch [1][1440/2640] lr: 1.000e-02, eta: 16:25:54, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.1211, top5_acc: 0.3156, loss_cls: 4.1200, loss: 4.1200, grad_norm: 5.0100 2021-08-16 22:22:28,375 - mmaction - INFO - Epoch [1][1460/2640] lr: 1.000e-02, eta: 16:24:36, time: 0.415, data_time: 0.001, memory: 5694, top1_acc: 0.1203, top5_acc: 0.3227, loss_cls: 4.1291, loss: 4.1291, grad_norm: 5.1745 2021-08-16 22:22:36,676 - mmaction - INFO - Epoch [1][1480/2640] lr: 1.000e-02, eta: 16:23:21, time: 0.415, data_time: 0.001, memory: 5694, top1_acc: 0.1008, top5_acc: 0.3117, loss_cls: 4.1999, loss: 4.1999, grad_norm: 4.9538 2021-08-16 22:22:44,946 - mmaction - INFO - Epoch [1][1500/2640] lr: 1.000e-02, eta: 16:22:05, time: 0.414, data_time: 0.000, memory: 5694, top1_acc: 0.1109, top5_acc: 0.3055, loss_cls: 4.1900, loss: 4.1900, grad_norm: 5.0320 2021-08-16 22:22:53,233 - mmaction - INFO - Epoch [1][1520/2640] lr: 1.000e-02, eta: 16:20:52, time: 0.414, data_time: 0.001, memory: 5694, top1_acc: 0.1016, top5_acc: 0.2914, loss_cls: 4.2281, loss: 4.2281, grad_norm: 4.9346 2021-08-16 22:23:01,509 - mmaction - INFO - Epoch [1][1540/2640] lr: 1.000e-02, eta: 16:19:40, time: 0.414, data_time: 0.000, memory: 5694, top1_acc: 0.1156, top5_acc: 0.3203, loss_cls: 4.1558, loss: 4.1558, grad_norm: 4.9375 2021-08-16 22:23:09,843 - mmaction - INFO - Epoch [1][1560/2640] lr: 1.000e-02, eta: 16:18:33, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.1109, top5_acc: 0.3109, loss_cls: 4.1278, loss: 4.1278, grad_norm: 4.8031 2021-08-16 22:23:18,119 - mmaction - INFO - Epoch [1][1580/2640] lr: 1.000e-02, eta: 16:17:25, time: 0.414, data_time: 0.001, memory: 5694, top1_acc: 0.1273, top5_acc: 0.3133, loss_cls: 4.1737, loss: 4.1737, grad_norm: 5.0342 2021-08-16 22:23:26,406 - mmaction - INFO - Epoch [1][1600/2640] lr: 1.000e-02, eta: 16:16:18, time: 0.414, data_time: 0.001, memory: 5694, top1_acc: 0.1195, top5_acc: 0.3352, loss_cls: 4.0582, loss: 4.0582, grad_norm: 5.1037 2021-08-16 22:23:34,681 - mmaction - INFO - Epoch [1][1620/2640] lr: 1.000e-02, eta: 16:15:12, time: 0.414, data_time: 0.001, memory: 5694, top1_acc: 0.1203, top5_acc: 0.3328, loss_cls: 4.1180, loss: 4.1180, grad_norm: 5.0782 2021-08-16 22:23:42,991 - mmaction - INFO - Epoch [1][1640/2640] lr: 1.000e-02, eta: 16:14:11, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.1195, top5_acc: 0.3250, loss_cls: 4.0510, loss: 4.0510, grad_norm: 5.1132 2021-08-16 22:23:51,288 - mmaction - INFO - Epoch [1][1660/2640] lr: 1.000e-02, eta: 16:13:09, time: 0.415, data_time: 0.001, memory: 5694, top1_acc: 0.1250, top5_acc: 0.3180, loss_cls: 4.1086, loss: 4.1086, grad_norm: 5.2463 2021-08-16 22:23:59,531 - mmaction - INFO - Epoch [1][1680/2640] lr: 1.000e-02, eta: 16:12:04, time: 0.412, data_time: 0.001, memory: 5694, top1_acc: 0.1258, top5_acc: 0.3297, loss_cls: 4.0973, loss: 4.0973, grad_norm: 5.0819 2021-08-16 22:24:07,836 - mmaction - INFO - Epoch [1][1700/2640] lr: 1.000e-02, eta: 16:11:06, time: 0.415, data_time: 0.001, memory: 5694, top1_acc: 0.1141, top5_acc: 0.3148, loss_cls: 4.0615, loss: 4.0615, grad_norm: 4.9514 2021-08-16 22:24:16,076 - mmaction - INFO - Epoch [1][1720/2640] lr: 1.000e-02, eta: 16:10:04, time: 0.412, data_time: 0.000, memory: 5694, top1_acc: 0.1289, top5_acc: 0.3172, loss_cls: 4.0819, loss: 4.0819, grad_norm: 5.1246 2021-08-16 22:24:24,351 - mmaction - INFO - Epoch [1][1740/2640] lr: 1.000e-02, eta: 16:09:05, time: 0.414, data_time: 0.001, memory: 5694, top1_acc: 0.1305, top5_acc: 0.3523, loss_cls: 4.0128, loss: 4.0128, grad_norm: 5.0760 2021-08-16 22:24:32,635 - mmaction - INFO - Epoch [1][1760/2640] lr: 1.000e-02, eta: 16:08:09, time: 0.414, data_time: 0.002, memory: 5694, top1_acc: 0.1227, top5_acc: 0.3258, loss_cls: 4.0675, loss: 4.0675, grad_norm: 4.9645 2021-08-16 22:24:40,892 - mmaction - INFO - Epoch [1][1780/2640] lr: 1.000e-02, eta: 16:07:11, time: 0.413, data_time: 0.001, memory: 5694, top1_acc: 0.1328, top5_acc: 0.3367, loss_cls: 4.0588, loss: 4.0588, grad_norm: 5.0828 2021-08-16 22:24:49,192 - mmaction - INFO - Epoch [1][1800/2640] lr: 1.000e-02, eta: 16:06:18, time: 0.415, data_time: 0.001, memory: 5694, top1_acc: 0.1195, top5_acc: 0.3172, loss_cls: 4.1457, loss: 4.1457, grad_norm: 5.0376 2021-08-16 22:24:57,469 - mmaction - INFO - Epoch [1][1820/2640] lr: 1.000e-02, eta: 16:05:24, time: 0.414, data_time: 0.000, memory: 5694, top1_acc: 0.1047, top5_acc: 0.2984, loss_cls: 4.2300, loss: 4.2300, grad_norm: 5.1008 2021-08-16 22:25:05,684 - mmaction - INFO - Epoch [1][1840/2640] lr: 1.000e-02, eta: 16:04:27, time: 0.411, data_time: 0.000, memory: 5694, top1_acc: 0.1281, top5_acc: 0.3438, loss_cls: 4.0898, loss: 4.0898, grad_norm: 4.9709 2021-08-16 22:25:13,969 - mmaction - INFO - Epoch [1][1860/2640] lr: 1.000e-02, eta: 16:03:35, time: 0.414, data_time: 0.000, memory: 5694, top1_acc: 0.1125, top5_acc: 0.3164, loss_cls: 4.1460, loss: 4.1460, grad_norm: 5.0549 2021-08-16 22:25:22,259 - mmaction - INFO - Epoch [1][1880/2640] lr: 1.000e-02, eta: 16:02:46, time: 0.415, data_time: 0.001, memory: 5694, top1_acc: 0.1164, top5_acc: 0.3141, loss_cls: 4.1338, loss: 4.1338, grad_norm: 5.0214 2021-08-16 22:25:30,515 - mmaction - INFO - Epoch [1][1900/2640] lr: 1.000e-02, eta: 16:01:54, time: 0.413, data_time: 0.000, memory: 5694, top1_acc: 0.1109, top5_acc: 0.3258, loss_cls: 4.1002, loss: 4.1002, grad_norm: 4.9570 2021-08-16 22:25:38,831 - mmaction - INFO - Epoch [1][1920/2640] lr: 1.000e-02, eta: 16:01:07, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.1219, top5_acc: 0.3172, loss_cls: 4.0797, loss: 4.0797, grad_norm: 4.9102 2021-08-16 22:25:47,041 - mmaction - INFO - Epoch [1][1940/2640] lr: 1.000e-02, eta: 16:00:14, time: 0.410, data_time: 0.000, memory: 5694, top1_acc: 0.1187, top5_acc: 0.3219, loss_cls: 4.1155, loss: 4.1155, grad_norm: 5.0433 2021-08-16 22:25:55,314 - mmaction - INFO - Epoch [1][1960/2640] lr: 1.000e-02, eta: 15:59:27, time: 0.414, data_time: 0.001, memory: 5694, top1_acc: 0.1133, top5_acc: 0.3305, loss_cls: 4.0949, loss: 4.0949, grad_norm: 4.9861 2021-08-16 22:26:03,568 - mmaction - INFO - Epoch [1][1980/2640] lr: 1.000e-02, eta: 15:58:38, time: 0.413, data_time: 0.000, memory: 5694, top1_acc: 0.1195, top5_acc: 0.3148, loss_cls: 4.1156, loss: 4.1156, grad_norm: 5.0277 2021-08-16 22:26:11,833 - mmaction - INFO - Epoch [1][2000/2640] lr: 1.000e-02, eta: 15:57:52, time: 0.413, data_time: 0.001, memory: 5694, top1_acc: 0.1336, top5_acc: 0.3398, loss_cls: 4.0554, loss: 4.0554, grad_norm: 5.0309 2021-08-16 22:26:20,068 - mmaction - INFO - Epoch [1][2020/2640] lr: 1.000e-02, eta: 15:57:04, time: 0.412, data_time: 0.001, memory: 5694, top1_acc: 0.1289, top5_acc: 0.3422, loss_cls: 4.0140, loss: 4.0140, grad_norm: 5.2812 2021-08-16 22:26:28,329 - mmaction - INFO - Epoch [1][2040/2640] lr: 1.000e-02, eta: 15:56:18, time: 0.413, data_time: 0.001, memory: 5694, top1_acc: 0.1266, top5_acc: 0.3305, loss_cls: 4.0475, loss: 4.0475, grad_norm: 5.1434 2021-08-16 22:26:36,584 - mmaction - INFO - Epoch [1][2060/2640] lr: 1.000e-02, eta: 15:55:33, time: 0.412, data_time: 0.001, memory: 5694, top1_acc: 0.1328, top5_acc: 0.3578, loss_cls: 4.0038, loss: 4.0038, grad_norm: 4.9606 2021-08-16 22:26:44,797 - mmaction - INFO - Epoch [1][2080/2640] lr: 1.000e-02, eta: 15:54:46, time: 0.411, data_time: 0.001, memory: 5694, top1_acc: 0.1391, top5_acc: 0.3570, loss_cls: 3.9795, loss: 3.9795, grad_norm: 5.0720 2021-08-16 22:26:52,993 - mmaction - INFO - Epoch [1][2100/2640] lr: 1.000e-02, eta: 15:53:59, time: 0.410, data_time: 0.000, memory: 5694, top1_acc: 0.1336, top5_acc: 0.3312, loss_cls: 4.0487, loss: 4.0487, grad_norm: 5.2601 2021-08-16 22:27:01,241 - mmaction - INFO - Epoch [1][2120/2640] lr: 1.000e-02, eta: 15:53:15, time: 0.412, data_time: 0.001, memory: 5694, top1_acc: 0.1406, top5_acc: 0.3531, loss_cls: 4.0139, loss: 4.0139, grad_norm: 4.9777 2021-08-16 22:27:09,442 - mmaction - INFO - Epoch [1][2140/2640] lr: 1.000e-02, eta: 15:52:30, time: 0.410, data_time: 0.001, memory: 5694, top1_acc: 0.1094, top5_acc: 0.3266, loss_cls: 4.1081, loss: 4.1081, grad_norm: 5.2032 2021-08-16 22:27:17,747 - mmaction - INFO - Epoch [1][2160/2640] lr: 1.000e-02, eta: 15:51:51, time: 0.415, data_time: 0.001, memory: 5694, top1_acc: 0.1289, top5_acc: 0.3297, loss_cls: 4.0423, loss: 4.0423, grad_norm: 5.2303 2021-08-16 22:27:25,955 - mmaction - INFO - Epoch [1][2180/2640] lr: 1.000e-02, eta: 15:51:07, time: 0.410, data_time: 0.001, memory: 5694, top1_acc: 0.1180, top5_acc: 0.3156, loss_cls: 4.1201, loss: 4.1201, grad_norm: 5.0385 2021-08-16 22:27:34,161 - mmaction - INFO - Epoch [1][2200/2640] lr: 1.000e-02, eta: 15:50:24, time: 0.410, data_time: 0.002, memory: 5694, top1_acc: 0.1539, top5_acc: 0.3344, loss_cls: 4.0462, loss: 4.0462, grad_norm: 5.1909 2021-08-16 22:27:42,352 - mmaction - INFO - Epoch [1][2220/2640] lr: 1.000e-02, eta: 15:49:40, time: 0.410, data_time: 0.001, memory: 5694, top1_acc: 0.1344, top5_acc: 0.3523, loss_cls: 3.9588, loss: 3.9588, grad_norm: 5.1343 2021-08-16 22:27:50,610 - mmaction - INFO - Epoch [1][2240/2640] lr: 1.000e-02, eta: 15:49:01, time: 0.413, data_time: 0.001, memory: 5694, top1_acc: 0.1344, top5_acc: 0.3672, loss_cls: 3.9833, loss: 3.9833, grad_norm: 5.0116 2021-08-16 22:27:58,787 - mmaction - INFO - Epoch [1][2260/2640] lr: 1.000e-02, eta: 15:48:18, time: 0.409, data_time: 0.001, memory: 5694, top1_acc: 0.1227, top5_acc: 0.3359, loss_cls: 4.0758, loss: 4.0758, grad_norm: 5.0581 2021-08-16 22:28:06,981 - mmaction - INFO - Epoch [1][2280/2640] lr: 1.000e-02, eta: 15:47:36, time: 0.409, data_time: 0.001, memory: 5694, top1_acc: 0.1336, top5_acc: 0.3531, loss_cls: 4.0179, loss: 4.0179, grad_norm: 5.0134 2021-08-16 22:28:15,185 - mmaction - INFO - Epoch [1][2300/2640] lr: 1.000e-02, eta: 15:46:56, time: 0.410, data_time: 0.001, memory: 5694, top1_acc: 0.1461, top5_acc: 0.3570, loss_cls: 3.9344, loss: 3.9344, grad_norm: 5.1508 2021-08-16 22:28:23,432 - mmaction - INFO - Epoch [1][2320/2640] lr: 1.000e-02, eta: 15:46:18, time: 0.412, data_time: 0.001, memory: 5694, top1_acc: 0.1305, top5_acc: 0.3125, loss_cls: 4.0492, loss: 4.0492, grad_norm: 5.1087 2021-08-16 22:28:31,625 - mmaction - INFO - Epoch [1][2340/2640] lr: 1.000e-02, eta: 15:45:38, time: 0.410, data_time: 0.001, memory: 5694, top1_acc: 0.1250, top5_acc: 0.3477, loss_cls: 3.9837, loss: 3.9837, grad_norm: 5.1592 2021-08-16 22:28:39,819 - mmaction - INFO - Epoch [1][2360/2640] lr: 1.000e-02, eta: 15:44:59, time: 0.409, data_time: 0.000, memory: 5694, top1_acc: 0.1461, top5_acc: 0.3563, loss_cls: 3.9560, loss: 3.9560, grad_norm: 5.1200 2021-08-16 22:28:48,063 - mmaction - INFO - Epoch [1][2380/2640] lr: 1.000e-02, eta: 15:44:23, time: 0.413, data_time: 0.001, memory: 5694, top1_acc: 0.1297, top5_acc: 0.3594, loss_cls: 4.0211, loss: 4.0211, grad_norm: 5.1334 2021-08-16 22:28:56,264 - mmaction - INFO - Epoch [1][2400/2640] lr: 1.000e-02, eta: 15:43:45, time: 0.410, data_time: 0.000, memory: 5694, top1_acc: 0.1367, top5_acc: 0.3391, loss_cls: 4.0240, loss: 4.0240, grad_norm: 4.9668 2021-08-16 22:29:04,462 - mmaction - INFO - Epoch [1][2420/2640] lr: 1.000e-02, eta: 15:43:07, time: 0.410, data_time: 0.000, memory: 5694, top1_acc: 0.1391, top5_acc: 0.3531, loss_cls: 3.9940, loss: 3.9940, grad_norm: 5.0678 2021-08-16 22:29:12,654 - mmaction - INFO - Epoch [1][2440/2640] lr: 1.000e-02, eta: 15:42:29, time: 0.409, data_time: 0.001, memory: 5694, top1_acc: 0.1320, top5_acc: 0.3430, loss_cls: 4.0040, loss: 4.0040, grad_norm: 5.1953 2021-08-16 22:29:20,855 - mmaction - INFO - Epoch [1][2460/2640] lr: 1.000e-02, eta: 15:41:53, time: 0.410, data_time: 0.001, memory: 5694, top1_acc: 0.1414, top5_acc: 0.3703, loss_cls: 3.9279, loss: 3.9279, grad_norm: 4.9141 2021-08-16 22:29:29,103 - mmaction - INFO - Epoch [1][2480/2640] lr: 1.000e-02, eta: 15:41:19, time: 0.412, data_time: 0.001, memory: 5694, top1_acc: 0.1227, top5_acc: 0.3375, loss_cls: 4.0608, loss: 4.0608, grad_norm: 5.1878 2021-08-16 22:29:37,299 - mmaction - INFO - Epoch [1][2500/2640] lr: 1.000e-02, eta: 15:40:43, time: 0.410, data_time: 0.001, memory: 5694, top1_acc: 0.1398, top5_acc: 0.3609, loss_cls: 3.9924, loss: 3.9924, grad_norm: 4.9722 2021-08-16 22:29:45,551 - mmaction - INFO - Epoch [1][2520/2640] lr: 1.000e-02, eta: 15:40:11, time: 0.413, data_time: 0.001, memory: 5694, top1_acc: 0.1508, top5_acc: 0.3773, loss_cls: 3.9498, loss: 3.9498, grad_norm: 5.1417 2021-08-16 22:29:53,750 - mmaction - INFO - Epoch [1][2540/2640] lr: 1.000e-02, eta: 15:39:36, time: 0.410, data_time: 0.001, memory: 5694, top1_acc: 0.1344, top5_acc: 0.3453, loss_cls: 4.0319, loss: 4.0319, grad_norm: 5.1379 2021-08-16 22:30:01,980 - mmaction - INFO - Epoch [1][2560/2640] lr: 1.000e-02, eta: 15:39:03, time: 0.411, data_time: 0.001, memory: 5694, top1_acc: 0.1211, top5_acc: 0.3367, loss_cls: 4.0689, loss: 4.0689, grad_norm: 5.1789 2021-08-16 22:30:10,195 - mmaction - INFO - Epoch [1][2580/2640] lr: 1.000e-02, eta: 15:38:30, time: 0.411, data_time: 0.001, memory: 5694, top1_acc: 0.1320, top5_acc: 0.3422, loss_cls: 4.0279, loss: 4.0279, grad_norm: 5.0079 2021-08-16 22:30:18,416 - mmaction - INFO - Epoch [1][2600/2640] lr: 1.000e-02, eta: 15:37:57, time: 0.411, data_time: 0.001, memory: 5694, top1_acc: 0.1219, top5_acc: 0.3656, loss_cls: 4.0273, loss: 4.0273, grad_norm: 4.9455 2021-08-16 22:30:26,611 - mmaction - INFO - Epoch [1][2620/2640] lr: 1.000e-02, eta: 15:37:23, time: 0.410, data_time: 0.000, memory: 5694, top1_acc: 0.1367, top5_acc: 0.3453, loss_cls: 4.0210, loss: 4.0210, grad_norm: 4.7700 2021-08-16 22:30:34,618 - mmaction - INFO - Epoch [1][2640/2640] lr: 1.000e-02, eta: 15:36:41, time: 0.400, data_time: 0.001, memory: 5694, top1_acc: 0.1274, top5_acc: 0.3258, loss_cls: 4.0745, loss: 4.0745, grad_norm: 5.0253 2021-08-16 22:30:36,568 - mmaction - INFO - Saving checkpoint at 1 epochs 2021-08-16 22:31:29,804 - mmaction - INFO - Epoch [2][20/2640] lr: 1.000e-02, eta: 16:11:42, time: 2.604, data_time: 2.183, memory: 5694, top1_acc: 0.1359, top5_acc: 0.3727, loss_cls: 3.9119, loss: 3.9119, grad_norm: 5.0219 2021-08-16 22:31:37,718 - mmaction - INFO - Epoch [2][40/2640] lr: 1.000e-02, eta: 16:10:40, time: 0.396, data_time: 0.002, memory: 5694, top1_acc: 0.1422, top5_acc: 0.3703, loss_cls: 3.9130, loss: 3.9130, grad_norm: 4.9827 2021-08-16 22:31:45,669 - mmaction - INFO - Epoch [2][60/2640] lr: 1.000e-02, eta: 16:09:41, time: 0.398, data_time: 0.001, memory: 5694, top1_acc: 0.1430, top5_acc: 0.3719, loss_cls: 3.8404, loss: 3.8404, grad_norm: 5.2493 2021-08-16 22:31:53,666 - mmaction - INFO - Epoch [2][80/2640] lr: 1.000e-02, eta: 16:08:44, time: 0.400, data_time: 0.001, memory: 5694, top1_acc: 0.1281, top5_acc: 0.3500, loss_cls: 4.0008, loss: 4.0008, grad_norm: 5.1686 2021-08-16 22:32:01,691 - mmaction - INFO - Epoch [2][100/2640] lr: 1.000e-02, eta: 16:07:50, time: 0.401, data_time: 0.000, memory: 5694, top1_acc: 0.1461, top5_acc: 0.3625, loss_cls: 3.9463, loss: 3.9463, grad_norm: 5.0077 2021-08-16 22:32:09,805 - mmaction - INFO - Epoch [2][120/2640] lr: 1.000e-02, eta: 16:07:00, time: 0.406, data_time: 0.001, memory: 5694, top1_acc: 0.1633, top5_acc: 0.3711, loss_cls: 3.8972, loss: 3.8972, grad_norm: 5.1381 2021-08-16 22:32:18,018 - mmaction - INFO - Epoch [2][140/2640] lr: 1.000e-02, eta: 16:06:15, time: 0.411, data_time: 0.000, memory: 5694, top1_acc: 0.1500, top5_acc: 0.3617, loss_cls: 3.9782, loss: 3.9782, grad_norm: 5.2965 2021-08-16 22:32:26,360 - mmaction - INFO - Epoch [2][160/2640] lr: 1.000e-02, eta: 16:05:37, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.1477, top5_acc: 0.3656, loss_cls: 3.9649, loss: 3.9649, grad_norm: 5.0440 2021-08-16 22:32:34,662 - mmaction - INFO - Epoch [2][180/2640] lr: 1.000e-02, eta: 16:04:58, time: 0.415, data_time: 0.000, memory: 5694, top1_acc: 0.1570, top5_acc: 0.3789, loss_cls: 3.8989, loss: 3.8989, grad_norm: 5.0854 2021-08-16 22:32:42,970 - mmaction - INFO - Epoch [2][200/2640] lr: 1.000e-02, eta: 16:04:19, time: 0.415, data_time: 0.001, memory: 5694, top1_acc: 0.1430, top5_acc: 0.3773, loss_cls: 3.8874, loss: 3.8874, grad_norm: 5.1624 2021-08-16 22:32:51,264 - mmaction - INFO - Epoch [2][220/2640] lr: 1.000e-02, eta: 16:03:40, time: 0.415, data_time: 0.001, memory: 5694, top1_acc: 0.1523, top5_acc: 0.3883, loss_cls: 3.8799, loss: 3.8799, grad_norm: 5.1027 2021-08-16 22:32:59,595 - mmaction - INFO - Epoch [2][240/2640] lr: 1.000e-02, eta: 16:03:03, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.1539, top5_acc: 0.3797, loss_cls: 3.8799, loss: 3.8799, grad_norm: 5.0650 2021-08-16 22:33:07,975 - mmaction - INFO - Epoch [2][260/2640] lr: 1.000e-02, eta: 16:02:29, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.1586, top5_acc: 0.3719, loss_cls: 3.9239, loss: 3.9239, grad_norm: 5.0345 2021-08-16 22:33:16,257 - mmaction - INFO - Epoch [2][280/2640] lr: 1.000e-02, eta: 16:01:50, time: 0.414, data_time: 0.000, memory: 5694, top1_acc: 0.1523, top5_acc: 0.3883, loss_cls: 3.8551, loss: 3.8551, grad_norm: 5.2193 2021-08-16 22:33:24,585 - mmaction - INFO - Epoch [2][300/2640] lr: 1.000e-02, eta: 16:01:14, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.1633, top5_acc: 0.3672, loss_cls: 3.8527, loss: 3.8527, grad_norm: 4.9465 2021-08-16 22:33:32,836 - mmaction - INFO - Epoch [2][320/2640] lr: 1.000e-02, eta: 16:00:36, time: 0.413, data_time: 0.000, memory: 5694, top1_acc: 0.1586, top5_acc: 0.3797, loss_cls: 3.8908, loss: 3.8908, grad_norm: 5.1334 2021-08-16 22:33:41,088 - mmaction - INFO - Epoch [2][340/2640] lr: 1.000e-02, eta: 15:59:57, time: 0.413, data_time: 0.000, memory: 5694, top1_acc: 0.1320, top5_acc: 0.3750, loss_cls: 3.9034, loss: 3.9034, grad_norm: 5.1408 2021-08-16 22:33:49,326 - mmaction - INFO - Epoch [2][360/2640] lr: 1.000e-02, eta: 15:59:18, time: 0.412, data_time: 0.001, memory: 5694, top1_acc: 0.1641, top5_acc: 0.3734, loss_cls: 3.8874, loss: 3.8874, grad_norm: 5.0917 2021-08-16 22:33:57,576 - mmaction - INFO - Epoch [2][380/2640] lr: 1.000e-02, eta: 15:58:41, time: 0.412, data_time: 0.000, memory: 5694, top1_acc: 0.1539, top5_acc: 0.3812, loss_cls: 3.8763, loss: 3.8763, grad_norm: 5.0951 2021-08-16 22:34:05,819 - mmaction - INFO - Epoch [2][400/2640] lr: 1.000e-02, eta: 15:58:03, time: 0.412, data_time: 0.000, memory: 5694, top1_acc: 0.1570, top5_acc: 0.3773, loss_cls: 3.8869, loss: 3.8869, grad_norm: 5.1876 2021-08-16 22:34:14,070 - mmaction - INFO - Epoch [2][420/2640] lr: 1.000e-02, eta: 15:57:26, time: 0.412, data_time: 0.000, memory: 5694, top1_acc: 0.1430, top5_acc: 0.3711, loss_cls: 3.8746, loss: 3.8746, grad_norm: 5.2085 2021-08-16 22:34:22,339 - mmaction - INFO - Epoch [2][440/2640] lr: 1.000e-02, eta: 15:56:51, time: 0.414, data_time: 0.001, memory: 5694, top1_acc: 0.1508, top5_acc: 0.3898, loss_cls: 3.8461, loss: 3.8461, grad_norm: 5.0842 2021-08-16 22:34:30,593 - mmaction - INFO - Epoch [2][460/2640] lr: 1.000e-02, eta: 15:56:14, time: 0.413, data_time: 0.000, memory: 5694, top1_acc: 0.1461, top5_acc: 0.3734, loss_cls: 3.8864, loss: 3.8864, grad_norm: 5.2232 2021-08-16 22:34:38,851 - mmaction - INFO - Epoch [2][480/2640] lr: 1.000e-02, eta: 15:55:39, time: 0.413, data_time: 0.001, memory: 5694, top1_acc: 0.1523, top5_acc: 0.3961, loss_cls: 3.8777, loss: 3.8777, grad_norm: 5.2319 2021-08-16 22:34:47,101 - mmaction - INFO - Epoch [2][500/2640] lr: 1.000e-02, eta: 15:55:03, time: 0.412, data_time: 0.000, memory: 5694, top1_acc: 0.1523, top5_acc: 0.3680, loss_cls: 3.8809, loss: 3.8809, grad_norm: 5.1566 2021-08-16 22:34:55,369 - mmaction - INFO - Epoch [2][520/2640] lr: 1.000e-02, eta: 15:54:29, time: 0.413, data_time: 0.001, memory: 5694, top1_acc: 0.1492, top5_acc: 0.4039, loss_cls: 3.8190, loss: 3.8190, grad_norm: 5.3392 2021-08-16 22:35:03,661 - mmaction - INFO - Epoch [2][540/2640] lr: 1.000e-02, eta: 15:53:56, time: 0.415, data_time: 0.000, memory: 5694, top1_acc: 0.1547, top5_acc: 0.3688, loss_cls: 3.9222, loss: 3.9222, grad_norm: 5.0454 2021-08-16 22:35:11,928 - mmaction - INFO - Epoch [2][560/2640] lr: 1.000e-02, eta: 15:53:22, time: 0.413, data_time: 0.001, memory: 5694, top1_acc: 0.1453, top5_acc: 0.4086, loss_cls: 3.7720, loss: 3.7720, grad_norm: 5.2684 2021-08-16 22:35:20,158 - mmaction - INFO - Epoch [2][580/2640] lr: 1.000e-02, eta: 15:52:47, time: 0.412, data_time: 0.000, memory: 5694, top1_acc: 0.1523, top5_acc: 0.3680, loss_cls: 3.8971, loss: 3.8971, grad_norm: 5.1780 2021-08-16 22:35:28,470 - mmaction - INFO - Epoch [2][600/2640] lr: 1.000e-02, eta: 15:52:16, time: 0.415, data_time: 0.001, memory: 5694, top1_acc: 0.1602, top5_acc: 0.4008, loss_cls: 3.8696, loss: 3.8696, grad_norm: 5.3196 2021-08-16 22:35:36,698 - mmaction - INFO - Epoch [2][620/2640] lr: 1.000e-02, eta: 15:51:41, time: 0.412, data_time: 0.000, memory: 5694, top1_acc: 0.1555, top5_acc: 0.3805, loss_cls: 3.9252, loss: 3.9252, grad_norm: 5.0726 2021-08-16 22:35:44,941 - mmaction - INFO - Epoch [2][640/2640] lr: 1.000e-02, eta: 15:51:08, time: 0.412, data_time: 0.001, memory: 5694, top1_acc: 0.1609, top5_acc: 0.4031, loss_cls: 3.8110, loss: 3.8110, grad_norm: 5.1843 2021-08-16 22:35:53,217 - mmaction - INFO - Epoch [2][660/2640] lr: 1.000e-02, eta: 15:50:36, time: 0.414, data_time: 0.000, memory: 5694, top1_acc: 0.1555, top5_acc: 0.3781, loss_cls: 3.8386, loss: 3.8386, grad_norm: 5.2182 2021-08-16 22:36:01,509 - mmaction - INFO - Epoch [2][680/2640] lr: 1.000e-02, eta: 15:50:05, time: 0.415, data_time: 0.001, memory: 5694, top1_acc: 0.1539, top5_acc: 0.3883, loss_cls: 3.8589, loss: 3.8589, grad_norm: 5.2305 2021-08-16 22:36:09,752 - mmaction - INFO - Epoch [2][700/2640] lr: 1.000e-02, eta: 15:49:32, time: 0.412, data_time: 0.001, memory: 5694, top1_acc: 0.1578, top5_acc: 0.3703, loss_cls: 3.8845, loss: 3.8845, grad_norm: 5.1049 2021-08-16 22:36:18,026 - mmaction - INFO - Epoch [2][720/2640] lr: 1.000e-02, eta: 15:49:01, time: 0.414, data_time: 0.001, memory: 5694, top1_acc: 0.1656, top5_acc: 0.3820, loss_cls: 3.8714, loss: 3.8714, grad_norm: 5.0749 2021-08-16 22:36:26,290 - mmaction - INFO - Epoch [2][740/2640] lr: 1.000e-02, eta: 15:48:30, time: 0.413, data_time: 0.001, memory: 5694, top1_acc: 0.1508, top5_acc: 0.3953, loss_cls: 3.8303, loss: 3.8303, grad_norm: 5.0873 2021-08-16 22:36:34,562 - mmaction - INFO - Epoch [2][760/2640] lr: 1.000e-02, eta: 15:47:59, time: 0.413, data_time: 0.000, memory: 5694, top1_acc: 0.1539, top5_acc: 0.4109, loss_cls: 3.8045, loss: 3.8045, grad_norm: 5.1374 2021-08-16 22:36:42,766 - mmaction - INFO - Epoch [2][780/2640] lr: 1.000e-02, eta: 15:47:26, time: 0.410, data_time: 0.001, memory: 5694, top1_acc: 0.1477, top5_acc: 0.4008, loss_cls: 3.8406, loss: 3.8406, grad_norm: 5.4200 2021-08-16 22:36:51,082 - mmaction - INFO - Epoch [2][800/2640] lr: 1.000e-02, eta: 15:46:58, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.1359, top5_acc: 0.3773, loss_cls: 3.9246, loss: 3.9246, grad_norm: 5.2562 2021-08-16 22:36:59,289 - mmaction - INFO - Epoch [2][820/2640] lr: 1.000e-02, eta: 15:46:25, time: 0.410, data_time: 0.000, memory: 5694, top1_acc: 0.1500, top5_acc: 0.3859, loss_cls: 3.8496, loss: 3.8496, grad_norm: 5.1740 2021-08-16 22:37:07,544 - mmaction - INFO - Epoch [2][840/2640] lr: 1.000e-02, eta: 15:45:55, time: 0.413, data_time: 0.001, memory: 5694, top1_acc: 0.1516, top5_acc: 0.3641, loss_cls: 3.8768, loss: 3.8768, grad_norm: 5.1873 2021-08-16 22:37:15,812 - mmaction - INFO - Epoch [2][860/2640] lr: 1.000e-02, eta: 15:45:25, time: 0.413, data_time: 0.001, memory: 5694, top1_acc: 0.1586, top5_acc: 0.3734, loss_cls: 3.8596, loss: 3.8596, grad_norm: 5.1613 2021-08-16 22:37:24,055 - mmaction - INFO - Epoch [2][880/2640] lr: 1.000e-02, eta: 15:44:55, time: 0.412, data_time: 0.001, memory: 5694, top1_acc: 0.1672, top5_acc: 0.4031, loss_cls: 3.7808, loss: 3.7808, grad_norm: 5.3058 2021-08-16 22:37:32,311 - mmaction - INFO - Epoch [2][900/2640] lr: 1.000e-02, eta: 15:44:26, time: 0.413, data_time: 0.000, memory: 5694, top1_acc: 0.1586, top5_acc: 0.3859, loss_cls: 3.8636, loss: 3.8636, grad_norm: 5.3135 2021-08-16 22:37:40,528 - mmaction - INFO - Epoch [2][920/2640] lr: 1.000e-02, eta: 15:43:55, time: 0.411, data_time: 0.001, memory: 5694, top1_acc: 0.1578, top5_acc: 0.3875, loss_cls: 3.8448, loss: 3.8448, grad_norm: 5.2505 2021-08-16 22:37:48,790 - mmaction - INFO - Epoch [2][940/2640] lr: 1.000e-02, eta: 15:43:26, time: 0.413, data_time: 0.001, memory: 5694, top1_acc: 0.1656, top5_acc: 0.4070, loss_cls: 3.8217, loss: 3.8217, grad_norm: 5.0747 2021-08-16 22:37:57,026 - mmaction - INFO - Epoch [2][960/2640] lr: 1.000e-02, eta: 15:42:56, time: 0.411, data_time: 0.000, memory: 5694, top1_acc: 0.1516, top5_acc: 0.3742, loss_cls: 3.8723, loss: 3.8723, grad_norm: 5.1047 2021-08-16 22:38:05,292 - mmaction - INFO - Epoch [2][980/2640] lr: 1.000e-02, eta: 15:42:29, time: 0.414, data_time: 0.001, memory: 5694, top1_acc: 0.1625, top5_acc: 0.3750, loss_cls: 3.8223, loss: 3.8223, grad_norm: 5.2583 2021-08-16 22:38:13,544 - mmaction - INFO - Epoch [2][1000/2640] lr: 1.000e-02, eta: 15:42:00, time: 0.413, data_time: 0.000, memory: 5694, top1_acc: 0.1492, top5_acc: 0.3836, loss_cls: 3.8745, loss: 3.8745, grad_norm: 5.0240 2021-08-16 22:38:21,782 - mmaction - INFO - Epoch [2][1020/2640] lr: 1.000e-02, eta: 15:41:31, time: 0.412, data_time: 0.001, memory: 5694, top1_acc: 0.1531, top5_acc: 0.4000, loss_cls: 3.8220, loss: 3.8220, grad_norm: 5.0787 2021-08-16 22:38:30,057 - mmaction - INFO - Epoch [2][1040/2640] lr: 1.000e-02, eta: 15:41:04, time: 0.414, data_time: 0.000, memory: 5694, top1_acc: 0.1633, top5_acc: 0.4031, loss_cls: 3.8025, loss: 3.8025, grad_norm: 5.2178 2021-08-16 22:38:38,282 - mmaction - INFO - Epoch [2][1060/2640] lr: 1.000e-02, eta: 15:40:35, time: 0.411, data_time: 0.001, memory: 5694, top1_acc: 0.1422, top5_acc: 0.3727, loss_cls: 3.8896, loss: 3.8896, grad_norm: 5.2509 2021-08-16 22:38:46,579 - mmaction - INFO - Epoch [2][1080/2640] lr: 1.000e-02, eta: 15:40:09, time: 0.415, data_time: 0.001, memory: 5694, top1_acc: 0.1633, top5_acc: 0.3898, loss_cls: 3.8325, loss: 3.8325, grad_norm: 5.1413 2021-08-16 22:38:54,779 - mmaction - INFO - Epoch [2][1100/2640] lr: 1.000e-02, eta: 15:39:40, time: 0.410, data_time: 0.000, memory: 5694, top1_acc: 0.1625, top5_acc: 0.3797, loss_cls: 3.8284, loss: 3.8284, grad_norm: 5.1222 2021-08-16 22:39:03,023 - mmaction - INFO - Epoch [2][1120/2640] lr: 1.000e-02, eta: 15:39:13, time: 0.412, data_time: 0.001, memory: 5694, top1_acc: 0.1414, top5_acc: 0.3867, loss_cls: 3.8464, loss: 3.8464, grad_norm: 4.9256 2021-08-16 22:39:11,238 - mmaction - INFO - Epoch [2][1140/2640] lr: 1.000e-02, eta: 15:38:44, time: 0.411, data_time: 0.001, memory: 5694, top1_acc: 0.1648, top5_acc: 0.3836, loss_cls: 3.8323, loss: 3.8323, grad_norm: 5.2576 2021-08-16 22:39:19,500 - mmaction - INFO - Epoch [2][1160/2640] lr: 1.000e-02, eta: 15:38:18, time: 0.413, data_time: 0.001, memory: 5694, top1_acc: 0.1766, top5_acc: 0.4016, loss_cls: 3.7624, loss: 3.7624, grad_norm: 5.1391 2021-08-16 22:39:27,696 - mmaction - INFO - Epoch [2][1180/2640] lr: 1.000e-02, eta: 15:37:49, time: 0.410, data_time: 0.000, memory: 5694, top1_acc: 0.1633, top5_acc: 0.4016, loss_cls: 3.8271, loss: 3.8271, grad_norm: 5.1099 2021-08-16 22:39:35,976 - mmaction - INFO - Epoch [2][1200/2640] lr: 1.000e-02, eta: 15:37:24, time: 0.414, data_time: 0.001, memory: 5694, top1_acc: 0.1617, top5_acc: 0.3953, loss_cls: 3.8085, loss: 3.8085, grad_norm: 5.1396 2021-08-16 22:39:44,216 - mmaction - INFO - Epoch [2][1220/2640] lr: 1.000e-02, eta: 15:36:57, time: 0.412, data_time: 0.001, memory: 5694, top1_acc: 0.1523, top5_acc: 0.3977, loss_cls: 3.8139, loss: 3.8139, grad_norm: 5.0670 2021-08-16 22:39:52,471 - mmaction - INFO - Epoch [2][1240/2640] lr: 1.000e-02, eta: 15:36:31, time: 0.413, data_time: 0.001, memory: 5694, top1_acc: 0.1664, top5_acc: 0.3867, loss_cls: 3.8284, loss: 3.8284, grad_norm: 5.1931 2021-08-16 22:40:00,732 - mmaction - INFO - Epoch [2][1260/2640] lr: 1.000e-02, eta: 15:36:06, time: 0.413, data_time: 0.000, memory: 5694, top1_acc: 0.1492, top5_acc: 0.3773, loss_cls: 3.8400, loss: 3.8400, grad_norm: 5.2839 2021-08-16 22:40:08,967 - mmaction - INFO - Epoch [2][1280/2640] lr: 1.000e-02, eta: 15:35:39, time: 0.411, data_time: 0.000, memory: 5694, top1_acc: 0.1508, top5_acc: 0.3859, loss_cls: 3.8831, loss: 3.8831, grad_norm: 5.2332 2021-08-16 22:40:17,226 - mmaction - INFO - Epoch [2][1300/2640] lr: 1.000e-02, eta: 15:35:14, time: 0.413, data_time: 0.001, memory: 5694, top1_acc: 0.1656, top5_acc: 0.3937, loss_cls: 3.7915, loss: 3.7915, grad_norm: 5.0666 2021-08-16 22:40:25,513 - mmaction - INFO - Epoch [2][1320/2640] lr: 1.000e-02, eta: 15:34:50, time: 0.414, data_time: 0.000, memory: 5694, top1_acc: 0.1586, top5_acc: 0.3969, loss_cls: 3.8262, loss: 3.8262, grad_norm: 5.0872 2021-08-16 22:40:33,728 - mmaction - INFO - Epoch [2][1340/2640] lr: 1.000e-02, eta: 15:34:24, time: 0.411, data_time: 0.001, memory: 5694, top1_acc: 0.1547, top5_acc: 0.3961, loss_cls: 3.8103, loss: 3.8103, grad_norm: 5.2161 2021-08-16 22:40:41,969 - mmaction - INFO - Epoch [2][1360/2640] lr: 1.000e-02, eta: 15:33:59, time: 0.412, data_time: 0.001, memory: 5694, top1_acc: 0.1555, top5_acc: 0.3977, loss_cls: 3.7926, loss: 3.7926, grad_norm: 5.0948 2021-08-16 22:40:50,185 - mmaction - INFO - Epoch [2][1380/2640] lr: 1.000e-02, eta: 15:33:33, time: 0.411, data_time: 0.001, memory: 5694, top1_acc: 0.1453, top5_acc: 0.3812, loss_cls: 3.8829, loss: 3.8829, grad_norm: 5.1251 2021-08-16 22:40:58,467 - mmaction - INFO - Epoch [2][1400/2640] lr: 1.000e-02, eta: 15:33:09, time: 0.414, data_time: 0.001, memory: 5694, top1_acc: 0.1648, top5_acc: 0.3930, loss_cls: 3.8225, loss: 3.8225, grad_norm: 5.2479 2021-08-16 22:41:06,674 - mmaction - INFO - Epoch [2][1420/2640] lr: 1.000e-02, eta: 15:32:43, time: 0.410, data_time: 0.001, memory: 5694, top1_acc: 0.1773, top5_acc: 0.4133, loss_cls: 3.7560, loss: 3.7560, grad_norm: 4.9929 2021-08-16 22:41:14,962 - mmaction - INFO - Epoch [2][1440/2640] lr: 1.000e-02, eta: 15:32:20, time: 0.414, data_time: 0.000, memory: 5694, top1_acc: 0.1445, top5_acc: 0.3781, loss_cls: 3.8635, loss: 3.8635, grad_norm: 4.9673 2021-08-16 22:41:23,153 - mmaction - INFO - Epoch [2][1460/2640] lr: 1.000e-02, eta: 15:31:54, time: 0.410, data_time: 0.000, memory: 5694, top1_acc: 0.1437, top5_acc: 0.3898, loss_cls: 3.8644, loss: 3.8644, grad_norm: 5.0727 2021-08-16 22:41:31,379 - mmaction - INFO - Epoch [2][1480/2640] lr: 1.000e-02, eta: 15:31:29, time: 0.411, data_time: 0.000, memory: 5694, top1_acc: 0.1617, top5_acc: 0.4023, loss_cls: 3.8215, loss: 3.8215, grad_norm: 5.0020 2021-08-16 22:41:39,635 - mmaction - INFO - Epoch [2][1500/2640] lr: 1.000e-02, eta: 15:31:05, time: 0.413, data_time: 0.001, memory: 5694, top1_acc: 0.1648, top5_acc: 0.3945, loss_cls: 3.7871, loss: 3.7871, grad_norm: 5.0469 2021-08-16 22:41:47,852 - mmaction - INFO - Epoch [2][1520/2640] lr: 1.000e-02, eta: 15:30:40, time: 0.411, data_time: 0.001, memory: 5694, top1_acc: 0.1437, top5_acc: 0.3781, loss_cls: 3.8727, loss: 3.8727, grad_norm: 5.2418 2021-08-16 22:41:56,110 - mmaction - INFO - Epoch [2][1540/2640] lr: 1.000e-02, eta: 15:30:17, time: 0.413, data_time: 0.001, memory: 5694, top1_acc: 0.1672, top5_acc: 0.4023, loss_cls: 3.8049, loss: 3.8049, grad_norm: 5.0450 2021-08-16 22:42:04,332 - mmaction - INFO - Epoch [2][1560/2640] lr: 1.000e-02, eta: 15:29:53, time: 0.411, data_time: 0.001, memory: 5694, top1_acc: 0.1680, top5_acc: 0.4016, loss_cls: 3.7574, loss: 3.7574, grad_norm: 5.2121 2021-08-16 22:42:12,563 - mmaction - INFO - Epoch [2][1580/2640] lr: 1.000e-02, eta: 15:29:29, time: 0.412, data_time: 0.000, memory: 5694, top1_acc: 0.1766, top5_acc: 0.4188, loss_cls: 3.7050, loss: 3.7050, grad_norm: 5.1381 2021-08-16 22:42:20,794 - mmaction - INFO - Epoch [2][1600/2640] lr: 1.000e-02, eta: 15:29:05, time: 0.412, data_time: 0.001, memory: 5694, top1_acc: 0.1609, top5_acc: 0.3937, loss_cls: 3.8306, loss: 3.8306, grad_norm: 5.1475 2021-08-16 22:42:28,996 - mmaction - INFO - Epoch [2][1620/2640] lr: 1.000e-02, eta: 15:28:41, time: 0.410, data_time: 0.000, memory: 5694, top1_acc: 0.1648, top5_acc: 0.3984, loss_cls: 3.7893, loss: 3.7893, grad_norm: 5.1906 2021-08-16 22:42:37,267 - mmaction - INFO - Epoch [2][1640/2640] lr: 1.000e-02, eta: 15:28:18, time: 0.414, data_time: 0.001, memory: 5694, top1_acc: 0.1680, top5_acc: 0.4156, loss_cls: 3.7025, loss: 3.7025, grad_norm: 5.1261 2021-08-16 22:42:45,482 - mmaction - INFO - Epoch [2][1660/2640] lr: 1.000e-02, eta: 15:27:55, time: 0.411, data_time: 0.001, memory: 5694, top1_acc: 0.1578, top5_acc: 0.3891, loss_cls: 3.8202, loss: 3.8202, grad_norm: 5.1639 2021-08-16 22:42:53,665 - mmaction - INFO - Epoch [2][1680/2640] lr: 1.000e-02, eta: 15:27:30, time: 0.409, data_time: 0.000, memory: 5694, top1_acc: 0.1539, top5_acc: 0.4125, loss_cls: 3.8156, loss: 3.8156, grad_norm: 5.1153 2021-08-16 22:43:01,952 - mmaction - INFO - Epoch [2][1700/2640] lr: 1.000e-02, eta: 15:27:09, time: 0.414, data_time: 0.000, memory: 5694, top1_acc: 0.1828, top5_acc: 0.4328, loss_cls: 3.6711, loss: 3.6711, grad_norm: 5.1164 2021-08-16 22:43:10,156 - mmaction - INFO - Epoch [2][1720/2640] lr: 1.000e-02, eta: 15:26:45, time: 0.410, data_time: 0.000, memory: 5694, top1_acc: 0.1719, top5_acc: 0.4008, loss_cls: 3.7393, loss: 3.7393, grad_norm: 5.2795 2021-08-16 22:43:18,354 - mmaction - INFO - Epoch [2][1740/2640] lr: 1.000e-02, eta: 15:26:21, time: 0.410, data_time: 0.001, memory: 5694, top1_acc: 0.1734, top5_acc: 0.3937, loss_cls: 3.8551, loss: 3.8551, grad_norm: 5.3485 2021-08-16 22:43:26,621 - mmaction - INFO - Epoch [2][1760/2640] lr: 1.000e-02, eta: 15:26:00, time: 0.413, data_time: 0.000, memory: 5694, top1_acc: 0.2016, top5_acc: 0.4320, loss_cls: 3.6758, loss: 3.6758, grad_norm: 5.0841 2021-08-16 22:43:34,931 - mmaction - INFO - Epoch [2][1780/2640] lr: 1.000e-02, eta: 15:25:40, time: 0.415, data_time: 0.001, memory: 5694, top1_acc: 0.1773, top5_acc: 0.4242, loss_cls: 3.7186, loss: 3.7186, grad_norm: 5.1667 2021-08-16 22:43:43,122 - mmaction - INFO - Epoch [2][1800/2640] lr: 1.000e-02, eta: 15:25:16, time: 0.410, data_time: 0.001, memory: 5694, top1_acc: 0.1656, top5_acc: 0.3992, loss_cls: 3.8104, loss: 3.8104, grad_norm: 5.4608 2021-08-16 22:43:51,311 - mmaction - INFO - Epoch [2][1820/2640] lr: 1.000e-02, eta: 15:24:53, time: 0.409, data_time: 0.001, memory: 5694, top1_acc: 0.1641, top5_acc: 0.4023, loss_cls: 3.8201, loss: 3.8201, grad_norm: 5.1441 2021-08-16 22:43:59,500 - mmaction - INFO - Epoch [2][1840/2640] lr: 1.000e-02, eta: 15:24:29, time: 0.409, data_time: 0.000, memory: 5694, top1_acc: 0.1852, top5_acc: 0.4070, loss_cls: 3.7393, loss: 3.7393, grad_norm: 5.0779 2021-08-16 22:44:07,707 - mmaction - INFO - Epoch [2][1860/2640] lr: 1.000e-02, eta: 15:24:06, time: 0.410, data_time: 0.000, memory: 5694, top1_acc: 0.1789, top5_acc: 0.4133, loss_cls: 3.7335, loss: 3.7335, grad_norm: 5.1624 2021-08-16 22:44:15,905 - mmaction - INFO - Epoch [2][1880/2640] lr: 1.000e-02, eta: 15:23:44, time: 0.410, data_time: 0.001, memory: 5694, top1_acc: 0.1750, top5_acc: 0.4023, loss_cls: 3.7308, loss: 3.7308, grad_norm: 5.0806 2021-08-16 22:44:24,080 - mmaction - INFO - Epoch [2][1900/2640] lr: 1.000e-02, eta: 15:23:20, time: 0.409, data_time: 0.000, memory: 5694, top1_acc: 0.1812, top5_acc: 0.4078, loss_cls: 3.6924, loss: 3.6924, grad_norm: 5.0673 2021-08-16 22:44:32,274 - mmaction - INFO - Epoch [2][1920/2640] lr: 1.000e-02, eta: 15:22:58, time: 0.410, data_time: 0.001, memory: 5694, top1_acc: 0.1758, top5_acc: 0.4031, loss_cls: 3.7833, loss: 3.7833, grad_norm: 5.1845 2021-08-16 22:44:40,464 - mmaction - INFO - Epoch [2][1940/2640] lr: 1.000e-02, eta: 15:22:35, time: 0.410, data_time: 0.001, memory: 5694, top1_acc: 0.1688, top5_acc: 0.4180, loss_cls: 3.7622, loss: 3.7622, grad_norm: 5.1494 2021-08-16 22:44:48,662 - mmaction - INFO - Epoch [2][1960/2640] lr: 1.000e-02, eta: 15:22:13, time: 0.410, data_time: 0.001, memory: 5694, top1_acc: 0.1578, top5_acc: 0.3977, loss_cls: 3.7892, loss: 3.7892, grad_norm: 5.0945 2021-08-16 22:44:56,853 - mmaction - INFO - Epoch [2][1980/2640] lr: 1.000e-02, eta: 15:21:51, time: 0.410, data_time: 0.000, memory: 5694, top1_acc: 0.1734, top5_acc: 0.4227, loss_cls: 3.7668, loss: 3.7668, grad_norm: 5.1276 2021-08-16 22:45:05,089 - mmaction - INFO - Epoch [2][2000/2640] lr: 1.000e-02, eta: 15:21:30, time: 0.412, data_time: 0.001, memory: 5694, top1_acc: 0.1766, top5_acc: 0.4016, loss_cls: 3.7715, loss: 3.7715, grad_norm: 5.3419 2021-08-16 22:45:13,283 - mmaction - INFO - Epoch [2][2020/2640] lr: 1.000e-02, eta: 15:21:08, time: 0.410, data_time: 0.000, memory: 5694, top1_acc: 0.1555, top5_acc: 0.3977, loss_cls: 3.7904, loss: 3.7904, grad_norm: 5.2193 2021-08-16 22:45:21,450 - mmaction - INFO - Epoch [2][2040/2640] lr: 1.000e-02, eta: 15:20:45, time: 0.408, data_time: 0.000, memory: 5694, top1_acc: 0.1570, top5_acc: 0.4031, loss_cls: 3.7339, loss: 3.7339, grad_norm: 5.1329 2021-08-16 22:45:29,680 - mmaction - INFO - Epoch [2][2060/2640] lr: 1.000e-02, eta: 15:20:24, time: 0.411, data_time: 0.000, memory: 5694, top1_acc: 0.1828, top5_acc: 0.4164, loss_cls: 3.7192, loss: 3.7192, grad_norm: 5.1499 2021-08-16 22:45:37,914 - mmaction - INFO - Epoch [2][2080/2640] lr: 1.000e-02, eta: 15:20:03, time: 0.412, data_time: 0.000, memory: 5694, top1_acc: 0.1797, top5_acc: 0.4211, loss_cls: 3.7258, loss: 3.7258, grad_norm: 5.1432 2021-08-16 22:45:46,161 - mmaction - INFO - Epoch [2][2100/2640] lr: 1.000e-02, eta: 15:19:43, time: 0.412, data_time: 0.001, memory: 5694, top1_acc: 0.1664, top5_acc: 0.4039, loss_cls: 3.7439, loss: 3.7439, grad_norm: 5.1437 2021-08-16 22:45:54,356 - mmaction - INFO - Epoch [2][2120/2640] lr: 1.000e-02, eta: 15:19:22, time: 0.410, data_time: 0.000, memory: 5694, top1_acc: 0.1797, top5_acc: 0.4141, loss_cls: 3.7205, loss: 3.7205, grad_norm: 5.2681 2021-08-16 22:46:02,602 - mmaction - INFO - Epoch [2][2140/2640] lr: 1.000e-02, eta: 15:19:02, time: 0.412, data_time: 0.001, memory: 5694, top1_acc: 0.1586, top5_acc: 0.3945, loss_cls: 3.7983, loss: 3.7983, grad_norm: 5.1872 2021-08-16 22:46:10,796 - mmaction - INFO - Epoch [2][2160/2640] lr: 1.000e-02, eta: 15:18:41, time: 0.410, data_time: 0.001, memory: 5694, top1_acc: 0.1617, top5_acc: 0.4227, loss_cls: 3.7469, loss: 3.7469, grad_norm: 5.1703 2021-08-16 22:46:19,085 - mmaction - INFO - Epoch [2][2180/2640] lr: 1.000e-02, eta: 15:18:22, time: 0.414, data_time: 0.001, memory: 5694, top1_acc: 0.1633, top5_acc: 0.3914, loss_cls: 3.8355, loss: 3.8355, grad_norm: 5.2109 2021-08-16 22:46:27,277 - mmaction - INFO - Epoch [2][2200/2640] lr: 1.000e-02, eta: 15:18:01, time: 0.410, data_time: 0.001, memory: 5694, top1_acc: 0.1742, top5_acc: 0.4219, loss_cls: 3.7195, loss: 3.7195, grad_norm: 4.9730 2021-08-16 22:46:35,576 - mmaction - INFO - Epoch [2][2220/2640] lr: 1.000e-02, eta: 15:17:43, time: 0.415, data_time: 0.001, memory: 5694, top1_acc: 0.1922, top5_acc: 0.4195, loss_cls: 3.6476, loss: 3.6476, grad_norm: 5.2438 2021-08-16 22:46:43,805 - mmaction - INFO - Epoch [2][2240/2640] lr: 1.000e-02, eta: 15:17:23, time: 0.411, data_time: 0.000, memory: 5694, top1_acc: 0.1734, top5_acc: 0.4188, loss_cls: 3.7131, loss: 3.7131, grad_norm: 5.0654 2021-08-16 22:46:52,075 - mmaction - INFO - Epoch [2][2260/2640] lr: 1.000e-02, eta: 15:17:04, time: 0.413, data_time: 0.001, memory: 5694, top1_acc: 0.1727, top5_acc: 0.4203, loss_cls: 3.7602, loss: 3.7602, grad_norm: 5.1641 2021-08-16 22:47:00,356 - mmaction - INFO - Epoch [2][2280/2640] lr: 1.000e-02, eta: 15:16:46, time: 0.414, data_time: 0.000, memory: 5694, top1_acc: 0.1812, top5_acc: 0.4266, loss_cls: 3.7091, loss: 3.7091, grad_norm: 5.2112 2021-08-16 22:47:08,613 - mmaction - INFO - Epoch [2][2300/2640] lr: 1.000e-02, eta: 15:16:27, time: 0.413, data_time: 0.001, memory: 5694, top1_acc: 0.1758, top5_acc: 0.3969, loss_cls: 3.7832, loss: 3.7832, grad_norm: 5.1440 2021-08-16 22:47:16,890 - mmaction - INFO - Epoch [2][2320/2640] lr: 1.000e-02, eta: 15:16:08, time: 0.414, data_time: 0.001, memory: 5694, top1_acc: 0.1594, top5_acc: 0.4062, loss_cls: 3.7487, loss: 3.7487, grad_norm: 4.9984 2021-08-16 22:47:25,181 - mmaction - INFO - Epoch [2][2340/2640] lr: 1.000e-02, eta: 15:15:50, time: 0.414, data_time: 0.001, memory: 5694, top1_acc: 0.1734, top5_acc: 0.4273, loss_cls: 3.7184, loss: 3.7184, grad_norm: 5.1165 2021-08-16 22:47:33,455 - mmaction - INFO - Epoch [2][2360/2640] lr: 1.000e-02, eta: 15:15:32, time: 0.414, data_time: 0.001, memory: 5694, top1_acc: 0.1594, top5_acc: 0.3992, loss_cls: 3.7995, loss: 3.7995, grad_norm: 5.0888 2021-08-16 22:47:41,721 - mmaction - INFO - Epoch [2][2380/2640] lr: 1.000e-02, eta: 15:15:14, time: 0.413, data_time: 0.001, memory: 5694, top1_acc: 0.1594, top5_acc: 0.4070, loss_cls: 3.7372, loss: 3.7372, grad_norm: 5.1940 2021-08-16 22:47:49,958 - mmaction - INFO - Epoch [2][2400/2640] lr: 1.000e-02, eta: 15:14:55, time: 0.412, data_time: 0.001, memory: 5694, top1_acc: 0.1859, top5_acc: 0.4313, loss_cls: 3.6794, loss: 3.6794, grad_norm: 5.2619 2021-08-16 22:47:58,294 - mmaction - INFO - Epoch [2][2420/2640] lr: 1.000e-02, eta: 15:14:38, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.1625, top5_acc: 0.4195, loss_cls: 3.7297, loss: 3.7297, grad_norm: 5.0429 2021-08-16 22:48:06,516 - mmaction - INFO - Epoch [2][2440/2640] lr: 1.000e-02, eta: 15:14:19, time: 0.411, data_time: 0.001, memory: 5694, top1_acc: 0.1695, top5_acc: 0.4289, loss_cls: 3.7515, loss: 3.7515, grad_norm: 5.2500 2021-08-16 22:48:14,732 - mmaction - INFO - Epoch [2][2460/2640] lr: 1.000e-02, eta: 15:14:00, time: 0.411, data_time: 0.001, memory: 5694, top1_acc: 0.1688, top5_acc: 0.4078, loss_cls: 3.7474, loss: 3.7474, grad_norm: 5.1221 2021-08-16 22:48:22,945 - mmaction - INFO - Epoch [2][2480/2640] lr: 1.000e-02, eta: 15:13:40, time: 0.411, data_time: 0.000, memory: 5694, top1_acc: 0.1445, top5_acc: 0.3797, loss_cls: 3.8468, loss: 3.8468, grad_norm: 5.0738 2021-08-16 22:48:31,188 - mmaction - INFO - Epoch [2][2500/2640] lr: 1.000e-02, eta: 15:13:22, time: 0.412, data_time: 0.000, memory: 5694, top1_acc: 0.1703, top5_acc: 0.4055, loss_cls: 3.7084, loss: 3.7084, grad_norm: 5.0931 2021-08-16 22:48:39,492 - mmaction - INFO - Epoch [2][2520/2640] lr: 1.000e-02, eta: 15:13:05, time: 0.415, data_time: 0.001, memory: 5694, top1_acc: 0.1625, top5_acc: 0.4039, loss_cls: 3.7795, loss: 3.7795, grad_norm: 5.1345 2021-08-16 22:48:47,668 - mmaction - INFO - Epoch [2][2540/2640] lr: 1.000e-02, eta: 15:12:45, time: 0.409, data_time: 0.001, memory: 5694, top1_acc: 0.1711, top5_acc: 0.4086, loss_cls: 3.7903, loss: 3.7903, grad_norm: 5.0568 2021-08-16 22:48:55,857 - mmaction - INFO - Epoch [2][2560/2640] lr: 1.000e-02, eta: 15:12:25, time: 0.409, data_time: 0.000, memory: 5694, top1_acc: 0.1875, top5_acc: 0.4367, loss_cls: 3.6795, loss: 3.6795, grad_norm: 5.0715 2021-08-16 22:49:04,053 - mmaction - INFO - Epoch [2][2580/2640] lr: 1.000e-02, eta: 15:12:06, time: 0.410, data_time: 0.001, memory: 5694, top1_acc: 0.1758, top5_acc: 0.3969, loss_cls: 3.7483, loss: 3.7483, grad_norm: 5.2039 2021-08-16 22:49:12,241 - mmaction - INFO - Epoch [2][2600/2640] lr: 1.000e-02, eta: 15:11:47, time: 0.409, data_time: 0.001, memory: 5694, top1_acc: 0.1883, top5_acc: 0.4133, loss_cls: 3.6741, loss: 3.6741, grad_norm: 5.0638 2021-08-16 22:49:20,434 - mmaction - INFO - Epoch [2][2620/2640] lr: 1.000e-02, eta: 15:11:27, time: 0.409, data_time: 0.000, memory: 5694, top1_acc: 0.1773, top5_acc: 0.4188, loss_cls: 3.7355, loss: 3.7355, grad_norm: 5.1347 2021-08-16 22:49:28,458 - mmaction - INFO - Epoch [2][2640/2640] lr: 1.000e-02, eta: 15:11:04, time: 0.401, data_time: 0.001, memory: 5694, top1_acc: 0.1573, top5_acc: 0.4016, loss_cls: 3.7493, loss: 3.7493, grad_norm: 5.0750 2021-08-16 22:49:30,092 - mmaction - INFO - Saving checkpoint at 2 epochs 2021-08-16 22:50:09,618 - mmaction - INFO - Epoch [3][20/2640] lr: 1.000e-02, eta: 15:22:56, time: 1.938, data_time: 1.539, memory: 5694, top1_acc: 0.1742, top5_acc: 0.4266, loss_cls: 3.6543, loss: 3.6543, grad_norm: 5.1156 2021-08-16 22:50:17,570 - mmaction - INFO - Epoch [3][40/2640] lr: 1.000e-02, eta: 15:22:28, time: 0.398, data_time: 0.002, memory: 5694, top1_acc: 0.1812, top5_acc: 0.4391, loss_cls: 3.6861, loss: 3.6861, grad_norm: 5.0752 2021-08-16 22:50:25,566 - mmaction - INFO - Epoch [3][60/2640] lr: 1.000e-02, eta: 15:22:02, time: 0.400, data_time: 0.001, memory: 5694, top1_acc: 0.1797, top5_acc: 0.4352, loss_cls: 3.6536, loss: 3.6536, grad_norm: 5.0778 2021-08-16 22:50:33,591 - mmaction - INFO - Epoch [3][80/2640] lr: 1.000e-02, eta: 15:21:36, time: 0.401, data_time: 0.002, memory: 5694, top1_acc: 0.1703, top5_acc: 0.4313, loss_cls: 3.6915, loss: 3.6915, grad_norm: 5.1145 2021-08-16 22:50:41,679 - mmaction - INFO - Epoch [3][100/2640] lr: 1.000e-02, eta: 15:21:13, time: 0.404, data_time: 0.001, memory: 5694, top1_acc: 0.1625, top5_acc: 0.4492, loss_cls: 3.5985, loss: 3.5985, grad_norm: 5.2233 2021-08-16 22:50:49,951 - mmaction - INFO - Epoch [3][120/2640] lr: 1.000e-02, eta: 15:20:53, time: 0.413, data_time: 0.001, memory: 5694, top1_acc: 0.1836, top5_acc: 0.4281, loss_cls: 3.6747, loss: 3.6747, grad_norm: 5.2169 2021-08-16 22:50:58,262 - mmaction - INFO - Epoch [3][140/2640] lr: 1.000e-02, eta: 15:20:35, time: 0.416, data_time: 0.000, memory: 5694, top1_acc: 0.1805, top5_acc: 0.4445, loss_cls: 3.6353, loss: 3.6353, grad_norm: 5.2967 2021-08-16 22:51:06,593 - mmaction - INFO - Epoch [3][160/2640] lr: 1.000e-02, eta: 15:20:17, time: 0.416, data_time: 0.000, memory: 5694, top1_acc: 0.1781, top5_acc: 0.4383, loss_cls: 3.6254, loss: 3.6254, grad_norm: 5.2486 2021-08-16 22:51:14,940 - mmaction - INFO - Epoch [3][180/2640] lr: 1.000e-02, eta: 15:19:59, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.1711, top5_acc: 0.4266, loss_cls: 3.6380, loss: 3.6380, grad_norm: 5.1564 2021-08-16 22:51:23,272 - mmaction - INFO - Epoch [3][200/2640] lr: 1.000e-02, eta: 15:19:41, time: 0.417, data_time: 0.000, memory: 5694, top1_acc: 0.1719, top5_acc: 0.4242, loss_cls: 3.7420, loss: 3.7420, grad_norm: 5.2554 2021-08-16 22:51:31,595 - mmaction - INFO - Epoch [3][220/2640] lr: 1.000e-02, eta: 15:19:23, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.1766, top5_acc: 0.4273, loss_cls: 3.6576, loss: 3.6576, grad_norm: 5.2472 2021-08-16 22:51:39,901 - mmaction - INFO - Epoch [3][240/2640] lr: 1.000e-02, eta: 15:19:05, time: 0.415, data_time: 0.001, memory: 5694, top1_acc: 0.1875, top5_acc: 0.4352, loss_cls: 3.6004, loss: 3.6004, grad_norm: 4.9732 2021-08-16 22:51:48,229 - mmaction - INFO - Epoch [3][260/2640] lr: 1.000e-02, eta: 15:18:48, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.1680, top5_acc: 0.4234, loss_cls: 3.7131, loss: 3.7131, grad_norm: 5.1577 2021-08-16 22:51:56,532 - mmaction - INFO - Epoch [3][280/2640] lr: 1.000e-02, eta: 15:18:29, time: 0.415, data_time: 0.001, memory: 5694, top1_acc: 0.1852, top5_acc: 0.4516, loss_cls: 3.6008, loss: 3.6008, grad_norm: 5.1445 2021-08-16 22:52:04,848 - mmaction - INFO - Epoch [3][300/2640] lr: 1.000e-02, eta: 15:18:12, time: 0.416, data_time: 0.000, memory: 5694, top1_acc: 0.1891, top5_acc: 0.4562, loss_cls: 3.5591, loss: 3.5591, grad_norm: 5.2527 2021-08-16 22:52:13,145 - mmaction - INFO - Epoch [3][320/2640] lr: 1.000e-02, eta: 15:17:53, time: 0.415, data_time: 0.000, memory: 5694, top1_acc: 0.1953, top5_acc: 0.4430, loss_cls: 3.6322, loss: 3.6322, grad_norm: 5.1857 2021-08-16 22:52:21,475 - mmaction - INFO - Epoch [3][340/2640] lr: 1.000e-02, eta: 15:17:36, time: 0.416, data_time: 0.000, memory: 5694, top1_acc: 0.2039, top5_acc: 0.4484, loss_cls: 3.5816, loss: 3.5816, grad_norm: 5.2207 2021-08-16 22:52:29,754 - mmaction - INFO - Epoch [3][360/2640] lr: 1.000e-02, eta: 15:17:18, time: 0.414, data_time: 0.001, memory: 5694, top1_acc: 0.1852, top5_acc: 0.4453, loss_cls: 3.6172, loss: 3.6172, grad_norm: 5.3818 2021-08-16 22:52:38,014 - mmaction - INFO - Epoch [3][380/2640] lr: 1.000e-02, eta: 15:16:59, time: 0.413, data_time: 0.001, memory: 5694, top1_acc: 0.1742, top5_acc: 0.4461, loss_cls: 3.6542, loss: 3.6542, grad_norm: 5.2080 2021-08-16 22:52:46,307 - mmaction - INFO - Epoch [3][400/2640] lr: 1.000e-02, eta: 15:16:41, time: 0.415, data_time: 0.001, memory: 5694, top1_acc: 0.2125, top5_acc: 0.4711, loss_cls: 3.5133, loss: 3.5133, grad_norm: 5.2679 2021-08-16 22:52:54,609 - mmaction - INFO - Epoch [3][420/2640] lr: 1.000e-02, eta: 15:16:23, time: 0.415, data_time: 0.001, memory: 5694, top1_acc: 0.1961, top5_acc: 0.4461, loss_cls: 3.5722, loss: 3.5722, grad_norm: 5.3222 2021-08-16 22:53:02,870 - mmaction - INFO - Epoch [3][440/2640] lr: 1.000e-02, eta: 15:16:05, time: 0.413, data_time: 0.000, memory: 5694, top1_acc: 0.1883, top5_acc: 0.4430, loss_cls: 3.6437, loss: 3.6437, grad_norm: 5.2124 2021-08-16 22:53:11,135 - mmaction - INFO - Epoch [3][460/2640] lr: 1.000e-02, eta: 15:15:46, time: 0.413, data_time: 0.000, memory: 5694, top1_acc: 0.1859, top5_acc: 0.4219, loss_cls: 3.6535, loss: 3.6535, grad_norm: 5.2498 2021-08-16 22:53:19,398 - mmaction - INFO - Epoch [3][480/2640] lr: 1.000e-02, eta: 15:15:28, time: 0.413, data_time: 0.000, memory: 5694, top1_acc: 0.1852, top5_acc: 0.4383, loss_cls: 3.6418, loss: 3.6418, grad_norm: 5.3657 2021-08-16 22:53:27,692 - mmaction - INFO - Epoch [3][500/2640] lr: 1.000e-02, eta: 15:15:10, time: 0.415, data_time: 0.001, memory: 5694, top1_acc: 0.1898, top5_acc: 0.4344, loss_cls: 3.6895, loss: 3.6895, grad_norm: 5.4269 2021-08-16 22:53:35,944 - mmaction - INFO - Epoch [3][520/2640] lr: 1.000e-02, eta: 15:14:52, time: 0.413, data_time: 0.000, memory: 5694, top1_acc: 0.1766, top5_acc: 0.4328, loss_cls: 3.6615, loss: 3.6615, grad_norm: 5.1737 2021-08-16 22:53:44,185 - mmaction - INFO - Epoch [3][540/2640] lr: 1.000e-02, eta: 15:14:33, time: 0.412, data_time: 0.001, memory: 5694, top1_acc: 0.1719, top5_acc: 0.4234, loss_cls: 3.6598, loss: 3.6598, grad_norm: 5.3394 2021-08-16 22:53:52,458 - mmaction - INFO - Epoch [3][560/2640] lr: 1.000e-02, eta: 15:14:15, time: 0.414, data_time: 0.001, memory: 5694, top1_acc: 0.1797, top5_acc: 0.4281, loss_cls: 3.6654, loss: 3.6654, grad_norm: 5.2367 2021-08-16 22:54:00,735 - mmaction - INFO - Epoch [3][580/2640] lr: 1.000e-02, eta: 15:13:57, time: 0.414, data_time: 0.001, memory: 5694, top1_acc: 0.1852, top5_acc: 0.4344, loss_cls: 3.6245, loss: 3.6245, grad_norm: 5.2056 2021-08-16 22:54:09,012 - mmaction - INFO - Epoch [3][600/2640] lr: 1.000e-02, eta: 15:13:40, time: 0.414, data_time: 0.001, memory: 5694, top1_acc: 0.1883, top5_acc: 0.4367, loss_cls: 3.6339, loss: 3.6339, grad_norm: 5.2551 2021-08-16 22:54:17,281 - mmaction - INFO - Epoch [3][620/2640] lr: 1.000e-02, eta: 15:13:22, time: 0.413, data_time: 0.000, memory: 5694, top1_acc: 0.1797, top5_acc: 0.4313, loss_cls: 3.6751, loss: 3.6751, grad_norm: 5.1696 2021-08-16 22:54:25,580 - mmaction - INFO - Epoch [3][640/2640] lr: 1.000e-02, eta: 15:13:05, time: 0.415, data_time: 0.000, memory: 5694, top1_acc: 0.1625, top5_acc: 0.4133, loss_cls: 3.7330, loss: 3.7330, grad_norm: 5.1383 2021-08-16 22:54:33,846 - mmaction - INFO - Epoch [3][660/2640] lr: 1.000e-02, eta: 15:12:47, time: 0.413, data_time: 0.001, memory: 5694, top1_acc: 0.1703, top5_acc: 0.4281, loss_cls: 3.6913, loss: 3.6913, grad_norm: 5.1959 2021-08-16 22:54:42,101 - mmaction - INFO - Epoch [3][680/2640] lr: 1.000e-02, eta: 15:12:29, time: 0.413, data_time: 0.001, memory: 5694, top1_acc: 0.2031, top5_acc: 0.4492, loss_cls: 3.5933, loss: 3.5933, grad_norm: 5.1482 2021-08-16 22:54:50,344 - mmaction - INFO - Epoch [3][700/2640] lr: 1.000e-02, eta: 15:12:11, time: 0.412, data_time: 0.000, memory: 5694, top1_acc: 0.1898, top5_acc: 0.4367, loss_cls: 3.6272, loss: 3.6272, grad_norm: 5.3280 2021-08-16 22:54:58,622 - mmaction - INFO - Epoch [3][720/2640] lr: 1.000e-02, eta: 15:11:54, time: 0.414, data_time: 0.001, memory: 5694, top1_acc: 0.1953, top5_acc: 0.4250, loss_cls: 3.6604, loss: 3.6604, grad_norm: 5.2023 2021-08-16 22:55:06,889 - mmaction - INFO - Epoch [3][740/2640] lr: 1.000e-02, eta: 15:11:37, time: 0.413, data_time: 0.000, memory: 5694, top1_acc: 0.1758, top5_acc: 0.4336, loss_cls: 3.6720, loss: 3.6720, grad_norm: 5.0666 2021-08-16 22:55:15,123 - mmaction - INFO - Epoch [3][760/2640] lr: 1.000e-02, eta: 15:11:19, time: 0.412, data_time: 0.000, memory: 5694, top1_acc: 0.1992, top5_acc: 0.4562, loss_cls: 3.5930, loss: 3.5930, grad_norm: 5.1053 2021-08-16 22:55:23,385 - mmaction - INFO - Epoch [3][780/2640] lr: 1.000e-02, eta: 15:11:01, time: 0.413, data_time: 0.001, memory: 5694, top1_acc: 0.1969, top5_acc: 0.4422, loss_cls: 3.6097, loss: 3.6097, grad_norm: 5.3614 2021-08-16 22:55:31,593 - mmaction - INFO - Epoch [3][800/2640] lr: 1.000e-02, eta: 15:10:43, time: 0.410, data_time: 0.000, memory: 5694, top1_acc: 0.2023, top5_acc: 0.4531, loss_cls: 3.6088, loss: 3.6088, grad_norm: 5.2882 2021-08-16 22:55:39,863 - mmaction - INFO - Epoch [3][820/2640] lr: 1.000e-02, eta: 15:10:26, time: 0.413, data_time: 0.001, memory: 5694, top1_acc: 0.1828, top5_acc: 0.4367, loss_cls: 3.6271, loss: 3.6271, grad_norm: 5.0609 2021-08-16 22:55:48,124 - mmaction - INFO - Epoch [3][840/2640] lr: 1.000e-02, eta: 15:10:08, time: 0.413, data_time: 0.000, memory: 5694, top1_acc: 0.1859, top5_acc: 0.4461, loss_cls: 3.5739, loss: 3.5739, grad_norm: 5.2476 2021-08-16 22:55:56,353 - mmaction - INFO - Epoch [3][860/2640] lr: 1.000e-02, eta: 15:09:50, time: 0.411, data_time: 0.001, memory: 5694, top1_acc: 0.1680, top5_acc: 0.4375, loss_cls: 3.6425, loss: 3.6425, grad_norm: 5.2377 2021-08-16 22:56:04,567 - mmaction - INFO - Epoch [3][880/2640] lr: 1.000e-02, eta: 15:09:32, time: 0.411, data_time: 0.000, memory: 5694, top1_acc: 0.1758, top5_acc: 0.4414, loss_cls: 3.6144, loss: 3.6144, grad_norm: 5.2343 2021-08-16 22:56:12,768 - mmaction - INFO - Epoch [3][900/2640] lr: 1.000e-02, eta: 15:09:14, time: 0.410, data_time: 0.000, memory: 5694, top1_acc: 0.1742, top5_acc: 0.4398, loss_cls: 3.6571, loss: 3.6571, grad_norm: 5.2025 2021-08-16 22:56:21,010 - mmaction - INFO - Epoch [3][920/2640] lr: 1.000e-02, eta: 15:08:57, time: 0.412, data_time: 0.001, memory: 5694, top1_acc: 0.1750, top5_acc: 0.4172, loss_cls: 3.6946, loss: 3.6946, grad_norm: 5.2218 2021-08-16 22:56:29,244 - mmaction - INFO - Epoch [3][940/2640] lr: 1.000e-02, eta: 15:08:39, time: 0.412, data_time: 0.000, memory: 5694, top1_acc: 0.1805, top5_acc: 0.4297, loss_cls: 3.6451, loss: 3.6451, grad_norm: 5.1841 2021-08-16 22:56:37,465 - mmaction - INFO - Epoch [3][960/2640] lr: 1.000e-02, eta: 15:08:22, time: 0.411, data_time: 0.000, memory: 5694, top1_acc: 0.2047, top5_acc: 0.4320, loss_cls: 3.6595, loss: 3.6595, grad_norm: 5.2788 2021-08-16 22:56:45,672 - mmaction - INFO - Epoch [3][980/2640] lr: 1.000e-02, eta: 15:08:04, time: 0.410, data_time: 0.001, memory: 5694, top1_acc: 0.1836, top5_acc: 0.4422, loss_cls: 3.6247, loss: 3.6247, grad_norm: 5.1320 2021-08-16 22:56:53,853 - mmaction - INFO - Epoch [3][1000/2640] lr: 1.000e-02, eta: 15:07:45, time: 0.409, data_time: 0.001, memory: 5694, top1_acc: 0.1945, top5_acc: 0.4367, loss_cls: 3.6137, loss: 3.6137, grad_norm: 5.0985 2021-08-16 22:57:02,041 - mmaction - INFO - Epoch [3][1020/2640] lr: 1.000e-02, eta: 15:07:27, time: 0.409, data_time: 0.001, memory: 5694, top1_acc: 0.2125, top5_acc: 0.4688, loss_cls: 3.5297, loss: 3.5297, grad_norm: 5.0312 2021-08-16 22:57:10,230 - mmaction - INFO - Epoch [3][1040/2640] lr: 1.000e-02, eta: 15:07:09, time: 0.409, data_time: 0.000, memory: 5694, top1_acc: 0.1906, top5_acc: 0.4375, loss_cls: 3.5894, loss: 3.5894, grad_norm: 5.1634 2021-08-16 22:57:18,436 - mmaction - INFO - Epoch [3][1060/2640] lr: 1.000e-02, eta: 15:06:51, time: 0.410, data_time: 0.001, memory: 5694, top1_acc: 0.1836, top5_acc: 0.4383, loss_cls: 3.5758, loss: 3.5758, grad_norm: 5.3103 2021-08-16 22:57:26,618 - mmaction - INFO - Epoch [3][1080/2640] lr: 1.000e-02, eta: 15:06:33, time: 0.409, data_time: 0.000, memory: 5694, top1_acc: 0.1914, top5_acc: 0.4359, loss_cls: 3.6609, loss: 3.6609, grad_norm: 5.3458 2021-08-16 22:57:34,817 - mmaction - INFO - Epoch [3][1100/2640] lr: 1.000e-02, eta: 15:06:15, time: 0.410, data_time: 0.000, memory: 5694, top1_acc: 0.1766, top5_acc: 0.4234, loss_cls: 3.6997, loss: 3.6997, grad_norm: 5.1013 2021-08-16 22:57:43,015 - mmaction - INFO - Epoch [3][1120/2640] lr: 1.000e-02, eta: 15:05:58, time: 0.410, data_time: 0.000, memory: 5694, top1_acc: 0.2242, top5_acc: 0.4758, loss_cls: 3.5256, loss: 3.5256, grad_norm: 5.0830 2021-08-16 22:57:51,242 - mmaction - INFO - Epoch [3][1140/2640] lr: 1.000e-02, eta: 15:05:41, time: 0.411, data_time: 0.001, memory: 5694, top1_acc: 0.1836, top5_acc: 0.4484, loss_cls: 3.6489, loss: 3.6489, grad_norm: 5.2312 2021-08-16 22:57:59,459 - mmaction - INFO - Epoch [3][1160/2640] lr: 1.000e-02, eta: 15:05:23, time: 0.411, data_time: 0.000, memory: 5694, top1_acc: 0.2016, top5_acc: 0.4461, loss_cls: 3.6303, loss: 3.6303, grad_norm: 5.2581 2021-08-16 22:58:07,625 - mmaction - INFO - Epoch [3][1180/2640] lr: 1.000e-02, eta: 15:05:05, time: 0.408, data_time: 0.001, memory: 5694, top1_acc: 0.1820, top5_acc: 0.4320, loss_cls: 3.6310, loss: 3.6310, grad_norm: 5.1780 2021-08-16 22:58:15,793 - mmaction - INFO - Epoch [3][1200/2640] lr: 1.000e-02, eta: 15:04:47, time: 0.408, data_time: 0.000, memory: 5694, top1_acc: 0.2078, top5_acc: 0.4508, loss_cls: 3.5359, loss: 3.5359, grad_norm: 5.0950 2021-08-16 22:58:23,957 - mmaction - INFO - Epoch [3][1220/2640] lr: 1.000e-02, eta: 15:04:29, time: 0.408, data_time: 0.000, memory: 5694, top1_acc: 0.1844, top5_acc: 0.4406, loss_cls: 3.6349, loss: 3.6349, grad_norm: 5.1283 2021-08-16 22:58:32,162 - mmaction - INFO - Epoch [3][1240/2640] lr: 1.000e-02, eta: 15:04:12, time: 0.410, data_time: 0.000, memory: 5694, top1_acc: 0.1883, top5_acc: 0.4680, loss_cls: 3.5442, loss: 3.5442, grad_norm: 5.2171 2021-08-16 22:58:40,351 - mmaction - INFO - Epoch [3][1260/2640] lr: 1.000e-02, eta: 15:03:55, time: 0.409, data_time: 0.001, memory: 5694, top1_acc: 0.2000, top5_acc: 0.4578, loss_cls: 3.5541, loss: 3.5541, grad_norm: 5.3787 2021-08-16 22:58:48,540 - mmaction - INFO - Epoch [3][1280/2640] lr: 1.000e-02, eta: 15:03:37, time: 0.410, data_time: 0.000, memory: 5694, top1_acc: 0.1922, top5_acc: 0.4594, loss_cls: 3.5517, loss: 3.5517, grad_norm: 5.2221 2021-08-16 22:58:56,745 - mmaction - INFO - Epoch [3][1300/2640] lr: 1.000e-02, eta: 15:03:20, time: 0.410, data_time: 0.001, memory: 5694, top1_acc: 0.1711, top5_acc: 0.4117, loss_cls: 3.7139, loss: 3.7139, grad_norm: 5.3171 2021-08-16 22:59:04,934 - mmaction - INFO - Epoch [3][1320/2640] lr: 1.000e-02, eta: 15:03:03, time: 0.409, data_time: 0.000, memory: 5694, top1_acc: 0.1875, top5_acc: 0.4328, loss_cls: 3.6163, loss: 3.6163, grad_norm: 5.0684 2021-08-16 22:59:13,114 - mmaction - INFO - Epoch [3][1340/2640] lr: 1.000e-02, eta: 15:02:46, time: 0.409, data_time: 0.001, memory: 5694, top1_acc: 0.1992, top5_acc: 0.4437, loss_cls: 3.6304, loss: 3.6304, grad_norm: 5.1709 2021-08-16 22:59:21,319 - mmaction - INFO - Epoch [3][1360/2640] lr: 1.000e-02, eta: 15:02:29, time: 0.410, data_time: 0.001, memory: 5694, top1_acc: 0.1828, top5_acc: 0.4383, loss_cls: 3.6360, loss: 3.6360, grad_norm: 5.2641 2021-08-16 22:59:29,511 - mmaction - INFO - Epoch [3][1380/2640] lr: 1.000e-02, eta: 15:02:12, time: 0.410, data_time: 0.001, memory: 5694, top1_acc: 0.1992, top5_acc: 0.4562, loss_cls: 3.5730, loss: 3.5730, grad_norm: 5.1740 2021-08-16 22:59:37,694 - mmaction - INFO - Epoch [3][1400/2640] lr: 1.000e-02, eta: 15:01:55, time: 0.409, data_time: 0.001, memory: 5694, top1_acc: 0.1977, top5_acc: 0.4469, loss_cls: 3.5656, loss: 3.5656, grad_norm: 5.0729 2021-08-16 22:59:45,883 - mmaction - INFO - Epoch [3][1420/2640] lr: 1.000e-02, eta: 15:01:38, time: 0.409, data_time: 0.001, memory: 5694, top1_acc: 0.1945, top5_acc: 0.4258, loss_cls: 3.6233, loss: 3.6233, grad_norm: 5.2718 2021-08-16 22:59:54,077 - mmaction - INFO - Epoch [3][1440/2640] lr: 1.000e-02, eta: 15:01:21, time: 0.410, data_time: 0.000, memory: 5694, top1_acc: 0.1945, top5_acc: 0.4516, loss_cls: 3.5627, loss: 3.5627, grad_norm: 5.3048 2021-08-16 23:00:02,295 - mmaction - INFO - Epoch [3][1460/2640] lr: 1.000e-02, eta: 15:01:04, time: 0.411, data_time: 0.001, memory: 5694, top1_acc: 0.2086, top5_acc: 0.4602, loss_cls: 3.5677, loss: 3.5677, grad_norm: 5.2669 2021-08-16 23:00:10,528 - mmaction - INFO - Epoch [3][1480/2640] lr: 1.000e-02, eta: 15:00:48, time: 0.412, data_time: 0.000, memory: 5694, top1_acc: 0.1891, top5_acc: 0.4344, loss_cls: 3.6313, loss: 3.6313, grad_norm: 5.1244 2021-08-16 23:00:18,727 - mmaction - INFO - Epoch [3][1500/2640] lr: 1.000e-02, eta: 15:00:32, time: 0.410, data_time: 0.001, memory: 5694, top1_acc: 0.2008, top5_acc: 0.4484, loss_cls: 3.6075, loss: 3.6075, grad_norm: 5.2157 2021-08-16 23:00:26,898 - mmaction - INFO - Epoch [3][1520/2640] lr: 1.000e-02, eta: 15:00:15, time: 0.408, data_time: 0.001, memory: 5694, top1_acc: 0.2211, top5_acc: 0.4797, loss_cls: 3.4830, loss: 3.4830, grad_norm: 5.1929 2021-08-16 23:00:35,088 - mmaction - INFO - Epoch [3][1540/2640] lr: 1.000e-02, eta: 14:59:58, time: 0.410, data_time: 0.001, memory: 5694, top1_acc: 0.1984, top5_acc: 0.4422, loss_cls: 3.5703, loss: 3.5703, grad_norm: 5.2856 2021-08-16 23:00:43,252 - mmaction - INFO - Epoch [3][1560/2640] lr: 1.000e-02, eta: 14:59:41, time: 0.408, data_time: 0.001, memory: 5694, top1_acc: 0.1977, top5_acc: 0.4555, loss_cls: 3.5035, loss: 3.5035, grad_norm: 5.0234 2021-08-16 23:00:51,458 - mmaction - INFO - Epoch [3][1580/2640] lr: 1.000e-02, eta: 14:59:25, time: 0.410, data_time: 0.001, memory: 5694, top1_acc: 0.1891, top5_acc: 0.4539, loss_cls: 3.6248, loss: 3.6248, grad_norm: 5.1403 2021-08-16 23:00:59,640 - mmaction - INFO - Epoch [3][1600/2640] lr: 1.000e-02, eta: 14:59:08, time: 0.409, data_time: 0.000, memory: 5694, top1_acc: 0.2094, top5_acc: 0.4656, loss_cls: 3.5010, loss: 3.5010, grad_norm: 5.0515 2021-08-16 23:01:07,819 - mmaction - INFO - Epoch [3][1620/2640] lr: 1.000e-02, eta: 14:58:51, time: 0.409, data_time: 0.000, memory: 5694, top1_acc: 0.1930, top5_acc: 0.4391, loss_cls: 3.6168, loss: 3.6168, grad_norm: 5.2490 2021-08-16 23:01:16,043 - mmaction - INFO - Epoch [3][1640/2640] lr: 1.000e-02, eta: 14:58:35, time: 0.412, data_time: 0.001, memory: 5694, top1_acc: 0.2227, top5_acc: 0.4773, loss_cls: 3.4667, loss: 3.4667, grad_norm: 5.1359 2021-08-16 23:01:24,246 - mmaction - INFO - Epoch [3][1660/2640] lr: 1.000e-02, eta: 14:58:19, time: 0.410, data_time: 0.001, memory: 5694, top1_acc: 0.1922, top5_acc: 0.4578, loss_cls: 3.5893, loss: 3.5893, grad_norm: 5.1554 2021-08-16 23:01:32,435 - mmaction - INFO - Epoch [3][1680/2640] lr: 1.000e-02, eta: 14:58:03, time: 0.409, data_time: 0.001, memory: 5694, top1_acc: 0.2039, top5_acc: 0.4477, loss_cls: 3.5899, loss: 3.5899, grad_norm: 5.1608 2021-08-16 23:01:40,654 - mmaction - INFO - Epoch [3][1700/2640] lr: 1.000e-02, eta: 14:57:47, time: 0.411, data_time: 0.002, memory: 5694, top1_acc: 0.1789, top5_acc: 0.4305, loss_cls: 3.5997, loss: 3.5997, grad_norm: 5.2306 2021-08-16 23:01:48,834 - mmaction - INFO - Epoch [3][1720/2640] lr: 1.000e-02, eta: 14:57:31, time: 0.409, data_time: 0.001, memory: 5694, top1_acc: 0.1938, top5_acc: 0.4484, loss_cls: 3.5734, loss: 3.5734, grad_norm: 5.1506 2021-08-16 23:01:57,026 - mmaction - INFO - Epoch [3][1740/2640] lr: 1.000e-02, eta: 14:57:14, time: 0.410, data_time: 0.001, memory: 5694, top1_acc: 0.1883, top5_acc: 0.4375, loss_cls: 3.6012, loss: 3.6012, grad_norm: 5.1474 2021-08-16 23:02:05,202 - mmaction - INFO - Epoch [3][1760/2640] lr: 1.000e-02, eta: 14:56:58, time: 0.409, data_time: 0.000, memory: 5694, top1_acc: 0.2117, top5_acc: 0.4570, loss_cls: 3.5650, loss: 3.5650, grad_norm: 5.0909 2021-08-16 23:02:13,413 - mmaction - INFO - Epoch [3][1780/2640] lr: 1.000e-02, eta: 14:56:42, time: 0.410, data_time: 0.001, memory: 5694, top1_acc: 0.1719, top5_acc: 0.4430, loss_cls: 3.6567, loss: 3.6567, grad_norm: 5.0557 2021-08-16 23:02:21,603 - mmaction - INFO - Epoch [3][1800/2640] lr: 1.000e-02, eta: 14:56:26, time: 0.409, data_time: 0.001, memory: 5694, top1_acc: 0.1930, top5_acc: 0.4281, loss_cls: 3.5893, loss: 3.5893, grad_norm: 5.2772 2021-08-16 23:02:29,811 - mmaction - INFO - Epoch [3][1820/2640] lr: 1.000e-02, eta: 14:56:10, time: 0.410, data_time: 0.001, memory: 5694, top1_acc: 0.1969, top5_acc: 0.4766, loss_cls: 3.5135, loss: 3.5135, grad_norm: 4.9724 2021-08-16 23:02:37,982 - mmaction - INFO - Epoch [3][1840/2640] lr: 1.000e-02, eta: 14:55:54, time: 0.409, data_time: 0.001, memory: 5694, top1_acc: 0.1836, top5_acc: 0.4344, loss_cls: 3.6751, loss: 3.6751, grad_norm: 5.2735 2021-08-16 23:02:46,199 - mmaction - INFO - Epoch [3][1860/2640] lr: 1.000e-02, eta: 14:55:39, time: 0.411, data_time: 0.001, memory: 5694, top1_acc: 0.1961, top5_acc: 0.4469, loss_cls: 3.5805, loss: 3.5805, grad_norm: 5.2068 2021-08-16 23:02:54,389 - mmaction - INFO - Epoch [3][1880/2640] lr: 1.000e-02, eta: 14:55:23, time: 0.409, data_time: 0.000, memory: 5694, top1_acc: 0.1828, top5_acc: 0.4539, loss_cls: 3.5714, loss: 3.5714, grad_norm: 5.2031 2021-08-16 23:03:02,570 - mmaction - INFO - Epoch [3][1900/2640] lr: 1.000e-02, eta: 14:55:07, time: 0.409, data_time: 0.001, memory: 5694, top1_acc: 0.1906, top5_acc: 0.4375, loss_cls: 3.6090, loss: 3.6090, grad_norm: 5.3080 2021-08-16 23:03:10,753 - mmaction - INFO - Epoch [3][1920/2640] lr: 1.000e-02, eta: 14:54:51, time: 0.409, data_time: 0.000, memory: 5694, top1_acc: 0.2109, top5_acc: 0.4688, loss_cls: 3.5475, loss: 3.5475, grad_norm: 5.2313 2021-08-16 23:03:18,948 - mmaction - INFO - Epoch [3][1940/2640] lr: 1.000e-02, eta: 14:54:35, time: 0.410, data_time: 0.001, memory: 5694, top1_acc: 0.2047, top5_acc: 0.4617, loss_cls: 3.5038, loss: 3.5038, grad_norm: 5.1674 2021-08-16 23:03:27,146 - mmaction - INFO - Epoch [3][1960/2640] lr: 1.000e-02, eta: 14:54:20, time: 0.410, data_time: 0.001, memory: 5694, top1_acc: 0.1938, top5_acc: 0.4547, loss_cls: 3.5514, loss: 3.5514, grad_norm: 5.1392 2021-08-16 23:03:35,414 - mmaction - INFO - Epoch [3][1980/2640] lr: 1.000e-02, eta: 14:54:05, time: 0.413, data_time: 0.001, memory: 5694, top1_acc: 0.1961, top5_acc: 0.4461, loss_cls: 3.6171, loss: 3.6171, grad_norm: 5.2387 2021-08-16 23:03:43,600 - mmaction - INFO - Epoch [3][2000/2640] lr: 1.000e-02, eta: 14:53:50, time: 0.409, data_time: 0.001, memory: 5694, top1_acc: 0.1852, top5_acc: 0.4133, loss_cls: 3.6427, loss: 3.6427, grad_norm: 5.1043 2021-08-16 23:03:51,850 - mmaction - INFO - Epoch [3][2020/2640] lr: 1.000e-02, eta: 14:53:35, time: 0.413, data_time: 0.000, memory: 5694, top1_acc: 0.2102, top5_acc: 0.4750, loss_cls: 3.4825, loss: 3.4825, grad_norm: 5.1265 2021-08-16 23:04:00,054 - mmaction - INFO - Epoch [3][2040/2640] lr: 1.000e-02, eta: 14:53:20, time: 0.410, data_time: 0.000, memory: 5694, top1_acc: 0.1859, top5_acc: 0.4547, loss_cls: 3.5159, loss: 3.5159, grad_norm: 5.1857 2021-08-16 23:04:08,242 - mmaction - INFO - Epoch [3][2060/2640] lr: 1.000e-02, eta: 14:53:04, time: 0.409, data_time: 0.001, memory: 5694, top1_acc: 0.1945, top5_acc: 0.4531, loss_cls: 3.5915, loss: 3.5915, grad_norm: 5.2264 2021-08-16 23:04:16,425 - mmaction - INFO - Epoch [3][2080/2640] lr: 1.000e-02, eta: 14:52:49, time: 0.409, data_time: 0.001, memory: 5694, top1_acc: 0.2031, top5_acc: 0.4656, loss_cls: 3.5285, loss: 3.5285, grad_norm: 5.2962 2021-08-16 23:04:24,629 - mmaction - INFO - Epoch [3][2100/2640] lr: 1.000e-02, eta: 14:52:33, time: 0.410, data_time: 0.001, memory: 5694, top1_acc: 0.2133, top5_acc: 0.4422, loss_cls: 3.5825, loss: 3.5825, grad_norm: 5.2673 2021-08-16 23:04:32,836 - mmaction - INFO - Epoch [3][2120/2640] lr: 1.000e-02, eta: 14:52:18, time: 0.410, data_time: 0.001, memory: 5694, top1_acc: 0.2188, top5_acc: 0.4734, loss_cls: 3.4467, loss: 3.4467, grad_norm: 5.1267 2021-08-16 23:04:41,015 - mmaction - INFO - Epoch [3][2140/2640] lr: 1.000e-02, eta: 14:52:03, time: 0.409, data_time: 0.000, memory: 5694, top1_acc: 0.2109, top5_acc: 0.4742, loss_cls: 3.4702, loss: 3.4702, grad_norm: 5.2687 2021-08-16 23:04:49,209 - mmaction - INFO - Epoch [3][2160/2640] lr: 1.000e-02, eta: 14:51:47, time: 0.409, data_time: 0.000, memory: 5694, top1_acc: 0.1945, top5_acc: 0.4531, loss_cls: 3.5548, loss: 3.5548, grad_norm: 5.3405 2021-08-16 23:04:57,388 - mmaction - INFO - Epoch [3][2180/2640] lr: 1.000e-02, eta: 14:51:32, time: 0.409, data_time: 0.001, memory: 5694, top1_acc: 0.1805, top5_acc: 0.4266, loss_cls: 3.6746, loss: 3.6746, grad_norm: 5.2754 2021-08-16 23:05:05,624 - mmaction - INFO - Epoch [3][2200/2640] lr: 1.000e-02, eta: 14:51:17, time: 0.412, data_time: 0.000, memory: 5694, top1_acc: 0.1875, top5_acc: 0.4547, loss_cls: 3.5324, loss: 3.5324, grad_norm: 5.0439 2021-08-16 23:05:13,784 - mmaction - INFO - Epoch [3][2220/2640] lr: 1.000e-02, eta: 14:51:02, time: 0.408, data_time: 0.001, memory: 5694, top1_acc: 0.2047, top5_acc: 0.4633, loss_cls: 3.5177, loss: 3.5177, grad_norm: 5.3147 2021-08-16 23:05:21,965 - mmaction - INFO - Epoch [3][2240/2640] lr: 1.000e-02, eta: 14:50:46, time: 0.409, data_time: 0.001, memory: 5694, top1_acc: 0.1977, top5_acc: 0.4344, loss_cls: 3.5998, loss: 3.5998, grad_norm: 5.1907 2021-08-16 23:05:30,166 - mmaction - INFO - Epoch [3][2260/2640] lr: 1.000e-02, eta: 14:50:31, time: 0.410, data_time: 0.001, memory: 5694, top1_acc: 0.2023, top5_acc: 0.4711, loss_cls: 3.5647, loss: 3.5647, grad_norm: 5.5266 2021-08-16 23:05:38,363 - mmaction - INFO - Epoch [3][2280/2640] lr: 1.000e-02, eta: 14:50:16, time: 0.410, data_time: 0.001, memory: 5694, top1_acc: 0.1938, top5_acc: 0.4484, loss_cls: 3.6216, loss: 3.6216, grad_norm: 5.2331 2021-08-16 23:05:46,553 - mmaction - INFO - Epoch [3][2300/2640] lr: 1.000e-02, eta: 14:50:01, time: 0.409, data_time: 0.001, memory: 5694, top1_acc: 0.2070, top5_acc: 0.4641, loss_cls: 3.4541, loss: 3.4541, grad_norm: 5.1458 2021-08-16 23:05:54,750 - mmaction - INFO - Epoch [3][2320/2640] lr: 1.000e-02, eta: 14:49:46, time: 0.410, data_time: 0.001, memory: 5694, top1_acc: 0.1945, top5_acc: 0.4664, loss_cls: 3.5350, loss: 3.5350, grad_norm: 5.1426 2021-08-16 23:06:02,937 - mmaction - INFO - Epoch [3][2340/2640] lr: 1.000e-02, eta: 14:49:31, time: 0.409, data_time: 0.000, memory: 5694, top1_acc: 0.1883, top5_acc: 0.4562, loss_cls: 3.5921, loss: 3.5921, grad_norm: 5.1686 2021-08-16 23:06:11,124 - mmaction - INFO - Epoch [3][2360/2640] lr: 1.000e-02, eta: 14:49:16, time: 0.410, data_time: 0.001, memory: 5694, top1_acc: 0.2086, top5_acc: 0.4859, loss_cls: 3.4596, loss: 3.4596, grad_norm: 5.0902 2021-08-16 23:06:19,346 - mmaction - INFO - Epoch [3][2380/2640] lr: 1.000e-02, eta: 14:49:02, time: 0.411, data_time: 0.001, memory: 5694, top1_acc: 0.1977, top5_acc: 0.4516, loss_cls: 3.5358, loss: 3.5358, grad_norm: 5.2011 2021-08-16 23:06:27,504 - mmaction - INFO - Epoch [3][2400/2640] lr: 1.000e-02, eta: 14:48:46, time: 0.408, data_time: 0.001, memory: 5694, top1_acc: 0.1875, top5_acc: 0.4453, loss_cls: 3.6146, loss: 3.6146, grad_norm: 5.2915 2021-08-16 23:06:35,704 - mmaction - INFO - Epoch [3][2420/2640] lr: 1.000e-02, eta: 14:48:32, time: 0.410, data_time: 0.001, memory: 5694, top1_acc: 0.2164, top5_acc: 0.4633, loss_cls: 3.5003, loss: 3.5003, grad_norm: 5.2696 2021-08-16 23:06:43,885 - mmaction - INFO - Epoch [3][2440/2640] lr: 1.000e-02, eta: 14:48:17, time: 0.409, data_time: 0.000, memory: 5694, top1_acc: 0.2078, top5_acc: 0.4562, loss_cls: 3.5834, loss: 3.5834, grad_norm: 5.1239 2021-08-16 23:06:52,080 - mmaction - INFO - Epoch [3][2460/2640] lr: 1.000e-02, eta: 14:48:02, time: 0.410, data_time: 0.001, memory: 5694, top1_acc: 0.1961, top5_acc: 0.4500, loss_cls: 3.5038, loss: 3.5038, grad_norm: 5.4020 2021-08-16 23:07:00,270 - mmaction - INFO - Epoch [3][2480/2640] lr: 1.000e-02, eta: 14:47:47, time: 0.409, data_time: 0.000, memory: 5694, top1_acc: 0.1945, top5_acc: 0.4445, loss_cls: 3.5845, loss: 3.5845, grad_norm: 5.2554 2021-08-16 23:07:08,464 - mmaction - INFO - Epoch [3][2500/2640] lr: 1.000e-02, eta: 14:47:33, time: 0.410, data_time: 0.001, memory: 5694, top1_acc: 0.1984, top5_acc: 0.4352, loss_cls: 3.6071, loss: 3.6071, grad_norm: 5.1418 2021-08-16 23:07:16,684 - mmaction - INFO - Epoch [3][2520/2640] lr: 1.000e-02, eta: 14:47:18, time: 0.411, data_time: 0.000, memory: 5694, top1_acc: 0.2125, top5_acc: 0.4594, loss_cls: 3.5403, loss: 3.5403, grad_norm: 5.1991 2021-08-16 23:07:24,863 - mmaction - INFO - Epoch [3][2540/2640] lr: 1.000e-02, eta: 14:47:04, time: 0.409, data_time: 0.000, memory: 5694, top1_acc: 0.2055, top5_acc: 0.4680, loss_cls: 3.5108, loss: 3.5108, grad_norm: 5.1804 2021-08-16 23:07:33,051 - mmaction - INFO - Epoch [3][2560/2640] lr: 1.000e-02, eta: 14:46:49, time: 0.410, data_time: 0.001, memory: 5694, top1_acc: 0.1914, top5_acc: 0.4523, loss_cls: 3.5869, loss: 3.5869, grad_norm: 5.1686 2021-08-16 23:07:41,241 - mmaction - INFO - Epoch [3][2580/2640] lr: 1.000e-02, eta: 14:46:34, time: 0.409, data_time: 0.000, memory: 5694, top1_acc: 0.1914, top5_acc: 0.4594, loss_cls: 3.5552, loss: 3.5552, grad_norm: 5.2366 2021-08-16 23:07:49,431 - mmaction - INFO - Epoch [3][2600/2640] lr: 1.000e-02, eta: 14:46:20, time: 0.409, data_time: 0.001, memory: 5694, top1_acc: 0.2188, top5_acc: 0.4781, loss_cls: 3.4225, loss: 3.4225, grad_norm: 5.2388 2021-08-16 23:07:57,703 - mmaction - INFO - Epoch [3][2620/2640] lr: 1.000e-02, eta: 14:46:07, time: 0.414, data_time: 0.001, memory: 5694, top1_acc: 0.2008, top5_acc: 0.4539, loss_cls: 3.5649, loss: 3.5649, grad_norm: 5.1959 2021-08-16 23:08:05,667 - mmaction - INFO - Epoch [3][2640/2640] lr: 1.000e-02, eta: 14:45:48, time: 0.398, data_time: 0.000, memory: 5694, top1_acc: 0.1992, top5_acc: 0.4718, loss_cls: 3.5387, loss: 3.5387, grad_norm: 5.1647 2021-08-16 23:08:06,612 - mmaction - INFO - Saving checkpoint at 3 epochs 2021-08-16 23:08:47,172 - mmaction - INFO - Epoch [4][20/2640] lr: 1.000e-02, eta: 14:53:53, time: 2.006, data_time: 1.603, memory: 5694, top1_acc: 0.1984, top5_acc: 0.4711, loss_cls: 3.4885, loss: 3.4885, grad_norm: 5.4437 2021-08-16 23:08:55,157 - mmaction - INFO - Epoch [4][40/2640] lr: 1.000e-02, eta: 14:53:34, time: 0.399, data_time: 0.002, memory: 5694, top1_acc: 0.2102, top5_acc: 0.4750, loss_cls: 3.4591, loss: 3.4591, grad_norm: 5.1840 2021-08-16 23:09:03,133 - mmaction - INFO - Epoch [4][60/2640] lr: 1.000e-02, eta: 14:53:15, time: 0.399, data_time: 0.001, memory: 5694, top1_acc: 0.1922, top5_acc: 0.4500, loss_cls: 3.5200, loss: 3.5200, grad_norm: 5.4933 2021-08-16 23:09:11,137 - mmaction - INFO - Epoch [4][80/2640] lr: 1.000e-02, eta: 14:52:56, time: 0.400, data_time: 0.000, memory: 5694, top1_acc: 0.2141, top5_acc: 0.4648, loss_cls: 3.4835, loss: 3.4835, grad_norm: 5.3243 2021-08-16 23:09:19,226 - mmaction - INFO - Epoch [4][100/2640] lr: 1.000e-02, eta: 14:52:39, time: 0.404, data_time: 0.000, memory: 5694, top1_acc: 0.2117, top5_acc: 0.4734, loss_cls: 3.4417, loss: 3.4417, grad_norm: 5.2231 2021-08-16 23:09:27,547 - mmaction - INFO - Epoch [4][120/2640] lr: 1.000e-02, eta: 14:52:25, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.2000, top5_acc: 0.4727, loss_cls: 3.5238, loss: 3.5238, grad_norm: 5.0730 2021-08-16 23:09:35,810 - mmaction - INFO - Epoch [4][140/2640] lr: 1.000e-02, eta: 14:52:11, time: 0.413, data_time: 0.001, memory: 5694, top1_acc: 0.2047, top5_acc: 0.4664, loss_cls: 3.4944, loss: 3.4944, grad_norm: 5.0782 2021-08-16 23:09:44,148 - mmaction - INFO - Epoch [4][160/2640] lr: 1.000e-02, eta: 14:51:58, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.2094, top5_acc: 0.4641, loss_cls: 3.5028, loss: 3.5028, grad_norm: 5.0084 2021-08-16 23:09:52,418 - mmaction - INFO - Epoch [4][180/2640] lr: 1.000e-02, eta: 14:51:44, time: 0.414, data_time: 0.001, memory: 5694, top1_acc: 0.2094, top5_acc: 0.4617, loss_cls: 3.4638, loss: 3.4638, grad_norm: 5.2900 2021-08-16 23:10:00,736 - mmaction - INFO - Epoch [4][200/2640] lr: 1.000e-02, eta: 14:51:30, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.1758, top5_acc: 0.4430, loss_cls: 3.6209, loss: 3.6209, grad_norm: 5.3077 2021-08-16 23:10:08,983 - mmaction - INFO - Epoch [4][220/2640] lr: 1.000e-02, eta: 14:51:16, time: 0.412, data_time: 0.000, memory: 5694, top1_acc: 0.2023, top5_acc: 0.4922, loss_cls: 3.4671, loss: 3.4671, grad_norm: 5.1988 2021-08-16 23:10:17,252 - mmaction - INFO - Epoch [4][240/2640] lr: 1.000e-02, eta: 14:51:01, time: 0.413, data_time: 0.001, memory: 5694, top1_acc: 0.1953, top5_acc: 0.4695, loss_cls: 3.4754, loss: 3.4754, grad_norm: 5.0587 2021-08-16 23:10:25,512 - mmaction - INFO - Epoch [4][260/2640] lr: 1.000e-02, eta: 14:50:47, time: 0.413, data_time: 0.001, memory: 5694, top1_acc: 0.2062, top5_acc: 0.4625, loss_cls: 3.5324, loss: 3.5324, grad_norm: 5.3198 2021-08-16 23:10:33,750 - mmaction - INFO - Epoch [4][280/2640] lr: 1.000e-02, eta: 14:50:32, time: 0.412, data_time: 0.001, memory: 5694, top1_acc: 0.2109, top5_acc: 0.4781, loss_cls: 3.4761, loss: 3.4761, grad_norm: 5.3623 2021-08-16 23:10:41,956 - mmaction - INFO - Epoch [4][300/2640] lr: 1.000e-02, eta: 14:50:17, time: 0.410, data_time: 0.001, memory: 5694, top1_acc: 0.2211, top5_acc: 0.4805, loss_cls: 3.4714, loss: 3.4714, grad_norm: 5.2421 2021-08-16 23:10:50,170 - mmaction - INFO - Epoch [4][320/2640] lr: 1.000e-02, eta: 14:50:02, time: 0.411, data_time: 0.001, memory: 5694, top1_acc: 0.2172, top5_acc: 0.4836, loss_cls: 3.4662, loss: 3.4662, grad_norm: 5.3236 2021-08-16 23:10:58,347 - mmaction - INFO - Epoch [4][340/2640] lr: 1.000e-02, eta: 14:49:47, time: 0.409, data_time: 0.000, memory: 5694, top1_acc: 0.2281, top5_acc: 0.4727, loss_cls: 3.4980, loss: 3.4980, grad_norm: 5.3489 2021-08-16 23:11:06,550 - mmaction - INFO - Epoch [4][360/2640] lr: 1.000e-02, eta: 14:49:32, time: 0.410, data_time: 0.001, memory: 5694, top1_acc: 0.2133, top5_acc: 0.4648, loss_cls: 3.5206, loss: 3.5206, grad_norm: 5.4695 2021-08-16 23:11:14,722 - mmaction - INFO - Epoch [4][380/2640] lr: 1.000e-02, eta: 14:49:17, time: 0.409, data_time: 0.001, memory: 5694, top1_acc: 0.2078, top5_acc: 0.4813, loss_cls: 3.4926, loss: 3.4926, grad_norm: 5.2597 2021-08-16 23:11:22,918 - mmaction - INFO - Epoch [4][400/2640] lr: 1.000e-02, eta: 14:49:02, time: 0.410, data_time: 0.001, memory: 5694, top1_acc: 0.1945, top5_acc: 0.4648, loss_cls: 3.5167, loss: 3.5167, grad_norm: 5.2604 2021-08-16 23:11:31,104 - mmaction - INFO - Epoch [4][420/2640] lr: 1.000e-02, eta: 14:48:46, time: 0.409, data_time: 0.001, memory: 5694, top1_acc: 0.2055, top5_acc: 0.4750, loss_cls: 3.5082, loss: 3.5082, grad_norm: 5.5290 2021-08-16 23:11:39,293 - mmaction - INFO - Epoch [4][440/2640] lr: 1.000e-02, eta: 14:48:31, time: 0.409, data_time: 0.001, memory: 5694, top1_acc: 0.2172, top5_acc: 0.4766, loss_cls: 3.5105, loss: 3.5105, grad_norm: 5.3914 2021-08-16 23:11:47,494 - mmaction - INFO - Epoch [4][460/2640] lr: 1.000e-02, eta: 14:48:17, time: 0.410, data_time: 0.001, memory: 5694, top1_acc: 0.1961, top5_acc: 0.4734, loss_cls: 3.5205, loss: 3.5205, grad_norm: 5.0982 2021-08-16 23:11:55,690 - mmaction - INFO - Epoch [4][480/2640] lr: 1.000e-02, eta: 14:48:02, time: 0.410, data_time: 0.000, memory: 5694, top1_acc: 0.2188, top5_acc: 0.4805, loss_cls: 3.4438, loss: 3.4438, grad_norm: 5.1460 2021-08-16 23:12:03,893 - mmaction - INFO - Epoch [4][500/2640] lr: 1.000e-02, eta: 14:47:47, time: 0.410, data_time: 0.001, memory: 5694, top1_acc: 0.2273, top5_acc: 0.4797, loss_cls: 3.4423, loss: 3.4423, grad_norm: 5.2910 2021-08-16 23:12:12,098 - mmaction - INFO - Epoch [4][520/2640] lr: 1.000e-02, eta: 14:47:32, time: 0.410, data_time: 0.000, memory: 5694, top1_acc: 0.2023, top5_acc: 0.4688, loss_cls: 3.5357, loss: 3.5357, grad_norm: 5.3069 2021-08-16 23:12:20,327 - mmaction - INFO - Epoch [4][540/2640] lr: 1.000e-02, eta: 14:47:18, time: 0.411, data_time: 0.001, memory: 5694, top1_acc: 0.2352, top5_acc: 0.4813, loss_cls: 3.4535, loss: 3.4535, grad_norm: 5.3217 2021-08-16 23:12:28,522 - mmaction - INFO - Epoch [4][560/2640] lr: 1.000e-02, eta: 14:47:03, time: 0.410, data_time: 0.001, memory: 5694, top1_acc: 0.2313, top5_acc: 0.4844, loss_cls: 3.3948, loss: 3.3948, grad_norm: 5.4281 2021-08-16 23:12:36,718 - mmaction - INFO - Epoch [4][580/2640] lr: 1.000e-02, eta: 14:46:48, time: 0.410, data_time: 0.001, memory: 5694, top1_acc: 0.2305, top5_acc: 0.4734, loss_cls: 3.4729, loss: 3.4729, grad_norm: 5.3282 2021-08-16 23:12:44,991 - mmaction - INFO - Epoch [4][600/2640] lr: 1.000e-02, eta: 14:46:35, time: 0.414, data_time: 0.001, memory: 5694, top1_acc: 0.2094, top5_acc: 0.4648, loss_cls: 3.4663, loss: 3.4663, grad_norm: 5.2418 2021-08-16 23:12:53,192 - mmaction - INFO - Epoch [4][620/2640] lr: 1.000e-02, eta: 14:46:20, time: 0.410, data_time: 0.000, memory: 5694, top1_acc: 0.2047, top5_acc: 0.4797, loss_cls: 3.4607, loss: 3.4607, grad_norm: 5.1595 2021-08-16 23:13:01,420 - mmaction - INFO - Epoch [4][640/2640] lr: 1.000e-02, eta: 14:46:06, time: 0.411, data_time: 0.001, memory: 5694, top1_acc: 0.1992, top5_acc: 0.4500, loss_cls: 3.5611, loss: 3.5611, grad_norm: 5.3665 2021-08-16 23:13:09,621 - mmaction - INFO - Epoch [4][660/2640] lr: 1.000e-02, eta: 14:45:51, time: 0.410, data_time: 0.000, memory: 5694, top1_acc: 0.2125, top5_acc: 0.4961, loss_cls: 3.3927, loss: 3.3927, grad_norm: 5.2168 2021-08-16 23:13:17,884 - mmaction - INFO - Epoch [4][680/2640] lr: 1.000e-02, eta: 14:45:38, time: 0.413, data_time: 0.001, memory: 5694, top1_acc: 0.2203, top5_acc: 0.4836, loss_cls: 3.4319, loss: 3.4319, grad_norm: 5.1321 2021-08-16 23:13:26,089 - mmaction - INFO - Epoch [4][700/2640] lr: 1.000e-02, eta: 14:45:23, time: 0.410, data_time: 0.001, memory: 5694, top1_acc: 0.2000, top5_acc: 0.4547, loss_cls: 3.5348, loss: 3.5348, grad_norm: 5.3029 2021-08-16 23:13:34,307 - mmaction - INFO - Epoch [4][720/2640] lr: 1.000e-02, eta: 14:45:09, time: 0.411, data_time: 0.001, memory: 5694, top1_acc: 0.1984, top5_acc: 0.4664, loss_cls: 3.5262, loss: 3.5262, grad_norm: 5.2298 2021-08-16 23:13:42,506 - mmaction - INFO - Epoch [4][740/2640] lr: 1.000e-02, eta: 14:44:55, time: 0.410, data_time: 0.000, memory: 5694, top1_acc: 0.2242, top5_acc: 0.4656, loss_cls: 3.5017, loss: 3.5017, grad_norm: 5.3828 2021-08-16 23:13:50,712 - mmaction - INFO - Epoch [4][760/2640] lr: 1.000e-02, eta: 14:44:40, time: 0.410, data_time: 0.001, memory: 5694, top1_acc: 0.2211, top5_acc: 0.4758, loss_cls: 3.4807, loss: 3.4807, grad_norm: 5.1469 2021-08-16 23:13:58,914 - mmaction - INFO - Epoch [4][780/2640] lr: 1.000e-02, eta: 14:44:26, time: 0.410, data_time: 0.000, memory: 5694, top1_acc: 0.1992, top5_acc: 0.4727, loss_cls: 3.4835, loss: 3.4835, grad_norm: 5.3135 2021-08-16 23:14:07,141 - mmaction - INFO - Epoch [4][800/2640] lr: 1.000e-02, eta: 14:44:12, time: 0.411, data_time: 0.001, memory: 5694, top1_acc: 0.2148, top5_acc: 0.4820, loss_cls: 3.4598, loss: 3.4598, grad_norm: 5.3219 2021-08-16 23:14:15,314 - mmaction - INFO - Epoch [4][820/2640] lr: 1.000e-02, eta: 14:43:57, time: 0.409, data_time: 0.000, memory: 5694, top1_acc: 0.2117, top5_acc: 0.4703, loss_cls: 3.4532, loss: 3.4532, grad_norm: 5.2300 2021-08-16 23:14:23,511 - mmaction - INFO - Epoch [4][840/2640] lr: 1.000e-02, eta: 14:43:43, time: 0.410, data_time: 0.001, memory: 5694, top1_acc: 0.2125, top5_acc: 0.4578, loss_cls: 3.5352, loss: 3.5352, grad_norm: 5.2174 2021-08-16 23:14:31,737 - mmaction - INFO - Epoch [4][860/2640] lr: 1.000e-02, eta: 14:43:29, time: 0.411, data_time: 0.000, memory: 5694, top1_acc: 0.2227, top5_acc: 0.4828, loss_cls: 3.4882, loss: 3.4882, grad_norm: 5.2866 2021-08-16 23:14:39,934 - mmaction - INFO - Epoch [4][880/2640] lr: 1.000e-02, eta: 14:43:14, time: 0.410, data_time: 0.001, memory: 5694, top1_acc: 0.2141, top5_acc: 0.4813, loss_cls: 3.4763, loss: 3.4763, grad_norm: 5.0753 2021-08-16 23:14:48,107 - mmaction - INFO - Epoch [4][900/2640] lr: 1.000e-02, eta: 14:43:00, time: 0.409, data_time: 0.000, memory: 5694, top1_acc: 0.2008, top5_acc: 0.4500, loss_cls: 3.5085, loss: 3.5085, grad_norm: 5.0603 2021-08-16 23:14:56,302 - mmaction - INFO - Epoch [4][920/2640] lr: 1.000e-02, eta: 14:42:46, time: 0.410, data_time: 0.001, memory: 5694, top1_acc: 0.2125, top5_acc: 0.4633, loss_cls: 3.4800, loss: 3.4800, grad_norm: 4.9666 2021-08-16 23:15:04,486 - mmaction - INFO - Epoch [4][940/2640] lr: 1.000e-02, eta: 14:42:31, time: 0.409, data_time: 0.001, memory: 5694, top1_acc: 0.1961, top5_acc: 0.4828, loss_cls: 3.4824, loss: 3.4824, grad_norm: 5.1811 2021-08-16 23:15:12,687 - mmaction - INFO - Epoch [4][960/2640] lr: 1.000e-02, eta: 14:42:17, time: 0.410, data_time: 0.000, memory: 5694, top1_acc: 0.2328, top5_acc: 0.4820, loss_cls: 3.4513, loss: 3.4513, grad_norm: 5.2065 2021-08-16 23:15:20,875 - mmaction - INFO - Epoch [4][980/2640] lr: 1.000e-02, eta: 14:42:03, time: 0.410, data_time: 0.001, memory: 5694, top1_acc: 0.1891, top5_acc: 0.4586, loss_cls: 3.5382, loss: 3.5382, grad_norm: 5.3812 2021-08-16 23:15:29,062 - mmaction - INFO - Epoch [4][1000/2640] lr: 1.000e-02, eta: 14:41:49, time: 0.409, data_time: 0.000, memory: 5694, top1_acc: 0.2242, top5_acc: 0.4797, loss_cls: 3.4837, loss: 3.4837, grad_norm: 5.2778 2021-08-16 23:15:37,233 - mmaction - INFO - Epoch [4][1020/2640] lr: 1.000e-02, eta: 14:41:34, time: 0.409, data_time: 0.001, memory: 5694, top1_acc: 0.2055, top5_acc: 0.4836, loss_cls: 3.4706, loss: 3.4706, grad_norm: 5.2557 2021-08-16 23:15:45,416 - mmaction - INFO - Epoch [4][1040/2640] lr: 1.000e-02, eta: 14:41:20, time: 0.409, data_time: 0.001, memory: 5694, top1_acc: 0.2102, top5_acc: 0.4406, loss_cls: 3.5779, loss: 3.5779, grad_norm: 5.2421 2021-08-16 23:15:53,605 - mmaction - INFO - Epoch [4][1060/2640] lr: 1.000e-02, eta: 14:41:06, time: 0.409, data_time: 0.000, memory: 5694, top1_acc: 0.2078, top5_acc: 0.4578, loss_cls: 3.5061, loss: 3.5061, grad_norm: 4.9688 2021-08-16 23:16:01,799 - mmaction - INFO - Epoch [4][1080/2640] lr: 1.000e-02, eta: 14:40:52, time: 0.410, data_time: 0.001, memory: 5694, top1_acc: 0.2109, top5_acc: 0.4617, loss_cls: 3.4912, loss: 3.4912, grad_norm: 5.1788 2021-08-16 23:16:09,985 - mmaction - INFO - Epoch [4][1100/2640] lr: 1.000e-02, eta: 14:40:37, time: 0.409, data_time: 0.001, memory: 5694, top1_acc: 0.2391, top5_acc: 0.5008, loss_cls: 3.3901, loss: 3.3901, grad_norm: 5.1537 2021-08-16 23:16:18,218 - mmaction - INFO - Epoch [4][1120/2640] lr: 1.000e-02, eta: 14:40:24, time: 0.412, data_time: 0.001, memory: 5694, top1_acc: 0.2109, top5_acc: 0.4508, loss_cls: 3.4870, loss: 3.4870, grad_norm: 5.1492 2021-08-16 23:16:26,429 - mmaction - INFO - Epoch [4][1140/2640] lr: 1.000e-02, eta: 14:40:10, time: 0.411, data_time: 0.000, memory: 5694, top1_acc: 0.2016, top5_acc: 0.4766, loss_cls: 3.4846, loss: 3.4846, grad_norm: 5.2682 2021-08-16 23:16:34,621 - mmaction - INFO - Epoch [4][1160/2640] lr: 1.000e-02, eta: 14:39:56, time: 0.410, data_time: 0.001, memory: 5694, top1_acc: 0.2141, top5_acc: 0.4711, loss_cls: 3.5155, loss: 3.5155, grad_norm: 5.1493 2021-08-16 23:16:42,807 - mmaction - INFO - Epoch [4][1180/2640] lr: 1.000e-02, eta: 14:39:42, time: 0.409, data_time: 0.001, memory: 5694, top1_acc: 0.2266, top5_acc: 0.4914, loss_cls: 3.4596, loss: 3.4596, grad_norm: 5.2353 2021-08-16 23:16:50,994 - mmaction - INFO - Epoch [4][1200/2640] lr: 1.000e-02, eta: 14:39:28, time: 0.409, data_time: 0.000, memory: 5694, top1_acc: 0.2164, top5_acc: 0.4805, loss_cls: 3.4851, loss: 3.4851, grad_norm: 5.2045 2021-08-16 23:16:59,181 - mmaction - INFO - Epoch [4][1220/2640] lr: 1.000e-02, eta: 14:39:14, time: 0.410, data_time: 0.001, memory: 5694, top1_acc: 0.2156, top5_acc: 0.4727, loss_cls: 3.5044, loss: 3.5044, grad_norm: 5.2163 2021-08-16 23:17:07,383 - mmaction - INFO - Epoch [4][1240/2640] lr: 1.000e-02, eta: 14:39:00, time: 0.410, data_time: 0.000, memory: 5694, top1_acc: 0.2062, top5_acc: 0.4891, loss_cls: 3.4687, loss: 3.4687, grad_norm: 5.1364 2021-08-16 23:17:15,556 - mmaction - INFO - Epoch [4][1260/2640] lr: 1.000e-02, eta: 14:38:46, time: 0.409, data_time: 0.001, memory: 5694, top1_acc: 0.2062, top5_acc: 0.4562, loss_cls: 3.4931, loss: 3.4931, grad_norm: 5.1658 2021-08-16 23:17:23,758 - mmaction - INFO - Epoch [4][1280/2640] lr: 1.000e-02, eta: 14:38:32, time: 0.410, data_time: 0.001, memory: 5694, top1_acc: 0.2062, top5_acc: 0.4641, loss_cls: 3.4713, loss: 3.4713, grad_norm: 5.1917 2021-08-16 23:17:31,948 - mmaction - INFO - Epoch [4][1300/2640] lr: 1.000e-02, eta: 14:38:19, time: 0.410, data_time: 0.001, memory: 5694, top1_acc: 0.2141, top5_acc: 0.4914, loss_cls: 3.4211, loss: 3.4211, grad_norm: 5.0625 2021-08-16 23:17:40,152 - mmaction - INFO - Epoch [4][1320/2640] lr: 1.000e-02, eta: 14:38:05, time: 0.410, data_time: 0.001, memory: 5694, top1_acc: 0.2102, top5_acc: 0.4992, loss_cls: 3.4092, loss: 3.4092, grad_norm: 5.3564 2021-08-16 23:17:48,343 - mmaction - INFO - Epoch [4][1340/2640] lr: 1.000e-02, eta: 14:37:51, time: 0.410, data_time: 0.000, memory: 5694, top1_acc: 0.2422, top5_acc: 0.4953, loss_cls: 3.3725, loss: 3.3725, grad_norm: 5.1724 2021-08-16 23:17:56,533 - mmaction - INFO - Epoch [4][1360/2640] lr: 1.000e-02, eta: 14:37:37, time: 0.409, data_time: 0.001, memory: 5694, top1_acc: 0.1984, top5_acc: 0.4797, loss_cls: 3.5212, loss: 3.5212, grad_norm: 5.3572 2021-08-16 23:18:04,729 - mmaction - INFO - Epoch [4][1380/2640] lr: 1.000e-02, eta: 14:37:24, time: 0.410, data_time: 0.001, memory: 5694, top1_acc: 0.2141, top5_acc: 0.4852, loss_cls: 3.4635, loss: 3.4635, grad_norm: 5.1468 2021-08-16 23:18:12,905 - mmaction - INFO - Epoch [4][1400/2640] lr: 1.000e-02, eta: 14:37:10, time: 0.409, data_time: 0.000, memory: 5694, top1_acc: 0.1945, top5_acc: 0.4609, loss_cls: 3.5132, loss: 3.5132, grad_norm: 5.3529 2021-08-16 23:18:21,099 - mmaction - INFO - Epoch [4][1420/2640] lr: 1.000e-02, eta: 14:36:56, time: 0.410, data_time: 0.001, memory: 5694, top1_acc: 0.2188, top5_acc: 0.4789, loss_cls: 3.3838, loss: 3.3838, grad_norm: 5.2025 2021-08-16 23:18:29,299 - mmaction - INFO - Epoch [4][1440/2640] lr: 1.000e-02, eta: 14:36:43, time: 0.410, data_time: 0.001, memory: 5694, top1_acc: 0.2047, top5_acc: 0.4703, loss_cls: 3.4856, loss: 3.4856, grad_norm: 5.2720 2021-08-16 23:18:37,492 - mmaction - INFO - Epoch [4][1460/2640] lr: 1.000e-02, eta: 14:36:29, time: 0.410, data_time: 0.000, memory: 5694, top1_acc: 0.2195, top5_acc: 0.4648, loss_cls: 3.5125, loss: 3.5125, grad_norm: 5.1695 2021-08-16 23:18:45,693 - mmaction - INFO - Epoch [4][1480/2640] lr: 1.000e-02, eta: 14:36:15, time: 0.410, data_time: 0.001, memory: 5694, top1_acc: 0.2078, top5_acc: 0.4773, loss_cls: 3.4406, loss: 3.4406, grad_norm: 5.2814 2021-08-16 23:18:53,876 - mmaction - INFO - Epoch [4][1500/2640] lr: 1.000e-02, eta: 14:36:02, time: 0.409, data_time: 0.000, memory: 5694, top1_acc: 0.2164, top5_acc: 0.4680, loss_cls: 3.4369, loss: 3.4369, grad_norm: 5.1734 2021-08-16 23:19:02,085 - mmaction - INFO - Epoch [4][1520/2640] lr: 1.000e-02, eta: 14:35:48, time: 0.410, data_time: 0.001, memory: 5694, top1_acc: 0.2180, top5_acc: 0.4508, loss_cls: 3.4932, loss: 3.4932, grad_norm: 5.1809 2021-08-16 23:19:10,259 - mmaction - INFO - Epoch [4][1540/2640] lr: 1.000e-02, eta: 14:35:35, time: 0.409, data_time: 0.001, memory: 5694, top1_acc: 0.2094, top5_acc: 0.4867, loss_cls: 3.3881, loss: 3.3881, grad_norm: 5.2621 2021-08-16 23:19:18,498 - mmaction - INFO - Epoch [4][1560/2640] lr: 1.000e-02, eta: 14:35:22, time: 0.412, data_time: 0.001, memory: 5694, top1_acc: 0.2281, top5_acc: 0.4859, loss_cls: 3.4122, loss: 3.4122, grad_norm: 5.2961 2021-08-16 23:19:26,684 - mmaction - INFO - Epoch [4][1580/2640] lr: 1.000e-02, eta: 14:35:08, time: 0.409, data_time: 0.000, memory: 5694, top1_acc: 0.2211, top5_acc: 0.4773, loss_cls: 3.4559, loss: 3.4559, grad_norm: 5.1981 2021-08-16 23:19:34,886 - mmaction - INFO - Epoch [4][1600/2640] lr: 1.000e-02, eta: 14:34:55, time: 0.410, data_time: 0.002, memory: 5694, top1_acc: 0.2078, top5_acc: 0.4641, loss_cls: 3.4451, loss: 3.4451, grad_norm: 5.2832 2021-08-16 23:19:43,078 - mmaction - INFO - Epoch [4][1620/2640] lr: 1.000e-02, eta: 14:34:41, time: 0.409, data_time: 0.000, memory: 5694, top1_acc: 0.2180, top5_acc: 0.4773, loss_cls: 3.4671, loss: 3.4671, grad_norm: 5.3447 2021-08-16 23:19:51,318 - mmaction - INFO - Epoch [4][1640/2640] lr: 1.000e-02, eta: 14:34:29, time: 0.412, data_time: 0.001, memory: 5694, top1_acc: 0.1984, top5_acc: 0.4641, loss_cls: 3.5140, loss: 3.5140, grad_norm: 5.3111 2021-08-16 23:19:59,569 - mmaction - INFO - Epoch [4][1660/2640] lr: 1.000e-02, eta: 14:34:16, time: 0.413, data_time: 0.000, memory: 5694, top1_acc: 0.1938, top5_acc: 0.4758, loss_cls: 3.4741, loss: 3.4741, grad_norm: 5.1977 2021-08-16 23:20:07,772 - mmaction - INFO - Epoch [4][1680/2640] lr: 1.000e-02, eta: 14:34:03, time: 0.410, data_time: 0.001, memory: 5694, top1_acc: 0.2156, top5_acc: 0.4820, loss_cls: 3.4968, loss: 3.4968, grad_norm: 5.1181 2021-08-16 23:20:15,970 - mmaction - INFO - Epoch [4][1700/2640] lr: 1.000e-02, eta: 14:33:49, time: 0.410, data_time: 0.000, memory: 5694, top1_acc: 0.2133, top5_acc: 0.4797, loss_cls: 3.4225, loss: 3.4225, grad_norm: 5.2673 2021-08-16 23:20:24,202 - mmaction - INFO - Epoch [4][1720/2640] lr: 1.000e-02, eta: 14:33:37, time: 0.412, data_time: 0.001, memory: 5694, top1_acc: 0.2242, top5_acc: 0.4727, loss_cls: 3.4353, loss: 3.4353, grad_norm: 4.9952 2021-08-16 23:20:32,385 - mmaction - INFO - Epoch [4][1740/2640] lr: 1.000e-02, eta: 14:33:23, time: 0.409, data_time: 0.001, memory: 5694, top1_acc: 0.2141, top5_acc: 0.4836, loss_cls: 3.4446, loss: 3.4446, grad_norm: 5.2903 2021-08-16 23:20:40,595 - mmaction - INFO - Epoch [4][1760/2640] lr: 1.000e-02, eta: 14:33:10, time: 0.410, data_time: 0.001, memory: 5694, top1_acc: 0.1914, top5_acc: 0.4953, loss_cls: 3.4213, loss: 3.4213, grad_norm: 5.3346 2021-08-16 23:20:48,806 - mmaction - INFO - Epoch [4][1780/2640] lr: 1.000e-02, eta: 14:32:57, time: 0.410, data_time: 0.000, memory: 5694, top1_acc: 0.2297, top5_acc: 0.4727, loss_cls: 3.4457, loss: 3.4457, grad_norm: 5.2332 2021-08-16 23:20:56,998 - mmaction - INFO - Epoch [4][1800/2640] lr: 1.000e-02, eta: 14:32:44, time: 0.410, data_time: 0.001, memory: 5694, top1_acc: 0.2344, top5_acc: 0.4883, loss_cls: 3.4500, loss: 3.4500, grad_norm: 5.2814 2021-08-16 23:21:05,183 - mmaction - INFO - Epoch [4][1820/2640] lr: 1.000e-02, eta: 14:32:30, time: 0.409, data_time: 0.000, memory: 5694, top1_acc: 0.2336, top5_acc: 0.4672, loss_cls: 3.4638, loss: 3.4638, grad_norm: 5.2549 2021-08-16 23:21:13,391 - mmaction - INFO - Epoch [4][1840/2640] lr: 1.000e-02, eta: 14:32:17, time: 0.410, data_time: 0.001, memory: 5694, top1_acc: 0.2156, top5_acc: 0.4969, loss_cls: 3.3753, loss: 3.3753, grad_norm: 5.0151 2021-08-16 23:21:21,664 - mmaction - INFO - Epoch [4][1860/2640] lr: 1.000e-02, eta: 14:32:05, time: 0.414, data_time: 0.001, memory: 5694, top1_acc: 0.2305, top5_acc: 0.5039, loss_cls: 3.3468, loss: 3.3468, grad_norm: 4.9324 2021-08-16 23:21:29,873 - mmaction - INFO - Epoch [4][1880/2640] lr: 1.000e-02, eta: 14:31:52, time: 0.410, data_time: 0.001, memory: 5694, top1_acc: 0.2141, top5_acc: 0.4672, loss_cls: 3.4936, loss: 3.4936, grad_norm: 5.1248 2021-08-16 23:21:38,047 - mmaction - INFO - Epoch [4][1900/2640] lr: 1.000e-02, eta: 14:31:39, time: 0.409, data_time: 0.000, memory: 5694, top1_acc: 0.2258, top5_acc: 0.4891, loss_cls: 3.4198, loss: 3.4198, grad_norm: 5.1504 2021-08-16 23:21:46,238 - mmaction - INFO - Epoch [4][1920/2640] lr: 1.000e-02, eta: 14:31:26, time: 0.409, data_time: 0.000, memory: 5694, top1_acc: 0.2133, top5_acc: 0.4711, loss_cls: 3.4385, loss: 3.4385, grad_norm: 5.1873 2021-08-16 23:21:54,435 - mmaction - INFO - Epoch [4][1940/2640] lr: 1.000e-02, eta: 14:31:13, time: 0.410, data_time: 0.001, memory: 5694, top1_acc: 0.2336, top5_acc: 0.4922, loss_cls: 3.3990, loss: 3.3990, grad_norm: 5.0466 2021-08-16 23:22:02,663 - mmaction - INFO - Epoch [4][1960/2640] lr: 1.000e-02, eta: 14:31:00, time: 0.411, data_time: 0.000, memory: 5694, top1_acc: 0.1992, top5_acc: 0.4781, loss_cls: 3.4661, loss: 3.4661, grad_norm: 5.3012 2021-08-16 23:22:10,827 - mmaction - INFO - Epoch [4][1980/2640] lr: 1.000e-02, eta: 14:30:47, time: 0.408, data_time: 0.001, memory: 5694, top1_acc: 0.2250, top5_acc: 0.4875, loss_cls: 3.4025, loss: 3.4025, grad_norm: 5.3664 2021-08-16 23:22:19,050 - mmaction - INFO - Epoch [4][2000/2640] lr: 1.000e-02, eta: 14:30:34, time: 0.411, data_time: 0.001, memory: 5694, top1_acc: 0.2305, top5_acc: 0.4945, loss_cls: 3.3943, loss: 3.3943, grad_norm: 5.2013 2021-08-16 23:22:27,219 - mmaction - INFO - Epoch [4][2020/2640] lr: 1.000e-02, eta: 14:30:21, time: 0.408, data_time: 0.001, memory: 5694, top1_acc: 0.2234, top5_acc: 0.4875, loss_cls: 3.3798, loss: 3.3798, grad_norm: 5.0941 2021-08-16 23:22:35,436 - mmaction - INFO - Epoch [4][2040/2640] lr: 1.000e-02, eta: 14:30:08, time: 0.411, data_time: 0.001, memory: 5694, top1_acc: 0.2281, top5_acc: 0.4969, loss_cls: 3.3857, loss: 3.3857, grad_norm: 4.9563 2021-08-16 23:22:43,584 - mmaction - INFO - Epoch [4][2060/2640] lr: 1.000e-02, eta: 14:29:54, time: 0.407, data_time: 0.000, memory: 5694, top1_acc: 0.1992, top5_acc: 0.4680, loss_cls: 3.4944, loss: 3.4944, grad_norm: 5.2004 2021-08-16 23:22:51,765 - mmaction - INFO - Epoch [4][2080/2640] lr: 1.000e-02, eta: 14:29:41, time: 0.409, data_time: 0.001, memory: 5694, top1_acc: 0.2242, top5_acc: 0.4945, loss_cls: 3.3543, loss: 3.3543, grad_norm: 5.0564 2021-08-16 23:22:59,967 - mmaction - INFO - Epoch [4][2100/2640] lr: 1.000e-02, eta: 14:29:28, time: 0.410, data_time: 0.000, memory: 5694, top1_acc: 0.2242, top5_acc: 0.4828, loss_cls: 3.4228, loss: 3.4228, grad_norm: 5.2265 2021-08-16 23:23:08,164 - mmaction - INFO - Epoch [4][2120/2640] lr: 1.000e-02, eta: 14:29:15, time: 0.410, data_time: 0.001, memory: 5694, top1_acc: 0.2156, top5_acc: 0.4789, loss_cls: 3.4764, loss: 3.4764, grad_norm: 5.2651 2021-08-16 23:23:16,344 - mmaction - INFO - Epoch [4][2140/2640] lr: 1.000e-02, eta: 14:29:02, time: 0.409, data_time: 0.001, memory: 5694, top1_acc: 0.2484, top5_acc: 0.5070, loss_cls: 3.2912, loss: 3.2912, grad_norm: 5.3583 2021-08-16 23:23:24,559 - mmaction - INFO - Epoch [4][2160/2640] lr: 1.000e-02, eta: 14:28:50, time: 0.411, data_time: 0.001, memory: 5694, top1_acc: 0.2117, top5_acc: 0.4719, loss_cls: 3.4573, loss: 3.4573, grad_norm: 5.2851 2021-08-16 23:23:32,763 - mmaction - INFO - Epoch [4][2180/2640] lr: 1.000e-02, eta: 14:28:37, time: 0.410, data_time: 0.001, memory: 5694, top1_acc: 0.2141, top5_acc: 0.4734, loss_cls: 3.4682, loss: 3.4682, grad_norm: 5.3496 2021-08-16 23:23:40,936 - mmaction - INFO - Epoch [4][2200/2640] lr: 1.000e-02, eta: 14:28:24, time: 0.409, data_time: 0.000, memory: 5694, top1_acc: 0.2141, top5_acc: 0.4656, loss_cls: 3.4613, loss: 3.4613, grad_norm: 5.3677 2021-08-16 23:23:49,124 - mmaction - INFO - Epoch [4][2220/2640] lr: 1.000e-02, eta: 14:28:11, time: 0.409, data_time: 0.001, memory: 5694, top1_acc: 0.2219, top5_acc: 0.4883, loss_cls: 3.3835, loss: 3.3835, grad_norm: 5.2410 2021-08-16 23:23:57,324 - mmaction - INFO - Epoch [4][2240/2640] lr: 1.000e-02, eta: 14:27:58, time: 0.410, data_time: 0.001, memory: 5694, top1_acc: 0.2211, top5_acc: 0.4781, loss_cls: 3.4529, loss: 3.4529, grad_norm: 5.1368 2021-08-16 23:24:05,516 - mmaction - INFO - Epoch [4][2260/2640] lr: 1.000e-02, eta: 14:27:45, time: 0.410, data_time: 0.000, memory: 5694, top1_acc: 0.2211, top5_acc: 0.4844, loss_cls: 3.4155, loss: 3.4155, grad_norm: 5.1861 2021-08-16 23:24:13,696 - mmaction - INFO - Epoch [4][2280/2640] lr: 1.000e-02, eta: 14:27:32, time: 0.409, data_time: 0.001, memory: 5694, top1_acc: 0.2375, top5_acc: 0.4695, loss_cls: 3.3925, loss: 3.3925, grad_norm: 5.0800 2021-08-16 23:24:21,902 - mmaction - INFO - Epoch [4][2300/2640] lr: 1.000e-02, eta: 14:27:20, time: 0.410, data_time: 0.001, memory: 5694, top1_acc: 0.2391, top5_acc: 0.4906, loss_cls: 3.3705, loss: 3.3705, grad_norm: 5.1628 2021-08-16 23:24:30,127 - mmaction - INFO - Epoch [4][2320/2640] lr: 1.000e-02, eta: 14:27:07, time: 0.411, data_time: 0.000, memory: 5694, top1_acc: 0.2117, top5_acc: 0.4695, loss_cls: 3.4195, loss: 3.4195, grad_norm: 5.3563 2021-08-16 23:24:38,318 - mmaction - INFO - Epoch [4][2340/2640] lr: 1.000e-02, eta: 14:26:55, time: 0.410, data_time: 0.000, memory: 5694, top1_acc: 0.2305, top5_acc: 0.4992, loss_cls: 3.3631, loss: 3.3631, grad_norm: 5.3193 2021-08-16 23:24:46,500 - mmaction - INFO - Epoch [4][2360/2640] lr: 1.000e-02, eta: 14:26:42, time: 0.409, data_time: 0.000, memory: 5694, top1_acc: 0.2266, top5_acc: 0.4836, loss_cls: 3.4180, loss: 3.4180, grad_norm: 5.2258 2021-08-16 23:24:54,719 - mmaction - INFO - Epoch [4][2380/2640] lr: 1.000e-02, eta: 14:26:29, time: 0.411, data_time: 0.002, memory: 5694, top1_acc: 0.2133, top5_acc: 0.4727, loss_cls: 3.4461, loss: 3.4461, grad_norm: 5.1414 2021-08-16 23:25:02,910 - mmaction - INFO - Epoch [4][2400/2640] lr: 1.000e-02, eta: 14:26:17, time: 0.410, data_time: 0.000, memory: 5694, top1_acc: 0.2055, top5_acc: 0.4695, loss_cls: 3.4596, loss: 3.4596, grad_norm: 5.3068 2021-08-16 23:25:11,093 - mmaction - INFO - Epoch [4][2420/2640] lr: 1.000e-02, eta: 14:26:04, time: 0.409, data_time: 0.001, memory: 5694, top1_acc: 0.2297, top5_acc: 0.4695, loss_cls: 3.4103, loss: 3.4103, grad_norm: 5.2881 2021-08-16 23:25:19,280 - mmaction - INFO - Epoch [4][2440/2640] lr: 1.000e-02, eta: 14:25:51, time: 0.409, data_time: 0.000, memory: 5694, top1_acc: 0.2250, top5_acc: 0.4891, loss_cls: 3.3615, loss: 3.3615, grad_norm: 5.0073 2021-08-16 23:25:27,490 - mmaction - INFO - Epoch [4][2460/2640] lr: 1.000e-02, eta: 14:25:39, time: 0.411, data_time: 0.001, memory: 5694, top1_acc: 0.2086, top5_acc: 0.4938, loss_cls: 3.4418, loss: 3.4418, grad_norm: 5.2799 2021-08-16 23:25:35,690 - mmaction - INFO - Epoch [4][2480/2640] lr: 1.000e-02, eta: 14:25:26, time: 0.410, data_time: 0.001, memory: 5694, top1_acc: 0.1969, top5_acc: 0.4844, loss_cls: 3.4500, loss: 3.4500, grad_norm: 5.3559 2021-08-16 23:25:43,863 - mmaction - INFO - Epoch [4][2500/2640] lr: 1.000e-02, eta: 14:25:13, time: 0.408, data_time: 0.000, memory: 5694, top1_acc: 0.2211, top5_acc: 0.4859, loss_cls: 3.4389, loss: 3.4389, grad_norm: 5.1201 2021-08-16 23:25:52,075 - mmaction - INFO - Epoch [4][2520/2640] lr: 1.000e-02, eta: 14:25:01, time: 0.411, data_time: 0.001, memory: 5694, top1_acc: 0.2148, top5_acc: 0.4922, loss_cls: 3.4309, loss: 3.4309, grad_norm: 5.0420 2021-08-16 23:26:00,264 - mmaction - INFO - Epoch [4][2540/2640] lr: 1.000e-02, eta: 14:24:48, time: 0.409, data_time: 0.000, memory: 5694, top1_acc: 0.2148, top5_acc: 0.4734, loss_cls: 3.4809, loss: 3.4809, grad_norm: 5.1810 2021-08-16 23:26:08,447 - mmaction - INFO - Epoch [4][2560/2640] lr: 1.000e-02, eta: 14:24:36, time: 0.409, data_time: 0.001, memory: 5694, top1_acc: 0.2180, top5_acc: 0.4898, loss_cls: 3.3893, loss: 3.3893, grad_norm: 5.2817 2021-08-16 23:26:16,650 - mmaction - INFO - Epoch [4][2580/2640] lr: 1.000e-02, eta: 14:24:23, time: 0.410, data_time: 0.001, memory: 5694, top1_acc: 0.2188, top5_acc: 0.4711, loss_cls: 3.4543, loss: 3.4543, grad_norm: 5.0328 2021-08-16 23:26:24,824 - mmaction - INFO - Epoch [4][2600/2640] lr: 1.000e-02, eta: 14:24:11, time: 0.409, data_time: 0.001, memory: 5694, top1_acc: 0.2195, top5_acc: 0.4914, loss_cls: 3.4242, loss: 3.4242, grad_norm: 5.1625 2021-08-16 23:26:33,036 - mmaction - INFO - Epoch [4][2620/2640] lr: 1.000e-02, eta: 14:23:58, time: 0.411, data_time: 0.001, memory: 5694, top1_acc: 0.1984, top5_acc: 0.4820, loss_cls: 3.4536, loss: 3.4536, grad_norm: 5.2656 2021-08-16 23:26:40,997 - mmaction - INFO - Epoch [4][2640/2640] lr: 1.000e-02, eta: 14:23:43, time: 0.398, data_time: 0.000, memory: 5694, top1_acc: 0.2113, top5_acc: 0.4718, loss_cls: 3.5195, loss: 3.5195, grad_norm: 5.2386 2021-08-16 23:26:44,499 - mmaction - INFO - Saving checkpoint at 4 epochs 2021-08-16 23:27:49,325 - mmaction - INFO - Epoch [5][20/2640] lr: 1.000e-02, eta: 14:34:11, time: 3.200, data_time: 2.779, memory: 5694, top1_acc: 0.2258, top5_acc: 0.4930, loss_cls: 3.4211, loss: 3.4211, grad_norm: 5.2404 2021-08-16 23:27:57,281 - mmaction - INFO - Epoch [5][40/2640] lr: 1.000e-02, eta: 14:33:55, time: 0.398, data_time: 0.003, memory: 5694, top1_acc: 0.2422, top5_acc: 0.4992, loss_cls: 3.3641, loss: 3.3641, grad_norm: 5.2248 2021-08-16 23:28:05,199 - mmaction - INFO - Epoch [5][60/2640] lr: 1.000e-02, eta: 14:33:38, time: 0.396, data_time: 0.000, memory: 5694, top1_acc: 0.2492, top5_acc: 0.5008, loss_cls: 3.3406, loss: 3.3406, grad_norm: 5.1567 2021-08-16 23:28:13,171 - mmaction - INFO - Epoch [5][80/2640] lr: 1.000e-02, eta: 14:33:22, time: 0.399, data_time: 0.001, memory: 5694, top1_acc: 0.2078, top5_acc: 0.5008, loss_cls: 3.3602, loss: 3.3602, grad_norm: 5.3372 2021-08-16 23:28:21,183 - mmaction - INFO - Epoch [5][100/2640] lr: 1.000e-02, eta: 14:33:06, time: 0.401, data_time: 0.001, memory: 5694, top1_acc: 0.2414, top5_acc: 0.4930, loss_cls: 3.3600, loss: 3.3600, grad_norm: 5.3210 2021-08-16 23:28:29,223 - mmaction - INFO - Epoch [5][120/2640] lr: 1.000e-02, eta: 14:32:51, time: 0.402, data_time: 0.000, memory: 5694, top1_acc: 0.2367, top5_acc: 0.4930, loss_cls: 3.3759, loss: 3.3759, grad_norm: 5.1396 2021-08-16 23:28:37,338 - mmaction - INFO - Epoch [5][140/2640] lr: 1.000e-02, eta: 14:32:36, time: 0.405, data_time: 0.001, memory: 5694, top1_acc: 0.2117, top5_acc: 0.4758, loss_cls: 3.4166, loss: 3.4166, grad_norm: 5.2896 2021-08-16 23:28:45,529 - mmaction - INFO - Epoch [5][160/2640] lr: 1.000e-02, eta: 14:32:23, time: 0.410, data_time: 0.001, memory: 5694, top1_acc: 0.2242, top5_acc: 0.4961, loss_cls: 3.3413, loss: 3.3413, grad_norm: 5.3060 2021-08-16 23:28:53,746 - mmaction - INFO - Epoch [5][180/2640] lr: 1.000e-02, eta: 14:32:09, time: 0.411, data_time: 0.000, memory: 5694, top1_acc: 0.2234, top5_acc: 0.4992, loss_cls: 3.3717, loss: 3.3717, grad_norm: 5.1220 2021-08-16 23:29:01,982 - mmaction - INFO - Epoch [5][200/2640] lr: 1.000e-02, eta: 14:31:56, time: 0.412, data_time: 0.000, memory: 5694, top1_acc: 0.2414, top5_acc: 0.5117, loss_cls: 3.3219, loss: 3.3219, grad_norm: 5.1900 2021-08-16 23:29:10,256 - mmaction - INFO - Epoch [5][220/2640] lr: 1.000e-02, eta: 14:31:44, time: 0.414, data_time: 0.001, memory: 5694, top1_acc: 0.2422, top5_acc: 0.5047, loss_cls: 3.3219, loss: 3.3219, grad_norm: 5.2206 2021-08-16 23:29:18,462 - mmaction - INFO - Epoch [5][240/2640] lr: 1.000e-02, eta: 14:31:30, time: 0.410, data_time: 0.001, memory: 5694, top1_acc: 0.2250, top5_acc: 0.5031, loss_cls: 3.3572, loss: 3.3572, grad_norm: 5.2155 2021-08-16 23:29:26,709 - mmaction - INFO - Epoch [5][260/2640] lr: 1.000e-02, eta: 14:31:17, time: 0.412, data_time: 0.001, memory: 5694, top1_acc: 0.2383, top5_acc: 0.5078, loss_cls: 3.3462, loss: 3.3462, grad_norm: 5.3375 2021-08-16 23:29:34,902 - mmaction - INFO - Epoch [5][280/2640] lr: 1.000e-02, eta: 14:31:04, time: 0.410, data_time: 0.000, memory: 5694, top1_acc: 0.2125, top5_acc: 0.5000, loss_cls: 3.3597, loss: 3.3597, grad_norm: 5.3136 2021-08-16 23:29:43,106 - mmaction - INFO - Epoch [5][300/2640] lr: 1.000e-02, eta: 14:30:50, time: 0.410, data_time: 0.001, memory: 5694, top1_acc: 0.2328, top5_acc: 0.4969, loss_cls: 3.3832, loss: 3.3832, grad_norm: 5.1813 2021-08-16 23:29:51,278 - mmaction - INFO - Epoch [5][320/2640] lr: 1.000e-02, eta: 14:30:37, time: 0.409, data_time: 0.001, memory: 5694, top1_acc: 0.2156, top5_acc: 0.4859, loss_cls: 3.3738, loss: 3.3738, grad_norm: 5.4518 2021-08-16 23:29:59,467 - mmaction - INFO - Epoch [5][340/2640] lr: 1.000e-02, eta: 14:30:23, time: 0.409, data_time: 0.001, memory: 5694, top1_acc: 0.2398, top5_acc: 0.5102, loss_cls: 3.3130, loss: 3.3130, grad_norm: 5.0928 2021-08-16 23:30:07,678 - mmaction - INFO - Epoch [5][360/2640] lr: 1.000e-02, eta: 14:30:10, time: 0.410, data_time: 0.001, memory: 5694, top1_acc: 0.2594, top5_acc: 0.5047, loss_cls: 3.2951, loss: 3.2951, grad_norm: 5.1137 2021-08-16 23:30:15,876 - mmaction - INFO - Epoch [5][380/2640] lr: 1.000e-02, eta: 14:29:57, time: 0.410, data_time: 0.001, memory: 5694, top1_acc: 0.2250, top5_acc: 0.5078, loss_cls: 3.3797, loss: 3.3797, grad_norm: 5.2923 2021-08-16 23:30:24,069 - mmaction - INFO - Epoch [5][400/2640] lr: 1.000e-02, eta: 14:29:43, time: 0.410, data_time: 0.000, memory: 5694, top1_acc: 0.2281, top5_acc: 0.4984, loss_cls: 3.3023, loss: 3.3023, grad_norm: 5.2972 2021-08-16 23:30:32,298 - mmaction - INFO - Epoch [5][420/2640] lr: 1.000e-02, eta: 14:29:30, time: 0.411, data_time: 0.001, memory: 5694, top1_acc: 0.2211, top5_acc: 0.4992, loss_cls: 3.4128, loss: 3.4128, grad_norm: 5.3605 2021-08-16 23:30:40,506 - mmaction - INFO - Epoch [5][440/2640] lr: 1.000e-02, eta: 14:29:17, time: 0.410, data_time: 0.000, memory: 5694, top1_acc: 0.2156, top5_acc: 0.4945, loss_cls: 3.4072, loss: 3.4072, grad_norm: 5.2945 2021-08-16 23:30:48,769 - mmaction - INFO - Epoch [5][460/2640] lr: 1.000e-02, eta: 14:29:05, time: 0.413, data_time: 0.001, memory: 5694, top1_acc: 0.2273, top5_acc: 0.4859, loss_cls: 3.3996, loss: 3.3996, grad_norm: 5.5141 2021-08-16 23:30:56,977 - mmaction - INFO - Epoch [5][480/2640] lr: 1.000e-02, eta: 14:28:52, time: 0.410, data_time: 0.000, memory: 5694, top1_acc: 0.2359, top5_acc: 0.4914, loss_cls: 3.3881, loss: 3.3881, grad_norm: 5.5835 2021-08-16 23:31:05,238 - mmaction - INFO - Epoch [5][500/2640] lr: 1.000e-02, eta: 14:28:39, time: 0.413, data_time: 0.001, memory: 5694, top1_acc: 0.2359, top5_acc: 0.4945, loss_cls: 3.3323, loss: 3.3323, grad_norm: 5.3394 2021-08-16 23:31:13,435 - mmaction - INFO - Epoch [5][520/2640] lr: 1.000e-02, eta: 14:28:26, time: 0.410, data_time: 0.001, memory: 5694, top1_acc: 0.2461, top5_acc: 0.5266, loss_cls: 3.2674, loss: 3.2674, grad_norm: 5.1624 2021-08-16 23:31:21,679 - mmaction - INFO - Epoch [5][540/2640] lr: 1.000e-02, eta: 14:28:13, time: 0.412, data_time: 0.001, memory: 5694, top1_acc: 0.2250, top5_acc: 0.4930, loss_cls: 3.3999, loss: 3.3999, grad_norm: 5.2982 2021-08-16 23:31:29,932 - mmaction - INFO - Epoch [5][560/2640] lr: 1.000e-02, eta: 14:28:00, time: 0.413, data_time: 0.001, memory: 5694, top1_acc: 0.2062, top5_acc: 0.4922, loss_cls: 3.3943, loss: 3.3943, grad_norm: 5.2895 2021-08-16 23:31:38,140 - mmaction - INFO - Epoch [5][580/2640] lr: 1.000e-02, eta: 14:27:47, time: 0.410, data_time: 0.000, memory: 5694, top1_acc: 0.2375, top5_acc: 0.4891, loss_cls: 3.3484, loss: 3.3484, grad_norm: 5.3619 2021-08-16 23:31:46,424 - mmaction - INFO - Epoch [5][600/2640] lr: 1.000e-02, eta: 14:27:35, time: 0.414, data_time: 0.001, memory: 5694, top1_acc: 0.2367, top5_acc: 0.4859, loss_cls: 3.3653, loss: 3.3653, grad_norm: 5.3507 2021-08-16 23:31:54,692 - mmaction - INFO - Epoch [5][620/2640] lr: 1.000e-02, eta: 14:27:23, time: 0.413, data_time: 0.000, memory: 5694, top1_acc: 0.2313, top5_acc: 0.4914, loss_cls: 3.3519, loss: 3.3519, grad_norm: 5.2794 2021-08-16 23:32:02,921 - mmaction - INFO - Epoch [5][640/2640] lr: 1.000e-02, eta: 14:27:10, time: 0.412, data_time: 0.001, memory: 5694, top1_acc: 0.2359, top5_acc: 0.5133, loss_cls: 3.3298, loss: 3.3298, grad_norm: 5.1490 2021-08-16 23:32:11,162 - mmaction - INFO - Epoch [5][660/2640] lr: 1.000e-02, eta: 14:26:57, time: 0.412, data_time: 0.001, memory: 5694, top1_acc: 0.2430, top5_acc: 0.5156, loss_cls: 3.2631, loss: 3.2631, grad_norm: 5.2377 2021-08-16 23:32:19,370 - mmaction - INFO - Epoch [5][680/2640] lr: 1.000e-02, eta: 14:26:44, time: 0.410, data_time: 0.001, memory: 5694, top1_acc: 0.2109, top5_acc: 0.5023, loss_cls: 3.3622, loss: 3.3622, grad_norm: 5.4946 2021-08-16 23:32:27,602 - mmaction - INFO - Epoch [5][700/2640] lr: 1.000e-02, eta: 14:26:32, time: 0.412, data_time: 0.001, memory: 5694, top1_acc: 0.2305, top5_acc: 0.4789, loss_cls: 3.4349, loss: 3.4349, grad_norm: 5.3691 2021-08-16 23:32:35,824 - mmaction - INFO - Epoch [5][720/2640] lr: 1.000e-02, eta: 14:26:19, time: 0.411, data_time: 0.000, memory: 5694, top1_acc: 0.2383, top5_acc: 0.4820, loss_cls: 3.4024, loss: 3.4024, grad_norm: 5.3512 2021-08-16 23:32:44,112 - mmaction - INFO - Epoch [5][740/2640] lr: 1.000e-02, eta: 14:26:07, time: 0.414, data_time: 0.001, memory: 5694, top1_acc: 0.2352, top5_acc: 0.5055, loss_cls: 3.2943, loss: 3.2943, grad_norm: 5.3124 2021-08-16 23:32:52,333 - mmaction - INFO - Epoch [5][760/2640] lr: 1.000e-02, eta: 14:25:54, time: 0.411, data_time: 0.001, memory: 5694, top1_acc: 0.2406, top5_acc: 0.5234, loss_cls: 3.3142, loss: 3.3142, grad_norm: 5.3750 2021-08-16 23:33:00,531 - mmaction - INFO - Epoch [5][780/2640] lr: 1.000e-02, eta: 14:25:41, time: 0.410, data_time: 0.001, memory: 5694, top1_acc: 0.2336, top5_acc: 0.4906, loss_cls: 3.3647, loss: 3.3647, grad_norm: 5.3306 2021-08-16 23:33:08,713 - mmaction - INFO - Epoch [5][800/2640] lr: 1.000e-02, eta: 14:25:28, time: 0.409, data_time: 0.001, memory: 5694, top1_acc: 0.2289, top5_acc: 0.4938, loss_cls: 3.3730, loss: 3.3730, grad_norm: 5.2997 2021-08-16 23:33:16,926 - mmaction - INFO - Epoch [5][820/2640] lr: 1.000e-02, eta: 14:25:15, time: 0.411, data_time: 0.001, memory: 5694, top1_acc: 0.2398, top5_acc: 0.4984, loss_cls: 3.3125, loss: 3.3125, grad_norm: 5.3287 2021-08-16 23:33:25,143 - mmaction - INFO - Epoch [5][840/2640] lr: 1.000e-02, eta: 14:25:02, time: 0.411, data_time: 0.001, memory: 5694, top1_acc: 0.2641, top5_acc: 0.5156, loss_cls: 3.3290, loss: 3.3290, grad_norm: 5.3766 2021-08-16 23:33:33,363 - mmaction - INFO - Epoch [5][860/2640] lr: 1.000e-02, eta: 14:24:50, time: 0.410, data_time: 0.000, memory: 5694, top1_acc: 0.2492, top5_acc: 0.5141, loss_cls: 3.3299, loss: 3.3299, grad_norm: 5.1418 2021-08-16 23:33:41,628 - mmaction - INFO - Epoch [5][880/2640] lr: 1.000e-02, eta: 14:24:37, time: 0.414, data_time: 0.001, memory: 5694, top1_acc: 0.2250, top5_acc: 0.4773, loss_cls: 3.4069, loss: 3.4069, grad_norm: 5.2769 2021-08-16 23:33:49,876 - mmaction - INFO - Epoch [5][900/2640] lr: 1.000e-02, eta: 14:24:25, time: 0.412, data_time: 0.001, memory: 5694, top1_acc: 0.2156, top5_acc: 0.5039, loss_cls: 3.3758, loss: 3.3758, grad_norm: 5.1562 2021-08-16 23:33:58,065 - mmaction - INFO - Epoch [5][920/2640] lr: 1.000e-02, eta: 14:24:12, time: 0.409, data_time: 0.000, memory: 5694, top1_acc: 0.2391, top5_acc: 0.5188, loss_cls: 3.2853, loss: 3.2853, grad_norm: 5.2832 2021-08-16 23:34:06,261 - mmaction - INFO - Epoch [5][940/2640] lr: 1.000e-02, eta: 14:23:59, time: 0.410, data_time: 0.001, memory: 5694, top1_acc: 0.2195, top5_acc: 0.5109, loss_cls: 3.3066, loss: 3.3066, grad_norm: 5.1870 2021-08-16 23:34:14,464 - mmaction - INFO - Epoch [5][960/2640] lr: 1.000e-02, eta: 14:23:46, time: 0.410, data_time: 0.000, memory: 5694, top1_acc: 0.2336, top5_acc: 0.5086, loss_cls: 3.3504, loss: 3.3504, grad_norm: 5.2950 2021-08-16 23:34:22,670 - mmaction - INFO - Epoch [5][980/2640] lr: 1.000e-02, eta: 14:23:34, time: 0.410, data_time: 0.001, memory: 5694, top1_acc: 0.2289, top5_acc: 0.4922, loss_cls: 3.3822, loss: 3.3822, grad_norm: 5.3618 2021-08-16 23:34:30,855 - mmaction - INFO - Epoch [5][1000/2640] lr: 1.000e-02, eta: 14:23:21, time: 0.409, data_time: 0.000, memory: 5694, top1_acc: 0.2336, top5_acc: 0.5023, loss_cls: 3.3222, loss: 3.3222, grad_norm: 5.3268 2021-08-16 23:34:39,074 - mmaction - INFO - Epoch [5][1020/2640] lr: 1.000e-02, eta: 14:23:08, time: 0.411, data_time: 0.001, memory: 5694, top1_acc: 0.2195, top5_acc: 0.4914, loss_cls: 3.4148, loss: 3.4148, grad_norm: 5.3092 2021-08-16 23:34:47,252 - mmaction - INFO - Epoch [5][1040/2640] lr: 1.000e-02, eta: 14:22:55, time: 0.409, data_time: 0.000, memory: 5694, top1_acc: 0.2258, top5_acc: 0.4914, loss_cls: 3.3830, loss: 3.3830, grad_norm: 5.1577 2021-08-16 23:34:55,453 - mmaction - INFO - Epoch [5][1060/2640] lr: 1.000e-02, eta: 14:22:42, time: 0.410, data_time: 0.001, memory: 5694, top1_acc: 0.2320, top5_acc: 0.4891, loss_cls: 3.3444, loss: 3.3444, grad_norm: 5.3977 2021-08-16 23:35:03,643 - mmaction - INFO - Epoch [5][1080/2640] lr: 1.000e-02, eta: 14:22:30, time: 0.410, data_time: 0.001, memory: 5694, top1_acc: 0.2477, top5_acc: 0.5203, loss_cls: 3.3123, loss: 3.3123, grad_norm: 5.5399 2021-08-16 23:35:11,849 - mmaction - INFO - Epoch [5][1100/2640] lr: 1.000e-02, eta: 14:22:17, time: 0.410, data_time: 0.001, memory: 5694, top1_acc: 0.2102, top5_acc: 0.4859, loss_cls: 3.4430, loss: 3.4430, grad_norm: 5.3299 2021-08-16 23:35:20,033 - mmaction - INFO - Epoch [5][1120/2640] lr: 1.000e-02, eta: 14:22:04, time: 0.409, data_time: 0.000, memory: 5694, top1_acc: 0.2359, top5_acc: 0.4938, loss_cls: 3.3657, loss: 3.3657, grad_norm: 5.2078 2021-08-16 23:35:28,239 - mmaction - INFO - Epoch [5][1140/2640] lr: 1.000e-02, eta: 14:21:51, time: 0.410, data_time: 0.001, memory: 5694, top1_acc: 0.2516, top5_acc: 0.5102, loss_cls: 3.2504, loss: 3.2504, grad_norm: 5.0011 2021-08-16 23:35:36,425 - mmaction - INFO - Epoch [5][1160/2640] lr: 1.000e-02, eta: 14:21:39, time: 0.409, data_time: 0.000, memory: 5694, top1_acc: 0.2398, top5_acc: 0.4961, loss_cls: 3.4008, loss: 3.4008, grad_norm: 5.4951 2021-08-16 23:35:44,617 - mmaction - INFO - Epoch [5][1180/2640] lr: 1.000e-02, eta: 14:21:26, time: 0.410, data_time: 0.001, memory: 5694, top1_acc: 0.2164, top5_acc: 0.4984, loss_cls: 3.3695, loss: 3.3695, grad_norm: 5.1511 2021-08-16 23:35:52,793 - mmaction - INFO - Epoch [5][1200/2640] lr: 1.000e-02, eta: 14:21:13, time: 0.409, data_time: 0.001, memory: 5694, top1_acc: 0.2078, top5_acc: 0.4711, loss_cls: 3.4949, loss: 3.4949, grad_norm: 5.1861 2021-08-16 23:36:00,999 - mmaction - INFO - Epoch [5][1220/2640] lr: 1.000e-02, eta: 14:21:00, time: 0.410, data_time: 0.001, memory: 5694, top1_acc: 0.2383, top5_acc: 0.5117, loss_cls: 3.2671, loss: 3.2671, grad_norm: 5.3051 2021-08-16 23:36:09,191 - mmaction - INFO - Epoch [5][1240/2640] lr: 1.000e-02, eta: 14:20:48, time: 0.410, data_time: 0.001, memory: 5694, top1_acc: 0.2383, top5_acc: 0.5008, loss_cls: 3.3919, loss: 3.3919, grad_norm: 5.2504 2021-08-16 23:36:17,394 - mmaction - INFO - Epoch [5][1260/2640] lr: 1.000e-02, eta: 14:20:35, time: 0.410, data_time: 0.001, memory: 5694, top1_acc: 0.2250, top5_acc: 0.4992, loss_cls: 3.4065, loss: 3.4065, grad_norm: 5.2090 2021-08-16 23:36:25,600 - mmaction - INFO - Epoch [5][1280/2640] lr: 1.000e-02, eta: 14:20:23, time: 0.410, data_time: 0.000, memory: 5694, top1_acc: 0.2297, top5_acc: 0.5141, loss_cls: 3.2932, loss: 3.2932, grad_norm: 5.1448 2021-08-16 23:36:33,814 - mmaction - INFO - Epoch [5][1300/2640] lr: 1.000e-02, eta: 14:20:10, time: 0.410, data_time: 0.000, memory: 5694, top1_acc: 0.2250, top5_acc: 0.4977, loss_cls: 3.4162, loss: 3.4162, grad_norm: 5.2620 2021-08-16 23:36:42,060 - mmaction - INFO - Epoch [5][1320/2640] lr: 1.000e-02, eta: 14:19:58, time: 0.413, data_time: 0.002, memory: 5694, top1_acc: 0.2250, top5_acc: 0.5047, loss_cls: 3.3659, loss: 3.3659, grad_norm: 5.3501 2021-08-16 23:36:50,306 - mmaction - INFO - Epoch [5][1340/2640] lr: 1.000e-02, eta: 14:19:46, time: 0.412, data_time: 0.000, memory: 5694, top1_acc: 0.2336, top5_acc: 0.4992, loss_cls: 3.3400, loss: 3.3400, grad_norm: 5.2154 2021-08-16 23:36:58,515 - mmaction - INFO - Epoch [5][1360/2640] lr: 1.000e-02, eta: 14:19:34, time: 0.410, data_time: 0.000, memory: 5694, top1_acc: 0.2125, top5_acc: 0.4805, loss_cls: 3.4490, loss: 3.4490, grad_norm: 5.2724 2021-08-16 23:37:06,704 - mmaction - INFO - Epoch [5][1380/2640] lr: 1.000e-02, eta: 14:19:21, time: 0.410, data_time: 0.001, memory: 5694, top1_acc: 0.2305, top5_acc: 0.4953, loss_cls: 3.3595, loss: 3.3595, grad_norm: 5.2627 2021-08-16 23:37:14,892 - mmaction - INFO - Epoch [5][1400/2640] lr: 1.000e-02, eta: 14:19:08, time: 0.409, data_time: 0.001, memory: 5694, top1_acc: 0.2352, top5_acc: 0.5039, loss_cls: 3.3260, loss: 3.3260, grad_norm: 5.0413 2021-08-16 23:37:23,112 - mmaction - INFO - Epoch [5][1420/2640] lr: 1.000e-02, eta: 14:18:56, time: 0.411, data_time: 0.000, memory: 5694, top1_acc: 0.2414, top5_acc: 0.4992, loss_cls: 3.3860, loss: 3.3860, grad_norm: 5.1434 2021-08-16 23:37:31,285 - mmaction - INFO - Epoch [5][1440/2640] lr: 1.000e-02, eta: 14:18:43, time: 0.409, data_time: 0.000, memory: 5694, top1_acc: 0.2430, top5_acc: 0.5289, loss_cls: 3.2398, loss: 3.2398, grad_norm: 5.2244 2021-08-16 23:37:39,461 - mmaction - INFO - Epoch [5][1460/2640] lr: 1.000e-02, eta: 14:18:31, time: 0.409, data_time: 0.001, memory: 5694, top1_acc: 0.2344, top5_acc: 0.5023, loss_cls: 3.3601, loss: 3.3601, grad_norm: 5.2819 2021-08-16 23:37:47,642 - mmaction - INFO - Epoch [5][1480/2640] lr: 1.000e-02, eta: 14:18:18, time: 0.409, data_time: 0.001, memory: 5694, top1_acc: 0.2320, top5_acc: 0.5086, loss_cls: 3.3288, loss: 3.3288, grad_norm: 5.3056 2021-08-16 23:37:55,845 - mmaction - INFO - Epoch [5][1500/2640] lr: 1.000e-02, eta: 14:18:06, time: 0.410, data_time: 0.001, memory: 5694, top1_acc: 0.2398, top5_acc: 0.5125, loss_cls: 3.2927, loss: 3.2927, grad_norm: 5.2808 2021-08-16 23:38:04,036 - mmaction - INFO - Epoch [5][1520/2640] lr: 1.000e-02, eta: 14:17:53, time: 0.410, data_time: 0.000, memory: 5694, top1_acc: 0.2250, top5_acc: 0.5156, loss_cls: 3.3276, loss: 3.3276, grad_norm: 5.0925 2021-08-16 23:38:12,205 - mmaction - INFO - Epoch [5][1540/2640] lr: 1.000e-02, eta: 14:17:40, time: 0.408, data_time: 0.001, memory: 5694, top1_acc: 0.2211, top5_acc: 0.5000, loss_cls: 3.3898, loss: 3.3898, grad_norm: 5.2575 2021-08-16 23:38:20,375 - mmaction - INFO - Epoch [5][1560/2640] lr: 1.000e-02, eta: 14:17:28, time: 0.408, data_time: 0.001, memory: 5694, top1_acc: 0.2242, top5_acc: 0.5078, loss_cls: 3.3323, loss: 3.3323, grad_norm: 5.1728 2021-08-16 23:38:28,563 - mmaction - INFO - Epoch [5][1580/2640] lr: 1.000e-02, eta: 14:17:15, time: 0.409, data_time: 0.000, memory: 5694, top1_acc: 0.2422, top5_acc: 0.5125, loss_cls: 3.2815, loss: 3.2815, grad_norm: 5.2842 2021-08-16 23:38:36,720 - mmaction - INFO - Epoch [5][1600/2640] lr: 1.000e-02, eta: 14:17:02, time: 0.408, data_time: 0.001, memory: 5694, top1_acc: 0.2391, top5_acc: 0.4898, loss_cls: 3.3407, loss: 3.3407, grad_norm: 5.4777 2021-08-16 23:38:44,941 - mmaction - INFO - Epoch [5][1620/2640] lr: 1.000e-02, eta: 14:16:50, time: 0.411, data_time: 0.001, memory: 5694, top1_acc: 0.2406, top5_acc: 0.4906, loss_cls: 3.3773, loss: 3.3773, grad_norm: 5.1048 2021-08-16 23:38:53,102 - mmaction - INFO - Epoch [5][1640/2640] lr: 1.000e-02, eta: 14:16:38, time: 0.408, data_time: 0.000, memory: 5694, top1_acc: 0.2242, top5_acc: 0.5000, loss_cls: 3.3622, loss: 3.3622, grad_norm: 5.1349 2021-08-16 23:39:01,317 - mmaction - INFO - Epoch [5][1660/2640] lr: 1.000e-02, eta: 14:16:25, time: 0.411, data_time: 0.001, memory: 5694, top1_acc: 0.2102, top5_acc: 0.4773, loss_cls: 3.4703, loss: 3.4703, grad_norm: 5.2058 2021-08-16 23:39:09,509 - mmaction - INFO - Epoch [5][1680/2640] lr: 1.000e-02, eta: 14:16:13, time: 0.410, data_time: 0.001, memory: 5694, top1_acc: 0.2383, top5_acc: 0.4961, loss_cls: 3.3203, loss: 3.3203, grad_norm: 5.3049 2021-08-16 23:39:17,692 - mmaction - INFO - Epoch [5][1700/2640] lr: 1.000e-02, eta: 14:16:01, time: 0.409, data_time: 0.001, memory: 5694, top1_acc: 0.2414, top5_acc: 0.5125, loss_cls: 3.2866, loss: 3.2866, grad_norm: 5.1786 2021-08-16 23:39:25,883 - mmaction - INFO - Epoch [5][1720/2640] lr: 1.000e-02, eta: 14:15:48, time: 0.410, data_time: 0.000, memory: 5694, top1_acc: 0.2336, top5_acc: 0.4984, loss_cls: 3.3492, loss: 3.3492, grad_norm: 5.3046 2021-08-16 23:39:34,088 - mmaction - INFO - Epoch [5][1740/2640] lr: 1.000e-02, eta: 14:15:36, time: 0.410, data_time: 0.001, memory: 5694, top1_acc: 0.2437, top5_acc: 0.5109, loss_cls: 3.3045, loss: 3.3045, grad_norm: 5.2471 2021-08-16 23:39:42,285 - mmaction - INFO - Epoch [5][1760/2640] lr: 1.000e-02, eta: 14:15:24, time: 0.410, data_time: 0.001, memory: 5694, top1_acc: 0.2469, top5_acc: 0.5117, loss_cls: 3.2905, loss: 3.2905, grad_norm: 5.3032 2021-08-16 23:39:50,491 - mmaction - INFO - Epoch [5][1780/2640] lr: 1.000e-02, eta: 14:15:11, time: 0.409, data_time: 0.000, memory: 5694, top1_acc: 0.2453, top5_acc: 0.5164, loss_cls: 3.2666, loss: 3.2666, grad_norm: 5.2126 2021-08-16 23:39:58,686 - mmaction - INFO - Epoch [5][1800/2640] lr: 1.000e-02, eta: 14:14:59, time: 0.411, data_time: 0.002, memory: 5694, top1_acc: 0.2328, top5_acc: 0.5141, loss_cls: 3.3085, loss: 3.3085, grad_norm: 5.3487 2021-08-16 23:40:06,848 - mmaction - INFO - Epoch [5][1820/2640] lr: 1.000e-02, eta: 14:14:47, time: 0.408, data_time: 0.001, memory: 5694, top1_acc: 0.2281, top5_acc: 0.4906, loss_cls: 3.3632, loss: 3.3632, grad_norm: 5.1315 2021-08-16 23:40:15,074 - mmaction - INFO - Epoch [5][1840/2640] lr: 1.000e-02, eta: 14:14:35, time: 0.411, data_time: 0.000, memory: 5694, top1_acc: 0.2352, top5_acc: 0.4961, loss_cls: 3.3494, loss: 3.3494, grad_norm: 5.3917 2021-08-16 23:40:23,291 - mmaction - INFO - Epoch [5][1860/2640] lr: 1.000e-02, eta: 14:14:23, time: 0.411, data_time: 0.001, memory: 5694, top1_acc: 0.2320, top5_acc: 0.5195, loss_cls: 3.3063, loss: 3.3063, grad_norm: 5.2328 2021-08-16 23:40:31,493 - mmaction - INFO - Epoch [5][1880/2640] lr: 1.000e-02, eta: 14:14:11, time: 0.410, data_time: 0.001, memory: 5694, top1_acc: 0.2289, top5_acc: 0.5039, loss_cls: 3.3458, loss: 3.3458, grad_norm: 5.1783 2021-08-16 23:40:39,657 - mmaction - INFO - Epoch [5][1900/2640] lr: 1.000e-02, eta: 14:13:58, time: 0.408, data_time: 0.001, memory: 5694, top1_acc: 0.2227, top5_acc: 0.4938, loss_cls: 3.3749, loss: 3.3749, grad_norm: 5.3335 2021-08-16 23:40:47,806 - mmaction - INFO - Epoch [5][1920/2640] lr: 1.000e-02, eta: 14:13:46, time: 0.408, data_time: 0.001, memory: 5694, top1_acc: 0.2477, top5_acc: 0.5227, loss_cls: 3.2844, loss: 3.2844, grad_norm: 5.1295 2021-08-16 23:40:56,004 - mmaction - INFO - Epoch [5][1940/2640] lr: 1.000e-02, eta: 14:13:33, time: 0.410, data_time: 0.001, memory: 5694, top1_acc: 0.2289, top5_acc: 0.5062, loss_cls: 3.3194, loss: 3.3194, grad_norm: 5.1336 2021-08-16 23:41:04,199 - mmaction - INFO - Epoch [5][1960/2640] lr: 1.000e-02, eta: 14:13:21, time: 0.410, data_time: 0.001, memory: 5694, top1_acc: 0.2289, top5_acc: 0.5320, loss_cls: 3.2985, loss: 3.2985, grad_norm: 5.2600 2021-08-16 23:41:12,397 - mmaction - INFO - Epoch [5][1980/2640] lr: 1.000e-02, eta: 14:13:09, time: 0.410, data_time: 0.001, memory: 5694, top1_acc: 0.2445, top5_acc: 0.5141, loss_cls: 3.2736, loss: 3.2736, grad_norm: 5.3509 2021-08-16 23:41:20,578 - mmaction - INFO - Epoch [5][2000/2640] lr: 1.000e-02, eta: 14:12:57, time: 0.409, data_time: 0.001, memory: 5694, top1_acc: 0.2641, top5_acc: 0.5141, loss_cls: 3.2766, loss: 3.2766, grad_norm: 5.2638 2021-08-16 23:41:28,846 - mmaction - INFO - Epoch [5][2020/2640] lr: 1.000e-02, eta: 14:12:45, time: 0.413, data_time: 0.000, memory: 5694, top1_acc: 0.2437, top5_acc: 0.5008, loss_cls: 3.3262, loss: 3.3262, grad_norm: 5.2711 2021-08-16 23:41:37,012 - mmaction - INFO - Epoch [5][2040/2640] lr: 1.000e-02, eta: 14:12:33, time: 0.408, data_time: 0.000, memory: 5694, top1_acc: 0.2266, top5_acc: 0.5203, loss_cls: 3.2837, loss: 3.2837, grad_norm: 5.3870 2021-08-16 23:41:45,219 - mmaction - INFO - Epoch [5][2060/2640] lr: 1.000e-02, eta: 14:12:21, time: 0.410, data_time: 0.001, memory: 5694, top1_acc: 0.2203, top5_acc: 0.4727, loss_cls: 3.4167, loss: 3.4167, grad_norm: 5.5466 2021-08-16 23:41:53,423 - mmaction - INFO - Epoch [5][2080/2640] lr: 1.000e-02, eta: 14:12:09, time: 0.410, data_time: 0.001, memory: 5694, top1_acc: 0.2211, top5_acc: 0.4836, loss_cls: 3.4533, loss: 3.4533, grad_norm: 5.1085 2021-08-16 23:42:01,601 - mmaction - INFO - Epoch [5][2100/2640] lr: 1.000e-02, eta: 14:11:57, time: 0.409, data_time: 0.001, memory: 5694, top1_acc: 0.2391, top5_acc: 0.5172, loss_cls: 3.3181, loss: 3.3181, grad_norm: 5.1059 2021-08-16 23:42:09,794 - mmaction - INFO - Epoch [5][2120/2640] lr: 1.000e-02, eta: 14:11:45, time: 0.409, data_time: 0.001, memory: 5694, top1_acc: 0.2680, top5_acc: 0.5234, loss_cls: 3.2334, loss: 3.2334, grad_norm: 5.1405 2021-08-16 23:42:18,009 - mmaction - INFO - Epoch [5][2140/2640] lr: 1.000e-02, eta: 14:11:33, time: 0.411, data_time: 0.002, memory: 5694, top1_acc: 0.2430, top5_acc: 0.5023, loss_cls: 3.3555, loss: 3.3555, grad_norm: 5.3772 2021-08-16 23:42:26,184 - mmaction - INFO - Epoch [5][2160/2640] lr: 1.000e-02, eta: 14:11:21, time: 0.408, data_time: 0.000, memory: 5694, top1_acc: 0.2422, top5_acc: 0.5141, loss_cls: 3.3308, loss: 3.3308, grad_norm: 5.2727 2021-08-16 23:42:34,375 - mmaction - INFO - Epoch [5][2180/2640] lr: 1.000e-02, eta: 14:11:09, time: 0.410, data_time: 0.001, memory: 5694, top1_acc: 0.2336, top5_acc: 0.4992, loss_cls: 3.3498, loss: 3.3498, grad_norm: 5.3271 2021-08-16 23:42:42,569 - mmaction - INFO - Epoch [5][2200/2640] lr: 1.000e-02, eta: 14:10:56, time: 0.410, data_time: 0.001, memory: 5694, top1_acc: 0.2430, top5_acc: 0.5016, loss_cls: 3.3500, loss: 3.3500, grad_norm: 5.2928 2021-08-16 23:42:50,756 - mmaction - INFO - Epoch [5][2220/2640] lr: 1.000e-02, eta: 14:10:44, time: 0.409, data_time: 0.000, memory: 5694, top1_acc: 0.2555, top5_acc: 0.5047, loss_cls: 3.2942, loss: 3.2942, grad_norm: 4.9409 2021-08-16 23:42:58,940 - mmaction - INFO - Epoch [5][2240/2640] lr: 1.000e-02, eta: 14:10:32, time: 0.410, data_time: 0.001, memory: 5694, top1_acc: 0.2250, top5_acc: 0.4984, loss_cls: 3.3299, loss: 3.3299, grad_norm: 5.2848 2021-08-16 23:43:07,148 - mmaction - INFO - Epoch [5][2260/2640] lr: 1.000e-02, eta: 14:10:20, time: 0.410, data_time: 0.000, memory: 5694, top1_acc: 0.2328, top5_acc: 0.5078, loss_cls: 3.3431, loss: 3.3431, grad_norm: 5.2213 2021-08-16 23:43:15,337 - mmaction - INFO - Epoch [5][2280/2640] lr: 1.000e-02, eta: 14:10:08, time: 0.409, data_time: 0.001, memory: 5694, top1_acc: 0.2422, top5_acc: 0.4992, loss_cls: 3.3175, loss: 3.3175, grad_norm: 5.2992 2021-08-16 23:43:23,544 - mmaction - INFO - Epoch [5][2300/2640] lr: 1.000e-02, eta: 14:09:57, time: 0.411, data_time: 0.001, memory: 5694, top1_acc: 0.2500, top5_acc: 0.5258, loss_cls: 3.3013, loss: 3.3013, grad_norm: 5.1472 2021-08-16 23:43:31,733 - mmaction - INFO - Epoch [5][2320/2640] lr: 1.000e-02, eta: 14:09:45, time: 0.409, data_time: 0.001, memory: 5694, top1_acc: 0.2305, top5_acc: 0.5055, loss_cls: 3.3427, loss: 3.3427, grad_norm: 5.1095 2021-08-16 23:43:39,916 - mmaction - INFO - Epoch [5][2340/2640] lr: 1.000e-02, eta: 14:09:33, time: 0.409, data_time: 0.001, memory: 5694, top1_acc: 0.2414, top5_acc: 0.5031, loss_cls: 3.3152, loss: 3.3152, grad_norm: 5.2155 2021-08-16 23:43:48,126 - mmaction - INFO - Epoch [5][2360/2640] lr: 1.000e-02, eta: 14:09:21, time: 0.411, data_time: 0.001, memory: 5694, top1_acc: 0.2234, top5_acc: 0.5219, loss_cls: 3.3085, loss: 3.3085, grad_norm: 5.2041 2021-08-16 23:43:56,324 - mmaction - INFO - Epoch [5][2380/2640] lr: 1.000e-02, eta: 14:09:09, time: 0.409, data_time: 0.000, memory: 5694, top1_acc: 0.2273, top5_acc: 0.4906, loss_cls: 3.3894, loss: 3.3894, grad_norm: 5.4245 2021-08-16 23:44:04,505 - mmaction - INFO - Epoch [5][2400/2640] lr: 1.000e-02, eta: 14:08:57, time: 0.410, data_time: 0.001, memory: 5694, top1_acc: 0.2352, top5_acc: 0.4914, loss_cls: 3.3865, loss: 3.3865, grad_norm: 5.3857 2021-08-16 23:44:12,687 - mmaction - INFO - Epoch [5][2420/2640] lr: 1.000e-02, eta: 14:08:45, time: 0.409, data_time: 0.000, memory: 5694, top1_acc: 0.2422, top5_acc: 0.5117, loss_cls: 3.3010, loss: 3.3010, grad_norm: 5.0685 2021-08-16 23:44:20,899 - mmaction - INFO - Epoch [5][2440/2640] lr: 1.000e-02, eta: 14:08:33, time: 0.411, data_time: 0.000, memory: 5694, top1_acc: 0.2195, top5_acc: 0.5062, loss_cls: 3.3266, loss: 3.3266, grad_norm: 5.2237 2021-08-16 23:44:29,070 - mmaction - INFO - Epoch [5][2460/2640] lr: 1.000e-02, eta: 14:08:21, time: 0.409, data_time: 0.001, memory: 5694, top1_acc: 0.2352, top5_acc: 0.5047, loss_cls: 3.3444, loss: 3.3444, grad_norm: 5.2607 2021-08-16 23:44:37,271 - mmaction - INFO - Epoch [5][2480/2640] lr: 1.000e-02, eta: 14:08:09, time: 0.410, data_time: 0.001, memory: 5694, top1_acc: 0.2172, top5_acc: 0.4742, loss_cls: 3.4643, loss: 3.4643, grad_norm: 5.1998 2021-08-16 23:44:45,457 - mmaction - INFO - Epoch [5][2500/2640] lr: 1.000e-02, eta: 14:07:57, time: 0.409, data_time: 0.001, memory: 5694, top1_acc: 0.2477, top5_acc: 0.5227, loss_cls: 3.3034, loss: 3.3034, grad_norm: 5.1603 2021-08-16 23:44:53,661 - mmaction - INFO - Epoch [5][2520/2640] lr: 1.000e-02, eta: 14:07:46, time: 0.410, data_time: 0.000, memory: 5694, top1_acc: 0.2719, top5_acc: 0.5398, loss_cls: 3.1902, loss: 3.1902, grad_norm: 5.2206 2021-08-16 23:45:01,885 - mmaction - INFO - Epoch [5][2540/2640] lr: 1.000e-02, eta: 14:07:34, time: 0.411, data_time: 0.000, memory: 5694, top1_acc: 0.2391, top5_acc: 0.5094, loss_cls: 3.2824, loss: 3.2824, grad_norm: 5.1141 2021-08-16 23:45:10,049 - mmaction - INFO - Epoch [5][2560/2640] lr: 1.000e-02, eta: 14:07:22, time: 0.409, data_time: 0.001, memory: 5694, top1_acc: 0.2375, top5_acc: 0.5234, loss_cls: 3.2498, loss: 3.2498, grad_norm: 5.3398 2021-08-16 23:45:18,235 - mmaction - INFO - Epoch [5][2580/2640] lr: 1.000e-02, eta: 14:07:10, time: 0.409, data_time: 0.000, memory: 5694, top1_acc: 0.2453, top5_acc: 0.5188, loss_cls: 3.3084, loss: 3.3084, grad_norm: 5.2754 2021-08-16 23:45:26,412 - mmaction - INFO - Epoch [5][2600/2640] lr: 1.000e-02, eta: 14:06:58, time: 0.409, data_time: 0.001, memory: 5694, top1_acc: 0.2266, top5_acc: 0.5289, loss_cls: 3.2993, loss: 3.2993, grad_norm: 5.4476 2021-08-16 23:45:34,611 - mmaction - INFO - Epoch [5][2620/2640] lr: 1.000e-02, eta: 14:06:46, time: 0.410, data_time: 0.001, memory: 5694, top1_acc: 0.2500, top5_acc: 0.5188, loss_cls: 3.2974, loss: 3.2974, grad_norm: 5.2904 2021-08-16 23:45:42,573 - mmaction - INFO - Epoch [5][2640/2640] lr: 1.000e-02, eta: 14:06:32, time: 0.398, data_time: 0.001, memory: 5694, top1_acc: 0.2169, top5_acc: 0.4911, loss_cls: 3.3798, loss: 3.3798, grad_norm: 5.3827 2021-08-16 23:45:45,329 - mmaction - INFO - Saving checkpoint at 5 epochs 2021-08-16 23:46:23,979 - mmaction - INFO - Epoch [6][20/2640] lr: 1.000e-02, eta: 14:10:44, time: 1.875, data_time: 1.477, memory: 5694, top1_acc: 0.2469, top5_acc: 0.5320, loss_cls: 3.2878, loss: 3.2878, grad_norm: 5.1041 2021-08-16 23:46:31,918 - mmaction - INFO - Epoch [6][40/2640] lr: 1.000e-02, eta: 14:10:30, time: 0.397, data_time: 0.002, memory: 5694, top1_acc: 0.2258, top5_acc: 0.5195, loss_cls: 3.2946, loss: 3.2946, grad_norm: 5.3486 2021-08-16 23:46:39,934 - mmaction - INFO - Epoch [6][60/2640] lr: 1.000e-02, eta: 14:10:16, time: 0.401, data_time: 0.002, memory: 5694, top1_acc: 0.2414, top5_acc: 0.4930, loss_cls: 3.3398, loss: 3.3398, grad_norm: 5.3180 2021-08-16 23:46:47,949 - mmaction - INFO - Epoch [6][80/2640] lr: 1.000e-02, eta: 14:10:02, time: 0.401, data_time: 0.001, memory: 5694, top1_acc: 0.2445, top5_acc: 0.5117, loss_cls: 3.2834, loss: 3.2834, grad_norm: 5.3269 2021-08-16 23:46:56,047 - mmaction - INFO - Epoch [6][100/2640] lr: 1.000e-02, eta: 14:09:49, time: 0.405, data_time: 0.002, memory: 5694, top1_acc: 0.2398, top5_acc: 0.5055, loss_cls: 3.3447, loss: 3.3447, grad_norm: 5.1265 2021-08-16 23:47:04,269 - mmaction - INFO - Epoch [6][120/2640] lr: 1.000e-02, eta: 14:09:37, time: 0.411, data_time: 0.000, memory: 5694, top1_acc: 0.2422, top5_acc: 0.5078, loss_cls: 3.2883, loss: 3.2883, grad_norm: 5.5147 2021-08-16 23:47:12,517 - mmaction - INFO - Epoch [6][140/2640] lr: 1.000e-02, eta: 14:09:26, time: 0.412, data_time: 0.001, memory: 5694, top1_acc: 0.2703, top5_acc: 0.5445, loss_cls: 3.1490, loss: 3.1490, grad_norm: 4.9625 2021-08-16 23:47:20,799 - mmaction - INFO - Epoch [6][160/2640] lr: 1.000e-02, eta: 14:09:14, time: 0.414, data_time: 0.000, memory: 5694, top1_acc: 0.2648, top5_acc: 0.5195, loss_cls: 3.2095, loss: 3.2095, grad_norm: 5.2610 2021-08-16 23:47:29,108 - mmaction - INFO - Epoch [6][180/2640] lr: 1.000e-02, eta: 14:09:03, time: 0.415, data_time: 0.001, memory: 5694, top1_acc: 0.2391, top5_acc: 0.5078, loss_cls: 3.2496, loss: 3.2496, grad_norm: 5.2549 2021-08-16 23:47:37,366 - mmaction - INFO - Epoch [6][200/2640] lr: 1.000e-02, eta: 14:08:52, time: 0.413, data_time: 0.001, memory: 5694, top1_acc: 0.2555, top5_acc: 0.5281, loss_cls: 3.2535, loss: 3.2535, grad_norm: 5.2419 2021-08-16 23:47:45,671 - mmaction - INFO - Epoch [6][220/2640] lr: 1.000e-02, eta: 14:08:40, time: 0.415, data_time: 0.001, memory: 5694, top1_acc: 0.2523, top5_acc: 0.5297, loss_cls: 3.2310, loss: 3.2310, grad_norm: 5.3301 2021-08-16 23:47:53,914 - mmaction - INFO - Epoch [6][240/2640] lr: 1.000e-02, eta: 14:08:29, time: 0.412, data_time: 0.000, memory: 5694, top1_acc: 0.2516, top5_acc: 0.5273, loss_cls: 3.2222, loss: 3.2222, grad_norm: 5.0897 2021-08-16 23:48:02,229 - mmaction - INFO - Epoch [6][260/2640] lr: 1.000e-02, eta: 14:08:18, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.2414, top5_acc: 0.5078, loss_cls: 3.3341, loss: 3.3341, grad_norm: 5.3789 2021-08-16 23:48:10,485 - mmaction - INFO - Epoch [6][280/2640] lr: 1.000e-02, eta: 14:08:06, time: 0.413, data_time: 0.001, memory: 5694, top1_acc: 0.2547, top5_acc: 0.5445, loss_cls: 3.2129, loss: 3.2129, grad_norm: 5.1300 2021-08-16 23:48:18,709 - mmaction - INFO - Epoch [6][300/2640] lr: 1.000e-02, eta: 14:07:55, time: 0.411, data_time: 0.000, memory: 5694, top1_acc: 0.2477, top5_acc: 0.5125, loss_cls: 3.2975, loss: 3.2975, grad_norm: 5.3690 2021-08-16 23:48:26,907 - mmaction - INFO - Epoch [6][320/2640] lr: 1.000e-02, eta: 14:07:43, time: 0.410, data_time: 0.001, memory: 5694, top1_acc: 0.2445, top5_acc: 0.5141, loss_cls: 3.2400, loss: 3.2400, grad_norm: 5.1938 2021-08-16 23:48:35,107 - mmaction - INFO - Epoch [6][340/2640] lr: 1.000e-02, eta: 14:07:31, time: 0.410, data_time: 0.000, memory: 5694, top1_acc: 0.2383, top5_acc: 0.5016, loss_cls: 3.3010, loss: 3.3010, grad_norm: 5.1860 2021-08-16 23:48:43,388 - mmaction - INFO - Epoch [6][360/2640] lr: 1.000e-02, eta: 14:07:19, time: 0.414, data_time: 0.001, memory: 5694, top1_acc: 0.2617, top5_acc: 0.5320, loss_cls: 3.1872, loss: 3.1872, grad_norm: 5.2345 2021-08-16 23:48:51,639 - mmaction - INFO - Epoch [6][380/2640] lr: 1.000e-02, eta: 14:07:08, time: 0.413, data_time: 0.001, memory: 5694, top1_acc: 0.2477, top5_acc: 0.5281, loss_cls: 3.2228, loss: 3.2228, grad_norm: 5.3272 2021-08-16 23:48:59,828 - mmaction - INFO - Epoch [6][400/2640] lr: 1.000e-02, eta: 14:06:56, time: 0.409, data_time: 0.000, memory: 5694, top1_acc: 0.2305, top5_acc: 0.5359, loss_cls: 3.2755, loss: 3.2755, grad_norm: 5.4175 2021-08-16 23:49:08,029 - mmaction - INFO - Epoch [6][420/2640] lr: 1.000e-02, eta: 14:06:44, time: 0.410, data_time: 0.001, memory: 5694, top1_acc: 0.2281, top5_acc: 0.4969, loss_cls: 3.3631, loss: 3.3631, grad_norm: 5.3883 2021-08-16 23:49:16,228 - mmaction - INFO - Epoch [6][440/2640] lr: 1.000e-02, eta: 14:06:32, time: 0.410, data_time: 0.000, memory: 5694, top1_acc: 0.2406, top5_acc: 0.5133, loss_cls: 3.2955, loss: 3.2955, grad_norm: 5.0699 2021-08-16 23:49:24,411 - mmaction - INFO - Epoch [6][460/2640] lr: 1.000e-02, eta: 14:06:20, time: 0.409, data_time: 0.001, memory: 5694, top1_acc: 0.2469, top5_acc: 0.5344, loss_cls: 3.2176, loss: 3.2176, grad_norm: 5.1889 2021-08-16 23:49:32,605 - mmaction - INFO - Epoch [6][480/2640] lr: 1.000e-02, eta: 14:06:08, time: 0.410, data_time: 0.001, memory: 5694, top1_acc: 0.2484, top5_acc: 0.5195, loss_cls: 3.2906, loss: 3.2906, grad_norm: 5.2209 2021-08-16 23:49:40,795 - mmaction - INFO - Epoch [6][500/2640] lr: 1.000e-02, eta: 14:05:56, time: 0.409, data_time: 0.001, memory: 5694, top1_acc: 0.2437, top5_acc: 0.5117, loss_cls: 3.2920, loss: 3.2920, grad_norm: 5.2979 2021-08-16 23:49:48,980 - mmaction - INFO - Epoch [6][520/2640] lr: 1.000e-02, eta: 14:05:44, time: 0.409, data_time: 0.001, memory: 5694, top1_acc: 0.2430, top5_acc: 0.5391, loss_cls: 3.2441, loss: 3.2441, grad_norm: 5.2701 2021-08-16 23:49:57,189 - mmaction - INFO - Epoch [6][540/2640] lr: 1.000e-02, eta: 14:05:32, time: 0.410, data_time: 0.001, memory: 5694, top1_acc: 0.2484, top5_acc: 0.5234, loss_cls: 3.2370, loss: 3.2370, grad_norm: 5.3843 2021-08-16 23:50:05,375 - mmaction - INFO - Epoch [6][560/2640] lr: 1.000e-02, eta: 14:05:20, time: 0.409, data_time: 0.001, memory: 5694, top1_acc: 0.2180, top5_acc: 0.5164, loss_cls: 3.2966, loss: 3.2966, grad_norm: 5.1509 2021-08-16 23:50:13,572 - mmaction - INFO - Epoch [6][580/2640] lr: 1.000e-02, eta: 14:05:08, time: 0.410, data_time: 0.001, memory: 5694, top1_acc: 0.2453, top5_acc: 0.5242, loss_cls: 3.2738, loss: 3.2738, grad_norm: 5.2578 2021-08-16 23:50:21,774 - mmaction - INFO - Epoch [6][600/2640] lr: 1.000e-02, eta: 14:04:57, time: 0.410, data_time: 0.001, memory: 5694, top1_acc: 0.2727, top5_acc: 0.5352, loss_cls: 3.2761, loss: 3.2761, grad_norm: 5.1139 2021-08-16 23:50:29,972 - mmaction - INFO - Epoch [6][620/2640] lr: 1.000e-02, eta: 14:04:45, time: 0.410, data_time: 0.001, memory: 5694, top1_acc: 0.2516, top5_acc: 0.5219, loss_cls: 3.2340, loss: 3.2340, grad_norm: 5.3352 2021-08-16 23:50:38,173 - mmaction - INFO - Epoch [6][640/2640] lr: 1.000e-02, eta: 14:04:33, time: 0.410, data_time: 0.000, memory: 5694, top1_acc: 0.2562, top5_acc: 0.5195, loss_cls: 3.2254, loss: 3.2254, grad_norm: 5.3739 2021-08-16 23:50:46,381 - mmaction - INFO - Epoch [6][660/2640] lr: 1.000e-02, eta: 14:04:21, time: 0.410, data_time: 0.001, memory: 5694, top1_acc: 0.2508, top5_acc: 0.5133, loss_cls: 3.2675, loss: 3.2675, grad_norm: 5.3802 2021-08-16 23:50:54,571 - mmaction - INFO - Epoch [6][680/2640] lr: 1.000e-02, eta: 14:04:09, time: 0.410, data_time: 0.001, memory: 5694, top1_acc: 0.2281, top5_acc: 0.5141, loss_cls: 3.2876, loss: 3.2876, grad_norm: 5.2715 2021-08-16 23:51:02,844 - mmaction - INFO - Epoch [6][700/2640] lr: 1.000e-02, eta: 14:03:58, time: 0.414, data_time: 0.002, memory: 5694, top1_acc: 0.2305, top5_acc: 0.5164, loss_cls: 3.2864, loss: 3.2864, grad_norm: 5.1661 2021-08-16 23:51:11,110 - mmaction - INFO - Epoch [6][720/2640] lr: 1.000e-02, eta: 14:03:47, time: 0.413, data_time: 0.001, memory: 5694, top1_acc: 0.2375, top5_acc: 0.5102, loss_cls: 3.2864, loss: 3.2864, grad_norm: 5.2111 2021-08-16 23:51:19,333 - mmaction - INFO - Epoch [6][740/2640] lr: 1.000e-02, eta: 14:03:35, time: 0.411, data_time: 0.000, memory: 5694, top1_acc: 0.2414, top5_acc: 0.5203, loss_cls: 3.2676, loss: 3.2676, grad_norm: 5.2966 2021-08-16 23:51:27,545 - mmaction - INFO - Epoch [6][760/2640] lr: 1.000e-02, eta: 14:03:24, time: 0.411, data_time: 0.001, memory: 5694, top1_acc: 0.2453, top5_acc: 0.5164, loss_cls: 3.2866, loss: 3.2866, grad_norm: 5.2627 2021-08-16 23:51:35,734 - mmaction - INFO - Epoch [6][780/2640] lr: 1.000e-02, eta: 14:03:12, time: 0.409, data_time: 0.001, memory: 5694, top1_acc: 0.2359, top5_acc: 0.5102, loss_cls: 3.1997, loss: 3.1997, grad_norm: 5.2103 2021-08-16 23:51:43,971 - mmaction - INFO - Epoch [6][800/2640] lr: 1.000e-02, eta: 14:03:01, time: 0.412, data_time: 0.001, memory: 5694, top1_acc: 0.2570, top5_acc: 0.5219, loss_cls: 3.1887, loss: 3.1887, grad_norm: 5.1904 2021-08-16 23:51:52,216 - mmaction - INFO - Epoch [6][820/2640] lr: 1.000e-02, eta: 14:02:49, time: 0.412, data_time: 0.001, memory: 5694, top1_acc: 0.2437, top5_acc: 0.5266, loss_cls: 3.2170, loss: 3.2170, grad_norm: 5.2215 2021-08-16 23:52:00,412 - mmaction - INFO - Epoch [6][840/2640] lr: 1.000e-02, eta: 14:02:38, time: 0.410, data_time: 0.000, memory: 5694, top1_acc: 0.2469, top5_acc: 0.5297, loss_cls: 3.2741, loss: 3.2741, grad_norm: 5.3803 2021-08-16 23:52:08,650 - mmaction - INFO - Epoch [6][860/2640] lr: 1.000e-02, eta: 14:02:26, time: 0.412, data_time: 0.002, memory: 5694, top1_acc: 0.2469, top5_acc: 0.5195, loss_cls: 3.2641, loss: 3.2641, grad_norm: 5.2947 2021-08-16 23:52:16,830 - mmaction - INFO - Epoch [6][880/2640] lr: 1.000e-02, eta: 14:02:14, time: 0.409, data_time: 0.000, memory: 5694, top1_acc: 0.2508, top5_acc: 0.5328, loss_cls: 3.2207, loss: 3.2207, grad_norm: 5.3369 2021-08-16 23:52:25,012 - mmaction - INFO - Epoch [6][900/2640] lr: 1.000e-02, eta: 14:02:03, time: 0.409, data_time: 0.001, memory: 5694, top1_acc: 0.2266, top5_acc: 0.5086, loss_cls: 3.2902, loss: 3.2902, grad_norm: 5.5242 2021-08-16 23:52:33,213 - mmaction - INFO - Epoch [6][920/2640] lr: 1.000e-02, eta: 14:01:51, time: 0.410, data_time: 0.001, memory: 5694, top1_acc: 0.2469, top5_acc: 0.5328, loss_cls: 3.2348, loss: 3.2348, grad_norm: 5.2366 2021-08-16 23:52:41,389 - mmaction - INFO - Epoch [6][940/2640] lr: 1.000e-02, eta: 14:01:39, time: 0.409, data_time: 0.000, memory: 5694, top1_acc: 0.2398, top5_acc: 0.5281, loss_cls: 3.2242, loss: 3.2242, grad_norm: 5.2624 2021-08-16 23:52:49,579 - mmaction - INFO - Epoch [6][960/2640] lr: 1.000e-02, eta: 14:01:27, time: 0.409, data_time: 0.000, memory: 5694, top1_acc: 0.2273, top5_acc: 0.5141, loss_cls: 3.2784, loss: 3.2784, grad_norm: 5.5245 2021-08-16 23:52:57,792 - mmaction - INFO - Epoch [6][980/2640] lr: 1.000e-02, eta: 14:01:16, time: 0.411, data_time: 0.001, memory: 5694, top1_acc: 0.2453, top5_acc: 0.5203, loss_cls: 3.2418, loss: 3.2418, grad_norm: 5.2099 2021-08-16 23:53:05,982 - mmaction - INFO - Epoch [6][1000/2640] lr: 1.000e-02, eta: 14:01:04, time: 0.409, data_time: 0.000, memory: 5694, top1_acc: 0.2523, top5_acc: 0.5266, loss_cls: 3.2057, loss: 3.2057, grad_norm: 5.3195 2021-08-16 23:53:14,149 - mmaction - INFO - Epoch [6][1020/2640] lr: 1.000e-02, eta: 14:00:52, time: 0.409, data_time: 0.001, memory: 5694, top1_acc: 0.2734, top5_acc: 0.5383, loss_cls: 3.1450, loss: 3.1450, grad_norm: 5.2686 2021-08-16 23:53:22,333 - mmaction - INFO - Epoch [6][1040/2640] lr: 1.000e-02, eta: 14:00:40, time: 0.409, data_time: 0.001, memory: 5694, top1_acc: 0.2477, top5_acc: 0.5172, loss_cls: 3.2649, loss: 3.2649, grad_norm: 5.4143 2021-08-16 23:53:30,521 - mmaction - INFO - Epoch [6][1060/2640] lr: 1.000e-02, eta: 14:00:29, time: 0.409, data_time: 0.001, memory: 5694, top1_acc: 0.2352, top5_acc: 0.5172, loss_cls: 3.2535, loss: 3.2535, grad_norm: 5.4430 2021-08-16 23:53:38,715 - mmaction - INFO - Epoch [6][1080/2640] lr: 1.000e-02, eta: 14:00:17, time: 0.409, data_time: 0.000, memory: 5694, top1_acc: 0.2398, top5_acc: 0.5109, loss_cls: 3.2873, loss: 3.2873, grad_norm: 5.3319 2021-08-16 23:53:46,908 - mmaction - INFO - Epoch [6][1100/2640] lr: 1.000e-02, eta: 14:00:05, time: 0.410, data_time: 0.001, memory: 5694, top1_acc: 0.2453, top5_acc: 0.5164, loss_cls: 3.2728, loss: 3.2728, grad_norm: 5.3328 2021-08-16 23:53:55,104 - mmaction - INFO - Epoch [6][1120/2640] lr: 1.000e-02, eta: 13:59:54, time: 0.409, data_time: 0.000, memory: 5694, top1_acc: 0.2555, top5_acc: 0.5164, loss_cls: 3.2562, loss: 3.2562, grad_norm: 5.0886 2021-08-16 23:54:03,334 - mmaction - INFO - Epoch [6][1140/2640] lr: 1.000e-02, eta: 13:59:43, time: 0.412, data_time: 0.002, memory: 5694, top1_acc: 0.2477, top5_acc: 0.5437, loss_cls: 3.1898, loss: 3.1898, grad_norm: 5.1830 2021-08-16 23:54:11,507 - mmaction - INFO - Epoch [6][1160/2640] lr: 1.000e-02, eta: 13:59:31, time: 0.409, data_time: 0.000, memory: 5694, top1_acc: 0.2477, top5_acc: 0.5320, loss_cls: 3.2278, loss: 3.2278, grad_norm: 5.3175 2021-08-16 23:54:19,704 - mmaction - INFO - Epoch [6][1180/2640] lr: 1.000e-02, eta: 13:59:19, time: 0.410, data_time: 0.001, memory: 5694, top1_acc: 0.2492, top5_acc: 0.5375, loss_cls: 3.2111, loss: 3.2111, grad_norm: 5.2306 2021-08-16 23:54:27,872 - mmaction - INFO - Epoch [6][1200/2640] lr: 1.000e-02, eta: 13:59:07, time: 0.408, data_time: 0.001, memory: 5694, top1_acc: 0.2508, top5_acc: 0.5406, loss_cls: 3.2164, loss: 3.2164, grad_norm: 5.3283 2021-08-16 23:54:36,067 - mmaction - INFO - Epoch [6][1220/2640] lr: 1.000e-02, eta: 13:58:56, time: 0.410, data_time: 0.001, memory: 5694, top1_acc: 0.2531, top5_acc: 0.5227, loss_cls: 3.2523, loss: 3.2523, grad_norm: 5.4131 2021-08-16 23:54:44,255 - mmaction - INFO - Epoch [6][1240/2640] lr: 1.000e-02, eta: 13:58:44, time: 0.409, data_time: 0.001, memory: 5694, top1_acc: 0.2414, top5_acc: 0.5125, loss_cls: 3.2829, loss: 3.2829, grad_norm: 5.2542 2021-08-16 23:54:52,442 - mmaction - INFO - Epoch [6][1260/2640] lr: 1.000e-02, eta: 13:58:33, time: 0.409, data_time: 0.002, memory: 5694, top1_acc: 0.2375, top5_acc: 0.5133, loss_cls: 3.2720, loss: 3.2720, grad_norm: 5.1872 2021-08-16 23:55:00,638 - mmaction - INFO - Epoch [6][1280/2640] lr: 1.000e-02, eta: 13:58:21, time: 0.410, data_time: 0.000, memory: 5694, top1_acc: 0.2383, top5_acc: 0.5227, loss_cls: 3.2760, loss: 3.2760, grad_norm: 5.3142 2021-08-16 23:55:08,884 - mmaction - INFO - Epoch [6][1300/2640] lr: 1.000e-02, eta: 13:58:10, time: 0.412, data_time: 0.001, memory: 5694, top1_acc: 0.2344, top5_acc: 0.5203, loss_cls: 3.2713, loss: 3.2713, grad_norm: 5.3159 2021-08-16 23:55:17,070 - mmaction - INFO - Epoch [6][1320/2640] lr: 1.000e-02, eta: 13:57:58, time: 0.409, data_time: 0.000, memory: 5694, top1_acc: 0.2375, top5_acc: 0.5367, loss_cls: 3.2347, loss: 3.2347, grad_norm: 5.3859 2021-08-16 23:55:25,241 - mmaction - INFO - Epoch [6][1340/2640] lr: 1.000e-02, eta: 13:57:47, time: 0.408, data_time: 0.001, memory: 5694, top1_acc: 0.2570, top5_acc: 0.5328, loss_cls: 3.1923, loss: 3.1923, grad_norm: 5.3425 2021-08-16 23:55:33,435 - mmaction - INFO - Epoch [6][1360/2640] lr: 1.000e-02, eta: 13:57:35, time: 0.410, data_time: 0.001, memory: 5694, top1_acc: 0.2367, top5_acc: 0.5164, loss_cls: 3.2378, loss: 3.2378, grad_norm: 5.3185 2021-08-16 23:55:41,674 - mmaction - INFO - Epoch [6][1380/2640] lr: 1.000e-02, eta: 13:57:24, time: 0.412, data_time: 0.001, memory: 5694, top1_acc: 0.2500, top5_acc: 0.5078, loss_cls: 3.2329, loss: 3.2329, grad_norm: 5.1440 2021-08-16 23:55:49,819 - mmaction - INFO - Epoch [6][1400/2640] lr: 1.000e-02, eta: 13:57:12, time: 0.407, data_time: 0.001, memory: 5694, top1_acc: 0.2531, top5_acc: 0.5453, loss_cls: 3.1755, loss: 3.1755, grad_norm: 5.3963 2021-08-16 23:55:58,000 - mmaction - INFO - Epoch [6][1420/2640] lr: 1.000e-02, eta: 13:57:01, time: 0.409, data_time: 0.001, memory: 5694, top1_acc: 0.2437, top5_acc: 0.5156, loss_cls: 3.2744, loss: 3.2744, grad_norm: 5.3325 2021-08-16 23:56:06,191 - mmaction - INFO - Epoch [6][1440/2640] lr: 1.000e-02, eta: 13:56:49, time: 0.410, data_time: 0.001, memory: 5694, top1_acc: 0.2453, top5_acc: 0.5219, loss_cls: 3.2737, loss: 3.2737, grad_norm: 5.2274 2021-08-16 23:56:14,384 - mmaction - INFO - Epoch [6][1460/2640] lr: 1.000e-02, eta: 13:56:38, time: 0.410, data_time: 0.001, memory: 5694, top1_acc: 0.2602, top5_acc: 0.5164, loss_cls: 3.2293, loss: 3.2293, grad_norm: 5.2626 2021-08-16 23:56:22,550 - mmaction - INFO - Epoch [6][1480/2640] lr: 1.000e-02, eta: 13:56:26, time: 0.408, data_time: 0.001, memory: 5694, top1_acc: 0.2461, top5_acc: 0.4938, loss_cls: 3.3000, loss: 3.3000, grad_norm: 5.1515 2021-08-16 23:56:30,746 - mmaction - INFO - Epoch [6][1500/2640] lr: 1.000e-02, eta: 13:56:15, time: 0.410, data_time: 0.001, memory: 5694, top1_acc: 0.2500, top5_acc: 0.5258, loss_cls: 3.2245, loss: 3.2245, grad_norm: 5.3425 2021-08-16 23:56:38,935 - mmaction - INFO - Epoch [6][1520/2640] lr: 1.000e-02, eta: 13:56:03, time: 0.410, data_time: 0.001, memory: 5694, top1_acc: 0.2359, top5_acc: 0.5094, loss_cls: 3.2805, loss: 3.2805, grad_norm: 5.3433 2021-08-16 23:56:47,131 - mmaction - INFO - Epoch [6][1540/2640] lr: 1.000e-02, eta: 13:55:52, time: 0.410, data_time: 0.001, memory: 5694, top1_acc: 0.2648, top5_acc: 0.5328, loss_cls: 3.2329, loss: 3.2329, grad_norm: 5.4955 2021-08-16 23:56:55,323 - mmaction - INFO - Epoch [6][1560/2640] lr: 1.000e-02, eta: 13:55:40, time: 0.410, data_time: 0.000, memory: 5694, top1_acc: 0.2477, top5_acc: 0.5148, loss_cls: 3.2709, loss: 3.2709, grad_norm: 5.2568 2021-08-16 23:57:03,513 - mmaction - INFO - Epoch [6][1580/2640] lr: 1.000e-02, eta: 13:55:29, time: 0.410, data_time: 0.001, memory: 5694, top1_acc: 0.2375, top5_acc: 0.5328, loss_cls: 3.2053, loss: 3.2053, grad_norm: 5.2868 2021-08-16 23:57:11,704 - mmaction - INFO - Epoch [6][1600/2640] lr: 1.000e-02, eta: 13:55:17, time: 0.410, data_time: 0.000, memory: 5694, top1_acc: 0.2445, top5_acc: 0.5242, loss_cls: 3.2684, loss: 3.2684, grad_norm: 5.1402 2021-08-16 23:57:19,912 - mmaction - INFO - Epoch [6][1620/2640] lr: 1.000e-02, eta: 13:55:06, time: 0.410, data_time: 0.001, memory: 5694, top1_acc: 0.2375, top5_acc: 0.5328, loss_cls: 3.2602, loss: 3.2602, grad_norm: 5.3108 2021-08-16 23:57:28,097 - mmaction - INFO - Epoch [6][1640/2640] lr: 1.000e-02, eta: 13:54:55, time: 0.409, data_time: 0.001, memory: 5694, top1_acc: 0.2508, top5_acc: 0.5336, loss_cls: 3.2415, loss: 3.2415, grad_norm: 5.1674 2021-08-16 23:57:36,322 - mmaction - INFO - Epoch [6][1660/2640] lr: 1.000e-02, eta: 13:54:44, time: 0.411, data_time: 0.001, memory: 5694, top1_acc: 0.2703, top5_acc: 0.5258, loss_cls: 3.2271, loss: 3.2271, grad_norm: 5.1246 2021-08-16 23:57:44,499 - mmaction - INFO - Epoch [6][1680/2640] lr: 1.000e-02, eta: 13:54:32, time: 0.409, data_time: 0.001, memory: 5694, top1_acc: 0.2719, top5_acc: 0.5563, loss_cls: 3.0989, loss: 3.0989, grad_norm: 5.2453 2021-08-16 23:57:52,727 - mmaction - INFO - Epoch [6][1700/2640] lr: 1.000e-02, eta: 13:54:21, time: 0.411, data_time: 0.000, memory: 5694, top1_acc: 0.2555, top5_acc: 0.5211, loss_cls: 3.2455, loss: 3.2455, grad_norm: 5.4209 2021-08-16 23:58:00,883 - mmaction - INFO - Epoch [6][1720/2640] lr: 1.000e-02, eta: 13:54:09, time: 0.408, data_time: 0.000, memory: 5694, top1_acc: 0.2437, top5_acc: 0.5188, loss_cls: 3.2660, loss: 3.2660, grad_norm: 5.1891 2021-08-16 23:58:09,074 - mmaction - INFO - Epoch [6][1740/2640] lr: 1.000e-02, eta: 13:53:58, time: 0.410, data_time: 0.001, memory: 5694, top1_acc: 0.2383, top5_acc: 0.5391, loss_cls: 3.2015, loss: 3.2015, grad_norm: 5.2518 2021-08-16 23:58:17,299 - mmaction - INFO - Epoch [6][1760/2640] lr: 1.000e-02, eta: 13:53:47, time: 0.411, data_time: 0.001, memory: 5694, top1_acc: 0.2406, top5_acc: 0.5367, loss_cls: 3.2403, loss: 3.2403, grad_norm: 5.3361 2021-08-16 23:58:25,511 - mmaction - INFO - Epoch [6][1780/2640] lr: 1.000e-02, eta: 13:53:36, time: 0.410, data_time: 0.001, memory: 5694, top1_acc: 0.2578, top5_acc: 0.5320, loss_cls: 3.2209, loss: 3.2209, grad_norm: 5.1029 2021-08-16 23:58:33,720 - mmaction - INFO - Epoch [6][1800/2640] lr: 1.000e-02, eta: 13:53:25, time: 0.410, data_time: 0.001, memory: 5694, top1_acc: 0.2711, top5_acc: 0.5516, loss_cls: 3.1027, loss: 3.1027, grad_norm: 5.1578 2021-08-16 23:58:41,892 - mmaction - INFO - Epoch [6][1820/2640] lr: 1.000e-02, eta: 13:53:13, time: 0.409, data_time: 0.000, memory: 5694, top1_acc: 0.2586, top5_acc: 0.5023, loss_cls: 3.2811, loss: 3.2811, grad_norm: 5.3334 2021-08-16 23:58:50,094 - mmaction - INFO - Epoch [6][1840/2640] lr: 1.000e-02, eta: 13:53:02, time: 0.410, data_time: 0.000, memory: 5694, top1_acc: 0.2594, top5_acc: 0.5328, loss_cls: 3.1784, loss: 3.1784, grad_norm: 5.1570 2021-08-16 23:58:58,272 - mmaction - INFO - Epoch [6][1860/2640] lr: 1.000e-02, eta: 13:52:50, time: 0.409, data_time: 0.001, memory: 5694, top1_acc: 0.2547, top5_acc: 0.5445, loss_cls: 3.1659, loss: 3.1659, grad_norm: 5.2663 2021-08-16 23:59:06,452 - mmaction - INFO - Epoch [6][1880/2640] lr: 1.000e-02, eta: 13:52:39, time: 0.409, data_time: 0.000, memory: 5694, top1_acc: 0.2188, top5_acc: 0.5148, loss_cls: 3.3030, loss: 3.3030, grad_norm: 5.2977 2021-08-16 23:59:14,627 - mmaction - INFO - Epoch [6][1900/2640] lr: 1.000e-02, eta: 13:52:28, time: 0.409, data_time: 0.001, memory: 5694, top1_acc: 0.2531, top5_acc: 0.5203, loss_cls: 3.2194, loss: 3.2194, grad_norm: 5.1641 2021-08-16 23:59:22,809 - mmaction - INFO - Epoch [6][1920/2640] lr: 1.000e-02, eta: 13:52:16, time: 0.409, data_time: 0.000, memory: 5694, top1_acc: 0.2656, top5_acc: 0.5406, loss_cls: 3.2104, loss: 3.2104, grad_norm: 5.1766 2021-08-16 23:59:31,021 - mmaction - INFO - Epoch [6][1940/2640] lr: 1.000e-02, eta: 13:52:05, time: 0.410, data_time: 0.001, memory: 5694, top1_acc: 0.2336, top5_acc: 0.5102, loss_cls: 3.3188, loss: 3.3188, grad_norm: 5.1648 2021-08-16 23:59:39,244 - mmaction - INFO - Epoch [6][1960/2640] lr: 1.000e-02, eta: 13:51:54, time: 0.411, data_time: 0.001, memory: 5694, top1_acc: 0.2602, top5_acc: 0.5297, loss_cls: 3.2301, loss: 3.2301, grad_norm: 5.2893 2021-08-16 23:59:47,447 - mmaction - INFO - Epoch [6][1980/2640] lr: 1.000e-02, eta: 13:51:43, time: 0.410, data_time: 0.001, memory: 5694, top1_acc: 0.2547, top5_acc: 0.5375, loss_cls: 3.1790, loss: 3.1790, grad_norm: 5.2188 2021-08-16 23:59:55,645 - mmaction - INFO - Epoch [6][2000/2640] lr: 1.000e-02, eta: 13:51:32, time: 0.410, data_time: 0.000, memory: 5694, top1_acc: 0.2281, top5_acc: 0.4961, loss_cls: 3.3830, loss: 3.3830, grad_norm: 5.3034 2021-08-17 00:00:06,845 - mmaction - INFO - Epoch [6][2020/2640] lr: 1.000e-02, eta: 13:51:43, time: 0.560, data_time: 0.002, memory: 5694, top1_acc: 0.2617, top5_acc: 0.5383, loss_cls: 3.1624, loss: 3.1624, grad_norm: 5.0559 2021-08-17 00:00:15,159 - mmaction - INFO - Epoch [6][2040/2640] lr: 1.000e-02, eta: 13:51:33, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.2453, top5_acc: 0.5336, loss_cls: 3.2254, loss: 3.2254, grad_norm: 5.3699 2021-08-17 00:00:23,244 - mmaction - INFO - Epoch [6][2060/2640] lr: 1.000e-02, eta: 13:51:21, time: 0.404, data_time: 0.001, memory: 5694, top1_acc: 0.2445, top5_acc: 0.5055, loss_cls: 3.3021, loss: 3.3021, grad_norm: 5.3527 2021-08-17 00:00:31,378 - mmaction - INFO - Epoch [6][2080/2640] lr: 1.000e-02, eta: 13:51:09, time: 0.407, data_time: 0.000, memory: 5694, top1_acc: 0.2555, top5_acc: 0.5359, loss_cls: 3.2136, loss: 3.2136, grad_norm: 5.2399 2021-08-17 00:00:39,498 - mmaction - INFO - Epoch [6][2100/2640] lr: 1.000e-02, eta: 13:50:58, time: 0.406, data_time: 0.001, memory: 5694, top1_acc: 0.2687, top5_acc: 0.5461, loss_cls: 3.1714, loss: 3.1714, grad_norm: 5.2222 2021-08-17 00:00:47,680 - mmaction - INFO - Epoch [6][2120/2640] lr: 1.000e-02, eta: 13:50:46, time: 0.409, data_time: 0.001, memory: 5694, top1_acc: 0.2625, top5_acc: 0.5352, loss_cls: 3.1796, loss: 3.1796, grad_norm: 5.2840 2021-08-17 00:00:55,865 - mmaction - INFO - Epoch [6][2140/2640] lr: 1.000e-02, eta: 13:50:35, time: 0.409, data_time: 0.000, memory: 5694, top1_acc: 0.2703, top5_acc: 0.5266, loss_cls: 3.2188, loss: 3.2188, grad_norm: 5.2876 2021-08-17 00:01:04,025 - mmaction - INFO - Epoch [6][2160/2640] lr: 1.000e-02, eta: 13:50:24, time: 0.408, data_time: 0.001, memory: 5694, top1_acc: 0.2609, top5_acc: 0.5250, loss_cls: 3.2438, loss: 3.2438, grad_norm: 5.2345 2021-08-17 00:01:12,222 - mmaction - INFO - Epoch [6][2180/2640] lr: 1.000e-02, eta: 13:50:12, time: 0.409, data_time: 0.000, memory: 5694, top1_acc: 0.2437, top5_acc: 0.5281, loss_cls: 3.2031, loss: 3.2031, grad_norm: 5.3681 2021-08-17 00:01:20,424 - mmaction - INFO - Epoch [6][2200/2640] lr: 1.000e-02, eta: 13:50:01, time: 0.411, data_time: 0.002, memory: 5694, top1_acc: 0.2703, top5_acc: 0.5578, loss_cls: 3.1316, loss: 3.1316, grad_norm: 5.3372 2021-08-17 00:01:28,617 - mmaction - INFO - Epoch [6][2220/2640] lr: 1.000e-02, eta: 13:49:50, time: 0.410, data_time: 0.000, memory: 5694, top1_acc: 0.2516, top5_acc: 0.5328, loss_cls: 3.1775, loss: 3.1775, grad_norm: 5.2801 2021-08-17 00:01:36,819 - mmaction - INFO - Epoch [6][2240/2640] lr: 1.000e-02, eta: 13:49:39, time: 0.410, data_time: 0.001, memory: 5694, top1_acc: 0.2352, top5_acc: 0.5188, loss_cls: 3.2758, loss: 3.2758, grad_norm: 5.2977 2021-08-17 00:01:45,056 - mmaction - INFO - Epoch [6][2260/2640] lr: 1.000e-02, eta: 13:49:28, time: 0.412, data_time: 0.001, memory: 5694, top1_acc: 0.2586, top5_acc: 0.5203, loss_cls: 3.2454, loss: 3.2454, grad_norm: 5.2170 2021-08-17 00:01:53,315 - mmaction - INFO - Epoch [6][2280/2640] lr: 1.000e-02, eta: 13:49:18, time: 0.413, data_time: 0.001, memory: 5694, top1_acc: 0.2484, top5_acc: 0.5391, loss_cls: 3.2388, loss: 3.2388, grad_norm: 5.4306 2021-08-17 00:02:01,588 - mmaction - INFO - Epoch [6][2300/2640] lr: 1.000e-02, eta: 13:49:07, time: 0.413, data_time: 0.000, memory: 5694, top1_acc: 0.2414, top5_acc: 0.5109, loss_cls: 3.2762, loss: 3.2762, grad_norm: 5.2983 2021-08-17 00:02:09,851 - mmaction - INFO - Epoch [6][2320/2640] lr: 1.000e-02, eta: 13:48:56, time: 0.413, data_time: 0.001, memory: 5694, top1_acc: 0.2398, top5_acc: 0.5195, loss_cls: 3.2653, loss: 3.2653, grad_norm: 5.3154 2021-08-17 00:02:18,076 - mmaction - INFO - Epoch [6][2340/2640] lr: 1.000e-02, eta: 13:48:45, time: 0.411, data_time: 0.000, memory: 5694, top1_acc: 0.2461, top5_acc: 0.5234, loss_cls: 3.2648, loss: 3.2648, grad_norm: 5.2356 2021-08-17 00:02:26,311 - mmaction - INFO - Epoch [6][2360/2640] lr: 1.000e-02, eta: 13:48:35, time: 0.412, data_time: 0.001, memory: 5694, top1_acc: 0.2469, top5_acc: 0.5242, loss_cls: 3.3046, loss: 3.3046, grad_norm: 5.3868 2021-08-17 00:02:34,558 - mmaction - INFO - Epoch [6][2380/2640] lr: 1.000e-02, eta: 13:48:24, time: 0.412, data_time: 0.001, memory: 5694, top1_acc: 0.2492, top5_acc: 0.5484, loss_cls: 3.1438, loss: 3.1438, grad_norm: 5.1446 2021-08-17 00:02:42,766 - mmaction - INFO - Epoch [6][2400/2640] lr: 1.000e-02, eta: 13:48:13, time: 0.410, data_time: 0.001, memory: 5694, top1_acc: 0.2492, top5_acc: 0.5359, loss_cls: 3.2346, loss: 3.2346, grad_norm: 5.2946 2021-08-17 00:02:50,964 - mmaction - INFO - Epoch [6][2420/2640] lr: 1.000e-02, eta: 13:48:02, time: 0.410, data_time: 0.001, memory: 5694, top1_acc: 0.2461, top5_acc: 0.5203, loss_cls: 3.2439, loss: 3.2439, grad_norm: 5.2163 2021-08-17 00:02:59,202 - mmaction - INFO - Epoch [6][2440/2640] lr: 1.000e-02, eta: 13:47:51, time: 0.412, data_time: 0.001, memory: 5694, top1_acc: 0.2555, top5_acc: 0.5234, loss_cls: 3.2191, loss: 3.2191, grad_norm: 5.3091 2021-08-17 00:03:07,375 - mmaction - INFO - Epoch [6][2460/2640] lr: 1.000e-02, eta: 13:47:40, time: 0.409, data_time: 0.000, memory: 5694, top1_acc: 0.2617, top5_acc: 0.5500, loss_cls: 3.1723, loss: 3.1723, grad_norm: 5.1439 2021-08-17 00:03:15,612 - mmaction - INFO - Epoch [6][2480/2640] lr: 1.000e-02, eta: 13:47:29, time: 0.412, data_time: 0.001, memory: 5694, top1_acc: 0.2430, top5_acc: 0.5195, loss_cls: 3.2204, loss: 3.2204, grad_norm: 5.2480 2021-08-17 00:03:23,813 - mmaction - INFO - Epoch [6][2500/2640] lr: 1.000e-02, eta: 13:47:18, time: 0.410, data_time: 0.001, memory: 5694, top1_acc: 0.2461, top5_acc: 0.5219, loss_cls: 3.2723, loss: 3.2723, grad_norm: 5.0701 2021-08-17 00:03:32,038 - mmaction - INFO - Epoch [6][2520/2640] lr: 1.000e-02, eta: 13:47:07, time: 0.411, data_time: 0.002, memory: 5694, top1_acc: 0.2547, top5_acc: 0.5023, loss_cls: 3.2643, loss: 3.2643, grad_norm: 5.3062 2021-08-17 00:03:40,282 - mmaction - INFO - Epoch [6][2540/2640] lr: 1.000e-02, eta: 13:46:57, time: 0.412, data_time: 0.001, memory: 5694, top1_acc: 0.2437, top5_acc: 0.5148, loss_cls: 3.2530, loss: 3.2530, grad_norm: 5.2205 2021-08-17 00:03:48,447 - mmaction - INFO - Epoch [6][2560/2640] lr: 1.000e-02, eta: 13:46:45, time: 0.408, data_time: 0.001, memory: 5694, top1_acc: 0.2516, top5_acc: 0.5289, loss_cls: 3.2649, loss: 3.2649, grad_norm: 5.2665 2021-08-17 00:03:56,622 - mmaction - INFO - Epoch [6][2580/2640] lr: 1.000e-02, eta: 13:46:34, time: 0.409, data_time: 0.000, memory: 5694, top1_acc: 0.2570, top5_acc: 0.5406, loss_cls: 3.2130, loss: 3.2130, grad_norm: 5.3470 2021-08-17 00:04:04,817 - mmaction - INFO - Epoch [6][2600/2640] lr: 1.000e-02, eta: 13:46:23, time: 0.409, data_time: 0.000, memory: 5694, top1_acc: 0.2687, top5_acc: 0.5508, loss_cls: 3.1291, loss: 3.1291, grad_norm: 5.1432 2021-08-17 00:04:13,018 - mmaction - INFO - Epoch [6][2620/2640] lr: 1.000e-02, eta: 13:46:12, time: 0.410, data_time: 0.001, memory: 5694, top1_acc: 0.2703, top5_acc: 0.5406, loss_cls: 3.1606, loss: 3.1606, grad_norm: 5.1271 2021-08-17 00:04:20,993 - mmaction - INFO - Epoch [6][2640/2640] lr: 1.000e-02, eta: 13:45:59, time: 0.399, data_time: 0.001, memory: 5694, top1_acc: 0.2710, top5_acc: 0.5548, loss_cls: 3.1544, loss: 3.1544, grad_norm: 5.2398 2021-08-17 00:04:23,801 - mmaction - INFO - Saving checkpoint at 6 epochs 2021-08-17 00:05:13,850 - mmaction - INFO - Epoch [7][20/2640] lr: 1.000e-02, eta: 13:50:51, time: 2.476, data_time: 2.037, memory: 5694, top1_acc: 0.2484, top5_acc: 0.5547, loss_cls: 3.1666, loss: 3.1666, grad_norm: 5.1294 2021-08-17 00:05:21,807 - mmaction - INFO - Epoch [7][40/2640] lr: 1.000e-02, eta: 13:50:38, time: 0.398, data_time: 0.003, memory: 5694, top1_acc: 0.2789, top5_acc: 0.5500, loss_cls: 3.1536, loss: 3.1536, grad_norm: 5.3753 2021-08-17 00:05:29,733 - mmaction - INFO - Epoch [7][60/2640] lr: 1.000e-02, eta: 13:50:24, time: 0.397, data_time: 0.001, memory: 5694, top1_acc: 0.2383, top5_acc: 0.5289, loss_cls: 3.2245, loss: 3.2245, grad_norm: 5.4876 2021-08-17 00:05:37,720 - mmaction - INFO - Epoch [7][80/2640] lr: 1.000e-02, eta: 13:50:11, time: 0.399, data_time: 0.002, memory: 5694, top1_acc: 0.2391, top5_acc: 0.5312, loss_cls: 3.1994, loss: 3.1994, grad_norm: 5.4626 2021-08-17 00:05:45,759 - mmaction - INFO - Epoch [7][100/2640] lr: 1.000e-02, eta: 13:49:59, time: 0.402, data_time: 0.001, memory: 5694, top1_acc: 0.2578, top5_acc: 0.5320, loss_cls: 3.2065, loss: 3.2065, grad_norm: 5.1166 2021-08-17 00:05:53,827 - mmaction - INFO - Epoch [7][120/2640] lr: 1.000e-02, eta: 13:49:47, time: 0.404, data_time: 0.000, memory: 5694, top1_acc: 0.2766, top5_acc: 0.5469, loss_cls: 3.1390, loss: 3.1390, grad_norm: 5.1590 2021-08-17 00:06:01,999 - mmaction - INFO - Epoch [7][140/2640] lr: 1.000e-02, eta: 13:49:35, time: 0.408, data_time: 0.000, memory: 5694, top1_acc: 0.2742, top5_acc: 0.5477, loss_cls: 3.1685, loss: 3.1685, grad_norm: 5.3058 2021-08-17 00:06:10,236 - mmaction - INFO - Epoch [7][160/2640] lr: 1.000e-02, eta: 13:49:24, time: 0.412, data_time: 0.001, memory: 5694, top1_acc: 0.2625, top5_acc: 0.5312, loss_cls: 3.1662, loss: 3.1662, grad_norm: 5.2763 2021-08-17 00:06:18,484 - mmaction - INFO - Epoch [7][180/2640] lr: 1.000e-02, eta: 13:49:13, time: 0.412, data_time: 0.000, memory: 5694, top1_acc: 0.2406, top5_acc: 0.5359, loss_cls: 3.2377, loss: 3.2377, grad_norm: 5.5669 2021-08-17 00:06:26,748 - mmaction - INFO - Epoch [7][200/2640] lr: 1.000e-02, eta: 13:49:02, time: 0.413, data_time: 0.001, memory: 5694, top1_acc: 0.2602, top5_acc: 0.5523, loss_cls: 3.1269, loss: 3.1269, grad_norm: 5.2687 2021-08-17 00:06:34,941 - mmaction - INFO - Epoch [7][220/2640] lr: 1.000e-02, eta: 13:48:51, time: 0.410, data_time: 0.001, memory: 5694, top1_acc: 0.2648, top5_acc: 0.5531, loss_cls: 3.1655, loss: 3.1655, grad_norm: 5.3603 2021-08-17 00:06:43,144 - mmaction - INFO - Epoch [7][240/2640] lr: 1.000e-02, eta: 13:48:40, time: 0.410, data_time: 0.001, memory: 5694, top1_acc: 0.2586, top5_acc: 0.5312, loss_cls: 3.1731, loss: 3.1731, grad_norm: 5.3127 2021-08-17 00:06:51,328 - mmaction - INFO - Epoch [7][260/2640] lr: 1.000e-02, eta: 13:48:28, time: 0.409, data_time: 0.000, memory: 5694, top1_acc: 0.2570, top5_acc: 0.5211, loss_cls: 3.2021, loss: 3.2021, grad_norm: 5.3268 2021-08-17 00:06:59,583 - mmaction - INFO - Epoch [7][280/2640] lr: 1.000e-02, eta: 13:48:17, time: 0.413, data_time: 0.001, memory: 5694, top1_acc: 0.2773, top5_acc: 0.5703, loss_cls: 3.1049, loss: 3.1049, grad_norm: 5.1240 2021-08-17 00:07:07,779 - mmaction - INFO - Epoch [7][300/2640] lr: 1.000e-02, eta: 13:48:06, time: 0.410, data_time: 0.000, memory: 5694, top1_acc: 0.2328, top5_acc: 0.5102, loss_cls: 3.2611, loss: 3.2611, grad_norm: 5.1783 2021-08-17 00:07:15,980 - mmaction - INFO - Epoch [7][320/2640] lr: 1.000e-02, eta: 13:47:55, time: 0.410, data_time: 0.001, memory: 5694, top1_acc: 0.2508, top5_acc: 0.5281, loss_cls: 3.2043, loss: 3.2043, grad_norm: 5.4286 2021-08-17 00:07:24,165 - mmaction - INFO - Epoch [7][340/2640] lr: 1.000e-02, eta: 13:47:43, time: 0.409, data_time: 0.000, memory: 5694, top1_acc: 0.2750, top5_acc: 0.5563, loss_cls: 3.1174, loss: 3.1174, grad_norm: 5.2540 2021-08-17 00:07:32,373 - mmaction - INFO - Epoch [7][360/2640] lr: 1.000e-02, eta: 13:47:32, time: 0.410, data_time: 0.001, memory: 5694, top1_acc: 0.2602, top5_acc: 0.5539, loss_cls: 3.1724, loss: 3.1724, grad_norm: 5.4282 2021-08-17 00:07:40,570 - mmaction - INFO - Epoch [7][380/2640] lr: 1.000e-02, eta: 13:47:21, time: 0.410, data_time: 0.001, memory: 5694, top1_acc: 0.2719, top5_acc: 0.5367, loss_cls: 3.1559, loss: 3.1559, grad_norm: 5.3010 2021-08-17 00:07:48,810 - mmaction - INFO - Epoch [7][400/2640] lr: 1.000e-02, eta: 13:47:10, time: 0.412, data_time: 0.001, memory: 5694, top1_acc: 0.2617, top5_acc: 0.5391, loss_cls: 3.1707, loss: 3.1707, grad_norm: 5.3883 2021-08-17 00:07:57,033 - mmaction - INFO - Epoch [7][420/2640] lr: 1.000e-02, eta: 13:46:59, time: 0.411, data_time: 0.000, memory: 5694, top1_acc: 0.2273, top5_acc: 0.5133, loss_cls: 3.3486, loss: 3.3486, grad_norm: 5.3860 2021-08-17 00:08:05,288 - mmaction - INFO - Epoch [7][440/2640] lr: 1.000e-02, eta: 13:46:48, time: 0.413, data_time: 0.001, memory: 5694, top1_acc: 0.2375, top5_acc: 0.5344, loss_cls: 3.2247, loss: 3.2247, grad_norm: 5.1855 2021-08-17 00:08:13,573 - mmaction - INFO - Epoch [7][460/2640] lr: 1.000e-02, eta: 13:46:37, time: 0.414, data_time: 0.000, memory: 5694, top1_acc: 0.2594, top5_acc: 0.5383, loss_cls: 3.1685, loss: 3.1685, grad_norm: 5.3089 2021-08-17 00:08:21,862 - mmaction - INFO - Epoch [7][480/2640] lr: 1.000e-02, eta: 13:46:27, time: 0.414, data_time: 0.001, memory: 5694, top1_acc: 0.2758, top5_acc: 0.5547, loss_cls: 3.1593, loss: 3.1593, grad_norm: 5.4517 2021-08-17 00:08:30,165 - mmaction - INFO - Epoch [7][500/2640] lr: 1.000e-02, eta: 13:46:16, time: 0.415, data_time: 0.001, memory: 5694, top1_acc: 0.2687, top5_acc: 0.5336, loss_cls: 3.1508, loss: 3.1508, grad_norm: 5.2054 2021-08-17 00:08:38,446 - mmaction - INFO - Epoch [7][520/2640] lr: 1.000e-02, eta: 13:46:05, time: 0.413, data_time: 0.000, memory: 5694, top1_acc: 0.2602, top5_acc: 0.5633, loss_cls: 3.0759, loss: 3.0759, grad_norm: 5.3902 2021-08-17 00:08:46,705 - mmaction - INFO - Epoch [7][540/2640] lr: 1.000e-02, eta: 13:45:55, time: 0.414, data_time: 0.002, memory: 5694, top1_acc: 0.2617, top5_acc: 0.5266, loss_cls: 3.2161, loss: 3.2161, grad_norm: 5.2331 2021-08-17 00:08:54,922 - mmaction - INFO - Epoch [7][560/2640] lr: 1.000e-02, eta: 13:45:44, time: 0.411, data_time: 0.000, memory: 5694, top1_acc: 0.2578, top5_acc: 0.5445, loss_cls: 3.1447, loss: 3.1447, grad_norm: 5.1311 2021-08-17 00:09:03,119 - mmaction - INFO - Epoch [7][580/2640] lr: 1.000e-02, eta: 13:45:32, time: 0.410, data_time: 0.001, memory: 5694, top1_acc: 0.2523, top5_acc: 0.5578, loss_cls: 3.1807, loss: 3.1807, grad_norm: 5.3932 2021-08-17 00:09:11,396 - mmaction - INFO - Epoch [7][600/2640] lr: 1.000e-02, eta: 13:45:22, time: 0.414, data_time: 0.001, memory: 5694, top1_acc: 0.2695, top5_acc: 0.5305, loss_cls: 3.1728, loss: 3.1728, grad_norm: 5.2697 2021-08-17 00:09:19,609 - mmaction - INFO - Epoch [7][620/2640] lr: 1.000e-02, eta: 13:45:11, time: 0.411, data_time: 0.000, memory: 5694, top1_acc: 0.2414, top5_acc: 0.5305, loss_cls: 3.2764, loss: 3.2764, grad_norm: 5.3356 2021-08-17 00:09:27,798 - mmaction - INFO - Epoch [7][640/2640] lr: 1.000e-02, eta: 13:44:59, time: 0.409, data_time: 0.001, memory: 5694, top1_acc: 0.2555, top5_acc: 0.5523, loss_cls: 3.1327, loss: 3.1327, grad_norm: 5.4551 2021-08-17 00:09:35,982 - mmaction - INFO - Epoch [7][660/2640] lr: 1.000e-02, eta: 13:44:48, time: 0.409, data_time: 0.001, memory: 5694, top1_acc: 0.2609, top5_acc: 0.5516, loss_cls: 3.1044, loss: 3.1044, grad_norm: 5.3650 2021-08-17 00:09:44,183 - mmaction - INFO - Epoch [7][680/2640] lr: 1.000e-02, eta: 13:44:37, time: 0.410, data_time: 0.001, memory: 5694, top1_acc: 0.2406, top5_acc: 0.5297, loss_cls: 3.2416, loss: 3.2416, grad_norm: 5.1760 2021-08-17 00:09:52,367 - mmaction - INFO - Epoch [7][700/2640] lr: 1.000e-02, eta: 13:44:26, time: 0.409, data_time: 0.001, memory: 5694, top1_acc: 0.2555, top5_acc: 0.5500, loss_cls: 3.1743, loss: 3.1743, grad_norm: 5.2862 2021-08-17 00:10:00,567 - mmaction - INFO - Epoch [7][720/2640] lr: 1.000e-02, eta: 13:44:15, time: 0.410, data_time: 0.000, memory: 5694, top1_acc: 0.2672, top5_acc: 0.5383, loss_cls: 3.1299, loss: 3.1299, grad_norm: 5.3134 2021-08-17 00:10:08,764 - mmaction - INFO - Epoch [7][740/2640] lr: 1.000e-02, eta: 13:44:04, time: 0.410, data_time: 0.001, memory: 5694, top1_acc: 0.2547, top5_acc: 0.5406, loss_cls: 3.2219, loss: 3.2219, grad_norm: 5.1968 2021-08-17 00:10:16,952 - mmaction - INFO - Epoch [7][760/2640] lr: 1.000e-02, eta: 13:43:52, time: 0.409, data_time: 0.002, memory: 5694, top1_acc: 0.2602, top5_acc: 0.5141, loss_cls: 3.1951, loss: 3.1951, grad_norm: 5.2410 2021-08-17 00:10:25,162 - mmaction - INFO - Epoch [7][780/2640] lr: 1.000e-02, eta: 13:43:41, time: 0.410, data_time: 0.000, memory: 5694, top1_acc: 0.2523, top5_acc: 0.5273, loss_cls: 3.2018, loss: 3.2018, grad_norm: 5.4733 2021-08-17 00:10:33,380 - mmaction - INFO - Epoch [7][800/2640] lr: 1.000e-02, eta: 13:43:30, time: 0.411, data_time: 0.000, memory: 5694, top1_acc: 0.2570, top5_acc: 0.5586, loss_cls: 3.1708, loss: 3.1708, grad_norm: 5.4123 2021-08-17 00:10:41,656 - mmaction - INFO - Epoch [7][820/2640] lr: 1.000e-02, eta: 13:43:20, time: 0.414, data_time: 0.001, memory: 5694, top1_acc: 0.2656, top5_acc: 0.5437, loss_cls: 3.1440, loss: 3.1440, grad_norm: 5.3384 2021-08-17 00:10:49,865 - mmaction - INFO - Epoch [7][840/2640] lr: 1.000e-02, eta: 13:43:09, time: 0.410, data_time: 0.001, memory: 5694, top1_acc: 0.2477, top5_acc: 0.5234, loss_cls: 3.2152, loss: 3.2152, grad_norm: 5.3713 2021-08-17 00:10:58,061 - mmaction - INFO - Epoch [7][860/2640] lr: 1.000e-02, eta: 13:42:58, time: 0.410, data_time: 0.000, memory: 5694, top1_acc: 0.2859, top5_acc: 0.5484, loss_cls: 3.1931, loss: 3.1931, grad_norm: 5.2679 2021-08-17 00:11:06,304 - mmaction - INFO - Epoch [7][880/2640] lr: 1.000e-02, eta: 13:42:47, time: 0.412, data_time: 0.001, memory: 5694, top1_acc: 0.2727, top5_acc: 0.5352, loss_cls: 3.1913, loss: 3.1913, grad_norm: 5.3461 2021-08-17 00:11:14,569 - mmaction - INFO - Epoch [7][900/2640] lr: 1.000e-02, eta: 13:42:36, time: 0.413, data_time: 0.001, memory: 5694, top1_acc: 0.2578, top5_acc: 0.5203, loss_cls: 3.1758, loss: 3.1758, grad_norm: 5.2986 2021-08-17 00:11:22,860 - mmaction - INFO - Epoch [7][920/2640] lr: 1.000e-02, eta: 13:42:26, time: 0.415, data_time: 0.000, memory: 5694, top1_acc: 0.2867, top5_acc: 0.5461, loss_cls: 3.1003, loss: 3.1003, grad_norm: 5.2988 2021-08-17 00:11:31,099 - mmaction - INFO - Epoch [7][940/2640] lr: 1.000e-02, eta: 13:42:15, time: 0.412, data_time: 0.001, memory: 5694, top1_acc: 0.2711, top5_acc: 0.5461, loss_cls: 3.1937, loss: 3.1937, grad_norm: 5.3035 2021-08-17 00:11:39,369 - mmaction - INFO - Epoch [7][960/2640] lr: 1.000e-02, eta: 13:42:04, time: 0.413, data_time: 0.001, memory: 5694, top1_acc: 0.2695, top5_acc: 0.5289, loss_cls: 3.2009, loss: 3.2009, grad_norm: 5.1861 2021-08-17 00:11:47,662 - mmaction - INFO - Epoch [7][980/2640] lr: 1.000e-02, eta: 13:41:54, time: 0.415, data_time: 0.001, memory: 5694, top1_acc: 0.2570, top5_acc: 0.5297, loss_cls: 3.2335, loss: 3.2335, grad_norm: 5.4497 2021-08-17 00:11:55,915 - mmaction - INFO - Epoch [7][1000/2640] lr: 1.000e-02, eta: 13:41:43, time: 0.412, data_time: 0.000, memory: 5694, top1_acc: 0.2766, top5_acc: 0.5570, loss_cls: 3.1459, loss: 3.1459, grad_norm: 5.1599 2021-08-17 00:12:04,194 - mmaction - INFO - Epoch [7][1020/2640] lr: 1.000e-02, eta: 13:41:33, time: 0.414, data_time: 0.001, memory: 5694, top1_acc: 0.2617, top5_acc: 0.5406, loss_cls: 3.1558, loss: 3.1558, grad_norm: 5.2208 2021-08-17 00:12:12,444 - mmaction - INFO - Epoch [7][1040/2640] lr: 1.000e-02, eta: 13:41:22, time: 0.413, data_time: 0.001, memory: 5694, top1_acc: 0.2672, top5_acc: 0.5336, loss_cls: 3.1607, loss: 3.1607, grad_norm: 5.1610 2021-08-17 00:12:20,743 - mmaction - INFO - Epoch [7][1060/2640] lr: 1.000e-02, eta: 13:41:12, time: 0.415, data_time: 0.001, memory: 5694, top1_acc: 0.2773, top5_acc: 0.5625, loss_cls: 3.1089, loss: 3.1089, grad_norm: 5.2141 2021-08-17 00:12:28,977 - mmaction - INFO - Epoch [7][1080/2640] lr: 1.000e-02, eta: 13:41:01, time: 0.412, data_time: 0.001, memory: 5694, top1_acc: 0.2742, top5_acc: 0.5414, loss_cls: 3.1041, loss: 3.1041, grad_norm: 5.3972 2021-08-17 00:12:37,250 - mmaction - INFO - Epoch [7][1100/2640] lr: 1.000e-02, eta: 13:40:50, time: 0.413, data_time: 0.001, memory: 5694, top1_acc: 0.2883, top5_acc: 0.5602, loss_cls: 3.0762, loss: 3.0762, grad_norm: 5.2754 2021-08-17 00:12:45,481 - mmaction - INFO - Epoch [7][1120/2640] lr: 1.000e-02, eta: 13:40:40, time: 0.412, data_time: 0.001, memory: 5694, top1_acc: 0.2523, top5_acc: 0.5188, loss_cls: 3.2624, loss: 3.2624, grad_norm: 5.4564 2021-08-17 00:12:53,733 - mmaction - INFO - Epoch [7][1140/2640] lr: 1.000e-02, eta: 13:40:29, time: 0.413, data_time: 0.000, memory: 5694, top1_acc: 0.2703, top5_acc: 0.5422, loss_cls: 3.1829, loss: 3.1829, grad_norm: 5.3000 2021-08-17 00:13:02,030 - mmaction - INFO - Epoch [7][1160/2640] lr: 1.000e-02, eta: 13:40:19, time: 0.415, data_time: 0.001, memory: 5694, top1_acc: 0.2594, top5_acc: 0.5484, loss_cls: 3.1363, loss: 3.1363, grad_norm: 5.1906 2021-08-17 00:13:10,277 - mmaction - INFO - Epoch [7][1180/2640] lr: 1.000e-02, eta: 13:40:08, time: 0.412, data_time: 0.000, memory: 5694, top1_acc: 0.2531, top5_acc: 0.5305, loss_cls: 3.1758, loss: 3.1758, grad_norm: 5.2615 2021-08-17 00:13:18,551 - mmaction - INFO - Epoch [7][1200/2640] lr: 1.000e-02, eta: 13:39:57, time: 0.414, data_time: 0.001, memory: 5694, top1_acc: 0.2555, top5_acc: 0.5195, loss_cls: 3.2194, loss: 3.2194, grad_norm: 5.1892 2021-08-17 00:13:26,811 - mmaction - INFO - Epoch [7][1220/2640] lr: 1.000e-02, eta: 13:39:47, time: 0.413, data_time: 0.001, memory: 5694, top1_acc: 0.2656, top5_acc: 0.5391, loss_cls: 3.1434, loss: 3.1434, grad_norm: 5.2217 2021-08-17 00:13:35,088 - mmaction - INFO - Epoch [7][1240/2640] lr: 1.000e-02, eta: 13:39:36, time: 0.414, data_time: 0.001, memory: 5694, top1_acc: 0.2672, top5_acc: 0.5383, loss_cls: 3.1192, loss: 3.1192, grad_norm: 5.3385 2021-08-17 00:13:43,356 - mmaction - INFO - Epoch [7][1260/2640] lr: 1.000e-02, eta: 13:39:26, time: 0.413, data_time: 0.001, memory: 5694, top1_acc: 0.2547, top5_acc: 0.5445, loss_cls: 3.1670, loss: 3.1670, grad_norm: 5.4312 2021-08-17 00:13:51,617 - mmaction - INFO - Epoch [7][1280/2640] lr: 1.000e-02, eta: 13:39:15, time: 0.413, data_time: 0.001, memory: 5694, top1_acc: 0.2687, top5_acc: 0.5445, loss_cls: 3.1011, loss: 3.1011, grad_norm: 5.3338 2021-08-17 00:13:59,864 - mmaction - INFO - Epoch [7][1300/2640] lr: 1.000e-02, eta: 13:39:05, time: 0.412, data_time: 0.000, memory: 5694, top1_acc: 0.2633, top5_acc: 0.5320, loss_cls: 3.2008, loss: 3.2008, grad_norm: 5.3946 2021-08-17 00:14:08,141 - mmaction - INFO - Epoch [7][1320/2640] lr: 1.000e-02, eta: 13:38:54, time: 0.414, data_time: 0.001, memory: 5694, top1_acc: 0.2750, top5_acc: 0.5492, loss_cls: 3.0920, loss: 3.0920, grad_norm: 5.1913 2021-08-17 00:14:16,384 - mmaction - INFO - Epoch [7][1340/2640] lr: 1.000e-02, eta: 13:38:44, time: 0.412, data_time: 0.001, memory: 5694, top1_acc: 0.2617, top5_acc: 0.5406, loss_cls: 3.1462, loss: 3.1462, grad_norm: 5.4144 2021-08-17 00:14:24,651 - mmaction - INFO - Epoch [7][1360/2640] lr: 1.000e-02, eta: 13:38:33, time: 0.413, data_time: 0.001, memory: 5694, top1_acc: 0.2398, top5_acc: 0.5227, loss_cls: 3.2362, loss: 3.2362, grad_norm: 5.2931 2021-08-17 00:14:32,943 - mmaction - INFO - Epoch [7][1380/2640] lr: 1.000e-02, eta: 13:38:23, time: 0.414, data_time: 0.001, memory: 5694, top1_acc: 0.2594, top5_acc: 0.5266, loss_cls: 3.1684, loss: 3.1684, grad_norm: 5.3030 2021-08-17 00:14:41,217 - mmaction - INFO - Epoch [7][1400/2640] lr: 1.000e-02, eta: 13:38:12, time: 0.414, data_time: 0.001, memory: 5694, top1_acc: 0.2812, top5_acc: 0.5500, loss_cls: 3.1006, loss: 3.1006, grad_norm: 5.3043 2021-08-17 00:14:49,493 - mmaction - INFO - Epoch [7][1420/2640] lr: 1.000e-02, eta: 13:38:02, time: 0.414, data_time: 0.000, memory: 5694, top1_acc: 0.2672, top5_acc: 0.5477, loss_cls: 3.1683, loss: 3.1683, grad_norm: 5.2488 2021-08-17 00:14:57,754 - mmaction - INFO - Epoch [7][1440/2640] lr: 1.000e-02, eta: 13:37:51, time: 0.413, data_time: 0.001, memory: 5694, top1_acc: 0.2648, top5_acc: 0.5563, loss_cls: 3.1604, loss: 3.1604, grad_norm: 5.3417 2021-08-17 00:15:06,041 - mmaction - INFO - Epoch [7][1460/2640] lr: 1.000e-02, eta: 13:37:41, time: 0.414, data_time: 0.001, memory: 5694, top1_acc: 0.2680, top5_acc: 0.5414, loss_cls: 3.1291, loss: 3.1291, grad_norm: 5.2753 2021-08-17 00:15:14,324 - mmaction - INFO - Epoch [7][1480/2640] lr: 1.000e-02, eta: 13:37:31, time: 0.414, data_time: 0.001, memory: 5694, top1_acc: 0.2648, top5_acc: 0.5445, loss_cls: 3.1652, loss: 3.1652, grad_norm: 5.3222 2021-08-17 00:15:22,585 - mmaction - INFO - Epoch [7][1500/2640] lr: 1.000e-02, eta: 13:37:20, time: 0.413, data_time: 0.000, memory: 5694, top1_acc: 0.2680, top5_acc: 0.5312, loss_cls: 3.2256, loss: 3.2256, grad_norm: 5.4446 2021-08-17 00:15:30,894 - mmaction - INFO - Epoch [7][1520/2640] lr: 1.000e-02, eta: 13:37:10, time: 0.415, data_time: 0.002, memory: 5694, top1_acc: 0.2320, top5_acc: 0.5406, loss_cls: 3.1611, loss: 3.1611, grad_norm: 5.2565 2021-08-17 00:15:39,136 - mmaction - INFO - Epoch [7][1540/2640] lr: 1.000e-02, eta: 13:36:59, time: 0.412, data_time: 0.001, memory: 5694, top1_acc: 0.2695, top5_acc: 0.5367, loss_cls: 3.1552, loss: 3.1552, grad_norm: 5.3311 2021-08-17 00:15:47,397 - mmaction - INFO - Epoch [7][1560/2640] lr: 1.000e-02, eta: 13:36:49, time: 0.413, data_time: 0.001, memory: 5694, top1_acc: 0.2586, top5_acc: 0.5555, loss_cls: 3.1334, loss: 3.1334, grad_norm: 5.3748 2021-08-17 00:15:55,655 - mmaction - INFO - Epoch [7][1580/2640] lr: 1.000e-02, eta: 13:36:38, time: 0.413, data_time: 0.000, memory: 5694, top1_acc: 0.2586, top5_acc: 0.5437, loss_cls: 3.1502, loss: 3.1502, grad_norm: 5.4533 2021-08-17 00:16:03,929 - mmaction - INFO - Epoch [7][1600/2640] lr: 1.000e-02, eta: 13:36:28, time: 0.414, data_time: 0.001, memory: 5694, top1_acc: 0.2516, top5_acc: 0.5320, loss_cls: 3.2392, loss: 3.2392, grad_norm: 5.1397 2021-08-17 00:16:12,176 - mmaction - INFO - Epoch [7][1620/2640] lr: 1.000e-02, eta: 13:36:18, time: 0.412, data_time: 0.000, memory: 5694, top1_acc: 0.2648, top5_acc: 0.5406, loss_cls: 3.1579, loss: 3.1579, grad_norm: 5.3682 2021-08-17 00:16:20,443 - mmaction - INFO - Epoch [7][1640/2640] lr: 1.000e-02, eta: 13:36:07, time: 0.413, data_time: 0.002, memory: 5694, top1_acc: 0.2648, top5_acc: 0.5352, loss_cls: 3.1460, loss: 3.1460, grad_norm: 5.2002 2021-08-17 00:16:28,730 - mmaction - INFO - Epoch [7][1660/2640] lr: 1.000e-02, eta: 13:35:57, time: 0.414, data_time: 0.000, memory: 5694, top1_acc: 0.2484, top5_acc: 0.5117, loss_cls: 3.2707, loss: 3.2707, grad_norm: 5.1503 2021-08-17 00:16:37,041 - mmaction - INFO - Epoch [7][1680/2640] lr: 1.000e-02, eta: 13:35:47, time: 0.416, data_time: 0.002, memory: 5694, top1_acc: 0.2609, top5_acc: 0.5594, loss_cls: 3.0876, loss: 3.0876, grad_norm: 5.1867 2021-08-17 00:16:45,316 - mmaction - INFO - Epoch [7][1700/2640] lr: 1.000e-02, eta: 13:35:36, time: 0.414, data_time: 0.000, memory: 5694, top1_acc: 0.2625, top5_acc: 0.5461, loss_cls: 3.1486, loss: 3.1486, grad_norm: 5.0987 2021-08-17 00:16:53,608 - mmaction - INFO - Epoch [7][1720/2640] lr: 1.000e-02, eta: 13:35:26, time: 0.414, data_time: 0.001, memory: 5694, top1_acc: 0.2609, top5_acc: 0.5227, loss_cls: 3.1895, loss: 3.1895, grad_norm: 5.3264 2021-08-17 00:17:01,872 - mmaction - INFO - Epoch [7][1740/2640] lr: 1.000e-02, eta: 13:35:16, time: 0.413, data_time: 0.001, memory: 5694, top1_acc: 0.2594, top5_acc: 0.5578, loss_cls: 3.1347, loss: 3.1347, grad_norm: 5.3555 2021-08-17 00:17:10,139 - mmaction - INFO - Epoch [7][1760/2640] lr: 1.000e-02, eta: 13:35:05, time: 0.413, data_time: 0.001, memory: 5694, top1_acc: 0.2578, top5_acc: 0.5484, loss_cls: 3.1385, loss: 3.1385, grad_norm: 5.1939 2021-08-17 00:17:18,415 - mmaction - INFO - Epoch [7][1780/2640] lr: 1.000e-02, eta: 13:34:55, time: 0.414, data_time: 0.001, memory: 5694, top1_acc: 0.2500, top5_acc: 0.5680, loss_cls: 3.1066, loss: 3.1066, grad_norm: 5.2347 2021-08-17 00:17:26,747 - mmaction - INFO - Epoch [7][1800/2640] lr: 1.000e-02, eta: 13:34:45, time: 0.417, data_time: 0.002, memory: 5694, top1_acc: 0.2625, top5_acc: 0.5461, loss_cls: 3.1287, loss: 3.1287, grad_norm: 5.2467 2021-08-17 00:17:35,037 - mmaction - INFO - Epoch [7][1820/2640] lr: 1.000e-02, eta: 13:34:35, time: 0.415, data_time: 0.001, memory: 5694, top1_acc: 0.2633, top5_acc: 0.5430, loss_cls: 3.1773, loss: 3.1773, grad_norm: 5.3147 2021-08-17 00:17:43,344 - mmaction - INFO - Epoch [7][1840/2640] lr: 1.000e-02, eta: 13:34:25, time: 0.415, data_time: 0.001, memory: 5694, top1_acc: 0.2789, top5_acc: 0.5570, loss_cls: 3.1031, loss: 3.1031, grad_norm: 5.4465 2021-08-17 00:17:51,633 - mmaction - INFO - Epoch [7][1860/2640] lr: 1.000e-02, eta: 13:34:14, time: 0.415, data_time: 0.000, memory: 5694, top1_acc: 0.2586, top5_acc: 0.5484, loss_cls: 3.1302, loss: 3.1302, grad_norm: 5.1762 2021-08-17 00:17:59,936 - mmaction - INFO - Epoch [7][1880/2640] lr: 1.000e-02, eta: 13:34:04, time: 0.415, data_time: 0.001, memory: 5694, top1_acc: 0.2500, top5_acc: 0.5320, loss_cls: 3.2414, loss: 3.2414, grad_norm: 5.4064 2021-08-17 00:18:08,240 - mmaction - INFO - Epoch [7][1900/2640] lr: 1.000e-02, eta: 13:33:54, time: 0.415, data_time: 0.000, memory: 5694, top1_acc: 0.2562, top5_acc: 0.5367, loss_cls: 3.1648, loss: 3.1648, grad_norm: 5.3025 2021-08-17 00:18:16,562 - mmaction - INFO - Epoch [7][1920/2640] lr: 1.000e-02, eta: 13:33:44, time: 0.416, data_time: 0.002, memory: 5694, top1_acc: 0.2555, top5_acc: 0.5180, loss_cls: 3.2643, loss: 3.2643, grad_norm: 5.4548 2021-08-17 00:18:24,834 - mmaction - INFO - Epoch [7][1940/2640] lr: 1.000e-02, eta: 13:33:34, time: 0.414, data_time: 0.001, memory: 5694, top1_acc: 0.2781, top5_acc: 0.5578, loss_cls: 3.0962, loss: 3.0962, grad_norm: 5.2513 2021-08-17 00:18:33,147 - mmaction - INFO - Epoch [7][1960/2640] lr: 1.000e-02, eta: 13:33:24, time: 0.415, data_time: 0.000, memory: 5694, top1_acc: 0.2719, top5_acc: 0.5453, loss_cls: 3.1212, loss: 3.1212, grad_norm: 5.3154 2021-08-17 00:18:41,440 - mmaction - INFO - Epoch [7][1980/2640] lr: 1.000e-02, eta: 13:33:14, time: 0.415, data_time: 0.001, memory: 5694, top1_acc: 0.2617, top5_acc: 0.5523, loss_cls: 3.1564, loss: 3.1564, grad_norm: 5.1418 2021-08-17 00:18:49,745 - mmaction - INFO - Epoch [7][2000/2640] lr: 1.000e-02, eta: 13:33:04, time: 0.415, data_time: 0.000, memory: 5694, top1_acc: 0.2672, top5_acc: 0.5281, loss_cls: 3.1843, loss: 3.1843, grad_norm: 5.3531 2021-08-17 00:18:58,083 - mmaction - INFO - Epoch [7][2020/2640] lr: 1.000e-02, eta: 13:32:54, time: 0.417, data_time: 0.000, memory: 5694, top1_acc: 0.2672, top5_acc: 0.5445, loss_cls: 3.1729, loss: 3.1729, grad_norm: 5.3776 2021-08-17 00:19:06,394 - mmaction - INFO - Epoch [7][2040/2640] lr: 1.000e-02, eta: 13:32:44, time: 0.416, data_time: 0.000, memory: 5694, top1_acc: 0.2445, top5_acc: 0.5203, loss_cls: 3.2480, loss: 3.2480, grad_norm: 5.2216 2021-08-17 00:19:14,709 - mmaction - INFO - Epoch [7][2060/2640] lr: 1.000e-02, eta: 13:32:33, time: 0.415, data_time: 0.000, memory: 5694, top1_acc: 0.2711, top5_acc: 0.5477, loss_cls: 3.1265, loss: 3.1265, grad_norm: 5.0572 2021-08-17 00:19:23,032 - mmaction - INFO - Epoch [7][2080/2640] lr: 1.000e-02, eta: 13:32:24, time: 0.417, data_time: 0.002, memory: 5694, top1_acc: 0.2617, top5_acc: 0.5477, loss_cls: 3.1878, loss: 3.1878, grad_norm: 5.2844 2021-08-17 00:19:31,341 - mmaction - INFO - Epoch [7][2100/2640] lr: 1.000e-02, eta: 13:32:14, time: 0.415, data_time: 0.000, memory: 5694, top1_acc: 0.2555, top5_acc: 0.5391, loss_cls: 3.1741, loss: 3.1741, grad_norm: 5.1252 2021-08-17 00:19:39,638 - mmaction - INFO - Epoch [7][2120/2640] lr: 1.000e-02, eta: 13:32:03, time: 0.415, data_time: 0.001, memory: 5694, top1_acc: 0.2734, top5_acc: 0.5414, loss_cls: 3.1651, loss: 3.1651, grad_norm: 5.1599 2021-08-17 00:19:47,954 - mmaction - INFO - Epoch [7][2140/2640] lr: 1.000e-02, eta: 13:31:53, time: 0.416, data_time: 0.000, memory: 5694, top1_acc: 0.2445, top5_acc: 0.5359, loss_cls: 3.2529, loss: 3.2529, grad_norm: 5.3364 2021-08-17 00:19:56,292 - mmaction - INFO - Epoch [7][2160/2640] lr: 1.000e-02, eta: 13:31:44, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.2758, top5_acc: 0.5453, loss_cls: 3.0949, loss: 3.0949, grad_norm: 5.1910 2021-08-17 00:20:04,621 - mmaction - INFO - Epoch [7][2180/2640] lr: 1.000e-02, eta: 13:31:34, time: 0.416, data_time: 0.000, memory: 5694, top1_acc: 0.2734, top5_acc: 0.5609, loss_cls: 3.0812, loss: 3.0812, grad_norm: 5.2664 2021-08-17 00:20:12,953 - mmaction - INFO - Epoch [7][2200/2640] lr: 1.000e-02, eta: 13:31:24, time: 0.417, data_time: 0.000, memory: 5694, top1_acc: 0.2641, top5_acc: 0.5594, loss_cls: 3.1029, loss: 3.1029, grad_norm: 5.2906 2021-08-17 00:20:21,256 - mmaction - INFO - Epoch [7][2220/2640] lr: 1.000e-02, eta: 13:31:14, time: 0.415, data_time: 0.001, memory: 5694, top1_acc: 0.2703, top5_acc: 0.5492, loss_cls: 3.1006, loss: 3.1006, grad_norm: 5.2158 2021-08-17 00:20:29,567 - mmaction - INFO - Epoch [7][2240/2640] lr: 1.000e-02, eta: 13:31:04, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.2578, top5_acc: 0.5375, loss_cls: 3.1569, loss: 3.1569, grad_norm: 5.3849 2021-08-17 00:20:37,887 - mmaction - INFO - Epoch [7][2260/2640] lr: 1.000e-02, eta: 13:30:54, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.2633, top5_acc: 0.5555, loss_cls: 3.1310, loss: 3.1310, grad_norm: 5.1497 2021-08-17 00:20:46,224 - mmaction - INFO - Epoch [7][2280/2640] lr: 1.000e-02, eta: 13:30:44, time: 0.417, data_time: 0.000, memory: 5694, top1_acc: 0.2758, top5_acc: 0.5555, loss_cls: 3.1197, loss: 3.1197, grad_norm: 5.2631 2021-08-17 00:20:54,566 - mmaction - INFO - Epoch [7][2300/2640] lr: 1.000e-02, eta: 13:30:34, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.2680, top5_acc: 0.5289, loss_cls: 3.2005, loss: 3.2005, grad_norm: 5.2755 2021-08-17 00:21:02,928 - mmaction - INFO - Epoch [7][2320/2640] lr: 1.000e-02, eta: 13:30:24, time: 0.418, data_time: 0.000, memory: 5694, top1_acc: 0.2609, top5_acc: 0.5305, loss_cls: 3.1968, loss: 3.1968, grad_norm: 5.3998 2021-08-17 00:21:11,285 - mmaction - INFO - Epoch [7][2340/2640] lr: 1.000e-02, eta: 13:30:15, time: 0.418, data_time: 0.000, memory: 5694, top1_acc: 0.2344, top5_acc: 0.5211, loss_cls: 3.3109, loss: 3.3109, grad_norm: 5.4714 2021-08-17 00:21:19,635 - mmaction - INFO - Epoch [7][2360/2640] lr: 1.000e-02, eta: 13:30:05, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.2617, top5_acc: 0.5383, loss_cls: 3.1951, loss: 3.1951, grad_norm: 5.3273 2021-08-17 00:21:27,984 - mmaction - INFO - Epoch [7][2380/2640] lr: 1.000e-02, eta: 13:29:55, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.2344, top5_acc: 0.5312, loss_cls: 3.2349, loss: 3.2349, grad_norm: 5.3524 2021-08-17 00:21:36,335 - mmaction - INFO - Epoch [7][2400/2640] lr: 1.000e-02, eta: 13:29:45, time: 0.417, data_time: 0.002, memory: 5694, top1_acc: 0.2641, top5_acc: 0.5430, loss_cls: 3.2068, loss: 3.2068, grad_norm: 5.3349 2021-08-17 00:21:44,691 - mmaction - INFO - Epoch [7][2420/2640] lr: 1.000e-02, eta: 13:29:36, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.2273, top5_acc: 0.5055, loss_cls: 3.3164, loss: 3.3164, grad_norm: 5.1914 2021-08-17 00:21:53,069 - mmaction - INFO - Epoch [7][2440/2640] lr: 1.000e-02, eta: 13:29:26, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.2602, top5_acc: 0.5391, loss_cls: 3.1905, loss: 3.1905, grad_norm: 5.2907 2021-08-17 00:22:01,479 - mmaction - INFO - Epoch [7][2460/2640] lr: 1.000e-02, eta: 13:29:17, time: 0.420, data_time: 0.000, memory: 5694, top1_acc: 0.2656, top5_acc: 0.5414, loss_cls: 3.1870, loss: 3.1870, grad_norm: 5.1793 2021-08-17 00:22:09,862 - mmaction - INFO - Epoch [7][2480/2640] lr: 1.000e-02, eta: 13:29:07, time: 0.419, data_time: 0.000, memory: 5694, top1_acc: 0.2547, top5_acc: 0.5266, loss_cls: 3.1730, loss: 3.1730, grad_norm: 5.1897 2021-08-17 00:22:18,291 - mmaction - INFO - Epoch [7][2500/2640] lr: 1.000e-02, eta: 13:28:58, time: 0.422, data_time: 0.002, memory: 5694, top1_acc: 0.2625, top5_acc: 0.5422, loss_cls: 3.1446, loss: 3.1446, grad_norm: 5.3110 2021-08-17 00:22:26,683 - mmaction - INFO - Epoch [7][2520/2640] lr: 1.000e-02, eta: 13:28:49, time: 0.419, data_time: 0.000, memory: 5694, top1_acc: 0.2891, top5_acc: 0.5547, loss_cls: 3.0623, loss: 3.0623, grad_norm: 5.3358 2021-08-17 00:22:35,078 - mmaction - INFO - Epoch [7][2540/2640] lr: 1.000e-02, eta: 13:28:39, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.2625, top5_acc: 0.5391, loss_cls: 3.1504, loss: 3.1504, grad_norm: 5.2465 2021-08-17 00:22:43,498 - mmaction - INFO - Epoch [7][2560/2640] lr: 1.000e-02, eta: 13:28:30, time: 0.421, data_time: 0.000, memory: 5694, top1_acc: 0.2672, top5_acc: 0.5430, loss_cls: 3.1426, loss: 3.1426, grad_norm: 5.0914 2021-08-17 00:22:51,940 - mmaction - INFO - Epoch [7][2580/2640] lr: 1.000e-02, eta: 13:28:21, time: 0.422, data_time: 0.000, memory: 5694, top1_acc: 0.2727, top5_acc: 0.5453, loss_cls: 3.1302, loss: 3.1302, grad_norm: 5.2779 2021-08-17 00:23:00,361 - mmaction - INFO - Epoch [7][2600/2640] lr: 1.000e-02, eta: 13:28:11, time: 0.421, data_time: 0.000, memory: 5694, top1_acc: 0.2695, top5_acc: 0.5766, loss_cls: 3.0387, loss: 3.0387, grad_norm: 5.2040 2021-08-17 00:23:08,773 - mmaction - INFO - Epoch [7][2620/2640] lr: 1.000e-02, eta: 13:28:02, time: 0.421, data_time: 0.000, memory: 5694, top1_acc: 0.2352, top5_acc: 0.5164, loss_cls: 3.3284, loss: 3.3284, grad_norm: 5.4344 2021-08-17 00:23:16,959 - mmaction - INFO - Epoch [7][2640/2640] lr: 1.000e-02, eta: 13:27:51, time: 0.409, data_time: 0.002, memory: 5694, top1_acc: 0.2645, top5_acc: 0.5524, loss_cls: 3.1502, loss: 3.1502, grad_norm: 5.2613 2021-08-17 00:23:21,076 - mmaction - INFO - Saving checkpoint at 7 epochs 2021-08-17 00:24:23,813 - mmaction - INFO - Epoch [8][20/2640] lr: 1.000e-02, eta: 13:33:13, time: 3.116, data_time: 2.683, memory: 5694, top1_acc: 0.2625, top5_acc: 0.5492, loss_cls: 3.1048, loss: 3.1048, grad_norm: 5.4419 2021-08-17 00:24:31,751 - mmaction - INFO - Epoch [8][40/2640] lr: 1.000e-02, eta: 13:33:00, time: 0.398, data_time: 0.004, memory: 5694, top1_acc: 0.2656, top5_acc: 0.5695, loss_cls: 3.0917, loss: 3.0917, grad_norm: 5.1085 2021-08-17 00:24:39,710 - mmaction - INFO - Epoch [8][60/2640] lr: 1.000e-02, eta: 13:32:48, time: 0.398, data_time: 0.000, memory: 5694, top1_acc: 0.2727, top5_acc: 0.5594, loss_cls: 3.0684, loss: 3.0684, grad_norm: 5.5103 2021-08-17 00:24:47,682 - mmaction - INFO - Epoch [8][80/2640] lr: 1.000e-02, eta: 13:32:35, time: 0.399, data_time: 0.000, memory: 5694, top1_acc: 0.2906, top5_acc: 0.5570, loss_cls: 3.0638, loss: 3.0638, grad_norm: 5.0352 2021-08-17 00:24:55,698 - mmaction - INFO - Epoch [8][100/2640] lr: 1.000e-02, eta: 13:32:23, time: 0.401, data_time: 0.000, memory: 5694, top1_acc: 0.2672, top5_acc: 0.5437, loss_cls: 3.1221, loss: 3.1221, grad_norm: 5.2192 2021-08-17 00:25:03,825 - mmaction - INFO - Epoch [8][120/2640] lr: 1.000e-02, eta: 13:32:12, time: 0.406, data_time: 0.001, memory: 5694, top1_acc: 0.2711, top5_acc: 0.5547, loss_cls: 3.0887, loss: 3.0887, grad_norm: 5.2370 2021-08-17 00:25:12,080 - mmaction - INFO - Epoch [8][140/2640] lr: 1.000e-02, eta: 13:32:01, time: 0.413, data_time: 0.000, memory: 5694, top1_acc: 0.2742, top5_acc: 0.5703, loss_cls: 3.0349, loss: 3.0349, grad_norm: 5.2533 2021-08-17 00:25:20,367 - mmaction - INFO - Epoch [8][160/2640] lr: 1.000e-02, eta: 13:31:51, time: 0.414, data_time: 0.002, memory: 5694, top1_acc: 0.2664, top5_acc: 0.5555, loss_cls: 3.1102, loss: 3.1102, grad_norm: 5.2012 2021-08-17 00:25:28,686 - mmaction - INFO - Epoch [8][180/2640] lr: 1.000e-02, eta: 13:31:40, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.2539, top5_acc: 0.5648, loss_cls: 3.1188, loss: 3.1188, grad_norm: 5.5342 2021-08-17 00:25:37,021 - mmaction - INFO - Epoch [8][200/2640] lr: 1.000e-02, eta: 13:31:30, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.2680, top5_acc: 0.5609, loss_cls: 3.1400, loss: 3.1400, grad_norm: 5.5672 2021-08-17 00:25:45,356 - mmaction - INFO - Epoch [8][220/2640] lr: 1.000e-02, eta: 13:31:20, time: 0.417, data_time: 0.000, memory: 5694, top1_acc: 0.2742, top5_acc: 0.5461, loss_cls: 3.1434, loss: 3.1434, grad_norm: 5.4917 2021-08-17 00:25:53,732 - mmaction - INFO - Epoch [8][240/2640] lr: 1.000e-02, eta: 13:31:10, time: 0.419, data_time: 0.002, memory: 5694, top1_acc: 0.2773, top5_acc: 0.5641, loss_cls: 3.0541, loss: 3.0541, grad_norm: 5.1820 2021-08-17 00:26:02,070 - mmaction - INFO - Epoch [8][260/2640] lr: 1.000e-02, eta: 13:31:00, time: 0.417, data_time: 0.000, memory: 5694, top1_acc: 0.2789, top5_acc: 0.5687, loss_cls: 3.0629, loss: 3.0629, grad_norm: 5.4117 2021-08-17 00:26:10,436 - mmaction - INFO - Epoch [8][280/2640] lr: 1.000e-02, eta: 13:30:50, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.2750, top5_acc: 0.5477, loss_cls: 3.1019, loss: 3.1019, grad_norm: 5.2461 2021-08-17 00:26:18,749 - mmaction - INFO - Epoch [8][300/2640] lr: 1.000e-02, eta: 13:30:40, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.2719, top5_acc: 0.5531, loss_cls: 3.1366, loss: 3.1366, grad_norm: 5.4061 2021-08-17 00:26:27,097 - mmaction - INFO - Epoch [8][320/2640] lr: 1.000e-02, eta: 13:30:30, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.2781, top5_acc: 0.5391, loss_cls: 3.1229, loss: 3.1229, grad_norm: 5.2465 2021-08-17 00:26:35,440 - mmaction - INFO - Epoch [8][340/2640] lr: 1.000e-02, eta: 13:30:20, time: 0.417, data_time: 0.000, memory: 5694, top1_acc: 0.2914, top5_acc: 0.5789, loss_cls: 3.0017, loss: 3.0017, grad_norm: 5.1868 2021-08-17 00:26:43,773 - mmaction - INFO - Epoch [8][360/2640] lr: 1.000e-02, eta: 13:30:10, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.2664, top5_acc: 0.5781, loss_cls: 3.0775, loss: 3.0775, grad_norm: 5.3985 2021-08-17 00:26:52,127 - mmaction - INFO - Epoch [8][380/2640] lr: 1.000e-02, eta: 13:30:00, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.2656, top5_acc: 0.5719, loss_cls: 3.0721, loss: 3.0721, grad_norm: 5.2939 2021-08-17 00:27:00,475 - mmaction - INFO - Epoch [8][400/2640] lr: 1.000e-02, eta: 13:29:49, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.2578, top5_acc: 0.5430, loss_cls: 3.1514, loss: 3.1514, grad_norm: 5.3016 2021-08-17 00:27:08,818 - mmaction - INFO - Epoch [8][420/2640] lr: 1.000e-02, eta: 13:29:39, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.2641, top5_acc: 0.5477, loss_cls: 3.1434, loss: 3.1434, grad_norm: 5.4792 2021-08-17 00:27:17,189 - mmaction - INFO - Epoch [8][440/2640] lr: 1.000e-02, eta: 13:29:30, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.2531, top5_acc: 0.5297, loss_cls: 3.1543, loss: 3.1543, grad_norm: 5.3664 2021-08-17 00:27:25,538 - mmaction - INFO - Epoch [8][460/2640] lr: 1.000e-02, eta: 13:29:19, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.2711, top5_acc: 0.5406, loss_cls: 3.1245, loss: 3.1245, grad_norm: 5.2964 2021-08-17 00:27:33,922 - mmaction - INFO - Epoch [8][480/2640] lr: 1.000e-02, eta: 13:29:10, time: 0.419, data_time: 0.000, memory: 5694, top1_acc: 0.2633, top5_acc: 0.5687, loss_cls: 3.0797, loss: 3.0797, grad_norm: 5.2419 2021-08-17 00:27:42,288 - mmaction - INFO - Epoch [8][500/2640] lr: 1.000e-02, eta: 13:29:00, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.2773, top5_acc: 0.5594, loss_cls: 3.0992, loss: 3.0992, grad_norm: 5.4656 2021-08-17 00:27:50,656 - mmaction - INFO - Epoch [8][520/2640] lr: 1.000e-02, eta: 13:28:50, time: 0.418, data_time: 0.000, memory: 5694, top1_acc: 0.2836, top5_acc: 0.5437, loss_cls: 3.1546, loss: 3.1546, grad_norm: 5.1682 2021-08-17 00:27:59,000 - mmaction - INFO - Epoch [8][540/2640] lr: 1.000e-02, eta: 13:28:40, time: 0.417, data_time: 0.000, memory: 5694, top1_acc: 0.2742, top5_acc: 0.5391, loss_cls: 3.0994, loss: 3.0994, grad_norm: 5.3302 2021-08-17 00:28:07,425 - mmaction - INFO - Epoch [8][560/2640] lr: 1.000e-02, eta: 13:28:30, time: 0.421, data_time: 0.001, memory: 5694, top1_acc: 0.2484, top5_acc: 0.5391, loss_cls: 3.1876, loss: 3.1876, grad_norm: 5.1951 2021-08-17 00:28:15,844 - mmaction - INFO - Epoch [8][580/2640] lr: 1.000e-02, eta: 13:28:21, time: 0.421, data_time: 0.001, memory: 5694, top1_acc: 0.2828, top5_acc: 0.5547, loss_cls: 3.1167, loss: 3.1167, grad_norm: 5.3675 2021-08-17 00:28:24,256 - mmaction - INFO - Epoch [8][600/2640] lr: 1.000e-02, eta: 13:28:11, time: 0.421, data_time: 0.000, memory: 5694, top1_acc: 0.2516, top5_acc: 0.5328, loss_cls: 3.1722, loss: 3.1722, grad_norm: 5.3658 2021-08-17 00:28:32,659 - mmaction - INFO - Epoch [8][620/2640] lr: 1.000e-02, eta: 13:28:01, time: 0.420, data_time: 0.000, memory: 5694, top1_acc: 0.2789, top5_acc: 0.5570, loss_cls: 3.0727, loss: 3.0727, grad_norm: 5.4811 2021-08-17 00:28:41,049 - mmaction - INFO - Epoch [8][640/2640] lr: 1.000e-02, eta: 13:27:52, time: 0.420, data_time: 0.000, memory: 5694, top1_acc: 0.2711, top5_acc: 0.5656, loss_cls: 3.0453, loss: 3.0453, grad_norm: 5.3614 2021-08-17 00:28:49,469 - mmaction - INFO - Epoch [8][660/2640] lr: 1.000e-02, eta: 13:27:42, time: 0.421, data_time: 0.001, memory: 5694, top1_acc: 0.2633, top5_acc: 0.5437, loss_cls: 3.1281, loss: 3.1281, grad_norm: 5.3279 2021-08-17 00:28:57,898 - mmaction - INFO - Epoch [8][680/2640] lr: 1.000e-02, eta: 13:27:32, time: 0.421, data_time: 0.000, memory: 5694, top1_acc: 0.2672, top5_acc: 0.5477, loss_cls: 3.1028, loss: 3.1028, grad_norm: 5.3393 2021-08-17 00:29:06,321 - mmaction - INFO - Epoch [8][700/2640] lr: 1.000e-02, eta: 13:27:23, time: 0.421, data_time: 0.001, memory: 5694, top1_acc: 0.2750, top5_acc: 0.5539, loss_cls: 3.0692, loss: 3.0692, grad_norm: 5.2403 2021-08-17 00:29:14,776 - mmaction - INFO - Epoch [8][720/2640] lr: 1.000e-02, eta: 13:27:14, time: 0.423, data_time: 0.001, memory: 5694, top1_acc: 0.2891, top5_acc: 0.5687, loss_cls: 3.0485, loss: 3.0485, grad_norm: 5.2101 2021-08-17 00:29:23,232 - mmaction - INFO - Epoch [8][740/2640] lr: 1.000e-02, eta: 13:27:04, time: 0.423, data_time: 0.000, memory: 5694, top1_acc: 0.2797, top5_acc: 0.5898, loss_cls: 3.0158, loss: 3.0158, grad_norm: 5.3850 2021-08-17 00:29:31,670 - mmaction - INFO - Epoch [8][760/2640] lr: 1.000e-02, eta: 13:26:55, time: 0.422, data_time: 0.001, memory: 5694, top1_acc: 0.2703, top5_acc: 0.5492, loss_cls: 3.1524, loss: 3.1524, grad_norm: 5.3886 2021-08-17 00:29:40,117 - mmaction - INFO - Epoch [8][780/2640] lr: 1.000e-02, eta: 13:26:45, time: 0.423, data_time: 0.001, memory: 5694, top1_acc: 0.2570, top5_acc: 0.5211, loss_cls: 3.2138, loss: 3.2138, grad_norm: 5.2582 2021-08-17 00:29:48,556 - mmaction - INFO - Epoch [8][800/2640] lr: 1.000e-02, eta: 13:26:36, time: 0.422, data_time: 0.001, memory: 5694, top1_acc: 0.2758, top5_acc: 0.5414, loss_cls: 3.1144, loss: 3.1144, grad_norm: 5.3424 2021-08-17 00:29:57,033 - mmaction - INFO - Epoch [8][820/2640] lr: 1.000e-02, eta: 13:26:27, time: 0.424, data_time: 0.002, memory: 5694, top1_acc: 0.2602, top5_acc: 0.5563, loss_cls: 3.1386, loss: 3.1386, grad_norm: 5.3437 2021-08-17 00:30:05,508 - mmaction - INFO - Epoch [8][840/2640] lr: 1.000e-02, eta: 13:26:17, time: 0.424, data_time: 0.000, memory: 5694, top1_acc: 0.2680, top5_acc: 0.5500, loss_cls: 3.1620, loss: 3.1620, grad_norm: 5.3455 2021-08-17 00:30:13,953 - mmaction - INFO - Epoch [8][860/2640] lr: 1.000e-02, eta: 13:26:08, time: 0.422, data_time: 0.000, memory: 5694, top1_acc: 0.2656, top5_acc: 0.5508, loss_cls: 3.1307, loss: 3.1307, grad_norm: 5.3357 2021-08-17 00:30:22,414 - mmaction - INFO - Epoch [8][880/2640] lr: 1.000e-02, eta: 13:25:59, time: 0.423, data_time: 0.001, memory: 5694, top1_acc: 0.2523, top5_acc: 0.5484, loss_cls: 3.1503, loss: 3.1503, grad_norm: 5.4243 2021-08-17 00:30:30,862 - mmaction - INFO - Epoch [8][900/2640] lr: 1.000e-02, eta: 13:25:49, time: 0.422, data_time: 0.001, memory: 5694, top1_acc: 0.2695, top5_acc: 0.5383, loss_cls: 3.1427, loss: 3.1427, grad_norm: 5.3618 2021-08-17 00:30:39,318 - mmaction - INFO - Epoch [8][920/2640] lr: 1.000e-02, eta: 13:25:40, time: 0.423, data_time: 0.000, memory: 5694, top1_acc: 0.2516, top5_acc: 0.5367, loss_cls: 3.2217, loss: 3.2217, grad_norm: 5.3747 2021-08-17 00:30:47,782 - mmaction - INFO - Epoch [8][940/2640] lr: 1.000e-02, eta: 13:25:31, time: 0.423, data_time: 0.001, memory: 5694, top1_acc: 0.2828, top5_acc: 0.5805, loss_cls: 3.0241, loss: 3.0241, grad_norm: 5.2569 2021-08-17 00:30:56,215 - mmaction - INFO - Epoch [8][960/2640] lr: 1.000e-02, eta: 13:25:21, time: 0.422, data_time: 0.000, memory: 5694, top1_acc: 0.2555, top5_acc: 0.5492, loss_cls: 3.0976, loss: 3.0976, grad_norm: 5.5065 2021-08-17 00:31:04,675 - mmaction - INFO - Epoch [8][980/2640] lr: 1.000e-02, eta: 13:25:12, time: 0.423, data_time: 0.001, memory: 5694, top1_acc: 0.2664, top5_acc: 0.5523, loss_cls: 3.1411, loss: 3.1411, grad_norm: 5.4586 2021-08-17 00:31:13,115 - mmaction - INFO - Epoch [8][1000/2640] lr: 1.000e-02, eta: 13:25:02, time: 0.422, data_time: 0.000, memory: 5694, top1_acc: 0.2734, top5_acc: 0.5500, loss_cls: 3.1125, loss: 3.1125, grad_norm: 5.3446 2021-08-17 00:31:21,588 - mmaction - INFO - Epoch [8][1020/2640] lr: 1.000e-02, eta: 13:24:53, time: 0.424, data_time: 0.001, memory: 5694, top1_acc: 0.2781, top5_acc: 0.5422, loss_cls: 3.1439, loss: 3.1439, grad_norm: 5.4586 2021-08-17 00:31:30,032 - mmaction - INFO - Epoch [8][1040/2640] lr: 1.000e-02, eta: 13:24:44, time: 0.422, data_time: 0.001, memory: 5694, top1_acc: 0.2617, top5_acc: 0.5758, loss_cls: 3.0448, loss: 3.0448, grad_norm: 5.2452 2021-08-17 00:31:38,456 - mmaction - INFO - Epoch [8][1060/2640] lr: 1.000e-02, eta: 13:24:34, time: 0.421, data_time: 0.000, memory: 5694, top1_acc: 0.2586, top5_acc: 0.5508, loss_cls: 3.1654, loss: 3.1654, grad_norm: 5.2796 2021-08-17 00:31:46,863 - mmaction - INFO - Epoch [8][1080/2640] lr: 1.000e-02, eta: 13:24:25, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.2648, top5_acc: 0.5414, loss_cls: 3.1124, loss: 3.1124, grad_norm: 5.3335 2021-08-17 00:31:55,291 - mmaction - INFO - Epoch [8][1100/2640] lr: 1.000e-02, eta: 13:24:15, time: 0.421, data_time: 0.001, memory: 5694, top1_acc: 0.2867, top5_acc: 0.5617, loss_cls: 3.0481, loss: 3.0481, grad_norm: 5.1925 2021-08-17 00:32:03,694 - mmaction - INFO - Epoch [8][1120/2640] lr: 1.000e-02, eta: 13:24:05, time: 0.420, data_time: 0.000, memory: 5694, top1_acc: 0.2687, top5_acc: 0.5469, loss_cls: 3.1324, loss: 3.1324, grad_norm: 5.3632 2021-08-17 00:32:12,106 - mmaction - INFO - Epoch [8][1140/2640] lr: 1.000e-02, eta: 13:23:56, time: 0.421, data_time: 0.001, memory: 5694, top1_acc: 0.2805, top5_acc: 0.5867, loss_cls: 2.9932, loss: 2.9932, grad_norm: 5.3112 2021-08-17 00:32:20,503 - mmaction - INFO - Epoch [8][1160/2640] lr: 1.000e-02, eta: 13:23:46, time: 0.420, data_time: 0.000, memory: 5694, top1_acc: 0.2687, top5_acc: 0.5516, loss_cls: 3.1354, loss: 3.1354, grad_norm: 5.1873 2021-08-17 00:32:28,929 - mmaction - INFO - Epoch [8][1180/2640] lr: 1.000e-02, eta: 13:23:37, time: 0.421, data_time: 0.001, memory: 5694, top1_acc: 0.2766, top5_acc: 0.5437, loss_cls: 3.1226, loss: 3.1226, grad_norm: 5.2873 2021-08-17 00:32:37,306 - mmaction - INFO - Epoch [8][1200/2640] lr: 1.000e-02, eta: 13:23:27, time: 0.419, data_time: 0.000, memory: 5694, top1_acc: 0.2539, top5_acc: 0.5383, loss_cls: 3.1221, loss: 3.1221, grad_norm: 5.1214 2021-08-17 00:32:45,731 - mmaction - INFO - Epoch [8][1220/2640] lr: 1.000e-02, eta: 13:23:18, time: 0.421, data_time: 0.001, memory: 5694, top1_acc: 0.2578, top5_acc: 0.5437, loss_cls: 3.1452, loss: 3.1452, grad_norm: 5.1893 2021-08-17 00:32:54,140 - mmaction - INFO - Epoch [8][1240/2640] lr: 1.000e-02, eta: 13:23:08, time: 0.420, data_time: 0.000, memory: 5694, top1_acc: 0.2867, top5_acc: 0.5578, loss_cls: 3.0874, loss: 3.0874, grad_norm: 5.3572 2021-08-17 00:33:02,552 - mmaction - INFO - Epoch [8][1260/2640] lr: 1.000e-02, eta: 13:22:58, time: 0.421, data_time: 0.001, memory: 5694, top1_acc: 0.2648, top5_acc: 0.5547, loss_cls: 3.1274, loss: 3.1274, grad_norm: 5.2524 2021-08-17 00:33:10,969 - mmaction - INFO - Epoch [8][1280/2640] lr: 1.000e-02, eta: 13:22:49, time: 0.421, data_time: 0.000, memory: 5694, top1_acc: 0.2789, top5_acc: 0.5453, loss_cls: 3.1885, loss: 3.1885, grad_norm: 5.4618 2021-08-17 00:33:19,391 - mmaction - INFO - Epoch [8][1300/2640] lr: 1.000e-02, eta: 13:22:39, time: 0.421, data_time: 0.001, memory: 5694, top1_acc: 0.2687, top5_acc: 0.5711, loss_cls: 3.0695, loss: 3.0695, grad_norm: 5.2500 2021-08-17 00:33:27,803 - mmaction - INFO - Epoch [8][1320/2640] lr: 1.000e-02, eta: 13:22:30, time: 0.421, data_time: 0.000, memory: 5694, top1_acc: 0.2883, top5_acc: 0.5641, loss_cls: 3.0102, loss: 3.0102, grad_norm: 5.2621 2021-08-17 00:33:36,225 - mmaction - INFO - Epoch [8][1340/2640] lr: 1.000e-02, eta: 13:22:20, time: 0.421, data_time: 0.001, memory: 5694, top1_acc: 0.2836, top5_acc: 0.5859, loss_cls: 2.9944, loss: 2.9944, grad_norm: 5.3417 2021-08-17 00:33:44,638 - mmaction - INFO - Epoch [8][1360/2640] lr: 1.000e-02, eta: 13:22:11, time: 0.421, data_time: 0.001, memory: 5694, top1_acc: 0.2680, top5_acc: 0.5266, loss_cls: 3.1613, loss: 3.1613, grad_norm: 5.3923 2021-08-17 00:33:53,062 - mmaction - INFO - Epoch [8][1380/2640] lr: 1.000e-02, eta: 13:22:01, time: 0.421, data_time: 0.000, memory: 5694, top1_acc: 0.2812, top5_acc: 0.5508, loss_cls: 3.1092, loss: 3.1092, grad_norm: 5.4794 2021-08-17 00:34:01,505 - mmaction - INFO - Epoch [8][1400/2640] lr: 1.000e-02, eta: 13:21:52, time: 0.422, data_time: 0.000, memory: 5694, top1_acc: 0.2758, top5_acc: 0.5437, loss_cls: 3.1193, loss: 3.1193, grad_norm: 5.5990 2021-08-17 00:34:09,926 - mmaction - INFO - Epoch [8][1420/2640] lr: 1.000e-02, eta: 13:21:42, time: 0.421, data_time: 0.001, memory: 5694, top1_acc: 0.2734, top5_acc: 0.5359, loss_cls: 3.1413, loss: 3.1413, grad_norm: 5.3908 2021-08-17 00:34:18,351 - mmaction - INFO - Epoch [8][1440/2640] lr: 1.000e-02, eta: 13:21:33, time: 0.421, data_time: 0.001, memory: 5694, top1_acc: 0.2664, top5_acc: 0.5617, loss_cls: 3.1216, loss: 3.1216, grad_norm: 5.3504 2021-08-17 00:34:26,798 - mmaction - INFO - Epoch [8][1460/2640] lr: 1.000e-02, eta: 13:21:24, time: 0.422, data_time: 0.001, memory: 5694, top1_acc: 0.2680, top5_acc: 0.5500, loss_cls: 3.1010, loss: 3.1010, grad_norm: 5.2110 2021-08-17 00:34:35,251 - mmaction - INFO - Epoch [8][1480/2640] lr: 1.000e-02, eta: 13:21:14, time: 0.423, data_time: 0.000, memory: 5694, top1_acc: 0.2875, top5_acc: 0.5508, loss_cls: 3.0747, loss: 3.0747, grad_norm: 5.2275 2021-08-17 00:34:43,729 - mmaction - INFO - Epoch [8][1500/2640] lr: 1.000e-02, eta: 13:21:05, time: 0.424, data_time: 0.001, memory: 5694, top1_acc: 0.2750, top5_acc: 0.5492, loss_cls: 3.1313, loss: 3.1313, grad_norm: 5.2656 2021-08-17 00:34:52,160 - mmaction - INFO - Epoch [8][1520/2640] lr: 1.000e-02, eta: 13:20:56, time: 0.422, data_time: 0.000, memory: 5694, top1_acc: 0.2922, top5_acc: 0.5703, loss_cls: 3.0434, loss: 3.0434, grad_norm: 5.2843 2021-08-17 00:35:00,605 - mmaction - INFO - Epoch [8][1540/2640] lr: 1.000e-02, eta: 13:20:46, time: 0.422, data_time: 0.002, memory: 5694, top1_acc: 0.2758, top5_acc: 0.5563, loss_cls: 3.0840, loss: 3.0840, grad_norm: 5.3663 2021-08-17 00:35:09,049 - mmaction - INFO - Epoch [8][1560/2640] lr: 1.000e-02, eta: 13:20:37, time: 0.422, data_time: 0.001, memory: 5694, top1_acc: 0.2945, top5_acc: 0.5844, loss_cls: 3.0001, loss: 3.0001, grad_norm: 5.4441 2021-08-17 00:35:17,497 - mmaction - INFO - Epoch [8][1580/2640] lr: 1.000e-02, eta: 13:20:28, time: 0.422, data_time: 0.001, memory: 5694, top1_acc: 0.2977, top5_acc: 0.5625, loss_cls: 3.0514, loss: 3.0514, grad_norm: 5.2131 2021-08-17 00:35:25,938 - mmaction - INFO - Epoch [8][1600/2640] lr: 1.000e-02, eta: 13:20:18, time: 0.422, data_time: 0.001, memory: 5694, top1_acc: 0.2687, top5_acc: 0.5484, loss_cls: 3.1430, loss: 3.1430, grad_norm: 5.3028 2021-08-17 00:35:34,395 - mmaction - INFO - Epoch [8][1620/2640] lr: 1.000e-02, eta: 13:20:09, time: 0.423, data_time: 0.001, memory: 5694, top1_acc: 0.2852, top5_acc: 0.5617, loss_cls: 3.0519, loss: 3.0519, grad_norm: 5.2165 2021-08-17 00:35:42,875 - mmaction - INFO - Epoch [8][1640/2640] lr: 1.000e-02, eta: 13:20:00, time: 0.424, data_time: 0.001, memory: 5694, top1_acc: 0.2836, top5_acc: 0.5734, loss_cls: 3.0717, loss: 3.0717, grad_norm: 5.2731 2021-08-17 00:35:51,360 - mmaction - INFO - Epoch [8][1660/2640] lr: 1.000e-02, eta: 13:19:51, time: 0.424, data_time: 0.000, memory: 5694, top1_acc: 0.2812, top5_acc: 0.5758, loss_cls: 3.0440, loss: 3.0440, grad_norm: 5.3547 2021-08-17 00:35:59,793 - mmaction - INFO - Epoch [8][1680/2640] lr: 1.000e-02, eta: 13:19:41, time: 0.422, data_time: 0.000, memory: 5694, top1_acc: 0.2594, top5_acc: 0.5250, loss_cls: 3.1529, loss: 3.1529, grad_norm: 5.1943 2021-08-17 00:36:08,244 - mmaction - INFO - Epoch [8][1700/2640] lr: 1.000e-02, eta: 13:19:32, time: 0.422, data_time: 0.001, memory: 5694, top1_acc: 0.2945, top5_acc: 0.5813, loss_cls: 2.9421, loss: 2.9421, grad_norm: 5.1839 2021-08-17 00:36:16,696 - mmaction - INFO - Epoch [8][1720/2640] lr: 1.000e-02, eta: 13:19:23, time: 0.423, data_time: 0.001, memory: 5694, top1_acc: 0.2766, top5_acc: 0.5711, loss_cls: 3.0496, loss: 3.0496, grad_norm: 5.2129 2021-08-17 00:36:25,152 - mmaction - INFO - Epoch [8][1740/2640] lr: 1.000e-02, eta: 13:19:14, time: 0.423, data_time: 0.001, memory: 5694, top1_acc: 0.2844, top5_acc: 0.5711, loss_cls: 3.0724, loss: 3.0724, grad_norm: 5.3015 2021-08-17 00:36:33,611 - mmaction - INFO - Epoch [8][1760/2640] lr: 1.000e-02, eta: 13:19:04, time: 0.423, data_time: 0.000, memory: 5694, top1_acc: 0.2711, top5_acc: 0.5547, loss_cls: 3.0578, loss: 3.0578, grad_norm: 5.3513 2021-08-17 00:36:42,092 - mmaction - INFO - Epoch [8][1780/2640] lr: 1.000e-02, eta: 13:18:55, time: 0.424, data_time: 0.001, memory: 5694, top1_acc: 0.2812, top5_acc: 0.5500, loss_cls: 3.1512, loss: 3.1512, grad_norm: 5.1881 2021-08-17 00:36:50,520 - mmaction - INFO - Epoch [8][1800/2640] lr: 1.000e-02, eta: 13:18:46, time: 0.421, data_time: 0.000, memory: 5694, top1_acc: 0.2664, top5_acc: 0.5602, loss_cls: 3.0980, loss: 3.0980, grad_norm: 5.3244 2021-08-17 00:36:59,016 - mmaction - INFO - Epoch [8][1820/2640] lr: 1.000e-02, eta: 13:18:37, time: 0.425, data_time: 0.001, memory: 5694, top1_acc: 0.2695, top5_acc: 0.5461, loss_cls: 3.1191, loss: 3.1191, grad_norm: 5.3378 2021-08-17 00:37:07,464 - mmaction - INFO - Epoch [8][1840/2640] lr: 1.000e-02, eta: 13:18:27, time: 0.422, data_time: 0.000, memory: 5694, top1_acc: 0.2781, top5_acc: 0.5437, loss_cls: 3.1086, loss: 3.1086, grad_norm: 5.2994 2021-08-17 00:37:15,924 - mmaction - INFO - Epoch [8][1860/2640] lr: 1.000e-02, eta: 13:18:18, time: 0.423, data_time: 0.001, memory: 5694, top1_acc: 0.2883, top5_acc: 0.5711, loss_cls: 3.0214, loss: 3.0214, grad_norm: 5.2450 2021-08-17 00:37:24,385 - mmaction - INFO - Epoch [8][1880/2640] lr: 1.000e-02, eta: 13:18:09, time: 0.423, data_time: 0.000, memory: 5694, top1_acc: 0.2812, top5_acc: 0.5609, loss_cls: 3.0315, loss: 3.0315, grad_norm: 5.4882 2021-08-17 00:37:32,900 - mmaction - INFO - Epoch [8][1900/2640] lr: 1.000e-02, eta: 13:18:00, time: 0.425, data_time: 0.001, memory: 5694, top1_acc: 0.2812, top5_acc: 0.5453, loss_cls: 3.1474, loss: 3.1474, grad_norm: 5.3245 2021-08-17 00:37:41,385 - mmaction - INFO - Epoch [8][1920/2640] lr: 1.000e-02, eta: 13:17:51, time: 0.425, data_time: 0.001, memory: 5694, top1_acc: 0.2875, top5_acc: 0.5727, loss_cls: 3.0480, loss: 3.0480, grad_norm: 5.1369 2021-08-17 00:37:49,876 - mmaction - INFO - Epoch [8][1940/2640] lr: 1.000e-02, eta: 13:17:42, time: 0.425, data_time: 0.000, memory: 5694, top1_acc: 0.2914, top5_acc: 0.5508, loss_cls: 3.1386, loss: 3.1386, grad_norm: 5.1730 2021-08-17 00:37:58,351 - mmaction - INFO - Epoch [8][1960/2640] lr: 1.000e-02, eta: 13:17:33, time: 0.424, data_time: 0.001, memory: 5694, top1_acc: 0.2617, top5_acc: 0.5555, loss_cls: 3.0855, loss: 3.0855, grad_norm: 5.2745 2021-08-17 00:38:06,808 - mmaction - INFO - Epoch [8][1980/2640] lr: 1.000e-02, eta: 13:17:23, time: 0.423, data_time: 0.000, memory: 5694, top1_acc: 0.2625, top5_acc: 0.5422, loss_cls: 3.1311, loss: 3.1311, grad_norm: 5.4994 2021-08-17 00:38:15,279 - mmaction - INFO - Epoch [8][2000/2640] lr: 1.000e-02, eta: 13:17:14, time: 0.423, data_time: 0.001, memory: 5694, top1_acc: 0.2812, top5_acc: 0.5648, loss_cls: 3.0751, loss: 3.0751, grad_norm: 5.3135 2021-08-17 00:38:23,749 - mmaction - INFO - Epoch [8][2020/2640] lr: 1.000e-02, eta: 13:17:05, time: 0.424, data_time: 0.001, memory: 5694, top1_acc: 0.2656, top5_acc: 0.5367, loss_cls: 3.1697, loss: 3.1697, grad_norm: 5.4220 2021-08-17 00:38:32,163 - mmaction - INFO - Epoch [8][2040/2640] lr: 1.000e-02, eta: 13:16:56, time: 0.421, data_time: 0.001, memory: 5694, top1_acc: 0.2828, top5_acc: 0.5727, loss_cls: 2.9744, loss: 2.9744, grad_norm: 5.2574 2021-08-17 00:38:40,616 - mmaction - INFO - Epoch [8][2060/2640] lr: 1.000e-02, eta: 13:16:46, time: 0.423, data_time: 0.001, memory: 5694, top1_acc: 0.2977, top5_acc: 0.5516, loss_cls: 3.0750, loss: 3.0750, grad_norm: 5.4114 2021-08-17 00:38:49,059 - mmaction - INFO - Epoch [8][2080/2640] lr: 1.000e-02, eta: 13:16:37, time: 0.422, data_time: 0.001, memory: 5694, top1_acc: 0.2641, top5_acc: 0.5492, loss_cls: 3.1068, loss: 3.1068, grad_norm: 5.2572 2021-08-17 00:38:57,495 - mmaction - INFO - Epoch [8][2100/2640] lr: 1.000e-02, eta: 13:16:28, time: 0.422, data_time: 0.000, memory: 5694, top1_acc: 0.2766, top5_acc: 0.5430, loss_cls: 3.2117, loss: 3.2117, grad_norm: 5.3578 2021-08-17 00:39:05,931 - mmaction - INFO - Epoch [8][2120/2640] lr: 1.000e-02, eta: 13:16:18, time: 0.422, data_time: 0.001, memory: 5694, top1_acc: 0.2711, top5_acc: 0.5852, loss_cls: 3.0322, loss: 3.0322, grad_norm: 5.4769 2021-08-17 00:39:14,359 - mmaction - INFO - Epoch [8][2140/2640] lr: 1.000e-02, eta: 13:16:09, time: 0.421, data_time: 0.000, memory: 5694, top1_acc: 0.2859, top5_acc: 0.5672, loss_cls: 3.0502, loss: 3.0502, grad_norm: 5.3181 2021-08-17 00:39:22,801 - mmaction - INFO - Epoch [8][2160/2640] lr: 1.000e-02, eta: 13:16:00, time: 0.422, data_time: 0.001, memory: 5694, top1_acc: 0.2687, top5_acc: 0.5391, loss_cls: 3.1416, loss: 3.1416, grad_norm: 5.3822 2021-08-17 00:39:31,237 - mmaction - INFO - Epoch [8][2180/2640] lr: 1.000e-02, eta: 13:15:50, time: 0.422, data_time: 0.000, memory: 5694, top1_acc: 0.2672, top5_acc: 0.5547, loss_cls: 3.1157, loss: 3.1157, grad_norm: 5.3581 2021-08-17 00:39:39,675 - mmaction - INFO - Epoch [8][2200/2640] lr: 1.000e-02, eta: 13:15:41, time: 0.422, data_time: 0.000, memory: 5694, top1_acc: 0.2805, top5_acc: 0.5594, loss_cls: 3.0517, loss: 3.0517, grad_norm: 5.1324 2021-08-17 00:39:48,122 - mmaction - INFO - Epoch [8][2220/2640] lr: 1.000e-02, eta: 13:15:32, time: 0.422, data_time: 0.000, memory: 5694, top1_acc: 0.2859, top5_acc: 0.5672, loss_cls: 3.0213, loss: 3.0213, grad_norm: 5.2669 2021-08-17 00:39:56,572 - mmaction - INFO - Epoch [8][2240/2640] lr: 1.000e-02, eta: 13:15:22, time: 0.423, data_time: 0.001, memory: 5694, top1_acc: 0.2539, top5_acc: 0.5383, loss_cls: 3.1673, loss: 3.1673, grad_norm: 5.5188 2021-08-17 00:40:04,994 - mmaction - INFO - Epoch [8][2260/2640] lr: 1.000e-02, eta: 13:15:13, time: 0.421, data_time: 0.000, memory: 5694, top1_acc: 0.2727, top5_acc: 0.5570, loss_cls: 3.1434, loss: 3.1434, grad_norm: 5.2678 2021-08-17 00:40:13,422 - mmaction - INFO - Epoch [8][2280/2640] lr: 1.000e-02, eta: 13:15:04, time: 0.421, data_time: 0.001, memory: 5694, top1_acc: 0.2922, top5_acc: 0.5602, loss_cls: 3.0963, loss: 3.0963, grad_norm: 5.1720 2021-08-17 00:40:21,878 - mmaction - INFO - Epoch [8][2300/2640] lr: 1.000e-02, eta: 13:14:54, time: 0.423, data_time: 0.000, memory: 5694, top1_acc: 0.2617, top5_acc: 0.5594, loss_cls: 3.1183, loss: 3.1183, grad_norm: 5.2402 2021-08-17 00:40:30,322 - mmaction - INFO - Epoch [8][2320/2640] lr: 1.000e-02, eta: 13:14:45, time: 0.422, data_time: 0.000, memory: 5694, top1_acc: 0.2836, top5_acc: 0.5453, loss_cls: 3.1572, loss: 3.1572, grad_norm: 5.2319 2021-08-17 00:40:38,771 - mmaction - INFO - Epoch [8][2340/2640] lr: 1.000e-02, eta: 13:14:36, time: 0.422, data_time: 0.001, memory: 5694, top1_acc: 0.2852, top5_acc: 0.5703, loss_cls: 3.0714, loss: 3.0714, grad_norm: 5.2179 2021-08-17 00:40:47,196 - mmaction - INFO - Epoch [8][2360/2640] lr: 1.000e-02, eta: 13:14:27, time: 0.421, data_time: 0.001, memory: 5694, top1_acc: 0.2836, top5_acc: 0.5602, loss_cls: 3.0767, loss: 3.0767, grad_norm: 5.3105 2021-08-17 00:40:55,627 - mmaction - INFO - Epoch [8][2380/2640] lr: 1.000e-02, eta: 13:14:17, time: 0.422, data_time: 0.001, memory: 5694, top1_acc: 0.2883, top5_acc: 0.5711, loss_cls: 3.0445, loss: 3.0445, grad_norm: 4.9729 2021-08-17 00:41:04,076 - mmaction - INFO - Epoch [8][2400/2640] lr: 1.000e-02, eta: 13:14:08, time: 0.422, data_time: 0.000, memory: 5694, top1_acc: 0.2719, top5_acc: 0.5570, loss_cls: 3.1002, loss: 3.1002, grad_norm: 5.3825 2021-08-17 00:41:12,505 - mmaction - INFO - Epoch [8][2420/2640] lr: 1.000e-02, eta: 13:13:59, time: 0.422, data_time: 0.001, memory: 5694, top1_acc: 0.2719, top5_acc: 0.5422, loss_cls: 3.1297, loss: 3.1297, grad_norm: 5.4418 2021-08-17 00:41:20,934 - mmaction - INFO - Epoch [8][2440/2640] lr: 1.000e-02, eta: 13:13:49, time: 0.421, data_time: 0.000, memory: 5694, top1_acc: 0.2711, top5_acc: 0.5492, loss_cls: 3.1134, loss: 3.1134, grad_norm: 5.4041 2021-08-17 00:41:29,342 - mmaction - INFO - Epoch [8][2460/2640] lr: 1.000e-02, eta: 13:13:40, time: 0.420, data_time: 0.000, memory: 5694, top1_acc: 0.2617, top5_acc: 0.5469, loss_cls: 3.1328, loss: 3.1328, grad_norm: 5.1668 2021-08-17 00:41:37,794 - mmaction - INFO - Epoch [8][2480/2640] lr: 1.000e-02, eta: 13:13:31, time: 0.423, data_time: 0.001, memory: 5694, top1_acc: 0.2703, top5_acc: 0.5391, loss_cls: 3.1250, loss: 3.1250, grad_norm: 5.1871 2021-08-17 00:41:46,246 - mmaction - INFO - Epoch [8][2500/2640] lr: 1.000e-02, eta: 13:13:21, time: 0.423, data_time: 0.000, memory: 5694, top1_acc: 0.2586, top5_acc: 0.5469, loss_cls: 3.1480, loss: 3.1480, grad_norm: 5.2221 2021-08-17 00:41:54,693 - mmaction - INFO - Epoch [8][2520/2640] lr: 1.000e-02, eta: 13:13:12, time: 0.422, data_time: 0.000, memory: 5694, top1_acc: 0.3039, top5_acc: 0.5805, loss_cls: 2.9474, loss: 2.9474, grad_norm: 5.1105 2021-08-17 00:42:03,148 - mmaction - INFO - Epoch [8][2540/2640] lr: 1.000e-02, eta: 13:13:03, time: 0.423, data_time: 0.000, memory: 5694, top1_acc: 0.2828, top5_acc: 0.5492, loss_cls: 3.1207, loss: 3.1207, grad_norm: 5.4251 2021-08-17 00:42:11,584 - mmaction - INFO - Epoch [8][2560/2640] lr: 1.000e-02, eta: 13:12:54, time: 0.422, data_time: 0.001, memory: 5694, top1_acc: 0.2672, top5_acc: 0.5633, loss_cls: 3.0759, loss: 3.0759, grad_norm: 5.3154 2021-08-17 00:42:20,019 - mmaction - INFO - Epoch [8][2580/2640] lr: 1.000e-02, eta: 13:12:44, time: 0.422, data_time: 0.000, memory: 5694, top1_acc: 0.2656, top5_acc: 0.5484, loss_cls: 3.1104, loss: 3.1104, grad_norm: 5.3362 2021-08-17 00:42:28,450 - mmaction - INFO - Epoch [8][2600/2640] lr: 1.000e-02, eta: 13:12:35, time: 0.421, data_time: 0.001, memory: 5694, top1_acc: 0.2742, top5_acc: 0.5656, loss_cls: 3.0760, loss: 3.0760, grad_norm: 5.4532 2021-08-17 00:42:36,864 - mmaction - INFO - Epoch [8][2620/2640] lr: 1.000e-02, eta: 13:12:25, time: 0.421, data_time: 0.001, memory: 5694, top1_acc: 0.2773, top5_acc: 0.5680, loss_cls: 3.0765, loss: 3.0765, grad_norm: 5.2263 2021-08-17 00:42:45,061 - mmaction - INFO - Epoch [8][2640/2640] lr: 1.000e-02, eta: 13:12:15, time: 0.410, data_time: 0.001, memory: 5694, top1_acc: 0.2911, top5_acc: 0.5669, loss_cls: 3.1201, loss: 3.1201, grad_norm: 5.5426 2021-08-17 00:42:46,560 - mmaction - INFO - Saving checkpoint at 8 epochs 2021-08-17 00:43:27,083 - mmaction - INFO - Epoch [9][20/2640] lr: 1.000e-02, eta: 13:14:52, time: 2.011, data_time: 1.584, memory: 5694, top1_acc: 0.3047, top5_acc: 0.5641, loss_cls: 3.0323, loss: 3.0323, grad_norm: 5.2169 2021-08-17 00:43:35,052 - mmaction - INFO - Epoch [9][40/2640] lr: 1.000e-02, eta: 13:14:40, time: 0.399, data_time: 0.003, memory: 5694, top1_acc: 0.2742, top5_acc: 0.5570, loss_cls: 3.1063, loss: 3.1063, grad_norm: 5.3023 2021-08-17 00:43:43,054 - mmaction - INFO - Epoch [9][60/2640] lr: 1.000e-02, eta: 13:14:29, time: 0.400, data_time: 0.000, memory: 5694, top1_acc: 0.2945, top5_acc: 0.5602, loss_cls: 3.0206, loss: 3.0206, grad_norm: 5.3977 2021-08-17 00:43:52,033 - mmaction - INFO - Epoch [9][80/2640] lr: 1.000e-02, eta: 13:14:22, time: 0.448, data_time: 0.001, memory: 5694, top1_acc: 0.3125, top5_acc: 0.5727, loss_cls: 2.9798, loss: 2.9798, grad_norm: 5.5331 2021-08-17 00:44:00,152 - mmaction - INFO - Epoch [9][100/2640] lr: 1.000e-02, eta: 13:14:11, time: 0.407, data_time: 0.001, memory: 5694, top1_acc: 0.2930, top5_acc: 0.5695, loss_cls: 3.0588, loss: 3.0588, grad_norm: 5.3446 2021-08-17 00:44:08,475 - mmaction - INFO - Epoch [9][120/2640] lr: 1.000e-02, eta: 13:14:01, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.2820, top5_acc: 0.5648, loss_cls: 3.0287, loss: 3.0287, grad_norm: 5.3517 2021-08-17 00:44:16,880 - mmaction - INFO - Epoch [9][140/2640] lr: 1.000e-02, eta: 13:13:51, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.2859, top5_acc: 0.5852, loss_cls: 2.9556, loss: 2.9556, grad_norm: 5.3475 2021-08-17 00:44:25,252 - mmaction - INFO - Epoch [9][160/2640] lr: 1.000e-02, eta: 13:13:41, time: 0.418, data_time: 0.000, memory: 5694, top1_acc: 0.2727, top5_acc: 0.5664, loss_cls: 3.0662, loss: 3.0662, grad_norm: 5.4817 2021-08-17 00:44:33,672 - mmaction - INFO - Epoch [9][180/2640] lr: 1.000e-02, eta: 13:13:32, time: 0.421, data_time: 0.001, memory: 5694, top1_acc: 0.2797, top5_acc: 0.5555, loss_cls: 3.0920, loss: 3.0920, grad_norm: 5.4064 2021-08-17 00:44:42,059 - mmaction - INFO - Epoch [9][200/2640] lr: 1.000e-02, eta: 13:13:22, time: 0.419, data_time: 0.000, memory: 5694, top1_acc: 0.2867, top5_acc: 0.5695, loss_cls: 3.0031, loss: 3.0031, grad_norm: 5.3631 2021-08-17 00:44:50,412 - mmaction - INFO - Epoch [9][220/2640] lr: 1.000e-02, eta: 13:13:12, time: 0.418, data_time: 0.000, memory: 5694, top1_acc: 0.2977, top5_acc: 0.5609, loss_cls: 3.0743, loss: 3.0743, grad_norm: 5.3703 2021-08-17 00:44:58,793 - mmaction - INFO - Epoch [9][240/2640] lr: 1.000e-02, eta: 13:13:02, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.2875, top5_acc: 0.5687, loss_cls: 3.0407, loss: 3.0407, grad_norm: 5.3740 2021-08-17 00:45:07,155 - mmaction - INFO - Epoch [9][260/2640] lr: 1.000e-02, eta: 13:12:53, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.2867, top5_acc: 0.5516, loss_cls: 3.0588, loss: 3.0588, grad_norm: 5.3705 2021-08-17 00:45:15,522 - mmaction - INFO - Epoch [9][280/2640] lr: 1.000e-02, eta: 13:12:43, time: 0.418, data_time: 0.000, memory: 5694, top1_acc: 0.3031, top5_acc: 0.5797, loss_cls: 2.9762, loss: 2.9762, grad_norm: 5.1753 2021-08-17 00:45:23,900 - mmaction - INFO - Epoch [9][300/2640] lr: 1.000e-02, eta: 13:12:33, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.2883, top5_acc: 0.5586, loss_cls: 3.0537, loss: 3.0537, grad_norm: 5.3507 2021-08-17 00:45:32,279 - mmaction - INFO - Epoch [9][320/2640] lr: 1.000e-02, eta: 13:12:23, time: 0.419, data_time: 0.000, memory: 5694, top1_acc: 0.3016, top5_acc: 0.5922, loss_cls: 3.0010, loss: 3.0010, grad_norm: 5.2316 2021-08-17 00:45:40,674 - mmaction - INFO - Epoch [9][340/2640] lr: 1.000e-02, eta: 13:12:14, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.2820, top5_acc: 0.5641, loss_cls: 3.0694, loss: 3.0694, grad_norm: 5.3282 2021-08-17 00:45:49,058 - mmaction - INFO - Epoch [9][360/2640] lr: 1.000e-02, eta: 13:12:04, time: 0.419, data_time: 0.000, memory: 5694, top1_acc: 0.2844, top5_acc: 0.6000, loss_cls: 2.9741, loss: 2.9741, grad_norm: 5.3386 2021-08-17 00:45:57,480 - mmaction - INFO - Epoch [9][380/2640] lr: 1.000e-02, eta: 13:11:54, time: 0.421, data_time: 0.002, memory: 5694, top1_acc: 0.2930, top5_acc: 0.5945, loss_cls: 2.9930, loss: 2.9930, grad_norm: 5.5867 2021-08-17 00:46:05,892 - mmaction - INFO - Epoch [9][400/2640] lr: 1.000e-02, eta: 13:11:45, time: 0.421, data_time: 0.000, memory: 5694, top1_acc: 0.2797, top5_acc: 0.5664, loss_cls: 3.0439, loss: 3.0439, grad_norm: 5.4757 2021-08-17 00:46:14,309 - mmaction - INFO - Epoch [9][420/2640] lr: 1.000e-02, eta: 13:11:35, time: 0.421, data_time: 0.001, memory: 5694, top1_acc: 0.2703, top5_acc: 0.5539, loss_cls: 3.0444, loss: 3.0444, grad_norm: 5.4560 2021-08-17 00:46:22,718 - mmaction - INFO - Epoch [9][440/2640] lr: 1.000e-02, eta: 13:11:26, time: 0.420, data_time: 0.000, memory: 5694, top1_acc: 0.2750, top5_acc: 0.5594, loss_cls: 3.0993, loss: 3.0993, grad_norm: 5.4340 2021-08-17 00:46:31,108 - mmaction - INFO - Epoch [9][460/2640] lr: 1.000e-02, eta: 13:11:16, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.2953, top5_acc: 0.5633, loss_cls: 3.0342, loss: 3.0342, grad_norm: 5.2571 2021-08-17 00:46:39,512 - mmaction - INFO - Epoch [9][480/2640] lr: 1.000e-02, eta: 13:11:06, time: 0.420, data_time: 0.000, memory: 5694, top1_acc: 0.2898, top5_acc: 0.5664, loss_cls: 3.0443, loss: 3.0443, grad_norm: 5.1407 2021-08-17 00:46:47,935 - mmaction - INFO - Epoch [9][500/2640] lr: 1.000e-02, eta: 13:10:57, time: 0.421, data_time: 0.002, memory: 5694, top1_acc: 0.2938, top5_acc: 0.5711, loss_cls: 3.0517, loss: 3.0517, grad_norm: 5.3876 2021-08-17 00:46:56,361 - mmaction - INFO - Epoch [9][520/2640] lr: 1.000e-02, eta: 13:10:48, time: 0.421, data_time: 0.000, memory: 5694, top1_acc: 0.3102, top5_acc: 0.5687, loss_cls: 3.0249, loss: 3.0249, grad_norm: 5.2349 2021-08-17 00:47:04,801 - mmaction - INFO - Epoch [9][540/2640] lr: 1.000e-02, eta: 13:10:38, time: 0.422, data_time: 0.001, memory: 5694, top1_acc: 0.3125, top5_acc: 0.5984, loss_cls: 2.9067, loss: 2.9067, grad_norm: 5.3522 2021-08-17 00:47:13,266 - mmaction - INFO - Epoch [9][560/2640] lr: 1.000e-02, eta: 13:10:29, time: 0.423, data_time: 0.001, memory: 5694, top1_acc: 0.2703, top5_acc: 0.5758, loss_cls: 3.0586, loss: 3.0586, grad_norm: 5.2991 2021-08-17 00:47:21,713 - mmaction - INFO - Epoch [9][580/2640] lr: 1.000e-02, eta: 13:10:19, time: 0.422, data_time: 0.000, memory: 5694, top1_acc: 0.2727, top5_acc: 0.5578, loss_cls: 3.0819, loss: 3.0819, grad_norm: 5.3334 2021-08-17 00:47:30,158 - mmaction - INFO - Epoch [9][600/2640] lr: 1.000e-02, eta: 13:10:10, time: 0.423, data_time: 0.001, memory: 5694, top1_acc: 0.2789, top5_acc: 0.5781, loss_cls: 3.0434, loss: 3.0434, grad_norm: 5.3196 2021-08-17 00:47:38,598 - mmaction - INFO - Epoch [9][620/2640] lr: 1.000e-02, eta: 13:10:01, time: 0.422, data_time: 0.000, memory: 5694, top1_acc: 0.2852, top5_acc: 0.5555, loss_cls: 3.0626, loss: 3.0626, grad_norm: 5.4124 2021-08-17 00:47:47,074 - mmaction - INFO - Epoch [9][640/2640] lr: 1.000e-02, eta: 13:09:51, time: 0.424, data_time: 0.000, memory: 5694, top1_acc: 0.2797, top5_acc: 0.5609, loss_cls: 3.0547, loss: 3.0547, grad_norm: 5.3248 2021-08-17 00:47:55,489 - mmaction - INFO - Epoch [9][660/2640] lr: 1.000e-02, eta: 13:09:42, time: 0.421, data_time: 0.001, memory: 5694, top1_acc: 0.2758, top5_acc: 0.5664, loss_cls: 3.0589, loss: 3.0589, grad_norm: 5.4577 2021-08-17 00:48:03,900 - mmaction - INFO - Epoch [9][680/2640] lr: 1.000e-02, eta: 13:09:32, time: 0.421, data_time: 0.000, memory: 5694, top1_acc: 0.2820, top5_acc: 0.5742, loss_cls: 3.0686, loss: 3.0686, grad_norm: 5.4952 2021-08-17 00:48:12,352 - mmaction - INFO - Epoch [9][700/2640] lr: 1.000e-02, eta: 13:09:23, time: 0.423, data_time: 0.000, memory: 5694, top1_acc: 0.2742, top5_acc: 0.5766, loss_cls: 3.0733, loss: 3.0733, grad_norm: 5.3936 2021-08-17 00:48:20,776 - mmaction - INFO - Epoch [9][720/2640] lr: 1.000e-02, eta: 13:09:14, time: 0.421, data_time: 0.000, memory: 5694, top1_acc: 0.2906, top5_acc: 0.5687, loss_cls: 3.0377, loss: 3.0377, grad_norm: 5.4675 2021-08-17 00:48:29,211 - mmaction - INFO - Epoch [9][740/2640] lr: 1.000e-02, eta: 13:09:04, time: 0.422, data_time: 0.001, memory: 5694, top1_acc: 0.2820, top5_acc: 0.5781, loss_cls: 3.0471, loss: 3.0471, grad_norm: 5.3222 2021-08-17 00:48:37,663 - mmaction - INFO - Epoch [9][760/2640] lr: 1.000e-02, eta: 13:08:55, time: 0.423, data_time: 0.000, memory: 5694, top1_acc: 0.2797, top5_acc: 0.5578, loss_cls: 3.0886, loss: 3.0886, grad_norm: 5.4516 2021-08-17 00:48:46,114 - mmaction - INFO - Epoch [9][780/2640] lr: 1.000e-02, eta: 13:08:46, time: 0.422, data_time: 0.001, memory: 5694, top1_acc: 0.2797, top5_acc: 0.5719, loss_cls: 3.0613, loss: 3.0613, grad_norm: 5.3005 2021-08-17 00:48:54,576 - mmaction - INFO - Epoch [9][800/2640] lr: 1.000e-02, eta: 13:08:36, time: 0.423, data_time: 0.000, memory: 5694, top1_acc: 0.2758, top5_acc: 0.5602, loss_cls: 3.0079, loss: 3.0079, grad_norm: 5.1860 2021-08-17 00:49:03,068 - mmaction - INFO - Epoch [9][820/2640] lr: 1.000e-02, eta: 13:08:27, time: 0.425, data_time: 0.001, memory: 5694, top1_acc: 0.2898, top5_acc: 0.5797, loss_cls: 2.9801, loss: 2.9801, grad_norm: 5.2238 2021-08-17 00:49:11,544 - mmaction - INFO - Epoch [9][840/2640] lr: 1.000e-02, eta: 13:08:18, time: 0.424, data_time: 0.000, memory: 5694, top1_acc: 0.2812, top5_acc: 0.5711, loss_cls: 3.0047, loss: 3.0047, grad_norm: 5.2717 2021-08-17 00:49:19,987 - mmaction - INFO - Epoch [9][860/2640] lr: 1.000e-02, eta: 13:08:09, time: 0.422, data_time: 0.001, memory: 5694, top1_acc: 0.2781, top5_acc: 0.5734, loss_cls: 3.0418, loss: 3.0418, grad_norm: 5.3804 2021-08-17 00:49:28,447 - mmaction - INFO - Epoch [9][880/2640] lr: 1.000e-02, eta: 13:07:59, time: 0.423, data_time: 0.001, memory: 5694, top1_acc: 0.2789, top5_acc: 0.5625, loss_cls: 3.0386, loss: 3.0386, grad_norm: 5.3303 2021-08-17 00:49:36,925 - mmaction - INFO - Epoch [9][900/2640] lr: 1.000e-02, eta: 13:07:50, time: 0.424, data_time: 0.001, memory: 5694, top1_acc: 0.2820, top5_acc: 0.5742, loss_cls: 3.0203, loss: 3.0203, grad_norm: 5.4427 2021-08-17 00:49:45,400 - mmaction - INFO - Epoch [9][920/2640] lr: 1.000e-02, eta: 13:07:41, time: 0.423, data_time: 0.001, memory: 5694, top1_acc: 0.2891, top5_acc: 0.5703, loss_cls: 3.0537, loss: 3.0537, grad_norm: 5.3677 2021-08-17 00:49:53,870 - mmaction - INFO - Epoch [9][940/2640] lr: 1.000e-02, eta: 13:07:32, time: 0.424, data_time: 0.001, memory: 5694, top1_acc: 0.2930, top5_acc: 0.5406, loss_cls: 3.0927, loss: 3.0927, grad_norm: 5.5393 2021-08-17 00:50:02,324 - mmaction - INFO - Epoch [9][960/2640] lr: 1.000e-02, eta: 13:07:22, time: 0.423, data_time: 0.000, memory: 5694, top1_acc: 0.3039, top5_acc: 0.5820, loss_cls: 2.9551, loss: 2.9551, grad_norm: 5.2791 2021-08-17 00:50:10,793 - mmaction - INFO - Epoch [9][980/2640] lr: 1.000e-02, eta: 13:07:13, time: 0.423, data_time: 0.001, memory: 5694, top1_acc: 0.2727, top5_acc: 0.5672, loss_cls: 3.0818, loss: 3.0818, grad_norm: 5.4094 2021-08-17 00:50:19,274 - mmaction - INFO - Epoch [9][1000/2640] lr: 1.000e-02, eta: 13:07:04, time: 0.424, data_time: 0.000, memory: 5694, top1_acc: 0.2820, top5_acc: 0.5672, loss_cls: 3.0632, loss: 3.0632, grad_norm: 5.2927 2021-08-17 00:50:27,706 - mmaction - INFO - Epoch [9][1020/2640] lr: 1.000e-02, eta: 13:06:55, time: 0.422, data_time: 0.001, memory: 5694, top1_acc: 0.3148, top5_acc: 0.5734, loss_cls: 2.9563, loss: 2.9563, grad_norm: 5.2234 2021-08-17 00:50:36,180 - mmaction - INFO - Epoch [9][1040/2640] lr: 1.000e-02, eta: 13:06:45, time: 0.424, data_time: 0.001, memory: 5694, top1_acc: 0.3008, top5_acc: 0.5727, loss_cls: 3.0243, loss: 3.0243, grad_norm: 5.2763 2021-08-17 00:50:44,656 - mmaction - INFO - Epoch [9][1060/2640] lr: 1.000e-02, eta: 13:06:36, time: 0.424, data_time: 0.001, memory: 5694, top1_acc: 0.2859, top5_acc: 0.5727, loss_cls: 3.0000, loss: 3.0000, grad_norm: 5.3371 2021-08-17 00:50:53,154 - mmaction - INFO - Epoch [9][1080/2640] lr: 1.000e-02, eta: 13:06:27, time: 0.425, data_time: 0.001, memory: 5694, top1_acc: 0.2883, top5_acc: 0.5617, loss_cls: 3.0437, loss: 3.0437, grad_norm: 5.2541 2021-08-17 00:51:01,632 - mmaction - INFO - Epoch [9][1100/2640] lr: 1.000e-02, eta: 13:06:18, time: 0.424, data_time: 0.001, memory: 5694, top1_acc: 0.2734, top5_acc: 0.5609, loss_cls: 3.1104, loss: 3.1104, grad_norm: 5.5497 2021-08-17 00:51:10,072 - mmaction - INFO - Epoch [9][1120/2640] lr: 1.000e-02, eta: 13:06:09, time: 0.422, data_time: 0.001, memory: 5694, top1_acc: 0.2812, top5_acc: 0.5727, loss_cls: 3.0389, loss: 3.0389, grad_norm: 5.3853 2021-08-17 00:51:18,541 - mmaction - INFO - Epoch [9][1140/2640] lr: 1.000e-02, eta: 13:05:59, time: 0.423, data_time: 0.000, memory: 5694, top1_acc: 0.2695, top5_acc: 0.5633, loss_cls: 3.0403, loss: 3.0403, grad_norm: 5.4516 2021-08-17 00:51:26,993 - mmaction - INFO - Epoch [9][1160/2640] lr: 1.000e-02, eta: 13:05:50, time: 0.423, data_time: 0.001, memory: 5694, top1_acc: 0.2531, top5_acc: 0.5312, loss_cls: 3.1772, loss: 3.1772, grad_norm: 5.2870 2021-08-17 00:51:35,456 - mmaction - INFO - Epoch [9][1180/2640] lr: 1.000e-02, eta: 13:05:41, time: 0.423, data_time: 0.000, memory: 5694, top1_acc: 0.2852, top5_acc: 0.5609, loss_cls: 3.0536, loss: 3.0536, grad_norm: 5.2138 2021-08-17 00:51:43,894 - mmaction - INFO - Epoch [9][1200/2640] lr: 1.000e-02, eta: 13:05:31, time: 0.422, data_time: 0.001, memory: 5694, top1_acc: 0.2641, top5_acc: 0.5492, loss_cls: 3.1461, loss: 3.1461, grad_norm: 5.5370 2021-08-17 00:51:52,369 - mmaction - INFO - Epoch [9][1220/2640] lr: 1.000e-02, eta: 13:05:22, time: 0.424, data_time: 0.001, memory: 5694, top1_acc: 0.2687, top5_acc: 0.5680, loss_cls: 3.0410, loss: 3.0410, grad_norm: 5.4829 2021-08-17 00:52:00,893 - mmaction - INFO - Epoch [9][1240/2640] lr: 1.000e-02, eta: 13:05:13, time: 0.426, data_time: 0.000, memory: 5694, top1_acc: 0.2930, top5_acc: 0.5820, loss_cls: 3.0408, loss: 3.0408, grad_norm: 5.1708 2021-08-17 00:52:09,353 - mmaction - INFO - Epoch [9][1260/2640] lr: 1.000e-02, eta: 13:05:04, time: 0.423, data_time: 0.000, memory: 5694, top1_acc: 0.2812, top5_acc: 0.5664, loss_cls: 3.0285, loss: 3.0285, grad_norm: 5.3429 2021-08-17 00:52:17,837 - mmaction - INFO - Epoch [9][1280/2640] lr: 1.000e-02, eta: 13:04:55, time: 0.424, data_time: 0.001, memory: 5694, top1_acc: 0.2867, top5_acc: 0.5664, loss_cls: 3.0347, loss: 3.0347, grad_norm: 5.2214 2021-08-17 00:52:26,299 - mmaction - INFO - Epoch [9][1300/2640] lr: 1.000e-02, eta: 13:04:46, time: 0.423, data_time: 0.000, memory: 5694, top1_acc: 0.2914, top5_acc: 0.5578, loss_cls: 3.0700, loss: 3.0700, grad_norm: 5.2267 2021-08-17 00:52:34,767 - mmaction - INFO - Epoch [9][1320/2640] lr: 1.000e-02, eta: 13:04:36, time: 0.423, data_time: 0.001, memory: 5694, top1_acc: 0.2734, top5_acc: 0.5617, loss_cls: 3.0663, loss: 3.0663, grad_norm: 5.3859 2021-08-17 00:52:43,237 - mmaction - INFO - Epoch [9][1340/2640] lr: 1.000e-02, eta: 13:04:27, time: 0.424, data_time: 0.000, memory: 5694, top1_acc: 0.2820, top5_acc: 0.5695, loss_cls: 2.9980, loss: 2.9980, grad_norm: 5.3244 2021-08-17 00:52:51,709 - mmaction - INFO - Epoch [9][1360/2640] lr: 1.000e-02, eta: 13:04:18, time: 0.423, data_time: 0.001, memory: 5694, top1_acc: 0.2805, top5_acc: 0.5727, loss_cls: 3.0468, loss: 3.0468, grad_norm: 5.4281 2021-08-17 00:53:00,156 - mmaction - INFO - Epoch [9][1380/2640] lr: 1.000e-02, eta: 13:04:09, time: 0.423, data_time: 0.001, memory: 5694, top1_acc: 0.2891, top5_acc: 0.5797, loss_cls: 3.0162, loss: 3.0162, grad_norm: 5.2479 2021-08-17 00:53:08,635 - mmaction - INFO - Epoch [9][1400/2640] lr: 1.000e-02, eta: 13:04:00, time: 0.424, data_time: 0.001, memory: 5694, top1_acc: 0.2672, top5_acc: 0.5445, loss_cls: 3.1268, loss: 3.1268, grad_norm: 5.4019 2021-08-17 00:53:17,087 - mmaction - INFO - Epoch [9][1420/2640] lr: 1.000e-02, eta: 13:03:50, time: 0.423, data_time: 0.000, memory: 5694, top1_acc: 0.2961, top5_acc: 0.5633, loss_cls: 3.0592, loss: 3.0592, grad_norm: 5.3794 2021-08-17 00:53:25,575 - mmaction - INFO - Epoch [9][1440/2640] lr: 1.000e-02, eta: 13:03:41, time: 0.424, data_time: 0.001, memory: 5694, top1_acc: 0.2875, top5_acc: 0.5617, loss_cls: 3.0552, loss: 3.0552, grad_norm: 5.5012 2021-08-17 00:53:34,038 - mmaction - INFO - Epoch [9][1460/2640] lr: 1.000e-02, eta: 13:03:32, time: 0.423, data_time: 0.001, memory: 5694, top1_acc: 0.2922, top5_acc: 0.5531, loss_cls: 3.0370, loss: 3.0370, grad_norm: 5.2337 2021-08-17 00:53:42,501 - mmaction - INFO - Epoch [9][1480/2640] lr: 1.000e-02, eta: 13:03:23, time: 0.423, data_time: 0.000, memory: 5694, top1_acc: 0.3117, top5_acc: 0.5695, loss_cls: 3.0194, loss: 3.0194, grad_norm: 5.3630 2021-08-17 00:53:50,984 - mmaction - INFO - Epoch [9][1500/2640] lr: 1.000e-02, eta: 13:03:14, time: 0.424, data_time: 0.001, memory: 5694, top1_acc: 0.2922, top5_acc: 0.5555, loss_cls: 3.0928, loss: 3.0928, grad_norm: 5.3628 2021-08-17 00:53:59,473 - mmaction - INFO - Epoch [9][1520/2640] lr: 1.000e-02, eta: 13:03:05, time: 0.424, data_time: 0.001, memory: 5694, top1_acc: 0.2742, top5_acc: 0.5539, loss_cls: 3.1244, loss: 3.1244, grad_norm: 5.3467 2021-08-17 00:54:07,964 - mmaction - INFO - Epoch [9][1540/2640] lr: 1.000e-02, eta: 13:02:55, time: 0.425, data_time: 0.001, memory: 5694, top1_acc: 0.3078, top5_acc: 0.5633, loss_cls: 3.0391, loss: 3.0391, grad_norm: 5.3210 2021-08-17 00:54:16,445 - mmaction - INFO - Epoch [9][1560/2640] lr: 1.000e-02, eta: 13:02:46, time: 0.424, data_time: 0.000, memory: 5694, top1_acc: 0.2805, top5_acc: 0.5547, loss_cls: 3.0647, loss: 3.0647, grad_norm: 5.3543 2021-08-17 00:54:24,932 - mmaction - INFO - Epoch [9][1580/2640] lr: 1.000e-02, eta: 13:02:37, time: 0.424, data_time: 0.000, memory: 5694, top1_acc: 0.2984, top5_acc: 0.5914, loss_cls: 2.9545, loss: 2.9545, grad_norm: 5.1923 2021-08-17 00:54:33,400 - mmaction - INFO - Epoch [9][1600/2640] lr: 1.000e-02, eta: 13:02:28, time: 0.423, data_time: 0.001, memory: 5694, top1_acc: 0.2586, top5_acc: 0.5312, loss_cls: 3.1725, loss: 3.1725, grad_norm: 5.2212 2021-08-17 00:54:41,878 - mmaction - INFO - Epoch [9][1620/2640] lr: 1.000e-02, eta: 13:02:19, time: 0.424, data_time: 0.001, memory: 5694, top1_acc: 0.2812, top5_acc: 0.5727, loss_cls: 3.0160, loss: 3.0160, grad_norm: 5.1923 2021-08-17 00:54:50,357 - mmaction - INFO - Epoch [9][1640/2640] lr: 1.000e-02, eta: 13:02:10, time: 0.424, data_time: 0.001, memory: 5694, top1_acc: 0.2758, top5_acc: 0.5523, loss_cls: 3.0818, loss: 3.0818, grad_norm: 5.3394 2021-08-17 00:54:58,864 - mmaction - INFO - Epoch [9][1660/2640] lr: 1.000e-02, eta: 13:02:01, time: 0.425, data_time: 0.000, memory: 5694, top1_acc: 0.2891, top5_acc: 0.5844, loss_cls: 3.0271, loss: 3.0271, grad_norm: 5.1374 2021-08-17 00:55:07,362 - mmaction - INFO - Epoch [9][1680/2640] lr: 1.000e-02, eta: 13:01:52, time: 0.425, data_time: 0.002, memory: 5694, top1_acc: 0.2914, top5_acc: 0.5703, loss_cls: 2.9843, loss: 2.9843, grad_norm: 5.2613 2021-08-17 00:55:15,831 - mmaction - INFO - Epoch [9][1700/2640] lr: 1.000e-02, eta: 13:01:43, time: 0.423, data_time: 0.000, memory: 5694, top1_acc: 0.3047, top5_acc: 0.6078, loss_cls: 2.9178, loss: 2.9178, grad_norm: 5.2054 2021-08-17 00:55:24,312 - mmaction - INFO - Epoch [9][1720/2640] lr: 1.000e-02, eta: 13:01:33, time: 0.424, data_time: 0.001, memory: 5694, top1_acc: 0.2812, top5_acc: 0.5914, loss_cls: 2.9792, loss: 2.9792, grad_norm: 5.3852 2021-08-17 00:55:32,778 - mmaction - INFO - Epoch [9][1740/2640] lr: 1.000e-02, eta: 13:01:24, time: 0.423, data_time: 0.001, memory: 5694, top1_acc: 0.2695, top5_acc: 0.5391, loss_cls: 3.1153, loss: 3.1153, grad_norm: 5.7001 2021-08-17 00:55:41,268 - mmaction - INFO - Epoch [9][1760/2640] lr: 1.000e-02, eta: 13:01:15, time: 0.424, data_time: 0.001, memory: 5694, top1_acc: 0.2945, top5_acc: 0.5813, loss_cls: 2.9936, loss: 2.9936, grad_norm: 5.2584 2021-08-17 00:55:49,730 - mmaction - INFO - Epoch [9][1780/2640] lr: 1.000e-02, eta: 13:01:06, time: 0.423, data_time: 0.001, memory: 5694, top1_acc: 0.2570, top5_acc: 0.5273, loss_cls: 3.1491, loss: 3.1491, grad_norm: 5.4453 2021-08-17 00:55:58,210 - mmaction - INFO - Epoch [9][1800/2640] lr: 1.000e-02, eta: 13:00:57, time: 0.424, data_time: 0.002, memory: 5694, top1_acc: 0.2570, top5_acc: 0.5477, loss_cls: 3.0873, loss: 3.0873, grad_norm: 5.1570 2021-08-17 00:56:06,686 - mmaction - INFO - Epoch [9][1820/2640] lr: 1.000e-02, eta: 13:00:48, time: 0.424, data_time: 0.001, memory: 5694, top1_acc: 0.2969, top5_acc: 0.5711, loss_cls: 3.0165, loss: 3.0165, grad_norm: 5.3190 2021-08-17 00:56:15,143 - mmaction - INFO - Epoch [9][1840/2640] lr: 1.000e-02, eta: 13:00:38, time: 0.423, data_time: 0.000, memory: 5694, top1_acc: 0.2656, top5_acc: 0.5672, loss_cls: 3.0459, loss: 3.0459, grad_norm: 5.2979 2021-08-17 00:56:23,641 - mmaction - INFO - Epoch [9][1860/2640] lr: 1.000e-02, eta: 13:00:29, time: 0.425, data_time: 0.001, memory: 5694, top1_acc: 0.2734, top5_acc: 0.5680, loss_cls: 3.0812, loss: 3.0812, grad_norm: 5.2670 2021-08-17 00:56:32,114 - mmaction - INFO - Epoch [9][1880/2640] lr: 1.000e-02, eta: 13:00:20, time: 0.423, data_time: 0.001, memory: 5694, top1_acc: 0.2859, top5_acc: 0.5703, loss_cls: 3.0016, loss: 3.0016, grad_norm: 5.1875 2021-08-17 00:56:40,598 - mmaction - INFO - Epoch [9][1900/2640] lr: 1.000e-02, eta: 13:00:11, time: 0.425, data_time: 0.001, memory: 5694, top1_acc: 0.2930, top5_acc: 0.5711, loss_cls: 3.0261, loss: 3.0261, grad_norm: 5.3636 2021-08-17 00:56:49,069 - mmaction - INFO - Epoch [9][1920/2640] lr: 1.000e-02, eta: 13:00:02, time: 0.424, data_time: 0.001, memory: 5694, top1_acc: 0.2875, top5_acc: 0.5547, loss_cls: 3.0393, loss: 3.0393, grad_norm: 5.1889 2021-08-17 00:56:57,549 - mmaction - INFO - Epoch [9][1940/2640] lr: 1.000e-02, eta: 12:59:53, time: 0.424, data_time: 0.000, memory: 5694, top1_acc: 0.2914, top5_acc: 0.5680, loss_cls: 3.0168, loss: 3.0168, grad_norm: 5.3967 2021-08-17 00:57:06,066 - mmaction - INFO - Epoch [9][1960/2640] lr: 1.000e-02, eta: 12:59:44, time: 0.426, data_time: 0.001, memory: 5694, top1_acc: 0.2789, top5_acc: 0.5563, loss_cls: 3.1003, loss: 3.1003, grad_norm: 5.3371 2021-08-17 00:57:14,532 - mmaction - INFO - Epoch [9][1980/2640] lr: 1.000e-02, eta: 12:59:35, time: 0.424, data_time: 0.001, memory: 5694, top1_acc: 0.2742, top5_acc: 0.5586, loss_cls: 3.0540, loss: 3.0540, grad_norm: 5.3795 2021-08-17 00:57:23,022 - mmaction - INFO - Epoch [9][2000/2640] lr: 1.000e-02, eta: 12:59:26, time: 0.424, data_time: 0.001, memory: 5694, top1_acc: 0.2805, top5_acc: 0.5539, loss_cls: 3.0347, loss: 3.0347, grad_norm: 5.1652 2021-08-17 00:57:31,497 - mmaction - INFO - Epoch [9][2020/2640] lr: 1.000e-02, eta: 12:59:17, time: 0.424, data_time: 0.001, memory: 5694, top1_acc: 0.2891, top5_acc: 0.5523, loss_cls: 3.0538, loss: 3.0538, grad_norm: 5.1717 2021-08-17 00:57:39,962 - mmaction - INFO - Epoch [9][2040/2640] lr: 1.000e-02, eta: 12:59:07, time: 0.423, data_time: 0.000, memory: 5694, top1_acc: 0.2773, top5_acc: 0.5711, loss_cls: 3.0674, loss: 3.0674, grad_norm: 5.1835 2021-08-17 00:57:48,448 - mmaction - INFO - Epoch [9][2060/2640] lr: 1.000e-02, eta: 12:58:58, time: 0.425, data_time: 0.002, memory: 5694, top1_acc: 0.2797, top5_acc: 0.5578, loss_cls: 3.0545, loss: 3.0545, grad_norm: 5.3633 2021-08-17 00:57:56,919 - mmaction - INFO - Epoch [9][2080/2640] lr: 1.000e-02, eta: 12:58:49, time: 0.423, data_time: 0.000, memory: 5694, top1_acc: 0.2859, top5_acc: 0.5734, loss_cls: 3.0503, loss: 3.0503, grad_norm: 5.3145 2021-08-17 00:58:05,393 - mmaction - INFO - Epoch [9][2100/2640] lr: 1.000e-02, eta: 12:58:40, time: 0.424, data_time: 0.001, memory: 5694, top1_acc: 0.2938, top5_acc: 0.5914, loss_cls: 2.9569, loss: 2.9569, grad_norm: 5.2277 2021-08-17 00:58:13,835 - mmaction - INFO - Epoch [9][2120/2640] lr: 1.000e-02, eta: 12:58:31, time: 0.422, data_time: 0.001, memory: 5694, top1_acc: 0.3008, top5_acc: 0.5742, loss_cls: 2.9615, loss: 2.9615, grad_norm: 5.1500 2021-08-17 00:58:22,288 - mmaction - INFO - Epoch [9][2140/2640] lr: 1.000e-02, eta: 12:58:22, time: 0.423, data_time: 0.001, memory: 5694, top1_acc: 0.2930, top5_acc: 0.5703, loss_cls: 3.0165, loss: 3.0165, grad_norm: 5.2308 2021-08-17 00:58:30,748 - mmaction - INFO - Epoch [9][2160/2640] lr: 1.000e-02, eta: 12:58:12, time: 0.423, data_time: 0.002, memory: 5694, top1_acc: 0.2773, top5_acc: 0.5672, loss_cls: 3.0196, loss: 3.0196, grad_norm: 5.2842 2021-08-17 00:58:39,193 - mmaction - INFO - Epoch [9][2180/2640] lr: 1.000e-02, eta: 12:58:03, time: 0.422, data_time: 0.001, memory: 5694, top1_acc: 0.2773, top5_acc: 0.5586, loss_cls: 3.0698, loss: 3.0698, grad_norm: 5.3245 2021-08-17 00:58:47,661 - mmaction - INFO - Epoch [9][2200/2640] lr: 1.000e-02, eta: 12:57:54, time: 0.423, data_time: 0.000, memory: 5694, top1_acc: 0.2820, top5_acc: 0.5609, loss_cls: 3.0808, loss: 3.0808, grad_norm: 5.5865 2021-08-17 00:58:56,093 - mmaction - INFO - Epoch [9][2220/2640] lr: 1.000e-02, eta: 12:57:45, time: 0.422, data_time: 0.000, memory: 5694, top1_acc: 0.3023, top5_acc: 0.5594, loss_cls: 3.0671, loss: 3.0671, grad_norm: 5.4260 2021-08-17 00:59:04,555 - mmaction - INFO - Epoch [9][2240/2640] lr: 1.000e-02, eta: 12:57:35, time: 0.423, data_time: 0.001, memory: 5694, top1_acc: 0.2836, top5_acc: 0.5766, loss_cls: 2.9723, loss: 2.9723, grad_norm: 5.3315 2021-08-17 00:59:13,022 - mmaction - INFO - Epoch [9][2260/2640] lr: 1.000e-02, eta: 12:57:26, time: 0.423, data_time: 0.001, memory: 5694, top1_acc: 0.2914, top5_acc: 0.5891, loss_cls: 3.0052, loss: 3.0052, grad_norm: 5.3639 2021-08-17 00:59:21,470 - mmaction - INFO - Epoch [9][2280/2640] lr: 1.000e-02, eta: 12:57:17, time: 0.422, data_time: 0.001, memory: 5694, top1_acc: 0.2758, top5_acc: 0.5570, loss_cls: 3.0695, loss: 3.0695, grad_norm: 5.3444 2021-08-17 00:59:29,903 - mmaction - INFO - Epoch [9][2300/2640] lr: 1.000e-02, eta: 12:57:08, time: 0.422, data_time: 0.001, memory: 5694, top1_acc: 0.2734, top5_acc: 0.5719, loss_cls: 2.9743, loss: 2.9743, grad_norm: 5.1480 2021-08-17 00:59:38,346 - mmaction - INFO - Epoch [9][2320/2640] lr: 1.000e-02, eta: 12:56:58, time: 0.422, data_time: 0.001, memory: 5694, top1_acc: 0.2938, top5_acc: 0.5828, loss_cls: 2.9574, loss: 2.9574, grad_norm: 5.1884 2021-08-17 00:59:46,780 - mmaction - INFO - Epoch [9][2340/2640] lr: 1.000e-02, eta: 12:56:49, time: 0.422, data_time: 0.001, memory: 5694, top1_acc: 0.2758, top5_acc: 0.5594, loss_cls: 3.0223, loss: 3.0223, grad_norm: 5.4156 2021-08-17 00:59:55,228 - mmaction - INFO - Epoch [9][2360/2640] lr: 1.000e-02, eta: 12:56:40, time: 0.422, data_time: 0.001, memory: 5694, top1_acc: 0.2977, top5_acc: 0.5844, loss_cls: 2.9191, loss: 2.9191, grad_norm: 5.2597 2021-08-17 01:00:03,687 - mmaction - INFO - Epoch [9][2380/2640] lr: 1.000e-02, eta: 12:56:31, time: 0.423, data_time: 0.001, memory: 5694, top1_acc: 0.2891, top5_acc: 0.5836, loss_cls: 3.0170, loss: 3.0170, grad_norm: 5.4491 2021-08-17 01:00:12,107 - mmaction - INFO - Epoch [9][2400/2640] lr: 1.000e-02, eta: 12:56:21, time: 0.421, data_time: 0.000, memory: 5694, top1_acc: 0.2922, top5_acc: 0.5703, loss_cls: 3.0101, loss: 3.0101, grad_norm: 5.3062 2021-08-17 01:00:20,554 - mmaction - INFO - Epoch [9][2420/2640] lr: 1.000e-02, eta: 12:56:12, time: 0.422, data_time: 0.001, memory: 5694, top1_acc: 0.2781, top5_acc: 0.5531, loss_cls: 3.0882, loss: 3.0882, grad_norm: 5.4425 2021-08-17 01:00:28,975 - mmaction - INFO - Epoch [9][2440/2640] lr: 1.000e-02, eta: 12:56:03, time: 0.421, data_time: 0.001, memory: 5694, top1_acc: 0.2977, top5_acc: 0.5594, loss_cls: 3.0776, loss: 3.0776, grad_norm: 5.2407 2021-08-17 01:00:37,422 - mmaction - INFO - Epoch [9][2460/2640] lr: 1.000e-02, eta: 12:55:54, time: 0.422, data_time: 0.001, memory: 5694, top1_acc: 0.2672, top5_acc: 0.5625, loss_cls: 3.0466, loss: 3.0466, grad_norm: 5.3949 2021-08-17 01:00:45,895 - mmaction - INFO - Epoch [9][2480/2640] lr: 1.000e-02, eta: 12:55:44, time: 0.424, data_time: 0.000, memory: 5694, top1_acc: 0.3047, top5_acc: 0.5680, loss_cls: 3.0522, loss: 3.0522, grad_norm: 5.1721 2021-08-17 01:00:54,314 - mmaction - INFO - Epoch [9][2500/2640] lr: 1.000e-02, eta: 12:55:35, time: 0.421, data_time: 0.000, memory: 5694, top1_acc: 0.2992, top5_acc: 0.5844, loss_cls: 3.0100, loss: 3.0100, grad_norm: 5.2269 2021-08-17 01:01:02,727 - mmaction - INFO - Epoch [9][2520/2640] lr: 1.000e-02, eta: 12:55:26, time: 0.421, data_time: 0.001, memory: 5694, top1_acc: 0.2820, top5_acc: 0.5523, loss_cls: 3.0968, loss: 3.0968, grad_norm: 5.2295 2021-08-17 01:01:11,133 - mmaction - INFO - Epoch [9][2540/2640] lr: 1.000e-02, eta: 12:55:16, time: 0.420, data_time: 0.000, memory: 5694, top1_acc: 0.2805, top5_acc: 0.5609, loss_cls: 3.1024, loss: 3.1024, grad_norm: 5.4112 2021-08-17 01:01:19,566 - mmaction - INFO - Epoch [9][2560/2640] lr: 1.000e-02, eta: 12:55:07, time: 0.422, data_time: 0.001, memory: 5694, top1_acc: 0.2523, top5_acc: 0.5742, loss_cls: 3.0991, loss: 3.0991, grad_norm: 5.2355 2021-08-17 01:01:27,958 - mmaction - INFO - Epoch [9][2580/2640] lr: 1.000e-02, eta: 12:54:57, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.2695, top5_acc: 0.5711, loss_cls: 3.0453, loss: 3.0453, grad_norm: 5.2410 2021-08-17 01:01:36,412 - mmaction - INFO - Epoch [9][2600/2640] lr: 1.000e-02, eta: 12:54:48, time: 0.423, data_time: 0.001, memory: 5694, top1_acc: 0.2906, top5_acc: 0.5750, loss_cls: 3.0114, loss: 3.0114, grad_norm: 5.3103 2021-08-17 01:01:44,791 - mmaction - INFO - Epoch [9][2620/2640] lr: 1.000e-02, eta: 12:54:39, time: 0.419, data_time: 0.000, memory: 5694, top1_acc: 0.2852, top5_acc: 0.5578, loss_cls: 3.0579, loss: 3.0579, grad_norm: 5.2307 2021-08-17 01:01:52,976 - mmaction - INFO - Epoch [9][2640/2640] lr: 1.000e-02, eta: 12:54:28, time: 0.409, data_time: 0.002, memory: 5694, top1_acc: 0.2823, top5_acc: 0.5694, loss_cls: 3.0580, loss: 3.0580, grad_norm: 5.3134 2021-08-17 01:01:54,185 - mmaction - INFO - Saving checkpoint at 9 epochs 2021-08-17 01:02:34,471 - mmaction - INFO - Epoch [10][20/2640] lr: 1.000e-02, eta: 12:56:40, time: 1.968, data_time: 1.567, memory: 5694, top1_acc: 0.3086, top5_acc: 0.5891, loss_cls: 2.9340, loss: 2.9340, grad_norm: 5.2447 2021-08-17 01:02:42,455 - mmaction - INFO - Epoch [10][40/2640] lr: 1.000e-02, eta: 12:56:28, time: 0.399, data_time: 0.002, memory: 5694, top1_acc: 0.3078, top5_acc: 0.5680, loss_cls: 2.9759, loss: 2.9759, grad_norm: 5.3024 2021-08-17 01:02:50,448 - mmaction - INFO - Epoch [10][60/2640] lr: 1.000e-02, eta: 12:56:17, time: 0.400, data_time: 0.001, memory: 5694, top1_acc: 0.2797, top5_acc: 0.5734, loss_cls: 2.9755, loss: 2.9755, grad_norm: 5.2409 2021-08-17 01:02:58,512 - mmaction - INFO - Epoch [10][80/2640] lr: 1.000e-02, eta: 12:56:06, time: 0.403, data_time: 0.001, memory: 5694, top1_acc: 0.3070, top5_acc: 0.5844, loss_cls: 2.8858, loss: 2.8858, grad_norm: 5.2292 2021-08-17 01:03:06,643 - mmaction - INFO - Epoch [10][100/2640] lr: 1.000e-02, eta: 12:55:55, time: 0.407, data_time: 0.000, memory: 5694, top1_acc: 0.2883, top5_acc: 0.5602, loss_cls: 3.0320, loss: 3.0320, grad_norm: 5.7295 2021-08-17 01:03:14,933 - mmaction - INFO - Epoch [10][120/2640] lr: 1.000e-02, eta: 12:55:45, time: 0.414, data_time: 0.001, memory: 5694, top1_acc: 0.3117, top5_acc: 0.5945, loss_cls: 2.9275, loss: 2.9275, grad_norm: 5.5668 2021-08-17 01:03:23,300 - mmaction - INFO - Epoch [10][140/2640] lr: 1.000e-02, eta: 12:55:35, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.2789, top5_acc: 0.5797, loss_cls: 2.9776, loss: 2.9776, grad_norm: 5.2886 2021-08-17 01:03:31,713 - mmaction - INFO - Epoch [10][160/2640] lr: 1.000e-02, eta: 12:55:26, time: 0.420, data_time: 0.000, memory: 5694, top1_acc: 0.2812, top5_acc: 0.5633, loss_cls: 3.0434, loss: 3.0434, grad_norm: 5.3601 2021-08-17 01:03:40,089 - mmaction - INFO - Epoch [10][180/2640] lr: 1.000e-02, eta: 12:55:16, time: 0.420, data_time: 0.002, memory: 5694, top1_acc: 0.3016, top5_acc: 0.5914, loss_cls: 2.9501, loss: 2.9501, grad_norm: 5.5998 2021-08-17 01:03:48,444 - mmaction - INFO - Epoch [10][200/2640] lr: 1.000e-02, eta: 12:55:06, time: 0.418, data_time: 0.000, memory: 5694, top1_acc: 0.2961, top5_acc: 0.5648, loss_cls: 3.0124, loss: 3.0124, grad_norm: 5.3123 2021-08-17 01:03:56,793 - mmaction - INFO - Epoch [10][220/2640] lr: 1.000e-02, eta: 12:54:57, time: 0.418, data_time: 0.000, memory: 5694, top1_acc: 0.2891, top5_acc: 0.5727, loss_cls: 2.9937, loss: 2.9937, grad_norm: 5.3724 2021-08-17 01:04:05,152 - mmaction - INFO - Epoch [10][240/2640] lr: 1.000e-02, eta: 12:54:47, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.2805, top5_acc: 0.5578, loss_cls: 3.0241, loss: 3.0241, grad_norm: 5.2849 2021-08-17 01:04:13,515 - mmaction - INFO - Epoch [10][260/2640] lr: 1.000e-02, eta: 12:54:37, time: 0.418, data_time: 0.000, memory: 5694, top1_acc: 0.2953, top5_acc: 0.5797, loss_cls: 2.9761, loss: 2.9761, grad_norm: 5.2200 2021-08-17 01:04:21,904 - mmaction - INFO - Epoch [10][280/2640] lr: 1.000e-02, eta: 12:54:28, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.2969, top5_acc: 0.5953, loss_cls: 2.9099, loss: 2.9099, grad_norm: 5.3627 2021-08-17 01:04:30,256 - mmaction - INFO - Epoch [10][300/2640] lr: 1.000e-02, eta: 12:54:18, time: 0.418, data_time: 0.000, memory: 5694, top1_acc: 0.3305, top5_acc: 0.5984, loss_cls: 2.8905, loss: 2.8905, grad_norm: 5.2706 2021-08-17 01:04:38,641 - mmaction - INFO - Epoch [10][320/2640] lr: 1.000e-02, eta: 12:54:08, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.3141, top5_acc: 0.5867, loss_cls: 2.9198, loss: 2.9198, grad_norm: 5.3559 2021-08-17 01:04:47,022 - mmaction - INFO - Epoch [10][340/2640] lr: 1.000e-02, eta: 12:53:59, time: 0.419, data_time: 0.000, memory: 5694, top1_acc: 0.2742, top5_acc: 0.5797, loss_cls: 2.9929, loss: 2.9929, grad_norm: 5.4742 2021-08-17 01:04:55,432 - mmaction - INFO - Epoch [10][360/2640] lr: 1.000e-02, eta: 12:53:49, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.2867, top5_acc: 0.5781, loss_cls: 2.9559, loss: 2.9559, grad_norm: 5.4053 2021-08-17 01:05:03,841 - mmaction - INFO - Epoch [10][380/2640] lr: 1.000e-02, eta: 12:53:40, time: 0.421, data_time: 0.000, memory: 5694, top1_acc: 0.3047, top5_acc: 0.5797, loss_cls: 2.9476, loss: 2.9476, grad_norm: 5.3934 2021-08-17 01:05:12,238 - mmaction - INFO - Epoch [10][400/2640] lr: 1.000e-02, eta: 12:53:30, time: 0.420, data_time: 0.002, memory: 5694, top1_acc: 0.2906, top5_acc: 0.5734, loss_cls: 2.9971, loss: 2.9971, grad_norm: 5.5086 2021-08-17 01:05:20,640 - mmaction - INFO - Epoch [10][420/2640] lr: 1.000e-02, eta: 12:53:20, time: 0.420, data_time: 0.000, memory: 5694, top1_acc: 0.2906, top5_acc: 0.5891, loss_cls: 2.9883, loss: 2.9883, grad_norm: 5.6350 2021-08-17 01:05:29,080 - mmaction - INFO - Epoch [10][440/2640] lr: 1.000e-02, eta: 12:53:11, time: 0.422, data_time: 0.001, memory: 5694, top1_acc: 0.2898, top5_acc: 0.5687, loss_cls: 2.9864, loss: 2.9864, grad_norm: 5.3740 2021-08-17 01:05:37,494 - mmaction - INFO - Epoch [10][460/2640] lr: 1.000e-02, eta: 12:53:02, time: 0.421, data_time: 0.001, memory: 5694, top1_acc: 0.3000, top5_acc: 0.5898, loss_cls: 2.9218, loss: 2.9218, grad_norm: 5.3241 2021-08-17 01:05:45,910 - mmaction - INFO - Epoch [10][480/2640] lr: 1.000e-02, eta: 12:52:52, time: 0.421, data_time: 0.002, memory: 5694, top1_acc: 0.2914, top5_acc: 0.5914, loss_cls: 2.9899, loss: 2.9899, grad_norm: 5.3093 2021-08-17 01:05:54,341 - mmaction - INFO - Epoch [10][500/2640] lr: 1.000e-02, eta: 12:52:43, time: 0.422, data_time: 0.001, memory: 5694, top1_acc: 0.3023, top5_acc: 0.5813, loss_cls: 2.9742, loss: 2.9742, grad_norm: 5.2896 2021-08-17 01:06:02,770 - mmaction - INFO - Epoch [10][520/2640] lr: 1.000e-02, eta: 12:52:33, time: 0.421, data_time: 0.000, memory: 5694, top1_acc: 0.2977, top5_acc: 0.5633, loss_cls: 3.0296, loss: 3.0296, grad_norm: 5.4506 2021-08-17 01:06:11,182 - mmaction - INFO - Epoch [10][540/2640] lr: 1.000e-02, eta: 12:52:24, time: 0.421, data_time: 0.001, memory: 5694, top1_acc: 0.2906, top5_acc: 0.5742, loss_cls: 3.0075, loss: 3.0075, grad_norm: 5.3847 2021-08-17 01:06:19,607 - mmaction - INFO - Epoch [10][560/2640] lr: 1.000e-02, eta: 12:52:15, time: 0.421, data_time: 0.000, memory: 5694, top1_acc: 0.2852, top5_acc: 0.5711, loss_cls: 2.9971, loss: 2.9971, grad_norm: 5.3354 2021-08-17 01:06:28,033 - mmaction - INFO - Epoch [10][580/2640] lr: 1.000e-02, eta: 12:52:05, time: 0.421, data_time: 0.001, memory: 5694, top1_acc: 0.2844, top5_acc: 0.5617, loss_cls: 3.0725, loss: 3.0725, grad_norm: 5.4591 2021-08-17 01:06:36,461 - mmaction - INFO - Epoch [10][600/2640] lr: 1.000e-02, eta: 12:51:56, time: 0.421, data_time: 0.001, memory: 5694, top1_acc: 0.3133, top5_acc: 0.5758, loss_cls: 2.9380, loss: 2.9380, grad_norm: 5.2640 2021-08-17 01:06:44,894 - mmaction - INFO - Epoch [10][620/2640] lr: 1.000e-02, eta: 12:51:46, time: 0.422, data_time: 0.001, memory: 5694, top1_acc: 0.2766, top5_acc: 0.5750, loss_cls: 3.0038, loss: 3.0038, grad_norm: 5.4210 2021-08-17 01:06:53,335 - mmaction - INFO - Epoch [10][640/2640] lr: 1.000e-02, eta: 12:51:37, time: 0.422, data_time: 0.001, memory: 5694, top1_acc: 0.2953, top5_acc: 0.6031, loss_cls: 2.9035, loss: 2.9035, grad_norm: 5.3223 2021-08-17 01:07:01,762 - mmaction - INFO - Epoch [10][660/2640] lr: 1.000e-02, eta: 12:51:28, time: 0.421, data_time: 0.000, memory: 5694, top1_acc: 0.3203, top5_acc: 0.6031, loss_cls: 2.8646, loss: 2.8646, grad_norm: 5.3800 2021-08-17 01:07:10,194 - mmaction - INFO - Epoch [10][680/2640] lr: 1.000e-02, eta: 12:51:18, time: 0.422, data_time: 0.001, memory: 5694, top1_acc: 0.2672, top5_acc: 0.5664, loss_cls: 3.0581, loss: 3.0581, grad_norm: 5.5143 2021-08-17 01:07:18,614 - mmaction - INFO - Epoch [10][700/2640] lr: 1.000e-02, eta: 12:51:09, time: 0.421, data_time: 0.001, memory: 5694, top1_acc: 0.3023, top5_acc: 0.5875, loss_cls: 2.8990, loss: 2.8990, grad_norm: 5.3006 2021-08-17 01:07:27,058 - mmaction - INFO - Epoch [10][720/2640] lr: 1.000e-02, eta: 12:51:00, time: 0.422, data_time: 0.001, memory: 5694, top1_acc: 0.3055, top5_acc: 0.5914, loss_cls: 2.9785, loss: 2.9785, grad_norm: 5.5474 2021-08-17 01:07:35,483 - mmaction - INFO - Epoch [10][740/2640] lr: 1.000e-02, eta: 12:50:50, time: 0.421, data_time: 0.000, memory: 5694, top1_acc: 0.2984, top5_acc: 0.5773, loss_cls: 2.9843, loss: 2.9843, grad_norm: 5.4062 2021-08-17 01:07:43,920 - mmaction - INFO - Epoch [10][760/2640] lr: 1.000e-02, eta: 12:50:41, time: 0.422, data_time: 0.001, memory: 5694, top1_acc: 0.2773, top5_acc: 0.5703, loss_cls: 3.0502, loss: 3.0502, grad_norm: 5.4296 2021-08-17 01:07:52,363 - mmaction - INFO - Epoch [10][780/2640] lr: 1.000e-02, eta: 12:50:32, time: 0.422, data_time: 0.001, memory: 5694, top1_acc: 0.3133, top5_acc: 0.5844, loss_cls: 2.9687, loss: 2.9687, grad_norm: 5.3249 2021-08-17 01:08:00,811 - mmaction - INFO - Epoch [10][800/2640] lr: 1.000e-02, eta: 12:50:22, time: 0.422, data_time: 0.000, memory: 5694, top1_acc: 0.3055, top5_acc: 0.5898, loss_cls: 3.0113, loss: 3.0113, grad_norm: 5.4007 2021-08-17 01:08:09,269 - mmaction - INFO - Epoch [10][820/2640] lr: 1.000e-02, eta: 12:50:13, time: 0.423, data_time: 0.001, memory: 5694, top1_acc: 0.2945, top5_acc: 0.5617, loss_cls: 2.9927, loss: 2.9927, grad_norm: 5.3601 2021-08-17 01:08:17,709 - mmaction - INFO - Epoch [10][840/2640] lr: 1.000e-02, eta: 12:50:04, time: 0.422, data_time: 0.000, memory: 5694, top1_acc: 0.3055, top5_acc: 0.5719, loss_cls: 2.9896, loss: 2.9896, grad_norm: 5.3268 2021-08-17 01:08:26,158 - mmaction - INFO - Epoch [10][860/2640] lr: 1.000e-02, eta: 12:49:54, time: 0.422, data_time: 0.001, memory: 5694, top1_acc: 0.2969, top5_acc: 0.5820, loss_cls: 2.9431, loss: 2.9431, grad_norm: 5.2402 2021-08-17 01:08:34,608 - mmaction - INFO - Epoch [10][880/2640] lr: 1.000e-02, eta: 12:49:45, time: 0.422, data_time: 0.001, memory: 5694, top1_acc: 0.2836, top5_acc: 0.5836, loss_cls: 2.9757, loss: 2.9757, grad_norm: 5.3741 2021-08-17 01:08:43,024 - mmaction - INFO - Epoch [10][900/2640] lr: 1.000e-02, eta: 12:49:36, time: 0.421, data_time: 0.001, memory: 5694, top1_acc: 0.2719, top5_acc: 0.5625, loss_cls: 3.0369, loss: 3.0369, grad_norm: 5.5695 2021-08-17 01:08:51,461 - mmaction - INFO - Epoch [10][920/2640] lr: 1.000e-02, eta: 12:49:26, time: 0.422, data_time: 0.000, memory: 5694, top1_acc: 0.3086, top5_acc: 0.5719, loss_cls: 2.9247, loss: 2.9247, grad_norm: 5.2083 2021-08-17 01:08:59,931 - mmaction - INFO - Epoch [10][940/2640] lr: 1.000e-02, eta: 12:49:17, time: 0.423, data_time: 0.000, memory: 5694, top1_acc: 0.2906, top5_acc: 0.5750, loss_cls: 2.9636, loss: 2.9636, grad_norm: 5.4126 2021-08-17 01:09:08,370 - mmaction - INFO - Epoch [10][960/2640] lr: 1.000e-02, eta: 12:49:08, time: 0.422, data_time: 0.001, memory: 5694, top1_acc: 0.2914, top5_acc: 0.5750, loss_cls: 2.9891, loss: 2.9891, grad_norm: 5.3255 2021-08-17 01:09:16,835 - mmaction - INFO - Epoch [10][980/2640] lr: 1.000e-02, eta: 12:48:59, time: 0.423, data_time: 0.000, memory: 5694, top1_acc: 0.3187, top5_acc: 0.5945, loss_cls: 2.9352, loss: 2.9352, grad_norm: 5.3544 2021-08-17 01:09:25,283 - mmaction - INFO - Epoch [10][1000/2640] lr: 1.000e-02, eta: 12:48:49, time: 0.422, data_time: 0.002, memory: 5694, top1_acc: 0.2883, top5_acc: 0.5773, loss_cls: 3.0024, loss: 3.0024, grad_norm: 5.3929 2021-08-17 01:09:33,729 - mmaction - INFO - Epoch [10][1020/2640] lr: 1.000e-02, eta: 12:48:40, time: 0.422, data_time: 0.001, memory: 5694, top1_acc: 0.2867, top5_acc: 0.5656, loss_cls: 3.0852, loss: 3.0852, grad_norm: 5.2685 2021-08-17 01:09:42,174 - mmaction - INFO - Epoch [10][1040/2640] lr: 1.000e-02, eta: 12:48:31, time: 0.422, data_time: 0.001, memory: 5694, top1_acc: 0.2828, top5_acc: 0.5742, loss_cls: 2.9969, loss: 2.9969, grad_norm: 5.2632 2021-08-17 01:09:50,640 - mmaction - INFO - Epoch [10][1060/2640] lr: 1.000e-02, eta: 12:48:22, time: 0.423, data_time: 0.000, memory: 5694, top1_acc: 0.2812, top5_acc: 0.5945, loss_cls: 2.9831, loss: 2.9831, grad_norm: 5.4930 2021-08-17 01:09:59,081 - mmaction - INFO - Epoch [10][1080/2640] lr: 1.000e-02, eta: 12:48:12, time: 0.422, data_time: 0.000, memory: 5694, top1_acc: 0.3109, top5_acc: 0.5961, loss_cls: 2.8634, loss: 2.8634, grad_norm: 5.2952 2021-08-17 01:10:07,535 - mmaction - INFO - Epoch [10][1100/2640] lr: 1.000e-02, eta: 12:48:03, time: 0.423, data_time: 0.001, memory: 5694, top1_acc: 0.2922, top5_acc: 0.5633, loss_cls: 2.9874, loss: 2.9874, grad_norm: 5.6270 2021-08-17 01:10:15,988 - mmaction - INFO - Epoch [10][1120/2640] lr: 1.000e-02, eta: 12:47:54, time: 0.423, data_time: 0.000, memory: 5694, top1_acc: 0.2914, top5_acc: 0.5898, loss_cls: 2.9823, loss: 2.9823, grad_norm: 5.4587 2021-08-17 01:10:24,481 - mmaction - INFO - Epoch [10][1140/2640] lr: 1.000e-02, eta: 12:47:45, time: 0.425, data_time: 0.001, memory: 5694, top1_acc: 0.2766, top5_acc: 0.5711, loss_cls: 3.0288, loss: 3.0288, grad_norm: 5.3010 2021-08-17 01:10:32,932 - mmaction - INFO - Epoch [10][1160/2640] lr: 1.000e-02, eta: 12:47:35, time: 0.423, data_time: 0.001, memory: 5694, top1_acc: 0.2766, top5_acc: 0.5797, loss_cls: 3.0023, loss: 3.0023, grad_norm: 5.6103 2021-08-17 01:10:41,397 - mmaction - INFO - Epoch [10][1180/2640] lr: 1.000e-02, eta: 12:47:26, time: 0.423, data_time: 0.001, memory: 5694, top1_acc: 0.2969, top5_acc: 0.5742, loss_cls: 2.9871, loss: 2.9871, grad_norm: 5.2493 2021-08-17 01:10:49,886 - mmaction - INFO - Epoch [10][1200/2640] lr: 1.000e-02, eta: 12:47:17, time: 0.424, data_time: 0.000, memory: 5694, top1_acc: 0.2641, top5_acc: 0.5570, loss_cls: 3.0686, loss: 3.0686, grad_norm: 5.4808 2021-08-17 01:10:58,358 - mmaction - INFO - Epoch [10][1220/2640] lr: 1.000e-02, eta: 12:47:08, time: 0.424, data_time: 0.001, memory: 5694, top1_acc: 0.2836, top5_acc: 0.5680, loss_cls: 3.0140, loss: 3.0140, grad_norm: 5.3442 2021-08-17 01:11:06,834 - mmaction - INFO - Epoch [10][1240/2640] lr: 1.000e-02, eta: 12:46:59, time: 0.424, data_time: 0.001, memory: 5694, top1_acc: 0.2992, top5_acc: 0.5930, loss_cls: 2.8743, loss: 2.8743, grad_norm: 5.4098 2021-08-17 01:11:15,331 - mmaction - INFO - Epoch [10][1260/2640] lr: 1.000e-02, eta: 12:46:50, time: 0.425, data_time: 0.001, memory: 5694, top1_acc: 0.2977, top5_acc: 0.5727, loss_cls: 2.9689, loss: 2.9689, grad_norm: 5.4575 2021-08-17 01:11:23,832 - mmaction - INFO - Epoch [10][1280/2640] lr: 1.000e-02, eta: 12:46:41, time: 0.425, data_time: 0.000, memory: 5694, top1_acc: 0.2828, top5_acc: 0.5680, loss_cls: 3.0134, loss: 3.0134, grad_norm: 5.3881 2021-08-17 01:11:32,328 - mmaction - INFO - Epoch [10][1300/2640] lr: 1.000e-02, eta: 12:46:32, time: 0.425, data_time: 0.001, memory: 5694, top1_acc: 0.3164, top5_acc: 0.5906, loss_cls: 2.9235, loss: 2.9235, grad_norm: 5.3451 2021-08-17 01:11:40,801 - mmaction - INFO - Epoch [10][1320/2640] lr: 1.000e-02, eta: 12:46:23, time: 0.424, data_time: 0.000, memory: 5694, top1_acc: 0.3000, top5_acc: 0.5945, loss_cls: 2.9316, loss: 2.9316, grad_norm: 5.5379 2021-08-17 01:11:49,334 - mmaction - INFO - Epoch [10][1340/2640] lr: 1.000e-02, eta: 12:46:14, time: 0.427, data_time: 0.001, memory: 5694, top1_acc: 0.2828, top5_acc: 0.5883, loss_cls: 2.9595, loss: 2.9595, grad_norm: 5.5431 2021-08-17 01:11:57,802 - mmaction - INFO - Epoch [10][1360/2640] lr: 1.000e-02, eta: 12:46:05, time: 0.423, data_time: 0.000, memory: 5694, top1_acc: 0.3016, top5_acc: 0.5711, loss_cls: 3.0294, loss: 3.0294, grad_norm: 5.4874 2021-08-17 01:12:06,263 - mmaction - INFO - Epoch [10][1380/2640] lr: 1.000e-02, eta: 12:45:55, time: 0.423, data_time: 0.001, memory: 5694, top1_acc: 0.2945, top5_acc: 0.5836, loss_cls: 2.9855, loss: 2.9855, grad_norm: 5.5005 2021-08-17 01:12:14,729 - mmaction - INFO - Epoch [10][1400/2640] lr: 1.000e-02, eta: 12:45:46, time: 0.423, data_time: 0.001, memory: 5694, top1_acc: 0.2922, top5_acc: 0.5695, loss_cls: 3.0516, loss: 3.0516, grad_norm: 5.3218 2021-08-17 01:12:23,207 - mmaction - INFO - Epoch [10][1420/2640] lr: 1.000e-02, eta: 12:45:37, time: 0.424, data_time: 0.002, memory: 5694, top1_acc: 0.2773, top5_acc: 0.5820, loss_cls: 3.0332, loss: 3.0332, grad_norm: 5.3936 2021-08-17 01:12:31,651 - mmaction - INFO - Epoch [10][1440/2640] lr: 1.000e-02, eta: 12:45:28, time: 0.422, data_time: 0.000, memory: 5694, top1_acc: 0.2883, top5_acc: 0.5750, loss_cls: 2.9683, loss: 2.9683, grad_norm: 5.2973 2021-08-17 01:12:40,106 - mmaction - INFO - Epoch [10][1460/2640] lr: 1.000e-02, eta: 12:45:19, time: 0.423, data_time: 0.001, memory: 5694, top1_acc: 0.2977, top5_acc: 0.5789, loss_cls: 2.9387, loss: 2.9387, grad_norm: 5.2750 2021-08-17 01:12:48,581 - mmaction - INFO - Epoch [10][1480/2640] lr: 1.000e-02, eta: 12:45:09, time: 0.424, data_time: 0.001, memory: 5694, top1_acc: 0.3016, top5_acc: 0.5758, loss_cls: 3.0123, loss: 3.0123, grad_norm: 5.3574 2021-08-17 01:12:57,058 - mmaction - INFO - Epoch [10][1500/2640] lr: 1.000e-02, eta: 12:45:00, time: 0.424, data_time: 0.000, memory: 5694, top1_acc: 0.2938, top5_acc: 0.5711, loss_cls: 2.9998, loss: 2.9998, grad_norm: 5.5114 2021-08-17 01:13:05,545 - mmaction - INFO - Epoch [10][1520/2640] lr: 1.000e-02, eta: 12:44:51, time: 0.425, data_time: 0.001, memory: 5694, top1_acc: 0.2969, top5_acc: 0.5664, loss_cls: 2.9951, loss: 2.9951, grad_norm: 5.2266 2021-08-17 01:13:14,017 - mmaction - INFO - Epoch [10][1540/2640] lr: 1.000e-02, eta: 12:44:42, time: 0.424, data_time: 0.000, memory: 5694, top1_acc: 0.2945, top5_acc: 0.5875, loss_cls: 2.9453, loss: 2.9453, grad_norm: 5.5972 2021-08-17 01:13:22,471 - mmaction - INFO - Epoch [10][1560/2640] lr: 1.000e-02, eta: 12:44:33, time: 0.423, data_time: 0.001, memory: 5694, top1_acc: 0.2797, top5_acc: 0.5492, loss_cls: 3.0941, loss: 3.0941, grad_norm: 5.4033 2021-08-17 01:13:30,949 - mmaction - INFO - Epoch [10][1580/2640] lr: 1.000e-02, eta: 12:44:24, time: 0.424, data_time: 0.001, memory: 5694, top1_acc: 0.2773, top5_acc: 0.5781, loss_cls: 3.0187, loss: 3.0187, grad_norm: 5.3230 2021-08-17 01:13:39,385 - mmaction - INFO - Epoch [10][1600/2640] lr: 1.000e-02, eta: 12:44:14, time: 0.422, data_time: 0.001, memory: 5694, top1_acc: 0.2812, top5_acc: 0.5781, loss_cls: 3.0443, loss: 3.0443, grad_norm: 5.5216 2021-08-17 01:13:47,871 - mmaction - INFO - Epoch [10][1620/2640] lr: 1.000e-02, eta: 12:44:05, time: 0.424, data_time: 0.001, memory: 5694, top1_acc: 0.2555, top5_acc: 0.5570, loss_cls: 3.1081, loss: 3.1081, grad_norm: 5.2681 2021-08-17 01:13:56,315 - mmaction - INFO - Epoch [10][1640/2640] lr: 1.000e-02, eta: 12:43:56, time: 0.422, data_time: 0.000, memory: 5694, top1_acc: 0.3031, top5_acc: 0.5977, loss_cls: 2.9144, loss: 2.9144, grad_norm: 5.1221 2021-08-17 01:14:04,820 - mmaction - INFO - Epoch [10][1660/2640] lr: 1.000e-02, eta: 12:43:47, time: 0.425, data_time: 0.001, memory: 5694, top1_acc: 0.3148, top5_acc: 0.5922, loss_cls: 2.9244, loss: 2.9244, grad_norm: 5.3426 2021-08-17 01:14:13,288 - mmaction - INFO - Epoch [10][1680/2640] lr: 1.000e-02, eta: 12:43:38, time: 0.423, data_time: 0.000, memory: 5694, top1_acc: 0.3031, top5_acc: 0.5734, loss_cls: 2.9562, loss: 2.9562, grad_norm: 5.2486 2021-08-17 01:14:21,747 - mmaction - INFO - Epoch [10][1700/2640] lr: 1.000e-02, eta: 12:43:29, time: 0.423, data_time: 0.001, memory: 5694, top1_acc: 0.2875, top5_acc: 0.5570, loss_cls: 3.0673, loss: 3.0673, grad_norm: 5.4251 2021-08-17 01:14:30,224 - mmaction - INFO - Epoch [10][1720/2640] lr: 1.000e-02, eta: 12:43:20, time: 0.424, data_time: 0.000, memory: 5694, top1_acc: 0.2859, top5_acc: 0.5852, loss_cls: 2.9639, loss: 2.9639, grad_norm: 5.3086 2021-08-17 01:14:38,685 - mmaction - INFO - Epoch [10][1740/2640] lr: 1.000e-02, eta: 12:43:11, time: 0.423, data_time: 0.001, memory: 5694, top1_acc: 0.2852, top5_acc: 0.5625, loss_cls: 3.0232, loss: 3.0232, grad_norm: 5.2616 2021-08-17 01:14:47,188 - mmaction - INFO - Epoch [10][1760/2640] lr: 1.000e-02, eta: 12:43:02, time: 0.425, data_time: 0.000, memory: 5694, top1_acc: 0.2734, top5_acc: 0.5758, loss_cls: 3.0122, loss: 3.0122, grad_norm: 5.3614 2021-08-17 01:14:55,678 - mmaction - INFO - Epoch [10][1780/2640] lr: 1.000e-02, eta: 12:42:52, time: 0.424, data_time: 0.000, memory: 5694, top1_acc: 0.2781, top5_acc: 0.5734, loss_cls: 2.9924, loss: 2.9924, grad_norm: 5.3260 2021-08-17 01:15:04,165 - mmaction - INFO - Epoch [10][1800/2640] lr: 1.000e-02, eta: 12:42:43, time: 0.424, data_time: 0.001, memory: 5694, top1_acc: 0.3141, top5_acc: 0.5891, loss_cls: 2.9020, loss: 2.9020, grad_norm: 5.4071 2021-08-17 01:15:12,665 - mmaction - INFO - Epoch [10][1820/2640] lr: 1.000e-02, eta: 12:42:34, time: 0.425, data_time: 0.000, memory: 5694, top1_acc: 0.2828, top5_acc: 0.5617, loss_cls: 3.0519, loss: 3.0519, grad_norm: 5.4315 2021-08-17 01:15:21,140 - mmaction - INFO - Epoch [10][1840/2640] lr: 1.000e-02, eta: 12:42:25, time: 0.423, data_time: 0.000, memory: 5694, top1_acc: 0.3063, top5_acc: 0.5750, loss_cls: 2.9584, loss: 2.9584, grad_norm: 5.2241 2021-08-17 01:15:29,682 - mmaction - INFO - Epoch [10][1860/2640] lr: 1.000e-02, eta: 12:42:16, time: 0.427, data_time: 0.001, memory: 5694, top1_acc: 0.2836, top5_acc: 0.5617, loss_cls: 3.0384, loss: 3.0384, grad_norm: 5.3421 2021-08-17 01:15:38,177 - mmaction - INFO - Epoch [10][1880/2640] lr: 1.000e-02, eta: 12:42:07, time: 0.425, data_time: 0.000, memory: 5694, top1_acc: 0.2930, top5_acc: 0.6016, loss_cls: 2.9262, loss: 2.9262, grad_norm: 5.3303 2021-08-17 01:15:46,678 - mmaction - INFO - Epoch [10][1900/2640] lr: 1.000e-02, eta: 12:41:58, time: 0.425, data_time: 0.000, memory: 5694, top1_acc: 0.2781, top5_acc: 0.5703, loss_cls: 3.0372, loss: 3.0372, grad_norm: 5.4351 2021-08-17 01:15:55,167 - mmaction - INFO - Epoch [10][1920/2640] lr: 1.000e-02, eta: 12:41:49, time: 0.424, data_time: 0.001, memory: 5694, top1_acc: 0.3063, top5_acc: 0.5859, loss_cls: 2.9191, loss: 2.9191, grad_norm: 5.2682 2021-08-17 01:16:03,664 - mmaction - INFO - Epoch [10][1940/2640] lr: 1.000e-02, eta: 12:41:40, time: 0.425, data_time: 0.000, memory: 5694, top1_acc: 0.2836, top5_acc: 0.5781, loss_cls: 2.9929, loss: 2.9929, grad_norm: 5.3324 2021-08-17 01:16:12,189 - mmaction - INFO - Epoch [10][1960/2640] lr: 1.000e-02, eta: 12:41:31, time: 0.426, data_time: 0.000, memory: 5694, top1_acc: 0.2914, top5_acc: 0.5602, loss_cls: 3.0588, loss: 3.0588, grad_norm: 5.2791 2021-08-17 01:16:20,682 - mmaction - INFO - Epoch [10][1980/2640] lr: 1.000e-02, eta: 12:41:22, time: 0.425, data_time: 0.000, memory: 5694, top1_acc: 0.2891, top5_acc: 0.5766, loss_cls: 3.0004, loss: 3.0004, grad_norm: 5.3258 2021-08-17 01:16:29,191 - mmaction - INFO - Epoch [10][2000/2640] lr: 1.000e-02, eta: 12:41:13, time: 0.425, data_time: 0.001, memory: 5694, top1_acc: 0.2875, top5_acc: 0.5594, loss_cls: 3.0584, loss: 3.0584, grad_norm: 5.4669 2021-08-17 01:16:37,702 - mmaction - INFO - Epoch [10][2020/2640] lr: 1.000e-02, eta: 12:41:04, time: 0.425, data_time: 0.001, memory: 5694, top1_acc: 0.2938, top5_acc: 0.5633, loss_cls: 3.0272, loss: 3.0272, grad_norm: 5.3480 2021-08-17 01:16:46,210 - mmaction - INFO - Epoch [10][2040/2640] lr: 1.000e-02, eta: 12:40:56, time: 0.426, data_time: 0.002, memory: 5694, top1_acc: 0.2844, top5_acc: 0.5859, loss_cls: 3.0220, loss: 3.0220, grad_norm: 5.3019 2021-08-17 01:16:54,694 - mmaction - INFO - Epoch [10][2060/2640] lr: 1.000e-02, eta: 12:40:46, time: 0.424, data_time: 0.000, memory: 5694, top1_acc: 0.3195, top5_acc: 0.5883, loss_cls: 2.9333, loss: 2.9333, grad_norm: 5.3076 2021-08-17 01:17:03,168 - mmaction - INFO - Epoch [10][2080/2640] lr: 1.000e-02, eta: 12:40:37, time: 0.424, data_time: 0.001, memory: 5694, top1_acc: 0.2984, top5_acc: 0.5844, loss_cls: 2.9777, loss: 2.9777, grad_norm: 5.4702 2021-08-17 01:17:11,653 - mmaction - INFO - Epoch [10][2100/2640] lr: 1.000e-02, eta: 12:40:28, time: 0.424, data_time: 0.001, memory: 5694, top1_acc: 0.3289, top5_acc: 0.5828, loss_cls: 2.9455, loss: 2.9455, grad_norm: 5.2864 2021-08-17 01:17:20,150 - mmaction - INFO - Epoch [10][2120/2640] lr: 1.000e-02, eta: 12:40:19, time: 0.425, data_time: 0.001, memory: 5694, top1_acc: 0.3016, top5_acc: 0.5836, loss_cls: 2.9498, loss: 2.9498, grad_norm: 5.2259 2021-08-17 01:17:28,611 - mmaction - INFO - Epoch [10][2140/2640] lr: 1.000e-02, eta: 12:40:10, time: 0.423, data_time: 0.000, memory: 5694, top1_acc: 0.2883, top5_acc: 0.5680, loss_cls: 3.0047, loss: 3.0047, grad_norm: 5.3875 2021-08-17 01:17:37,102 - mmaction - INFO - Epoch [10][2160/2640] lr: 1.000e-02, eta: 12:40:01, time: 0.425, data_time: 0.001, memory: 5694, top1_acc: 0.3164, top5_acc: 0.5938, loss_cls: 2.9677, loss: 2.9677, grad_norm: 5.3107 2021-08-17 01:17:45,581 - mmaction - INFO - Epoch [10][2180/2640] lr: 1.000e-02, eta: 12:39:52, time: 0.424, data_time: 0.001, memory: 5694, top1_acc: 0.3086, top5_acc: 0.5961, loss_cls: 2.9831, loss: 2.9831, grad_norm: 5.3699 2021-08-17 01:17:54,101 - mmaction - INFO - Epoch [10][2200/2640] lr: 1.000e-02, eta: 12:39:43, time: 0.426, data_time: 0.001, memory: 5694, top1_acc: 0.2758, top5_acc: 0.5859, loss_cls: 3.0043, loss: 3.0043, grad_norm: 5.3356 2021-08-17 01:18:02,540 - mmaction - INFO - Epoch [10][2220/2640] lr: 1.000e-02, eta: 12:39:34, time: 0.422, data_time: 0.000, memory: 5694, top1_acc: 0.2891, top5_acc: 0.5734, loss_cls: 2.9724, loss: 2.9724, grad_norm: 5.3644 2021-08-17 01:18:11,032 - mmaction - INFO - Epoch [10][2240/2640] lr: 1.000e-02, eta: 12:39:25, time: 0.425, data_time: 0.001, memory: 5694, top1_acc: 0.2852, top5_acc: 0.5633, loss_cls: 3.0918, loss: 3.0918, grad_norm: 5.4895 2021-08-17 01:18:19,508 - mmaction - INFO - Epoch [10][2260/2640] lr: 1.000e-02, eta: 12:39:16, time: 0.424, data_time: 0.001, memory: 5694, top1_acc: 0.2766, top5_acc: 0.5703, loss_cls: 3.0207, loss: 3.0207, grad_norm: 5.4341 2021-08-17 01:18:28,024 - mmaction - INFO - Epoch [10][2280/2640] lr: 1.000e-02, eta: 12:39:07, time: 0.426, data_time: 0.001, memory: 5694, top1_acc: 0.2812, top5_acc: 0.5539, loss_cls: 3.0980, loss: 3.0980, grad_norm: 5.3039 2021-08-17 01:18:36,516 - mmaction - INFO - Epoch [10][2300/2640] lr: 1.000e-02, eta: 12:38:58, time: 0.425, data_time: 0.000, memory: 5694, top1_acc: 0.2812, top5_acc: 0.5430, loss_cls: 3.0943, loss: 3.0943, grad_norm: 5.1870 2021-08-17 01:18:44,991 - mmaction - INFO - Epoch [10][2320/2640] lr: 1.000e-02, eta: 12:38:49, time: 0.424, data_time: 0.001, memory: 5694, top1_acc: 0.3234, top5_acc: 0.6141, loss_cls: 2.8642, loss: 2.8642, grad_norm: 5.3362 2021-08-17 01:18:53,467 - mmaction - INFO - Epoch [10][2340/2640] lr: 1.000e-02, eta: 12:38:40, time: 0.424, data_time: 0.000, memory: 5694, top1_acc: 0.2914, top5_acc: 0.5742, loss_cls: 3.0210, loss: 3.0210, grad_norm: 5.3788 2021-08-17 01:19:01,949 - mmaction - INFO - Epoch [10][2360/2640] lr: 1.000e-02, eta: 12:38:31, time: 0.424, data_time: 0.001, memory: 5694, top1_acc: 0.2906, top5_acc: 0.5664, loss_cls: 3.0154, loss: 3.0154, grad_norm: 5.3566 2021-08-17 01:19:10,426 - mmaction - INFO - Epoch [10][2380/2640] lr: 1.000e-02, eta: 12:38:21, time: 0.424, data_time: 0.001, memory: 5694, top1_acc: 0.2914, top5_acc: 0.5633, loss_cls: 3.0177, loss: 3.0177, grad_norm: 5.2966 2021-08-17 01:19:18,920 - mmaction - INFO - Epoch [10][2400/2640] lr: 1.000e-02, eta: 12:38:12, time: 0.425, data_time: 0.001, memory: 5694, top1_acc: 0.2969, top5_acc: 0.5820, loss_cls: 2.9491, loss: 2.9491, grad_norm: 5.4041 2021-08-17 01:19:27,418 - mmaction - INFO - Epoch [10][2420/2640] lr: 1.000e-02, eta: 12:38:03, time: 0.425, data_time: 0.001, memory: 5694, top1_acc: 0.2789, top5_acc: 0.5648, loss_cls: 3.0158, loss: 3.0158, grad_norm: 5.2022 2021-08-17 01:19:35,902 - mmaction - INFO - Epoch [10][2440/2640] lr: 1.000e-02, eta: 12:37:54, time: 0.425, data_time: 0.001, memory: 5694, top1_acc: 0.2867, top5_acc: 0.5547, loss_cls: 3.0320, loss: 3.0320, grad_norm: 5.3715 2021-08-17 01:19:44,370 - mmaction - INFO - Epoch [10][2460/2640] lr: 1.000e-02, eta: 12:37:45, time: 0.423, data_time: 0.000, memory: 5694, top1_acc: 0.3133, top5_acc: 0.5633, loss_cls: 3.0081, loss: 3.0081, grad_norm: 5.4824 2021-08-17 01:19:52,844 - mmaction - INFO - Epoch [10][2480/2640] lr: 1.000e-02, eta: 12:37:36, time: 0.424, data_time: 0.001, memory: 5694, top1_acc: 0.3008, top5_acc: 0.5969, loss_cls: 2.9325, loss: 2.9325, grad_norm: 5.3930 2021-08-17 01:20:01,326 - mmaction - INFO - Epoch [10][2500/2640] lr: 1.000e-02, eta: 12:37:27, time: 0.424, data_time: 0.001, memory: 5694, top1_acc: 0.2852, top5_acc: 0.5766, loss_cls: 2.9792, loss: 2.9792, grad_norm: 5.5180 2021-08-17 01:20:09,796 - mmaction - INFO - Epoch [10][2520/2640] lr: 1.000e-02, eta: 12:37:18, time: 0.423, data_time: 0.001, memory: 5694, top1_acc: 0.3133, top5_acc: 0.6039, loss_cls: 2.8799, loss: 2.8799, grad_norm: 5.1705 2021-08-17 01:20:18,264 - mmaction - INFO - Epoch [10][2540/2640] lr: 1.000e-02, eta: 12:37:09, time: 0.423, data_time: 0.001, memory: 5694, top1_acc: 0.2938, top5_acc: 0.5750, loss_cls: 3.0032, loss: 3.0032, grad_norm: 5.5130 2021-08-17 01:20:26,697 - mmaction - INFO - Epoch [10][2560/2640] lr: 1.000e-02, eta: 12:37:00, time: 0.422, data_time: 0.001, memory: 5694, top1_acc: 0.2859, top5_acc: 0.5641, loss_cls: 3.0992, loss: 3.0992, grad_norm: 5.3797 2021-08-17 01:20:35,138 - mmaction - INFO - Epoch [10][2580/2640] lr: 1.000e-02, eta: 12:36:50, time: 0.422, data_time: 0.001, memory: 5694, top1_acc: 0.2945, top5_acc: 0.5914, loss_cls: 2.9198, loss: 2.9198, grad_norm: 5.2794 2021-08-17 01:20:43,584 - mmaction - INFO - Epoch [10][2600/2640] lr: 1.000e-02, eta: 12:36:41, time: 0.422, data_time: 0.001, memory: 5694, top1_acc: 0.2883, top5_acc: 0.5437, loss_cls: 3.0718, loss: 3.0718, grad_norm: 5.3678 2021-08-17 01:20:52,012 - mmaction - INFO - Epoch [10][2620/2640] lr: 1.000e-02, eta: 12:36:32, time: 0.421, data_time: 0.001, memory: 5694, top1_acc: 0.2883, top5_acc: 0.5836, loss_cls: 2.9691, loss: 2.9691, grad_norm: 5.3363 2021-08-17 01:21:00,219 - mmaction - INFO - Epoch [10][2640/2640] lr: 1.000e-02, eta: 12:36:22, time: 0.410, data_time: 0.001, memory: 5694, top1_acc: 0.2831, top5_acc: 0.5710, loss_cls: 3.0622, loss: 3.0622, grad_norm: 5.4479 2021-08-17 01:21:01,258 - mmaction - INFO - Saving checkpoint at 10 epochs 2021-08-17 01:21:39,954 - mmaction - INFO - Epoch [11][20/2640] lr: 1.000e-02, eta: 12:38:09, time: 1.878, data_time: 1.477, memory: 5694, top1_acc: 0.3125, top5_acc: 0.5969, loss_cls: 2.8901, loss: 2.8901, grad_norm: 5.1412 2021-08-17 01:21:47,922 - mmaction - INFO - Epoch [11][40/2640] lr: 1.000e-02, eta: 12:37:58, time: 0.398, data_time: 0.002, memory: 5694, top1_acc: 0.3086, top5_acc: 0.5773, loss_cls: 2.9832, loss: 2.9832, grad_norm: 5.3989 2021-08-17 01:21:55,910 - mmaction - INFO - Epoch [11][60/2640] lr: 1.000e-02, eta: 12:37:47, time: 0.399, data_time: 0.000, memory: 5694, top1_acc: 0.3156, top5_acc: 0.5836, loss_cls: 2.9002, loss: 2.9002, grad_norm: 5.1413 2021-08-17 01:22:04,002 - mmaction - INFO - Epoch [11][80/2640] lr: 1.000e-02, eta: 12:37:36, time: 0.405, data_time: 0.002, memory: 5694, top1_acc: 0.3258, top5_acc: 0.6289, loss_cls: 2.8128, loss: 2.8128, grad_norm: 5.4328 2021-08-17 01:22:12,145 - mmaction - INFO - Epoch [11][100/2640] lr: 1.000e-02, eta: 12:37:25, time: 0.407, data_time: 0.001, memory: 5694, top1_acc: 0.3414, top5_acc: 0.6023, loss_cls: 2.8035, loss: 2.8035, grad_norm: 5.2791 2021-08-17 01:22:20,446 - mmaction - INFO - Epoch [11][120/2640] lr: 1.000e-02, eta: 12:37:16, time: 0.415, data_time: 0.001, memory: 5694, top1_acc: 0.3055, top5_acc: 0.5922, loss_cls: 2.8735, loss: 2.8735, grad_norm: 5.2448 2021-08-17 01:22:28,759 - mmaction - INFO - Epoch [11][140/2640] lr: 1.000e-02, eta: 12:37:06, time: 0.416, data_time: 0.000, memory: 5694, top1_acc: 0.3094, top5_acc: 0.5977, loss_cls: 2.8742, loss: 2.8742, grad_norm: 5.5128 2021-08-17 01:22:37,117 - mmaction - INFO - Epoch [11][160/2640] lr: 1.000e-02, eta: 12:36:56, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.3148, top5_acc: 0.5891, loss_cls: 2.9121, loss: 2.9121, grad_norm: 5.2957 2021-08-17 01:22:45,457 - mmaction - INFO - Epoch [11][180/2640] lr: 1.000e-02, eta: 12:36:46, time: 0.417, data_time: 0.000, memory: 5694, top1_acc: 0.3117, top5_acc: 0.5977, loss_cls: 2.8496, loss: 2.8496, grad_norm: 5.2442 2021-08-17 01:22:53,806 - mmaction - INFO - Epoch [11][200/2640] lr: 1.000e-02, eta: 12:36:37, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.3117, top5_acc: 0.5914, loss_cls: 2.9331, loss: 2.9331, grad_norm: 5.3435 2021-08-17 01:23:02,144 - mmaction - INFO - Epoch [11][220/2640] lr: 1.000e-02, eta: 12:36:27, time: 0.417, data_time: 0.000, memory: 5694, top1_acc: 0.3180, top5_acc: 0.5789, loss_cls: 2.9483, loss: 2.9483, grad_norm: 5.3583 2021-08-17 01:23:10,499 - mmaction - INFO - Epoch [11][240/2640] lr: 1.000e-02, eta: 12:36:17, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.2867, top5_acc: 0.5750, loss_cls: 3.0247, loss: 3.0247, grad_norm: 5.5868 2021-08-17 01:23:18,799 - mmaction - INFO - Epoch [11][260/2640] lr: 1.000e-02, eta: 12:36:08, time: 0.415, data_time: 0.000, memory: 5694, top1_acc: 0.3086, top5_acc: 0.5992, loss_cls: 2.8889, loss: 2.8889, grad_norm: 5.3840 2021-08-17 01:23:27,123 - mmaction - INFO - Epoch [11][280/2640] lr: 1.000e-02, eta: 12:35:58, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.3211, top5_acc: 0.5945, loss_cls: 2.8870, loss: 2.8870, grad_norm: 5.4048 2021-08-17 01:23:35,464 - mmaction - INFO - Epoch [11][300/2640] lr: 1.000e-02, eta: 12:35:48, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.2867, top5_acc: 0.5766, loss_cls: 2.9626, loss: 2.9626, grad_norm: 5.4127 2021-08-17 01:23:43,799 - mmaction - INFO - Epoch [11][320/2640] lr: 1.000e-02, eta: 12:35:38, time: 0.417, data_time: 0.000, memory: 5694, top1_acc: 0.2938, top5_acc: 0.5820, loss_cls: 2.9416, loss: 2.9416, grad_norm: 5.3507 2021-08-17 01:23:52,136 - mmaction - INFO - Epoch [11][340/2640] lr: 1.000e-02, eta: 12:35:29, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.3039, top5_acc: 0.5984, loss_cls: 2.9040, loss: 2.9040, grad_norm: 5.0789 2021-08-17 01:24:00,470 - mmaction - INFO - Epoch [11][360/2640] lr: 1.000e-02, eta: 12:35:19, time: 0.417, data_time: 0.000, memory: 5694, top1_acc: 0.3047, top5_acc: 0.5844, loss_cls: 2.9696, loss: 2.9696, grad_norm: 5.5167 2021-08-17 01:24:08,834 - mmaction - INFO - Epoch [11][380/2640] lr: 1.000e-02, eta: 12:35:09, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.3070, top5_acc: 0.5844, loss_cls: 2.9024, loss: 2.9024, grad_norm: 5.3570 2021-08-17 01:24:17,198 - mmaction - INFO - Epoch [11][400/2640] lr: 1.000e-02, eta: 12:35:00, time: 0.418, data_time: 0.000, memory: 5694, top1_acc: 0.2977, top5_acc: 0.5813, loss_cls: 2.9457, loss: 2.9457, grad_norm: 5.5577 2021-08-17 01:24:25,564 - mmaction - INFO - Epoch [11][420/2640] lr: 1.000e-02, eta: 12:34:50, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.3023, top5_acc: 0.5875, loss_cls: 2.9372, loss: 2.9372, grad_norm: 5.3280 2021-08-17 01:24:33,930 - mmaction - INFO - Epoch [11][440/2640] lr: 1.000e-02, eta: 12:34:41, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.3164, top5_acc: 0.5813, loss_cls: 2.9031, loss: 2.9031, grad_norm: 5.3945 2021-08-17 01:24:42,326 - mmaction - INFO - Epoch [11][460/2640] lr: 1.000e-02, eta: 12:34:31, time: 0.420, data_time: 0.000, memory: 5694, top1_acc: 0.3039, top5_acc: 0.5820, loss_cls: 2.9294, loss: 2.9294, grad_norm: 5.3248 2021-08-17 01:24:50,701 - mmaction - INFO - Epoch [11][480/2640] lr: 1.000e-02, eta: 12:34:22, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.3234, top5_acc: 0.5984, loss_cls: 2.8164, loss: 2.8164, grad_norm: 5.3241 2021-08-17 01:24:59,109 - mmaction - INFO - Epoch [11][500/2640] lr: 1.000e-02, eta: 12:34:12, time: 0.420, data_time: 0.000, memory: 5694, top1_acc: 0.2992, top5_acc: 0.5930, loss_cls: 2.9823, loss: 2.9823, grad_norm: 5.5143 2021-08-17 01:25:07,491 - mmaction - INFO - Epoch [11][520/2640] lr: 1.000e-02, eta: 12:34:03, time: 0.419, data_time: 0.000, memory: 5694, top1_acc: 0.3086, top5_acc: 0.5922, loss_cls: 2.8865, loss: 2.8865, grad_norm: 5.3113 2021-08-17 01:25:15,876 - mmaction - INFO - Epoch [11][540/2640] lr: 1.000e-02, eta: 12:33:53, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.3063, top5_acc: 0.5898, loss_cls: 2.9454, loss: 2.9454, grad_norm: 5.3371 2021-08-17 01:25:24,254 - mmaction - INFO - Epoch [11][560/2640] lr: 1.000e-02, eta: 12:33:44, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.3031, top5_acc: 0.5742, loss_cls: 2.9555, loss: 2.9555, grad_norm: 5.4426 2021-08-17 01:25:32,645 - mmaction - INFO - Epoch [11][580/2640] lr: 1.000e-02, eta: 12:33:34, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.3063, top5_acc: 0.6039, loss_cls: 2.8878, loss: 2.8878, grad_norm: 5.3361 2021-08-17 01:25:41,016 - mmaction - INFO - Epoch [11][600/2640] lr: 1.000e-02, eta: 12:33:25, time: 0.419, data_time: 0.000, memory: 5694, top1_acc: 0.3055, top5_acc: 0.5953, loss_cls: 2.8748, loss: 2.8748, grad_norm: 5.5070 2021-08-17 01:25:49,413 - mmaction - INFO - Epoch [11][620/2640] lr: 1.000e-02, eta: 12:33:15, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.3078, top5_acc: 0.6055, loss_cls: 2.8133, loss: 2.8133, grad_norm: 5.4600 2021-08-17 01:25:57,781 - mmaction - INFO - Epoch [11][640/2640] lr: 1.000e-02, eta: 12:33:06, time: 0.418, data_time: 0.000, memory: 5694, top1_acc: 0.2805, top5_acc: 0.5750, loss_cls: 2.9635, loss: 2.9635, grad_norm: 5.3887 2021-08-17 01:26:06,181 - mmaction - INFO - Epoch [11][660/2640] lr: 1.000e-02, eta: 12:32:56, time: 0.420, data_time: 0.000, memory: 5694, top1_acc: 0.2922, top5_acc: 0.5773, loss_cls: 2.9855, loss: 2.9855, grad_norm: 5.3801 2021-08-17 01:26:14,578 - mmaction - INFO - Epoch [11][680/2640] lr: 1.000e-02, eta: 12:32:47, time: 0.420, data_time: 0.000, memory: 5694, top1_acc: 0.2992, top5_acc: 0.5680, loss_cls: 2.9911, loss: 2.9911, grad_norm: 5.3959 2021-08-17 01:26:22,974 - mmaction - INFO - Epoch [11][700/2640] lr: 1.000e-02, eta: 12:32:37, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.3055, top5_acc: 0.5961, loss_cls: 2.9019, loss: 2.9019, grad_norm: 5.3070 2021-08-17 01:26:31,370 - mmaction - INFO - Epoch [11][720/2640] lr: 1.000e-02, eta: 12:32:28, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.3187, top5_acc: 0.5977, loss_cls: 2.8993, loss: 2.8993, grad_norm: 5.4267 2021-08-17 01:26:39,754 - mmaction - INFO - Epoch [11][740/2640] lr: 1.000e-02, eta: 12:32:18, time: 0.419, data_time: 0.000, memory: 5694, top1_acc: 0.2758, top5_acc: 0.5656, loss_cls: 3.0274, loss: 3.0274, grad_norm: 5.5682 2021-08-17 01:26:48,163 - mmaction - INFO - Epoch [11][760/2640] lr: 1.000e-02, eta: 12:32:09, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.3328, top5_acc: 0.6125, loss_cls: 2.8744, loss: 2.8744, grad_norm: 5.3731 2021-08-17 01:26:56,563 - mmaction - INFO - Epoch [11][780/2640] lr: 1.000e-02, eta: 12:32:00, time: 0.420, data_time: 0.000, memory: 5694, top1_acc: 0.3031, top5_acc: 0.5961, loss_cls: 2.9517, loss: 2.9517, grad_norm: 5.5511 2021-08-17 01:27:04,982 - mmaction - INFO - Epoch [11][800/2640] lr: 1.000e-02, eta: 12:31:50, time: 0.421, data_time: 0.001, memory: 5694, top1_acc: 0.2953, top5_acc: 0.5773, loss_cls: 2.9949, loss: 2.9949, grad_norm: 5.5929 2021-08-17 01:27:13,375 - mmaction - INFO - Epoch [11][820/2640] lr: 1.000e-02, eta: 12:31:41, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.2758, top5_acc: 0.5664, loss_cls: 3.0596, loss: 3.0596, grad_norm: 5.5489 2021-08-17 01:27:21,752 - mmaction - INFO - Epoch [11][840/2640] lr: 1.000e-02, eta: 12:31:31, time: 0.419, data_time: 0.000, memory: 5694, top1_acc: 0.2992, top5_acc: 0.6039, loss_cls: 2.9199, loss: 2.9199, grad_norm: 5.3244 2021-08-17 01:27:30,138 - mmaction - INFO - Epoch [11][860/2640] lr: 1.000e-02, eta: 12:31:22, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.3117, top5_acc: 0.5906, loss_cls: 2.8824, loss: 2.8824, grad_norm: 5.3508 2021-08-17 01:27:38,518 - mmaction - INFO - Epoch [11][880/2640] lr: 1.000e-02, eta: 12:31:12, time: 0.419, data_time: 0.000, memory: 5694, top1_acc: 0.3031, top5_acc: 0.6047, loss_cls: 2.9107, loss: 2.9107, grad_norm: 5.3826 2021-08-17 01:27:46,917 - mmaction - INFO - Epoch [11][900/2640] lr: 1.000e-02, eta: 12:31:03, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.3117, top5_acc: 0.5984, loss_cls: 2.8969, loss: 2.8969, grad_norm: 5.4081 2021-08-17 01:27:55,283 - mmaction - INFO - Epoch [11][920/2640] lr: 1.000e-02, eta: 12:30:54, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.2883, top5_acc: 0.5875, loss_cls: 2.9475, loss: 2.9475, grad_norm: 5.4998 2021-08-17 01:28:03,680 - mmaction - INFO - Epoch [11][940/2640] lr: 1.000e-02, eta: 12:30:44, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.2867, top5_acc: 0.5953, loss_cls: 2.9672, loss: 2.9672, grad_norm: 5.3645 2021-08-17 01:28:12,071 - mmaction - INFO - Epoch [11][960/2640] lr: 1.000e-02, eta: 12:30:35, time: 0.420, data_time: 0.000, memory: 5694, top1_acc: 0.3164, top5_acc: 0.6109, loss_cls: 2.8764, loss: 2.8764, grad_norm: 5.3704 2021-08-17 01:28:20,465 - mmaction - INFO - Epoch [11][980/2640] lr: 1.000e-02, eta: 12:30:25, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.2969, top5_acc: 0.5922, loss_cls: 2.9405, loss: 2.9405, grad_norm: 5.5171 2021-08-17 01:28:28,883 - mmaction - INFO - Epoch [11][1000/2640] lr: 1.000e-02, eta: 12:30:16, time: 0.421, data_time: 0.000, memory: 5694, top1_acc: 0.2844, top5_acc: 0.5680, loss_cls: 2.9999, loss: 2.9999, grad_norm: 5.4812 2021-08-17 01:28:37,293 - mmaction - INFO - Epoch [11][1020/2640] lr: 1.000e-02, eta: 12:30:07, time: 0.421, data_time: 0.001, memory: 5694, top1_acc: 0.2945, top5_acc: 0.5883, loss_cls: 2.9939, loss: 2.9939, grad_norm: 5.5272 2021-08-17 01:28:45,696 - mmaction - INFO - Epoch [11][1040/2640] lr: 1.000e-02, eta: 12:29:57, time: 0.420, data_time: 0.000, memory: 5694, top1_acc: 0.2930, top5_acc: 0.5961, loss_cls: 2.9299, loss: 2.9299, grad_norm: 5.5042 2021-08-17 01:28:54,121 - mmaction - INFO - Epoch [11][1060/2640] lr: 1.000e-02, eta: 12:29:48, time: 0.421, data_time: 0.001, memory: 5694, top1_acc: 0.3055, top5_acc: 0.5977, loss_cls: 2.9195, loss: 2.9195, grad_norm: 5.3735 2021-08-17 01:29:02,544 - mmaction - INFO - Epoch [11][1080/2640] lr: 1.000e-02, eta: 12:29:39, time: 0.421, data_time: 0.000, memory: 5694, top1_acc: 0.2883, top5_acc: 0.5578, loss_cls: 3.0722, loss: 3.0722, grad_norm: 5.2648 2021-08-17 01:29:10,958 - mmaction - INFO - Epoch [11][1100/2640] lr: 1.000e-02, eta: 12:29:29, time: 0.421, data_time: 0.001, memory: 5694, top1_acc: 0.2953, top5_acc: 0.5867, loss_cls: 2.8951, loss: 2.8951, grad_norm: 5.2947 2021-08-17 01:29:19,372 - mmaction - INFO - Epoch [11][1120/2640] lr: 1.000e-02, eta: 12:29:20, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.3086, top5_acc: 0.5930, loss_cls: 2.8953, loss: 2.8953, grad_norm: 5.3796 2021-08-17 01:29:27,760 - mmaction - INFO - Epoch [11][1140/2640] lr: 1.000e-02, eta: 12:29:10, time: 0.420, data_time: 0.002, memory: 5694, top1_acc: 0.2977, top5_acc: 0.5992, loss_cls: 2.9925, loss: 2.9925, grad_norm: 5.6037 2021-08-17 01:29:36,168 - mmaction - INFO - Epoch [11][1160/2640] lr: 1.000e-02, eta: 12:29:01, time: 0.420, data_time: 0.000, memory: 5694, top1_acc: 0.2977, top5_acc: 0.5844, loss_cls: 2.9905, loss: 2.9905, grad_norm: 5.3211 2021-08-17 01:29:44,553 - mmaction - INFO - Epoch [11][1180/2640] lr: 1.000e-02, eta: 12:28:52, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.3016, top5_acc: 0.5789, loss_cls: 2.9673, loss: 2.9673, grad_norm: 5.5075 2021-08-17 01:29:52,962 - mmaction - INFO - Epoch [11][1200/2640] lr: 1.000e-02, eta: 12:28:42, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.3102, top5_acc: 0.6180, loss_cls: 2.8470, loss: 2.8470, grad_norm: 5.4002 2021-08-17 01:30:01,378 - mmaction - INFO - Epoch [11][1220/2640] lr: 1.000e-02, eta: 12:28:33, time: 0.421, data_time: 0.001, memory: 5694, top1_acc: 0.3039, top5_acc: 0.5852, loss_cls: 2.9072, loss: 2.9072, grad_norm: 5.2517 2021-08-17 01:30:09,768 - mmaction - INFO - Epoch [11][1240/2640] lr: 1.000e-02, eta: 12:28:24, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.2891, top5_acc: 0.5844, loss_cls: 2.9526, loss: 2.9526, grad_norm: 5.3072 2021-08-17 01:30:18,165 - mmaction - INFO - Epoch [11][1260/2640] lr: 1.000e-02, eta: 12:28:14, time: 0.420, data_time: 0.002, memory: 5694, top1_acc: 0.3031, top5_acc: 0.5906, loss_cls: 2.9179, loss: 2.9179, grad_norm: 5.4097 2021-08-17 01:30:26,557 - mmaction - INFO - Epoch [11][1280/2640] lr: 1.000e-02, eta: 12:28:05, time: 0.420, data_time: 0.000, memory: 5694, top1_acc: 0.2859, top5_acc: 0.5734, loss_cls: 2.9843, loss: 2.9843, grad_norm: 5.5188 2021-08-17 01:30:34,962 - mmaction - INFO - Epoch [11][1300/2640] lr: 1.000e-02, eta: 12:27:55, time: 0.420, data_time: 0.000, memory: 5694, top1_acc: 0.2906, top5_acc: 0.5961, loss_cls: 2.9398, loss: 2.9398, grad_norm: 5.1710 2021-08-17 01:30:43,365 - mmaction - INFO - Epoch [11][1320/2640] lr: 1.000e-02, eta: 12:27:46, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.2938, top5_acc: 0.5867, loss_cls: 2.9022, loss: 2.9022, grad_norm: 5.3648 2021-08-17 01:30:51,762 - mmaction - INFO - Epoch [11][1340/2640] lr: 1.000e-02, eta: 12:27:37, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.3047, top5_acc: 0.5898, loss_cls: 2.9232, loss: 2.9232, grad_norm: 5.4522 2021-08-17 01:31:00,159 - mmaction - INFO - Epoch [11][1360/2640] lr: 1.000e-02, eta: 12:27:27, time: 0.420, data_time: 0.000, memory: 5694, top1_acc: 0.2961, top5_acc: 0.5898, loss_cls: 2.9548, loss: 2.9548, grad_norm: 5.4131 2021-08-17 01:31:08,557 - mmaction - INFO - Epoch [11][1380/2640] lr: 1.000e-02, eta: 12:27:18, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.2938, top5_acc: 0.5797, loss_cls: 2.9888, loss: 2.9888, grad_norm: 5.6195 2021-08-17 01:31:16,958 - mmaction - INFO - Epoch [11][1400/2640] lr: 1.000e-02, eta: 12:27:08, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.3227, top5_acc: 0.6141, loss_cls: 2.8356, loss: 2.8356, grad_norm: 5.4139 2021-08-17 01:31:25,408 - mmaction - INFO - Epoch [11][1420/2640] lr: 1.000e-02, eta: 12:26:59, time: 0.423, data_time: 0.000, memory: 5694, top1_acc: 0.3063, top5_acc: 0.6008, loss_cls: 2.9146, loss: 2.9146, grad_norm: 5.4305 2021-08-17 01:31:33,842 - mmaction - INFO - Epoch [11][1440/2640] lr: 1.000e-02, eta: 12:26:50, time: 0.422, data_time: 0.000, memory: 5694, top1_acc: 0.3055, top5_acc: 0.6000, loss_cls: 2.9396, loss: 2.9396, grad_norm: 5.2656 2021-08-17 01:31:42,279 - mmaction - INFO - Epoch [11][1460/2640] lr: 1.000e-02, eta: 12:26:41, time: 0.422, data_time: 0.001, memory: 5694, top1_acc: 0.3070, top5_acc: 0.5938, loss_cls: 2.9524, loss: 2.9524, grad_norm: 5.4401 2021-08-17 01:31:50,709 - mmaction - INFO - Epoch [11][1480/2640] lr: 1.000e-02, eta: 12:26:32, time: 0.421, data_time: 0.000, memory: 5694, top1_acc: 0.3070, top5_acc: 0.5969, loss_cls: 2.8718, loss: 2.8718, grad_norm: 5.1487 2021-08-17 01:31:59,141 - mmaction - INFO - Epoch [11][1500/2640] lr: 1.000e-02, eta: 12:26:22, time: 0.422, data_time: 0.001, memory: 5694, top1_acc: 0.3055, top5_acc: 0.5938, loss_cls: 2.8835, loss: 2.8835, grad_norm: 5.3723 2021-08-17 01:32:07,543 - mmaction - INFO - Epoch [11][1520/2640] lr: 1.000e-02, eta: 12:26:13, time: 0.420, data_time: 0.000, memory: 5694, top1_acc: 0.3055, top5_acc: 0.5898, loss_cls: 2.9899, loss: 2.9899, grad_norm: 5.3979 2021-08-17 01:32:15,961 - mmaction - INFO - Epoch [11][1540/2640] lr: 1.000e-02, eta: 12:26:04, time: 0.421, data_time: 0.001, memory: 5694, top1_acc: 0.3078, top5_acc: 0.6148, loss_cls: 2.8942, loss: 2.8942, grad_norm: 5.2044 2021-08-17 01:32:24,352 - mmaction - INFO - Epoch [11][1560/2640] lr: 1.000e-02, eta: 12:25:54, time: 0.420, data_time: 0.000, memory: 5694, top1_acc: 0.3117, top5_acc: 0.5695, loss_cls: 2.9896, loss: 2.9896, grad_norm: 5.4310 2021-08-17 01:32:32,765 - mmaction - INFO - Epoch [11][1580/2640] lr: 1.000e-02, eta: 12:25:45, time: 0.421, data_time: 0.000, memory: 5694, top1_acc: 0.2914, top5_acc: 0.5883, loss_cls: 2.9405, loss: 2.9405, grad_norm: 5.3705 2021-08-17 01:32:41,168 - mmaction - INFO - Epoch [11][1600/2640] lr: 1.000e-02, eta: 12:25:36, time: 0.420, data_time: 0.000, memory: 5694, top1_acc: 0.3070, top5_acc: 0.6008, loss_cls: 2.8948, loss: 2.8948, grad_norm: 5.3926 2021-08-17 01:32:49,582 - mmaction - INFO - Epoch [11][1620/2640] lr: 1.000e-02, eta: 12:25:26, time: 0.421, data_time: 0.001, memory: 5694, top1_acc: 0.3125, top5_acc: 0.5859, loss_cls: 2.9761, loss: 2.9761, grad_norm: 5.3274 2021-08-17 01:32:57,994 - mmaction - INFO - Epoch [11][1640/2640] lr: 1.000e-02, eta: 12:25:17, time: 0.421, data_time: 0.001, memory: 5694, top1_acc: 0.2914, top5_acc: 0.5898, loss_cls: 3.0372, loss: 3.0372, grad_norm: 5.3594 2021-08-17 01:33:06,406 - mmaction - INFO - Epoch [11][1660/2640] lr: 1.000e-02, eta: 12:25:08, time: 0.421, data_time: 0.001, memory: 5694, top1_acc: 0.3086, top5_acc: 0.5883, loss_cls: 2.9168, loss: 2.9168, grad_norm: 5.4602 2021-08-17 01:33:14,808 - mmaction - INFO - Epoch [11][1680/2640] lr: 1.000e-02, eta: 12:24:58, time: 0.420, data_time: 0.000, memory: 5694, top1_acc: 0.3070, top5_acc: 0.6109, loss_cls: 2.8730, loss: 2.8730, grad_norm: 5.3783 2021-08-17 01:33:23,204 - mmaction - INFO - Epoch [11][1700/2640] lr: 1.000e-02, eta: 12:24:49, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.3227, top5_acc: 0.5867, loss_cls: 2.9337, loss: 2.9337, grad_norm: 5.3781 2021-08-17 01:33:31,583 - mmaction - INFO - Epoch [11][1720/2640] lr: 1.000e-02, eta: 12:24:40, time: 0.419, data_time: 0.000, memory: 5694, top1_acc: 0.2891, top5_acc: 0.5859, loss_cls: 2.9567, loss: 2.9567, grad_norm: 5.3498 2021-08-17 01:33:39,988 - mmaction - INFO - Epoch [11][1740/2640] lr: 1.000e-02, eta: 12:24:30, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.2914, top5_acc: 0.5766, loss_cls: 2.9736, loss: 2.9736, grad_norm: 5.2518 2021-08-17 01:33:48,388 - mmaction - INFO - Epoch [11][1760/2640] lr: 1.000e-02, eta: 12:24:21, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.3180, top5_acc: 0.6070, loss_cls: 2.8884, loss: 2.8884, grad_norm: 5.2953 2021-08-17 01:33:56,785 - mmaction - INFO - Epoch [11][1780/2640] lr: 1.000e-02, eta: 12:24:11, time: 0.419, data_time: 0.000, memory: 5694, top1_acc: 0.2977, top5_acc: 0.5859, loss_cls: 2.9750, loss: 2.9750, grad_norm: 5.5318 2021-08-17 01:34:05,187 - mmaction - INFO - Epoch [11][1800/2640] lr: 1.000e-02, eta: 12:24:02, time: 0.421, data_time: 0.001, memory: 5694, top1_acc: 0.2766, top5_acc: 0.5789, loss_cls: 3.0378, loss: 3.0378, grad_norm: 5.6478 2021-08-17 01:34:13,595 - mmaction - INFO - Epoch [11][1820/2640] lr: 1.000e-02, eta: 12:23:53, time: 0.420, data_time: 0.000, memory: 5694, top1_acc: 0.2836, top5_acc: 0.5914, loss_cls: 3.0034, loss: 3.0034, grad_norm: 5.4422 2021-08-17 01:34:21,992 - mmaction - INFO - Epoch [11][1840/2640] lr: 1.000e-02, eta: 12:23:44, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.3141, top5_acc: 0.6117, loss_cls: 2.8623, loss: 2.8623, grad_norm: 5.3336 2021-08-17 01:34:30,362 - mmaction - INFO - Epoch [11][1860/2640] lr: 1.000e-02, eta: 12:23:34, time: 0.418, data_time: 0.000, memory: 5694, top1_acc: 0.3086, top5_acc: 0.5859, loss_cls: 2.9159, loss: 2.9159, grad_norm: 5.2441 2021-08-17 01:34:38,743 - mmaction - INFO - Epoch [11][1880/2640] lr: 1.000e-02, eta: 12:23:25, time: 0.418, data_time: 0.000, memory: 5694, top1_acc: 0.3031, top5_acc: 0.5953, loss_cls: 2.9015, loss: 2.9015, grad_norm: 5.3904 2021-08-17 01:34:47,124 - mmaction - INFO - Epoch [11][1900/2640] lr: 1.000e-02, eta: 12:23:15, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.2898, top5_acc: 0.5844, loss_cls: 2.9698, loss: 2.9698, grad_norm: 5.3184 2021-08-17 01:34:55,540 - mmaction - INFO - Epoch [11][1920/2640] lr: 1.000e-02, eta: 12:23:06, time: 0.421, data_time: 0.000, memory: 5694, top1_acc: 0.3047, top5_acc: 0.5906, loss_cls: 2.9535, loss: 2.9535, grad_norm: 5.3735 2021-08-17 01:35:03,898 - mmaction - INFO - Epoch [11][1940/2640] lr: 1.000e-02, eta: 12:22:56, time: 0.418, data_time: 0.000, memory: 5694, top1_acc: 0.3156, top5_acc: 0.5844, loss_cls: 2.9138, loss: 2.9138, grad_norm: 5.2587 2021-08-17 01:35:12,284 - mmaction - INFO - Epoch [11][1960/2640] lr: 1.000e-02, eta: 12:22:47, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.3187, top5_acc: 0.5719, loss_cls: 2.9059, loss: 2.9059, grad_norm: 5.0584 2021-08-17 01:35:20,663 - mmaction - INFO - Epoch [11][1980/2640] lr: 1.000e-02, eta: 12:22:38, time: 0.419, data_time: 0.000, memory: 5694, top1_acc: 0.3008, top5_acc: 0.5641, loss_cls: 2.9533, loss: 2.9533, grad_norm: 5.3820 2021-08-17 01:35:29,036 - mmaction - INFO - Epoch [11][2000/2640] lr: 1.000e-02, eta: 12:22:28, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.2898, top5_acc: 0.5906, loss_cls: 2.9579, loss: 2.9579, grad_norm: 5.5476 2021-08-17 01:35:37,436 - mmaction - INFO - Epoch [11][2020/2640] lr: 1.000e-02, eta: 12:22:19, time: 0.420, data_time: 0.000, memory: 5694, top1_acc: 0.2812, top5_acc: 0.5695, loss_cls: 3.0290, loss: 3.0290, grad_norm: 5.4980 2021-08-17 01:35:45,808 - mmaction - INFO - Epoch [11][2040/2640] lr: 1.000e-02, eta: 12:22:10, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.3234, top5_acc: 0.6031, loss_cls: 2.9493, loss: 2.9493, grad_norm: 5.5333 2021-08-17 01:35:54,162 - mmaction - INFO - Epoch [11][2060/2640] lr: 1.000e-02, eta: 12:22:00, time: 0.418, data_time: 0.000, memory: 5694, top1_acc: 0.2992, top5_acc: 0.5820, loss_cls: 2.9665, loss: 2.9665, grad_norm: 5.3572 2021-08-17 01:36:02,550 - mmaction - INFO - Epoch [11][2080/2640] lr: 1.000e-02, eta: 12:21:51, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.2906, top5_acc: 0.5664, loss_cls: 3.0071, loss: 3.0071, grad_norm: 5.4386 2021-08-17 01:36:10,930 - mmaction - INFO - Epoch [11][2100/2640] lr: 1.000e-02, eta: 12:21:41, time: 0.419, data_time: 0.000, memory: 5694, top1_acc: 0.2906, top5_acc: 0.5859, loss_cls: 2.9571, loss: 2.9571, grad_norm: 5.3342 2021-08-17 01:36:19,317 - mmaction - INFO - Epoch [11][2120/2640] lr: 1.000e-02, eta: 12:21:32, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.3055, top5_acc: 0.5969, loss_cls: 2.8640, loss: 2.8640, grad_norm: 5.3670 2021-08-17 01:36:27,704 - mmaction - INFO - Epoch [11][2140/2640] lr: 1.000e-02, eta: 12:21:23, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.3109, top5_acc: 0.6047, loss_cls: 2.9098, loss: 2.9098, grad_norm: 5.2223 2021-08-17 01:36:36,086 - mmaction - INFO - Epoch [11][2160/2640] lr: 1.000e-02, eta: 12:21:13, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.3102, top5_acc: 0.5891, loss_cls: 2.8962, loss: 2.8962, grad_norm: 5.2662 2021-08-17 01:36:44,477 - mmaction - INFO - Epoch [11][2180/2640] lr: 1.000e-02, eta: 12:21:04, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.3055, top5_acc: 0.5930, loss_cls: 2.8988, loss: 2.8988, grad_norm: 5.2744 2021-08-17 01:36:52,873 - mmaction - INFO - Epoch [11][2200/2640] lr: 1.000e-02, eta: 12:20:54, time: 0.419, data_time: 0.000, memory: 5694, top1_acc: 0.3172, top5_acc: 0.5797, loss_cls: 2.8945, loss: 2.8945, grad_norm: 5.3860 2021-08-17 01:37:01,282 - mmaction - INFO - Epoch [11][2220/2640] lr: 1.000e-02, eta: 12:20:45, time: 0.421, data_time: 0.001, memory: 5694, top1_acc: 0.3070, top5_acc: 0.6031, loss_cls: 2.8593, loss: 2.8593, grad_norm: 5.2698 2021-08-17 01:37:09,709 - mmaction - INFO - Epoch [11][2240/2640] lr: 1.000e-02, eta: 12:20:36, time: 0.421, data_time: 0.000, memory: 5694, top1_acc: 0.3187, top5_acc: 0.5938, loss_cls: 2.9276, loss: 2.9276, grad_norm: 5.4290 2021-08-17 01:37:18,093 - mmaction - INFO - Epoch [11][2260/2640] lr: 1.000e-02, eta: 12:20:27, time: 0.419, data_time: 0.000, memory: 5694, top1_acc: 0.2883, top5_acc: 0.5758, loss_cls: 3.0079, loss: 3.0079, grad_norm: 5.2660 2021-08-17 01:37:26,513 - mmaction - INFO - Epoch [11][2280/2640] lr: 1.000e-02, eta: 12:20:17, time: 0.421, data_time: 0.001, memory: 5694, top1_acc: 0.3016, top5_acc: 0.5867, loss_cls: 2.9527, loss: 2.9527, grad_norm: 5.3794 2021-08-17 01:37:34,880 - mmaction - INFO - Epoch [11][2300/2640] lr: 1.000e-02, eta: 12:20:08, time: 0.418, data_time: 0.000, memory: 5694, top1_acc: 0.2977, top5_acc: 0.6031, loss_cls: 2.9256, loss: 2.9256, grad_norm: 5.4003 2021-08-17 01:37:43,260 - mmaction - INFO - Epoch [11][2320/2640] lr: 1.000e-02, eta: 12:19:59, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.3141, top5_acc: 0.5898, loss_cls: 2.8723, loss: 2.8723, grad_norm: 5.2567 2021-08-17 01:37:51,610 - mmaction - INFO - Epoch [11][2340/2640] lr: 1.000e-02, eta: 12:19:49, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.3078, top5_acc: 0.5961, loss_cls: 2.9471, loss: 2.9471, grad_norm: 5.3553 2021-08-17 01:37:59,984 - mmaction - INFO - Epoch [11][2360/2640] lr: 1.000e-02, eta: 12:19:40, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.2766, top5_acc: 0.5719, loss_cls: 3.0412, loss: 3.0412, grad_norm: 5.2600 2021-08-17 01:38:08,351 - mmaction - INFO - Epoch [11][2380/2640] lr: 1.000e-02, eta: 12:19:30, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.3102, top5_acc: 0.5805, loss_cls: 2.9426, loss: 2.9426, grad_norm: 5.3770 2021-08-17 01:38:16,742 - mmaction - INFO - Epoch [11][2400/2640] lr: 1.000e-02, eta: 12:19:21, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.3164, top5_acc: 0.5945, loss_cls: 2.9042, loss: 2.9042, grad_norm: 5.4916 2021-08-17 01:38:25,089 - mmaction - INFO - Epoch [11][2420/2640] lr: 1.000e-02, eta: 12:19:11, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.3055, top5_acc: 0.5906, loss_cls: 2.9223, loss: 2.9223, grad_norm: 5.2307 2021-08-17 01:38:33,414 - mmaction - INFO - Epoch [11][2440/2640] lr: 1.000e-02, eta: 12:19:02, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.2852, top5_acc: 0.5664, loss_cls: 3.0039, loss: 3.0039, grad_norm: 5.2219 2021-08-17 01:38:41,747 - mmaction - INFO - Epoch [11][2460/2640] lr: 1.000e-02, eta: 12:18:52, time: 0.417, data_time: 0.000, memory: 5694, top1_acc: 0.2898, top5_acc: 0.5742, loss_cls: 3.0105, loss: 3.0105, grad_norm: 5.5004 2021-08-17 01:38:50,112 - mmaction - INFO - Epoch [11][2480/2640] lr: 1.000e-02, eta: 12:18:43, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.2930, top5_acc: 0.5742, loss_cls: 2.9419, loss: 2.9419, grad_norm: 5.4988 2021-08-17 01:38:58,455 - mmaction - INFO - Epoch [11][2500/2640] lr: 1.000e-02, eta: 12:18:33, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.3273, top5_acc: 0.5836, loss_cls: 2.9856, loss: 2.9856, grad_norm: 5.3590 2021-08-17 01:39:06,800 - mmaction - INFO - Epoch [11][2520/2640] lr: 1.000e-02, eta: 12:18:24, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.3109, top5_acc: 0.5969, loss_cls: 2.9101, loss: 2.9101, grad_norm: 5.3061 2021-08-17 01:39:15,136 - mmaction - INFO - Epoch [11][2540/2640] lr: 1.000e-02, eta: 12:18:14, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.3055, top5_acc: 0.5992, loss_cls: 2.9348, loss: 2.9348, grad_norm: 5.2589 2021-08-17 01:39:23,513 - mmaction - INFO - Epoch [11][2560/2640] lr: 1.000e-02, eta: 12:18:05, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.3031, top5_acc: 0.5867, loss_cls: 2.9846, loss: 2.9846, grad_norm: 5.3619 2021-08-17 01:39:31,849 - mmaction - INFO - Epoch [11][2580/2640] lr: 1.000e-02, eta: 12:17:55, time: 0.417, data_time: 0.000, memory: 5694, top1_acc: 0.2828, top5_acc: 0.5742, loss_cls: 2.9806, loss: 2.9806, grad_norm: 5.4769 2021-08-17 01:39:40,177 - mmaction - INFO - Epoch [11][2600/2640] lr: 1.000e-02, eta: 12:17:46, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.3086, top5_acc: 0.5648, loss_cls: 2.9946, loss: 2.9946, grad_norm: 5.4378 2021-08-17 01:39:48,514 - mmaction - INFO - Epoch [11][2620/2640] lr: 1.000e-02, eta: 12:17:36, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.2914, top5_acc: 0.6023, loss_cls: 2.9119, loss: 2.9119, grad_norm: 5.4189 2021-08-17 01:39:56,645 - mmaction - INFO - Epoch [11][2640/2640] lr: 1.000e-02, eta: 12:17:26, time: 0.407, data_time: 0.001, memory: 5694, top1_acc: 0.3032, top5_acc: 0.5919, loss_cls: 2.9629, loss: 2.9629, grad_norm: 5.2786 2021-08-17 01:39:58,595 - mmaction - INFO - Saving checkpoint at 11 epochs 2021-08-17 01:41:03,573 - mmaction - INFO - Epoch [12][20/2640] lr: 1.000e-02, eta: 12:20:35, time: 3.213, data_time: 2.762, memory: 5694, top1_acc: 0.3187, top5_acc: 0.5992, loss_cls: 2.8851, loss: 2.8851, grad_norm: 5.4747 2021-08-17 01:41:11,528 - mmaction - INFO - Epoch [12][40/2640] lr: 1.000e-02, eta: 12:20:24, time: 0.399, data_time: 0.004, memory: 5694, top1_acc: 0.3219, top5_acc: 0.6203, loss_cls: 2.7692, loss: 2.7692, grad_norm: 5.1798 2021-08-17 01:41:19,458 - mmaction - INFO - Epoch [12][60/2640] lr: 1.000e-02, eta: 12:20:13, time: 0.397, data_time: 0.000, memory: 5694, top1_acc: 0.3063, top5_acc: 0.5969, loss_cls: 2.8867, loss: 2.8867, grad_norm: 5.2539 2021-08-17 01:41:27,447 - mmaction - INFO - Epoch [12][80/2640] lr: 1.000e-02, eta: 12:20:02, time: 0.399, data_time: 0.001, memory: 5694, top1_acc: 0.3484, top5_acc: 0.6164, loss_cls: 2.8192, loss: 2.8192, grad_norm: 5.2674 2021-08-17 01:41:35,471 - mmaction - INFO - Epoch [12][100/2640] lr: 1.000e-02, eta: 12:19:51, time: 0.401, data_time: 0.001, memory: 5694, top1_acc: 0.3227, top5_acc: 0.6070, loss_cls: 2.8536, loss: 2.8536, grad_norm: 5.2776 2021-08-17 01:41:43,572 - mmaction - INFO - Epoch [12][120/2640] lr: 1.000e-02, eta: 12:19:40, time: 0.405, data_time: 0.001, memory: 5694, top1_acc: 0.3508, top5_acc: 0.6312, loss_cls: 2.7577, loss: 2.7577, grad_norm: 5.3742 2021-08-17 01:41:51,796 - mmaction - INFO - Epoch [12][140/2640] lr: 1.000e-02, eta: 12:19:30, time: 0.411, data_time: 0.001, memory: 5694, top1_acc: 0.3125, top5_acc: 0.6070, loss_cls: 2.8947, loss: 2.8947, grad_norm: 5.3851 2021-08-17 01:42:00,086 - mmaction - INFO - Epoch [12][160/2640] lr: 1.000e-02, eta: 12:19:21, time: 0.414, data_time: 0.001, memory: 5694, top1_acc: 0.3438, top5_acc: 0.6164, loss_cls: 2.7725, loss: 2.7725, grad_norm: 5.2673 2021-08-17 01:42:08,378 - mmaction - INFO - Epoch [12][180/2640] lr: 1.000e-02, eta: 12:19:11, time: 0.415, data_time: 0.001, memory: 5694, top1_acc: 0.3219, top5_acc: 0.6023, loss_cls: 2.8899, loss: 2.8899, grad_norm: 5.4190 2021-08-17 01:42:16,651 - mmaction - INFO - Epoch [12][200/2640] lr: 1.000e-02, eta: 12:19:01, time: 0.414, data_time: 0.000, memory: 5694, top1_acc: 0.3117, top5_acc: 0.5867, loss_cls: 2.9332, loss: 2.9332, grad_norm: 5.5532 2021-08-17 01:42:24,962 - mmaction - INFO - Epoch [12][220/2640] lr: 1.000e-02, eta: 12:18:51, time: 0.416, data_time: 0.000, memory: 5694, top1_acc: 0.3359, top5_acc: 0.6227, loss_cls: 2.8181, loss: 2.8181, grad_norm: 5.1270 2021-08-17 01:42:33,252 - mmaction - INFO - Epoch [12][240/2640] lr: 1.000e-02, eta: 12:18:41, time: 0.414, data_time: 0.001, memory: 5694, top1_acc: 0.3187, top5_acc: 0.6141, loss_cls: 2.8448, loss: 2.8448, grad_norm: 5.6150 2021-08-17 01:42:41,567 - mmaction - INFO - Epoch [12][260/2640] lr: 1.000e-02, eta: 12:18:32, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.3172, top5_acc: 0.6234, loss_cls: 2.8578, loss: 2.8578, grad_norm: 5.4454 2021-08-17 01:42:49,887 - mmaction - INFO - Epoch [12][280/2640] lr: 1.000e-02, eta: 12:18:22, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.3109, top5_acc: 0.6047, loss_cls: 2.8294, loss: 2.8294, grad_norm: 5.4429 2021-08-17 01:42:58,180 - mmaction - INFO - Epoch [12][300/2640] lr: 1.000e-02, eta: 12:18:12, time: 0.415, data_time: 0.000, memory: 5694, top1_acc: 0.3117, top5_acc: 0.6031, loss_cls: 2.9030, loss: 2.9030, grad_norm: 5.2583 2021-08-17 01:43:06,495 - mmaction - INFO - Epoch [12][320/2640] lr: 1.000e-02, eta: 12:18:02, time: 0.416, data_time: 0.000, memory: 5694, top1_acc: 0.3344, top5_acc: 0.6008, loss_cls: 2.8269, loss: 2.8269, grad_norm: 5.4238 2021-08-17 01:43:14,816 - mmaction - INFO - Epoch [12][340/2640] lr: 1.000e-02, eta: 12:17:53, time: 0.416, data_time: 0.000, memory: 5694, top1_acc: 0.3039, top5_acc: 0.5945, loss_cls: 2.8640, loss: 2.8640, grad_norm: 5.4259 2021-08-17 01:43:23,114 - mmaction - INFO - Epoch [12][360/2640] lr: 1.000e-02, eta: 12:17:43, time: 0.415, data_time: 0.001, memory: 5694, top1_acc: 0.3219, top5_acc: 0.6008, loss_cls: 2.8603, loss: 2.8603, grad_norm: 5.2378 2021-08-17 01:43:31,444 - mmaction - INFO - Epoch [12][380/2640] lr: 1.000e-02, eta: 12:17:33, time: 0.417, data_time: 0.000, memory: 5694, top1_acc: 0.3094, top5_acc: 0.5883, loss_cls: 2.9328, loss: 2.9328, grad_norm: 5.5146 2021-08-17 01:43:39,766 - mmaction - INFO - Epoch [12][400/2640] lr: 1.000e-02, eta: 12:17:23, time: 0.416, data_time: 0.002, memory: 5694, top1_acc: 0.3109, top5_acc: 0.6031, loss_cls: 2.9049, loss: 2.9049, grad_norm: 5.4982 2021-08-17 01:43:48,075 - mmaction - INFO - Epoch [12][420/2640] lr: 1.000e-02, eta: 12:17:14, time: 0.416, data_time: 0.000, memory: 5694, top1_acc: 0.3094, top5_acc: 0.6062, loss_cls: 2.9049, loss: 2.9049, grad_norm: 5.4625 2021-08-17 01:43:56,401 - mmaction - INFO - Epoch [12][440/2640] lr: 1.000e-02, eta: 12:17:04, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.3273, top5_acc: 0.6125, loss_cls: 2.8074, loss: 2.8074, grad_norm: 5.4022 2021-08-17 01:44:04,721 - mmaction - INFO - Epoch [12][460/2640] lr: 1.000e-02, eta: 12:16:54, time: 0.416, data_time: 0.000, memory: 5694, top1_acc: 0.3250, top5_acc: 0.5922, loss_cls: 2.9094, loss: 2.9094, grad_norm: 5.5356 2021-08-17 01:44:13,050 - mmaction - INFO - Epoch [12][480/2640] lr: 1.000e-02, eta: 12:16:45, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.3172, top5_acc: 0.5898, loss_cls: 2.8697, loss: 2.8697, grad_norm: 5.3029 2021-08-17 01:44:21,376 - mmaction - INFO - Epoch [12][500/2640] lr: 1.000e-02, eta: 12:16:35, time: 0.416, data_time: 0.000, memory: 5694, top1_acc: 0.3164, top5_acc: 0.6000, loss_cls: 2.9020, loss: 2.9020, grad_norm: 5.4002 2021-08-17 01:44:29,711 - mmaction - INFO - Epoch [12][520/2640] lr: 1.000e-02, eta: 12:16:25, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.3117, top5_acc: 0.6102, loss_cls: 2.8476, loss: 2.8476, grad_norm: 5.1976 2021-08-17 01:44:38,036 - mmaction - INFO - Epoch [12][540/2640] lr: 1.000e-02, eta: 12:16:16, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.3172, top5_acc: 0.6070, loss_cls: 2.8730, loss: 2.8730, grad_norm: 5.3523 2021-08-17 01:44:46,382 - mmaction - INFO - Epoch [12][560/2640] lr: 1.000e-02, eta: 12:16:06, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.3109, top5_acc: 0.5703, loss_cls: 2.9206, loss: 2.9206, grad_norm: 5.3580 2021-08-17 01:44:54,706 - mmaction - INFO - Epoch [12][580/2640] lr: 1.000e-02, eta: 12:15:56, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.3102, top5_acc: 0.6258, loss_cls: 2.7852, loss: 2.7852, grad_norm: 5.2535 2021-08-17 01:45:03,261 - mmaction - INFO - Epoch [12][600/2640] lr: 1.000e-02, eta: 12:15:48, time: 0.428, data_time: 0.001, memory: 5694, top1_acc: 0.2938, top5_acc: 0.5766, loss_cls: 2.9791, loss: 2.9791, grad_norm: 5.7087 2021-08-17 01:45:11,575 - mmaction - INFO - Epoch [12][620/2640] lr: 1.000e-02, eta: 12:15:38, time: 0.416, data_time: 0.000, memory: 5694, top1_acc: 0.3195, top5_acc: 0.5906, loss_cls: 2.9634, loss: 2.9634, grad_norm: 5.4012 2021-08-17 01:45:19,896 - mmaction - INFO - Epoch [12][640/2640] lr: 1.000e-02, eta: 12:15:28, time: 0.416, data_time: 0.000, memory: 5694, top1_acc: 0.3133, top5_acc: 0.6180, loss_cls: 2.8203, loss: 2.8203, grad_norm: 5.3404 2021-08-17 01:45:28,210 - mmaction - INFO - Epoch [12][660/2640] lr: 1.000e-02, eta: 12:15:18, time: 0.415, data_time: 0.000, memory: 5694, top1_acc: 0.3055, top5_acc: 0.5938, loss_cls: 2.9063, loss: 2.9063, grad_norm: 5.2109 2021-08-17 01:45:36,537 - mmaction - INFO - Epoch [12][680/2640] lr: 1.000e-02, eta: 12:15:09, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.3031, top5_acc: 0.5844, loss_cls: 2.9779, loss: 2.9779, grad_norm: 5.4203 2021-08-17 01:45:44,889 - mmaction - INFO - Epoch [12][700/2640] lr: 1.000e-02, eta: 12:14:59, time: 0.418, data_time: 0.000, memory: 5694, top1_acc: 0.3102, top5_acc: 0.6109, loss_cls: 2.8728, loss: 2.8728, grad_norm: 5.6030 2021-08-17 01:45:53,251 - mmaction - INFO - Epoch [12][720/2640] lr: 1.000e-02, eta: 12:14:50, time: 0.418, data_time: 0.000, memory: 5694, top1_acc: 0.3164, top5_acc: 0.6148, loss_cls: 2.7690, loss: 2.7690, grad_norm: 5.5183 2021-08-17 01:46:01,642 - mmaction - INFO - Epoch [12][740/2640] lr: 1.000e-02, eta: 12:14:40, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.3117, top5_acc: 0.5906, loss_cls: 2.9285, loss: 2.9285, grad_norm: 5.4675 2021-08-17 01:46:09,977 - mmaction - INFO - Epoch [12][760/2640] lr: 1.000e-02, eta: 12:14:31, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.3273, top5_acc: 0.6156, loss_cls: 2.8161, loss: 2.8161, grad_norm: 5.1059 2021-08-17 01:46:18,316 - mmaction - INFO - Epoch [12][780/2640] lr: 1.000e-02, eta: 12:14:21, time: 0.417, data_time: 0.000, memory: 5694, top1_acc: 0.3117, top5_acc: 0.6141, loss_cls: 2.8182, loss: 2.8182, grad_norm: 5.3736 2021-08-17 01:46:26,681 - mmaction - INFO - Epoch [12][800/2640] lr: 1.000e-02, eta: 12:14:12, time: 0.418, data_time: 0.000, memory: 5694, top1_acc: 0.3172, top5_acc: 0.5977, loss_cls: 2.9110, loss: 2.9110, grad_norm: 5.3935 2021-08-17 01:46:35,049 - mmaction - INFO - Epoch [12][820/2640] lr: 1.000e-02, eta: 12:14:02, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.3312, top5_acc: 0.5977, loss_cls: 2.8998, loss: 2.8998, grad_norm: 5.5669 2021-08-17 01:46:43,379 - mmaction - INFO - Epoch [12][840/2640] lr: 1.000e-02, eta: 12:13:52, time: 0.416, data_time: 0.000, memory: 5694, top1_acc: 0.3391, top5_acc: 0.6188, loss_cls: 2.7961, loss: 2.7961, grad_norm: 5.3216 2021-08-17 01:46:51,711 - mmaction - INFO - Epoch [12][860/2640] lr: 1.000e-02, eta: 12:13:43, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.3055, top5_acc: 0.6039, loss_cls: 2.8959, loss: 2.8959, grad_norm: 5.3592 2021-08-17 01:47:00,048 - mmaction - INFO - Epoch [12][880/2640] lr: 1.000e-02, eta: 12:13:33, time: 0.417, data_time: 0.000, memory: 5694, top1_acc: 0.3234, top5_acc: 0.6070, loss_cls: 2.8527, loss: 2.8527, grad_norm: 5.4055 2021-08-17 01:47:08,395 - mmaction - INFO - Epoch [12][900/2640] lr: 1.000e-02, eta: 12:13:24, time: 0.417, data_time: 0.000, memory: 5694, top1_acc: 0.3094, top5_acc: 0.6047, loss_cls: 2.8970, loss: 2.8970, grad_norm: 5.2288 2021-08-17 01:47:16,760 - mmaction - INFO - Epoch [12][920/2640] lr: 1.000e-02, eta: 12:13:14, time: 0.419, data_time: 0.002, memory: 5694, top1_acc: 0.3227, top5_acc: 0.6180, loss_cls: 2.8290, loss: 2.8290, grad_norm: 5.2871 2021-08-17 01:47:25,048 - mmaction - INFO - Epoch [12][940/2640] lr: 1.000e-02, eta: 12:13:04, time: 0.414, data_time: 0.000, memory: 5694, top1_acc: 0.3063, top5_acc: 0.5875, loss_cls: 2.9523, loss: 2.9523, grad_norm: 5.4125 2021-08-17 01:47:33,343 - mmaction - INFO - Epoch [12][960/2640] lr: 1.000e-02, eta: 12:12:55, time: 0.415, data_time: 0.000, memory: 5694, top1_acc: 0.3078, top5_acc: 0.5859, loss_cls: 2.9808, loss: 2.9808, grad_norm: 5.5080 2021-08-17 01:47:41,634 - mmaction - INFO - Epoch [12][980/2640] lr: 1.000e-02, eta: 12:12:45, time: 0.414, data_time: 0.001, memory: 5694, top1_acc: 0.3086, top5_acc: 0.5805, loss_cls: 2.9322, loss: 2.9322, grad_norm: 5.4074 2021-08-17 01:47:49,929 - mmaction - INFO - Epoch [12][1000/2640] lr: 1.000e-02, eta: 12:12:35, time: 0.415, data_time: 0.001, memory: 5694, top1_acc: 0.3195, top5_acc: 0.5766, loss_cls: 2.9251, loss: 2.9251, grad_norm: 5.3504 2021-08-17 01:47:58,227 - mmaction - INFO - Epoch [12][1020/2640] lr: 1.000e-02, eta: 12:12:25, time: 0.415, data_time: 0.001, memory: 5694, top1_acc: 0.3172, top5_acc: 0.5930, loss_cls: 2.8681, loss: 2.8681, grad_norm: 5.3499 2021-08-17 01:48:06,505 - mmaction - INFO - Epoch [12][1040/2640] lr: 1.000e-02, eta: 12:12:16, time: 0.414, data_time: 0.000, memory: 5694, top1_acc: 0.2906, top5_acc: 0.5672, loss_cls: 3.0035, loss: 3.0035, grad_norm: 5.5182 2021-08-17 01:48:14,792 - mmaction - INFO - Epoch [12][1060/2640] lr: 1.000e-02, eta: 12:12:06, time: 0.414, data_time: 0.000, memory: 5694, top1_acc: 0.3305, top5_acc: 0.6227, loss_cls: 2.8030, loss: 2.8030, grad_norm: 5.1144 2021-08-17 01:48:23,044 - mmaction - INFO - Epoch [12][1080/2640] lr: 1.000e-02, eta: 12:11:56, time: 0.413, data_time: 0.001, memory: 5694, top1_acc: 0.3250, top5_acc: 0.5953, loss_cls: 2.9164, loss: 2.9164, grad_norm: 5.2663 2021-08-17 01:48:31,316 - mmaction - INFO - Epoch [12][1100/2640] lr: 1.000e-02, eta: 12:11:46, time: 0.414, data_time: 0.000, memory: 5694, top1_acc: 0.3055, top5_acc: 0.5953, loss_cls: 2.9454, loss: 2.9454, grad_norm: 5.3074 2021-08-17 01:48:39,631 - mmaction - INFO - Epoch [12][1120/2640] lr: 1.000e-02, eta: 12:11:37, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.2930, top5_acc: 0.5758, loss_cls: 2.9757, loss: 2.9757, grad_norm: 5.3959 2021-08-17 01:48:47,907 - mmaction - INFO - Epoch [12][1140/2640] lr: 1.000e-02, eta: 12:11:27, time: 0.414, data_time: 0.001, memory: 5694, top1_acc: 0.3125, top5_acc: 0.5813, loss_cls: 2.9174, loss: 2.9174, grad_norm: 5.3495 2021-08-17 01:48:56,166 - mmaction - INFO - Epoch [12][1160/2640] lr: 1.000e-02, eta: 12:11:17, time: 0.413, data_time: 0.000, memory: 5694, top1_acc: 0.3266, top5_acc: 0.6039, loss_cls: 2.8439, loss: 2.8439, grad_norm: 5.2346 2021-08-17 01:49:04,485 - mmaction - INFO - Epoch [12][1180/2640] lr: 1.000e-02, eta: 12:11:07, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.3086, top5_acc: 0.5898, loss_cls: 2.9571, loss: 2.9571, grad_norm: 5.3953 2021-08-17 01:49:12,774 - mmaction - INFO - Epoch [12][1200/2640] lr: 1.000e-02, eta: 12:10:58, time: 0.414, data_time: 0.001, memory: 5694, top1_acc: 0.2922, top5_acc: 0.5836, loss_cls: 2.9624, loss: 2.9624, grad_norm: 5.3716 2021-08-17 01:49:21,062 - mmaction - INFO - Epoch [12][1220/2640] lr: 1.000e-02, eta: 12:10:48, time: 0.414, data_time: 0.000, memory: 5694, top1_acc: 0.3000, top5_acc: 0.5992, loss_cls: 2.8791, loss: 2.8791, grad_norm: 5.4033 2021-08-17 01:49:29,324 - mmaction - INFO - Epoch [12][1240/2640] lr: 1.000e-02, eta: 12:10:38, time: 0.413, data_time: 0.001, memory: 5694, top1_acc: 0.3266, top5_acc: 0.5945, loss_cls: 2.8524, loss: 2.8524, grad_norm: 5.2295 2021-08-17 01:49:37,616 - mmaction - INFO - Epoch [12][1260/2640] lr: 1.000e-02, eta: 12:10:28, time: 0.415, data_time: 0.001, memory: 5694, top1_acc: 0.2828, top5_acc: 0.5781, loss_cls: 3.0388, loss: 3.0388, grad_norm: 5.5396 2021-08-17 01:49:45,921 - mmaction - INFO - Epoch [12][1280/2640] lr: 1.000e-02, eta: 12:10:19, time: 0.415, data_time: 0.000, memory: 5694, top1_acc: 0.3133, top5_acc: 0.6102, loss_cls: 2.8690, loss: 2.8690, grad_norm: 5.3671 2021-08-17 01:49:54,211 - mmaction - INFO - Epoch [12][1300/2640] lr: 1.000e-02, eta: 12:10:09, time: 0.415, data_time: 0.002, memory: 5694, top1_acc: 0.3055, top5_acc: 0.5914, loss_cls: 2.9150, loss: 2.9150, grad_norm: 5.4730 2021-08-17 01:50:02,457 - mmaction - INFO - Epoch [12][1320/2640] lr: 1.000e-02, eta: 12:09:59, time: 0.412, data_time: 0.000, memory: 5694, top1_acc: 0.2883, top5_acc: 0.5805, loss_cls: 2.8869, loss: 2.8869, grad_norm: 5.4339 2021-08-17 01:50:10,725 - mmaction - INFO - Epoch [12][1340/2640] lr: 1.000e-02, eta: 12:09:49, time: 0.413, data_time: 0.000, memory: 5694, top1_acc: 0.3297, top5_acc: 0.6258, loss_cls: 2.8142, loss: 2.8142, grad_norm: 5.3238 2021-08-17 01:50:19,004 - mmaction - INFO - Epoch [12][1360/2640] lr: 1.000e-02, eta: 12:09:39, time: 0.414, data_time: 0.000, memory: 5694, top1_acc: 0.3141, top5_acc: 0.6070, loss_cls: 2.8424, loss: 2.8424, grad_norm: 5.5371 2021-08-17 01:50:27,300 - mmaction - INFO - Epoch [12][1380/2640] lr: 1.000e-02, eta: 12:09:30, time: 0.414, data_time: 0.001, memory: 5694, top1_acc: 0.3141, top5_acc: 0.5883, loss_cls: 2.9130, loss: 2.9130, grad_norm: 5.3554 2021-08-17 01:50:35,550 - mmaction - INFO - Epoch [12][1400/2640] lr: 1.000e-02, eta: 12:09:20, time: 0.413, data_time: 0.001, memory: 5694, top1_acc: 0.2867, top5_acc: 0.5844, loss_cls: 2.9550, loss: 2.9550, grad_norm: 5.5256 2021-08-17 01:50:43,846 - mmaction - INFO - Epoch [12][1420/2640] lr: 1.000e-02, eta: 12:09:10, time: 0.415, data_time: 0.001, memory: 5694, top1_acc: 0.2961, top5_acc: 0.5883, loss_cls: 2.9288, loss: 2.9288, grad_norm: 5.4539 2021-08-17 01:50:52,169 - mmaction - INFO - Epoch [12][1440/2640] lr: 1.000e-02, eta: 12:09:01, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.2992, top5_acc: 0.5930, loss_cls: 2.9051, loss: 2.9051, grad_norm: 5.3454 2021-08-17 01:51:00,456 - mmaction - INFO - Epoch [12][1460/2640] lr: 1.000e-02, eta: 12:08:51, time: 0.414, data_time: 0.001, memory: 5694, top1_acc: 0.3055, top5_acc: 0.6102, loss_cls: 2.8630, loss: 2.8630, grad_norm: 5.2998 2021-08-17 01:51:08,722 - mmaction - INFO - Epoch [12][1480/2640] lr: 1.000e-02, eta: 12:08:41, time: 0.413, data_time: 0.001, memory: 5694, top1_acc: 0.3023, top5_acc: 0.5922, loss_cls: 2.9198, loss: 2.9198, grad_norm: 5.4775 2021-08-17 01:51:17,012 - mmaction - INFO - Epoch [12][1500/2640] lr: 1.000e-02, eta: 12:08:31, time: 0.414, data_time: 0.000, memory: 5694, top1_acc: 0.3203, top5_acc: 0.6023, loss_cls: 2.8538, loss: 2.8538, grad_norm: 5.5330 2021-08-17 01:51:25,304 - mmaction - INFO - Epoch [12][1520/2640] lr: 1.000e-02, eta: 12:08:22, time: 0.415, data_time: 0.001, memory: 5694, top1_acc: 0.3203, top5_acc: 0.5977, loss_cls: 2.8544, loss: 2.8544, grad_norm: 5.5608 2021-08-17 01:51:33,586 - mmaction - INFO - Epoch [12][1540/2640] lr: 1.000e-02, eta: 12:08:12, time: 0.414, data_time: 0.001, memory: 5694, top1_acc: 0.3031, top5_acc: 0.5648, loss_cls: 2.9930, loss: 2.9930, grad_norm: 5.6385 2021-08-17 01:51:41,864 - mmaction - INFO - Epoch [12][1560/2640] lr: 1.000e-02, eta: 12:08:02, time: 0.414, data_time: 0.001, memory: 5694, top1_acc: 0.2844, top5_acc: 0.5805, loss_cls: 2.9934, loss: 2.9934, grad_norm: 5.6109 2021-08-17 01:51:50,165 - mmaction - INFO - Epoch [12][1580/2640] lr: 1.000e-02, eta: 12:07:53, time: 0.415, data_time: 0.001, memory: 5694, top1_acc: 0.2922, top5_acc: 0.5852, loss_cls: 2.9748, loss: 2.9748, grad_norm: 5.5660 2021-08-17 01:51:58,443 - mmaction - INFO - Epoch [12][1600/2640] lr: 1.000e-02, eta: 12:07:43, time: 0.414, data_time: 0.000, memory: 5694, top1_acc: 0.3031, top5_acc: 0.5961, loss_cls: 2.8643, loss: 2.8643, grad_norm: 5.1847 2021-08-17 01:52:06,734 - mmaction - INFO - Epoch [12][1620/2640] lr: 1.000e-02, eta: 12:07:33, time: 0.415, data_time: 0.000, memory: 5694, top1_acc: 0.3328, top5_acc: 0.6289, loss_cls: 2.7719, loss: 2.7719, grad_norm: 5.3288 2021-08-17 01:52:15,017 - mmaction - INFO - Epoch [12][1640/2640] lr: 1.000e-02, eta: 12:07:23, time: 0.414, data_time: 0.000, memory: 5694, top1_acc: 0.3000, top5_acc: 0.5930, loss_cls: 2.9316, loss: 2.9316, grad_norm: 5.3842 2021-08-17 01:52:23,306 - mmaction - INFO - Epoch [12][1660/2640] lr: 1.000e-02, eta: 12:07:14, time: 0.415, data_time: 0.001, memory: 5694, top1_acc: 0.3305, top5_acc: 0.6156, loss_cls: 2.7944, loss: 2.7944, grad_norm: 5.2933 2021-08-17 01:52:31,600 - mmaction - INFO - Epoch [12][1680/2640] lr: 1.000e-02, eta: 12:07:04, time: 0.415, data_time: 0.000, memory: 5694, top1_acc: 0.3109, top5_acc: 0.6148, loss_cls: 2.8317, loss: 2.8317, grad_norm: 5.4800 2021-08-17 01:52:39,881 - mmaction - INFO - Epoch [12][1700/2640] lr: 1.000e-02, eta: 12:06:54, time: 0.414, data_time: 0.000, memory: 5694, top1_acc: 0.3078, top5_acc: 0.5719, loss_cls: 2.9746, loss: 2.9746, grad_norm: 5.5538 2021-08-17 01:52:48,211 - mmaction - INFO - Epoch [12][1720/2640] lr: 1.000e-02, eta: 12:06:45, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.3195, top5_acc: 0.5938, loss_cls: 2.8683, loss: 2.8683, grad_norm: 5.5032 2021-08-17 01:52:56,532 - mmaction - INFO - Epoch [12][1740/2640] lr: 1.000e-02, eta: 12:06:35, time: 0.416, data_time: 0.000, memory: 5694, top1_acc: 0.3148, top5_acc: 0.6148, loss_cls: 2.8064, loss: 2.8064, grad_norm: 5.5085 2021-08-17 01:53:04,845 - mmaction - INFO - Epoch [12][1760/2640] lr: 1.000e-02, eta: 12:06:26, time: 0.416, data_time: 0.000, memory: 5694, top1_acc: 0.3063, top5_acc: 0.5992, loss_cls: 2.8698, loss: 2.8698, grad_norm: 5.2348 2021-08-17 01:53:13,168 - mmaction - INFO - Epoch [12][1780/2640] lr: 1.000e-02, eta: 12:06:16, time: 0.416, data_time: 0.000, memory: 5694, top1_acc: 0.2984, top5_acc: 0.5781, loss_cls: 2.9579, loss: 2.9579, grad_norm: 5.4300 2021-08-17 01:53:21,496 - mmaction - INFO - Epoch [12][1800/2640] lr: 1.000e-02, eta: 12:06:07, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.3375, top5_acc: 0.6180, loss_cls: 2.8377, loss: 2.8377, grad_norm: 5.4946 2021-08-17 01:53:29,802 - mmaction - INFO - Epoch [12][1820/2640] lr: 1.000e-02, eta: 12:05:57, time: 0.415, data_time: 0.001, memory: 5694, top1_acc: 0.3109, top5_acc: 0.5859, loss_cls: 2.9370, loss: 2.9370, grad_norm: 5.1279 2021-08-17 01:53:38,113 - mmaction - INFO - Epoch [12][1840/2640] lr: 1.000e-02, eta: 12:05:47, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.2820, top5_acc: 0.5852, loss_cls: 2.9449, loss: 2.9449, grad_norm: 5.3289 2021-08-17 01:53:46,408 - mmaction - INFO - Epoch [12][1860/2640] lr: 1.000e-02, eta: 12:05:38, time: 0.415, data_time: 0.000, memory: 5694, top1_acc: 0.3242, top5_acc: 0.6172, loss_cls: 2.8605, loss: 2.8605, grad_norm: 5.4860 2021-08-17 01:53:54,742 - mmaction - INFO - Epoch [12][1880/2640] lr: 1.000e-02, eta: 12:05:28, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.3242, top5_acc: 0.5906, loss_cls: 2.8915, loss: 2.8915, grad_norm: 5.5109 2021-08-17 01:54:03,055 - mmaction - INFO - Epoch [12][1900/2640] lr: 1.000e-02, eta: 12:05:19, time: 0.416, data_time: 0.000, memory: 5694, top1_acc: 0.3102, top5_acc: 0.6039, loss_cls: 2.8928, loss: 2.8928, grad_norm: 5.3000 2021-08-17 01:54:11,339 - mmaction - INFO - Epoch [12][1920/2640] lr: 1.000e-02, eta: 12:05:09, time: 0.414, data_time: 0.000, memory: 5694, top1_acc: 0.2883, top5_acc: 0.5844, loss_cls: 2.9358, loss: 2.9358, grad_norm: 5.6287 2021-08-17 01:54:19,631 - mmaction - INFO - Epoch [12][1940/2640] lr: 1.000e-02, eta: 12:04:59, time: 0.414, data_time: 0.000, memory: 5694, top1_acc: 0.2922, top5_acc: 0.5953, loss_cls: 2.9191, loss: 2.9191, grad_norm: 5.5486 2021-08-17 01:54:27,949 - mmaction - INFO - Epoch [12][1960/2640] lr: 1.000e-02, eta: 12:04:50, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.2984, top5_acc: 0.5977, loss_cls: 2.8985, loss: 2.8985, grad_norm: 5.4877 2021-08-17 01:54:36,247 - mmaction - INFO - Epoch [12][1980/2640] lr: 1.000e-02, eta: 12:04:40, time: 0.415, data_time: 0.000, memory: 5694, top1_acc: 0.3141, top5_acc: 0.6039, loss_cls: 2.8712, loss: 2.8712, grad_norm: 5.4707 2021-08-17 01:54:44,543 - mmaction - INFO - Epoch [12][2000/2640] lr: 1.000e-02, eta: 12:04:30, time: 0.415, data_time: 0.001, memory: 5694, top1_acc: 0.2961, top5_acc: 0.5867, loss_cls: 2.9006, loss: 2.9006, grad_norm: 5.3851 2021-08-17 01:54:52,837 - mmaction - INFO - Epoch [12][2020/2640] lr: 1.000e-02, eta: 12:04:21, time: 0.415, data_time: 0.000, memory: 5694, top1_acc: 0.3016, top5_acc: 0.6102, loss_cls: 2.9106, loss: 2.9106, grad_norm: 5.3502 2021-08-17 01:55:01,150 - mmaction - INFO - Epoch [12][2040/2640] lr: 1.000e-02, eta: 12:04:11, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.3086, top5_acc: 0.5906, loss_cls: 2.9270, loss: 2.9270, grad_norm: 5.1992 2021-08-17 01:55:09,444 - mmaction - INFO - Epoch [12][2060/2640] lr: 1.000e-02, eta: 12:04:02, time: 0.415, data_time: 0.000, memory: 5694, top1_acc: 0.3172, top5_acc: 0.5875, loss_cls: 2.9338, loss: 2.9338, grad_norm: 5.3606 2021-08-17 01:55:17,731 - mmaction - INFO - Epoch [12][2080/2640] lr: 1.000e-02, eta: 12:03:52, time: 0.414, data_time: 0.001, memory: 5694, top1_acc: 0.3047, top5_acc: 0.5648, loss_cls: 2.9735, loss: 2.9735, grad_norm: 5.5184 2021-08-17 01:55:26,035 - mmaction - INFO - Epoch [12][2100/2640] lr: 1.000e-02, eta: 12:03:42, time: 0.415, data_time: 0.001, memory: 5694, top1_acc: 0.3063, top5_acc: 0.5828, loss_cls: 2.9014, loss: 2.9014, grad_norm: 5.2556 2021-08-17 01:55:34,336 - mmaction - INFO - Epoch [12][2120/2640] lr: 1.000e-02, eta: 12:03:33, time: 0.415, data_time: 0.001, memory: 5694, top1_acc: 0.3125, top5_acc: 0.6000, loss_cls: 2.8796, loss: 2.8796, grad_norm: 5.2755 2021-08-17 01:55:42,616 - mmaction - INFO - Epoch [12][2140/2640] lr: 1.000e-02, eta: 12:03:23, time: 0.414, data_time: 0.000, memory: 5694, top1_acc: 0.3094, top5_acc: 0.5852, loss_cls: 2.9245, loss: 2.9245, grad_norm: 5.3703 2021-08-17 01:55:50,972 - mmaction - INFO - Epoch [12][2160/2640] lr: 1.000e-02, eta: 12:03:14, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.3086, top5_acc: 0.5984, loss_cls: 2.8827, loss: 2.8827, grad_norm: 5.3660 2021-08-17 01:55:59,229 - mmaction - INFO - Epoch [12][2180/2640] lr: 1.000e-02, eta: 12:03:04, time: 0.413, data_time: 0.000, memory: 5694, top1_acc: 0.3086, top5_acc: 0.6172, loss_cls: 2.8357, loss: 2.8357, grad_norm: 5.2769 2021-08-17 01:56:07,500 - mmaction - INFO - Epoch [12][2200/2640] lr: 1.000e-02, eta: 12:02:54, time: 0.414, data_time: 0.001, memory: 5694, top1_acc: 0.2898, top5_acc: 0.5633, loss_cls: 3.0010, loss: 3.0010, grad_norm: 5.3877 2021-08-17 01:56:15,780 - mmaction - INFO - Epoch [12][2220/2640] lr: 1.000e-02, eta: 12:02:44, time: 0.414, data_time: 0.000, memory: 5694, top1_acc: 0.3102, top5_acc: 0.5938, loss_cls: 2.8799, loss: 2.8799, grad_norm: 5.3584 2021-08-17 01:56:24,099 - mmaction - INFO - Epoch [12][2240/2640] lr: 1.000e-02, eta: 12:02:35, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.2969, top5_acc: 0.5992, loss_cls: 2.9132, loss: 2.9132, grad_norm: 5.3540 2021-08-17 01:56:32,382 - mmaction - INFO - Epoch [12][2260/2640] lr: 1.000e-02, eta: 12:02:25, time: 0.414, data_time: 0.001, memory: 5694, top1_acc: 0.2922, top5_acc: 0.6062, loss_cls: 2.9346, loss: 2.9346, grad_norm: 5.1885 2021-08-17 01:56:40,658 - mmaction - INFO - Epoch [12][2280/2640] lr: 1.000e-02, eta: 12:02:16, time: 0.413, data_time: 0.000, memory: 5694, top1_acc: 0.3008, top5_acc: 0.6016, loss_cls: 2.8434, loss: 2.8434, grad_norm: 5.2816 2021-08-17 01:56:48,967 - mmaction - INFO - Epoch [12][2300/2640] lr: 1.000e-02, eta: 12:02:06, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.2992, top5_acc: 0.5906, loss_cls: 2.9233, loss: 2.9233, grad_norm: 5.3472 2021-08-17 01:56:57,259 - mmaction - INFO - Epoch [12][2320/2640] lr: 1.000e-02, eta: 12:01:56, time: 0.415, data_time: 0.000, memory: 5694, top1_acc: 0.3172, top5_acc: 0.5938, loss_cls: 2.8774, loss: 2.8774, grad_norm: 5.3497 2021-08-17 01:57:05,527 - mmaction - INFO - Epoch [12][2340/2640] lr: 1.000e-02, eta: 12:01:47, time: 0.414, data_time: 0.000, memory: 5694, top1_acc: 0.3187, top5_acc: 0.6078, loss_cls: 2.8759, loss: 2.8759, grad_norm: 5.4785 2021-08-17 01:57:13,773 - mmaction - INFO - Epoch [12][2360/2640] lr: 1.000e-02, eta: 12:01:37, time: 0.412, data_time: 0.001, memory: 5694, top1_acc: 0.2805, top5_acc: 0.5883, loss_cls: 2.9363, loss: 2.9363, grad_norm: 5.4892 2021-08-17 01:57:22,089 - mmaction - INFO - Epoch [12][2380/2640] lr: 1.000e-02, eta: 12:01:27, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.3133, top5_acc: 0.5781, loss_cls: 2.9574, loss: 2.9574, grad_norm: 5.4411 2021-08-17 01:57:30,365 - mmaction - INFO - Epoch [12][2400/2640] lr: 1.000e-02, eta: 12:01:18, time: 0.414, data_time: 0.001, memory: 5694, top1_acc: 0.2930, top5_acc: 0.5836, loss_cls: 2.9910, loss: 2.9910, grad_norm: 5.3397 2021-08-17 01:57:38,610 - mmaction - INFO - Epoch [12][2420/2640] lr: 1.000e-02, eta: 12:01:08, time: 0.412, data_time: 0.000, memory: 5694, top1_acc: 0.3063, top5_acc: 0.5875, loss_cls: 2.9196, loss: 2.9196, grad_norm: 5.2953 2021-08-17 01:57:46,904 - mmaction - INFO - Epoch [12][2440/2640] lr: 1.000e-02, eta: 12:00:58, time: 0.415, data_time: 0.001, memory: 5694, top1_acc: 0.3086, top5_acc: 0.5961, loss_cls: 2.8680, loss: 2.8680, grad_norm: 5.3237 2021-08-17 01:57:55,143 - mmaction - INFO - Epoch [12][2460/2640] lr: 1.000e-02, eta: 12:00:49, time: 0.412, data_time: 0.000, memory: 5694, top1_acc: 0.2898, top5_acc: 0.5992, loss_cls: 2.9167, loss: 2.9167, grad_norm: 5.3000 2021-08-17 01:58:03,387 - mmaction - INFO - Epoch [12][2480/2640] lr: 1.000e-02, eta: 12:00:39, time: 0.412, data_time: 0.001, memory: 5694, top1_acc: 0.3180, top5_acc: 0.5906, loss_cls: 2.8994, loss: 2.8994, grad_norm: 5.5803 2021-08-17 01:58:11,622 - mmaction - INFO - Epoch [12][2500/2640] lr: 1.000e-02, eta: 12:00:29, time: 0.412, data_time: 0.000, memory: 5694, top1_acc: 0.3320, top5_acc: 0.6109, loss_cls: 2.8497, loss: 2.8497, grad_norm: 5.2864 2021-08-17 01:58:19,888 - mmaction - INFO - Epoch [12][2520/2640] lr: 1.000e-02, eta: 12:00:19, time: 0.413, data_time: 0.002, memory: 5694, top1_acc: 0.2844, top5_acc: 0.5633, loss_cls: 2.9851, loss: 2.9851, grad_norm: 5.4429 2021-08-17 01:58:28,146 - mmaction - INFO - Epoch [12][2540/2640] lr: 1.000e-02, eta: 12:00:10, time: 0.413, data_time: 0.000, memory: 5694, top1_acc: 0.3133, top5_acc: 0.5813, loss_cls: 2.9398, loss: 2.9398, grad_norm: 5.3017 2021-08-17 01:58:36,468 - mmaction - INFO - Epoch [12][2560/2640] lr: 1.000e-02, eta: 12:00:00, time: 0.416, data_time: 0.002, memory: 5694, top1_acc: 0.3172, top5_acc: 0.6031, loss_cls: 2.8867, loss: 2.8867, grad_norm: 5.2262 2021-08-17 01:58:44,717 - mmaction - INFO - Epoch [12][2580/2640] lr: 1.000e-02, eta: 11:59:50, time: 0.412, data_time: 0.001, memory: 5694, top1_acc: 0.3023, top5_acc: 0.6078, loss_cls: 2.9048, loss: 2.9048, grad_norm: 5.3515 2021-08-17 01:58:52,962 - mmaction - INFO - Epoch [12][2600/2640] lr: 1.000e-02, eta: 11:59:41, time: 0.412, data_time: 0.001, memory: 5694, top1_acc: 0.3312, top5_acc: 0.6078, loss_cls: 2.8520, loss: 2.8520, grad_norm: 5.1815 2021-08-17 01:59:01,244 - mmaction - INFO - Epoch [12][2620/2640] lr: 1.000e-02, eta: 11:59:31, time: 0.414, data_time: 0.000, memory: 5694, top1_acc: 0.2805, top5_acc: 0.5852, loss_cls: 2.9538, loss: 2.9538, grad_norm: 5.1828 2021-08-17 01:59:09,253 - mmaction - INFO - Epoch [12][2640/2640] lr: 1.000e-02, eta: 11:59:20, time: 0.400, data_time: 0.000, memory: 5694, top1_acc: 0.2911, top5_acc: 0.5935, loss_cls: 2.9032, loss: 2.9032, grad_norm: 5.1802 2021-08-17 01:59:11,602 - mmaction - INFO - Saving checkpoint at 12 epochs 2021-08-17 02:00:04,043 - mmaction - INFO - Epoch [13][20/2640] lr: 1.000e-02, eta: 12:01:29, time: 2.593, data_time: 2.190, memory: 5694, top1_acc: 0.3367, top5_acc: 0.6250, loss_cls: 2.7834, loss: 2.7834, grad_norm: 5.3873 2021-08-17 02:00:11,926 - mmaction - INFO - Epoch [13][40/2640] lr: 1.000e-02, eta: 12:01:18, time: 0.394, data_time: 0.001, memory: 5694, top1_acc: 0.3406, top5_acc: 0.6188, loss_cls: 2.7837, loss: 2.7837, grad_norm: 5.3491 2021-08-17 02:00:19,864 - mmaction - INFO - Epoch [13][60/2640] lr: 1.000e-02, eta: 12:01:07, time: 0.397, data_time: 0.002, memory: 5694, top1_acc: 0.3187, top5_acc: 0.6258, loss_cls: 2.7921, loss: 2.7921, grad_norm: 5.3591 2021-08-17 02:00:27,845 - mmaction - INFO - Epoch [13][80/2640] lr: 1.000e-02, eta: 12:00:56, time: 0.399, data_time: 0.001, memory: 5694, top1_acc: 0.3539, top5_acc: 0.6273, loss_cls: 2.7743, loss: 2.7743, grad_norm: 5.2097 2021-08-17 02:00:35,947 - mmaction - INFO - Epoch [13][100/2640] lr: 1.000e-02, eta: 12:00:46, time: 0.405, data_time: 0.002, memory: 5694, top1_acc: 0.3219, top5_acc: 0.6055, loss_cls: 2.8051, loss: 2.8051, grad_norm: 5.3123 2021-08-17 02:00:44,134 - mmaction - INFO - Epoch [13][120/2640] lr: 1.000e-02, eta: 12:00:36, time: 0.409, data_time: 0.000, memory: 5694, top1_acc: 0.2984, top5_acc: 0.6078, loss_cls: 2.9009, loss: 2.9009, grad_norm: 5.3928 2021-08-17 02:00:52,330 - mmaction - INFO - Epoch [13][140/2640] lr: 1.000e-02, eta: 12:00:26, time: 0.410, data_time: 0.001, memory: 5694, top1_acc: 0.3469, top5_acc: 0.6141, loss_cls: 2.8072, loss: 2.8072, grad_norm: 5.4277 2021-08-17 02:01:00,667 - mmaction - INFO - Epoch [13][160/2640] lr: 1.000e-02, eta: 12:00:16, time: 0.417, data_time: 0.002, memory: 5694, top1_acc: 0.3031, top5_acc: 0.6094, loss_cls: 2.8607, loss: 2.8607, grad_norm: 5.6809 2021-08-17 02:01:08,999 - mmaction - INFO - Epoch [13][180/2640] lr: 1.000e-02, eta: 12:00:07, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.3102, top5_acc: 0.5969, loss_cls: 2.8397, loss: 2.8397, grad_norm: 5.5109 2021-08-17 02:01:17,331 - mmaction - INFO - Epoch [13][200/2640] lr: 1.000e-02, eta: 11:59:57, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.3258, top5_acc: 0.6078, loss_cls: 2.8372, loss: 2.8372, grad_norm: 5.3114 2021-08-17 02:01:25,638 - mmaction - INFO - Epoch [13][220/2640] lr: 1.000e-02, eta: 11:59:48, time: 0.415, data_time: 0.000, memory: 5694, top1_acc: 0.3289, top5_acc: 0.6219, loss_cls: 2.7843, loss: 2.7843, grad_norm: 5.2889 2021-08-17 02:01:33,937 - mmaction - INFO - Epoch [13][240/2640] lr: 1.000e-02, eta: 11:59:38, time: 0.415, data_time: 0.001, memory: 5694, top1_acc: 0.3133, top5_acc: 0.6141, loss_cls: 2.8427, loss: 2.8427, grad_norm: 5.5359 2021-08-17 02:01:42,224 - mmaction - INFO - Epoch [13][260/2640] lr: 1.000e-02, eta: 11:59:28, time: 0.414, data_time: 0.001, memory: 5694, top1_acc: 0.3164, top5_acc: 0.5953, loss_cls: 2.9093, loss: 2.9093, grad_norm: 5.4748 2021-08-17 02:01:50,536 - mmaction - INFO - Epoch [13][280/2640] lr: 1.000e-02, eta: 11:59:19, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.3328, top5_acc: 0.6258, loss_cls: 2.8148, loss: 2.8148, grad_norm: 5.2537 2021-08-17 02:01:58,825 - mmaction - INFO - Epoch [13][300/2640] lr: 1.000e-02, eta: 11:59:09, time: 0.414, data_time: 0.000, memory: 5694, top1_acc: 0.2953, top5_acc: 0.5875, loss_cls: 2.9516, loss: 2.9516, grad_norm: 5.3836 2021-08-17 02:02:07,116 - mmaction - INFO - Epoch [13][320/2640] lr: 1.000e-02, eta: 11:58:59, time: 0.414, data_time: 0.001, memory: 5694, top1_acc: 0.3187, top5_acc: 0.6047, loss_cls: 2.8853, loss: 2.8853, grad_norm: 5.4249 2021-08-17 02:02:15,399 - mmaction - INFO - Epoch [13][340/2640] lr: 1.000e-02, eta: 11:58:49, time: 0.414, data_time: 0.000, memory: 5694, top1_acc: 0.3195, top5_acc: 0.6141, loss_cls: 2.8235, loss: 2.8235, grad_norm: 5.4469 2021-08-17 02:02:23,696 - mmaction - INFO - Epoch [13][360/2640] lr: 1.000e-02, eta: 11:58:40, time: 0.415, data_time: 0.001, memory: 5694, top1_acc: 0.3164, top5_acc: 0.6180, loss_cls: 2.8204, loss: 2.8204, grad_norm: 5.4115 2021-08-17 02:02:31,982 - mmaction - INFO - Epoch [13][380/2640] lr: 1.000e-02, eta: 11:58:30, time: 0.414, data_time: 0.000, memory: 5694, top1_acc: 0.3273, top5_acc: 0.6008, loss_cls: 2.8123, loss: 2.8123, grad_norm: 5.2143 2021-08-17 02:02:40,277 - mmaction - INFO - Epoch [13][400/2640] lr: 1.000e-02, eta: 11:58:20, time: 0.415, data_time: 0.001, memory: 5694, top1_acc: 0.3563, top5_acc: 0.6070, loss_cls: 2.7753, loss: 2.7753, grad_norm: 5.2447 2021-08-17 02:02:48,603 - mmaction - INFO - Epoch [13][420/2640] lr: 1.000e-02, eta: 11:58:11, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.3141, top5_acc: 0.6156, loss_cls: 2.8228, loss: 2.8228, grad_norm: 5.2920 2021-08-17 02:02:56,909 - mmaction - INFO - Epoch [13][440/2640] lr: 1.000e-02, eta: 11:58:01, time: 0.415, data_time: 0.000, memory: 5694, top1_acc: 0.3156, top5_acc: 0.5969, loss_cls: 2.8245, loss: 2.8245, grad_norm: 5.2236 2021-08-17 02:03:05,242 - mmaction - INFO - Epoch [13][460/2640] lr: 1.000e-02, eta: 11:57:52, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.3258, top5_acc: 0.6086, loss_cls: 2.8558, loss: 2.8558, grad_norm: 5.4604 2021-08-17 02:03:13,560 - mmaction - INFO - Epoch [13][480/2640] lr: 1.000e-02, eta: 11:57:42, time: 0.416, data_time: 0.000, memory: 5694, top1_acc: 0.3117, top5_acc: 0.5930, loss_cls: 2.9211, loss: 2.9211, grad_norm: 5.3533 2021-08-17 02:03:21,858 - mmaction - INFO - Epoch [13][500/2640] lr: 1.000e-02, eta: 11:57:33, time: 0.415, data_time: 0.001, memory: 5694, top1_acc: 0.3187, top5_acc: 0.6180, loss_cls: 2.8324, loss: 2.8324, grad_norm: 5.3818 2021-08-17 02:03:30,189 - mmaction - INFO - Epoch [13][520/2640] lr: 1.000e-02, eta: 11:57:23, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.3336, top5_acc: 0.5914, loss_cls: 2.8696, loss: 2.8696, grad_norm: 5.5350 2021-08-17 02:03:38,495 - mmaction - INFO - Epoch [13][540/2640] lr: 1.000e-02, eta: 11:57:13, time: 0.415, data_time: 0.000, memory: 5694, top1_acc: 0.3102, top5_acc: 0.6094, loss_cls: 2.8304, loss: 2.8304, grad_norm: 5.5271 2021-08-17 02:03:46,822 - mmaction - INFO - Epoch [13][560/2640] lr: 1.000e-02, eta: 11:57:04, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.3203, top5_acc: 0.6000, loss_cls: 2.8502, loss: 2.8502, grad_norm: 5.3827 2021-08-17 02:03:55,142 - mmaction - INFO - Epoch [13][580/2640] lr: 1.000e-02, eta: 11:56:54, time: 0.416, data_time: 0.000, memory: 5694, top1_acc: 0.3141, top5_acc: 0.5977, loss_cls: 2.8685, loss: 2.8685, grad_norm: 5.1798 2021-08-17 02:04:03,464 - mmaction - INFO - Epoch [13][600/2640] lr: 1.000e-02, eta: 11:56:45, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.3023, top5_acc: 0.5938, loss_cls: 2.8451, loss: 2.8451, grad_norm: 5.4446 2021-08-17 02:04:11,781 - mmaction - INFO - Epoch [13][620/2640] lr: 1.000e-02, eta: 11:56:35, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.3219, top5_acc: 0.6391, loss_cls: 2.7851, loss: 2.7851, grad_norm: 5.2417 2021-08-17 02:04:20,143 - mmaction - INFO - Epoch [13][640/2640] lr: 1.000e-02, eta: 11:56:26, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.3203, top5_acc: 0.6172, loss_cls: 2.8067, loss: 2.8067, grad_norm: 5.4824 2021-08-17 02:04:28,499 - mmaction - INFO - Epoch [13][660/2640] lr: 1.000e-02, eta: 11:56:16, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.3219, top5_acc: 0.5750, loss_cls: 2.9184, loss: 2.9184, grad_norm: 5.3405 2021-08-17 02:04:36,875 - mmaction - INFO - Epoch [13][680/2640] lr: 1.000e-02, eta: 11:56:07, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.3008, top5_acc: 0.5906, loss_cls: 2.9002, loss: 2.9002, grad_norm: 5.5116 2021-08-17 02:04:45,216 - mmaction - INFO - Epoch [13][700/2640] lr: 1.000e-02, eta: 11:55:57, time: 0.417, data_time: 0.000, memory: 5694, top1_acc: 0.3336, top5_acc: 0.6156, loss_cls: 2.8081, loss: 2.8081, grad_norm: 5.3537 2021-08-17 02:04:53,594 - mmaction - INFO - Epoch [13][720/2640] lr: 1.000e-02, eta: 11:55:48, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.3297, top5_acc: 0.5875, loss_cls: 2.8423, loss: 2.8423, grad_norm: 5.3932 2021-08-17 02:05:01,937 - mmaction - INFO - Epoch [13][740/2640] lr: 1.000e-02, eta: 11:55:38, time: 0.417, data_time: 0.000, memory: 5694, top1_acc: 0.3320, top5_acc: 0.6117, loss_cls: 2.8212, loss: 2.8212, grad_norm: 5.2909 2021-08-17 02:05:10,314 - mmaction - INFO - Epoch [13][760/2640] lr: 1.000e-02, eta: 11:55:29, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.3187, top5_acc: 0.5961, loss_cls: 2.8783, loss: 2.8783, grad_norm: 5.4655 2021-08-17 02:05:18,702 - mmaction - INFO - Epoch [13][780/2640] lr: 1.000e-02, eta: 11:55:20, time: 0.419, data_time: 0.000, memory: 5694, top1_acc: 0.3102, top5_acc: 0.5961, loss_cls: 2.9323, loss: 2.9323, grad_norm: 5.6578 2021-08-17 02:05:27,116 - mmaction - INFO - Epoch [13][800/2640] lr: 1.000e-02, eta: 11:55:10, time: 0.421, data_time: 0.001, memory: 5694, top1_acc: 0.3312, top5_acc: 0.6094, loss_cls: 2.8612, loss: 2.8612, grad_norm: 5.4522 2021-08-17 02:05:35,484 - mmaction - INFO - Epoch [13][820/2640] lr: 1.000e-02, eta: 11:55:01, time: 0.418, data_time: 0.000, memory: 5694, top1_acc: 0.2906, top5_acc: 0.6086, loss_cls: 2.8790, loss: 2.8790, grad_norm: 5.3751 2021-08-17 02:05:43,850 - mmaction - INFO - Epoch [13][840/2640] lr: 1.000e-02, eta: 11:54:52, time: 0.418, data_time: 0.002, memory: 5694, top1_acc: 0.3336, top5_acc: 0.6156, loss_cls: 2.7941, loss: 2.7941, grad_norm: 5.2862 2021-08-17 02:05:52,267 - mmaction - INFO - Epoch [13][860/2640] lr: 1.000e-02, eta: 11:54:42, time: 0.421, data_time: 0.000, memory: 5694, top1_acc: 0.3070, top5_acc: 0.5641, loss_cls: 2.9872, loss: 2.9872, grad_norm: 5.3821 2021-08-17 02:06:00,663 - mmaction - INFO - Epoch [13][880/2640] lr: 1.000e-02, eta: 11:54:33, time: 0.419, data_time: 0.000, memory: 5694, top1_acc: 0.3125, top5_acc: 0.5742, loss_cls: 2.9559, loss: 2.9559, grad_norm: 5.4979 2021-08-17 02:06:09,094 - mmaction - INFO - Epoch [13][900/2640] lr: 1.000e-02, eta: 11:54:24, time: 0.422, data_time: 0.001, memory: 5694, top1_acc: 0.3227, top5_acc: 0.6016, loss_cls: 2.8628, loss: 2.8628, grad_norm: 5.4479 2021-08-17 02:06:17,520 - mmaction - INFO - Epoch [13][920/2640] lr: 1.000e-02, eta: 11:54:15, time: 0.421, data_time: 0.000, memory: 5694, top1_acc: 0.3398, top5_acc: 0.6250, loss_cls: 2.7776, loss: 2.7776, grad_norm: 5.2400 2021-08-17 02:06:25,901 - mmaction - INFO - Epoch [13][940/2640] lr: 1.000e-02, eta: 11:54:05, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.3273, top5_acc: 0.6141, loss_cls: 2.8226, loss: 2.8226, grad_norm: 5.2717 2021-08-17 02:06:34,297 - mmaction - INFO - Epoch [13][960/2640] lr: 1.000e-02, eta: 11:53:56, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.3102, top5_acc: 0.6102, loss_cls: 2.8887, loss: 2.8887, grad_norm: 5.4717 2021-08-17 02:06:42,697 - mmaction - INFO - Epoch [13][980/2640] lr: 1.000e-02, eta: 11:53:47, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.3242, top5_acc: 0.6062, loss_cls: 2.8353, loss: 2.8353, grad_norm: 5.3388 2021-08-17 02:06:51,096 - mmaction - INFO - Epoch [13][1000/2640] lr: 1.000e-02, eta: 11:53:37, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.3281, top5_acc: 0.6141, loss_cls: 2.8246, loss: 2.8246, grad_norm: 5.3720 2021-08-17 02:06:59,500 - mmaction - INFO - Epoch [13][1020/2640] lr: 1.000e-02, eta: 11:53:28, time: 0.420, data_time: 0.000, memory: 5694, top1_acc: 0.3211, top5_acc: 0.6125, loss_cls: 2.8022, loss: 2.8022, grad_norm: 5.3644 2021-08-17 02:07:07,932 - mmaction - INFO - Epoch [13][1040/2640] lr: 1.000e-02, eta: 11:53:19, time: 0.422, data_time: 0.002, memory: 5694, top1_acc: 0.3203, top5_acc: 0.5961, loss_cls: 2.8094, loss: 2.8094, grad_norm: 5.3549 2021-08-17 02:07:16,377 - mmaction - INFO - Epoch [13][1060/2640] lr: 1.000e-02, eta: 11:53:10, time: 0.422, data_time: 0.001, memory: 5694, top1_acc: 0.3352, top5_acc: 0.6211, loss_cls: 2.8304, loss: 2.8304, grad_norm: 5.2247 2021-08-17 02:07:24,842 - mmaction - INFO - Epoch [13][1080/2640] lr: 1.000e-02, eta: 11:53:01, time: 0.423, data_time: 0.000, memory: 5694, top1_acc: 0.3047, top5_acc: 0.6008, loss_cls: 2.8925, loss: 2.8925, grad_norm: 5.5963 2021-08-17 02:07:33,266 - mmaction - INFO - Epoch [13][1100/2640] lr: 1.000e-02, eta: 11:52:51, time: 0.422, data_time: 0.001, memory: 5694, top1_acc: 0.3203, top5_acc: 0.6031, loss_cls: 2.8372, loss: 2.8372, grad_norm: 5.5497 2021-08-17 02:07:41,698 - mmaction - INFO - Epoch [13][1120/2640] lr: 1.000e-02, eta: 11:52:42, time: 0.422, data_time: 0.000, memory: 5694, top1_acc: 0.3281, top5_acc: 0.6219, loss_cls: 2.8179, loss: 2.8179, grad_norm: 5.3099 2021-08-17 02:07:50,139 - mmaction - INFO - Epoch [13][1140/2640] lr: 1.000e-02, eta: 11:52:33, time: 0.422, data_time: 0.001, memory: 5694, top1_acc: 0.3180, top5_acc: 0.6031, loss_cls: 2.8549, loss: 2.8549, grad_norm: 5.3405 2021-08-17 02:07:58,530 - mmaction - INFO - Epoch [13][1160/2640] lr: 1.000e-02, eta: 11:52:24, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.3312, top5_acc: 0.6000, loss_cls: 2.8742, loss: 2.8742, grad_norm: 5.3058 2021-08-17 02:08:06,918 - mmaction - INFO - Epoch [13][1180/2640] lr: 1.000e-02, eta: 11:52:14, time: 0.419, data_time: 0.000, memory: 5694, top1_acc: 0.3086, top5_acc: 0.6008, loss_cls: 2.9122, loss: 2.9122, grad_norm: 5.5025 2021-08-17 02:08:15,328 - mmaction - INFO - Epoch [13][1200/2640] lr: 1.000e-02, eta: 11:52:05, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.3312, top5_acc: 0.6188, loss_cls: 2.7863, loss: 2.7863, grad_norm: 5.3374 2021-08-17 02:08:23,699 - mmaction - INFO - Epoch [13][1220/2640] lr: 1.000e-02, eta: 11:51:56, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.3250, top5_acc: 0.6172, loss_cls: 2.8161, loss: 2.8161, grad_norm: 5.4402 2021-08-17 02:08:32,121 - mmaction - INFO - Epoch [13][1240/2640] lr: 1.000e-02, eta: 11:51:47, time: 0.421, data_time: 0.001, memory: 5694, top1_acc: 0.3180, top5_acc: 0.6094, loss_cls: 2.8697, loss: 2.8697, grad_norm: 5.4951 2021-08-17 02:08:40,488 - mmaction - INFO - Epoch [13][1260/2640] lr: 1.000e-02, eta: 11:51:37, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.2977, top5_acc: 0.6039, loss_cls: 2.8886, loss: 2.8886, grad_norm: 5.5238 2021-08-17 02:08:48,865 - mmaction - INFO - Epoch [13][1280/2640] lr: 1.000e-02, eta: 11:51:28, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.2945, top5_acc: 0.6000, loss_cls: 2.9000, loss: 2.9000, grad_norm: 5.4485 2021-08-17 02:08:57,219 - mmaction - INFO - Epoch [13][1300/2640] lr: 1.000e-02, eta: 11:51:18, time: 0.418, data_time: 0.000, memory: 5694, top1_acc: 0.3031, top5_acc: 0.5898, loss_cls: 2.8818, loss: 2.8818, grad_norm: 5.4577 2021-08-17 02:09:05,590 - mmaction - INFO - Epoch [13][1320/2640] lr: 1.000e-02, eta: 11:51:09, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.3172, top5_acc: 0.6000, loss_cls: 2.8079, loss: 2.8079, grad_norm: 5.4626 2021-08-17 02:09:13,955 - mmaction - INFO - Epoch [13][1340/2640] lr: 1.000e-02, eta: 11:51:00, time: 0.418, data_time: 0.000, memory: 5694, top1_acc: 0.3203, top5_acc: 0.6094, loss_cls: 2.8392, loss: 2.8392, grad_norm: 5.4625 2021-08-17 02:09:22,332 - mmaction - INFO - Epoch [13][1360/2640] lr: 1.000e-02, eta: 11:50:50, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.3227, top5_acc: 0.6070, loss_cls: 2.8240, loss: 2.8240, grad_norm: 5.5297 2021-08-17 02:09:30,710 - mmaction - INFO - Epoch [13][1380/2640] lr: 1.000e-02, eta: 11:50:41, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.3094, top5_acc: 0.5961, loss_cls: 2.8708, loss: 2.8708, grad_norm: 5.3011 2021-08-17 02:09:39,101 - mmaction - INFO - Epoch [13][1400/2640] lr: 1.000e-02, eta: 11:50:32, time: 0.419, data_time: 0.002, memory: 5694, top1_acc: 0.3078, top5_acc: 0.6102, loss_cls: 2.8888, loss: 2.8888, grad_norm: 5.3778 2021-08-17 02:09:47,463 - mmaction - INFO - Epoch [13][1420/2640] lr: 1.000e-02, eta: 11:50:22, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.3164, top5_acc: 0.6055, loss_cls: 2.8937, loss: 2.8937, grad_norm: 5.5682 2021-08-17 02:09:55,822 - mmaction - INFO - Epoch [13][1440/2640] lr: 1.000e-02, eta: 11:50:13, time: 0.418, data_time: 0.000, memory: 5694, top1_acc: 0.3187, top5_acc: 0.6148, loss_cls: 2.8671, loss: 2.8671, grad_norm: 5.4279 2021-08-17 02:10:04,195 - mmaction - INFO - Epoch [13][1460/2640] lr: 1.000e-02, eta: 11:50:03, time: 0.418, data_time: 0.000, memory: 5694, top1_acc: 0.3180, top5_acc: 0.5977, loss_cls: 2.8562, loss: 2.8562, grad_norm: 5.5537 2021-08-17 02:10:12,559 - mmaction - INFO - Epoch [13][1480/2640] lr: 1.000e-02, eta: 11:49:54, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.3133, top5_acc: 0.6141, loss_cls: 2.8181, loss: 2.8181, grad_norm: 5.6874 2021-08-17 02:10:20,903 - mmaction - INFO - Epoch [13][1500/2640] lr: 1.000e-02, eta: 11:49:45, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.3141, top5_acc: 0.6109, loss_cls: 2.8278, loss: 2.8278, grad_norm: 5.5097 2021-08-17 02:10:29,271 - mmaction - INFO - Epoch [13][1520/2640] lr: 1.000e-02, eta: 11:49:35, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.3086, top5_acc: 0.5898, loss_cls: 2.9339, loss: 2.9339, grad_norm: 5.4931 2021-08-17 02:10:37,630 - mmaction - INFO - Epoch [13][1540/2640] lr: 1.000e-02, eta: 11:49:26, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.3117, top5_acc: 0.5687, loss_cls: 2.9588, loss: 2.9588, grad_norm: 5.5291 2021-08-17 02:10:45,980 - mmaction - INFO - Epoch [13][1560/2640] lr: 1.000e-02, eta: 11:49:16, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.3422, top5_acc: 0.6281, loss_cls: 2.8323, loss: 2.8323, grad_norm: 5.2568 2021-08-17 02:10:54,313 - mmaction - INFO - Epoch [13][1580/2640] lr: 1.000e-02, eta: 11:49:07, time: 0.417, data_time: 0.000, memory: 5694, top1_acc: 0.3047, top5_acc: 0.5766, loss_cls: 2.9230, loss: 2.9230, grad_norm: 5.3990 2021-08-17 02:11:02,662 - mmaction - INFO - Epoch [13][1600/2640] lr: 1.000e-02, eta: 11:48:58, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.3352, top5_acc: 0.6195, loss_cls: 2.7830, loss: 2.7830, grad_norm: 5.4283 2021-08-17 02:11:11,010 - mmaction - INFO - Epoch [13][1620/2640] lr: 1.000e-02, eta: 11:48:48, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.3234, top5_acc: 0.5789, loss_cls: 2.9354, loss: 2.9354, grad_norm: 5.5319 2021-08-17 02:11:19,366 - mmaction - INFO - Epoch [13][1640/2640] lr: 1.000e-02, eta: 11:48:39, time: 0.417, data_time: 0.000, memory: 5694, top1_acc: 0.3250, top5_acc: 0.5930, loss_cls: 2.8797, loss: 2.8797, grad_norm: 5.3257 2021-08-17 02:11:27,763 - mmaction - INFO - Epoch [13][1660/2640] lr: 1.000e-02, eta: 11:48:30, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.2906, top5_acc: 0.6117, loss_cls: 2.8853, loss: 2.8853, grad_norm: 5.6116 2021-08-17 02:11:36,122 - mmaction - INFO - Epoch [13][1680/2640] lr: 1.000e-02, eta: 11:48:20, time: 0.418, data_time: 0.000, memory: 5694, top1_acc: 0.3086, top5_acc: 0.6227, loss_cls: 2.8468, loss: 2.8468, grad_norm: 5.3745 2021-08-17 02:11:44,456 - mmaction - INFO - Epoch [13][1700/2640] lr: 1.000e-02, eta: 11:48:11, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.3039, top5_acc: 0.5836, loss_cls: 2.9274, loss: 2.9274, grad_norm: 5.3826 2021-08-17 02:11:52,802 - mmaction - INFO - Epoch [13][1720/2640] lr: 1.000e-02, eta: 11:48:01, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.3117, top5_acc: 0.6023, loss_cls: 2.8876, loss: 2.8876, grad_norm: 5.4606 2021-08-17 02:12:01,124 - mmaction - INFO - Epoch [13][1740/2640] lr: 1.000e-02, eta: 11:47:52, time: 0.416, data_time: 0.000, memory: 5694, top1_acc: 0.3312, top5_acc: 0.6023, loss_cls: 2.8488, loss: 2.8488, grad_norm: 5.4080 2021-08-17 02:12:09,448 - mmaction - INFO - Epoch [13][1760/2640] lr: 1.000e-02, eta: 11:47:42, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.3008, top5_acc: 0.5953, loss_cls: 2.9335, loss: 2.9335, grad_norm: 5.3723 2021-08-17 02:12:17,773 - mmaction - INFO - Epoch [13][1780/2640] lr: 1.000e-02, eta: 11:47:33, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.3297, top5_acc: 0.5930, loss_cls: 2.9220, loss: 2.9220, grad_norm: 5.4403 2021-08-17 02:12:26,123 - mmaction - INFO - Epoch [13][1800/2640] lr: 1.000e-02, eta: 11:47:23, time: 0.417, data_time: 0.000, memory: 5694, top1_acc: 0.3234, top5_acc: 0.6203, loss_cls: 2.8319, loss: 2.8319, grad_norm: 5.4910 2021-08-17 02:12:34,472 - mmaction - INFO - Epoch [13][1820/2640] lr: 1.000e-02, eta: 11:47:14, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.3156, top5_acc: 0.5969, loss_cls: 2.8912, loss: 2.8912, grad_norm: 5.4529 2021-08-17 02:12:42,820 - mmaction - INFO - Epoch [13][1840/2640] lr: 1.000e-02, eta: 11:47:05, time: 0.417, data_time: 0.000, memory: 5694, top1_acc: 0.3141, top5_acc: 0.6117, loss_cls: 2.8185, loss: 2.8185, grad_norm: 5.3431 2021-08-17 02:12:51,161 - mmaction - INFO - Epoch [13][1860/2640] lr: 1.000e-02, eta: 11:46:55, time: 0.417, data_time: 0.000, memory: 5694, top1_acc: 0.3187, top5_acc: 0.5945, loss_cls: 2.8643, loss: 2.8643, grad_norm: 5.5720 2021-08-17 02:12:59,527 - mmaction - INFO - Epoch [13][1880/2640] lr: 1.000e-02, eta: 11:46:46, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.3016, top5_acc: 0.6008, loss_cls: 2.8566, loss: 2.8566, grad_norm: 5.4455 2021-08-17 02:13:07,883 - mmaction - INFO - Epoch [13][1900/2640] lr: 1.000e-02, eta: 11:46:36, time: 0.418, data_time: 0.000, memory: 5694, top1_acc: 0.3047, top5_acc: 0.6055, loss_cls: 2.8817, loss: 2.8817, grad_norm: 5.4498 2021-08-17 02:13:16,273 - mmaction - INFO - Epoch [13][1920/2640] lr: 1.000e-02, eta: 11:46:27, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.3164, top5_acc: 0.5961, loss_cls: 2.8182, loss: 2.8182, grad_norm: 5.2747 2021-08-17 02:13:24,616 - mmaction - INFO - Epoch [13][1940/2640] lr: 1.000e-02, eta: 11:46:18, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.3070, top5_acc: 0.5953, loss_cls: 2.8970, loss: 2.8970, grad_norm: 5.4591 2021-08-17 02:13:32,990 - mmaction - INFO - Epoch [13][1960/2640] lr: 1.000e-02, eta: 11:46:08, time: 0.419, data_time: 0.000, memory: 5694, top1_acc: 0.3180, top5_acc: 0.6250, loss_cls: 2.7980, loss: 2.7980, grad_norm: 5.4841 2021-08-17 02:13:41,345 - mmaction - INFO - Epoch [13][1980/2640] lr: 1.000e-02, eta: 11:45:59, time: 0.418, data_time: 0.000, memory: 5694, top1_acc: 0.3102, top5_acc: 0.6000, loss_cls: 2.9097, loss: 2.9097, grad_norm: 5.4914 2021-08-17 02:13:49,704 - mmaction - INFO - Epoch [13][2000/2640] lr: 1.000e-02, eta: 11:45:50, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.3320, top5_acc: 0.6070, loss_cls: 2.8497, loss: 2.8497, grad_norm: 5.3288 2021-08-17 02:13:58,060 - mmaction - INFO - Epoch [13][2020/2640] lr: 1.000e-02, eta: 11:45:40, time: 0.418, data_time: 0.000, memory: 5694, top1_acc: 0.3109, top5_acc: 0.6156, loss_cls: 2.7992, loss: 2.7992, grad_norm: 5.4620 2021-08-17 02:14:06,413 - mmaction - INFO - Epoch [13][2040/2640] lr: 1.000e-02, eta: 11:45:31, time: 0.418, data_time: 0.002, memory: 5694, top1_acc: 0.3133, top5_acc: 0.5922, loss_cls: 2.8836, loss: 2.8836, grad_norm: 5.3871 2021-08-17 02:14:14,759 - mmaction - INFO - Epoch [13][2060/2640] lr: 1.000e-02, eta: 11:45:22, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.3234, top5_acc: 0.6281, loss_cls: 2.7911, loss: 2.7911, grad_norm: 5.5926 2021-08-17 02:14:23,129 - mmaction - INFO - Epoch [13][2080/2640] lr: 1.000e-02, eta: 11:45:12, time: 0.419, data_time: 0.002, memory: 5694, top1_acc: 0.3031, top5_acc: 0.5992, loss_cls: 2.9221, loss: 2.9221, grad_norm: 5.4388 2021-08-17 02:14:31,495 - mmaction - INFO - Epoch [13][2100/2640] lr: 1.000e-02, eta: 11:45:03, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.3297, top5_acc: 0.6109, loss_cls: 2.8018, loss: 2.8018, grad_norm: 5.2153 2021-08-17 02:14:39,833 - mmaction - INFO - Epoch [13][2120/2640] lr: 1.000e-02, eta: 11:44:54, time: 0.417, data_time: 0.000, memory: 5694, top1_acc: 0.3227, top5_acc: 0.6211, loss_cls: 2.8035, loss: 2.8035, grad_norm: 5.4070 2021-08-17 02:14:48,159 - mmaction - INFO - Epoch [13][2140/2640] lr: 1.000e-02, eta: 11:44:44, time: 0.416, data_time: 0.000, memory: 5694, top1_acc: 0.3203, top5_acc: 0.5953, loss_cls: 2.8950, loss: 2.8950, grad_norm: 5.4308 2021-08-17 02:14:56,499 - mmaction - INFO - Epoch [13][2160/2640] lr: 1.000e-02, eta: 11:44:35, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.3250, top5_acc: 0.6109, loss_cls: 2.8829, loss: 2.8829, grad_norm: 5.3733 2021-08-17 02:15:04,851 - mmaction - INFO - Epoch [13][2180/2640] lr: 1.000e-02, eta: 11:44:25, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.2781, top5_acc: 0.5773, loss_cls: 2.9427, loss: 2.9427, grad_norm: 5.5850 2021-08-17 02:15:13,220 - mmaction - INFO - Epoch [13][2200/2640] lr: 1.000e-02, eta: 11:44:16, time: 0.418, data_time: 0.000, memory: 5694, top1_acc: 0.3133, top5_acc: 0.5898, loss_cls: 2.9099, loss: 2.9099, grad_norm: 5.4386 2021-08-17 02:15:21,601 - mmaction - INFO - Epoch [13][2220/2640] lr: 1.000e-02, eta: 11:44:07, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.3219, top5_acc: 0.6250, loss_cls: 2.7870, loss: 2.7870, grad_norm: 5.4122 2021-08-17 02:15:29,958 - mmaction - INFO - Epoch [13][2240/2640] lr: 1.000e-02, eta: 11:43:57, time: 0.418, data_time: 0.000, memory: 5694, top1_acc: 0.3047, top5_acc: 0.5789, loss_cls: 2.9452, loss: 2.9452, grad_norm: 5.4420 2021-08-17 02:15:38,286 - mmaction - INFO - Epoch [13][2260/2640] lr: 1.000e-02, eta: 11:43:48, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.3320, top5_acc: 0.6375, loss_cls: 2.7096, loss: 2.7096, grad_norm: 5.1310 2021-08-17 02:15:46,651 - mmaction - INFO - Epoch [13][2280/2640] lr: 1.000e-02, eta: 11:43:39, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.3367, top5_acc: 0.6172, loss_cls: 2.8285, loss: 2.8285, grad_norm: 5.4495 2021-08-17 02:15:54,986 - mmaction - INFO - Epoch [13][2300/2640] lr: 1.000e-02, eta: 11:43:29, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.3172, top5_acc: 0.5969, loss_cls: 2.9003, loss: 2.9003, grad_norm: 5.4509 2021-08-17 02:16:03,349 - mmaction - INFO - Epoch [13][2320/2640] lr: 1.000e-02, eta: 11:43:20, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.3219, top5_acc: 0.6180, loss_cls: 2.8491, loss: 2.8491, grad_norm: 5.4312 2021-08-17 02:16:11,673 - mmaction - INFO - Epoch [13][2340/2640] lr: 1.000e-02, eta: 11:43:10, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.3187, top5_acc: 0.5906, loss_cls: 2.8450, loss: 2.8450, grad_norm: 5.2318 2021-08-17 02:16:20,002 - mmaction - INFO - Epoch [13][2360/2640] lr: 1.000e-02, eta: 11:43:01, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.3195, top5_acc: 0.6008, loss_cls: 2.8446, loss: 2.8446, grad_norm: 5.4343 2021-08-17 02:16:28,318 - mmaction - INFO - Epoch [13][2380/2640] lr: 1.000e-02, eta: 11:42:51, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.3000, top5_acc: 0.5852, loss_cls: 2.9537, loss: 2.9537, grad_norm: 5.5474 2021-08-17 02:16:36,666 - mmaction - INFO - Epoch [13][2400/2640] lr: 1.000e-02, eta: 11:42:42, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.3195, top5_acc: 0.6039, loss_cls: 2.8534, loss: 2.8534, grad_norm: 5.4110 2021-08-17 02:16:45,001 - mmaction - INFO - Epoch [13][2420/2640] lr: 1.000e-02, eta: 11:42:33, time: 0.417, data_time: 0.000, memory: 5694, top1_acc: 0.3195, top5_acc: 0.6086, loss_cls: 2.8531, loss: 2.8531, grad_norm: 5.4093 2021-08-17 02:16:53,334 - mmaction - INFO - Epoch [13][2440/2640] lr: 1.000e-02, eta: 11:42:23, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.3219, top5_acc: 0.6102, loss_cls: 2.8526, loss: 2.8526, grad_norm: 5.4034 2021-08-17 02:17:01,644 - mmaction - INFO - Epoch [13][2460/2640] lr: 1.000e-02, eta: 11:42:14, time: 0.416, data_time: 0.000, memory: 5694, top1_acc: 0.2984, top5_acc: 0.5984, loss_cls: 2.9071, loss: 2.9071, grad_norm: 5.4011 2021-08-17 02:17:09,980 - mmaction - INFO - Epoch [13][2480/2640] lr: 1.000e-02, eta: 11:42:04, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.3203, top5_acc: 0.5898, loss_cls: 2.8761, loss: 2.8761, grad_norm: 5.2299 2021-08-17 02:17:18,302 - mmaction - INFO - Epoch [13][2500/2640] lr: 1.000e-02, eta: 11:41:55, time: 0.416, data_time: 0.000, memory: 5694, top1_acc: 0.3547, top5_acc: 0.6391, loss_cls: 2.7368, loss: 2.7368, grad_norm: 5.1897 2021-08-17 02:17:26,643 - mmaction - INFO - Epoch [13][2520/2640] lr: 1.000e-02, eta: 11:41:46, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.3094, top5_acc: 0.5898, loss_cls: 2.9162, loss: 2.9162, grad_norm: 5.5276 2021-08-17 02:17:34,961 - mmaction - INFO - Epoch [13][2540/2640] lr: 1.000e-02, eta: 11:41:36, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.3086, top5_acc: 0.6070, loss_cls: 2.9083, loss: 2.9083, grad_norm: 5.2957 2021-08-17 02:17:43,324 - mmaction - INFO - Epoch [13][2560/2640] lr: 1.000e-02, eta: 11:41:27, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.3094, top5_acc: 0.6141, loss_cls: 2.8246, loss: 2.8246, grad_norm: 5.3001 2021-08-17 02:17:51,663 - mmaction - INFO - Epoch [13][2580/2640] lr: 1.000e-02, eta: 11:41:17, time: 0.417, data_time: 0.000, memory: 5694, top1_acc: 0.3109, top5_acc: 0.5914, loss_cls: 2.8953, loss: 2.8953, grad_norm: 5.3723 2021-08-17 02:18:00,011 - mmaction - INFO - Epoch [13][2600/2640] lr: 1.000e-02, eta: 11:41:08, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.3172, top5_acc: 0.6086, loss_cls: 2.8512, loss: 2.8512, grad_norm: 5.5064 2021-08-17 02:18:08,340 - mmaction - INFO - Epoch [13][2620/2640] lr: 1.000e-02, eta: 11:40:59, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.3039, top5_acc: 0.5953, loss_cls: 2.8817, loss: 2.8817, grad_norm: 5.4499 2021-08-17 02:18:16,439 - mmaction - INFO - Epoch [13][2640/2640] lr: 1.000e-02, eta: 11:40:49, time: 0.405, data_time: 0.001, memory: 5694, top1_acc: 0.3113, top5_acc: 0.6129, loss_cls: 2.8403, loss: 2.8403, grad_norm: 5.4586 2021-08-17 02:18:19,236 - mmaction - INFO - Saving checkpoint at 13 epochs 2021-08-17 02:19:13,882 - mmaction - INFO - Epoch [14][20/2640] lr: 1.000e-02, eta: 11:42:50, time: 2.708, data_time: 2.269, memory: 5694, top1_acc: 0.3406, top5_acc: 0.6328, loss_cls: 2.7717, loss: 2.7717, grad_norm: 5.2012 2021-08-17 02:19:21,853 - mmaction - INFO - Epoch [14][40/2640] lr: 1.000e-02, eta: 11:42:39, time: 0.401, data_time: 0.005, memory: 5694, top1_acc: 0.3117, top5_acc: 0.6000, loss_cls: 2.8590, loss: 2.8590, grad_norm: 5.4633 2021-08-17 02:19:29,805 - mmaction - INFO - Epoch [14][60/2640] lr: 1.000e-02, eta: 11:42:29, time: 0.397, data_time: 0.001, memory: 5694, top1_acc: 0.3023, top5_acc: 0.6172, loss_cls: 2.8170, loss: 2.8170, grad_norm: 5.6164 2021-08-17 02:19:37,830 - mmaction - INFO - Epoch [14][80/2640] lr: 1.000e-02, eta: 11:42:18, time: 0.402, data_time: 0.001, memory: 5694, top1_acc: 0.3266, top5_acc: 0.5922, loss_cls: 2.8586, loss: 2.8586, grad_norm: 5.4264 2021-08-17 02:19:45,875 - mmaction - INFO - Epoch [14][100/2640] lr: 1.000e-02, eta: 11:42:08, time: 0.402, data_time: 0.000, memory: 5694, top1_acc: 0.3578, top5_acc: 0.6367, loss_cls: 2.6707, loss: 2.6707, grad_norm: 5.2986 2021-08-17 02:19:54,027 - mmaction - INFO - Epoch [14][120/2640] lr: 1.000e-02, eta: 11:41:58, time: 0.408, data_time: 0.001, memory: 5694, top1_acc: 0.3203, top5_acc: 0.6125, loss_cls: 2.8557, loss: 2.8557, grad_norm: 5.5602 2021-08-17 02:20:02,268 - mmaction - INFO - Epoch [14][140/2640] lr: 1.000e-02, eta: 11:41:48, time: 0.412, data_time: 0.000, memory: 5694, top1_acc: 0.3328, top5_acc: 0.6305, loss_cls: 2.7565, loss: 2.7565, grad_norm: 5.3770 2021-08-17 02:20:10,609 - mmaction - INFO - Epoch [14][160/2640] lr: 1.000e-02, eta: 11:41:39, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.3164, top5_acc: 0.6141, loss_cls: 2.8084, loss: 2.8084, grad_norm: 5.5493 2021-08-17 02:20:18,950 - mmaction - INFO - Epoch [14][180/2640] lr: 1.000e-02, eta: 11:41:29, time: 0.417, data_time: 0.000, memory: 5694, top1_acc: 0.3266, top5_acc: 0.6320, loss_cls: 2.7884, loss: 2.7884, grad_norm: 5.4625 2021-08-17 02:20:27,272 - mmaction - INFO - Epoch [14][200/2640] lr: 1.000e-02, eta: 11:41:20, time: 0.416, data_time: 0.002, memory: 5694, top1_acc: 0.3336, top5_acc: 0.6242, loss_cls: 2.7805, loss: 2.7805, grad_norm: 5.6121 2021-08-17 02:20:35,602 - mmaction - INFO - Epoch [14][220/2640] lr: 1.000e-02, eta: 11:41:10, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.3289, top5_acc: 0.5945, loss_cls: 2.8900, loss: 2.8900, grad_norm: 5.6059 2021-08-17 02:20:43,872 - mmaction - INFO - Epoch [14][240/2640] lr: 1.000e-02, eta: 11:41:01, time: 0.413, data_time: 0.000, memory: 5694, top1_acc: 0.3328, top5_acc: 0.6219, loss_cls: 2.8109, loss: 2.8109, grad_norm: 5.5284 2021-08-17 02:20:52,189 - mmaction - INFO - Epoch [14][260/2640] lr: 1.000e-02, eta: 11:40:51, time: 0.416, data_time: 0.000, memory: 5694, top1_acc: 0.3414, top5_acc: 0.6367, loss_cls: 2.7405, loss: 2.7405, grad_norm: 5.3546 2021-08-17 02:21:00,496 - mmaction - INFO - Epoch [14][280/2640] lr: 1.000e-02, eta: 11:40:41, time: 0.415, data_time: 0.000, memory: 5694, top1_acc: 0.3328, top5_acc: 0.6305, loss_cls: 2.7791, loss: 2.7791, grad_norm: 5.4171 2021-08-17 02:21:08,792 - mmaction - INFO - Epoch [14][300/2640] lr: 1.000e-02, eta: 11:40:32, time: 0.415, data_time: 0.001, memory: 5694, top1_acc: 0.3047, top5_acc: 0.5930, loss_cls: 2.8952, loss: 2.8952, grad_norm: 5.4807 2021-08-17 02:21:17,087 - mmaction - INFO - Epoch [14][320/2640] lr: 1.000e-02, eta: 11:40:22, time: 0.415, data_time: 0.001, memory: 5694, top1_acc: 0.3453, top5_acc: 0.6391, loss_cls: 2.7285, loss: 2.7285, grad_norm: 5.6257 2021-08-17 02:21:25,377 - mmaction - INFO - Epoch [14][340/2640] lr: 1.000e-02, eta: 11:40:13, time: 0.415, data_time: 0.000, memory: 5694, top1_acc: 0.3328, top5_acc: 0.6266, loss_cls: 2.7690, loss: 2.7690, grad_norm: 5.4284 2021-08-17 02:21:33,711 - mmaction - INFO - Epoch [14][360/2640] lr: 1.000e-02, eta: 11:40:03, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.3305, top5_acc: 0.6109, loss_cls: 2.8106, loss: 2.8106, grad_norm: 5.3998 2021-08-17 02:21:42,041 - mmaction - INFO - Epoch [14][380/2640] lr: 1.000e-02, eta: 11:39:54, time: 0.417, data_time: 0.000, memory: 5694, top1_acc: 0.3133, top5_acc: 0.6008, loss_cls: 2.8327, loss: 2.8327, grad_norm: 5.2908 2021-08-17 02:21:50,359 - mmaction - INFO - Epoch [14][400/2640] lr: 1.000e-02, eta: 11:39:44, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.3250, top5_acc: 0.6133, loss_cls: 2.8627, loss: 2.8627, grad_norm: 5.4124 2021-08-17 02:21:58,685 - mmaction - INFO - Epoch [14][420/2640] lr: 1.000e-02, eta: 11:39:35, time: 0.416, data_time: 0.000, memory: 5694, top1_acc: 0.3187, top5_acc: 0.6078, loss_cls: 2.8160, loss: 2.8160, grad_norm: 5.2895 2021-08-17 02:22:07,044 - mmaction - INFO - Epoch [14][440/2640] lr: 1.000e-02, eta: 11:39:25, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.3375, top5_acc: 0.6086, loss_cls: 2.8040, loss: 2.8040, grad_norm: 5.3256 2021-08-17 02:22:15,379 - mmaction - INFO - Epoch [14][460/2640] lr: 1.000e-02, eta: 11:39:16, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.3469, top5_acc: 0.6117, loss_cls: 2.7860, loss: 2.7860, grad_norm: 5.4524 2021-08-17 02:22:23,749 - mmaction - INFO - Epoch [14][480/2640] lr: 1.000e-02, eta: 11:39:07, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.3461, top5_acc: 0.6289, loss_cls: 2.7772, loss: 2.7772, grad_norm: 5.6675 2021-08-17 02:22:32,125 - mmaction - INFO - Epoch [14][500/2640] lr: 1.000e-02, eta: 11:38:57, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.3406, top5_acc: 0.6031, loss_cls: 2.8218, loss: 2.8218, grad_norm: 5.4587 2021-08-17 02:22:40,503 - mmaction - INFO - Epoch [14][520/2640] lr: 1.000e-02, eta: 11:38:48, time: 0.419, data_time: 0.000, memory: 5694, top1_acc: 0.3328, top5_acc: 0.6141, loss_cls: 2.7537, loss: 2.7537, grad_norm: 5.2531 2021-08-17 02:22:48,923 - mmaction - INFO - Epoch [14][540/2640] lr: 1.000e-02, eta: 11:38:39, time: 0.421, data_time: 0.001, memory: 5694, top1_acc: 0.3422, top5_acc: 0.6125, loss_cls: 2.7582, loss: 2.7582, grad_norm: 5.3417 2021-08-17 02:22:57,336 - mmaction - INFO - Epoch [14][560/2640] lr: 1.000e-02, eta: 11:38:29, time: 0.421, data_time: 0.000, memory: 5694, top1_acc: 0.3109, top5_acc: 0.5883, loss_cls: 2.8607, loss: 2.8607, grad_norm: 5.4839 2021-08-17 02:23:05,696 - mmaction - INFO - Epoch [14][580/2640] lr: 1.000e-02, eta: 11:38:20, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.3148, top5_acc: 0.6102, loss_cls: 2.8246, loss: 2.8246, grad_norm: 5.4493 2021-08-17 02:23:14,116 - mmaction - INFO - Epoch [14][600/2640] lr: 1.000e-02, eta: 11:38:11, time: 0.421, data_time: 0.001, memory: 5694, top1_acc: 0.3180, top5_acc: 0.6125, loss_cls: 2.8417, loss: 2.8417, grad_norm: 5.3890 2021-08-17 02:23:22,520 - mmaction - INFO - Epoch [14][620/2640] lr: 1.000e-02, eta: 11:38:02, time: 0.420, data_time: 0.000, memory: 5694, top1_acc: 0.3258, top5_acc: 0.6164, loss_cls: 2.8106, loss: 2.8106, grad_norm: 5.4760 2021-08-17 02:23:30,923 - mmaction - INFO - Epoch [14][640/2640] lr: 1.000e-02, eta: 11:37:52, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.3438, top5_acc: 0.6148, loss_cls: 2.7584, loss: 2.7584, grad_norm: 5.2500 2021-08-17 02:23:39,300 - mmaction - INFO - Epoch [14][660/2640] lr: 1.000e-02, eta: 11:37:43, time: 0.419, data_time: 0.000, memory: 5694, top1_acc: 0.3312, top5_acc: 0.5992, loss_cls: 2.9023, loss: 2.9023, grad_norm: 5.5988 2021-08-17 02:23:47,701 - mmaction - INFO - Epoch [14][680/2640] lr: 1.000e-02, eta: 11:37:34, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.3031, top5_acc: 0.6094, loss_cls: 2.8640, loss: 2.8640, grad_norm: 5.3611 2021-08-17 02:23:56,084 - mmaction - INFO - Epoch [14][700/2640] lr: 1.000e-02, eta: 11:37:24, time: 0.419, data_time: 0.000, memory: 5694, top1_acc: 0.3266, top5_acc: 0.6117, loss_cls: 2.8000, loss: 2.8000, grad_norm: 5.4692 2021-08-17 02:24:04,458 - mmaction - INFO - Epoch [14][720/2640] lr: 1.000e-02, eta: 11:37:15, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.3258, top5_acc: 0.6039, loss_cls: 2.8090, loss: 2.8090, grad_norm: 5.4152 2021-08-17 02:24:12,821 - mmaction - INFO - Epoch [14][740/2640] lr: 1.000e-02, eta: 11:37:06, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.3164, top5_acc: 0.6156, loss_cls: 2.8148, loss: 2.8148, grad_norm: 5.5215 2021-08-17 02:24:21,230 - mmaction - INFO - Epoch [14][760/2640] lr: 1.000e-02, eta: 11:36:56, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.3320, top5_acc: 0.6109, loss_cls: 2.8322, loss: 2.8322, grad_norm: 5.2236 2021-08-17 02:24:29,608 - mmaction - INFO - Epoch [14][780/2640] lr: 1.000e-02, eta: 11:36:47, time: 0.419, data_time: 0.000, memory: 5694, top1_acc: 0.3320, top5_acc: 0.6297, loss_cls: 2.7682, loss: 2.7682, grad_norm: 5.3945 2021-08-17 02:24:38,006 - mmaction - INFO - Epoch [14][800/2640] lr: 1.000e-02, eta: 11:36:38, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.3328, top5_acc: 0.6242, loss_cls: 2.8228, loss: 2.8228, grad_norm: 5.3822 2021-08-17 02:24:46,380 - mmaction - INFO - Epoch [14][820/2640] lr: 1.000e-02, eta: 11:36:29, time: 0.419, data_time: 0.000, memory: 5694, top1_acc: 0.3461, top5_acc: 0.6266, loss_cls: 2.7593, loss: 2.7593, grad_norm: 5.5193 2021-08-17 02:24:54,763 - mmaction - INFO - Epoch [14][840/2640] lr: 1.000e-02, eta: 11:36:19, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.3172, top5_acc: 0.5969, loss_cls: 2.8811, loss: 2.8811, grad_norm: 5.4929 2021-08-17 02:25:03,130 - mmaction - INFO - Epoch [14][860/2640] lr: 1.000e-02, eta: 11:36:10, time: 0.418, data_time: 0.000, memory: 5694, top1_acc: 0.3141, top5_acc: 0.5922, loss_cls: 2.8703, loss: 2.8703, grad_norm: 5.4224 2021-08-17 02:25:11,494 - mmaction - INFO - Epoch [14][880/2640] lr: 1.000e-02, eta: 11:36:01, time: 0.418, data_time: 0.002, memory: 5694, top1_acc: 0.3094, top5_acc: 0.6016, loss_cls: 2.8529, loss: 2.8529, grad_norm: 5.3993 2021-08-17 02:25:19,868 - mmaction - INFO - Epoch [14][900/2640] lr: 1.000e-02, eta: 11:35:51, time: 0.419, data_time: 0.000, memory: 5694, top1_acc: 0.3125, top5_acc: 0.6117, loss_cls: 2.8187, loss: 2.8187, grad_norm: 5.5101 2021-08-17 02:25:28,226 - mmaction - INFO - Epoch [14][920/2640] lr: 1.000e-02, eta: 11:35:42, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.3195, top5_acc: 0.6078, loss_cls: 2.8473, loss: 2.8473, grad_norm: 5.5054 2021-08-17 02:25:36,593 - mmaction - INFO - Epoch [14][940/2640] lr: 1.000e-02, eta: 11:35:32, time: 0.418, data_time: 0.000, memory: 5694, top1_acc: 0.3328, top5_acc: 0.6000, loss_cls: 2.8290, loss: 2.8290, grad_norm: 5.4659 2021-08-17 02:25:44,948 - mmaction - INFO - Epoch [14][960/2640] lr: 1.000e-02, eta: 11:35:23, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.3383, top5_acc: 0.6297, loss_cls: 2.7445, loss: 2.7445, grad_norm: 5.3921 2021-08-17 02:25:53,300 - mmaction - INFO - Epoch [14][980/2640] lr: 1.000e-02, eta: 11:35:14, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.3227, top5_acc: 0.6195, loss_cls: 2.7995, loss: 2.7995, grad_norm: 5.3646 2021-08-17 02:26:01,697 - mmaction - INFO - Epoch [14][1000/2640] lr: 1.000e-02, eta: 11:35:04, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.3344, top5_acc: 0.6188, loss_cls: 2.7779, loss: 2.7779, grad_norm: 5.2522 2021-08-17 02:26:10,055 - mmaction - INFO - Epoch [14][1020/2640] lr: 1.000e-02, eta: 11:34:55, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.3391, top5_acc: 0.6273, loss_cls: 2.7191, loss: 2.7191, grad_norm: 5.3422 2021-08-17 02:26:18,415 - mmaction - INFO - Epoch [14][1040/2640] lr: 1.000e-02, eta: 11:34:46, time: 0.418, data_time: 0.000, memory: 5694, top1_acc: 0.3297, top5_acc: 0.6055, loss_cls: 2.8031, loss: 2.8031, grad_norm: 5.5108 2021-08-17 02:26:26,798 - mmaction - INFO - Epoch [14][1060/2640] lr: 1.000e-02, eta: 11:34:36, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.3289, top5_acc: 0.6109, loss_cls: 2.7980, loss: 2.7980, grad_norm: 5.2648 2021-08-17 02:26:35,128 - mmaction - INFO - Epoch [14][1080/2640] lr: 1.000e-02, eta: 11:34:27, time: 0.416, data_time: 0.000, memory: 5694, top1_acc: 0.3328, top5_acc: 0.6109, loss_cls: 2.8159, loss: 2.8159, grad_norm: 5.4463 2021-08-17 02:26:43,492 - mmaction - INFO - Epoch [14][1100/2640] lr: 1.000e-02, eta: 11:34:18, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.3125, top5_acc: 0.6016, loss_cls: 2.8812, loss: 2.8812, grad_norm: 5.2878 2021-08-17 02:26:51,866 - mmaction - INFO - Epoch [14][1120/2640] lr: 1.000e-02, eta: 11:34:08, time: 0.419, data_time: 0.000, memory: 5694, top1_acc: 0.3359, top5_acc: 0.6055, loss_cls: 2.8439, loss: 2.8439, grad_norm: 5.2915 2021-08-17 02:27:00,215 - mmaction - INFO - Epoch [14][1140/2640] lr: 1.000e-02, eta: 11:33:59, time: 0.417, data_time: 0.000, memory: 5694, top1_acc: 0.2992, top5_acc: 0.5883, loss_cls: 2.9136, loss: 2.9136, grad_norm: 5.4990 2021-08-17 02:27:08,604 - mmaction - INFO - Epoch [14][1160/2640] lr: 1.000e-02, eta: 11:33:50, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.3383, top5_acc: 0.6352, loss_cls: 2.6704, loss: 2.6704, grad_norm: 5.2462 2021-08-17 02:27:16,938 - mmaction - INFO - Epoch [14][1180/2640] lr: 1.000e-02, eta: 11:33:40, time: 0.417, data_time: 0.000, memory: 5694, top1_acc: 0.3445, top5_acc: 0.6336, loss_cls: 2.7302, loss: 2.7302, grad_norm: 5.4266 2021-08-17 02:27:25,300 - mmaction - INFO - Epoch [14][1200/2640] lr: 1.000e-02, eta: 11:33:31, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.3453, top5_acc: 0.6258, loss_cls: 2.7621, loss: 2.7621, grad_norm: 5.3510 2021-08-17 02:27:33,682 - mmaction - INFO - Epoch [14][1220/2640] lr: 1.000e-02, eta: 11:33:22, time: 0.419, data_time: 0.000, memory: 5694, top1_acc: 0.3391, top5_acc: 0.6273, loss_cls: 2.7460, loss: 2.7460, grad_norm: 5.4136 2021-08-17 02:27:42,028 - mmaction - INFO - Epoch [14][1240/2640] lr: 1.000e-02, eta: 11:33:12, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.3242, top5_acc: 0.6070, loss_cls: 2.8161, loss: 2.8161, grad_norm: 5.5721 2021-08-17 02:27:50,364 - mmaction - INFO - Epoch [14][1260/2640] lr: 1.000e-02, eta: 11:33:03, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.3469, top5_acc: 0.6188, loss_cls: 2.7938, loss: 2.7938, grad_norm: 5.6611 2021-08-17 02:27:58,698 - mmaction - INFO - Epoch [14][1280/2640] lr: 1.000e-02, eta: 11:32:53, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.3328, top5_acc: 0.6133, loss_cls: 2.8073, loss: 2.8073, grad_norm: 5.3886 2021-08-17 02:28:07,040 - mmaction - INFO - Epoch [14][1300/2640] lr: 1.000e-02, eta: 11:32:44, time: 0.417, data_time: 0.000, memory: 5694, top1_acc: 0.3250, top5_acc: 0.6148, loss_cls: 2.8311, loss: 2.8311, grad_norm: 5.5839 2021-08-17 02:28:15,409 - mmaction - INFO - Epoch [14][1320/2640] lr: 1.000e-02, eta: 11:32:35, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.3063, top5_acc: 0.5961, loss_cls: 2.8815, loss: 2.8815, grad_norm: 5.5661 2021-08-17 02:28:23,761 - mmaction - INFO - Epoch [14][1340/2640] lr: 1.000e-02, eta: 11:32:25, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.3250, top5_acc: 0.6234, loss_cls: 2.7666, loss: 2.7666, grad_norm: 5.3293 2021-08-17 02:28:32,102 - mmaction - INFO - Epoch [14][1360/2640] lr: 1.000e-02, eta: 11:32:16, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.3227, top5_acc: 0.6211, loss_cls: 2.8192, loss: 2.8192, grad_norm: 5.3396 2021-08-17 02:28:40,440 - mmaction - INFO - Epoch [14][1380/2640] lr: 1.000e-02, eta: 11:32:07, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.3266, top5_acc: 0.6008, loss_cls: 2.8046, loss: 2.8046, grad_norm: 5.3449 2021-08-17 02:28:48,822 - mmaction - INFO - Epoch [14][1400/2640] lr: 1.000e-02, eta: 11:31:57, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.3141, top5_acc: 0.6258, loss_cls: 2.7507, loss: 2.7507, grad_norm: 5.3613 2021-08-17 02:28:57,180 - mmaction - INFO - Epoch [14][1420/2640] lr: 1.000e-02, eta: 11:31:48, time: 0.418, data_time: 0.000, memory: 5694, top1_acc: 0.3695, top5_acc: 0.6258, loss_cls: 2.7205, loss: 2.7205, grad_norm: 5.4065 2021-08-17 02:29:05,565 - mmaction - INFO - Epoch [14][1440/2640] lr: 1.000e-02, eta: 11:31:39, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.3109, top5_acc: 0.6023, loss_cls: 2.8559, loss: 2.8559, grad_norm: 5.5065 2021-08-17 02:29:13,941 - mmaction - INFO - Epoch [14][1460/2640] lr: 1.000e-02, eta: 11:31:29, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.2945, top5_acc: 0.5656, loss_cls: 2.9956, loss: 2.9956, grad_norm: 5.5526 2021-08-17 02:29:22,340 - mmaction - INFO - Epoch [14][1480/2640] lr: 1.000e-02, eta: 11:31:20, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.3281, top5_acc: 0.6016, loss_cls: 2.8155, loss: 2.8155, grad_norm: 5.4042 2021-08-17 02:29:30,712 - mmaction - INFO - Epoch [14][1500/2640] lr: 1.000e-02, eta: 11:31:11, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.3305, top5_acc: 0.6258, loss_cls: 2.7948, loss: 2.7948, grad_norm: 5.3201 2021-08-17 02:29:39,085 - mmaction - INFO - Epoch [14][1520/2640] lr: 1.000e-02, eta: 11:31:02, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.3328, top5_acc: 0.6141, loss_cls: 2.7956, loss: 2.7956, grad_norm: 5.6162 2021-08-17 02:29:47,457 - mmaction - INFO - Epoch [14][1540/2640] lr: 1.000e-02, eta: 11:30:52, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.3187, top5_acc: 0.5969, loss_cls: 2.8434, loss: 2.8434, grad_norm: 5.6376 2021-08-17 02:29:55,844 - mmaction - INFO - Epoch [14][1560/2640] lr: 1.000e-02, eta: 11:30:43, time: 0.419, data_time: 0.000, memory: 5694, top1_acc: 0.3102, top5_acc: 0.5930, loss_cls: 2.9553, loss: 2.9553, grad_norm: 5.6322 2021-08-17 02:30:04,240 - mmaction - INFO - Epoch [14][1580/2640] lr: 1.000e-02, eta: 11:30:34, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.3266, top5_acc: 0.6133, loss_cls: 2.7931, loss: 2.7931, grad_norm: 5.4730 2021-08-17 02:30:12,604 - mmaction - INFO - Epoch [14][1600/2640] lr: 1.000e-02, eta: 11:30:24, time: 0.418, data_time: 0.000, memory: 5694, top1_acc: 0.3180, top5_acc: 0.6188, loss_cls: 2.8468, loss: 2.8468, grad_norm: 5.3310 2021-08-17 02:30:20,976 - mmaction - INFO - Epoch [14][1620/2640] lr: 1.000e-02, eta: 11:30:15, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.3312, top5_acc: 0.6164, loss_cls: 2.7570, loss: 2.7570, grad_norm: 5.3878 2021-08-17 02:30:29,327 - mmaction - INFO - Epoch [14][1640/2640] lr: 1.000e-02, eta: 11:30:06, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.3070, top5_acc: 0.5891, loss_cls: 2.8564, loss: 2.8564, grad_norm: 5.3481 2021-08-17 02:30:37,701 - mmaction - INFO - Epoch [14][1660/2640] lr: 1.000e-02, eta: 11:29:57, time: 0.419, data_time: 0.000, memory: 5694, top1_acc: 0.3141, top5_acc: 0.5938, loss_cls: 2.8431, loss: 2.8431, grad_norm: 5.3664 2021-08-17 02:30:46,064 - mmaction - INFO - Epoch [14][1680/2640] lr: 1.000e-02, eta: 11:29:47, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.2961, top5_acc: 0.6055, loss_cls: 2.8810, loss: 2.8810, grad_norm: 5.5527 2021-08-17 02:30:54,426 - mmaction - INFO - Epoch [14][1700/2640] lr: 1.000e-02, eta: 11:29:38, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.3242, top5_acc: 0.6094, loss_cls: 2.8089, loss: 2.8089, grad_norm: 5.4963 2021-08-17 02:31:02,788 - mmaction - INFO - Epoch [14][1720/2640] lr: 1.000e-02, eta: 11:29:29, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.3250, top5_acc: 0.6242, loss_cls: 2.7631, loss: 2.7631, grad_norm: 5.4061 2021-08-17 02:31:11,171 - mmaction - INFO - Epoch [14][1740/2640] lr: 1.000e-02, eta: 11:29:19, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.3359, top5_acc: 0.6109, loss_cls: 2.7732, loss: 2.7732, grad_norm: 5.4373 2021-08-17 02:31:19,553 - mmaction - INFO - Epoch [14][1760/2640] lr: 1.000e-02, eta: 11:29:10, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.3086, top5_acc: 0.5938, loss_cls: 2.9519, loss: 2.9519, grad_norm: 5.5002 2021-08-17 02:31:27,950 - mmaction - INFO - Epoch [14][1780/2640] lr: 1.000e-02, eta: 11:29:01, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.3156, top5_acc: 0.6141, loss_cls: 2.8458, loss: 2.8458, grad_norm: 5.4717 2021-08-17 02:31:36,298 - mmaction - INFO - Epoch [14][1800/2640] lr: 1.000e-02, eta: 11:28:51, time: 0.417, data_time: 0.000, memory: 5694, top1_acc: 0.2977, top5_acc: 0.6023, loss_cls: 2.8871, loss: 2.8871, grad_norm: 5.3697 2021-08-17 02:31:44,651 - mmaction - INFO - Epoch [14][1820/2640] lr: 1.000e-02, eta: 11:28:42, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.3234, top5_acc: 0.5992, loss_cls: 2.8607, loss: 2.8607, grad_norm: 5.3584 2021-08-17 02:31:53,014 - mmaction - INFO - Epoch [14][1840/2640] lr: 1.000e-02, eta: 11:28:33, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.3414, top5_acc: 0.6172, loss_cls: 2.8293, loss: 2.8293, grad_norm: 5.4273 2021-08-17 02:32:01,372 - mmaction - INFO - Epoch [14][1860/2640] lr: 1.000e-02, eta: 11:28:24, time: 0.418, data_time: 0.000, memory: 5694, top1_acc: 0.3141, top5_acc: 0.6078, loss_cls: 2.8605, loss: 2.8605, grad_norm: 5.5351 2021-08-17 02:32:09,717 - mmaction - INFO - Epoch [14][1880/2640] lr: 1.000e-02, eta: 11:28:14, time: 0.417, data_time: 0.000, memory: 5694, top1_acc: 0.3086, top5_acc: 0.5875, loss_cls: 2.9354, loss: 2.9354, grad_norm: 5.5867 2021-08-17 02:32:18,067 - mmaction - INFO - Epoch [14][1900/2640] lr: 1.000e-02, eta: 11:28:05, time: 0.417, data_time: 0.000, memory: 5694, top1_acc: 0.3063, top5_acc: 0.5867, loss_cls: 2.8851, loss: 2.8851, grad_norm: 5.4796 2021-08-17 02:32:26,431 - mmaction - INFO - Epoch [14][1920/2640] lr: 1.000e-02, eta: 11:27:56, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.3172, top5_acc: 0.6055, loss_cls: 2.9020, loss: 2.9020, grad_norm: 5.4383 2021-08-17 02:32:34,773 - mmaction - INFO - Epoch [14][1940/2640] lr: 1.000e-02, eta: 11:27:46, time: 0.417, data_time: 0.000, memory: 5694, top1_acc: 0.3305, top5_acc: 0.6047, loss_cls: 2.8432, loss: 2.8432, grad_norm: 5.4517 2021-08-17 02:32:43,137 - mmaction - INFO - Epoch [14][1960/2640] lr: 1.000e-02, eta: 11:27:37, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.3180, top5_acc: 0.6180, loss_cls: 2.8205, loss: 2.8205, grad_norm: 5.5324 2021-08-17 02:32:51,501 - mmaction - INFO - Epoch [14][1980/2640] lr: 1.000e-02, eta: 11:27:28, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.3109, top5_acc: 0.5961, loss_cls: 2.8686, loss: 2.8686, grad_norm: 5.4138 2021-08-17 02:32:59,888 - mmaction - INFO - Epoch [14][2000/2640] lr: 1.000e-02, eta: 11:27:18, time: 0.419, data_time: 0.002, memory: 5694, top1_acc: 0.3156, top5_acc: 0.6336, loss_cls: 2.7749, loss: 2.7749, grad_norm: 5.5405 2021-08-17 02:33:08,246 - mmaction - INFO - Epoch [14][2020/2640] lr: 1.000e-02, eta: 11:27:09, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.3352, top5_acc: 0.6078, loss_cls: 2.7745, loss: 2.7745, grad_norm: 5.2415 2021-08-17 02:33:16,596 - mmaction - INFO - Epoch [14][2040/2640] lr: 1.000e-02, eta: 11:27:00, time: 0.418, data_time: 0.000, memory: 5694, top1_acc: 0.3305, top5_acc: 0.6156, loss_cls: 2.7789, loss: 2.7789, grad_norm: 5.4578 2021-08-17 02:33:24,937 - mmaction - INFO - Epoch [14][2060/2640] lr: 1.000e-02, eta: 11:26:50, time: 0.417, data_time: 0.000, memory: 5694, top1_acc: 0.3258, top5_acc: 0.6133, loss_cls: 2.7959, loss: 2.7959, grad_norm: 5.4448 2021-08-17 02:33:33,296 - mmaction - INFO - Epoch [14][2080/2640] lr: 1.000e-02, eta: 11:26:41, time: 0.418, data_time: 0.000, memory: 5694, top1_acc: 0.3328, top5_acc: 0.6102, loss_cls: 2.7878, loss: 2.7878, grad_norm: 5.3466 2021-08-17 02:33:41,684 - mmaction - INFO - Epoch [14][2100/2640] lr: 1.000e-02, eta: 11:26:32, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.3570, top5_acc: 0.6258, loss_cls: 2.7534, loss: 2.7534, grad_norm: 5.3578 2021-08-17 02:33:50,014 - mmaction - INFO - Epoch [14][2120/2640] lr: 1.000e-02, eta: 11:26:22, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.3312, top5_acc: 0.6102, loss_cls: 2.7561, loss: 2.7561, grad_norm: 5.4043 2021-08-17 02:33:58,391 - mmaction - INFO - Epoch [14][2140/2640] lr: 1.000e-02, eta: 11:26:13, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.3320, top5_acc: 0.6391, loss_cls: 2.7227, loss: 2.7227, grad_norm: 5.4177 2021-08-17 02:34:06,742 - mmaction - INFO - Epoch [14][2160/2640] lr: 1.000e-02, eta: 11:26:04, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.3086, top5_acc: 0.5984, loss_cls: 2.8946, loss: 2.8946, grad_norm: 5.4943 2021-08-17 02:34:15,105 - mmaction - INFO - Epoch [14][2180/2640] lr: 1.000e-02, eta: 11:25:55, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.3422, top5_acc: 0.6125, loss_cls: 2.7815, loss: 2.7815, grad_norm: 5.5126 2021-08-17 02:34:23,466 - mmaction - INFO - Epoch [14][2200/2640] lr: 1.000e-02, eta: 11:25:45, time: 0.418, data_time: 0.000, memory: 5694, top1_acc: 0.3297, top5_acc: 0.6000, loss_cls: 2.8802, loss: 2.8802, grad_norm: 5.3693 2021-08-17 02:34:31,818 - mmaction - INFO - Epoch [14][2220/2640] lr: 1.000e-02, eta: 11:25:36, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.3055, top5_acc: 0.5938, loss_cls: 2.8797, loss: 2.8797, grad_norm: 5.4931 2021-08-17 02:34:40,164 - mmaction - INFO - Epoch [14][2240/2640] lr: 1.000e-02, eta: 11:25:27, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.3328, top5_acc: 0.6086, loss_cls: 2.7617, loss: 2.7617, grad_norm: 5.4034 2021-08-17 02:34:48,558 - mmaction - INFO - Epoch [14][2260/2640] lr: 1.000e-02, eta: 11:25:17, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.3141, top5_acc: 0.6094, loss_cls: 2.8334, loss: 2.8334, grad_norm: 5.4485 2021-08-17 02:34:56,905 - mmaction - INFO - Epoch [14][2280/2640] lr: 1.000e-02, eta: 11:25:08, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.3344, top5_acc: 0.6156, loss_cls: 2.8080, loss: 2.8080, grad_norm: 5.3278 2021-08-17 02:35:05,269 - mmaction - INFO - Epoch [14][2300/2640] lr: 1.000e-02, eta: 11:24:59, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.3414, top5_acc: 0.6375, loss_cls: 2.7847, loss: 2.7847, grad_norm: 5.3269 2021-08-17 02:35:13,633 - mmaction - INFO - Epoch [14][2320/2640] lr: 1.000e-02, eta: 11:24:50, time: 0.418, data_time: 0.000, memory: 5694, top1_acc: 0.3250, top5_acc: 0.6289, loss_cls: 2.7405, loss: 2.7405, grad_norm: 5.2866 2021-08-17 02:35:21,991 - mmaction - INFO - Epoch [14][2340/2640] lr: 1.000e-02, eta: 11:24:40, time: 0.418, data_time: 0.000, memory: 5694, top1_acc: 0.3187, top5_acc: 0.6023, loss_cls: 2.8393, loss: 2.8393, grad_norm: 5.7135 2021-08-17 02:35:30,363 - mmaction - INFO - Epoch [14][2360/2640] lr: 1.000e-02, eta: 11:24:31, time: 0.419, data_time: 0.000, memory: 5694, top1_acc: 0.3445, top5_acc: 0.6133, loss_cls: 2.7503, loss: 2.7503, grad_norm: 5.2786 2021-08-17 02:35:38,717 - mmaction - INFO - Epoch [14][2380/2640] lr: 1.000e-02, eta: 11:24:22, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.3344, top5_acc: 0.6109, loss_cls: 2.8094, loss: 2.8094, grad_norm: 5.4205 2021-08-17 02:35:47,064 - mmaction - INFO - Epoch [14][2400/2640] lr: 1.000e-02, eta: 11:24:12, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.3195, top5_acc: 0.6078, loss_cls: 2.8925, loss: 2.8925, grad_norm: 5.4940 2021-08-17 02:35:55,420 - mmaction - INFO - Epoch [14][2420/2640] lr: 1.000e-02, eta: 11:24:03, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.3234, top5_acc: 0.6164, loss_cls: 2.8566, loss: 2.8566, grad_norm: 5.3471 2021-08-17 02:36:03,761 - mmaction - INFO - Epoch [14][2440/2640] lr: 1.000e-02, eta: 11:23:54, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.3508, top5_acc: 0.6227, loss_cls: 2.7382, loss: 2.7382, grad_norm: 5.4594 2021-08-17 02:36:12,126 - mmaction - INFO - Epoch [14][2460/2640] lr: 1.000e-02, eta: 11:23:44, time: 0.418, data_time: 0.000, memory: 5694, top1_acc: 0.3273, top5_acc: 0.6094, loss_cls: 2.7659, loss: 2.7659, grad_norm: 5.3880 2021-08-17 02:36:20,515 - mmaction - INFO - Epoch [14][2480/2640] lr: 1.000e-02, eta: 11:23:35, time: 0.420, data_time: 0.002, memory: 5694, top1_acc: 0.3375, top5_acc: 0.6141, loss_cls: 2.8237, loss: 2.8237, grad_norm: 5.3879 2021-08-17 02:36:28,875 - mmaction - INFO - Epoch [14][2500/2640] lr: 1.000e-02, eta: 11:23:26, time: 0.418, data_time: 0.000, memory: 5694, top1_acc: 0.3336, top5_acc: 0.6266, loss_cls: 2.8018, loss: 2.8018, grad_norm: 5.4285 2021-08-17 02:36:37,217 - mmaction - INFO - Epoch [14][2520/2640] lr: 1.000e-02, eta: 11:23:17, time: 0.417, data_time: 0.000, memory: 5694, top1_acc: 0.3305, top5_acc: 0.6273, loss_cls: 2.7652, loss: 2.7652, grad_norm: 5.5078 2021-08-17 02:36:45,572 - mmaction - INFO - Epoch [14][2540/2640] lr: 1.000e-02, eta: 11:23:07, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.3305, top5_acc: 0.6055, loss_cls: 2.8598, loss: 2.8598, grad_norm: 5.6808 2021-08-17 02:36:53,929 - mmaction - INFO - Epoch [14][2560/2640] lr: 1.000e-02, eta: 11:22:58, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.3242, top5_acc: 0.6031, loss_cls: 2.8716, loss: 2.8716, grad_norm: 5.3653 2021-08-17 02:37:02,327 - mmaction - INFO - Epoch [14][2580/2640] lr: 1.000e-02, eta: 11:22:49, time: 0.420, data_time: 0.002, memory: 5694, top1_acc: 0.3289, top5_acc: 0.6234, loss_cls: 2.8556, loss: 2.8556, grad_norm: 5.3760 2021-08-17 02:37:10,662 - mmaction - INFO - Epoch [14][2600/2640] lr: 1.000e-02, eta: 11:22:40, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.3133, top5_acc: 0.6125, loss_cls: 2.8645, loss: 2.8645, grad_norm: 5.5685 2021-08-17 02:37:19,010 - mmaction - INFO - Epoch [14][2620/2640] lr: 1.000e-02, eta: 11:22:30, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.3344, top5_acc: 0.6250, loss_cls: 2.8022, loss: 2.8022, grad_norm: 5.4142 2021-08-17 02:37:27,140 - mmaction - INFO - Epoch [14][2640/2640] lr: 1.000e-02, eta: 11:22:20, time: 0.406, data_time: 0.000, memory: 5694, top1_acc: 0.2960, top5_acc: 0.5935, loss_cls: 2.9149, loss: 2.9149, grad_norm: 5.5332 2021-08-17 02:37:29,222 - mmaction - INFO - Saving checkpoint at 14 epochs 2021-08-17 02:38:23,681 - mmaction - INFO - Epoch [15][20/2640] lr: 1.000e-02, eta: 11:24:08, time: 2.702, data_time: 2.268, memory: 5694, top1_acc: 0.3461, top5_acc: 0.6367, loss_cls: 2.7496, loss: 2.7496, grad_norm: 5.3285 2021-08-17 02:38:31,650 - mmaction - INFO - Epoch [15][40/2640] lr: 1.000e-02, eta: 11:23:58, time: 0.402, data_time: 0.006, memory: 5694, top1_acc: 0.3266, top5_acc: 0.6234, loss_cls: 2.7802, loss: 2.7802, grad_norm: 5.4452 2021-08-17 02:38:39,617 - mmaction - INFO - Epoch [15][60/2640] lr: 1.000e-02, eta: 11:23:48, time: 0.398, data_time: 0.001, memory: 5694, top1_acc: 0.3547, top5_acc: 0.6328, loss_cls: 2.7791, loss: 2.7791, grad_norm: 5.4286 2021-08-17 02:38:47,612 - mmaction - INFO - Epoch [15][80/2640] lr: 1.000e-02, eta: 11:23:38, time: 0.400, data_time: 0.000, memory: 5694, top1_acc: 0.3195, top5_acc: 0.6086, loss_cls: 2.8329, loss: 2.8329, grad_norm: 5.6423 2021-08-17 02:38:55,661 - mmaction - INFO - Epoch [15][100/2640] lr: 1.000e-02, eta: 11:23:27, time: 0.402, data_time: 0.001, memory: 5694, top1_acc: 0.3227, top5_acc: 0.6211, loss_cls: 2.7542, loss: 2.7542, grad_norm: 5.4403 2021-08-17 02:39:03,796 - mmaction - INFO - Epoch [15][120/2640] lr: 1.000e-02, eta: 11:23:18, time: 0.407, data_time: 0.000, memory: 5694, top1_acc: 0.3375, top5_acc: 0.6289, loss_cls: 2.7961, loss: 2.7961, grad_norm: 5.3943 2021-08-17 02:39:12,037 - mmaction - INFO - Epoch [15][140/2640] lr: 1.000e-02, eta: 11:23:08, time: 0.412, data_time: 0.001, memory: 5694, top1_acc: 0.3328, top5_acc: 0.6398, loss_cls: 2.7171, loss: 2.7171, grad_norm: 5.2950 2021-08-17 02:39:20,345 - mmaction - INFO - Epoch [15][160/2640] lr: 1.000e-02, eta: 11:22:58, time: 0.415, data_time: 0.001, memory: 5694, top1_acc: 0.3258, top5_acc: 0.6164, loss_cls: 2.7727, loss: 2.7727, grad_norm: 5.4728 2021-08-17 02:39:28,629 - mmaction - INFO - Epoch [15][180/2640] lr: 1.000e-02, eta: 11:22:49, time: 0.414, data_time: 0.000, memory: 5694, top1_acc: 0.3328, top5_acc: 0.6344, loss_cls: 2.7848, loss: 2.7848, grad_norm: 5.4775 2021-08-17 02:39:36,971 - mmaction - INFO - Epoch [15][200/2640] lr: 1.000e-02, eta: 11:22:39, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.3312, top5_acc: 0.6273, loss_cls: 2.7679, loss: 2.7679, grad_norm: 5.4086 2021-08-17 02:39:45,275 - mmaction - INFO - Epoch [15][220/2640] lr: 1.000e-02, eta: 11:22:30, time: 0.415, data_time: 0.001, memory: 5694, top1_acc: 0.3187, top5_acc: 0.6242, loss_cls: 2.7369, loss: 2.7369, grad_norm: 5.3225 2021-08-17 02:39:53,601 - mmaction - INFO - Epoch [15][240/2640] lr: 1.000e-02, eta: 11:22:21, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.3266, top5_acc: 0.6141, loss_cls: 2.7793, loss: 2.7793, grad_norm: 5.5017 2021-08-17 02:40:01,997 - mmaction - INFO - Epoch [15][260/2640] lr: 1.000e-02, eta: 11:22:11, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.3430, top5_acc: 0.6523, loss_cls: 2.6792, loss: 2.6792, grad_norm: 5.4585 2021-08-17 02:40:10,314 - mmaction - INFO - Epoch [15][280/2640] lr: 1.000e-02, eta: 11:22:02, time: 0.416, data_time: 0.002, memory: 5694, top1_acc: 0.3391, top5_acc: 0.6383, loss_cls: 2.6889, loss: 2.6889, grad_norm: 5.4216 2021-08-17 02:40:18,619 - mmaction - INFO - Epoch [15][300/2640] lr: 1.000e-02, eta: 11:21:52, time: 0.415, data_time: 0.000, memory: 5694, top1_acc: 0.3281, top5_acc: 0.6297, loss_cls: 2.7618, loss: 2.7618, grad_norm: 5.3078 2021-08-17 02:40:26,950 - mmaction - INFO - Epoch [15][320/2640] lr: 1.000e-02, eta: 11:21:43, time: 0.416, data_time: 0.000, memory: 5694, top1_acc: 0.3422, top5_acc: 0.6328, loss_cls: 2.7495, loss: 2.7495, grad_norm: 5.4332 2021-08-17 02:40:35,233 - mmaction - INFO - Epoch [15][340/2640] lr: 1.000e-02, eta: 11:21:33, time: 0.414, data_time: 0.001, memory: 5694, top1_acc: 0.3219, top5_acc: 0.6094, loss_cls: 2.8235, loss: 2.8235, grad_norm: 5.4176 2021-08-17 02:40:43,583 - mmaction - INFO - Epoch [15][360/2640] lr: 1.000e-02, eta: 11:21:24, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.3445, top5_acc: 0.6258, loss_cls: 2.7151, loss: 2.7151, grad_norm: 5.3740 2021-08-17 02:40:51,923 - mmaction - INFO - Epoch [15][380/2640] lr: 1.000e-02, eta: 11:21:15, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.3469, top5_acc: 0.6180, loss_cls: 2.7665, loss: 2.7665, grad_norm: 5.3465 2021-08-17 02:41:00,273 - mmaction - INFO - Epoch [15][400/2640] lr: 1.000e-02, eta: 11:21:05, time: 0.417, data_time: 0.000, memory: 5694, top1_acc: 0.3305, top5_acc: 0.6172, loss_cls: 2.7502, loss: 2.7502, grad_norm: 5.4109 2021-08-17 02:41:08,644 - mmaction - INFO - Epoch [15][420/2640] lr: 1.000e-02, eta: 11:20:56, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.3336, top5_acc: 0.6266, loss_cls: 2.7496, loss: 2.7496, grad_norm: 5.4550 2021-08-17 02:41:17,024 - mmaction - INFO - Epoch [15][440/2640] lr: 1.000e-02, eta: 11:20:47, time: 0.419, data_time: 0.000, memory: 5694, top1_acc: 0.3469, top5_acc: 0.6367, loss_cls: 2.7178, loss: 2.7178, grad_norm: 5.4388 2021-08-17 02:41:25,377 - mmaction - INFO - Epoch [15][460/2640] lr: 1.000e-02, eta: 11:20:37, time: 0.418, data_time: 0.000, memory: 5694, top1_acc: 0.3211, top5_acc: 0.6062, loss_cls: 2.8312, loss: 2.8312, grad_norm: 5.5291 2021-08-17 02:41:33,737 - mmaction - INFO - Epoch [15][480/2640] lr: 1.000e-02, eta: 11:20:28, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.3156, top5_acc: 0.6102, loss_cls: 2.8370, loss: 2.8370, grad_norm: 5.4842 2021-08-17 02:41:42,088 - mmaction - INFO - Epoch [15][500/2640] lr: 1.000e-02, eta: 11:20:19, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.3445, top5_acc: 0.6180, loss_cls: 2.7540, loss: 2.7540, grad_norm: 5.3787 2021-08-17 02:41:50,459 - mmaction - INFO - Epoch [15][520/2640] lr: 1.000e-02, eta: 11:20:09, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.3328, top5_acc: 0.6156, loss_cls: 2.7679, loss: 2.7679, grad_norm: 5.3217 2021-08-17 02:41:58,846 - mmaction - INFO - Epoch [15][540/2640] lr: 1.000e-02, eta: 11:20:00, time: 0.419, data_time: 0.000, memory: 5694, top1_acc: 0.3320, top5_acc: 0.6203, loss_cls: 2.7604, loss: 2.7604, grad_norm: 5.4605 2021-08-17 02:42:07,215 - mmaction - INFO - Epoch [15][560/2640] lr: 1.000e-02, eta: 11:19:51, time: 0.418, data_time: 0.000, memory: 5694, top1_acc: 0.3414, top5_acc: 0.5945, loss_cls: 2.7833, loss: 2.7833, grad_norm: 5.3444 2021-08-17 02:42:15,609 - mmaction - INFO - Epoch [15][580/2640] lr: 1.000e-02, eta: 11:19:42, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.3289, top5_acc: 0.5992, loss_cls: 2.8184, loss: 2.8184, grad_norm: 5.5379 2021-08-17 02:42:23,953 - mmaction - INFO - Epoch [15][600/2640] lr: 1.000e-02, eta: 11:19:32, time: 0.417, data_time: 0.000, memory: 5694, top1_acc: 0.3406, top5_acc: 0.6516, loss_cls: 2.7136, loss: 2.7136, grad_norm: 5.3839 2021-08-17 02:42:32,314 - mmaction - INFO - Epoch [15][620/2640] lr: 1.000e-02, eta: 11:19:23, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.3508, top5_acc: 0.6273, loss_cls: 2.7197, loss: 2.7197, grad_norm: 5.2583 2021-08-17 02:42:40,699 - mmaction - INFO - Epoch [15][640/2640] lr: 1.000e-02, eta: 11:19:14, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.3008, top5_acc: 0.6211, loss_cls: 2.8482, loss: 2.8482, grad_norm: 5.5653 2021-08-17 02:42:49,045 - mmaction - INFO - Epoch [15][660/2640] lr: 1.000e-02, eta: 11:19:04, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.3453, top5_acc: 0.6305, loss_cls: 2.7835, loss: 2.7835, grad_norm: 5.2965 2021-08-17 02:42:57,438 - mmaction - INFO - Epoch [15][680/2640] lr: 1.000e-02, eta: 11:18:55, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.3187, top5_acc: 0.6031, loss_cls: 2.8566, loss: 2.8566, grad_norm: 5.4599 2021-08-17 02:43:05,816 - mmaction - INFO - Epoch [15][700/2640] lr: 1.000e-02, eta: 11:18:46, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.3203, top5_acc: 0.6133, loss_cls: 2.8443, loss: 2.8443, grad_norm: 5.3916 2021-08-17 02:43:14,189 - mmaction - INFO - Epoch [15][720/2640] lr: 1.000e-02, eta: 11:18:36, time: 0.418, data_time: 0.000, memory: 5694, top1_acc: 0.3203, top5_acc: 0.6172, loss_cls: 2.8538, loss: 2.8538, grad_norm: 5.5396 2021-08-17 02:43:22,542 - mmaction - INFO - Epoch [15][740/2640] lr: 1.000e-02, eta: 11:18:27, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.3328, top5_acc: 0.6375, loss_cls: 2.7311, loss: 2.7311, grad_norm: 5.3582 2021-08-17 02:43:30,899 - mmaction - INFO - Epoch [15][760/2640] lr: 1.000e-02, eta: 11:18:18, time: 0.418, data_time: 0.000, memory: 5694, top1_acc: 0.3219, top5_acc: 0.6328, loss_cls: 2.7598, loss: 2.7598, grad_norm: 5.5994 2021-08-17 02:43:39,249 - mmaction - INFO - Epoch [15][780/2640] lr: 1.000e-02, eta: 11:18:08, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.3406, top5_acc: 0.6188, loss_cls: 2.7721, loss: 2.7721, grad_norm: 5.5913 2021-08-17 02:43:47,638 - mmaction - INFO - Epoch [15][800/2640] lr: 1.000e-02, eta: 11:17:59, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.3414, top5_acc: 0.6102, loss_cls: 2.7792, loss: 2.7792, grad_norm: 5.4869 2021-08-17 02:43:56,014 - mmaction - INFO - Epoch [15][820/2640] lr: 1.000e-02, eta: 11:17:50, time: 0.419, data_time: 0.000, memory: 5694, top1_acc: 0.3414, top5_acc: 0.6117, loss_cls: 2.7937, loss: 2.7937, grad_norm: 5.4929 2021-08-17 02:44:04,399 - mmaction - INFO - Epoch [15][840/2640] lr: 1.000e-02, eta: 11:17:41, time: 0.419, data_time: 0.002, memory: 5694, top1_acc: 0.3266, top5_acc: 0.5969, loss_cls: 2.8202, loss: 2.8202, grad_norm: 5.6268 2021-08-17 02:44:12,823 - mmaction - INFO - Epoch [15][860/2640] lr: 1.000e-02, eta: 11:17:32, time: 0.421, data_time: 0.001, memory: 5694, top1_acc: 0.3156, top5_acc: 0.6086, loss_cls: 2.8488, loss: 2.8488, grad_norm: 5.5088 2021-08-17 02:44:21,203 - mmaction - INFO - Epoch [15][880/2640] lr: 1.000e-02, eta: 11:17:22, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.3219, top5_acc: 0.6094, loss_cls: 2.8505, loss: 2.8505, grad_norm: 5.3988 2021-08-17 02:44:29,563 - mmaction - INFO - Epoch [15][900/2640] lr: 1.000e-02, eta: 11:17:13, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.3586, top5_acc: 0.6414, loss_cls: 2.6972, loss: 2.6972, grad_norm: 5.3338 2021-08-17 02:44:37,956 - mmaction - INFO - Epoch [15][920/2640] lr: 1.000e-02, eta: 11:17:04, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.3461, top5_acc: 0.6352, loss_cls: 2.7295, loss: 2.7295, grad_norm: 5.5119 2021-08-17 02:44:46,328 - mmaction - INFO - Epoch [15][940/2640] lr: 1.000e-02, eta: 11:16:54, time: 0.419, data_time: 0.000, memory: 5694, top1_acc: 0.3180, top5_acc: 0.6062, loss_cls: 2.8411, loss: 2.8411, grad_norm: 5.4545 2021-08-17 02:44:54,688 - mmaction - INFO - Epoch [15][960/2640] lr: 1.000e-02, eta: 11:16:45, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.3266, top5_acc: 0.6391, loss_cls: 2.7392, loss: 2.7392, grad_norm: 5.4059 2021-08-17 02:45:03,084 - mmaction - INFO - Epoch [15][980/2640] lr: 1.000e-02, eta: 11:16:36, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.3359, top5_acc: 0.6297, loss_cls: 2.7759, loss: 2.7759, grad_norm: 5.7028 2021-08-17 02:45:11,470 - mmaction - INFO - Epoch [15][1000/2640] lr: 1.000e-02, eta: 11:16:27, time: 0.419, data_time: 0.000, memory: 5694, top1_acc: 0.3422, top5_acc: 0.6141, loss_cls: 2.7236, loss: 2.7236, grad_norm: 5.6774 2021-08-17 02:45:19,870 - mmaction - INFO - Epoch [15][1020/2640] lr: 1.000e-02, eta: 11:16:17, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.3211, top5_acc: 0.6164, loss_cls: 2.8583, loss: 2.8583, grad_norm: 5.5316 2021-08-17 02:45:28,275 - mmaction - INFO - Epoch [15][1040/2640] lr: 1.000e-02, eta: 11:16:08, time: 0.420, data_time: 0.000, memory: 5694, top1_acc: 0.3227, top5_acc: 0.6078, loss_cls: 2.8131, loss: 2.8131, grad_norm: 5.4582 2021-08-17 02:45:36,673 - mmaction - INFO - Epoch [15][1060/2640] lr: 1.000e-02, eta: 11:15:59, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.3469, top5_acc: 0.6172, loss_cls: 2.7748, loss: 2.7748, grad_norm: 5.8069 2021-08-17 02:45:45,065 - mmaction - INFO - Epoch [15][1080/2640] lr: 1.000e-02, eta: 11:15:50, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.3242, top5_acc: 0.6000, loss_cls: 2.8420, loss: 2.8420, grad_norm: 5.6322 2021-08-17 02:45:53,487 - mmaction - INFO - Epoch [15][1100/2640] lr: 1.000e-02, eta: 11:15:41, time: 0.421, data_time: 0.002, memory: 5694, top1_acc: 0.3109, top5_acc: 0.5992, loss_cls: 2.8818, loss: 2.8818, grad_norm: 5.5202 2021-08-17 02:46:01,933 - mmaction - INFO - Epoch [15][1120/2640] lr: 1.000e-02, eta: 11:15:32, time: 0.422, data_time: 0.000, memory: 5694, top1_acc: 0.3414, top5_acc: 0.6383, loss_cls: 2.7152, loss: 2.7152, grad_norm: 5.1897 2021-08-17 02:46:10,328 - mmaction - INFO - Epoch [15][1140/2640] lr: 1.000e-02, eta: 11:15:22, time: 0.420, data_time: 0.000, memory: 5694, top1_acc: 0.3180, top5_acc: 0.6117, loss_cls: 2.8186, loss: 2.8186, grad_norm: 5.5099 2021-08-17 02:46:18,732 - mmaction - INFO - Epoch [15][1160/2640] lr: 1.000e-02, eta: 11:15:13, time: 0.420, data_time: 0.000, memory: 5694, top1_acc: 0.3148, top5_acc: 0.6219, loss_cls: 2.8178, loss: 2.8178, grad_norm: 5.4455 2021-08-17 02:46:27,149 - mmaction - INFO - Epoch [15][1180/2640] lr: 1.000e-02, eta: 11:15:04, time: 0.421, data_time: 0.001, memory: 5694, top1_acc: 0.3594, top5_acc: 0.6125, loss_cls: 2.7324, loss: 2.7324, grad_norm: 5.3360 2021-08-17 02:46:35,562 - mmaction - INFO - Epoch [15][1200/2640] lr: 1.000e-02, eta: 11:14:55, time: 0.421, data_time: 0.000, memory: 5694, top1_acc: 0.3250, top5_acc: 0.6086, loss_cls: 2.8680, loss: 2.8680, grad_norm: 5.4424 2021-08-17 02:46:43,972 - mmaction - INFO - Epoch [15][1220/2640] lr: 1.000e-02, eta: 11:14:46, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.3289, top5_acc: 0.6258, loss_cls: 2.7977, loss: 2.7977, grad_norm: 5.4500 2021-08-17 02:46:52,393 - mmaction - INFO - Epoch [15][1240/2640] lr: 1.000e-02, eta: 11:14:37, time: 0.421, data_time: 0.001, memory: 5694, top1_acc: 0.3273, top5_acc: 0.6414, loss_cls: 2.7395, loss: 2.7395, grad_norm: 5.6058 2021-08-17 02:47:00,812 - mmaction - INFO - Epoch [15][1260/2640] lr: 1.000e-02, eta: 11:14:27, time: 0.421, data_time: 0.000, memory: 5694, top1_acc: 0.3398, top5_acc: 0.6391, loss_cls: 2.6978, loss: 2.6978, grad_norm: 5.2944 2021-08-17 02:47:09,224 - mmaction - INFO - Epoch [15][1280/2640] lr: 1.000e-02, eta: 11:14:18, time: 0.421, data_time: 0.001, memory: 5694, top1_acc: 0.3148, top5_acc: 0.6031, loss_cls: 2.8504, loss: 2.8504, grad_norm: 5.5954 2021-08-17 02:47:17,610 - mmaction - INFO - Epoch [15][1300/2640] lr: 1.000e-02, eta: 11:14:09, time: 0.419, data_time: 0.000, memory: 5694, top1_acc: 0.3484, top5_acc: 0.6297, loss_cls: 2.6927, loss: 2.6927, grad_norm: 5.5877 2021-08-17 02:47:25,989 - mmaction - INFO - Epoch [15][1320/2640] lr: 1.000e-02, eta: 11:14:00, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.3375, top5_acc: 0.6383, loss_cls: 2.7081, loss: 2.7081, grad_norm: 5.5353 2021-08-17 02:47:34,388 - mmaction - INFO - Epoch [15][1340/2640] lr: 1.000e-02, eta: 11:13:51, time: 0.420, data_time: 0.000, memory: 5694, top1_acc: 0.3172, top5_acc: 0.6117, loss_cls: 2.8666, loss: 2.8666, grad_norm: 5.5040 2021-08-17 02:47:42,787 - mmaction - INFO - Epoch [15][1360/2640] lr: 1.000e-02, eta: 11:13:41, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.3469, top5_acc: 0.6406, loss_cls: 2.6755, loss: 2.6755, grad_norm: 5.3462 2021-08-17 02:47:51,171 - mmaction - INFO - Epoch [15][1380/2640] lr: 1.000e-02, eta: 11:13:32, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.3281, top5_acc: 0.6180, loss_cls: 2.7840, loss: 2.7840, grad_norm: 5.6041 2021-08-17 02:47:59,552 - mmaction - INFO - Epoch [15][1400/2640] lr: 1.000e-02, eta: 11:13:23, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.3406, top5_acc: 0.6227, loss_cls: 2.7778, loss: 2.7778, grad_norm: 5.4976 2021-08-17 02:48:07,949 - mmaction - INFO - Epoch [15][1420/2640] lr: 1.000e-02, eta: 11:13:14, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.3227, top5_acc: 0.6086, loss_cls: 2.8153, loss: 2.8153, grad_norm: 5.6008 2021-08-17 02:48:16,333 - mmaction - INFO - Epoch [15][1440/2640] lr: 1.000e-02, eta: 11:13:05, time: 0.419, data_time: 0.000, memory: 5694, top1_acc: 0.3133, top5_acc: 0.5977, loss_cls: 2.8489, loss: 2.8489, grad_norm: 5.5380 2021-08-17 02:48:24,733 - mmaction - INFO - Epoch [15][1460/2640] lr: 1.000e-02, eta: 11:12:55, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.3234, top5_acc: 0.6234, loss_cls: 2.8242, loss: 2.8242, grad_norm: 5.5610 2021-08-17 02:48:33,161 - mmaction - INFO - Epoch [15][1480/2640] lr: 1.000e-02, eta: 11:12:46, time: 0.421, data_time: 0.001, memory: 5694, top1_acc: 0.3422, top5_acc: 0.6414, loss_cls: 2.7055, loss: 2.7055, grad_norm: 5.3125 2021-08-17 02:48:41,547 - mmaction - INFO - Epoch [15][1500/2640] lr: 1.000e-02, eta: 11:12:37, time: 0.419, data_time: 0.000, memory: 5694, top1_acc: 0.3148, top5_acc: 0.6055, loss_cls: 2.8472, loss: 2.8472, grad_norm: 5.4341 2021-08-17 02:48:49,925 - mmaction - INFO - Epoch [15][1520/2640] lr: 1.000e-02, eta: 11:12:28, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.3398, top5_acc: 0.6492, loss_cls: 2.7081, loss: 2.7081, grad_norm: 5.2683 2021-08-17 02:48:58,300 - mmaction - INFO - Epoch [15][1540/2640] lr: 1.000e-02, eta: 11:12:18, time: 0.418, data_time: 0.000, memory: 5694, top1_acc: 0.3438, top5_acc: 0.6312, loss_cls: 2.7478, loss: 2.7478, grad_norm: 5.4675 2021-08-17 02:49:06,695 - mmaction - INFO - Epoch [15][1560/2640] lr: 1.000e-02, eta: 11:12:09, time: 0.420, data_time: 0.002, memory: 5694, top1_acc: 0.3305, top5_acc: 0.5945, loss_cls: 2.8576, loss: 2.8576, grad_norm: 5.6055 2021-08-17 02:49:15,092 - mmaction - INFO - Epoch [15][1580/2640] lr: 1.000e-02, eta: 11:12:00, time: 0.420, data_time: 0.000, memory: 5694, top1_acc: 0.3297, top5_acc: 0.6008, loss_cls: 2.8309, loss: 2.8309, grad_norm: 5.4789 2021-08-17 02:49:23,492 - mmaction - INFO - Epoch [15][1600/2640] lr: 1.000e-02, eta: 11:11:51, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.3141, top5_acc: 0.6023, loss_cls: 2.8271, loss: 2.8271, grad_norm: 5.5456 2021-08-17 02:49:31,874 - mmaction - INFO - Epoch [15][1620/2640] lr: 1.000e-02, eta: 11:11:42, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.3258, top5_acc: 0.6039, loss_cls: 2.8087, loss: 2.8087, grad_norm: 5.4713 2021-08-17 02:49:40,282 - mmaction - INFO - Epoch [15][1640/2640] lr: 1.000e-02, eta: 11:11:33, time: 0.420, data_time: 0.000, memory: 5694, top1_acc: 0.3281, top5_acc: 0.6250, loss_cls: 2.7709, loss: 2.7709, grad_norm: 5.2709 2021-08-17 02:49:48,661 - mmaction - INFO - Epoch [15][1660/2640] lr: 1.000e-02, eta: 11:11:23, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.3133, top5_acc: 0.6164, loss_cls: 2.7601, loss: 2.7601, grad_norm: 5.4930 2021-08-17 02:49:57,048 - mmaction - INFO - Epoch [15][1680/2640] lr: 1.000e-02, eta: 11:11:14, time: 0.419, data_time: 0.000, memory: 5694, top1_acc: 0.3555, top5_acc: 0.6516, loss_cls: 2.6529, loss: 2.6529, grad_norm: 5.3854 2021-08-17 02:50:05,427 - mmaction - INFO - Epoch [15][1700/2640] lr: 1.000e-02, eta: 11:11:05, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.3344, top5_acc: 0.6172, loss_cls: 2.7769, loss: 2.7769, grad_norm: 5.5620 2021-08-17 02:50:13,782 - mmaction - INFO - Epoch [15][1720/2640] lr: 1.000e-02, eta: 11:10:56, time: 0.418, data_time: 0.000, memory: 5694, top1_acc: 0.3164, top5_acc: 0.6008, loss_cls: 2.8345, loss: 2.8345, grad_norm: 5.4575 2021-08-17 02:50:22,155 - mmaction - INFO - Epoch [15][1740/2640] lr: 1.000e-02, eta: 11:10:46, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.3438, top5_acc: 0.6305, loss_cls: 2.7539, loss: 2.7539, grad_norm: 5.6303 2021-08-17 02:50:30,540 - mmaction - INFO - Epoch [15][1760/2640] lr: 1.000e-02, eta: 11:10:37, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.3367, top5_acc: 0.6273, loss_cls: 2.7415, loss: 2.7415, grad_norm: 5.4248 2021-08-17 02:50:38,894 - mmaction - INFO - Epoch [15][1780/2640] lr: 1.000e-02, eta: 11:10:28, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.3469, top5_acc: 0.6297, loss_cls: 2.7027, loss: 2.7027, grad_norm: 5.3521 2021-08-17 02:50:47,258 - mmaction - INFO - Epoch [15][1800/2640] lr: 1.000e-02, eta: 11:10:19, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.3336, top5_acc: 0.6320, loss_cls: 2.7201, loss: 2.7201, grad_norm: 5.3736 2021-08-17 02:50:55,638 - mmaction - INFO - Epoch [15][1820/2640] lr: 1.000e-02, eta: 11:10:09, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.3234, top5_acc: 0.6078, loss_cls: 2.8409, loss: 2.8409, grad_norm: 5.4386 2021-08-17 02:51:04,021 - mmaction - INFO - Epoch [15][1840/2640] lr: 1.000e-02, eta: 11:10:00, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.3375, top5_acc: 0.6320, loss_cls: 2.7060, loss: 2.7060, grad_norm: 5.3432 2021-08-17 02:51:12,403 - mmaction - INFO - Epoch [15][1860/2640] lr: 1.000e-02, eta: 11:09:51, time: 0.419, data_time: 0.000, memory: 5694, top1_acc: 0.3328, top5_acc: 0.6266, loss_cls: 2.7353, loss: 2.7353, grad_norm: 5.5554 2021-08-17 02:51:20,802 - mmaction - INFO - Epoch [15][1880/2640] lr: 1.000e-02, eta: 11:09:42, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.3531, top5_acc: 0.6344, loss_cls: 2.7240, loss: 2.7240, grad_norm: 5.4838 2021-08-17 02:51:29,168 - mmaction - INFO - Epoch [15][1900/2640] lr: 1.000e-02, eta: 11:09:33, time: 0.418, data_time: 0.000, memory: 5694, top1_acc: 0.3391, top5_acc: 0.6312, loss_cls: 2.7497, loss: 2.7497, grad_norm: 5.4604 2021-08-17 02:51:37,534 - mmaction - INFO - Epoch [15][1920/2640] lr: 1.000e-02, eta: 11:09:23, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.3258, top5_acc: 0.6305, loss_cls: 2.7786, loss: 2.7786, grad_norm: 5.5163 2021-08-17 02:51:45,898 - mmaction - INFO - Epoch [15][1940/2640] lr: 1.000e-02, eta: 11:09:14, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.3250, top5_acc: 0.6242, loss_cls: 2.7604, loss: 2.7604, grad_norm: 5.5256 2021-08-17 02:51:54,311 - mmaction - INFO - Epoch [15][1960/2640] lr: 1.000e-02, eta: 11:09:05, time: 0.421, data_time: 0.001, memory: 5694, top1_acc: 0.3469, top5_acc: 0.6219, loss_cls: 2.7678, loss: 2.7678, grad_norm: 5.3721 2021-08-17 02:52:02,659 - mmaction - INFO - Epoch [15][1980/2640] lr: 1.000e-02, eta: 11:08:56, time: 0.417, data_time: 0.000, memory: 5694, top1_acc: 0.3055, top5_acc: 0.6031, loss_cls: 2.8558, loss: 2.8558, grad_norm: 5.5446 2021-08-17 02:52:11,020 - mmaction - INFO - Epoch [15][2000/2640] lr: 1.000e-02, eta: 11:08:46, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.3484, top5_acc: 0.6508, loss_cls: 2.6496, loss: 2.6496, grad_norm: 5.2747 2021-08-17 02:52:19,397 - mmaction - INFO - Epoch [15][2020/2640] lr: 1.000e-02, eta: 11:08:37, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.3477, top5_acc: 0.6062, loss_cls: 2.7667, loss: 2.7667, grad_norm: 5.2151 2021-08-17 02:52:27,741 - mmaction - INFO - Epoch [15][2040/2640] lr: 1.000e-02, eta: 11:08:28, time: 0.417, data_time: 0.000, memory: 5694, top1_acc: 0.3320, top5_acc: 0.6125, loss_cls: 2.8276, loss: 2.8276, grad_norm: 5.3893 2021-08-17 02:52:36,106 - mmaction - INFO - Epoch [15][2060/2640] lr: 1.000e-02, eta: 11:08:19, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.3195, top5_acc: 0.6219, loss_cls: 2.7544, loss: 2.7544, grad_norm: 5.4471 2021-08-17 02:52:44,465 - mmaction - INFO - Epoch [15][2080/2640] lr: 1.000e-02, eta: 11:08:09, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.3320, top5_acc: 0.6102, loss_cls: 2.8366, loss: 2.8366, grad_norm: 5.4462 2021-08-17 02:52:52,814 - mmaction - INFO - Epoch [15][2100/2640] lr: 1.000e-02, eta: 11:08:00, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.3312, top5_acc: 0.6305, loss_cls: 2.7330, loss: 2.7330, grad_norm: 5.4123 2021-08-17 02:53:01,154 - mmaction - INFO - Epoch [15][2120/2640] lr: 1.000e-02, eta: 11:07:51, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.3344, top5_acc: 0.6172, loss_cls: 2.7776, loss: 2.7776, grad_norm: 5.5044 2021-08-17 02:53:09,495 - mmaction - INFO - Epoch [15][2140/2640] lr: 1.000e-02, eta: 11:07:41, time: 0.417, data_time: 0.000, memory: 5694, top1_acc: 0.3312, top5_acc: 0.6242, loss_cls: 2.7567, loss: 2.7567, grad_norm: 5.3855 2021-08-17 02:53:17,855 - mmaction - INFO - Epoch [15][2160/2640] lr: 1.000e-02, eta: 11:07:32, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.3227, top5_acc: 0.6289, loss_cls: 2.8063, loss: 2.8063, grad_norm: 5.4970 2021-08-17 02:53:26,199 - mmaction - INFO - Epoch [15][2180/2640] lr: 1.000e-02, eta: 11:07:23, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.3398, top5_acc: 0.6141, loss_cls: 2.7592, loss: 2.7592, grad_norm: 5.4943 2021-08-17 02:53:34,518 - mmaction - INFO - Epoch [15][2200/2640] lr: 1.000e-02, eta: 11:07:14, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.3352, top5_acc: 0.6258, loss_cls: 2.8037, loss: 2.8037, grad_norm: 5.5049 2021-08-17 02:53:42,838 - mmaction - INFO - Epoch [15][2220/2640] lr: 1.000e-02, eta: 11:07:04, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.3461, top5_acc: 0.6344, loss_cls: 2.7484, loss: 2.7484, grad_norm: 5.2406 2021-08-17 02:53:51,185 - mmaction - INFO - Epoch [15][2240/2640] lr: 1.000e-02, eta: 11:06:55, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.3180, top5_acc: 0.6125, loss_cls: 2.7837, loss: 2.7837, grad_norm: 5.4384 2021-08-17 02:53:59,519 - mmaction - INFO - Epoch [15][2260/2640] lr: 1.000e-02, eta: 11:06:46, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.3359, top5_acc: 0.6297, loss_cls: 2.7116, loss: 2.7116, grad_norm: 5.4248 2021-08-17 02:54:07,853 - mmaction - INFO - Epoch [15][2280/2640] lr: 1.000e-02, eta: 11:06:36, time: 0.417, data_time: 0.000, memory: 5694, top1_acc: 0.3320, top5_acc: 0.6328, loss_cls: 2.7472, loss: 2.7472, grad_norm: 5.3733 2021-08-17 02:54:16,186 - mmaction - INFO - Epoch [15][2300/2640] lr: 1.000e-02, eta: 11:06:27, time: 0.416, data_time: 0.000, memory: 5694, top1_acc: 0.3500, top5_acc: 0.6461, loss_cls: 2.6961, loss: 2.6961, grad_norm: 5.4652 2021-08-17 02:54:24,523 - mmaction - INFO - Epoch [15][2320/2640] lr: 1.000e-02, eta: 11:06:18, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.3227, top5_acc: 0.6320, loss_cls: 2.7325, loss: 2.7325, grad_norm: 5.5223 2021-08-17 02:54:32,849 - mmaction - INFO - Epoch [15][2340/2640] lr: 1.000e-02, eta: 11:06:08, time: 0.416, data_time: 0.000, memory: 5694, top1_acc: 0.3219, top5_acc: 0.6227, loss_cls: 2.7997, loss: 2.7997, grad_norm: 5.3150 2021-08-17 02:54:41,187 - mmaction - INFO - Epoch [15][2360/2640] lr: 1.000e-02, eta: 11:05:59, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.3281, top5_acc: 0.6211, loss_cls: 2.8046, loss: 2.8046, grad_norm: 5.3293 2021-08-17 02:54:49,497 - mmaction - INFO - Epoch [15][2380/2640] lr: 1.000e-02, eta: 11:05:50, time: 0.415, data_time: 0.000, memory: 5694, top1_acc: 0.3195, top5_acc: 0.5992, loss_cls: 2.8031, loss: 2.8031, grad_norm: 5.4216 2021-08-17 02:54:57,838 - mmaction - INFO - Epoch [15][2400/2640] lr: 1.000e-02, eta: 11:05:40, time: 0.417, data_time: 0.002, memory: 5694, top1_acc: 0.3453, top5_acc: 0.6305, loss_cls: 2.7116, loss: 2.7116, grad_norm: 5.6899 2021-08-17 02:55:06,185 - mmaction - INFO - Epoch [15][2420/2640] lr: 1.000e-02, eta: 11:05:31, time: 0.417, data_time: 0.000, memory: 5694, top1_acc: 0.3109, top5_acc: 0.6211, loss_cls: 2.8019, loss: 2.8019, grad_norm: 5.7038 2021-08-17 02:55:14,513 - mmaction - INFO - Epoch [15][2440/2640] lr: 1.000e-02, eta: 11:05:22, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.2992, top5_acc: 0.6117, loss_cls: 2.8680, loss: 2.8680, grad_norm: 5.5164 2021-08-17 02:55:22,814 - mmaction - INFO - Epoch [15][2460/2640] lr: 1.000e-02, eta: 11:05:12, time: 0.415, data_time: 0.000, memory: 5694, top1_acc: 0.3375, top5_acc: 0.6312, loss_cls: 2.7069, loss: 2.7069, grad_norm: 5.2621 2021-08-17 02:55:31,171 - mmaction - INFO - Epoch [15][2480/2640] lr: 1.000e-02, eta: 11:05:03, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.3289, top5_acc: 0.6344, loss_cls: 2.7906, loss: 2.7906, grad_norm: 5.3907 2021-08-17 02:55:39,514 - mmaction - INFO - Epoch [15][2500/2640] lr: 1.000e-02, eta: 11:04:54, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.3422, top5_acc: 0.6320, loss_cls: 2.7439, loss: 2.7439, grad_norm: 5.4719 2021-08-17 02:55:47,825 - mmaction - INFO - Epoch [15][2520/2640] lr: 1.000e-02, eta: 11:04:45, time: 0.415, data_time: 0.001, memory: 5694, top1_acc: 0.3469, top5_acc: 0.6336, loss_cls: 2.7268, loss: 2.7268, grad_norm: 5.2702 2021-08-17 02:55:56,168 - mmaction - INFO - Epoch [15][2540/2640] lr: 1.000e-02, eta: 11:04:35, time: 0.417, data_time: 0.000, memory: 5694, top1_acc: 0.3422, top5_acc: 0.6055, loss_cls: 2.8387, loss: 2.8387, grad_norm: 5.4801 2021-08-17 02:56:04,539 - mmaction - INFO - Epoch [15][2560/2640] lr: 1.000e-02, eta: 11:04:26, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.3227, top5_acc: 0.6109, loss_cls: 2.7876, loss: 2.7876, grad_norm: 5.3622 2021-08-17 02:56:12,885 - mmaction - INFO - Epoch [15][2580/2640] lr: 1.000e-02, eta: 11:04:17, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.3164, top5_acc: 0.6156, loss_cls: 2.8243, loss: 2.8243, grad_norm: 5.4543 2021-08-17 02:56:21,253 - mmaction - INFO - Epoch [15][2600/2640] lr: 1.000e-02, eta: 11:04:08, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.3273, top5_acc: 0.6305, loss_cls: 2.7844, loss: 2.7844, grad_norm: 5.4133 2021-08-17 02:56:29,580 - mmaction - INFO - Epoch [15][2620/2640] lr: 1.000e-02, eta: 11:03:58, time: 0.416, data_time: 0.000, memory: 5694, top1_acc: 0.3266, top5_acc: 0.6156, loss_cls: 2.8289, loss: 2.8289, grad_norm: 5.3989 2021-08-17 02:56:37,723 - mmaction - INFO - Epoch [15][2640/2640] lr: 1.000e-02, eta: 11:03:49, time: 0.407, data_time: 0.002, memory: 5694, top1_acc: 0.3242, top5_acc: 0.6177, loss_cls: 2.7741, loss: 2.7741, grad_norm: 5.4945 2021-08-17 02:56:39,150 - mmaction - INFO - Saving checkpoint at 15 epochs 2021-08-17 02:57:19,026 - mmaction - INFO - Epoch [16][20/2640] lr: 1.000e-02, eta: 11:04:51, time: 1.959, data_time: 1.561, memory: 5694, top1_acc: 0.3570, top5_acc: 0.6250, loss_cls: 2.7262, loss: 2.7262, grad_norm: 5.4117 2021-08-17 02:57:26,998 - mmaction - INFO - Epoch [16][40/2640] lr: 1.000e-02, eta: 11:04:41, time: 0.398, data_time: 0.002, memory: 5694, top1_acc: 0.3516, top5_acc: 0.6453, loss_cls: 2.6629, loss: 2.6629, grad_norm: 5.2496 2021-08-17 02:57:34,980 - mmaction - INFO - Epoch [16][60/2640] lr: 1.000e-02, eta: 11:04:31, time: 0.399, data_time: 0.001, memory: 5694, top1_acc: 0.3508, top5_acc: 0.6484, loss_cls: 2.6664, loss: 2.6664, grad_norm: 5.3783 2021-08-17 02:57:43,042 - mmaction - INFO - Epoch [16][80/2640] lr: 1.000e-02, eta: 11:04:21, time: 0.403, data_time: 0.001, memory: 5694, top1_acc: 0.3406, top5_acc: 0.6242, loss_cls: 2.7589, loss: 2.7589, grad_norm: 5.4774 2021-08-17 02:57:51,195 - mmaction - INFO - Epoch [16][100/2640] lr: 1.000e-02, eta: 11:04:11, time: 0.408, data_time: 0.001, memory: 5694, top1_acc: 0.3383, top5_acc: 0.6320, loss_cls: 2.7592, loss: 2.7592, grad_norm: 5.4884 2021-08-17 02:57:59,472 - mmaction - INFO - Epoch [16][120/2640] lr: 1.000e-02, eta: 11:04:02, time: 0.414, data_time: 0.002, memory: 5694, top1_acc: 0.3617, top5_acc: 0.6430, loss_cls: 2.5890, loss: 2.5890, grad_norm: 5.2780 2021-08-17 02:58:07,802 - mmaction - INFO - Epoch [16][140/2640] lr: 1.000e-02, eta: 11:03:52, time: 0.417, data_time: 0.000, memory: 5694, top1_acc: 0.3367, top5_acc: 0.6320, loss_cls: 2.7106, loss: 2.7106, grad_norm: 5.5611 2021-08-17 02:58:16,123 - mmaction - INFO - Epoch [16][160/2640] lr: 1.000e-02, eta: 11:03:43, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.3508, top5_acc: 0.6250, loss_cls: 2.7480, loss: 2.7480, grad_norm: 5.4368 2021-08-17 02:58:24,467 - mmaction - INFO - Epoch [16][180/2640] lr: 1.000e-02, eta: 11:03:34, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.3484, top5_acc: 0.6445, loss_cls: 2.6665, loss: 2.6665, grad_norm: 5.5620 2021-08-17 02:58:32,823 - mmaction - INFO - Epoch [16][200/2640] lr: 1.000e-02, eta: 11:03:24, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.3352, top5_acc: 0.6375, loss_cls: 2.7494, loss: 2.7494, grad_norm: 5.4904 2021-08-17 02:58:41,195 - mmaction - INFO - Epoch [16][220/2640] lr: 1.000e-02, eta: 11:03:15, time: 0.419, data_time: 0.000, memory: 5694, top1_acc: 0.3328, top5_acc: 0.6297, loss_cls: 2.7378, loss: 2.7378, grad_norm: 5.4903 2021-08-17 02:58:49,510 - mmaction - INFO - Epoch [16][240/2640] lr: 1.000e-02, eta: 11:03:06, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.3609, top5_acc: 0.6461, loss_cls: 2.6649, loss: 2.6649, grad_norm: 5.3744 2021-08-17 02:58:57,830 - mmaction - INFO - Epoch [16][260/2640] lr: 1.000e-02, eta: 11:02:56, time: 0.416, data_time: 0.000, memory: 5694, top1_acc: 0.3375, top5_acc: 0.6461, loss_cls: 2.7178, loss: 2.7178, grad_norm: 5.4151 2021-08-17 02:59:06,179 - mmaction - INFO - Epoch [16][280/2640] lr: 1.000e-02, eta: 11:02:47, time: 0.417, data_time: 0.000, memory: 5694, top1_acc: 0.3586, top5_acc: 0.6453, loss_cls: 2.6081, loss: 2.6081, grad_norm: 5.3538 2021-08-17 02:59:14,531 - mmaction - INFO - Epoch [16][300/2640] lr: 1.000e-02, eta: 11:02:38, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.3359, top5_acc: 0.6391, loss_cls: 2.7223, loss: 2.7223, grad_norm: 5.6454 2021-08-17 02:59:22,870 - mmaction - INFO - Epoch [16][320/2640] lr: 1.000e-02, eta: 11:02:28, time: 0.417, data_time: 0.000, memory: 5694, top1_acc: 0.3156, top5_acc: 0.6148, loss_cls: 2.7831, loss: 2.7831, grad_norm: 5.3991 2021-08-17 02:59:31,189 - mmaction - INFO - Epoch [16][340/2640] lr: 1.000e-02, eta: 11:02:19, time: 0.416, data_time: 0.000, memory: 5694, top1_acc: 0.3281, top5_acc: 0.6297, loss_cls: 2.7912, loss: 2.7912, grad_norm: 5.5315 2021-08-17 02:59:39,548 - mmaction - INFO - Epoch [16][360/2640] lr: 1.000e-02, eta: 11:02:10, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.3344, top5_acc: 0.6375, loss_cls: 2.7442, loss: 2.7442, grad_norm: 5.5394 2021-08-17 02:59:47,873 - mmaction - INFO - Epoch [16][380/2640] lr: 1.000e-02, eta: 11:02:00, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.3461, top5_acc: 0.6352, loss_cls: 2.7537, loss: 2.7537, grad_norm: 5.6357 2021-08-17 02:59:56,240 - mmaction - INFO - Epoch [16][400/2640] lr: 1.000e-02, eta: 11:01:51, time: 0.418, data_time: 0.002, memory: 5694, top1_acc: 0.3219, top5_acc: 0.6227, loss_cls: 2.7536, loss: 2.7536, grad_norm: 5.5716 2021-08-17 03:00:04,583 - mmaction - INFO - Epoch [16][420/2640] lr: 1.000e-02, eta: 11:01:42, time: 0.417, data_time: 0.000, memory: 5694, top1_acc: 0.3602, top5_acc: 0.6516, loss_cls: 2.6427, loss: 2.6427, grad_norm: 5.7493 2021-08-17 03:00:12,937 - mmaction - INFO - Epoch [16][440/2640] lr: 1.000e-02, eta: 11:01:33, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.3555, top5_acc: 0.6203, loss_cls: 2.7709, loss: 2.7709, grad_norm: 5.5501 2021-08-17 03:00:21,306 - mmaction - INFO - Epoch [16][460/2640] lr: 1.000e-02, eta: 11:01:23, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.3273, top5_acc: 0.6141, loss_cls: 2.7641, loss: 2.7641, grad_norm: 5.7127 2021-08-17 03:00:29,656 - mmaction - INFO - Epoch [16][480/2640] lr: 1.000e-02, eta: 11:01:14, time: 0.418, data_time: 0.000, memory: 5694, top1_acc: 0.3359, top5_acc: 0.6109, loss_cls: 2.7986, loss: 2.7986, grad_norm: 5.5549 2021-08-17 03:00:38,007 - mmaction - INFO - Epoch [16][500/2640] lr: 1.000e-02, eta: 11:01:05, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.3320, top5_acc: 0.6148, loss_cls: 2.7980, loss: 2.7980, grad_norm: 5.5070 2021-08-17 03:00:46,361 - mmaction - INFO - Epoch [16][520/2640] lr: 1.000e-02, eta: 11:00:56, time: 0.418, data_time: 0.000, memory: 5694, top1_acc: 0.3297, top5_acc: 0.6328, loss_cls: 2.7286, loss: 2.7286, grad_norm: 5.4531 2021-08-17 03:00:54,719 - mmaction - INFO - Epoch [16][540/2640] lr: 1.000e-02, eta: 11:00:46, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.3195, top5_acc: 0.6359, loss_cls: 2.7202, loss: 2.7202, grad_norm: 5.5792 2021-08-17 03:01:03,078 - mmaction - INFO - Epoch [16][560/2640] lr: 1.000e-02, eta: 11:00:37, time: 0.418, data_time: 0.000, memory: 5694, top1_acc: 0.3359, top5_acc: 0.6258, loss_cls: 2.7156, loss: 2.7156, grad_norm: 5.4777 2021-08-17 03:01:11,450 - mmaction - INFO - Epoch [16][580/2640] lr: 1.000e-02, eta: 11:00:28, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.3227, top5_acc: 0.6117, loss_cls: 2.8128, loss: 2.8128, grad_norm: 5.4508 2021-08-17 03:01:19,794 - mmaction - INFO - Epoch [16][600/2640] lr: 1.000e-02, eta: 11:00:19, time: 0.417, data_time: 0.002, memory: 5694, top1_acc: 0.3414, top5_acc: 0.6242, loss_cls: 2.7345, loss: 2.7345, grad_norm: 5.5345 2021-08-17 03:01:28,155 - mmaction - INFO - Epoch [16][620/2640] lr: 1.000e-02, eta: 11:00:09, time: 0.418, data_time: 0.000, memory: 5694, top1_acc: 0.3359, top5_acc: 0.6164, loss_cls: 2.8094, loss: 2.8094, grad_norm: 5.4350 2021-08-17 03:01:36,528 - mmaction - INFO - Epoch [16][640/2640] lr: 1.000e-02, eta: 11:00:00, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.3367, top5_acc: 0.6383, loss_cls: 2.7443, loss: 2.7443, grad_norm: 5.3897 2021-08-17 03:01:44,876 - mmaction - INFO - Epoch [16][660/2640] lr: 1.000e-02, eta: 10:59:51, time: 0.417, data_time: 0.000, memory: 5694, top1_acc: 0.3312, top5_acc: 0.6070, loss_cls: 2.7895, loss: 2.7895, grad_norm: 5.3753 2021-08-17 03:01:53,260 - mmaction - INFO - Epoch [16][680/2640] lr: 1.000e-02, eta: 10:59:42, time: 0.419, data_time: 0.000, memory: 5694, top1_acc: 0.3625, top5_acc: 0.6258, loss_cls: 2.7467, loss: 2.7467, grad_norm: 5.4229 2021-08-17 03:02:01,595 - mmaction - INFO - Epoch [16][700/2640] lr: 1.000e-02, eta: 10:59:32, time: 0.417, data_time: 0.000, memory: 5694, top1_acc: 0.3320, top5_acc: 0.6227, loss_cls: 2.7884, loss: 2.7884, grad_norm: 5.4283 2021-08-17 03:02:09,957 - mmaction - INFO - Epoch [16][720/2640] lr: 1.000e-02, eta: 10:59:23, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.3477, top5_acc: 0.6484, loss_cls: 2.6462, loss: 2.6462, grad_norm: 5.3066 2021-08-17 03:02:18,350 - mmaction - INFO - Epoch [16][740/2640] lr: 1.000e-02, eta: 10:59:14, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.3477, top5_acc: 0.6305, loss_cls: 2.7665, loss: 2.7665, grad_norm: 5.5670 2021-08-17 03:02:26,738 - mmaction - INFO - Epoch [16][760/2640] lr: 1.000e-02, eta: 10:59:05, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.3492, top5_acc: 0.6266, loss_cls: 2.7362, loss: 2.7362, grad_norm: 5.4922 2021-08-17 03:02:35,114 - mmaction - INFO - Epoch [16][780/2640] lr: 1.000e-02, eta: 10:58:56, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.3078, top5_acc: 0.6094, loss_cls: 2.8408, loss: 2.8408, grad_norm: 5.5469 2021-08-17 03:02:43,503 - mmaction - INFO - Epoch [16][800/2640] lr: 1.000e-02, eta: 10:58:46, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.3445, top5_acc: 0.6297, loss_cls: 2.7287, loss: 2.7287, grad_norm: 5.6485 2021-08-17 03:02:51,871 - mmaction - INFO - Epoch [16][820/2640] lr: 1.000e-02, eta: 10:58:37, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.3352, top5_acc: 0.6062, loss_cls: 2.8224, loss: 2.8224, grad_norm: 5.6149 2021-08-17 03:03:00,252 - mmaction - INFO - Epoch [16][840/2640] lr: 1.000e-02, eta: 10:58:28, time: 0.419, data_time: 0.000, memory: 5694, top1_acc: 0.3398, top5_acc: 0.6211, loss_cls: 2.7460, loss: 2.7460, grad_norm: 5.5213 2021-08-17 03:03:08,653 - mmaction - INFO - Epoch [16][860/2640] lr: 1.000e-02, eta: 10:58:19, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.3359, top5_acc: 0.6273, loss_cls: 2.7513, loss: 2.7513, grad_norm: 5.5902 2021-08-17 03:03:17,028 - mmaction - INFO - Epoch [16][880/2640] lr: 1.000e-02, eta: 10:58:10, time: 0.419, data_time: 0.000, memory: 5694, top1_acc: 0.3398, top5_acc: 0.6336, loss_cls: 2.7601, loss: 2.7601, grad_norm: 5.5072 2021-08-17 03:03:25,397 - mmaction - INFO - Epoch [16][900/2640] lr: 1.000e-02, eta: 10:58:00, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.3406, top5_acc: 0.6500, loss_cls: 2.7342, loss: 2.7342, grad_norm: 5.5599 2021-08-17 03:03:33,774 - mmaction - INFO - Epoch [16][920/2640] lr: 1.000e-02, eta: 10:57:51, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.3344, top5_acc: 0.6273, loss_cls: 2.7647, loss: 2.7647, grad_norm: 5.5087 2021-08-17 03:03:42,153 - mmaction - INFO - Epoch [16][940/2640] lr: 1.000e-02, eta: 10:57:42, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.3352, top5_acc: 0.6281, loss_cls: 2.6816, loss: 2.6816, grad_norm: 5.5928 2021-08-17 03:03:50,543 - mmaction - INFO - Epoch [16][960/2640] lr: 1.000e-02, eta: 10:57:33, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.3305, top5_acc: 0.6016, loss_cls: 2.8166, loss: 2.8166, grad_norm: 5.4907 2021-08-17 03:03:58,889 - mmaction - INFO - Epoch [16][980/2640] lr: 1.000e-02, eta: 10:57:24, time: 0.417, data_time: 0.000, memory: 5694, top1_acc: 0.3406, top5_acc: 0.6312, loss_cls: 2.7155, loss: 2.7155, grad_norm: 5.4404 2021-08-17 03:04:07,289 - mmaction - INFO - Epoch [16][1000/2640] lr: 1.000e-02, eta: 10:57:14, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.3461, top5_acc: 0.6234, loss_cls: 2.7939, loss: 2.7939, grad_norm: 5.4274 2021-08-17 03:04:15,674 - mmaction - INFO - Epoch [16][1020/2640] lr: 1.000e-02, eta: 10:57:05, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.3414, top5_acc: 0.6172, loss_cls: 2.7837, loss: 2.7837, grad_norm: 5.5131 2021-08-17 03:04:24,065 - mmaction - INFO - Epoch [16][1040/2640] lr: 1.000e-02, eta: 10:56:56, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.3406, top5_acc: 0.6258, loss_cls: 2.7737, loss: 2.7737, grad_norm: 5.6278 2021-08-17 03:04:32,428 - mmaction - INFO - Epoch [16][1060/2640] lr: 1.000e-02, eta: 10:56:47, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.3453, top5_acc: 0.6141, loss_cls: 2.7876, loss: 2.7876, grad_norm: 5.5156 2021-08-17 03:04:40,816 - mmaction - INFO - Epoch [16][1080/2640] lr: 1.000e-02, eta: 10:56:38, time: 0.420, data_time: 0.002, memory: 5694, top1_acc: 0.3344, top5_acc: 0.6422, loss_cls: 2.6770, loss: 2.6770, grad_norm: 5.4065 2021-08-17 03:04:49,168 - mmaction - INFO - Epoch [16][1100/2640] lr: 1.000e-02, eta: 10:56:28, time: 0.418, data_time: 0.000, memory: 5694, top1_acc: 0.3398, top5_acc: 0.6305, loss_cls: 2.7775, loss: 2.7775, grad_norm: 5.4480 2021-08-17 03:04:57,529 - mmaction - INFO - Epoch [16][1120/2640] lr: 1.000e-02, eta: 10:56:19, time: 0.418, data_time: 0.000, memory: 5694, top1_acc: 0.3320, top5_acc: 0.6367, loss_cls: 2.7046, loss: 2.7046, grad_norm: 5.3813 2021-08-17 03:05:05,901 - mmaction - INFO - Epoch [16][1140/2640] lr: 1.000e-02, eta: 10:56:10, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.3430, top5_acc: 0.6281, loss_cls: 2.7313, loss: 2.7313, grad_norm: 5.6011 2021-08-17 03:05:14,276 - mmaction - INFO - Epoch [16][1160/2640] lr: 1.000e-02, eta: 10:56:01, time: 0.419, data_time: 0.000, memory: 5694, top1_acc: 0.3359, top5_acc: 0.6438, loss_cls: 2.7171, loss: 2.7171, grad_norm: 5.5727 2021-08-17 03:05:22,635 - mmaction - INFO - Epoch [16][1180/2640] lr: 1.000e-02, eta: 10:55:52, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.3227, top5_acc: 0.6352, loss_cls: 2.7293, loss: 2.7293, grad_norm: 5.3129 2021-08-17 03:05:31,010 - mmaction - INFO - Epoch [16][1200/2640] lr: 1.000e-02, eta: 10:55:42, time: 0.418, data_time: 0.000, memory: 5694, top1_acc: 0.3242, top5_acc: 0.6023, loss_cls: 2.8709, loss: 2.8709, grad_norm: 5.6354 2021-08-17 03:05:39,428 - mmaction - INFO - Epoch [16][1220/2640] lr: 1.000e-02, eta: 10:55:33, time: 0.422, data_time: 0.002, memory: 5694, top1_acc: 0.3539, top5_acc: 0.6211, loss_cls: 2.7347, loss: 2.7347, grad_norm: 5.5082 2021-08-17 03:05:47,803 - mmaction - INFO - Epoch [16][1240/2640] lr: 1.000e-02, eta: 10:55:24, time: 0.419, data_time: 0.000, memory: 5694, top1_acc: 0.3227, top5_acc: 0.6211, loss_cls: 2.7665, loss: 2.7665, grad_norm: 5.4992 2021-08-17 03:05:56,177 - mmaction - INFO - Epoch [16][1260/2640] lr: 1.000e-02, eta: 10:55:15, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.3570, top5_acc: 0.6352, loss_cls: 2.7368, loss: 2.7368, grad_norm: 5.4442 2021-08-17 03:06:04,543 - mmaction - INFO - Epoch [16][1280/2640] lr: 1.000e-02, eta: 10:55:06, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.3617, top5_acc: 0.6438, loss_cls: 2.6454, loss: 2.6454, grad_norm: 5.5210 2021-08-17 03:06:12,905 - mmaction - INFO - Epoch [16][1300/2640] lr: 1.000e-02, eta: 10:54:56, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.3258, top5_acc: 0.6125, loss_cls: 2.8761, loss: 2.8761, grad_norm: 5.5924 2021-08-17 03:06:21,286 - mmaction - INFO - Epoch [16][1320/2640] lr: 1.000e-02, eta: 10:54:47, time: 0.419, data_time: 0.000, memory: 5694, top1_acc: 0.3438, top5_acc: 0.6312, loss_cls: 2.7199, loss: 2.7199, grad_norm: 5.5869 2021-08-17 03:06:29,639 - mmaction - INFO - Epoch [16][1340/2640] lr: 1.000e-02, eta: 10:54:38, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.3461, top5_acc: 0.6219, loss_cls: 2.7630, loss: 2.7630, grad_norm: 5.6025 2021-08-17 03:06:38,018 - mmaction - INFO - Epoch [16][1360/2640] lr: 1.000e-02, eta: 10:54:29, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.3266, top5_acc: 0.6188, loss_cls: 2.7865, loss: 2.7865, grad_norm: 5.6635 2021-08-17 03:06:46,347 - mmaction - INFO - Epoch [16][1380/2640] lr: 1.000e-02, eta: 10:54:20, time: 0.416, data_time: 0.000, memory: 5694, top1_acc: 0.3445, top5_acc: 0.6484, loss_cls: 2.6710, loss: 2.6710, grad_norm: 5.4418 2021-08-17 03:06:54,693 - mmaction - INFO - Epoch [16][1400/2640] lr: 1.000e-02, eta: 10:54:10, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.3500, top5_acc: 0.6156, loss_cls: 2.7191, loss: 2.7191, grad_norm: 5.5472 2021-08-17 03:07:03,037 - mmaction - INFO - Epoch [16][1420/2640] lr: 1.000e-02, eta: 10:54:01, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.3375, top5_acc: 0.6320, loss_cls: 2.7629, loss: 2.7629, grad_norm: 5.5429 2021-08-17 03:07:11,390 - mmaction - INFO - Epoch [16][1440/2640] lr: 1.000e-02, eta: 10:53:52, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.3469, top5_acc: 0.6359, loss_cls: 2.6965, loss: 2.6965, grad_norm: 5.3685 2021-08-17 03:07:19,731 - mmaction - INFO - Epoch [16][1460/2640] lr: 1.000e-02, eta: 10:53:43, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.3164, top5_acc: 0.6328, loss_cls: 2.7717, loss: 2.7717, grad_norm: 5.6979 2021-08-17 03:07:28,129 - mmaction - INFO - Epoch [16][1480/2640] lr: 1.000e-02, eta: 10:53:33, time: 0.420, data_time: 0.000, memory: 5694, top1_acc: 0.3445, top5_acc: 0.6305, loss_cls: 2.7306, loss: 2.7306, grad_norm: 5.2674 2021-08-17 03:07:36,478 - mmaction - INFO - Epoch [16][1500/2640] lr: 1.000e-02, eta: 10:53:24, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.3281, top5_acc: 0.6500, loss_cls: 2.7148, loss: 2.7148, grad_norm: 5.3465 2021-08-17 03:07:44,837 - mmaction - INFO - Epoch [16][1520/2640] lr: 1.000e-02, eta: 10:53:15, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.3367, top5_acc: 0.6266, loss_cls: 2.7882, loss: 2.7882, grad_norm: 5.4842 2021-08-17 03:07:53,185 - mmaction - INFO - Epoch [16][1540/2640] lr: 1.000e-02, eta: 10:53:06, time: 0.417, data_time: 0.000, memory: 5694, top1_acc: 0.3312, top5_acc: 0.6375, loss_cls: 2.7049, loss: 2.7049, grad_norm: 5.4246 2021-08-17 03:08:01,561 - mmaction - INFO - Epoch [16][1560/2640] lr: 1.000e-02, eta: 10:52:57, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.3336, top5_acc: 0.6211, loss_cls: 2.7930, loss: 2.7930, grad_norm: 5.6301 2021-08-17 03:08:09,914 - mmaction - INFO - Epoch [16][1580/2640] lr: 1.000e-02, eta: 10:52:47, time: 0.418, data_time: 0.000, memory: 5694, top1_acc: 0.3438, top5_acc: 0.6367, loss_cls: 2.7228, loss: 2.7228, grad_norm: 5.3840 2021-08-17 03:08:18,321 - mmaction - INFO - Epoch [16][1600/2640] lr: 1.000e-02, eta: 10:52:38, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.3086, top5_acc: 0.6141, loss_cls: 2.8372, loss: 2.8372, grad_norm: 5.4778 2021-08-17 03:08:26,680 - mmaction - INFO - Epoch [16][1620/2640] lr: 1.000e-02, eta: 10:52:29, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.3516, top5_acc: 0.6359, loss_cls: 2.7073, loss: 2.7073, grad_norm: 5.4182 2021-08-17 03:08:35,063 - mmaction - INFO - Epoch [16][1640/2640] lr: 1.000e-02, eta: 10:52:20, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.3305, top5_acc: 0.5977, loss_cls: 2.8290, loss: 2.8290, grad_norm: 5.4392 2021-08-17 03:08:43,443 - mmaction - INFO - Epoch [16][1660/2640] lr: 1.000e-02, eta: 10:52:11, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.3383, top5_acc: 0.6117, loss_cls: 2.7720, loss: 2.7720, grad_norm: 5.3828 2021-08-17 03:08:51,814 - mmaction - INFO - Epoch [16][1680/2640] lr: 1.000e-02, eta: 10:52:02, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.3328, top5_acc: 0.6133, loss_cls: 2.7526, loss: 2.7526, grad_norm: 5.4149 2021-08-17 03:09:00,176 - mmaction - INFO - Epoch [16][1700/2640] lr: 1.000e-02, eta: 10:51:52, time: 0.418, data_time: 0.000, memory: 5694, top1_acc: 0.3500, top5_acc: 0.6328, loss_cls: 2.7353, loss: 2.7353, grad_norm: 5.3704 2021-08-17 03:09:08,561 - mmaction - INFO - Epoch [16][1720/2640] lr: 1.000e-02, eta: 10:51:43, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.3375, top5_acc: 0.6125, loss_cls: 2.7518, loss: 2.7518, grad_norm: 5.4638 2021-08-17 03:09:16,936 - mmaction - INFO - Epoch [16][1740/2640] lr: 1.000e-02, eta: 10:51:34, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.3430, top5_acc: 0.6391, loss_cls: 2.7278, loss: 2.7278, grad_norm: 5.2135 2021-08-17 03:09:25,334 - mmaction - INFO - Epoch [16][1760/2640] lr: 1.000e-02, eta: 10:51:25, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.3305, top5_acc: 0.6109, loss_cls: 2.8136, loss: 2.8136, grad_norm: 5.5906 2021-08-17 03:09:33,696 - mmaction - INFO - Epoch [16][1780/2640] lr: 1.000e-02, eta: 10:51:16, time: 0.418, data_time: 0.000, memory: 5694, top1_acc: 0.3344, top5_acc: 0.6172, loss_cls: 2.7763, loss: 2.7763, grad_norm: 5.5773 2021-08-17 03:09:42,108 - mmaction - INFO - Epoch [16][1800/2640] lr: 1.000e-02, eta: 10:51:07, time: 0.421, data_time: 0.001, memory: 5694, top1_acc: 0.3336, top5_acc: 0.6430, loss_cls: 2.7148, loss: 2.7148, grad_norm: 5.3929 2021-08-17 03:09:50,480 - mmaction - INFO - Epoch [16][1820/2640] lr: 1.000e-02, eta: 10:50:57, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.3242, top5_acc: 0.6336, loss_cls: 2.7444, loss: 2.7444, grad_norm: 5.5224 2021-08-17 03:09:58,875 - mmaction - INFO - Epoch [16][1840/2640] lr: 1.000e-02, eta: 10:50:48, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.3758, top5_acc: 0.6328, loss_cls: 2.6288, loss: 2.6288, grad_norm: 5.3475 2021-08-17 03:10:07,254 - mmaction - INFO - Epoch [16][1860/2640] lr: 1.000e-02, eta: 10:50:39, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.3289, top5_acc: 0.6219, loss_cls: 2.7218, loss: 2.7218, grad_norm: 5.4654 2021-08-17 03:10:15,629 - mmaction - INFO - Epoch [16][1880/2640] lr: 1.000e-02, eta: 10:50:30, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.3273, top5_acc: 0.6141, loss_cls: 2.8322, loss: 2.8322, grad_norm: 5.5211 2021-08-17 03:10:23,981 - mmaction - INFO - Epoch [16][1900/2640] lr: 1.000e-02, eta: 10:50:21, time: 0.418, data_time: 0.000, memory: 5694, top1_acc: 0.3328, top5_acc: 0.6273, loss_cls: 2.7851, loss: 2.7851, grad_norm: 5.4529 2021-08-17 03:10:32,380 - mmaction - INFO - Epoch [16][1920/2640] lr: 1.000e-02, eta: 10:50:12, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.3461, top5_acc: 0.6258, loss_cls: 2.7304, loss: 2.7304, grad_norm: 5.6404 2021-08-17 03:10:40,718 - mmaction - INFO - Epoch [16][1940/2640] lr: 1.000e-02, eta: 10:50:02, time: 0.417, data_time: 0.000, memory: 5694, top1_acc: 0.3422, top5_acc: 0.6242, loss_cls: 2.7794, loss: 2.7794, grad_norm: 5.3452 2021-08-17 03:10:49,107 - mmaction - INFO - Epoch [16][1960/2640] lr: 1.000e-02, eta: 10:49:53, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.3539, top5_acc: 0.6414, loss_cls: 2.7172, loss: 2.7172, grad_norm: 5.1856 2021-08-17 03:10:57,534 - mmaction - INFO - Epoch [16][1980/2640] lr: 1.000e-02, eta: 10:49:44, time: 0.421, data_time: 0.000, memory: 5694, top1_acc: 0.3320, top5_acc: 0.6250, loss_cls: 2.7700, loss: 2.7700, grad_norm: 5.4601 2021-08-17 03:11:05,926 - mmaction - INFO - Epoch [16][2000/2640] lr: 1.000e-02, eta: 10:49:35, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.3422, top5_acc: 0.6266, loss_cls: 2.7323, loss: 2.7323, grad_norm: 5.2947 2021-08-17 03:11:14,301 - mmaction - INFO - Epoch [16][2020/2640] lr: 1.000e-02, eta: 10:49:26, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.3414, top5_acc: 0.6195, loss_cls: 2.7534, loss: 2.7534, grad_norm: 5.4569 2021-08-17 03:11:22,699 - mmaction - INFO - Epoch [16][2040/2640] lr: 1.000e-02, eta: 10:49:17, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.3531, top5_acc: 0.6469, loss_cls: 2.6993, loss: 2.6993, grad_norm: 5.4181 2021-08-17 03:11:31,080 - mmaction - INFO - Epoch [16][2060/2640] lr: 1.000e-02, eta: 10:49:08, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.3359, top5_acc: 0.6352, loss_cls: 2.7517, loss: 2.7517, grad_norm: 5.4304 2021-08-17 03:11:39,480 - mmaction - INFO - Epoch [16][2080/2640] lr: 1.000e-02, eta: 10:48:59, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.3312, top5_acc: 0.6117, loss_cls: 2.7684, loss: 2.7684, grad_norm: 5.3944 2021-08-17 03:11:47,870 - mmaction - INFO - Epoch [16][2100/2640] lr: 1.000e-02, eta: 10:48:49, time: 0.419, data_time: 0.000, memory: 5694, top1_acc: 0.3344, top5_acc: 0.6125, loss_cls: 2.8397, loss: 2.8397, grad_norm: 5.5347 2021-08-17 03:11:56,251 - mmaction - INFO - Epoch [16][2120/2640] lr: 1.000e-02, eta: 10:48:40, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.3500, top5_acc: 0.6336, loss_cls: 2.6972, loss: 2.6972, grad_norm: 5.3527 2021-08-17 03:12:04,626 - mmaction - INFO - Epoch [16][2140/2640] lr: 1.000e-02, eta: 10:48:31, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.3438, top5_acc: 0.6383, loss_cls: 2.7102, loss: 2.7102, grad_norm: 5.4276 2021-08-17 03:12:12,990 - mmaction - INFO - Epoch [16][2160/2640] lr: 1.000e-02, eta: 10:48:22, time: 0.418, data_time: 0.000, memory: 5694, top1_acc: 0.3359, top5_acc: 0.6195, loss_cls: 2.7163, loss: 2.7163, grad_norm: 5.4268 2021-08-17 03:12:21,373 - mmaction - INFO - Epoch [16][2180/2640] lr: 1.000e-02, eta: 10:48:13, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.3383, top5_acc: 0.6281, loss_cls: 2.7703, loss: 2.7703, grad_norm: 5.5737 2021-08-17 03:12:29,771 - mmaction - INFO - Epoch [16][2200/2640] lr: 1.000e-02, eta: 10:48:04, time: 0.420, data_time: 0.000, memory: 5694, top1_acc: 0.3266, top5_acc: 0.6219, loss_cls: 2.8007, loss: 2.8007, grad_norm: 5.4834 2021-08-17 03:12:38,151 - mmaction - INFO - Epoch [16][2220/2640] lr: 1.000e-02, eta: 10:47:55, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.3406, top5_acc: 0.6453, loss_cls: 2.7730, loss: 2.7730, grad_norm: 5.4068 2021-08-17 03:12:46,521 - mmaction - INFO - Epoch [16][2240/2640] lr: 1.000e-02, eta: 10:47:45, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.3367, top5_acc: 0.6164, loss_cls: 2.7321, loss: 2.7321, grad_norm: 5.3764 2021-08-17 03:12:54,893 - mmaction - INFO - Epoch [16][2260/2640] lr: 1.000e-02, eta: 10:47:36, time: 0.419, data_time: 0.000, memory: 5694, top1_acc: 0.3500, top5_acc: 0.6398, loss_cls: 2.7233, loss: 2.7233, grad_norm: 5.4294 2021-08-17 03:13:03,277 - mmaction - INFO - Epoch [16][2280/2640] lr: 1.000e-02, eta: 10:47:27, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.3359, top5_acc: 0.6328, loss_cls: 2.7285, loss: 2.7285, grad_norm: 5.6202 2021-08-17 03:13:11,644 - mmaction - INFO - Epoch [16][2300/2640] lr: 1.000e-02, eta: 10:47:18, time: 0.418, data_time: 0.000, memory: 5694, top1_acc: 0.3258, top5_acc: 0.6445, loss_cls: 2.7778, loss: 2.7778, grad_norm: 5.5386 2021-08-17 03:13:20,040 - mmaction - INFO - Epoch [16][2320/2640] lr: 1.000e-02, eta: 10:47:09, time: 0.420, data_time: 0.002, memory: 5694, top1_acc: 0.3477, top5_acc: 0.6195, loss_cls: 2.7193, loss: 2.7193, grad_norm: 5.3679 2021-08-17 03:13:28,424 - mmaction - INFO - Epoch [16][2340/2640] lr: 1.000e-02, eta: 10:47:00, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.3438, top5_acc: 0.6211, loss_cls: 2.7854, loss: 2.7854, grad_norm: 5.3814 2021-08-17 03:13:36,813 - mmaction - INFO - Epoch [16][2360/2640] lr: 1.000e-02, eta: 10:46:51, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.3273, top5_acc: 0.6305, loss_cls: 2.7593, loss: 2.7593, grad_norm: 5.2286 2021-08-17 03:13:45,191 - mmaction - INFO - Epoch [16][2380/2640] lr: 1.000e-02, eta: 10:46:41, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.3359, top5_acc: 0.6336, loss_cls: 2.7356, loss: 2.7356, grad_norm: 5.4380 2021-08-17 03:13:53,572 - mmaction - INFO - Epoch [16][2400/2640] lr: 1.000e-02, eta: 10:46:32, time: 0.419, data_time: 0.000, memory: 5694, top1_acc: 0.3500, top5_acc: 0.6484, loss_cls: 2.6750, loss: 2.6750, grad_norm: 5.3601 2021-08-17 03:14:01,933 - mmaction - INFO - Epoch [16][2420/2640] lr: 1.000e-02, eta: 10:46:23, time: 0.418, data_time: 0.000, memory: 5694, top1_acc: 0.3680, top5_acc: 0.6328, loss_cls: 2.7183, loss: 2.7183, grad_norm: 5.4476 2021-08-17 03:14:10,295 - mmaction - INFO - Epoch [16][2440/2640] lr: 1.000e-02, eta: 10:46:14, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.3258, top5_acc: 0.6406, loss_cls: 2.7069, loss: 2.7069, grad_norm: 5.6846 2021-08-17 03:14:18,672 - mmaction - INFO - Epoch [16][2460/2640] lr: 1.000e-02, eta: 10:46:05, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.3289, top5_acc: 0.6320, loss_cls: 2.7474, loss: 2.7474, grad_norm: 5.5934 2021-08-17 03:14:27,048 - mmaction - INFO - Epoch [16][2480/2640] lr: 1.000e-02, eta: 10:45:56, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.3344, top5_acc: 0.6172, loss_cls: 2.7915, loss: 2.7915, grad_norm: 5.3821 2021-08-17 03:14:35,440 - mmaction - INFO - Epoch [16][2500/2640] lr: 1.000e-02, eta: 10:45:47, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.3398, top5_acc: 0.6234, loss_cls: 2.7600, loss: 2.7600, grad_norm: 5.5143 2021-08-17 03:14:43,846 - mmaction - INFO - Epoch [16][2520/2640] lr: 1.000e-02, eta: 10:45:37, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.3359, top5_acc: 0.6336, loss_cls: 2.7616, loss: 2.7616, grad_norm: 5.3725 2021-08-17 03:14:52,234 - mmaction - INFO - Epoch [16][2540/2640] lr: 1.000e-02, eta: 10:45:28, time: 0.419, data_time: 0.000, memory: 5694, top1_acc: 0.3281, top5_acc: 0.6227, loss_cls: 2.7565, loss: 2.7565, grad_norm: 5.2537 2021-08-17 03:15:00,611 - mmaction - INFO - Epoch [16][2560/2640] lr: 1.000e-02, eta: 10:45:19, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.3250, top5_acc: 0.6312, loss_cls: 2.7910, loss: 2.7910, grad_norm: 5.4918 2021-08-17 03:15:08,977 - mmaction - INFO - Epoch [16][2580/2640] lr: 1.000e-02, eta: 10:45:10, time: 0.418, data_time: 0.000, memory: 5694, top1_acc: 0.3445, top5_acc: 0.6297, loss_cls: 2.7725, loss: 2.7725, grad_norm: 5.6510 2021-08-17 03:15:17,343 - mmaction - INFO - Epoch [16][2600/2640] lr: 1.000e-02, eta: 10:45:01, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.3219, top5_acc: 0.6172, loss_cls: 2.8230, loss: 2.8230, grad_norm: 5.4069 2021-08-17 03:15:25,713 - mmaction - INFO - Epoch [16][2620/2640] lr: 1.000e-02, eta: 10:44:52, time: 0.419, data_time: 0.000, memory: 5694, top1_acc: 0.3273, top5_acc: 0.6180, loss_cls: 2.7983, loss: 2.7983, grad_norm: 5.6331 2021-08-17 03:15:33,856 - mmaction - INFO - Epoch [16][2640/2640] lr: 1.000e-02, eta: 10:44:42, time: 0.407, data_time: 0.002, memory: 5694, top1_acc: 0.3298, top5_acc: 0.6113, loss_cls: 2.8396, loss: 2.8396, grad_norm: 5.6582 2021-08-17 03:15:39,175 - mmaction - INFO - Saving checkpoint at 16 epochs 2021-08-17 03:16:47,737 - mmaction - INFO - Epoch [17][20/2640] lr: 1.000e-02, eta: 10:46:39, time: 3.381, data_time: 2.952, memory: 5694, top1_acc: 0.3523, top5_acc: 0.6414, loss_cls: 2.7063, loss: 2.7063, grad_norm: 5.3437 2021-08-17 03:16:55,683 - mmaction - INFO - Epoch [17][40/2640] lr: 1.000e-02, eta: 10:46:29, time: 0.398, data_time: 0.004, memory: 5694, top1_acc: 0.3633, top5_acc: 0.6414, loss_cls: 2.6701, loss: 2.6701, grad_norm: 5.3828 2021-08-17 03:17:03,598 - mmaction - INFO - Epoch [17][60/2640] lr: 1.000e-02, eta: 10:46:19, time: 0.396, data_time: 0.001, memory: 5694, top1_acc: 0.3453, top5_acc: 0.6312, loss_cls: 2.6959, loss: 2.6959, grad_norm: 5.5027 2021-08-17 03:17:11,577 - mmaction - INFO - Epoch [17][80/2640] lr: 1.000e-02, eta: 10:46:08, time: 0.399, data_time: 0.002, memory: 5694, top1_acc: 0.3570, top5_acc: 0.6406, loss_cls: 2.6918, loss: 2.6918, grad_norm: 5.3892 2021-08-17 03:17:19,579 - mmaction - INFO - Epoch [17][100/2640] lr: 1.000e-02, eta: 10:45:58, time: 0.400, data_time: 0.000, memory: 5694, top1_acc: 0.3102, top5_acc: 0.6125, loss_cls: 2.8123, loss: 2.8123, grad_norm: 5.5209 2021-08-17 03:17:27,667 - mmaction - INFO - Epoch [17][120/2640] lr: 1.000e-02, eta: 10:45:49, time: 0.404, data_time: 0.001, memory: 5694, top1_acc: 0.3453, top5_acc: 0.6406, loss_cls: 2.7064, loss: 2.7064, grad_norm: 5.4895 2021-08-17 03:17:35,873 - mmaction - INFO - Epoch [17][140/2640] lr: 1.000e-02, eta: 10:45:39, time: 0.410, data_time: 0.000, memory: 5694, top1_acc: 0.3602, top5_acc: 0.6617, loss_cls: 2.5940, loss: 2.5940, grad_norm: 5.4972 2021-08-17 03:17:44,125 - mmaction - INFO - Epoch [17][160/2640] lr: 1.000e-02, eta: 10:45:30, time: 0.413, data_time: 0.001, memory: 5694, top1_acc: 0.3563, top5_acc: 0.6484, loss_cls: 2.6143, loss: 2.6143, grad_norm: 5.3532 2021-08-17 03:17:52,422 - mmaction - INFO - Epoch [17][180/2640] lr: 1.000e-02, eta: 10:45:20, time: 0.415, data_time: 0.000, memory: 5694, top1_acc: 0.3516, top5_acc: 0.6453, loss_cls: 2.6718, loss: 2.6718, grad_norm: 5.7241 2021-08-17 03:18:00,747 - mmaction - INFO - Epoch [17][200/2640] lr: 1.000e-02, eta: 10:45:11, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.3672, top5_acc: 0.6273, loss_cls: 2.7218, loss: 2.7218, grad_norm: 5.5061 2021-08-17 03:18:09,042 - mmaction - INFO - Epoch [17][220/2640] lr: 1.000e-02, eta: 10:45:01, time: 0.415, data_time: 0.000, memory: 5694, top1_acc: 0.3492, top5_acc: 0.6500, loss_cls: 2.6103, loss: 2.6103, grad_norm: 5.4411 2021-08-17 03:18:17,392 - mmaction - INFO - Epoch [17][240/2640] lr: 1.000e-02, eta: 10:44:52, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.3375, top5_acc: 0.6414, loss_cls: 2.6775, loss: 2.6775, grad_norm: 5.6755 2021-08-17 03:18:25,694 - mmaction - INFO - Epoch [17][260/2640] lr: 1.000e-02, eta: 10:44:43, time: 0.415, data_time: 0.000, memory: 5694, top1_acc: 0.3523, top5_acc: 0.6289, loss_cls: 2.6893, loss: 2.6893, grad_norm: 5.5457 2021-08-17 03:18:34,015 - mmaction - INFO - Epoch [17][280/2640] lr: 1.000e-02, eta: 10:44:34, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.3578, top5_acc: 0.6383, loss_cls: 2.6601, loss: 2.6601, grad_norm: 5.4482 2021-08-17 03:18:42,338 - mmaction - INFO - Epoch [17][300/2640] lr: 1.000e-02, eta: 10:44:24, time: 0.416, data_time: 0.000, memory: 5694, top1_acc: 0.3484, top5_acc: 0.6312, loss_cls: 2.7232, loss: 2.7232, grad_norm: 5.3412 2021-08-17 03:18:50,693 - mmaction - INFO - Epoch [17][320/2640] lr: 1.000e-02, eta: 10:44:15, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.3445, top5_acc: 0.6586, loss_cls: 2.6600, loss: 2.6600, grad_norm: 5.6291 2021-08-17 03:18:58,975 - mmaction - INFO - Epoch [17][340/2640] lr: 1.000e-02, eta: 10:44:06, time: 0.414, data_time: 0.000, memory: 5694, top1_acc: 0.3445, top5_acc: 0.6367, loss_cls: 2.7018, loss: 2.7018, grad_norm: 5.6512 2021-08-17 03:19:07,308 - mmaction - INFO - Epoch [17][360/2640] lr: 1.000e-02, eta: 10:43:56, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.3445, top5_acc: 0.6352, loss_cls: 2.7295, loss: 2.7295, grad_norm: 5.4866 2021-08-17 03:19:15,632 - mmaction - INFO - Epoch [17][380/2640] lr: 1.000e-02, eta: 10:43:47, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.3375, top5_acc: 0.6273, loss_cls: 2.7182, loss: 2.7182, grad_norm: 5.5802 2021-08-17 03:19:23,968 - mmaction - INFO - Epoch [17][400/2640] lr: 1.000e-02, eta: 10:43:38, time: 0.416, data_time: 0.000, memory: 5694, top1_acc: 0.3156, top5_acc: 0.6414, loss_cls: 2.7018, loss: 2.7018, grad_norm: 5.4457 2021-08-17 03:19:32,328 - mmaction - INFO - Epoch [17][420/2640] lr: 1.000e-02, eta: 10:43:28, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.3266, top5_acc: 0.6305, loss_cls: 2.7282, loss: 2.7282, grad_norm: 5.4222 2021-08-17 03:19:40,660 - mmaction - INFO - Epoch [17][440/2640] lr: 1.000e-02, eta: 10:43:19, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.3445, top5_acc: 0.6328, loss_cls: 2.7063, loss: 2.7063, grad_norm: 5.5517 2021-08-17 03:19:49,000 - mmaction - INFO - Epoch [17][460/2640] lr: 1.000e-02, eta: 10:43:10, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.3438, top5_acc: 0.6195, loss_cls: 2.7672, loss: 2.7672, grad_norm: 5.5842 2021-08-17 03:19:57,386 - mmaction - INFO - Epoch [17][480/2640] lr: 1.000e-02, eta: 10:43:01, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.3469, top5_acc: 0.6367, loss_cls: 2.7101, loss: 2.7101, grad_norm: 5.4547 2021-08-17 03:20:05,748 - mmaction - INFO - Epoch [17][500/2640] lr: 1.000e-02, eta: 10:42:51, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.3391, top5_acc: 0.6367, loss_cls: 2.6932, loss: 2.6932, grad_norm: 5.5191 2021-08-17 03:20:14,117 - mmaction - INFO - Epoch [17][520/2640] lr: 1.000e-02, eta: 10:42:42, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.3422, top5_acc: 0.6242, loss_cls: 2.7330, loss: 2.7330, grad_norm: 5.6548 2021-08-17 03:20:22,492 - mmaction - INFO - Epoch [17][540/2640] lr: 1.000e-02, eta: 10:42:33, time: 0.419, data_time: 0.000, memory: 5694, top1_acc: 0.3453, top5_acc: 0.6359, loss_cls: 2.6918, loss: 2.6918, grad_norm: 5.6282 2021-08-17 03:20:30,864 - mmaction - INFO - Epoch [17][560/2640] lr: 1.000e-02, eta: 10:42:24, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.3570, top5_acc: 0.6484, loss_cls: 2.6951, loss: 2.6951, grad_norm: 5.6362 2021-08-17 03:20:39,219 - mmaction - INFO - Epoch [17][580/2640] lr: 1.000e-02, eta: 10:42:15, time: 0.418, data_time: 0.000, memory: 5694, top1_acc: 0.3469, top5_acc: 0.6578, loss_cls: 2.6427, loss: 2.6427, grad_norm: 5.5806 2021-08-17 03:20:47,600 - mmaction - INFO - Epoch [17][600/2640] lr: 1.000e-02, eta: 10:42:05, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.3438, top5_acc: 0.6281, loss_cls: 2.7225, loss: 2.7225, grad_norm: 5.7009 2021-08-17 03:20:55,969 - mmaction - INFO - Epoch [17][620/2640] lr: 1.000e-02, eta: 10:41:56, time: 0.418, data_time: 0.000, memory: 5694, top1_acc: 0.3148, top5_acc: 0.6172, loss_cls: 2.8239, loss: 2.8239, grad_norm: 5.7334 2021-08-17 03:21:04,345 - mmaction - INFO - Epoch [17][640/2640] lr: 1.000e-02, eta: 10:41:47, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.3438, top5_acc: 0.6422, loss_cls: 2.7322, loss: 2.7322, grad_norm: 5.6585 2021-08-17 03:21:12,733 - mmaction - INFO - Epoch [17][660/2640] lr: 1.000e-02, eta: 10:41:38, time: 0.419, data_time: 0.000, memory: 5694, top1_acc: 0.3492, top5_acc: 0.6352, loss_cls: 2.7098, loss: 2.7098, grad_norm: 5.3815 2021-08-17 03:21:21,149 - mmaction - INFO - Epoch [17][680/2640] lr: 1.000e-02, eta: 10:41:29, time: 0.421, data_time: 0.001, memory: 5694, top1_acc: 0.3320, top5_acc: 0.6234, loss_cls: 2.7774, loss: 2.7774, grad_norm: 5.6961 2021-08-17 03:21:29,545 - mmaction - INFO - Epoch [17][700/2640] lr: 1.000e-02, eta: 10:41:20, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.3531, top5_acc: 0.6383, loss_cls: 2.6995, loss: 2.6995, grad_norm: 5.5337 2021-08-17 03:21:37,941 - mmaction - INFO - Epoch [17][720/2640] lr: 1.000e-02, eta: 10:41:10, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.3219, top5_acc: 0.6172, loss_cls: 2.8178, loss: 2.8178, grad_norm: 5.7343 2021-08-17 03:21:46,317 - mmaction - INFO - Epoch [17][740/2640] lr: 1.000e-02, eta: 10:41:01, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.3555, top5_acc: 0.6383, loss_cls: 2.6583, loss: 2.6583, grad_norm: 5.4723 2021-08-17 03:21:54,712 - mmaction - INFO - Epoch [17][760/2640] lr: 1.000e-02, eta: 10:40:52, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.3453, top5_acc: 0.5953, loss_cls: 2.8125, loss: 2.8125, grad_norm: 5.5020 2021-08-17 03:22:03,103 - mmaction - INFO - Epoch [17][780/2640] lr: 1.000e-02, eta: 10:40:43, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.3383, top5_acc: 0.6172, loss_cls: 2.7429, loss: 2.7429, grad_norm: 5.4784 2021-08-17 03:22:11,488 - mmaction - INFO - Epoch [17][800/2640] lr: 1.000e-02, eta: 10:40:34, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.3383, top5_acc: 0.6258, loss_cls: 2.7164, loss: 2.7164, grad_norm: 5.4602 2021-08-17 03:22:19,874 - mmaction - INFO - Epoch [17][820/2640] lr: 1.000e-02, eta: 10:40:25, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.3383, top5_acc: 0.6234, loss_cls: 2.7324, loss: 2.7324, grad_norm: 5.2128 2021-08-17 03:22:28,312 - mmaction - INFO - Epoch [17][840/2640] lr: 1.000e-02, eta: 10:40:16, time: 0.422, data_time: 0.001, memory: 5694, top1_acc: 0.3391, top5_acc: 0.6258, loss_cls: 2.7437, loss: 2.7437, grad_norm: 5.4586 2021-08-17 03:22:36,721 - mmaction - INFO - Epoch [17][860/2640] lr: 1.000e-02, eta: 10:40:06, time: 0.421, data_time: 0.001, memory: 5694, top1_acc: 0.3586, top5_acc: 0.6258, loss_cls: 2.6718, loss: 2.6718, grad_norm: 5.5146 2021-08-17 03:22:45,127 - mmaction - INFO - Epoch [17][880/2640] lr: 1.000e-02, eta: 10:39:57, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.3484, top5_acc: 0.6367, loss_cls: 2.7107, loss: 2.7107, grad_norm: 5.3144 2021-08-17 03:22:53,531 - mmaction - INFO - Epoch [17][900/2640] lr: 1.000e-02, eta: 10:39:48, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.3320, top5_acc: 0.6156, loss_cls: 2.7640, loss: 2.7640, grad_norm: 5.3190 2021-08-17 03:23:01,949 - mmaction - INFO - Epoch [17][920/2640] lr: 1.000e-02, eta: 10:39:39, time: 0.420, data_time: 0.000, memory: 5694, top1_acc: 0.3320, top5_acc: 0.6195, loss_cls: 2.7784, loss: 2.7784, grad_norm: 5.4659 2021-08-17 03:23:10,405 - mmaction - INFO - Epoch [17][940/2640] lr: 1.000e-02, eta: 10:39:30, time: 0.423, data_time: 0.002, memory: 5694, top1_acc: 0.3531, top5_acc: 0.6414, loss_cls: 2.6743, loss: 2.6743, grad_norm: 5.4044 2021-08-17 03:23:18,803 - mmaction - INFO - Epoch [17][960/2640] lr: 1.000e-02, eta: 10:39:21, time: 0.420, data_time: 0.000, memory: 5694, top1_acc: 0.3359, top5_acc: 0.6344, loss_cls: 2.7257, loss: 2.7257, grad_norm: 5.5825 2021-08-17 03:23:27,220 - mmaction - INFO - Epoch [17][980/2640] lr: 1.000e-02, eta: 10:39:12, time: 0.421, data_time: 0.001, memory: 5694, top1_acc: 0.3461, top5_acc: 0.6398, loss_cls: 2.6740, loss: 2.6740, grad_norm: 5.3440 2021-08-17 03:23:35,633 - mmaction - INFO - Epoch [17][1000/2640] lr: 1.000e-02, eta: 10:39:03, time: 0.421, data_time: 0.001, memory: 5694, top1_acc: 0.3273, top5_acc: 0.6211, loss_cls: 2.7556, loss: 2.7556, grad_norm: 5.5041 2021-08-17 03:23:44,072 - mmaction - INFO - Epoch [17][1020/2640] lr: 1.000e-02, eta: 10:38:54, time: 0.422, data_time: 0.001, memory: 5694, top1_acc: 0.3430, top5_acc: 0.6242, loss_cls: 2.7349, loss: 2.7349, grad_norm: 5.2758 2021-08-17 03:23:52,490 - mmaction - INFO - Epoch [17][1040/2640] lr: 1.000e-02, eta: 10:38:45, time: 0.421, data_time: 0.001, memory: 5694, top1_acc: 0.3227, top5_acc: 0.6320, loss_cls: 2.7230, loss: 2.7230, grad_norm: 5.4792 2021-08-17 03:24:00,946 - mmaction - INFO - Epoch [17][1060/2640] lr: 1.000e-02, eta: 10:38:36, time: 0.423, data_time: 0.000, memory: 5694, top1_acc: 0.3531, top5_acc: 0.6453, loss_cls: 2.6717, loss: 2.6717, grad_norm: 5.5989 2021-08-17 03:24:09,384 - mmaction - INFO - Epoch [17][1080/2640] lr: 1.000e-02, eta: 10:38:26, time: 0.422, data_time: 0.001, memory: 5694, top1_acc: 0.3578, top5_acc: 0.6336, loss_cls: 2.6606, loss: 2.6606, grad_norm: 5.4548 2021-08-17 03:24:17,830 - mmaction - INFO - Epoch [17][1100/2640] lr: 1.000e-02, eta: 10:38:17, time: 0.422, data_time: 0.001, memory: 5694, top1_acc: 0.3484, top5_acc: 0.6211, loss_cls: 2.7407, loss: 2.7407, grad_norm: 5.5131 2021-08-17 03:24:26,304 - mmaction - INFO - Epoch [17][1120/2640] lr: 1.000e-02, eta: 10:38:08, time: 0.424, data_time: 0.001, memory: 5694, top1_acc: 0.3453, top5_acc: 0.6289, loss_cls: 2.7050, loss: 2.7050, grad_norm: 5.5680 2021-08-17 03:24:34,761 - mmaction - INFO - Epoch [17][1140/2640] lr: 1.000e-02, eta: 10:37:59, time: 0.423, data_time: 0.001, memory: 5694, top1_acc: 0.3375, top5_acc: 0.6430, loss_cls: 2.7032, loss: 2.7032, grad_norm: 5.5890 2021-08-17 03:24:43,213 - mmaction - INFO - Epoch [17][1160/2640] lr: 1.000e-02, eta: 10:37:50, time: 0.423, data_time: 0.000, memory: 5694, top1_acc: 0.3398, top5_acc: 0.6344, loss_cls: 2.7676, loss: 2.7676, grad_norm: 5.5133 2021-08-17 03:24:51,691 - mmaction - INFO - Epoch [17][1180/2640] lr: 1.000e-02, eta: 10:37:41, time: 0.424, data_time: 0.000, memory: 5694, top1_acc: 0.3484, top5_acc: 0.6445, loss_cls: 2.6734, loss: 2.6734, grad_norm: 5.5616 2021-08-17 03:25:00,137 - mmaction - INFO - Epoch [17][1200/2640] lr: 1.000e-02, eta: 10:37:32, time: 0.423, data_time: 0.001, memory: 5694, top1_acc: 0.3625, top5_acc: 0.6328, loss_cls: 2.6996, loss: 2.6996, grad_norm: 5.4371 2021-08-17 03:25:08,567 - mmaction - INFO - Epoch [17][1220/2640] lr: 1.000e-02, eta: 10:37:23, time: 0.421, data_time: 0.001, memory: 5694, top1_acc: 0.3414, top5_acc: 0.6211, loss_cls: 2.7429, loss: 2.7429, grad_norm: 5.4304 2021-08-17 03:25:16,978 - mmaction - INFO - Epoch [17][1240/2640] lr: 1.000e-02, eta: 10:37:14, time: 0.421, data_time: 0.000, memory: 5694, top1_acc: 0.3430, top5_acc: 0.6367, loss_cls: 2.6823, loss: 2.6823, grad_norm: 5.3529 2021-08-17 03:25:25,440 - mmaction - INFO - Epoch [17][1260/2640] lr: 1.000e-02, eta: 10:37:05, time: 0.423, data_time: 0.002, memory: 5694, top1_acc: 0.3297, top5_acc: 0.6117, loss_cls: 2.7995, loss: 2.7995, grad_norm: 5.5335 2021-08-17 03:25:33,901 - mmaction - INFO - Epoch [17][1280/2640] lr: 1.000e-02, eta: 10:36:56, time: 0.423, data_time: 0.000, memory: 5694, top1_acc: 0.3391, top5_acc: 0.6289, loss_cls: 2.7482, loss: 2.7482, grad_norm: 5.5504 2021-08-17 03:25:42,350 - mmaction - INFO - Epoch [17][1300/2640] lr: 1.000e-02, eta: 10:36:47, time: 0.422, data_time: 0.000, memory: 5694, top1_acc: 0.3352, top5_acc: 0.6195, loss_cls: 2.7404, loss: 2.7404, grad_norm: 5.4792 2021-08-17 03:25:50,783 - mmaction - INFO - Epoch [17][1320/2640] lr: 1.000e-02, eta: 10:36:38, time: 0.422, data_time: 0.001, memory: 5694, top1_acc: 0.3227, top5_acc: 0.6352, loss_cls: 2.7438, loss: 2.7438, grad_norm: 5.4247 2021-08-17 03:25:59,189 - mmaction - INFO - Epoch [17][1340/2640] lr: 1.000e-02, eta: 10:36:29, time: 0.420, data_time: 0.000, memory: 5694, top1_acc: 0.3109, top5_acc: 0.6133, loss_cls: 2.8453, loss: 2.8453, grad_norm: 5.7127 2021-08-17 03:26:07,658 - mmaction - INFO - Epoch [17][1360/2640] lr: 1.000e-02, eta: 10:36:20, time: 0.423, data_time: 0.000, memory: 5694, top1_acc: 0.3531, top5_acc: 0.6539, loss_cls: 2.6730, loss: 2.6730, grad_norm: 5.5706 2021-08-17 03:26:16,112 - mmaction - INFO - Epoch [17][1380/2640] lr: 1.000e-02, eta: 10:36:11, time: 0.423, data_time: 0.001, memory: 5694, top1_acc: 0.3195, top5_acc: 0.6125, loss_cls: 2.8205, loss: 2.8205, grad_norm: 5.6559 2021-08-17 03:26:24,573 - mmaction - INFO - Epoch [17][1400/2640] lr: 1.000e-02, eta: 10:36:02, time: 0.423, data_time: 0.001, memory: 5694, top1_acc: 0.3352, top5_acc: 0.6367, loss_cls: 2.7122, loss: 2.7122, grad_norm: 5.5948 2021-08-17 03:26:33,020 - mmaction - INFO - Epoch [17][1420/2640] lr: 1.000e-02, eta: 10:35:53, time: 0.422, data_time: 0.001, memory: 5694, top1_acc: 0.3461, top5_acc: 0.6461, loss_cls: 2.6996, loss: 2.6996, grad_norm: 5.5581 2021-08-17 03:26:41,462 - mmaction - INFO - Epoch [17][1440/2640] lr: 1.000e-02, eta: 10:35:44, time: 0.422, data_time: 0.001, memory: 5694, top1_acc: 0.3539, top5_acc: 0.6188, loss_cls: 2.7213, loss: 2.7213, grad_norm: 5.4329 2021-08-17 03:26:49,928 - mmaction - INFO - Epoch [17][1460/2640] lr: 1.000e-02, eta: 10:35:35, time: 0.423, data_time: 0.001, memory: 5694, top1_acc: 0.3648, top5_acc: 0.6164, loss_cls: 2.7519, loss: 2.7519, grad_norm: 5.5773 2021-08-17 03:26:58,417 - mmaction - INFO - Epoch [17][1480/2640] lr: 1.000e-02, eta: 10:35:26, time: 0.424, data_time: 0.001, memory: 5694, top1_acc: 0.3484, top5_acc: 0.6297, loss_cls: 2.7247, loss: 2.7247, grad_norm: 5.4595 2021-08-17 03:27:06,845 - mmaction - INFO - Epoch [17][1500/2640] lr: 1.000e-02, eta: 10:35:17, time: 0.421, data_time: 0.001, memory: 5694, top1_acc: 0.3375, top5_acc: 0.6297, loss_cls: 2.7562, loss: 2.7562, grad_norm: 5.5657 2021-08-17 03:27:15,337 - mmaction - INFO - Epoch [17][1520/2640] lr: 1.000e-02, eta: 10:35:08, time: 0.425, data_time: 0.000, memory: 5694, top1_acc: 0.3422, top5_acc: 0.6398, loss_cls: 2.7164, loss: 2.7164, grad_norm: 5.4557 2021-08-17 03:27:23,796 - mmaction - INFO - Epoch [17][1540/2640] lr: 1.000e-02, eta: 10:34:59, time: 0.423, data_time: 0.001, memory: 5694, top1_acc: 0.3453, top5_acc: 0.6516, loss_cls: 2.6478, loss: 2.6478, grad_norm: 5.3556 2021-08-17 03:27:32,241 - mmaction - INFO - Epoch [17][1560/2640] lr: 1.000e-02, eta: 10:34:50, time: 0.422, data_time: 0.001, memory: 5694, top1_acc: 0.3617, top5_acc: 0.6320, loss_cls: 2.6875, loss: 2.6875, grad_norm: 5.5056 2021-08-17 03:27:40,713 - mmaction - INFO - Epoch [17][1580/2640] lr: 1.000e-02, eta: 10:34:41, time: 0.424, data_time: 0.000, memory: 5694, top1_acc: 0.3281, top5_acc: 0.6375, loss_cls: 2.7523, loss: 2.7523, grad_norm: 5.6367 2021-08-17 03:27:49,208 - mmaction - INFO - Epoch [17][1600/2640] lr: 1.000e-02, eta: 10:34:32, time: 0.425, data_time: 0.001, memory: 5694, top1_acc: 0.3445, top5_acc: 0.6531, loss_cls: 2.6383, loss: 2.6383, grad_norm: 5.5299 2021-08-17 03:27:57,672 - mmaction - INFO - Epoch [17][1620/2640] lr: 1.000e-02, eta: 10:34:23, time: 0.423, data_time: 0.001, memory: 5694, top1_acc: 0.3250, top5_acc: 0.6133, loss_cls: 2.8189, loss: 2.8189, grad_norm: 5.8388 2021-08-17 03:28:06,165 - mmaction - INFO - Epoch [17][1640/2640] lr: 1.000e-02, eta: 10:34:14, time: 0.425, data_time: 0.001, memory: 5694, top1_acc: 0.3680, top5_acc: 0.6297, loss_cls: 2.6987, loss: 2.6987, grad_norm: 5.5150 2021-08-17 03:28:14,640 - mmaction - INFO - Epoch [17][1660/2640] lr: 1.000e-02, eta: 10:34:05, time: 0.424, data_time: 0.001, memory: 5694, top1_acc: 0.3477, top5_acc: 0.6375, loss_cls: 2.6753, loss: 2.6753, grad_norm: 5.4872 2021-08-17 03:28:23,131 - mmaction - INFO - Epoch [17][1680/2640] lr: 1.000e-02, eta: 10:33:56, time: 0.425, data_time: 0.001, memory: 5694, top1_acc: 0.3508, top5_acc: 0.6484, loss_cls: 2.6625, loss: 2.6625, grad_norm: 5.4212 2021-08-17 03:28:31,605 - mmaction - INFO - Epoch [17][1700/2640] lr: 1.000e-02, eta: 10:33:47, time: 0.424, data_time: 0.001, memory: 5694, top1_acc: 0.3320, top5_acc: 0.6250, loss_cls: 2.7238, loss: 2.7238, grad_norm: 5.4596 2021-08-17 03:28:40,086 - mmaction - INFO - Epoch [17][1720/2640] lr: 1.000e-02, eta: 10:33:38, time: 0.424, data_time: 0.001, memory: 5694, top1_acc: 0.3258, top5_acc: 0.6211, loss_cls: 2.7616, loss: 2.7616, grad_norm: 5.4669 2021-08-17 03:28:48,575 - mmaction - INFO - Epoch [17][1740/2640] lr: 1.000e-02, eta: 10:33:30, time: 0.425, data_time: 0.001, memory: 5694, top1_acc: 0.3484, top5_acc: 0.6312, loss_cls: 2.7026, loss: 2.7026, grad_norm: 5.5388 2021-08-17 03:28:57,074 - mmaction - INFO - Epoch [17][1760/2640] lr: 1.000e-02, eta: 10:33:21, time: 0.425, data_time: 0.001, memory: 5694, top1_acc: 0.3336, top5_acc: 0.6273, loss_cls: 2.7977, loss: 2.7977, grad_norm: 5.4852 2021-08-17 03:29:05,548 - mmaction - INFO - Epoch [17][1780/2640] lr: 1.000e-02, eta: 10:33:12, time: 0.424, data_time: 0.001, memory: 5694, top1_acc: 0.3383, top5_acc: 0.6320, loss_cls: 2.6967, loss: 2.6967, grad_norm: 5.3954 2021-08-17 03:29:14,048 - mmaction - INFO - Epoch [17][1800/2640] lr: 1.000e-02, eta: 10:33:03, time: 0.425, data_time: 0.001, memory: 5694, top1_acc: 0.3523, top5_acc: 0.6445, loss_cls: 2.6896, loss: 2.6896, grad_norm: 5.4108 2021-08-17 03:29:22,524 - mmaction - INFO - Epoch [17][1820/2640] lr: 1.000e-02, eta: 10:32:54, time: 0.424, data_time: 0.000, memory: 5694, top1_acc: 0.3445, top5_acc: 0.6453, loss_cls: 2.6943, loss: 2.6943, grad_norm: 5.5192 2021-08-17 03:29:31,013 - mmaction - INFO - Epoch [17][1840/2640] lr: 1.000e-02, eta: 10:32:45, time: 0.424, data_time: 0.001, memory: 5694, top1_acc: 0.3531, top5_acc: 0.6453, loss_cls: 2.6639, loss: 2.6639, grad_norm: 5.4412 2021-08-17 03:29:39,453 - mmaction - INFO - Epoch [17][1860/2640] lr: 1.000e-02, eta: 10:32:36, time: 0.422, data_time: 0.000, memory: 5694, top1_acc: 0.3469, top5_acc: 0.6352, loss_cls: 2.6956, loss: 2.6956, grad_norm: 5.3455 2021-08-17 03:29:47,937 - mmaction - INFO - Epoch [17][1880/2640] lr: 1.000e-02, eta: 10:32:27, time: 0.424, data_time: 0.001, memory: 5694, top1_acc: 0.3273, top5_acc: 0.6008, loss_cls: 2.8329, loss: 2.8329, grad_norm: 5.5269 2021-08-17 03:29:56,428 - mmaction - INFO - Epoch [17][1900/2640] lr: 1.000e-02, eta: 10:32:18, time: 0.425, data_time: 0.001, memory: 5694, top1_acc: 0.3359, top5_acc: 0.6289, loss_cls: 2.7370, loss: 2.7370, grad_norm: 5.5155 2021-08-17 03:30:04,920 - mmaction - INFO - Epoch [17][1920/2640] lr: 1.000e-02, eta: 10:32:09, time: 0.425, data_time: 0.001, memory: 5694, top1_acc: 0.3461, top5_acc: 0.6453, loss_cls: 2.7178, loss: 2.7178, grad_norm: 5.4746 2021-08-17 03:30:13,394 - mmaction - INFO - Epoch [17][1940/2640] lr: 1.000e-02, eta: 10:32:00, time: 0.424, data_time: 0.000, memory: 5694, top1_acc: 0.3258, top5_acc: 0.6266, loss_cls: 2.7631, loss: 2.7631, grad_norm: 5.5307 2021-08-17 03:30:21,875 - mmaction - INFO - Epoch [17][1960/2640] lr: 1.000e-02, eta: 10:31:51, time: 0.424, data_time: 0.001, memory: 5694, top1_acc: 0.3539, top5_acc: 0.6211, loss_cls: 2.7587, loss: 2.7587, grad_norm: 5.4677 2021-08-17 03:30:30,392 - mmaction - INFO - Epoch [17][1980/2640] lr: 1.000e-02, eta: 10:31:42, time: 0.426, data_time: 0.000, memory: 5694, top1_acc: 0.3555, top5_acc: 0.6305, loss_cls: 2.6949, loss: 2.6949, grad_norm: 5.4973 2021-08-17 03:30:38,893 - mmaction - INFO - Epoch [17][2000/2640] lr: 1.000e-02, eta: 10:31:33, time: 0.425, data_time: 0.001, memory: 5694, top1_acc: 0.3305, top5_acc: 0.6273, loss_cls: 2.7331, loss: 2.7331, grad_norm: 5.5320 2021-08-17 03:30:47,416 - mmaction - INFO - Epoch [17][2020/2640] lr: 1.000e-02, eta: 10:31:25, time: 0.426, data_time: 0.001, memory: 5694, top1_acc: 0.3633, top5_acc: 0.6414, loss_cls: 2.6958, loss: 2.6958, grad_norm: 5.5487 2021-08-17 03:30:55,929 - mmaction - INFO - Epoch [17][2040/2640] lr: 1.000e-02, eta: 10:31:16, time: 0.426, data_time: 0.001, memory: 5694, top1_acc: 0.3461, top5_acc: 0.6445, loss_cls: 2.6814, loss: 2.6814, grad_norm: 5.5282 2021-08-17 03:31:04,419 - mmaction - INFO - Epoch [17][2060/2640] lr: 1.000e-02, eta: 10:31:07, time: 0.424, data_time: 0.000, memory: 5694, top1_acc: 0.3539, top5_acc: 0.6312, loss_cls: 2.6767, loss: 2.6767, grad_norm: 5.5253 2021-08-17 03:31:12,928 - mmaction - INFO - Epoch [17][2080/2640] lr: 1.000e-02, eta: 10:30:58, time: 0.425, data_time: 0.001, memory: 5694, top1_acc: 0.3469, top5_acc: 0.6250, loss_cls: 2.7197, loss: 2.7197, grad_norm: 5.4401 2021-08-17 03:31:21,420 - mmaction - INFO - Epoch [17][2100/2640] lr: 1.000e-02, eta: 10:30:49, time: 0.425, data_time: 0.001, memory: 5694, top1_acc: 0.3453, top5_acc: 0.6453, loss_cls: 2.7181, loss: 2.7181, grad_norm: 5.5943 2021-08-17 03:31:29,922 - mmaction - INFO - Epoch [17][2120/2640] lr: 1.000e-02, eta: 10:30:40, time: 0.425, data_time: 0.000, memory: 5694, top1_acc: 0.3336, top5_acc: 0.6203, loss_cls: 2.7946, loss: 2.7946, grad_norm: 5.5890 2021-08-17 03:31:38,401 - mmaction - INFO - Epoch [17][2140/2640] lr: 1.000e-02, eta: 10:30:31, time: 0.424, data_time: 0.000, memory: 5694, top1_acc: 0.3461, top5_acc: 0.6555, loss_cls: 2.7045, loss: 2.7045, grad_norm: 5.4761 2021-08-17 03:31:46,930 - mmaction - INFO - Epoch [17][2160/2640] lr: 1.000e-02, eta: 10:30:22, time: 0.427, data_time: 0.001, memory: 5694, top1_acc: 0.3164, top5_acc: 0.6234, loss_cls: 2.8083, loss: 2.8083, grad_norm: 5.5327 2021-08-17 03:31:55,396 - mmaction - INFO - Epoch [17][2180/2640] lr: 1.000e-02, eta: 10:30:13, time: 0.423, data_time: 0.000, memory: 5694, top1_acc: 0.3602, top5_acc: 0.6398, loss_cls: 2.6711, loss: 2.6711, grad_norm: 5.5103 2021-08-17 03:32:03,901 - mmaction - INFO - Epoch [17][2200/2640] lr: 1.000e-02, eta: 10:30:04, time: 0.425, data_time: 0.000, memory: 5694, top1_acc: 0.3242, top5_acc: 0.6172, loss_cls: 2.7867, loss: 2.7867, grad_norm: 5.7592 2021-08-17 03:32:12,386 - mmaction - INFO - Epoch [17][2220/2640] lr: 1.000e-02, eta: 10:29:55, time: 0.424, data_time: 0.001, memory: 5694, top1_acc: 0.3586, top5_acc: 0.6305, loss_cls: 2.6860, loss: 2.6860, grad_norm: 5.5104 2021-08-17 03:32:20,875 - mmaction - INFO - Epoch [17][2240/2640] lr: 1.000e-02, eta: 10:29:47, time: 0.424, data_time: 0.001, memory: 5694, top1_acc: 0.3195, top5_acc: 0.6281, loss_cls: 2.7798, loss: 2.7798, grad_norm: 5.5948 2021-08-17 03:32:29,360 - mmaction - INFO - Epoch [17][2260/2640] lr: 1.000e-02, eta: 10:29:38, time: 0.424, data_time: 0.000, memory: 5694, top1_acc: 0.3500, top5_acc: 0.6266, loss_cls: 2.7133, loss: 2.7133, grad_norm: 5.5913 2021-08-17 03:32:37,863 - mmaction - INFO - Epoch [17][2280/2640] lr: 1.000e-02, eta: 10:29:29, time: 0.425, data_time: 0.000, memory: 5694, top1_acc: 0.3625, top5_acc: 0.6406, loss_cls: 2.6972, loss: 2.6972, grad_norm: 5.3003 2021-08-17 03:32:46,326 - mmaction - INFO - Epoch [17][2300/2640] lr: 1.000e-02, eta: 10:29:20, time: 0.423, data_time: 0.000, memory: 5694, top1_acc: 0.3563, top5_acc: 0.6391, loss_cls: 2.6647, loss: 2.6647, grad_norm: 5.3670 2021-08-17 03:32:54,805 - mmaction - INFO - Epoch [17][2320/2640] lr: 1.000e-02, eta: 10:29:11, time: 0.424, data_time: 0.001, memory: 5694, top1_acc: 0.3484, top5_acc: 0.6477, loss_cls: 2.6777, loss: 2.6777, grad_norm: 5.5105 2021-08-17 03:33:03,300 - mmaction - INFO - Epoch [17][2340/2640] lr: 1.000e-02, eta: 10:29:02, time: 0.425, data_time: 0.001, memory: 5694, top1_acc: 0.3375, top5_acc: 0.6062, loss_cls: 2.8144, loss: 2.8144, grad_norm: 5.3878 2021-08-17 03:33:11,788 - mmaction - INFO - Epoch [17][2360/2640] lr: 1.000e-02, eta: 10:28:53, time: 0.424, data_time: 0.001, memory: 5694, top1_acc: 0.3539, top5_acc: 0.6516, loss_cls: 2.6576, loss: 2.6576, grad_norm: 5.4175 2021-08-17 03:33:20,290 - mmaction - INFO - Epoch [17][2380/2640] lr: 1.000e-02, eta: 10:28:44, time: 0.425, data_time: 0.001, memory: 5694, top1_acc: 0.3305, top5_acc: 0.6117, loss_cls: 2.7985, loss: 2.7985, grad_norm: 5.5325 2021-08-17 03:33:28,797 - mmaction - INFO - Epoch [17][2400/2640] lr: 1.000e-02, eta: 10:28:35, time: 0.425, data_time: 0.000, memory: 5694, top1_acc: 0.3320, top5_acc: 0.6180, loss_cls: 2.7771, loss: 2.7771, grad_norm: 5.2961 2021-08-17 03:33:37,287 - mmaction - INFO - Epoch [17][2420/2640] lr: 1.000e-02, eta: 10:28:26, time: 0.424, data_time: 0.001, memory: 5694, top1_acc: 0.3336, top5_acc: 0.6367, loss_cls: 2.7085, loss: 2.7085, grad_norm: 5.6496 2021-08-17 03:33:45,769 - mmaction - INFO - Epoch [17][2440/2640] lr: 1.000e-02, eta: 10:28:17, time: 0.424, data_time: 0.001, memory: 5694, top1_acc: 0.3664, top5_acc: 0.6352, loss_cls: 2.7219, loss: 2.7219, grad_norm: 5.3261 2021-08-17 03:33:54,259 - mmaction - INFO - Epoch [17][2460/2640] lr: 1.000e-02, eta: 10:28:08, time: 0.424, data_time: 0.001, memory: 5694, top1_acc: 0.3430, top5_acc: 0.6375, loss_cls: 2.6872, loss: 2.6872, grad_norm: 5.3755 2021-08-17 03:34:02,753 - mmaction - INFO - Epoch [17][2480/2640] lr: 1.000e-02, eta: 10:27:59, time: 0.425, data_time: 0.001, memory: 5694, top1_acc: 0.3555, top5_acc: 0.6461, loss_cls: 2.6345, loss: 2.6345, grad_norm: 5.3141 2021-08-17 03:34:11,212 - mmaction - INFO - Epoch [17][2500/2640] lr: 1.000e-02, eta: 10:27:51, time: 0.423, data_time: 0.000, memory: 5694, top1_acc: 0.3672, top5_acc: 0.6469, loss_cls: 2.6457, loss: 2.6457, grad_norm: 5.3383 2021-08-17 03:34:19,700 - mmaction - INFO - Epoch [17][2520/2640] lr: 1.000e-02, eta: 10:27:42, time: 0.424, data_time: 0.001, memory: 5694, top1_acc: 0.3500, top5_acc: 0.6250, loss_cls: 2.7422, loss: 2.7422, grad_norm: 5.5427 2021-08-17 03:34:28,161 - mmaction - INFO - Epoch [17][2540/2640] lr: 1.000e-02, eta: 10:27:33, time: 0.423, data_time: 0.001, memory: 5694, top1_acc: 0.3430, top5_acc: 0.6367, loss_cls: 2.7066, loss: 2.7066, grad_norm: 5.4363 2021-08-17 03:34:36,620 - mmaction - INFO - Epoch [17][2560/2640] lr: 1.000e-02, eta: 10:27:24, time: 0.423, data_time: 0.001, memory: 5694, top1_acc: 0.3203, top5_acc: 0.6211, loss_cls: 2.7704, loss: 2.7704, grad_norm: 5.5477 2021-08-17 03:34:45,081 - mmaction - INFO - Epoch [17][2580/2640] lr: 1.000e-02, eta: 10:27:15, time: 0.423, data_time: 0.000, memory: 5694, top1_acc: 0.2914, top5_acc: 0.6211, loss_cls: 2.7553, loss: 2.7553, grad_norm: 5.6312 2021-08-17 03:34:53,529 - mmaction - INFO - Epoch [17][2600/2640] lr: 1.000e-02, eta: 10:27:06, time: 0.422, data_time: 0.001, memory: 5694, top1_acc: 0.3383, top5_acc: 0.6328, loss_cls: 2.7649, loss: 2.7649, grad_norm: 5.6093 2021-08-17 03:35:01,999 - mmaction - INFO - Epoch [17][2620/2640] lr: 1.000e-02, eta: 10:26:57, time: 0.424, data_time: 0.000, memory: 5694, top1_acc: 0.3422, top5_acc: 0.6297, loss_cls: 2.7672, loss: 2.7672, grad_norm: 5.5502 2021-08-17 03:35:10,242 - mmaction - INFO - Epoch [17][2640/2640] lr: 1.000e-02, eta: 10:26:47, time: 0.412, data_time: 0.002, memory: 5694, top1_acc: 0.3290, top5_acc: 0.6185, loss_cls: 2.7673, loss: 2.7673, grad_norm: 5.5772 2021-08-17 03:35:11,320 - mmaction - INFO - Saving checkpoint at 17 epochs 2021-08-17 03:35:51,073 - mmaction - INFO - Epoch [18][20/2640] lr: 1.000e-02, eta: 10:27:38, time: 1.954, data_time: 1.552, memory: 5694, top1_acc: 0.3406, top5_acc: 0.6164, loss_cls: 2.8047, loss: 2.8047, grad_norm: 5.5349 2021-08-17 03:35:59,071 - mmaction - INFO - Epoch [18][40/2640] lr: 1.000e-02, eta: 10:27:28, time: 0.400, data_time: 0.002, memory: 5694, top1_acc: 0.3508, top5_acc: 0.6500, loss_cls: 2.6697, loss: 2.6697, grad_norm: 5.6321 2021-08-17 03:36:07,058 - mmaction - INFO - Epoch [18][60/2640] lr: 1.000e-02, eta: 10:27:18, time: 0.399, data_time: 0.001, memory: 5694, top1_acc: 0.3664, top5_acc: 0.6438, loss_cls: 2.6472, loss: 2.6472, grad_norm: 5.5319 2021-08-17 03:36:15,135 - mmaction - INFO - Epoch [18][80/2640] lr: 1.000e-02, eta: 10:27:08, time: 0.404, data_time: 0.001, memory: 5694, top1_acc: 0.3602, top5_acc: 0.6672, loss_cls: 2.6097, loss: 2.6097, grad_norm: 5.6567 2021-08-17 03:36:23,283 - mmaction - INFO - Epoch [18][100/2640] lr: 1.000e-02, eta: 10:26:59, time: 0.407, data_time: 0.001, memory: 5694, top1_acc: 0.3398, top5_acc: 0.6203, loss_cls: 2.7059, loss: 2.7059, grad_norm: 5.6787 2021-08-17 03:36:31,571 - mmaction - INFO - Epoch [18][120/2640] lr: 1.000e-02, eta: 10:26:49, time: 0.414, data_time: 0.001, memory: 5694, top1_acc: 0.3609, top5_acc: 0.6211, loss_cls: 2.6854, loss: 2.6854, grad_norm: 5.3653 2021-08-17 03:36:39,900 - mmaction - INFO - Epoch [18][140/2640] lr: 1.000e-02, eta: 10:26:40, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.3359, top5_acc: 0.6367, loss_cls: 2.7018, loss: 2.7018, grad_norm: 5.4633 2021-08-17 03:36:48,280 - mmaction - INFO - Epoch [18][160/2640] lr: 1.000e-02, eta: 10:26:31, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.3352, top5_acc: 0.6172, loss_cls: 2.7499, loss: 2.7499, grad_norm: 5.6968 2021-08-17 03:36:56,667 - mmaction - INFO - Epoch [18][180/2640] lr: 1.000e-02, eta: 10:26:22, time: 0.419, data_time: 0.000, memory: 5694, top1_acc: 0.3688, top5_acc: 0.6484, loss_cls: 2.6399, loss: 2.6399, grad_norm: 5.4944 2021-08-17 03:37:05,020 - mmaction - INFO - Epoch [18][200/2640] lr: 1.000e-02, eta: 10:26:12, time: 0.418, data_time: 0.000, memory: 5694, top1_acc: 0.3539, top5_acc: 0.6336, loss_cls: 2.6795, loss: 2.6795, grad_norm: 5.5701 2021-08-17 03:37:13,369 - mmaction - INFO - Epoch [18][220/2640] lr: 1.000e-02, eta: 10:26:03, time: 0.417, data_time: 0.000, memory: 5694, top1_acc: 0.3469, top5_acc: 0.6445, loss_cls: 2.6813, loss: 2.6813, grad_norm: 5.4312 2021-08-17 03:37:21,723 - mmaction - INFO - Epoch [18][240/2640] lr: 1.000e-02, eta: 10:25:54, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.3445, top5_acc: 0.6391, loss_cls: 2.6919, loss: 2.6919, grad_norm: 5.4490 2021-08-17 03:37:30,074 - mmaction - INFO - Epoch [18][260/2640] lr: 1.000e-02, eta: 10:25:45, time: 0.418, data_time: 0.000, memory: 5694, top1_acc: 0.3648, top5_acc: 0.6578, loss_cls: 2.6475, loss: 2.6475, grad_norm: 5.3447 2021-08-17 03:37:38,431 - mmaction - INFO - Epoch [18][280/2640] lr: 1.000e-02, eta: 10:25:36, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.3297, top5_acc: 0.6398, loss_cls: 2.7557, loss: 2.7557, grad_norm: 5.5515 2021-08-17 03:37:46,769 - mmaction - INFO - Epoch [18][300/2640] lr: 1.000e-02, eta: 10:25:26, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.3711, top5_acc: 0.6492, loss_cls: 2.6793, loss: 2.6793, grad_norm: 5.5008 2021-08-17 03:37:55,137 - mmaction - INFO - Epoch [18][320/2640] lr: 1.000e-02, eta: 10:25:17, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.3633, top5_acc: 0.6328, loss_cls: 2.6982, loss: 2.6982, grad_norm: 5.5033 2021-08-17 03:38:03,512 - mmaction - INFO - Epoch [18][340/2640] lr: 1.000e-02, eta: 10:25:08, time: 0.419, data_time: 0.000, memory: 5694, top1_acc: 0.3609, top5_acc: 0.6445, loss_cls: 2.6260, loss: 2.6260, grad_norm: 5.3968 2021-08-17 03:38:11,906 - mmaction - INFO - Epoch [18][360/2640] lr: 1.000e-02, eta: 10:24:59, time: 0.420, data_time: 0.000, memory: 5694, top1_acc: 0.3508, top5_acc: 0.6391, loss_cls: 2.6572, loss: 2.6572, grad_norm: 5.4102 2021-08-17 03:38:20,303 - mmaction - INFO - Epoch [18][380/2640] lr: 1.000e-02, eta: 10:24:50, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.3641, top5_acc: 0.6523, loss_cls: 2.6187, loss: 2.6187, grad_norm: 5.4508 2021-08-17 03:38:28,663 - mmaction - INFO - Epoch [18][400/2640] lr: 1.000e-02, eta: 10:24:41, time: 0.418, data_time: 0.000, memory: 5694, top1_acc: 0.3312, top5_acc: 0.6539, loss_cls: 2.7270, loss: 2.7270, grad_norm: 5.6426 2021-08-17 03:38:37,053 - mmaction - INFO - Epoch [18][420/2640] lr: 1.000e-02, eta: 10:24:31, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.3492, top5_acc: 0.6477, loss_cls: 2.6561, loss: 2.6561, grad_norm: 5.4733 2021-08-17 03:38:45,440 - mmaction - INFO - Epoch [18][440/2640] lr: 1.000e-02, eta: 10:24:22, time: 0.419, data_time: 0.000, memory: 5694, top1_acc: 0.3492, top5_acc: 0.6562, loss_cls: 2.6317, loss: 2.6317, grad_norm: 5.4232 2021-08-17 03:38:53,844 - mmaction - INFO - Epoch [18][460/2640] lr: 1.000e-02, eta: 10:24:13, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.3453, top5_acc: 0.6273, loss_cls: 2.6780, loss: 2.6780, grad_norm: 5.5903 2021-08-17 03:39:02,237 - mmaction - INFO - Epoch [18][480/2640] lr: 1.000e-02, eta: 10:24:04, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.3312, top5_acc: 0.6188, loss_cls: 2.7737, loss: 2.7737, grad_norm: 5.5613 2021-08-17 03:39:10,671 - mmaction - INFO - Epoch [18][500/2640] lr: 1.000e-02, eta: 10:23:55, time: 0.422, data_time: 0.000, memory: 5694, top1_acc: 0.3227, top5_acc: 0.6164, loss_cls: 2.7806, loss: 2.7806, grad_norm: 5.6859 2021-08-17 03:39:19,100 - mmaction - INFO - Epoch [18][520/2640] lr: 1.000e-02, eta: 10:23:46, time: 0.421, data_time: 0.000, memory: 5694, top1_acc: 0.3453, top5_acc: 0.6422, loss_cls: 2.6616, loss: 2.6616, grad_norm: 5.4294 2021-08-17 03:39:27,519 - mmaction - INFO - Epoch [18][540/2640] lr: 1.000e-02, eta: 10:23:37, time: 0.421, data_time: 0.000, memory: 5694, top1_acc: 0.3539, top5_acc: 0.6125, loss_cls: 2.7014, loss: 2.7014, grad_norm: 5.4390 2021-08-17 03:39:35,943 - mmaction - INFO - Epoch [18][560/2640] lr: 1.000e-02, eta: 10:23:28, time: 0.421, data_time: 0.001, memory: 5694, top1_acc: 0.3445, top5_acc: 0.6477, loss_cls: 2.6749, loss: 2.6749, grad_norm: 5.5207 2021-08-17 03:39:44,370 - mmaction - INFO - Epoch [18][580/2640] lr: 1.000e-02, eta: 10:23:19, time: 0.421, data_time: 0.001, memory: 5694, top1_acc: 0.3344, top5_acc: 0.6430, loss_cls: 2.7052, loss: 2.7052, grad_norm: 5.5877 2021-08-17 03:39:52,818 - mmaction - INFO - Epoch [18][600/2640] lr: 1.000e-02, eta: 10:23:10, time: 0.422, data_time: 0.001, memory: 5694, top1_acc: 0.3336, top5_acc: 0.6508, loss_cls: 2.6546, loss: 2.6546, grad_norm: 5.4382 2021-08-17 03:40:01,254 - mmaction - INFO - Epoch [18][620/2640] lr: 1.000e-02, eta: 10:23:01, time: 0.422, data_time: 0.000, memory: 5694, top1_acc: 0.3187, top5_acc: 0.6242, loss_cls: 2.7475, loss: 2.7475, grad_norm: 5.5110 2021-08-17 03:40:09,698 - mmaction - INFO - Epoch [18][640/2640] lr: 1.000e-02, eta: 10:22:52, time: 0.422, data_time: 0.000, memory: 5694, top1_acc: 0.3648, top5_acc: 0.6633, loss_cls: 2.5598, loss: 2.5598, grad_norm: 5.4231 2021-08-17 03:40:18,131 - mmaction - INFO - Epoch [18][660/2640] lr: 1.000e-02, eta: 10:22:43, time: 0.422, data_time: 0.000, memory: 5694, top1_acc: 0.3461, top5_acc: 0.6414, loss_cls: 2.6593, loss: 2.6593, grad_norm: 5.5319 2021-08-17 03:40:26,616 - mmaction - INFO - Epoch [18][680/2640] lr: 1.000e-02, eta: 10:22:34, time: 0.424, data_time: 0.001, memory: 5694, top1_acc: 0.3594, top5_acc: 0.6359, loss_cls: 2.6532, loss: 2.6532, grad_norm: 5.5291 2021-08-17 03:40:35,080 - mmaction - INFO - Epoch [18][700/2640] lr: 1.000e-02, eta: 10:22:25, time: 0.423, data_time: 0.001, memory: 5694, top1_acc: 0.3281, top5_acc: 0.6312, loss_cls: 2.7852, loss: 2.7852, grad_norm: 5.6289 2021-08-17 03:40:43,546 - mmaction - INFO - Epoch [18][720/2640] lr: 1.000e-02, eta: 10:22:16, time: 0.423, data_time: 0.001, memory: 5694, top1_acc: 0.3398, top5_acc: 0.6219, loss_cls: 2.7073, loss: 2.7073, grad_norm: 5.3268 2021-08-17 03:40:52,004 - mmaction - INFO - Epoch [18][740/2640] lr: 1.000e-02, eta: 10:22:07, time: 0.423, data_time: 0.001, memory: 5694, top1_acc: 0.3414, top5_acc: 0.6320, loss_cls: 2.7231, loss: 2.7231, grad_norm: 5.4122 2021-08-17 03:41:00,536 - mmaction - INFO - Epoch [18][760/2640] lr: 1.000e-02, eta: 10:21:58, time: 0.426, data_time: 0.000, memory: 5694, top1_acc: 0.3609, top5_acc: 0.6477, loss_cls: 2.6712, loss: 2.6712, grad_norm: 5.2478 2021-08-17 03:41:09,013 - mmaction - INFO - Epoch [18][780/2640] lr: 1.000e-02, eta: 10:21:49, time: 0.424, data_time: 0.001, memory: 5694, top1_acc: 0.3680, top5_acc: 0.6484, loss_cls: 2.6525, loss: 2.6525, grad_norm: 5.4621 2021-08-17 03:41:17,502 - mmaction - INFO - Epoch [18][800/2640] lr: 1.000e-02, eta: 10:21:40, time: 0.424, data_time: 0.000, memory: 5694, top1_acc: 0.3484, top5_acc: 0.6312, loss_cls: 2.7370, loss: 2.7370, grad_norm: 5.5572 2021-08-17 03:41:25,973 - mmaction - INFO - Epoch [18][820/2640] lr: 1.000e-02, eta: 10:21:31, time: 0.424, data_time: 0.000, memory: 5694, top1_acc: 0.3266, top5_acc: 0.6234, loss_cls: 2.7871, loss: 2.7871, grad_norm: 5.6278 2021-08-17 03:41:34,462 - mmaction - INFO - Epoch [18][840/2640] lr: 1.000e-02, eta: 10:21:22, time: 0.424, data_time: 0.001, memory: 5694, top1_acc: 0.3531, top5_acc: 0.6539, loss_cls: 2.6388, loss: 2.6388, grad_norm: 5.4643 2021-08-17 03:41:42,954 - mmaction - INFO - Epoch [18][860/2640] lr: 1.000e-02, eta: 10:21:13, time: 0.425, data_time: 0.001, memory: 5694, top1_acc: 0.3461, top5_acc: 0.6289, loss_cls: 2.7331, loss: 2.7331, grad_norm: 5.6394 2021-08-17 03:41:51,460 - mmaction - INFO - Epoch [18][880/2640] lr: 1.000e-02, eta: 10:21:04, time: 0.425, data_time: 0.001, memory: 5694, top1_acc: 0.3516, top5_acc: 0.6500, loss_cls: 2.6646, loss: 2.6646, grad_norm: 5.5289 2021-08-17 03:41:59,925 - mmaction - INFO - Epoch [18][900/2640] lr: 1.000e-02, eta: 10:20:55, time: 0.423, data_time: 0.000, memory: 5694, top1_acc: 0.3312, top5_acc: 0.6266, loss_cls: 2.7273, loss: 2.7273, grad_norm: 5.6972 2021-08-17 03:42:08,406 - mmaction - INFO - Epoch [18][920/2640] lr: 1.000e-02, eta: 10:20:46, time: 0.424, data_time: 0.001, memory: 5694, top1_acc: 0.3359, top5_acc: 0.6414, loss_cls: 2.6566, loss: 2.6566, grad_norm: 5.5648 2021-08-17 03:42:16,877 - mmaction - INFO - Epoch [18][940/2640] lr: 1.000e-02, eta: 10:20:37, time: 0.424, data_time: 0.001, memory: 5694, top1_acc: 0.3430, top5_acc: 0.6336, loss_cls: 2.7113, loss: 2.7113, grad_norm: 5.6255 2021-08-17 03:42:25,382 - mmaction - INFO - Epoch [18][960/2640] lr: 1.000e-02, eta: 10:20:29, time: 0.425, data_time: 0.001, memory: 5694, top1_acc: 0.3195, top5_acc: 0.6234, loss_cls: 2.7777, loss: 2.7777, grad_norm: 5.7531 2021-08-17 03:42:33,880 - mmaction - INFO - Epoch [18][980/2640] lr: 1.000e-02, eta: 10:20:20, time: 0.425, data_time: 0.001, memory: 5694, top1_acc: 0.3328, top5_acc: 0.6102, loss_cls: 2.7830, loss: 2.7830, grad_norm: 5.5779 2021-08-17 03:42:42,402 - mmaction - INFO - Epoch [18][1000/2640] lr: 1.000e-02, eta: 10:20:11, time: 0.426, data_time: 0.001, memory: 5694, top1_acc: 0.3539, top5_acc: 0.6289, loss_cls: 2.6564, loss: 2.6564, grad_norm: 5.3947 2021-08-17 03:42:50,922 - mmaction - INFO - Epoch [18][1020/2640] lr: 1.000e-02, eta: 10:20:02, time: 0.426, data_time: 0.001, memory: 5694, top1_acc: 0.3461, top5_acc: 0.6422, loss_cls: 2.6660, loss: 2.6660, grad_norm: 5.3230 2021-08-17 03:42:59,450 - mmaction - INFO - Epoch [18][1040/2640] lr: 1.000e-02, eta: 10:19:53, time: 0.426, data_time: 0.001, memory: 5694, top1_acc: 0.3617, top5_acc: 0.6227, loss_cls: 2.7844, loss: 2.7844, grad_norm: 5.5454 2021-08-17 03:43:07,970 - mmaction - INFO - Epoch [18][1060/2640] lr: 1.000e-02, eta: 10:19:44, time: 0.426, data_time: 0.001, memory: 5694, top1_acc: 0.3594, top5_acc: 0.6539, loss_cls: 2.6484, loss: 2.6484, grad_norm: 5.5394 2021-08-17 03:43:16,553 - mmaction - INFO - Epoch [18][1080/2640] lr: 1.000e-02, eta: 10:19:35, time: 0.429, data_time: 0.002, memory: 5694, top1_acc: 0.3602, top5_acc: 0.6391, loss_cls: 2.6598, loss: 2.6598, grad_norm: 5.5689 2021-08-17 03:43:25,107 - mmaction - INFO - Epoch [18][1100/2640] lr: 1.000e-02, eta: 10:19:27, time: 0.428, data_time: 0.001, memory: 5694, top1_acc: 0.3633, top5_acc: 0.6695, loss_cls: 2.5939, loss: 2.5939, grad_norm: 5.5685 2021-08-17 03:43:33,677 - mmaction - INFO - Epoch [18][1120/2640] lr: 1.000e-02, eta: 10:19:18, time: 0.428, data_time: 0.001, memory: 5694, top1_acc: 0.3500, top5_acc: 0.6398, loss_cls: 2.6390, loss: 2.6390, grad_norm: 5.3943 2021-08-17 03:43:42,195 - mmaction - INFO - Epoch [18][1140/2640] lr: 1.000e-02, eta: 10:19:09, time: 0.426, data_time: 0.000, memory: 5694, top1_acc: 0.3477, top5_acc: 0.6383, loss_cls: 2.6629, loss: 2.6629, grad_norm: 5.5120 2021-08-17 03:43:50,720 - mmaction - INFO - Epoch [18][1160/2640] lr: 1.000e-02, eta: 10:19:00, time: 0.426, data_time: 0.001, memory: 5694, top1_acc: 0.3461, top5_acc: 0.6258, loss_cls: 2.6820, loss: 2.6820, grad_norm: 5.6760 2021-08-17 03:43:59,278 - mmaction - INFO - Epoch [18][1180/2640] lr: 1.000e-02, eta: 10:18:51, time: 0.428, data_time: 0.000, memory: 5694, top1_acc: 0.3422, top5_acc: 0.6133, loss_cls: 2.7519, loss: 2.7519, grad_norm: 5.5665 2021-08-17 03:44:07,786 - mmaction - INFO - Epoch [18][1200/2640] lr: 1.000e-02, eta: 10:18:42, time: 0.425, data_time: 0.001, memory: 5694, top1_acc: 0.3430, top5_acc: 0.6328, loss_cls: 2.7104, loss: 2.7104, grad_norm: 5.5599 2021-08-17 03:44:16,312 - mmaction - INFO - Epoch [18][1220/2640] lr: 1.000e-02, eta: 10:18:34, time: 0.426, data_time: 0.001, memory: 5694, top1_acc: 0.3375, top5_acc: 0.6367, loss_cls: 2.7168, loss: 2.7168, grad_norm: 5.5537 2021-08-17 03:44:24,824 - mmaction - INFO - Epoch [18][1240/2640] lr: 1.000e-02, eta: 10:18:25, time: 0.426, data_time: 0.001, memory: 5694, top1_acc: 0.3266, top5_acc: 0.6297, loss_cls: 2.7399, loss: 2.7399, grad_norm: 5.4597 2021-08-17 03:44:33,353 - mmaction - INFO - Epoch [18][1260/2640] lr: 1.000e-02, eta: 10:18:16, time: 0.426, data_time: 0.001, memory: 5694, top1_acc: 0.3328, top5_acc: 0.6078, loss_cls: 2.7986, loss: 2.7986, grad_norm: 5.7025 2021-08-17 03:44:41,852 - mmaction - INFO - Epoch [18][1280/2640] lr: 1.000e-02, eta: 10:18:07, time: 0.425, data_time: 0.001, memory: 5694, top1_acc: 0.3320, top5_acc: 0.6398, loss_cls: 2.7488, loss: 2.7488, grad_norm: 5.4346 2021-08-17 03:44:50,362 - mmaction - INFO - Epoch [18][1300/2640] lr: 1.000e-02, eta: 10:17:58, time: 0.426, data_time: 0.000, memory: 5694, top1_acc: 0.3391, top5_acc: 0.6320, loss_cls: 2.7196, loss: 2.7196, grad_norm: 5.4044 2021-08-17 03:44:58,864 - mmaction - INFO - Epoch [18][1320/2640] lr: 1.000e-02, eta: 10:17:49, time: 0.425, data_time: 0.001, memory: 5694, top1_acc: 0.3664, top5_acc: 0.6508, loss_cls: 2.6167, loss: 2.6167, grad_norm: 5.4725 2021-08-17 03:45:07,379 - mmaction - INFO - Epoch [18][1340/2640] lr: 1.000e-02, eta: 10:17:40, time: 0.426, data_time: 0.001, memory: 5694, top1_acc: 0.3555, top5_acc: 0.6359, loss_cls: 2.6491, loss: 2.6491, grad_norm: 5.6719 2021-08-17 03:45:15,871 - mmaction - INFO - Epoch [18][1360/2640] lr: 1.000e-02, eta: 10:17:31, time: 0.425, data_time: 0.000, memory: 5694, top1_acc: 0.3602, top5_acc: 0.6359, loss_cls: 2.6429, loss: 2.6429, grad_norm: 5.3402 2021-08-17 03:45:24,385 - mmaction - INFO - Epoch [18][1380/2640] lr: 1.000e-02, eta: 10:17:23, time: 0.425, data_time: 0.001, memory: 5694, top1_acc: 0.3383, top5_acc: 0.6242, loss_cls: 2.6991, loss: 2.6991, grad_norm: 5.4526 2021-08-17 03:45:32,862 - mmaction - INFO - Epoch [18][1400/2640] lr: 1.000e-02, eta: 10:17:14, time: 0.424, data_time: 0.001, memory: 5694, top1_acc: 0.3516, top5_acc: 0.6430, loss_cls: 2.6868, loss: 2.6868, grad_norm: 5.5447 2021-08-17 03:45:41,342 - mmaction - INFO - Epoch [18][1420/2640] lr: 1.000e-02, eta: 10:17:05, time: 0.424, data_time: 0.001, memory: 5694, top1_acc: 0.3312, top5_acc: 0.6312, loss_cls: 2.7077, loss: 2.7077, grad_norm: 5.5151 2021-08-17 03:45:49,831 - mmaction - INFO - Epoch [18][1440/2640] lr: 1.000e-02, eta: 10:16:56, time: 0.424, data_time: 0.001, memory: 5694, top1_acc: 0.3516, top5_acc: 0.6500, loss_cls: 2.7143, loss: 2.7143, grad_norm: 5.7924 2021-08-17 03:45:58,335 - mmaction - INFO - Epoch [18][1460/2640] lr: 1.000e-02, eta: 10:16:47, time: 0.425, data_time: 0.000, memory: 5694, top1_acc: 0.3633, top5_acc: 0.6500, loss_cls: 2.6586, loss: 2.6586, grad_norm: 5.3894 2021-08-17 03:46:06,841 - mmaction - INFO - Epoch [18][1480/2640] lr: 1.000e-02, eta: 10:16:38, time: 0.426, data_time: 0.001, memory: 5694, top1_acc: 0.3641, top5_acc: 0.6242, loss_cls: 2.7393, loss: 2.7393, grad_norm: 5.5515 2021-08-17 03:46:15,302 - mmaction - INFO - Epoch [18][1500/2640] lr: 1.000e-02, eta: 10:16:29, time: 0.423, data_time: 0.000, memory: 5694, top1_acc: 0.3484, top5_acc: 0.6438, loss_cls: 2.7236, loss: 2.7236, grad_norm: 5.4482 2021-08-17 03:46:23,795 - mmaction - INFO - Epoch [18][1520/2640] lr: 1.000e-02, eta: 10:16:20, time: 0.425, data_time: 0.001, memory: 5694, top1_acc: 0.3672, top5_acc: 0.6438, loss_cls: 2.6672, loss: 2.6672, grad_norm: 5.5560 2021-08-17 03:46:32,291 - mmaction - INFO - Epoch [18][1540/2640] lr: 1.000e-02, eta: 10:16:11, time: 0.425, data_time: 0.000, memory: 5694, top1_acc: 0.3273, top5_acc: 0.6289, loss_cls: 2.7060, loss: 2.7060, grad_norm: 5.5620 2021-08-17 03:46:40,772 - mmaction - INFO - Epoch [18][1560/2640] lr: 1.000e-02, eta: 10:16:02, time: 0.424, data_time: 0.001, memory: 5694, top1_acc: 0.3617, top5_acc: 0.6250, loss_cls: 2.7047, loss: 2.7047, grad_norm: 5.4282 2021-08-17 03:46:49,296 - mmaction - INFO - Epoch [18][1580/2640] lr: 1.000e-02, eta: 10:15:53, time: 0.426, data_time: 0.000, memory: 5694, top1_acc: 0.3258, top5_acc: 0.6258, loss_cls: 2.7683, loss: 2.7683, grad_norm: 5.4887 2021-08-17 03:46:57,807 - mmaction - INFO - Epoch [18][1600/2640] lr: 1.000e-02, eta: 10:15:44, time: 0.426, data_time: 0.000, memory: 5694, top1_acc: 0.3242, top5_acc: 0.6125, loss_cls: 2.7819, loss: 2.7819, grad_norm: 5.4894 2021-08-17 03:47:06,348 - mmaction - INFO - Epoch [18][1620/2640] lr: 1.000e-02, eta: 10:15:36, time: 0.427, data_time: 0.001, memory: 5694, top1_acc: 0.3375, top5_acc: 0.6297, loss_cls: 2.7548, loss: 2.7548, grad_norm: 5.3194 2021-08-17 03:47:14,872 - mmaction - INFO - Epoch [18][1640/2640] lr: 1.000e-02, eta: 10:15:27, time: 0.426, data_time: 0.000, memory: 5694, top1_acc: 0.3430, top5_acc: 0.6453, loss_cls: 2.6989, loss: 2.6989, grad_norm: 5.5588 2021-08-17 03:47:23,417 - mmaction - INFO - Epoch [18][1660/2640] lr: 1.000e-02, eta: 10:15:18, time: 0.427, data_time: 0.001, memory: 5694, top1_acc: 0.3672, top5_acc: 0.6461, loss_cls: 2.6320, loss: 2.6320, grad_norm: 5.5134 2021-08-17 03:47:31,952 - mmaction - INFO - Epoch [18][1680/2640] lr: 1.000e-02, eta: 10:15:09, time: 0.427, data_time: 0.001, memory: 5694, top1_acc: 0.3547, top5_acc: 0.6375, loss_cls: 2.6802, loss: 2.6802, grad_norm: 5.4488 2021-08-17 03:47:40,513 - mmaction - INFO - Epoch [18][1700/2640] lr: 1.000e-02, eta: 10:15:00, time: 0.428, data_time: 0.001, memory: 5694, top1_acc: 0.3500, top5_acc: 0.6445, loss_cls: 2.6845, loss: 2.6845, grad_norm: 5.4046 2021-08-17 03:47:49,030 - mmaction - INFO - Epoch [18][1720/2640] lr: 1.000e-02, eta: 10:14:51, time: 0.426, data_time: 0.001, memory: 5694, top1_acc: 0.3445, top5_acc: 0.6352, loss_cls: 2.7142, loss: 2.7142, grad_norm: 5.6847 2021-08-17 03:47:57,583 - mmaction - INFO - Epoch [18][1740/2640] lr: 1.000e-02, eta: 10:14:43, time: 0.428, data_time: 0.001, memory: 5694, top1_acc: 0.3398, top5_acc: 0.6383, loss_cls: 2.6809, loss: 2.6809, grad_norm: 5.4790 2021-08-17 03:48:06,163 - mmaction - INFO - Epoch [18][1760/2640] lr: 1.000e-02, eta: 10:14:34, time: 0.429, data_time: 0.000, memory: 5694, top1_acc: 0.3461, top5_acc: 0.6430, loss_cls: 2.6347, loss: 2.6347, grad_norm: 5.5641 2021-08-17 03:48:14,721 - mmaction - INFO - Epoch [18][1780/2640] lr: 1.000e-02, eta: 10:14:25, time: 0.428, data_time: 0.001, memory: 5694, top1_acc: 0.3445, top5_acc: 0.6328, loss_cls: 2.6863, loss: 2.6863, grad_norm: 5.4463 2021-08-17 03:48:23,237 - mmaction - INFO - Epoch [18][1800/2640] lr: 1.000e-02, eta: 10:14:16, time: 0.426, data_time: 0.001, memory: 5694, top1_acc: 0.3445, top5_acc: 0.6422, loss_cls: 2.6939, loss: 2.6939, grad_norm: 5.6343 2021-08-17 03:48:31,768 - mmaction - INFO - Epoch [18][1820/2640] lr: 1.000e-02, eta: 10:14:07, time: 0.427, data_time: 0.001, memory: 5694, top1_acc: 0.3500, top5_acc: 0.6359, loss_cls: 2.7101, loss: 2.7101, grad_norm: 5.3755 2021-08-17 03:48:40,300 - mmaction - INFO - Epoch [18][1840/2640] lr: 1.000e-02, eta: 10:13:59, time: 0.426, data_time: 0.001, memory: 5694, top1_acc: 0.3539, top5_acc: 0.6680, loss_cls: 2.6101, loss: 2.6101, grad_norm: 5.5108 2021-08-17 03:48:48,873 - mmaction - INFO - Epoch [18][1860/2640] lr: 1.000e-02, eta: 10:13:50, time: 0.429, data_time: 0.002, memory: 5694, top1_acc: 0.3750, top5_acc: 0.6438, loss_cls: 2.6072, loss: 2.6072, grad_norm: 5.5108 2021-08-17 03:48:57,410 - mmaction - INFO - Epoch [18][1880/2640] lr: 1.000e-02, eta: 10:13:41, time: 0.427, data_time: 0.000, memory: 5694, top1_acc: 0.3563, top5_acc: 0.6172, loss_cls: 2.7239, loss: 2.7239, grad_norm: 5.4231 2021-08-17 03:49:05,978 - mmaction - INFO - Epoch [18][1900/2640] lr: 1.000e-02, eta: 10:13:32, time: 0.428, data_time: 0.000, memory: 5694, top1_acc: 0.3555, top5_acc: 0.6445, loss_cls: 2.6966, loss: 2.6966, grad_norm: 5.6294 2021-08-17 03:49:14,548 - mmaction - INFO - Epoch [18][1920/2640] lr: 1.000e-02, eta: 10:13:23, time: 0.428, data_time: 0.001, memory: 5694, top1_acc: 0.3641, top5_acc: 0.6609, loss_cls: 2.6043, loss: 2.6043, grad_norm: 5.4966 2021-08-17 03:49:23,076 - mmaction - INFO - Epoch [18][1940/2640] lr: 1.000e-02, eta: 10:13:15, time: 0.426, data_time: 0.001, memory: 5694, top1_acc: 0.3477, top5_acc: 0.6336, loss_cls: 2.6577, loss: 2.6577, grad_norm: 5.5023 2021-08-17 03:49:31,611 - mmaction - INFO - Epoch [18][1960/2640] lr: 1.000e-02, eta: 10:13:06, time: 0.427, data_time: 0.001, memory: 5694, top1_acc: 0.3430, top5_acc: 0.6180, loss_cls: 2.7805, loss: 2.7805, grad_norm: 5.6248 2021-08-17 03:49:40,131 - mmaction - INFO - Epoch [18][1980/2640] lr: 1.000e-02, eta: 10:12:57, time: 0.426, data_time: 0.000, memory: 5694, top1_acc: 0.3500, top5_acc: 0.6391, loss_cls: 2.6695, loss: 2.6695, grad_norm: 5.3963 2021-08-17 03:49:48,685 - mmaction - INFO - Epoch [18][2000/2640] lr: 1.000e-02, eta: 10:12:48, time: 0.428, data_time: 0.001, memory: 5694, top1_acc: 0.3406, top5_acc: 0.6406, loss_cls: 2.7337, loss: 2.7337, grad_norm: 5.4468 2021-08-17 03:49:57,250 - mmaction - INFO - Epoch [18][2020/2640] lr: 1.000e-02, eta: 10:12:39, time: 0.428, data_time: 0.001, memory: 5694, top1_acc: 0.3664, top5_acc: 0.6398, loss_cls: 2.6716, loss: 2.6716, grad_norm: 5.2850 2021-08-17 03:50:05,813 - mmaction - INFO - Epoch [18][2040/2640] lr: 1.000e-02, eta: 10:12:31, time: 0.428, data_time: 0.001, memory: 5694, top1_acc: 0.3586, top5_acc: 0.6312, loss_cls: 2.6353, loss: 2.6353, grad_norm: 5.5053 2021-08-17 03:50:14,371 - mmaction - INFO - Epoch [18][2060/2640] lr: 1.000e-02, eta: 10:12:22, time: 0.427, data_time: 0.001, memory: 5694, top1_acc: 0.3469, top5_acc: 0.6477, loss_cls: 2.6472, loss: 2.6472, grad_norm: 5.4615 2021-08-17 03:50:22,923 - mmaction - INFO - Epoch [18][2080/2640] lr: 1.000e-02, eta: 10:12:13, time: 0.428, data_time: 0.001, memory: 5694, top1_acc: 0.3352, top5_acc: 0.6352, loss_cls: 2.7375, loss: 2.7375, grad_norm: 5.4929 2021-08-17 03:50:31,484 - mmaction - INFO - Epoch [18][2100/2640] lr: 1.000e-02, eta: 10:12:04, time: 0.428, data_time: 0.001, memory: 5694, top1_acc: 0.3383, top5_acc: 0.6297, loss_cls: 2.7299, loss: 2.7299, grad_norm: 5.5431 2021-08-17 03:50:40,034 - mmaction - INFO - Epoch [18][2120/2640] lr: 1.000e-02, eta: 10:11:55, time: 0.427, data_time: 0.001, memory: 5694, top1_acc: 0.3555, top5_acc: 0.6453, loss_cls: 2.6404, loss: 2.6404, grad_norm: 5.4067 2021-08-17 03:50:48,601 - mmaction - INFO - Epoch [18][2140/2640] lr: 1.000e-02, eta: 10:11:47, time: 0.428, data_time: 0.001, memory: 5694, top1_acc: 0.3453, top5_acc: 0.6266, loss_cls: 2.7190, loss: 2.7190, grad_norm: 5.5587 2021-08-17 03:50:57,136 - mmaction - INFO - Epoch [18][2160/2640] lr: 1.000e-02, eta: 10:11:38, time: 0.427, data_time: 0.000, memory: 5694, top1_acc: 0.3289, top5_acc: 0.6227, loss_cls: 2.8078, loss: 2.8078, grad_norm: 5.5844 2021-08-17 03:51:05,669 - mmaction - INFO - Epoch [18][2180/2640] lr: 1.000e-02, eta: 10:11:29, time: 0.427, data_time: 0.001, memory: 5694, top1_acc: 0.3648, top5_acc: 0.6406, loss_cls: 2.6729, loss: 2.6729, grad_norm: 5.3968 2021-08-17 03:51:14,196 - mmaction - INFO - Epoch [18][2200/2640] lr: 1.000e-02, eta: 10:11:20, time: 0.426, data_time: 0.000, memory: 5694, top1_acc: 0.3586, top5_acc: 0.6562, loss_cls: 2.6093, loss: 2.6093, grad_norm: 5.3248 2021-08-17 03:51:22,730 - mmaction - INFO - Epoch [18][2220/2640] lr: 1.000e-02, eta: 10:11:11, time: 0.427, data_time: 0.001, memory: 5694, top1_acc: 0.3695, top5_acc: 0.6273, loss_cls: 2.6863, loss: 2.6863, grad_norm: 5.4990 2021-08-17 03:51:31,258 - mmaction - INFO - Epoch [18][2240/2640] lr: 1.000e-02, eta: 10:11:03, time: 0.426, data_time: 0.001, memory: 5694, top1_acc: 0.3312, top5_acc: 0.6492, loss_cls: 2.6961, loss: 2.6961, grad_norm: 5.5499 2021-08-17 03:51:39,801 - mmaction - INFO - Epoch [18][2260/2640] lr: 1.000e-02, eta: 10:10:54, time: 0.427, data_time: 0.001, memory: 5694, top1_acc: 0.3594, top5_acc: 0.6422, loss_cls: 2.6355, loss: 2.6355, grad_norm: 5.5229 2021-08-17 03:51:48,319 - mmaction - INFO - Epoch [18][2280/2640] lr: 1.000e-02, eta: 10:10:45, time: 0.426, data_time: 0.000, memory: 5694, top1_acc: 0.3523, top5_acc: 0.6469, loss_cls: 2.6608, loss: 2.6608, grad_norm: 5.4874 2021-08-17 03:51:56,875 - mmaction - INFO - Epoch [18][2300/2640] lr: 1.000e-02, eta: 10:10:36, time: 0.428, data_time: 0.001, memory: 5694, top1_acc: 0.3492, top5_acc: 0.6359, loss_cls: 2.6532, loss: 2.6532, grad_norm: 5.4093 2021-08-17 03:52:05,397 - mmaction - INFO - Epoch [18][2320/2640] lr: 1.000e-02, eta: 10:10:27, time: 0.426, data_time: 0.001, memory: 5694, top1_acc: 0.3453, top5_acc: 0.6281, loss_cls: 2.7120, loss: 2.7120, grad_norm: 5.6503 2021-08-17 03:52:13,897 - mmaction - INFO - Epoch [18][2340/2640] lr: 1.000e-02, eta: 10:10:18, time: 0.425, data_time: 0.000, memory: 5694, top1_acc: 0.3648, top5_acc: 0.6516, loss_cls: 2.6320, loss: 2.6320, grad_norm: 5.4751 2021-08-17 03:52:22,412 - mmaction - INFO - Epoch [18][2360/2640] lr: 1.000e-02, eta: 10:10:09, time: 0.426, data_time: 0.001, memory: 5694, top1_acc: 0.3375, top5_acc: 0.6305, loss_cls: 2.7245, loss: 2.7245, grad_norm: 5.4787 2021-08-17 03:52:30,929 - mmaction - INFO - Epoch [18][2380/2640] lr: 1.000e-02, eta: 10:10:01, time: 0.426, data_time: 0.001, memory: 5694, top1_acc: 0.3492, top5_acc: 0.6352, loss_cls: 2.6891, loss: 2.6891, grad_norm: 5.4849 2021-08-17 03:52:39,427 - mmaction - INFO - Epoch [18][2400/2640] lr: 1.000e-02, eta: 10:09:52, time: 0.425, data_time: 0.001, memory: 5694, top1_acc: 0.3430, top5_acc: 0.6219, loss_cls: 2.7204, loss: 2.7204, grad_norm: 5.5996 2021-08-17 03:52:47,935 - mmaction - INFO - Epoch [18][2420/2640] lr: 1.000e-02, eta: 10:09:43, time: 0.425, data_time: 0.001, memory: 5694, top1_acc: 0.3563, top5_acc: 0.6344, loss_cls: 2.6384, loss: 2.6384, grad_norm: 5.3812 2021-08-17 03:52:56,386 - mmaction - INFO - Epoch [18][2440/2640] lr: 1.000e-02, eta: 10:09:34, time: 0.423, data_time: 0.000, memory: 5694, top1_acc: 0.3711, top5_acc: 0.6562, loss_cls: 2.6327, loss: 2.6327, grad_norm: 5.4295 2021-08-17 03:53:04,894 - mmaction - INFO - Epoch [18][2460/2640] lr: 1.000e-02, eta: 10:09:25, time: 0.425, data_time: 0.001, memory: 5694, top1_acc: 0.3461, top5_acc: 0.6203, loss_cls: 2.7683, loss: 2.7683, grad_norm: 5.6359 2021-08-17 03:53:13,391 - mmaction - INFO - Epoch [18][2480/2640] lr: 1.000e-02, eta: 10:09:16, time: 0.425, data_time: 0.000, memory: 5694, top1_acc: 0.3656, top5_acc: 0.6500, loss_cls: 2.6300, loss: 2.6300, grad_norm: 5.4546 2021-08-17 03:53:21,908 - mmaction - INFO - Epoch [18][2500/2640] lr: 1.000e-02, eta: 10:09:07, time: 0.426, data_time: 0.001, memory: 5694, top1_acc: 0.3586, top5_acc: 0.6484, loss_cls: 2.6908, loss: 2.6908, grad_norm: 5.5974 2021-08-17 03:53:30,393 - mmaction - INFO - Epoch [18][2520/2640] lr: 1.000e-02, eta: 10:08:58, time: 0.424, data_time: 0.001, memory: 5694, top1_acc: 0.3367, top5_acc: 0.6266, loss_cls: 2.7485, loss: 2.7485, grad_norm: 5.6240 2021-08-17 03:53:38,902 - mmaction - INFO - Epoch [18][2540/2640] lr: 1.000e-02, eta: 10:08:49, time: 0.425, data_time: 0.000, memory: 5694, top1_acc: 0.3641, top5_acc: 0.6375, loss_cls: 2.6525, loss: 2.6525, grad_norm: 5.6181 2021-08-17 03:53:47,440 - mmaction - INFO - Epoch [18][2560/2640] lr: 1.000e-02, eta: 10:08:41, time: 0.427, data_time: 0.001, memory: 5694, top1_acc: 0.3430, top5_acc: 0.6391, loss_cls: 2.6767, loss: 2.6767, grad_norm: 5.3433 2021-08-17 03:53:55,933 - mmaction - INFO - Epoch [18][2580/2640] lr: 1.000e-02, eta: 10:08:32, time: 0.425, data_time: 0.000, memory: 5694, top1_acc: 0.3391, top5_acc: 0.6070, loss_cls: 2.7698, loss: 2.7698, grad_norm: 5.6642 2021-08-17 03:54:04,455 - mmaction - INFO - Epoch [18][2600/2640] lr: 1.000e-02, eta: 10:08:23, time: 0.426, data_time: 0.001, memory: 5694, top1_acc: 0.3406, top5_acc: 0.6289, loss_cls: 2.7719, loss: 2.7719, grad_norm: 5.6223 2021-08-17 03:54:12,947 - mmaction - INFO - Epoch [18][2620/2640] lr: 1.000e-02, eta: 10:08:14, time: 0.425, data_time: 0.001, memory: 5694, top1_acc: 0.3734, top5_acc: 0.6641, loss_cls: 2.6225, loss: 2.6225, grad_norm: 5.4975 2021-08-17 03:54:21,221 - mmaction - INFO - Epoch [18][2640/2640] lr: 1.000e-02, eta: 10:08:05, time: 0.414, data_time: 0.001, memory: 5694, top1_acc: 0.3315, top5_acc: 0.6226, loss_cls: 2.7429, loss: 2.7429, grad_norm: 5.7175 2021-08-17 03:54:22,163 - mmaction - INFO - Saving checkpoint at 18 epochs 2021-08-17 03:55:00,774 - mmaction - INFO - Epoch [19][20/2640] lr: 1.000e-02, eta: 10:08:48, time: 1.893, data_time: 1.490, memory: 5694, top1_acc: 0.3656, top5_acc: 0.6648, loss_cls: 2.6107, loss: 2.6107, grad_norm: 5.5544 2021-08-17 03:55:08,740 - mmaction - INFO - Epoch [19][40/2640] lr: 1.000e-02, eta: 10:08:38, time: 0.398, data_time: 0.002, memory: 5694, top1_acc: 0.3750, top5_acc: 0.6570, loss_cls: 2.6139, loss: 2.6139, grad_norm: 5.4819 2021-08-17 03:55:16,739 - mmaction - INFO - Epoch [19][60/2640] lr: 1.000e-02, eta: 10:08:28, time: 0.400, data_time: 0.001, memory: 5694, top1_acc: 0.3586, top5_acc: 0.6367, loss_cls: 2.6514, loss: 2.6514, grad_norm: 5.4638 2021-08-17 03:55:24,810 - mmaction - INFO - Epoch [19][80/2640] lr: 1.000e-02, eta: 10:08:19, time: 0.403, data_time: 0.001, memory: 5694, top1_acc: 0.3648, top5_acc: 0.6297, loss_cls: 2.6468, loss: 2.6468, grad_norm: 5.5659 2021-08-17 03:55:32,969 - mmaction - INFO - Epoch [19][100/2640] lr: 1.000e-02, eta: 10:08:09, time: 0.408, data_time: 0.001, memory: 5694, top1_acc: 0.3625, top5_acc: 0.6477, loss_cls: 2.5952, loss: 2.5952, grad_norm: 5.5590 2021-08-17 03:55:41,292 - mmaction - INFO - Epoch [19][120/2640] lr: 1.000e-02, eta: 10:08:00, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.3258, top5_acc: 0.6320, loss_cls: 2.7343, loss: 2.7343, grad_norm: 5.6715 2021-08-17 03:55:49,659 - mmaction - INFO - Epoch [19][140/2640] lr: 1.000e-02, eta: 10:07:51, time: 0.418, data_time: 0.000, memory: 5694, top1_acc: 0.3555, top5_acc: 0.6359, loss_cls: 2.6761, loss: 2.6761, grad_norm: 5.5031 2021-08-17 03:55:58,034 - mmaction - INFO - Epoch [19][160/2640] lr: 1.000e-02, eta: 10:07:42, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.3586, top5_acc: 0.6695, loss_cls: 2.5760, loss: 2.5760, grad_norm: 5.5324 2021-08-17 03:56:06,414 - mmaction - INFO - Epoch [19][180/2640] lr: 1.000e-02, eta: 10:07:33, time: 0.419, data_time: 0.000, memory: 5694, top1_acc: 0.3383, top5_acc: 0.6141, loss_cls: 2.7238, loss: 2.7238, grad_norm: 5.5071 2021-08-17 03:56:14,820 - mmaction - INFO - Epoch [19][200/2640] lr: 1.000e-02, eta: 10:07:23, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.3844, top5_acc: 0.6500, loss_cls: 2.5760, loss: 2.5760, grad_norm: 5.4284 2021-08-17 03:56:23,185 - mmaction - INFO - Epoch [19][220/2640] lr: 1.000e-02, eta: 10:07:14, time: 0.418, data_time: 0.000, memory: 5694, top1_acc: 0.3609, top5_acc: 0.6547, loss_cls: 2.6436, loss: 2.6436, grad_norm: 5.6428 2021-08-17 03:56:31,572 - mmaction - INFO - Epoch [19][240/2640] lr: 1.000e-02, eta: 10:07:05, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.3508, top5_acc: 0.6383, loss_cls: 2.6722, loss: 2.6722, grad_norm: 5.3660 2021-08-17 03:56:39,940 - mmaction - INFO - Epoch [19][260/2640] lr: 1.000e-02, eta: 10:06:56, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.3445, top5_acc: 0.6289, loss_cls: 2.6709, loss: 2.6709, grad_norm: 5.5584 2021-08-17 03:56:48,334 - mmaction - INFO - Epoch [19][280/2640] lr: 1.000e-02, eta: 10:06:47, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.3523, top5_acc: 0.6406, loss_cls: 2.6980, loss: 2.6980, grad_norm: 5.6297 2021-08-17 03:56:56,753 - mmaction - INFO - Epoch [19][300/2640] lr: 1.000e-02, eta: 10:06:38, time: 0.421, data_time: 0.000, memory: 5694, top1_acc: 0.3344, top5_acc: 0.6320, loss_cls: 2.7070, loss: 2.7070, grad_norm: 5.4867 2021-08-17 03:57:05,172 - mmaction - INFO - Epoch [19][320/2640] lr: 1.000e-02, eta: 10:06:29, time: 0.421, data_time: 0.001, memory: 5694, top1_acc: 0.3523, top5_acc: 0.6305, loss_cls: 2.6635, loss: 2.6635, grad_norm: 5.5511 2021-08-17 03:57:13,576 - mmaction - INFO - Epoch [19][340/2640] lr: 1.000e-02, eta: 10:06:20, time: 0.420, data_time: 0.000, memory: 5694, top1_acc: 0.3523, top5_acc: 0.6617, loss_cls: 2.5751, loss: 2.5751, grad_norm: 5.5988 2021-08-17 03:57:22,018 - mmaction - INFO - Epoch [19][360/2640] lr: 1.000e-02, eta: 10:06:11, time: 0.422, data_time: 0.001, memory: 5694, top1_acc: 0.3625, top5_acc: 0.6633, loss_cls: 2.5981, loss: 2.5981, grad_norm: 5.5517 2021-08-17 03:57:30,439 - mmaction - INFO - Epoch [19][380/2640] lr: 1.000e-02, eta: 10:06:02, time: 0.421, data_time: 0.001, memory: 5694, top1_acc: 0.3484, top5_acc: 0.6453, loss_cls: 2.6332, loss: 2.6332, grad_norm: 5.6001 2021-08-17 03:57:38,882 - mmaction - INFO - Epoch [19][400/2640] lr: 1.000e-02, eta: 10:05:53, time: 0.422, data_time: 0.001, memory: 5694, top1_acc: 0.3312, top5_acc: 0.6289, loss_cls: 2.7276, loss: 2.7276, grad_norm: 5.7050 2021-08-17 03:57:47,322 - mmaction - INFO - Epoch [19][420/2640] lr: 1.000e-02, eta: 10:05:44, time: 0.422, data_time: 0.001, memory: 5694, top1_acc: 0.3367, top5_acc: 0.6305, loss_cls: 2.7464, loss: 2.7464, grad_norm: 5.5671 2021-08-17 03:57:55,756 - mmaction - INFO - Epoch [19][440/2640] lr: 1.000e-02, eta: 10:05:35, time: 0.422, data_time: 0.002, memory: 5694, top1_acc: 0.3523, top5_acc: 0.6367, loss_cls: 2.6745, loss: 2.6745, grad_norm: 5.5252 2021-08-17 03:58:04,220 - mmaction - INFO - Epoch [19][460/2640] lr: 1.000e-02, eta: 10:05:26, time: 0.423, data_time: 0.000, memory: 5694, top1_acc: 0.3766, top5_acc: 0.6586, loss_cls: 2.5791, loss: 2.5791, grad_norm: 5.3483 2021-08-17 03:58:12,670 - mmaction - INFO - Epoch [19][480/2640] lr: 1.000e-02, eta: 10:05:17, time: 0.422, data_time: 0.001, memory: 5694, top1_acc: 0.3664, top5_acc: 0.6633, loss_cls: 2.5803, loss: 2.5803, grad_norm: 5.6100 2021-08-17 03:58:21,145 - mmaction - INFO - Epoch [19][500/2640] lr: 1.000e-02, eta: 10:05:08, time: 0.424, data_time: 0.001, memory: 5694, top1_acc: 0.3508, top5_acc: 0.6562, loss_cls: 2.6303, loss: 2.6303, grad_norm: 5.5986 2021-08-17 03:58:29,640 - mmaction - INFO - Epoch [19][520/2640] lr: 1.000e-02, eta: 10:04:59, time: 0.425, data_time: 0.001, memory: 5694, top1_acc: 0.3516, top5_acc: 0.6422, loss_cls: 2.6891, loss: 2.6891, grad_norm: 5.6399 2021-08-17 03:58:38,144 - mmaction - INFO - Epoch [19][540/2640] lr: 1.000e-02, eta: 10:04:50, time: 0.425, data_time: 0.001, memory: 5694, top1_acc: 0.3570, top5_acc: 0.6547, loss_cls: 2.6529, loss: 2.6529, grad_norm: 5.6010 2021-08-17 03:58:46,651 - mmaction - INFO - Epoch [19][560/2640] lr: 1.000e-02, eta: 10:04:41, time: 0.425, data_time: 0.001, memory: 5694, top1_acc: 0.3711, top5_acc: 0.6492, loss_cls: 2.6330, loss: 2.6330, grad_norm: 5.6216 2021-08-17 03:58:55,147 - mmaction - INFO - Epoch [19][580/2640] lr: 1.000e-02, eta: 10:04:32, time: 0.425, data_time: 0.001, memory: 5694, top1_acc: 0.3617, top5_acc: 0.6578, loss_cls: 2.6135, loss: 2.6135, grad_norm: 5.4428 2021-08-17 03:59:03,638 - mmaction - INFO - Epoch [19][600/2640] lr: 1.000e-02, eta: 10:04:23, time: 0.425, data_time: 0.000, memory: 5694, top1_acc: 0.3383, top5_acc: 0.6281, loss_cls: 2.7549, loss: 2.7549, grad_norm: 5.8129 2021-08-17 03:59:12,153 - mmaction - INFO - Epoch [19][620/2640] lr: 1.000e-02, eta: 10:04:14, time: 0.426, data_time: 0.001, memory: 5694, top1_acc: 0.3547, top5_acc: 0.6445, loss_cls: 2.6630, loss: 2.6630, grad_norm: 5.6656 2021-08-17 03:59:20,663 - mmaction - INFO - Epoch [19][640/2640] lr: 1.000e-02, eta: 10:04:05, time: 0.426, data_time: 0.001, memory: 5694, top1_acc: 0.3492, top5_acc: 0.6609, loss_cls: 2.6148, loss: 2.6148, grad_norm: 5.5572 2021-08-17 03:59:29,157 - mmaction - INFO - Epoch [19][660/2640] lr: 1.000e-02, eta: 10:03:57, time: 0.425, data_time: 0.001, memory: 5694, top1_acc: 0.3297, top5_acc: 0.6156, loss_cls: 2.7651, loss: 2.7651, grad_norm: 5.4212 2021-08-17 03:59:37,652 - mmaction - INFO - Epoch [19][680/2640] lr: 1.000e-02, eta: 10:03:48, time: 0.425, data_time: 0.001, memory: 5694, top1_acc: 0.3344, top5_acc: 0.6289, loss_cls: 2.7000, loss: 2.7000, grad_norm: 5.5546 2021-08-17 03:59:46,172 - mmaction - INFO - Epoch [19][700/2640] lr: 1.000e-02, eta: 10:03:39, time: 0.426, data_time: 0.001, memory: 5694, top1_acc: 0.3352, top5_acc: 0.6234, loss_cls: 2.7641, loss: 2.7641, grad_norm: 5.6283 2021-08-17 03:59:54,669 - mmaction - INFO - Epoch [19][720/2640] lr: 1.000e-02, eta: 10:03:30, time: 0.425, data_time: 0.000, memory: 5694, top1_acc: 0.3523, top5_acc: 0.6352, loss_cls: 2.6873, loss: 2.6873, grad_norm: 5.5842 2021-08-17 04:00:03,163 - mmaction - INFO - Epoch [19][740/2640] lr: 1.000e-02, eta: 10:03:21, time: 0.425, data_time: 0.001, memory: 5694, top1_acc: 0.3602, top5_acc: 0.6469, loss_cls: 2.6712, loss: 2.6712, grad_norm: 5.4824 2021-08-17 04:00:11,706 - mmaction - INFO - Epoch [19][760/2640] lr: 1.000e-02, eta: 10:03:12, time: 0.427, data_time: 0.000, memory: 5694, top1_acc: 0.3617, top5_acc: 0.6430, loss_cls: 2.6340, loss: 2.6340, grad_norm: 5.5237 2021-08-17 04:00:20,187 - mmaction - INFO - Epoch [19][780/2640] lr: 1.000e-02, eta: 10:03:03, time: 0.424, data_time: 0.001, memory: 5694, top1_acc: 0.3398, top5_acc: 0.6297, loss_cls: 2.7225, loss: 2.7225, grad_norm: 5.6649 2021-08-17 04:00:28,676 - mmaction - INFO - Epoch [19][800/2640] lr: 1.000e-02, eta: 10:02:54, time: 0.424, data_time: 0.001, memory: 5694, top1_acc: 0.3523, top5_acc: 0.6516, loss_cls: 2.6225, loss: 2.6225, grad_norm: 5.3633 2021-08-17 04:00:37,190 - mmaction - INFO - Epoch [19][820/2640] lr: 1.000e-02, eta: 10:02:45, time: 0.426, data_time: 0.001, memory: 5694, top1_acc: 0.3438, top5_acc: 0.6242, loss_cls: 2.7575, loss: 2.7575, grad_norm: 5.6156 2021-08-17 04:00:45,723 - mmaction - INFO - Epoch [19][840/2640] lr: 1.000e-02, eta: 10:02:37, time: 0.427, data_time: 0.000, memory: 5694, top1_acc: 0.3375, top5_acc: 0.6375, loss_cls: 2.7527, loss: 2.7527, grad_norm: 5.4807 2021-08-17 04:00:54,249 - mmaction - INFO - Epoch [19][860/2640] lr: 1.000e-02, eta: 10:02:28, time: 0.426, data_time: 0.000, memory: 5694, top1_acc: 0.3398, top5_acc: 0.6352, loss_cls: 2.6890, loss: 2.6890, grad_norm: 5.4151 2021-08-17 04:01:02,781 - mmaction - INFO - Epoch [19][880/2640] lr: 1.000e-02, eta: 10:02:19, time: 0.427, data_time: 0.001, memory: 5694, top1_acc: 0.3273, top5_acc: 0.6312, loss_cls: 2.7329, loss: 2.7329, grad_norm: 5.6400 2021-08-17 04:01:11,312 - mmaction - INFO - Epoch [19][900/2640] lr: 1.000e-02, eta: 10:02:10, time: 0.427, data_time: 0.001, memory: 5694, top1_acc: 0.3609, top5_acc: 0.6484, loss_cls: 2.6392, loss: 2.6392, grad_norm: 5.5495 2021-08-17 04:01:19,867 - mmaction - INFO - Epoch [19][920/2640] lr: 1.000e-02, eta: 10:02:01, time: 0.427, data_time: 0.000, memory: 5694, top1_acc: 0.3336, top5_acc: 0.6484, loss_cls: 2.6706, loss: 2.6706, grad_norm: 5.7047 2021-08-17 04:01:28,459 - mmaction - INFO - Epoch [19][940/2640] lr: 1.000e-02, eta: 10:01:53, time: 0.430, data_time: 0.001, memory: 5694, top1_acc: 0.3281, top5_acc: 0.6391, loss_cls: 2.6784, loss: 2.6784, grad_norm: 5.5490 2021-08-17 04:01:37,031 - mmaction - INFO - Epoch [19][960/2640] lr: 1.000e-02, eta: 10:01:44, time: 0.429, data_time: 0.000, memory: 5694, top1_acc: 0.3539, top5_acc: 0.6328, loss_cls: 2.7293, loss: 2.7293, grad_norm: 5.7269 2021-08-17 04:01:45,594 - mmaction - INFO - Epoch [19][980/2640] lr: 1.000e-02, eta: 10:01:35, time: 0.428, data_time: 0.000, memory: 5694, top1_acc: 0.3508, top5_acc: 0.6344, loss_cls: 2.7015, loss: 2.7015, grad_norm: 5.5727 2021-08-17 04:01:54,184 - mmaction - INFO - Epoch [19][1000/2640] lr: 1.000e-02, eta: 10:01:26, time: 0.430, data_time: 0.001, memory: 5694, top1_acc: 0.3492, top5_acc: 0.6445, loss_cls: 2.6589, loss: 2.6589, grad_norm: 5.5516 2021-08-17 04:02:02,737 - mmaction - INFO - Epoch [19][1020/2640] lr: 1.000e-02, eta: 10:01:17, time: 0.428, data_time: 0.000, memory: 5694, top1_acc: 0.3391, top5_acc: 0.6039, loss_cls: 2.7960, loss: 2.7960, grad_norm: 5.5571 2021-08-17 04:02:11,320 - mmaction - INFO - Epoch [19][1040/2640] lr: 1.000e-02, eta: 10:01:09, time: 0.429, data_time: 0.001, memory: 5694, top1_acc: 0.3664, top5_acc: 0.6594, loss_cls: 2.5982, loss: 2.5982, grad_norm: 5.4018 2021-08-17 04:02:19,876 - mmaction - INFO - Epoch [19][1060/2640] lr: 1.000e-02, eta: 10:01:00, time: 0.428, data_time: 0.001, memory: 5694, top1_acc: 0.3516, top5_acc: 0.6609, loss_cls: 2.6163, loss: 2.6163, grad_norm: 5.7288 2021-08-17 04:02:28,437 - mmaction - INFO - Epoch [19][1080/2640] lr: 1.000e-02, eta: 10:00:51, time: 0.428, data_time: 0.000, memory: 5694, top1_acc: 0.3617, top5_acc: 0.6453, loss_cls: 2.6441, loss: 2.6441, grad_norm: 5.5164 2021-08-17 04:02:37,042 - mmaction - INFO - Epoch [19][1100/2640] lr: 1.000e-02, eta: 10:00:42, time: 0.430, data_time: 0.000, memory: 5694, top1_acc: 0.3461, top5_acc: 0.6406, loss_cls: 2.7082, loss: 2.7082, grad_norm: 5.6339 2021-08-17 04:02:45,600 - mmaction - INFO - Epoch [19][1120/2640] lr: 1.000e-02, eta: 10:00:34, time: 0.428, data_time: 0.001, memory: 5694, top1_acc: 0.3258, top5_acc: 0.6477, loss_cls: 2.7111, loss: 2.7111, grad_norm: 5.8061 2021-08-17 04:02:54,161 - mmaction - INFO - Epoch [19][1140/2640] lr: 1.000e-02, eta: 10:00:25, time: 0.428, data_time: 0.001, memory: 5694, top1_acc: 0.3688, top5_acc: 0.6547, loss_cls: 2.6127, loss: 2.6127, grad_norm: 5.4192 2021-08-17 04:03:02,792 - mmaction - INFO - Epoch [19][1160/2640] lr: 1.000e-02, eta: 10:00:16, time: 0.432, data_time: 0.000, memory: 5694, top1_acc: 0.3664, top5_acc: 0.6523, loss_cls: 2.5837, loss: 2.5837, grad_norm: 5.7525 2021-08-17 04:03:11,370 - mmaction - INFO - Epoch [19][1180/2640] lr: 1.000e-02, eta: 10:00:07, time: 0.429, data_time: 0.001, memory: 5694, top1_acc: 0.3867, top5_acc: 0.6438, loss_cls: 2.5802, loss: 2.5802, grad_norm: 5.6711 2021-08-17 04:03:19,959 - mmaction - INFO - Epoch [19][1200/2640] lr: 1.000e-02, eta: 9:59:59, time: 0.429, data_time: 0.001, memory: 5694, top1_acc: 0.3539, top5_acc: 0.6516, loss_cls: 2.6489, loss: 2.6489, grad_norm: 5.7318 2021-08-17 04:03:28,511 - mmaction - INFO - Epoch [19][1220/2640] lr: 1.000e-02, eta: 9:59:50, time: 0.428, data_time: 0.000, memory: 5694, top1_acc: 0.3555, top5_acc: 0.6469, loss_cls: 2.6638, loss: 2.6638, grad_norm: 5.7012 2021-08-17 04:03:37,068 - mmaction - INFO - Epoch [19][1240/2640] lr: 1.000e-02, eta: 9:59:41, time: 0.428, data_time: 0.001, memory: 5694, top1_acc: 0.3523, top5_acc: 0.6453, loss_cls: 2.7176, loss: 2.7176, grad_norm: 5.6052 2021-08-17 04:03:45,643 - mmaction - INFO - Epoch [19][1260/2640] lr: 1.000e-02, eta: 9:59:32, time: 0.429, data_time: 0.001, memory: 5694, top1_acc: 0.3609, top5_acc: 0.6547, loss_cls: 2.6260, loss: 2.6260, grad_norm: 5.4639 2021-08-17 04:03:54,223 - mmaction - INFO - Epoch [19][1280/2640] lr: 1.000e-02, eta: 9:59:23, time: 0.429, data_time: 0.001, memory: 5694, top1_acc: 0.3547, top5_acc: 0.6367, loss_cls: 2.6512, loss: 2.6512, grad_norm: 5.5268 2021-08-17 04:04:02,814 - mmaction - INFO - Epoch [19][1300/2640] lr: 1.000e-02, eta: 9:59:15, time: 0.430, data_time: 0.000, memory: 5694, top1_acc: 0.3492, top5_acc: 0.6273, loss_cls: 2.6917, loss: 2.6917, grad_norm: 5.4962 2021-08-17 04:04:11,390 - mmaction - INFO - Epoch [19][1320/2640] lr: 1.000e-02, eta: 9:59:06, time: 0.429, data_time: 0.001, memory: 5694, top1_acc: 0.3500, top5_acc: 0.6484, loss_cls: 2.6432, loss: 2.6432, grad_norm: 5.5487 2021-08-17 04:04:19,955 - mmaction - INFO - Epoch [19][1340/2640] lr: 1.000e-02, eta: 9:58:57, time: 0.428, data_time: 0.001, memory: 5694, top1_acc: 0.3422, top5_acc: 0.6570, loss_cls: 2.6626, loss: 2.6626, grad_norm: 5.6859 2021-08-17 04:04:28,491 - mmaction - INFO - Epoch [19][1360/2640] lr: 1.000e-02, eta: 9:58:48, time: 0.427, data_time: 0.000, memory: 5694, top1_acc: 0.3500, top5_acc: 0.6461, loss_cls: 2.6601, loss: 2.6601, grad_norm: 5.5663 2021-08-17 04:04:37,035 - mmaction - INFO - Epoch [19][1380/2640] lr: 1.000e-02, eta: 9:58:40, time: 0.427, data_time: 0.000, memory: 5694, top1_acc: 0.3445, top5_acc: 0.6555, loss_cls: 2.6242, loss: 2.6242, grad_norm: 5.7626 2021-08-17 04:04:45,598 - mmaction - INFO - Epoch [19][1400/2640] lr: 1.000e-02, eta: 9:58:31, time: 0.428, data_time: 0.001, memory: 5694, top1_acc: 0.3508, top5_acc: 0.6398, loss_cls: 2.7198, loss: 2.7198, grad_norm: 5.6618 2021-08-17 04:04:54,163 - mmaction - INFO - Epoch [19][1420/2640] lr: 1.000e-02, eta: 9:58:22, time: 0.428, data_time: 0.000, memory: 5694, top1_acc: 0.3594, top5_acc: 0.6297, loss_cls: 2.6648, loss: 2.6648, grad_norm: 5.3710 2021-08-17 04:05:02,697 - mmaction - INFO - Epoch [19][1440/2640] lr: 1.000e-02, eta: 9:58:13, time: 0.427, data_time: 0.001, memory: 5694, top1_acc: 0.3531, top5_acc: 0.6406, loss_cls: 2.6555, loss: 2.6555, grad_norm: 5.5191 2021-08-17 04:05:11,244 - mmaction - INFO - Epoch [19][1460/2640] lr: 1.000e-02, eta: 9:58:04, time: 0.427, data_time: 0.000, memory: 5694, top1_acc: 0.3500, top5_acc: 0.6367, loss_cls: 2.6946, loss: 2.6946, grad_norm: 5.4524 2021-08-17 04:05:19,817 - mmaction - INFO - Epoch [19][1480/2640] lr: 1.000e-02, eta: 9:57:56, time: 0.428, data_time: 0.000, memory: 5694, top1_acc: 0.3352, top5_acc: 0.6398, loss_cls: 2.6728, loss: 2.6728, grad_norm: 5.5530 2021-08-17 04:05:28,391 - mmaction - INFO - Epoch [19][1500/2640] lr: 1.000e-02, eta: 9:57:47, time: 0.429, data_time: 0.002, memory: 5694, top1_acc: 0.3500, top5_acc: 0.6273, loss_cls: 2.7053, loss: 2.7053, grad_norm: 5.5764 2021-08-17 04:05:36,969 - mmaction - INFO - Epoch [19][1520/2640] lr: 1.000e-02, eta: 9:57:38, time: 0.429, data_time: 0.000, memory: 5694, top1_acc: 0.3727, top5_acc: 0.6687, loss_cls: 2.5265, loss: 2.5265, grad_norm: 5.3532 2021-08-17 04:05:45,498 - mmaction - INFO - Epoch [19][1540/2640] lr: 1.000e-02, eta: 9:57:29, time: 0.427, data_time: 0.000, memory: 5694, top1_acc: 0.3398, top5_acc: 0.6375, loss_cls: 2.7525, loss: 2.7525, grad_norm: 5.6741 2021-08-17 04:05:54,043 - mmaction - INFO - Epoch [19][1560/2640] lr: 1.000e-02, eta: 9:57:20, time: 0.427, data_time: 0.001, memory: 5694, top1_acc: 0.3523, top5_acc: 0.6477, loss_cls: 2.6656, loss: 2.6656, grad_norm: 5.4450 2021-08-17 04:06:02,620 - mmaction - INFO - Epoch [19][1580/2640] lr: 1.000e-02, eta: 9:57:12, time: 0.429, data_time: 0.000, memory: 5694, top1_acc: 0.3547, top5_acc: 0.6461, loss_cls: 2.6862, loss: 2.6862, grad_norm: 5.5791 2021-08-17 04:06:11,163 - mmaction - INFO - Epoch [19][1600/2640] lr: 1.000e-02, eta: 9:57:03, time: 0.427, data_time: 0.001, memory: 5694, top1_acc: 0.3523, top5_acc: 0.6484, loss_cls: 2.6369, loss: 2.6369, grad_norm: 5.6150 2021-08-17 04:06:19,716 - mmaction - INFO - Epoch [19][1620/2640] lr: 1.000e-02, eta: 9:56:54, time: 0.428, data_time: 0.001, memory: 5694, top1_acc: 0.3375, top5_acc: 0.6438, loss_cls: 2.6660, loss: 2.6660, grad_norm: 5.5472 2021-08-17 04:06:28,242 - mmaction - INFO - Epoch [19][1640/2640] lr: 1.000e-02, eta: 9:56:45, time: 0.426, data_time: 0.001, memory: 5694, top1_acc: 0.3609, top5_acc: 0.6477, loss_cls: 2.6423, loss: 2.6423, grad_norm: 5.4415 2021-08-17 04:06:36,826 - mmaction - INFO - Epoch [19][1660/2640] lr: 1.000e-02, eta: 9:56:36, time: 0.429, data_time: 0.001, memory: 5694, top1_acc: 0.3828, top5_acc: 0.6531, loss_cls: 2.6025, loss: 2.6025, grad_norm: 5.5958 2021-08-17 04:06:45,372 - mmaction - INFO - Epoch [19][1680/2640] lr: 1.000e-02, eta: 9:56:28, time: 0.427, data_time: 0.001, memory: 5694, top1_acc: 0.3641, top5_acc: 0.6453, loss_cls: 2.6590, loss: 2.6590, grad_norm: 5.5518 2021-08-17 04:06:53,917 - mmaction - INFO - Epoch [19][1700/2640] lr: 1.000e-02, eta: 9:56:19, time: 0.427, data_time: 0.000, memory: 5694, top1_acc: 0.3578, top5_acc: 0.6375, loss_cls: 2.6506, loss: 2.6506, grad_norm: 5.4262 2021-08-17 04:07:02,467 - mmaction - INFO - Epoch [19][1720/2640] lr: 1.000e-02, eta: 9:56:10, time: 0.427, data_time: 0.001, memory: 5694, top1_acc: 0.3359, top5_acc: 0.6039, loss_cls: 2.7908, loss: 2.7908, grad_norm: 5.5315 2021-08-17 04:07:10,997 - mmaction - INFO - Epoch [19][1740/2640] lr: 1.000e-02, eta: 9:56:01, time: 0.427, data_time: 0.000, memory: 5694, top1_acc: 0.3578, top5_acc: 0.6516, loss_cls: 2.6385, loss: 2.6385, grad_norm: 5.3911 2021-08-17 04:07:19,559 - mmaction - INFO - Epoch [19][1760/2640] lr: 1.000e-02, eta: 9:55:52, time: 0.428, data_time: 0.001, memory: 5694, top1_acc: 0.3734, top5_acc: 0.6453, loss_cls: 2.6171, loss: 2.6171, grad_norm: 5.4945 2021-08-17 04:07:28,093 - mmaction - INFO - Epoch [19][1780/2640] lr: 1.000e-02, eta: 9:55:44, time: 0.427, data_time: 0.001, memory: 5694, top1_acc: 0.3625, top5_acc: 0.6633, loss_cls: 2.6410, loss: 2.6410, grad_norm: 5.5020 2021-08-17 04:07:36,662 - mmaction - INFO - Epoch [19][1800/2640] lr: 1.000e-02, eta: 9:55:35, time: 0.428, data_time: 0.001, memory: 5694, top1_acc: 0.3508, top5_acc: 0.6273, loss_cls: 2.6573, loss: 2.6573, grad_norm: 5.3768 2021-08-17 04:07:45,205 - mmaction - INFO - Epoch [19][1820/2640] lr: 1.000e-02, eta: 9:55:26, time: 0.427, data_time: 0.001, memory: 5694, top1_acc: 0.3453, top5_acc: 0.6312, loss_cls: 2.7080, loss: 2.7080, grad_norm: 5.4790 2021-08-17 04:07:53,755 - mmaction - INFO - Epoch [19][1840/2640] lr: 1.000e-02, eta: 9:55:17, time: 0.427, data_time: 0.000, memory: 5694, top1_acc: 0.3477, top5_acc: 0.6484, loss_cls: 2.6918, loss: 2.6918, grad_norm: 5.5873 2021-08-17 04:08:02,288 - mmaction - INFO - Epoch [19][1860/2640] lr: 1.000e-02, eta: 9:55:08, time: 0.427, data_time: 0.001, memory: 5694, top1_acc: 0.3570, top5_acc: 0.6500, loss_cls: 2.6415, loss: 2.6415, grad_norm: 5.5623 2021-08-17 04:08:10,848 - mmaction - INFO - Epoch [19][1880/2640] lr: 1.000e-02, eta: 9:55:00, time: 0.428, data_time: 0.001, memory: 5694, top1_acc: 0.3484, top5_acc: 0.6312, loss_cls: 2.6368, loss: 2.6368, grad_norm: 5.3369 2021-08-17 04:08:19,415 - mmaction - INFO - Epoch [19][1900/2640] lr: 1.000e-02, eta: 9:54:51, time: 0.428, data_time: 0.000, memory: 5694, top1_acc: 0.3633, top5_acc: 0.6289, loss_cls: 2.6787, loss: 2.6787, grad_norm: 5.7023 2021-08-17 04:08:27,989 - mmaction - INFO - Epoch [19][1920/2640] lr: 1.000e-02, eta: 9:54:42, time: 0.429, data_time: 0.001, memory: 5694, top1_acc: 0.3648, top5_acc: 0.6445, loss_cls: 2.6429, loss: 2.6429, grad_norm: 5.5064 2021-08-17 04:08:36,527 - mmaction - INFO - Epoch [19][1940/2640] lr: 1.000e-02, eta: 9:54:33, time: 0.427, data_time: 0.001, memory: 5694, top1_acc: 0.3391, top5_acc: 0.6508, loss_cls: 2.7004, loss: 2.7004, grad_norm: 5.4658 2021-08-17 04:08:45,054 - mmaction - INFO - Epoch [19][1960/2640] lr: 1.000e-02, eta: 9:54:24, time: 0.426, data_time: 0.001, memory: 5694, top1_acc: 0.3500, top5_acc: 0.6516, loss_cls: 2.5956, loss: 2.5956, grad_norm: 5.5261 2021-08-17 04:08:53,581 - mmaction - INFO - Epoch [19][1980/2640] lr: 1.000e-02, eta: 9:54:16, time: 0.426, data_time: 0.000, memory: 5694, top1_acc: 0.3398, top5_acc: 0.6305, loss_cls: 2.7377, loss: 2.7377, grad_norm: 5.5471 2021-08-17 04:09:02,115 - mmaction - INFO - Epoch [19][2000/2640] lr: 1.000e-02, eta: 9:54:07, time: 0.427, data_time: 0.001, memory: 5694, top1_acc: 0.3531, top5_acc: 0.6367, loss_cls: 2.6598, loss: 2.6598, grad_norm: 5.4560 2021-08-17 04:09:10,627 - mmaction - INFO - Epoch [19][2020/2640] lr: 1.000e-02, eta: 9:53:58, time: 0.426, data_time: 0.001, memory: 5694, top1_acc: 0.3609, top5_acc: 0.6469, loss_cls: 2.6045, loss: 2.6045, grad_norm: 5.5316 2021-08-17 04:09:19,165 - mmaction - INFO - Epoch [19][2040/2640] lr: 1.000e-02, eta: 9:53:49, time: 0.427, data_time: 0.001, memory: 5694, top1_acc: 0.3414, top5_acc: 0.6172, loss_cls: 2.8044, loss: 2.8044, grad_norm: 5.7253 2021-08-17 04:09:27,703 - mmaction - INFO - Epoch [19][2060/2640] lr: 1.000e-02, eta: 9:53:40, time: 0.427, data_time: 0.001, memory: 5694, top1_acc: 0.3453, top5_acc: 0.6242, loss_cls: 2.7458, loss: 2.7458, grad_norm: 5.5605 2021-08-17 04:09:36,214 - mmaction - INFO - Epoch [19][2080/2640] lr: 1.000e-02, eta: 9:53:31, time: 0.425, data_time: 0.001, memory: 5694, top1_acc: 0.3531, top5_acc: 0.6266, loss_cls: 2.6828, loss: 2.6828, grad_norm: 5.2749 2021-08-17 04:09:44,765 - mmaction - INFO - Epoch [19][2100/2640] lr: 1.000e-02, eta: 9:53:23, time: 0.428, data_time: 0.001, memory: 5694, top1_acc: 0.3570, top5_acc: 0.6516, loss_cls: 2.6509, loss: 2.6509, grad_norm: 5.3631 2021-08-17 04:09:53,316 - mmaction - INFO - Epoch [19][2120/2640] lr: 1.000e-02, eta: 9:53:14, time: 0.427, data_time: 0.000, memory: 5694, top1_acc: 0.3500, top5_acc: 0.6492, loss_cls: 2.6408, loss: 2.6408, grad_norm: 5.5759 2021-08-17 04:10:01,838 - mmaction - INFO - Epoch [19][2140/2640] lr: 1.000e-02, eta: 9:53:05, time: 0.426, data_time: 0.001, memory: 5694, top1_acc: 0.3656, top5_acc: 0.6500, loss_cls: 2.6332, loss: 2.6332, grad_norm: 5.3245 2021-08-17 04:10:10,367 - mmaction - INFO - Epoch [19][2160/2640] lr: 1.000e-02, eta: 9:52:56, time: 0.426, data_time: 0.001, memory: 5694, top1_acc: 0.3602, top5_acc: 0.6531, loss_cls: 2.5974, loss: 2.5974, grad_norm: 5.5334 2021-08-17 04:10:18,896 - mmaction - INFO - Epoch [19][2180/2640] lr: 1.000e-02, eta: 9:52:47, time: 0.426, data_time: 0.000, memory: 5694, top1_acc: 0.3531, top5_acc: 0.6508, loss_cls: 2.5864, loss: 2.5864, grad_norm: 5.4054 2021-08-17 04:10:27,407 - mmaction - INFO - Epoch [19][2200/2640] lr: 1.000e-02, eta: 9:52:38, time: 0.426, data_time: 0.001, memory: 5694, top1_acc: 0.3414, top5_acc: 0.6273, loss_cls: 2.6909, loss: 2.6909, grad_norm: 5.5702 2021-08-17 04:10:35,903 - mmaction - INFO - Epoch [19][2220/2640] lr: 1.000e-02, eta: 9:52:29, time: 0.425, data_time: 0.000, memory: 5694, top1_acc: 0.3695, top5_acc: 0.6406, loss_cls: 2.6645, loss: 2.6645, grad_norm: 5.4722 2021-08-17 04:10:44,414 - mmaction - INFO - Epoch [19][2240/2640] lr: 1.000e-02, eta: 9:52:21, time: 0.425, data_time: 0.000, memory: 5694, top1_acc: 0.3422, top5_acc: 0.6367, loss_cls: 2.7155, loss: 2.7155, grad_norm: 5.6268 2021-08-17 04:10:52,915 - mmaction - INFO - Epoch [19][2260/2640] lr: 1.000e-02, eta: 9:52:12, time: 0.425, data_time: 0.001, memory: 5694, top1_acc: 0.3500, top5_acc: 0.6281, loss_cls: 2.7190, loss: 2.7190, grad_norm: 5.3994 2021-08-17 04:11:01,437 - mmaction - INFO - Epoch [19][2280/2640] lr: 1.000e-02, eta: 9:52:03, time: 0.426, data_time: 0.000, memory: 5694, top1_acc: 0.3547, top5_acc: 0.6422, loss_cls: 2.6518, loss: 2.6518, grad_norm: 5.5215 2021-08-17 04:11:09,960 - mmaction - INFO - Epoch [19][2300/2640] lr: 1.000e-02, eta: 9:51:54, time: 0.426, data_time: 0.001, memory: 5694, top1_acc: 0.3773, top5_acc: 0.6508, loss_cls: 2.6190, loss: 2.6190, grad_norm: 5.4745 2021-08-17 04:11:18,486 - mmaction - INFO - Epoch [19][2320/2640] lr: 1.000e-02, eta: 9:51:45, time: 0.426, data_time: 0.001, memory: 5694, top1_acc: 0.3383, top5_acc: 0.6258, loss_cls: 2.7728, loss: 2.7728, grad_norm: 5.6748 2021-08-17 04:11:27,066 - mmaction - INFO - Epoch [19][2340/2640] lr: 1.000e-02, eta: 9:51:36, time: 0.429, data_time: 0.001, memory: 5694, top1_acc: 0.3484, top5_acc: 0.6383, loss_cls: 2.6868, loss: 2.6868, grad_norm: 5.4831 2021-08-17 04:11:35,584 - mmaction - INFO - Epoch [19][2360/2640] lr: 1.000e-02, eta: 9:51:28, time: 0.426, data_time: 0.000, memory: 5694, top1_acc: 0.3352, top5_acc: 0.6320, loss_cls: 2.6881, loss: 2.6881, grad_norm: 5.4550 2021-08-17 04:11:44,116 - mmaction - INFO - Epoch [19][2380/2640] lr: 1.000e-02, eta: 9:51:19, time: 0.427, data_time: 0.000, memory: 5694, top1_acc: 0.3281, top5_acc: 0.6172, loss_cls: 2.8206, loss: 2.8206, grad_norm: 5.5437 2021-08-17 04:11:52,630 - mmaction - INFO - Epoch [19][2400/2640] lr: 1.000e-02, eta: 9:51:10, time: 0.426, data_time: 0.000, memory: 5694, top1_acc: 0.3633, top5_acc: 0.6531, loss_cls: 2.5839, loss: 2.5839, grad_norm: 5.3430 2021-08-17 04:12:01,191 - mmaction - INFO - Epoch [19][2420/2640] lr: 1.000e-02, eta: 9:51:01, time: 0.428, data_time: 0.001, memory: 5694, top1_acc: 0.3641, top5_acc: 0.6422, loss_cls: 2.6787, loss: 2.6787, grad_norm: 5.6702 2021-08-17 04:12:09,762 - mmaction - INFO - Epoch [19][2440/2640] lr: 1.000e-02, eta: 9:50:52, time: 0.429, data_time: 0.001, memory: 5694, top1_acc: 0.3563, top5_acc: 0.6578, loss_cls: 2.6003, loss: 2.6003, grad_norm: 5.5576 2021-08-17 04:12:18,276 - mmaction - INFO - Epoch [19][2460/2640] lr: 1.000e-02, eta: 9:50:44, time: 0.426, data_time: 0.000, memory: 5694, top1_acc: 0.3359, top5_acc: 0.6422, loss_cls: 2.7316, loss: 2.7316, grad_norm: 5.4324 2021-08-17 04:12:26,836 - mmaction - INFO - Epoch [19][2480/2640] lr: 1.000e-02, eta: 9:50:35, time: 0.428, data_time: 0.001, memory: 5694, top1_acc: 0.3617, top5_acc: 0.6461, loss_cls: 2.6349, loss: 2.6349, grad_norm: 5.4771 2021-08-17 04:12:35,355 - mmaction - INFO - Epoch [19][2500/2640] lr: 1.000e-02, eta: 9:50:26, time: 0.426, data_time: 0.000, memory: 5694, top1_acc: 0.3555, top5_acc: 0.6547, loss_cls: 2.6193, loss: 2.6193, grad_norm: 5.5446 2021-08-17 04:12:43,874 - mmaction - INFO - Epoch [19][2520/2640] lr: 1.000e-02, eta: 9:50:17, time: 0.426, data_time: 0.001, memory: 5694, top1_acc: 0.3641, top5_acc: 0.6656, loss_cls: 2.5577, loss: 2.5577, grad_norm: 5.3783 2021-08-17 04:12:52,437 - mmaction - INFO - Epoch [19][2540/2640] lr: 1.000e-02, eta: 9:50:08, time: 0.428, data_time: 0.000, memory: 5694, top1_acc: 0.3602, top5_acc: 0.6539, loss_cls: 2.5870, loss: 2.5870, grad_norm: 5.4955 2021-08-17 04:13:00,980 - mmaction - INFO - Epoch [19][2560/2640] lr: 1.000e-02, eta: 9:49:59, time: 0.427, data_time: 0.001, memory: 5694, top1_acc: 0.3539, top5_acc: 0.6445, loss_cls: 2.6530, loss: 2.6530, grad_norm: 5.4566 2021-08-17 04:13:09,495 - mmaction - INFO - Epoch [19][2580/2640] lr: 1.000e-02, eta: 9:49:51, time: 0.426, data_time: 0.000, memory: 5694, top1_acc: 0.3695, top5_acc: 0.6641, loss_cls: 2.5732, loss: 2.5732, grad_norm: 5.5011 2021-08-17 04:13:17,995 - mmaction - INFO - Epoch [19][2600/2640] lr: 1.000e-02, eta: 9:49:42, time: 0.425, data_time: 0.001, memory: 5694, top1_acc: 0.3719, top5_acc: 0.6602, loss_cls: 2.6090, loss: 2.6090, grad_norm: 5.6017 2021-08-17 04:13:26,561 - mmaction - INFO - Epoch [19][2620/2640] lr: 1.000e-02, eta: 9:49:33, time: 0.428, data_time: 0.000, memory: 5694, top1_acc: 0.3555, top5_acc: 0.6391, loss_cls: 2.6682, loss: 2.6682, grad_norm: 5.7786 2021-08-17 04:13:34,882 - mmaction - INFO - Epoch [19][2640/2640] lr: 1.000e-02, eta: 9:49:24, time: 0.416, data_time: 0.002, memory: 5694, top1_acc: 0.3492, top5_acc: 0.6435, loss_cls: 2.7181, loss: 2.7181, grad_norm: 5.6130 2021-08-17 04:13:35,645 - mmaction - INFO - Saving checkpoint at 19 epochs 2021-08-17 04:14:14,051 - mmaction - INFO - Epoch [20][20/2640] lr: 1.000e-02, eta: 9:50:03, time: 1.904, data_time: 1.507, memory: 5694, top1_acc: 0.3578, top5_acc: 0.6453, loss_cls: 2.6615, loss: 2.6615, grad_norm: 5.3399 2021-08-17 04:14:22,041 - mmaction - INFO - Epoch [20][40/2640] lr: 1.000e-02, eta: 9:49:53, time: 0.399, data_time: 0.002, memory: 5694, top1_acc: 0.3570, top5_acc: 0.6578, loss_cls: 2.5888, loss: 2.5888, grad_norm: 5.6114 2021-08-17 04:14:30,025 - mmaction - INFO - Epoch [20][60/2640] lr: 1.000e-02, eta: 9:49:44, time: 0.399, data_time: 0.000, memory: 5694, top1_acc: 0.3883, top5_acc: 0.6594, loss_cls: 2.5561, loss: 2.5561, grad_norm: 5.4426 2021-08-17 04:14:38,117 - mmaction - INFO - Epoch [20][80/2640] lr: 1.000e-02, eta: 9:49:34, time: 0.405, data_time: 0.002, memory: 5694, top1_acc: 0.3547, top5_acc: 0.6508, loss_cls: 2.5727, loss: 2.5727, grad_norm: 5.5009 2021-08-17 04:14:46,263 - mmaction - INFO - Epoch [20][100/2640] lr: 1.000e-02, eta: 9:49:25, time: 0.407, data_time: 0.000, memory: 5694, top1_acc: 0.3797, top5_acc: 0.6562, loss_cls: 2.5748, loss: 2.5748, grad_norm: 5.4040 2021-08-17 04:14:54,594 - mmaction - INFO - Epoch [20][120/2640] lr: 1.000e-02, eta: 9:49:15, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.3570, top5_acc: 0.6477, loss_cls: 2.6186, loss: 2.6186, grad_norm: 5.6138 2021-08-17 04:15:02,965 - mmaction - INFO - Epoch [20][140/2640] lr: 1.000e-02, eta: 9:49:06, time: 0.419, data_time: 0.000, memory: 5694, top1_acc: 0.3352, top5_acc: 0.6406, loss_cls: 2.6650, loss: 2.6650, grad_norm: 5.6255 2021-08-17 04:15:11,341 - mmaction - INFO - Epoch [20][160/2640] lr: 1.000e-02, eta: 9:48:57, time: 0.419, data_time: 0.000, memory: 5694, top1_acc: 0.3523, top5_acc: 0.6414, loss_cls: 2.6620, loss: 2.6620, grad_norm: 5.6393 2021-08-17 04:15:19,733 - mmaction - INFO - Epoch [20][180/2640] lr: 1.000e-02, eta: 9:48:48, time: 0.419, data_time: 0.000, memory: 5694, top1_acc: 0.3906, top5_acc: 0.6813, loss_cls: 2.4668, loss: 2.4668, grad_norm: 5.4857 2021-08-17 04:15:28,167 - mmaction - INFO - Epoch [20][200/2640] lr: 1.000e-02, eta: 9:48:39, time: 0.422, data_time: 0.001, memory: 5694, top1_acc: 0.3719, top5_acc: 0.6625, loss_cls: 2.5906, loss: 2.5906, grad_norm: 5.5724 2021-08-17 04:15:36,558 - mmaction - INFO - Epoch [20][220/2640] lr: 1.000e-02, eta: 9:48:30, time: 0.420, data_time: 0.000, memory: 5694, top1_acc: 0.3352, top5_acc: 0.6344, loss_cls: 2.7375, loss: 2.7375, grad_norm: 5.7220 2021-08-17 04:15:44,971 - mmaction - INFO - Epoch [20][240/2640] lr: 1.000e-02, eta: 9:48:21, time: 0.421, data_time: 0.001, memory: 5694, top1_acc: 0.3734, top5_acc: 0.6539, loss_cls: 2.5791, loss: 2.5791, grad_norm: 5.4737 2021-08-17 04:15:53,344 - mmaction - INFO - Epoch [20][260/2640] lr: 1.000e-02, eta: 9:48:12, time: 0.419, data_time: 0.000, memory: 5694, top1_acc: 0.3656, top5_acc: 0.6695, loss_cls: 2.5673, loss: 2.5673, grad_norm: 5.3578 2021-08-17 04:16:01,757 - mmaction - INFO - Epoch [20][280/2640] lr: 1.000e-02, eta: 9:48:03, time: 0.421, data_time: 0.001, memory: 5694, top1_acc: 0.3469, top5_acc: 0.6328, loss_cls: 2.6957, loss: 2.6957, grad_norm: 5.6659 2021-08-17 04:16:10,148 - mmaction - INFO - Epoch [20][300/2640] lr: 1.000e-02, eta: 9:47:54, time: 0.420, data_time: 0.000, memory: 5694, top1_acc: 0.3727, top5_acc: 0.6477, loss_cls: 2.5709, loss: 2.5709, grad_norm: 5.4641 2021-08-17 04:16:18,556 - mmaction - INFO - Epoch [20][320/2640] lr: 1.000e-02, eta: 9:47:45, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.3531, top5_acc: 0.6562, loss_cls: 2.6627, loss: 2.6627, grad_norm: 5.8584 2021-08-17 04:16:26,922 - mmaction - INFO - Epoch [20][340/2640] lr: 1.000e-02, eta: 9:47:36, time: 0.418, data_time: 0.000, memory: 5694, top1_acc: 0.3695, top5_acc: 0.6672, loss_cls: 2.5413, loss: 2.5413, grad_norm: 5.4871 2021-08-17 04:16:35,360 - mmaction - INFO - Epoch [20][360/2640] lr: 1.000e-02, eta: 9:47:27, time: 0.422, data_time: 0.001, memory: 5694, top1_acc: 0.3617, top5_acc: 0.6539, loss_cls: 2.5972, loss: 2.5972, grad_norm: 5.6576 2021-08-17 04:16:43,749 - mmaction - INFO - Epoch [20][380/2640] lr: 1.000e-02, eta: 9:47:18, time: 0.419, data_time: 0.000, memory: 5694, top1_acc: 0.3469, top5_acc: 0.6594, loss_cls: 2.6000, loss: 2.6000, grad_norm: 5.5441 2021-08-17 04:16:52,195 - mmaction - INFO - Epoch [20][400/2640] lr: 1.000e-02, eta: 9:47:09, time: 0.422, data_time: 0.001, memory: 5694, top1_acc: 0.3664, top5_acc: 0.6516, loss_cls: 2.6393, loss: 2.6393, grad_norm: 5.5579 2021-08-17 04:17:00,614 - mmaction - INFO - Epoch [20][420/2640] lr: 1.000e-02, eta: 9:47:00, time: 0.421, data_time: 0.000, memory: 5694, top1_acc: 0.3664, top5_acc: 0.6609, loss_cls: 2.6081, loss: 2.6081, grad_norm: 5.6213 2021-08-17 04:17:09,058 - mmaction - INFO - Epoch [20][440/2640] lr: 1.000e-02, eta: 9:46:51, time: 0.422, data_time: 0.001, memory: 5694, top1_acc: 0.3438, top5_acc: 0.6570, loss_cls: 2.6660, loss: 2.6660, grad_norm: 5.7795 2021-08-17 04:17:17,509 - mmaction - INFO - Epoch [20][460/2640] lr: 1.000e-02, eta: 9:46:42, time: 0.423, data_time: 0.001, memory: 5694, top1_acc: 0.3602, top5_acc: 0.6516, loss_cls: 2.5708, loss: 2.5708, grad_norm: 5.4309 2021-08-17 04:17:25,976 - mmaction - INFO - Epoch [20][480/2640] lr: 1.000e-02, eta: 9:46:33, time: 0.423, data_time: 0.001, memory: 5694, top1_acc: 0.3680, top5_acc: 0.6453, loss_cls: 2.6378, loss: 2.6378, grad_norm: 5.6111 2021-08-17 04:17:34,446 - mmaction - INFO - Epoch [20][500/2640] lr: 1.000e-02, eta: 9:46:24, time: 0.424, data_time: 0.001, memory: 5694, top1_acc: 0.3555, top5_acc: 0.6344, loss_cls: 2.6843, loss: 2.6843, grad_norm: 5.6124 2021-08-17 04:17:42,909 - mmaction - INFO - Epoch [20][520/2640] lr: 1.000e-02, eta: 9:46:15, time: 0.423, data_time: 0.000, memory: 5694, top1_acc: 0.3586, top5_acc: 0.6492, loss_cls: 2.6205, loss: 2.6205, grad_norm: 5.5652 2021-08-17 04:17:51,360 - mmaction - INFO - Epoch [20][540/2640] lr: 1.000e-02, eta: 9:46:06, time: 0.422, data_time: 0.000, memory: 5694, top1_acc: 0.3570, top5_acc: 0.6445, loss_cls: 2.6088, loss: 2.6088, grad_norm: 5.6053 2021-08-17 04:17:59,866 - mmaction - INFO - Epoch [20][560/2640] lr: 1.000e-02, eta: 9:45:57, time: 0.426, data_time: 0.001, memory: 5694, top1_acc: 0.3617, top5_acc: 0.6813, loss_cls: 2.5771, loss: 2.5771, grad_norm: 5.6059 2021-08-17 04:18:08,353 - mmaction - INFO - Epoch [20][580/2640] lr: 1.000e-02, eta: 9:45:48, time: 0.424, data_time: 0.001, memory: 5694, top1_acc: 0.3555, top5_acc: 0.6547, loss_cls: 2.6177, loss: 2.6177, grad_norm: 5.6873 2021-08-17 04:18:16,852 - mmaction - INFO - Epoch [20][600/2640] lr: 1.000e-02, eta: 9:45:39, time: 0.425, data_time: 0.001, memory: 5694, top1_acc: 0.3688, top5_acc: 0.6633, loss_cls: 2.6040, loss: 2.6040, grad_norm: 5.7363 2021-08-17 04:18:25,349 - mmaction - INFO - Epoch [20][620/2640] lr: 1.000e-02, eta: 9:45:30, time: 0.425, data_time: 0.000, memory: 5694, top1_acc: 0.3516, top5_acc: 0.6445, loss_cls: 2.6293, loss: 2.6293, grad_norm: 5.5720 2021-08-17 04:18:33,882 - mmaction - INFO - Epoch [20][640/2640] lr: 1.000e-02, eta: 9:45:21, time: 0.427, data_time: 0.001, memory: 5694, top1_acc: 0.3469, top5_acc: 0.6523, loss_cls: 2.5999, loss: 2.5999, grad_norm: 5.6647 2021-08-17 04:18:42,344 - mmaction - INFO - Epoch [20][660/2640] lr: 1.000e-02, eta: 9:45:12, time: 0.423, data_time: 0.000, memory: 5694, top1_acc: 0.3563, top5_acc: 0.6508, loss_cls: 2.6732, loss: 2.6732, grad_norm: 5.8173 2021-08-17 04:18:50,864 - mmaction - INFO - Epoch [20][680/2640] lr: 1.000e-02, eta: 9:45:04, time: 0.426, data_time: 0.001, memory: 5694, top1_acc: 0.3820, top5_acc: 0.6492, loss_cls: 2.6208, loss: 2.6208, grad_norm: 5.7732 2021-08-17 04:18:59,352 - mmaction - INFO - Epoch [20][700/2640] lr: 1.000e-02, eta: 9:44:55, time: 0.424, data_time: 0.000, memory: 5694, top1_acc: 0.3523, top5_acc: 0.6461, loss_cls: 2.5892, loss: 2.5892, grad_norm: 5.3999 2021-08-17 04:19:07,894 - mmaction - INFO - Epoch [20][720/2640] lr: 1.000e-02, eta: 9:44:46, time: 0.427, data_time: 0.001, memory: 5694, top1_acc: 0.3570, top5_acc: 0.6516, loss_cls: 2.6423, loss: 2.6423, grad_norm: 5.7057 2021-08-17 04:19:16,412 - mmaction - INFO - Epoch [20][740/2640] lr: 1.000e-02, eta: 9:44:37, time: 0.426, data_time: 0.001, memory: 5694, top1_acc: 0.3797, top5_acc: 0.6664, loss_cls: 2.5145, loss: 2.5145, grad_norm: 5.3323 2021-08-17 04:19:24,959 - mmaction - INFO - Epoch [20][760/2640] lr: 1.000e-02, eta: 9:44:28, time: 0.427, data_time: 0.001, memory: 5694, top1_acc: 0.3711, top5_acc: 0.6422, loss_cls: 2.6618, loss: 2.6618, grad_norm: 5.5999 2021-08-17 04:19:33,482 - mmaction - INFO - Epoch [20][780/2640] lr: 1.000e-02, eta: 9:44:19, time: 0.426, data_time: 0.001, memory: 5694, top1_acc: 0.3820, top5_acc: 0.6719, loss_cls: 2.5206, loss: 2.5206, grad_norm: 5.5429 2021-08-17 04:19:41,975 - mmaction - INFO - Epoch [20][800/2640] lr: 1.000e-02, eta: 9:44:10, time: 0.425, data_time: 0.000, memory: 5694, top1_acc: 0.3547, top5_acc: 0.6562, loss_cls: 2.6638, loss: 2.6638, grad_norm: 5.6347 2021-08-17 04:19:50,497 - mmaction - INFO - Epoch [20][820/2640] lr: 1.000e-02, eta: 9:44:02, time: 0.426, data_time: 0.000, memory: 5694, top1_acc: 0.3484, top5_acc: 0.6422, loss_cls: 2.6695, loss: 2.6695, grad_norm: 5.5826 2021-08-17 04:19:59,019 - mmaction - INFO - Epoch [20][840/2640] lr: 1.000e-02, eta: 9:43:53, time: 0.426, data_time: 0.000, memory: 5694, top1_acc: 0.3648, top5_acc: 0.6398, loss_cls: 2.6756, loss: 2.6756, grad_norm: 5.6998 2021-08-17 04:20:07,575 - mmaction - INFO - Epoch [20][860/2640] lr: 1.000e-02, eta: 9:43:44, time: 0.428, data_time: 0.000, memory: 5694, top1_acc: 0.3523, top5_acc: 0.6406, loss_cls: 2.6448, loss: 2.6448, grad_norm: 5.4578 2021-08-17 04:20:16,083 - mmaction - INFO - Epoch [20][880/2640] lr: 1.000e-02, eta: 9:43:35, time: 0.425, data_time: 0.001, memory: 5694, top1_acc: 0.3750, top5_acc: 0.6562, loss_cls: 2.5505, loss: 2.5505, grad_norm: 5.4087 2021-08-17 04:20:24,587 - mmaction - INFO - Epoch [20][900/2640] lr: 1.000e-02, eta: 9:43:26, time: 0.425, data_time: 0.000, memory: 5694, top1_acc: 0.3586, top5_acc: 0.6297, loss_cls: 2.6989, loss: 2.6989, grad_norm: 5.7083 2021-08-17 04:20:33,112 - mmaction - INFO - Epoch [20][920/2640] lr: 1.000e-02, eta: 9:43:17, time: 0.426, data_time: 0.001, memory: 5694, top1_acc: 0.3578, top5_acc: 0.6461, loss_cls: 2.6221, loss: 2.6221, grad_norm: 5.7679 2021-08-17 04:20:41,644 - mmaction - INFO - Epoch [20][940/2640] lr: 1.000e-02, eta: 9:43:08, time: 0.427, data_time: 0.000, memory: 5694, top1_acc: 0.3523, top5_acc: 0.6406, loss_cls: 2.6344, loss: 2.6344, grad_norm: 5.5594 2021-08-17 04:20:50,203 - mmaction - INFO - Epoch [20][960/2640] lr: 1.000e-02, eta: 9:43:00, time: 0.428, data_time: 0.001, memory: 5694, top1_acc: 0.3430, top5_acc: 0.6258, loss_cls: 2.7096, loss: 2.7096, grad_norm: 5.5986 2021-08-17 04:20:58,728 - mmaction - INFO - Epoch [20][980/2640] lr: 1.000e-02, eta: 9:42:51, time: 0.426, data_time: 0.000, memory: 5694, top1_acc: 0.3320, top5_acc: 0.6242, loss_cls: 2.8036, loss: 2.8036, grad_norm: 5.6423 2021-08-17 04:21:07,247 - mmaction - INFO - Epoch [20][1000/2640] lr: 1.000e-02, eta: 9:42:42, time: 0.425, data_time: 0.000, memory: 5694, top1_acc: 0.3492, top5_acc: 0.6312, loss_cls: 2.7095, loss: 2.7095, grad_norm: 5.4266 2021-08-17 04:21:15,801 - mmaction - INFO - Epoch [20][1020/2640] lr: 1.000e-02, eta: 9:42:33, time: 0.428, data_time: 0.002, memory: 5694, top1_acc: 0.3617, top5_acc: 0.6461, loss_cls: 2.6088, loss: 2.6088, grad_norm: 5.3180 2021-08-17 04:21:24,355 - mmaction - INFO - Epoch [20][1040/2640] lr: 1.000e-02, eta: 9:42:24, time: 0.428, data_time: 0.000, memory: 5694, top1_acc: 0.3523, top5_acc: 0.6320, loss_cls: 2.7209, loss: 2.7209, grad_norm: 5.7118 2021-08-17 04:21:32,918 - mmaction - INFO - Epoch [20][1060/2640] lr: 1.000e-02, eta: 9:42:16, time: 0.428, data_time: 0.000, memory: 5694, top1_acc: 0.3461, top5_acc: 0.6633, loss_cls: 2.5945, loss: 2.5945, grad_norm: 5.6007 2021-08-17 04:21:41,426 - mmaction - INFO - Epoch [20][1080/2640] lr: 1.000e-02, eta: 9:42:07, time: 0.425, data_time: 0.001, memory: 5694, top1_acc: 0.3445, top5_acc: 0.6508, loss_cls: 2.6788, loss: 2.6788, grad_norm: 5.5747 2021-08-17 04:21:50,014 - mmaction - INFO - Epoch [20][1100/2640] lr: 1.000e-02, eta: 9:41:58, time: 0.429, data_time: 0.001, memory: 5694, top1_acc: 0.3641, top5_acc: 0.6625, loss_cls: 2.5657, loss: 2.5657, grad_norm: 5.4652 2021-08-17 04:21:58,566 - mmaction - INFO - Epoch [20][1120/2640] lr: 1.000e-02, eta: 9:41:49, time: 0.428, data_time: 0.001, memory: 5694, top1_acc: 0.3531, top5_acc: 0.6508, loss_cls: 2.5909, loss: 2.5909, grad_norm: 5.4995 2021-08-17 04:22:07,116 - mmaction - INFO - Epoch [20][1140/2640] lr: 1.000e-02, eta: 9:41:40, time: 0.428, data_time: 0.001, memory: 5694, top1_acc: 0.3453, top5_acc: 0.6320, loss_cls: 2.7414, loss: 2.7414, grad_norm: 5.7689 2021-08-17 04:22:15,656 - mmaction - INFO - Epoch [20][1160/2640] lr: 1.000e-02, eta: 9:41:32, time: 0.427, data_time: 0.000, memory: 5694, top1_acc: 0.3617, top5_acc: 0.6414, loss_cls: 2.6357, loss: 2.6357, grad_norm: 5.2980 2021-08-17 04:22:24,205 - mmaction - INFO - Epoch [20][1180/2640] lr: 1.000e-02, eta: 9:41:23, time: 0.428, data_time: 0.000, memory: 5694, top1_acc: 0.3719, top5_acc: 0.6359, loss_cls: 2.6446, loss: 2.6446, grad_norm: 5.5117 2021-08-17 04:22:32,765 - mmaction - INFO - Epoch [20][1200/2640] lr: 1.000e-02, eta: 9:41:14, time: 0.428, data_time: 0.001, memory: 5694, top1_acc: 0.3688, top5_acc: 0.6508, loss_cls: 2.5902, loss: 2.5902, grad_norm: 5.4290 2021-08-17 04:22:41,299 - mmaction - INFO - Epoch [20][1220/2640] lr: 1.000e-02, eta: 9:41:05, time: 0.427, data_time: 0.000, memory: 5694, top1_acc: 0.3477, top5_acc: 0.6422, loss_cls: 2.6660, loss: 2.6660, grad_norm: 5.6943 2021-08-17 04:22:49,859 - mmaction - INFO - Epoch [20][1240/2640] lr: 1.000e-02, eta: 9:40:56, time: 0.428, data_time: 0.001, memory: 5694, top1_acc: 0.3516, top5_acc: 0.6445, loss_cls: 2.6657, loss: 2.6657, grad_norm: 5.5283 2021-08-17 04:22:58,388 - mmaction - INFO - Epoch [20][1260/2640] lr: 1.000e-02, eta: 9:40:47, time: 0.427, data_time: 0.000, memory: 5694, top1_acc: 0.3516, top5_acc: 0.6438, loss_cls: 2.6604, loss: 2.6604, grad_norm: 5.5849 2021-08-17 04:23:06,945 - mmaction - INFO - Epoch [20][1280/2640] lr: 1.000e-02, eta: 9:40:39, time: 0.428, data_time: 0.001, memory: 5694, top1_acc: 0.3586, top5_acc: 0.6406, loss_cls: 2.6341, loss: 2.6341, grad_norm: 5.6059 2021-08-17 04:23:15,503 - mmaction - INFO - Epoch [20][1300/2640] lr: 1.000e-02, eta: 9:40:30, time: 0.428, data_time: 0.001, memory: 5694, top1_acc: 0.3492, top5_acc: 0.6477, loss_cls: 2.5984, loss: 2.5984, grad_norm: 5.5242 2021-08-17 04:23:24,066 - mmaction - INFO - Epoch [20][1320/2640] lr: 1.000e-02, eta: 9:40:21, time: 0.428, data_time: 0.001, memory: 5694, top1_acc: 0.3664, top5_acc: 0.6484, loss_cls: 2.6077, loss: 2.6077, grad_norm: 5.3775 2021-08-17 04:23:32,644 - mmaction - INFO - Epoch [20][1340/2640] lr: 1.000e-02, eta: 9:40:12, time: 0.429, data_time: 0.001, memory: 5694, top1_acc: 0.3594, top5_acc: 0.6383, loss_cls: 2.6128, loss: 2.6128, grad_norm: 5.2680 2021-08-17 04:23:41,216 - mmaction - INFO - Epoch [20][1360/2640] lr: 1.000e-02, eta: 9:40:04, time: 0.429, data_time: 0.001, memory: 5694, top1_acc: 0.3398, top5_acc: 0.6367, loss_cls: 2.7034, loss: 2.7034, grad_norm: 5.6519 2021-08-17 04:23:49,787 - mmaction - INFO - Epoch [20][1380/2640] lr: 1.000e-02, eta: 9:39:55, time: 0.429, data_time: 0.001, memory: 5694, top1_acc: 0.3586, top5_acc: 0.6398, loss_cls: 2.7197, loss: 2.7197, grad_norm: 5.5910 2021-08-17 04:23:58,356 - mmaction - INFO - Epoch [20][1400/2640] lr: 1.000e-02, eta: 9:39:46, time: 0.428, data_time: 0.000, memory: 5694, top1_acc: 0.3563, top5_acc: 0.6461, loss_cls: 2.6933, loss: 2.6933, grad_norm: 5.6366 2021-08-17 04:24:06,950 - mmaction - INFO - Epoch [20][1420/2640] lr: 1.000e-02, eta: 9:39:37, time: 0.430, data_time: 0.001, memory: 5694, top1_acc: 0.3578, top5_acc: 0.6383, loss_cls: 2.7011, loss: 2.7011, grad_norm: 5.5760 2021-08-17 04:24:15,549 - mmaction - INFO - Epoch [20][1440/2640] lr: 1.000e-02, eta: 9:39:29, time: 0.430, data_time: 0.000, memory: 5694, top1_acc: 0.3773, top5_acc: 0.6633, loss_cls: 2.5541, loss: 2.5541, grad_norm: 5.5616 2021-08-17 04:24:24,118 - mmaction - INFO - Epoch [20][1460/2640] lr: 1.000e-02, eta: 9:39:20, time: 0.428, data_time: 0.001, memory: 5694, top1_acc: 0.3680, top5_acc: 0.6430, loss_cls: 2.6691, loss: 2.6691, grad_norm: 5.4567 2021-08-17 04:24:32,680 - mmaction - INFO - Epoch [20][1480/2640] lr: 1.000e-02, eta: 9:39:11, time: 0.428, data_time: 0.001, memory: 5694, top1_acc: 0.3563, top5_acc: 0.6430, loss_cls: 2.6914, loss: 2.6914, grad_norm: 5.6304 2021-08-17 04:24:41,274 - mmaction - INFO - Epoch [20][1500/2640] lr: 1.000e-02, eta: 9:39:02, time: 0.430, data_time: 0.000, memory: 5694, top1_acc: 0.3172, top5_acc: 0.6109, loss_cls: 2.7786, loss: 2.7786, grad_norm: 5.6219 2021-08-17 04:24:49,830 - mmaction - INFO - Epoch [20][1520/2640] lr: 1.000e-02, eta: 9:38:53, time: 0.428, data_time: 0.000, memory: 5694, top1_acc: 0.3492, top5_acc: 0.6383, loss_cls: 2.7003, loss: 2.7003, grad_norm: 5.3837 2021-08-17 04:24:58,373 - mmaction - INFO - Epoch [20][1540/2640] lr: 1.000e-02, eta: 9:38:45, time: 0.427, data_time: 0.001, memory: 5694, top1_acc: 0.3766, top5_acc: 0.6711, loss_cls: 2.5333, loss: 2.5333, grad_norm: 5.5097 2021-08-17 04:25:06,942 - mmaction - INFO - Epoch [20][1560/2640] lr: 1.000e-02, eta: 9:38:36, time: 0.428, data_time: 0.000, memory: 5694, top1_acc: 0.3477, top5_acc: 0.6297, loss_cls: 2.6588, loss: 2.6588, grad_norm: 5.5318 2021-08-17 04:25:15,538 - mmaction - INFO - Epoch [20][1580/2640] lr: 1.000e-02, eta: 9:38:27, time: 0.430, data_time: 0.001, memory: 5694, top1_acc: 0.3688, top5_acc: 0.6570, loss_cls: 2.6053, loss: 2.6053, grad_norm: 5.3665 2021-08-17 04:25:24,096 - mmaction - INFO - Epoch [20][1600/2640] lr: 1.000e-02, eta: 9:38:18, time: 0.428, data_time: 0.000, memory: 5694, top1_acc: 0.3398, top5_acc: 0.6383, loss_cls: 2.7055, loss: 2.7055, grad_norm: 5.4756 2021-08-17 04:25:32,652 - mmaction - INFO - Epoch [20][1620/2640] lr: 1.000e-02, eta: 9:38:10, time: 0.428, data_time: 0.001, memory: 5694, top1_acc: 0.3594, top5_acc: 0.6328, loss_cls: 2.7228, loss: 2.7228, grad_norm: 5.5655 2021-08-17 04:25:41,247 - mmaction - INFO - Epoch [20][1640/2640] lr: 1.000e-02, eta: 9:38:01, time: 0.430, data_time: 0.001, memory: 5694, top1_acc: 0.3617, top5_acc: 0.6719, loss_cls: 2.6023, loss: 2.6023, grad_norm: 5.5808 2021-08-17 04:25:49,814 - mmaction - INFO - Epoch [20][1660/2640] lr: 1.000e-02, eta: 9:37:52, time: 0.428, data_time: 0.000, memory: 5694, top1_acc: 0.3500, top5_acc: 0.6305, loss_cls: 2.6869, loss: 2.6869, grad_norm: 5.7012 2021-08-17 04:25:58,359 - mmaction - INFO - Epoch [20][1680/2640] lr: 1.000e-02, eta: 9:37:43, time: 0.427, data_time: 0.000, memory: 5694, top1_acc: 0.3758, top5_acc: 0.6305, loss_cls: 2.6655, loss: 2.6655, grad_norm: 5.6072 2021-08-17 04:26:06,896 - mmaction - INFO - Epoch [20][1700/2640] lr: 1.000e-02, eta: 9:37:34, time: 0.427, data_time: 0.001, memory: 5694, top1_acc: 0.3469, top5_acc: 0.6461, loss_cls: 2.6357, loss: 2.6357, grad_norm: 5.5983 2021-08-17 04:26:15,441 - mmaction - INFO - Epoch [20][1720/2640] lr: 1.000e-02, eta: 9:37:26, time: 0.427, data_time: 0.001, memory: 5694, top1_acc: 0.3781, top5_acc: 0.6445, loss_cls: 2.6705, loss: 2.6705, grad_norm: 5.4851 2021-08-17 04:26:23,977 - mmaction - INFO - Epoch [20][1740/2640] lr: 1.000e-02, eta: 9:37:17, time: 0.427, data_time: 0.001, memory: 5694, top1_acc: 0.3594, top5_acc: 0.6602, loss_cls: 2.6609, loss: 2.6609, grad_norm: 5.5329 2021-08-17 04:26:32,466 - mmaction - INFO - Epoch [20][1760/2640] lr: 1.000e-02, eta: 9:37:08, time: 0.424, data_time: 0.001, memory: 5694, top1_acc: 0.3438, top5_acc: 0.6227, loss_cls: 2.6970, loss: 2.6970, grad_norm: 5.3991 2021-08-17 04:26:40,976 - mmaction - INFO - Epoch [20][1780/2640] lr: 1.000e-02, eta: 9:36:59, time: 0.426, data_time: 0.001, memory: 5694, top1_acc: 0.3594, top5_acc: 0.6375, loss_cls: 2.6882, loss: 2.6882, grad_norm: 5.5952 2021-08-17 04:26:49,456 - mmaction - INFO - Epoch [20][1800/2640] lr: 1.000e-02, eta: 9:36:50, time: 0.424, data_time: 0.001, memory: 5694, top1_acc: 0.3688, top5_acc: 0.6664, loss_cls: 2.6088, loss: 2.6088, grad_norm: 5.3730 2021-08-17 04:26:57,978 - mmaction - INFO - Epoch [20][1820/2640] lr: 1.000e-02, eta: 9:36:41, time: 0.425, data_time: 0.000, memory: 5694, top1_acc: 0.3680, top5_acc: 0.6586, loss_cls: 2.6331, loss: 2.6331, grad_norm: 5.6573 2021-08-17 04:27:06,452 - mmaction - INFO - Epoch [20][1840/2640] lr: 1.000e-02, eta: 9:36:32, time: 0.425, data_time: 0.002, memory: 5694, top1_acc: 0.3453, top5_acc: 0.6305, loss_cls: 2.7428, loss: 2.7428, grad_norm: 5.5119 2021-08-17 04:27:14,941 - mmaction - INFO - Epoch [20][1860/2640] lr: 1.000e-02, eta: 9:36:23, time: 0.424, data_time: 0.000, memory: 5694, top1_acc: 0.3594, top5_acc: 0.6516, loss_cls: 2.6370, loss: 2.6370, grad_norm: 5.3237 2021-08-17 04:27:23,401 - mmaction - INFO - Epoch [20][1880/2640] lr: 1.000e-02, eta: 9:36:15, time: 0.423, data_time: 0.001, memory: 5694, top1_acc: 0.3672, top5_acc: 0.6531, loss_cls: 2.6079, loss: 2.6079, grad_norm: 5.5273 2021-08-17 04:27:31,851 - mmaction - INFO - Epoch [20][1900/2640] lr: 1.000e-02, eta: 9:36:06, time: 0.422, data_time: 0.001, memory: 5694, top1_acc: 0.3516, top5_acc: 0.6406, loss_cls: 2.6178, loss: 2.6178, grad_norm: 5.4898 2021-08-17 04:27:40,330 - mmaction - INFO - Epoch [20][1920/2640] lr: 1.000e-02, eta: 9:35:57, time: 0.424, data_time: 0.001, memory: 5694, top1_acc: 0.3484, top5_acc: 0.6328, loss_cls: 2.6896, loss: 2.6896, grad_norm: 5.6227 2021-08-17 04:27:48,779 - mmaction - INFO - Epoch [20][1940/2640] lr: 1.000e-02, eta: 9:35:48, time: 0.422, data_time: 0.001, memory: 5694, top1_acc: 0.3477, top5_acc: 0.6531, loss_cls: 2.6401, loss: 2.6401, grad_norm: 5.6283 2021-08-17 04:27:57,251 - mmaction - INFO - Epoch [20][1960/2640] lr: 1.000e-02, eta: 9:35:39, time: 0.424, data_time: 0.000, memory: 5694, top1_acc: 0.3391, top5_acc: 0.6328, loss_cls: 2.7061, loss: 2.7061, grad_norm: 5.6598 2021-08-17 04:28:05,740 - mmaction - INFO - Epoch [20][1980/2640] lr: 1.000e-02, eta: 9:35:30, time: 0.424, data_time: 0.001, memory: 5694, top1_acc: 0.3703, top5_acc: 0.6641, loss_cls: 2.5754, loss: 2.5754, grad_norm: 5.4627 2021-08-17 04:28:14,182 - mmaction - INFO - Epoch [20][2000/2640] lr: 1.000e-02, eta: 9:35:21, time: 0.422, data_time: 0.001, memory: 5694, top1_acc: 0.3641, top5_acc: 0.6469, loss_cls: 2.6346, loss: 2.6346, grad_norm: 5.6360 2021-08-17 04:28:22,657 - mmaction - INFO - Epoch [20][2020/2640] lr: 1.000e-02, eta: 9:35:12, time: 0.424, data_time: 0.002, memory: 5694, top1_acc: 0.3602, top5_acc: 0.6281, loss_cls: 2.7148, loss: 2.7148, grad_norm: 5.5320 2021-08-17 04:28:31,127 - mmaction - INFO - Epoch [20][2040/2640] lr: 1.000e-02, eta: 9:35:03, time: 0.423, data_time: 0.001, memory: 5694, top1_acc: 0.3547, top5_acc: 0.6633, loss_cls: 2.6171, loss: 2.6171, grad_norm: 5.5866 2021-08-17 04:28:39,609 - mmaction - INFO - Epoch [20][2060/2640] lr: 1.000e-02, eta: 9:34:54, time: 0.424, data_time: 0.001, memory: 5694, top1_acc: 0.3641, top5_acc: 0.6453, loss_cls: 2.6349, loss: 2.6349, grad_norm: 5.5294 2021-08-17 04:28:48,094 - mmaction - INFO - Epoch [20][2080/2640] lr: 1.000e-02, eta: 9:34:45, time: 0.424, data_time: 0.000, memory: 5694, top1_acc: 0.3703, top5_acc: 0.6562, loss_cls: 2.5872, loss: 2.5872, grad_norm: 5.2898 2021-08-17 04:28:56,626 - mmaction - INFO - Epoch [20][2100/2640] lr: 1.000e-02, eta: 9:34:37, time: 0.426, data_time: 0.001, memory: 5694, top1_acc: 0.3617, top5_acc: 0.6414, loss_cls: 2.7012, loss: 2.7012, grad_norm: 5.6581 2021-08-17 04:29:05,139 - mmaction - INFO - Epoch [20][2120/2640] lr: 1.000e-02, eta: 9:34:28, time: 0.426, data_time: 0.001, memory: 5694, top1_acc: 0.3516, top5_acc: 0.6406, loss_cls: 2.7248, loss: 2.7248, grad_norm: 5.6998 2021-08-17 04:29:13,649 - mmaction - INFO - Epoch [20][2140/2640] lr: 1.000e-02, eta: 9:34:19, time: 0.425, data_time: 0.001, memory: 5694, top1_acc: 0.3852, top5_acc: 0.6672, loss_cls: 2.5511, loss: 2.5511, grad_norm: 5.3518 2021-08-17 04:29:22,180 - mmaction - INFO - Epoch [20][2160/2640] lr: 1.000e-02, eta: 9:34:10, time: 0.426, data_time: 0.001, memory: 5694, top1_acc: 0.3469, top5_acc: 0.6367, loss_cls: 2.6187, loss: 2.6187, grad_norm: 5.6813 2021-08-17 04:29:30,672 - mmaction - INFO - Epoch [20][2180/2640] lr: 1.000e-02, eta: 9:34:01, time: 0.425, data_time: 0.001, memory: 5694, top1_acc: 0.3742, top5_acc: 0.6727, loss_cls: 2.5905, loss: 2.5905, grad_norm: 5.5690 2021-08-17 04:29:39,153 - mmaction - INFO - Epoch [20][2200/2640] lr: 1.000e-02, eta: 9:33:52, time: 0.424, data_time: 0.000, memory: 5694, top1_acc: 0.3438, top5_acc: 0.6305, loss_cls: 2.6856, loss: 2.6856, grad_norm: 5.6287 2021-08-17 04:29:47,649 - mmaction - INFO - Epoch [20][2220/2640] lr: 1.000e-02, eta: 9:33:43, time: 0.425, data_time: 0.001, memory: 5694, top1_acc: 0.3492, top5_acc: 0.6352, loss_cls: 2.7387, loss: 2.7387, grad_norm: 5.5450 2021-08-17 04:29:56,121 - mmaction - INFO - Epoch [20][2240/2640] lr: 1.000e-02, eta: 9:33:34, time: 0.424, data_time: 0.000, memory: 5694, top1_acc: 0.3367, top5_acc: 0.6211, loss_cls: 2.7450, loss: 2.7450, grad_norm: 5.5156 2021-08-17 04:30:04,593 - mmaction - INFO - Epoch [20][2260/2640] lr: 1.000e-02, eta: 9:33:26, time: 0.424, data_time: 0.001, memory: 5694, top1_acc: 0.3602, top5_acc: 0.6562, loss_cls: 2.6294, loss: 2.6294, grad_norm: 5.2949 2021-08-17 04:30:13,100 - mmaction - INFO - Epoch [20][2280/2640] lr: 1.000e-02, eta: 9:33:17, time: 0.425, data_time: 0.000, memory: 5694, top1_acc: 0.3688, top5_acc: 0.6664, loss_cls: 2.5473, loss: 2.5473, grad_norm: 5.4408 2021-08-17 04:30:21,580 - mmaction - INFO - Epoch [20][2300/2640] lr: 1.000e-02, eta: 9:33:08, time: 0.424, data_time: 0.001, memory: 5694, top1_acc: 0.3406, top5_acc: 0.6641, loss_cls: 2.6199, loss: 2.6199, grad_norm: 5.4017 2021-08-17 04:30:30,051 - mmaction - INFO - Epoch [20][2320/2640] lr: 1.000e-02, eta: 9:32:59, time: 0.424, data_time: 0.000, memory: 5694, top1_acc: 0.3852, top5_acc: 0.6680, loss_cls: 2.5597, loss: 2.5597, grad_norm: 5.4667 2021-08-17 04:30:38,546 - mmaction - INFO - Epoch [20][2340/2640] lr: 1.000e-02, eta: 9:32:50, time: 0.425, data_time: 0.001, memory: 5694, top1_acc: 0.3430, top5_acc: 0.6281, loss_cls: 2.7130, loss: 2.7130, grad_norm: 5.5460 2021-08-17 04:30:47,023 - mmaction - INFO - Epoch [20][2360/2640] lr: 1.000e-02, eta: 9:32:41, time: 0.424, data_time: 0.001, memory: 5694, top1_acc: 0.3508, top5_acc: 0.6562, loss_cls: 2.6123, loss: 2.6123, grad_norm: 5.4841 2021-08-17 04:30:55,511 - mmaction - INFO - Epoch [20][2380/2640] lr: 1.000e-02, eta: 9:32:32, time: 0.424, data_time: 0.001, memory: 5694, top1_acc: 0.3563, top5_acc: 0.6445, loss_cls: 2.6538, loss: 2.6538, grad_norm: 5.5501 2021-08-17 04:31:03,988 - mmaction - INFO - Epoch [20][2400/2640] lr: 1.000e-02, eta: 9:32:23, time: 0.424, data_time: 0.000, memory: 5694, top1_acc: 0.3625, top5_acc: 0.6484, loss_cls: 2.6223, loss: 2.6223, grad_norm: 5.5679 2021-08-17 04:31:12,534 - mmaction - INFO - Epoch [20][2420/2640] lr: 1.000e-02, eta: 9:32:14, time: 0.427, data_time: 0.001, memory: 5694, top1_acc: 0.3250, top5_acc: 0.6375, loss_cls: 2.7088, loss: 2.7088, grad_norm: 5.4581 2021-08-17 04:31:21,032 - mmaction - INFO - Epoch [20][2440/2640] lr: 1.000e-02, eta: 9:32:06, time: 0.424, data_time: 0.001, memory: 5694, top1_acc: 0.3453, top5_acc: 0.6609, loss_cls: 2.5786, loss: 2.5786, grad_norm: 5.4392 2021-08-17 04:31:29,533 - mmaction - INFO - Epoch [20][2460/2640] lr: 1.000e-02, eta: 9:31:57, time: 0.426, data_time: 0.001, memory: 5694, top1_acc: 0.3438, top5_acc: 0.6289, loss_cls: 2.6583, loss: 2.6583, grad_norm: 5.5272 2021-08-17 04:31:38,024 - mmaction - INFO - Epoch [20][2480/2640] lr: 1.000e-02, eta: 9:31:48, time: 0.425, data_time: 0.001, memory: 5694, top1_acc: 0.3477, top5_acc: 0.6586, loss_cls: 2.6480, loss: 2.6480, grad_norm: 5.5144 2021-08-17 04:31:46,502 - mmaction - INFO - Epoch [20][2500/2640] lr: 1.000e-02, eta: 9:31:39, time: 0.424, data_time: 0.001, memory: 5694, top1_acc: 0.3586, top5_acc: 0.6539, loss_cls: 2.6321, loss: 2.6321, grad_norm: 5.4531 2021-08-17 04:31:55,014 - mmaction - INFO - Epoch [20][2520/2640] lr: 1.000e-02, eta: 9:31:30, time: 0.426, data_time: 0.000, memory: 5694, top1_acc: 0.3500, top5_acc: 0.6406, loss_cls: 2.6671, loss: 2.6671, grad_norm: 5.5711 2021-08-17 04:32:03,553 - mmaction - INFO - Epoch [20][2540/2640] lr: 1.000e-02, eta: 9:31:21, time: 0.427, data_time: 0.001, memory: 5694, top1_acc: 0.3555, top5_acc: 0.6445, loss_cls: 2.6782, loss: 2.6782, grad_norm: 5.3685 2021-08-17 04:32:12,007 - mmaction - INFO - Epoch [20][2560/2640] lr: 1.000e-02, eta: 9:31:12, time: 0.423, data_time: 0.001, memory: 5694, top1_acc: 0.3484, top5_acc: 0.6367, loss_cls: 2.6541, loss: 2.6541, grad_norm: 5.6039 2021-08-17 04:32:20,525 - mmaction - INFO - Epoch [20][2580/2640] lr: 1.000e-02, eta: 9:31:04, time: 0.426, data_time: 0.001, memory: 5694, top1_acc: 0.3383, top5_acc: 0.6414, loss_cls: 2.7212, loss: 2.7212, grad_norm: 5.7090 2021-08-17 04:32:29,019 - mmaction - INFO - Epoch [20][2600/2640] lr: 1.000e-02, eta: 9:30:55, time: 0.425, data_time: 0.000, memory: 5694, top1_acc: 0.3438, top5_acc: 0.6453, loss_cls: 2.6732, loss: 2.6732, grad_norm: 5.6808 2021-08-17 04:32:37,518 - mmaction - INFO - Epoch [20][2620/2640] lr: 1.000e-02, eta: 9:30:46, time: 0.425, data_time: 0.001, memory: 5694, top1_acc: 0.3508, top5_acc: 0.6297, loss_cls: 2.7121, loss: 2.7121, grad_norm: 5.6161 2021-08-17 04:32:45,759 - mmaction - INFO - Epoch [20][2640/2640] lr: 1.000e-02, eta: 9:30:37, time: 0.412, data_time: 0.001, memory: 5694, top1_acc: 0.3468, top5_acc: 0.6468, loss_cls: 2.7133, loss: 2.7133, grad_norm: 5.5903 2021-08-17 04:32:46,797 - mmaction - INFO - Saving checkpoint at 20 epochs 2021-08-17 04:33:26,310 - mmaction - INFO - Epoch [21][20/2640] lr: 1.000e-03, eta: 9:31:13, time: 1.934, data_time: 1.531, memory: 5694, top1_acc: 0.3508, top5_acc: 0.6578, loss_cls: 2.5977, loss: 2.5977, grad_norm: 5.4664 2021-08-17 04:33:34,268 - mmaction - INFO - Epoch [21][40/2640] lr: 1.000e-03, eta: 9:31:03, time: 0.398, data_time: 0.002, memory: 5694, top1_acc: 0.3703, top5_acc: 0.6539, loss_cls: 2.5949, loss: 2.5949, grad_norm: 5.3152 2021-08-17 04:33:42,313 - mmaction - INFO - Epoch [21][60/2640] lr: 1.000e-03, eta: 9:30:54, time: 0.402, data_time: 0.002, memory: 5694, top1_acc: 0.3719, top5_acc: 0.6492, loss_cls: 2.5668, loss: 2.5668, grad_norm: 5.3632 2021-08-17 04:33:50,373 - mmaction - INFO - Epoch [21][80/2640] lr: 1.000e-03, eta: 9:30:44, time: 0.403, data_time: 0.001, memory: 5694, top1_acc: 0.3797, top5_acc: 0.6586, loss_cls: 2.5197, loss: 2.5197, grad_norm: 5.3228 2021-08-17 04:33:58,543 - mmaction - INFO - Epoch [21][100/2640] lr: 1.000e-03, eta: 9:30:35, time: 0.408, data_time: 0.002, memory: 5694, top1_acc: 0.4039, top5_acc: 0.6852, loss_cls: 2.4490, loss: 2.4490, grad_norm: 5.0727 2021-08-17 04:34:06,836 - mmaction - INFO - Epoch [21][120/2640] lr: 1.000e-03, eta: 9:30:25, time: 0.415, data_time: 0.000, memory: 5694, top1_acc: 0.4094, top5_acc: 0.6914, loss_cls: 2.4230, loss: 2.4230, grad_norm: 5.0955 2021-08-17 04:34:15,225 - mmaction - INFO - Epoch [21][140/2640] lr: 1.000e-03, eta: 9:30:16, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.3922, top5_acc: 0.6922, loss_cls: 2.4456, loss: 2.4456, grad_norm: 5.2410 2021-08-17 04:34:23,595 - mmaction - INFO - Epoch [21][160/2640] lr: 1.000e-03, eta: 9:30:07, time: 0.418, data_time: 0.000, memory: 5694, top1_acc: 0.3852, top5_acc: 0.6789, loss_cls: 2.4583, loss: 2.4583, grad_norm: 5.2817 2021-08-17 04:34:31,977 - mmaction - INFO - Epoch [21][180/2640] lr: 1.000e-03, eta: 9:29:58, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.4062, top5_acc: 0.6984, loss_cls: 2.4164, loss: 2.4164, grad_norm: 5.2118 2021-08-17 04:34:40,348 - mmaction - INFO - Epoch [21][200/2640] lr: 1.000e-03, eta: 9:29:49, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.4078, top5_acc: 0.6844, loss_cls: 2.4338, loss: 2.4338, grad_norm: 5.1941 2021-08-17 04:34:48,709 - mmaction - INFO - Epoch [21][220/2640] lr: 1.000e-03, eta: 9:29:40, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.3750, top5_acc: 0.6586, loss_cls: 2.5128, loss: 2.5128, grad_norm: 5.3002 2021-08-17 04:34:57,082 - mmaction - INFO - Epoch [21][240/2640] lr: 1.000e-03, eta: 9:29:31, time: 0.419, data_time: 0.000, memory: 5694, top1_acc: 0.4203, top5_acc: 0.7000, loss_cls: 2.3516, loss: 2.3516, grad_norm: 5.1880 2021-08-17 04:35:05,455 - mmaction - INFO - Epoch [21][260/2640] lr: 1.000e-03, eta: 9:29:22, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.4086, top5_acc: 0.7172, loss_cls: 2.3425, loss: 2.3425, grad_norm: 5.1998 2021-08-17 04:35:13,800 - mmaction - INFO - Epoch [21][280/2640] lr: 1.000e-03, eta: 9:29:13, time: 0.417, data_time: 0.000, memory: 5694, top1_acc: 0.4148, top5_acc: 0.7078, loss_cls: 2.3489, loss: 2.3489, grad_norm: 5.1457 2021-08-17 04:35:22,161 - mmaction - INFO - Epoch [21][300/2640] lr: 1.000e-03, eta: 9:29:04, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.3906, top5_acc: 0.6781, loss_cls: 2.4750, loss: 2.4750, grad_norm: 5.3270 2021-08-17 04:35:30,532 - mmaction - INFO - Epoch [21][320/2640] lr: 1.000e-03, eta: 9:28:55, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.4000, top5_acc: 0.6875, loss_cls: 2.3987, loss: 2.3987, grad_norm: 5.1060 2021-08-17 04:35:38,927 - mmaction - INFO - Epoch [21][340/2640] lr: 1.000e-03, eta: 9:28:46, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.3859, top5_acc: 0.7070, loss_cls: 2.4201, loss: 2.4201, grad_norm: 5.1997 2021-08-17 04:35:47,306 - mmaction - INFO - Epoch [21][360/2640] lr: 1.000e-03, eta: 9:28:37, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.4172, top5_acc: 0.6969, loss_cls: 2.4012, loss: 2.4012, grad_norm: 5.2548 2021-08-17 04:35:55,685 - mmaction - INFO - Epoch [21][380/2640] lr: 1.000e-03, eta: 9:28:28, time: 0.419, data_time: 0.000, memory: 5694, top1_acc: 0.4094, top5_acc: 0.6961, loss_cls: 2.3908, loss: 2.3908, grad_norm: 5.2616 2021-08-17 04:36:04,095 - mmaction - INFO - Epoch [21][400/2640] lr: 1.000e-03, eta: 9:28:18, time: 0.421, data_time: 0.001, memory: 5694, top1_acc: 0.4148, top5_acc: 0.7008, loss_cls: 2.3703, loss: 2.3703, grad_norm: 5.1968 2021-08-17 04:36:12,500 - mmaction - INFO - Epoch [21][420/2640] lr: 1.000e-03, eta: 9:28:09, time: 0.420, data_time: 0.000, memory: 5694, top1_acc: 0.4203, top5_acc: 0.7039, loss_cls: 2.3829, loss: 2.3829, grad_norm: 5.3362 2021-08-17 04:36:20,904 - mmaction - INFO - Epoch [21][440/2640] lr: 1.000e-03, eta: 9:28:00, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.4156, top5_acc: 0.6945, loss_cls: 2.3448, loss: 2.3448, grad_norm: 5.2538 2021-08-17 04:36:29,313 - mmaction - INFO - Epoch [21][460/2640] lr: 1.000e-03, eta: 9:27:51, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.4062, top5_acc: 0.6789, loss_cls: 2.4249, loss: 2.4249, grad_norm: 5.2394 2021-08-17 04:36:37,732 - mmaction - INFO - Epoch [21][480/2640] lr: 1.000e-03, eta: 9:27:42, time: 0.421, data_time: 0.001, memory: 5694, top1_acc: 0.3945, top5_acc: 0.6742, loss_cls: 2.4359, loss: 2.4359, grad_norm: 5.3852 2021-08-17 04:36:46,151 - mmaction - INFO - Epoch [21][500/2640] lr: 1.000e-03, eta: 9:27:33, time: 0.421, data_time: 0.001, memory: 5694, top1_acc: 0.4078, top5_acc: 0.6961, loss_cls: 2.3829, loss: 2.3829, grad_norm: 5.2581 2021-08-17 04:36:54,568 - mmaction - INFO - Epoch [21][520/2640] lr: 1.000e-03, eta: 9:27:24, time: 0.421, data_time: 0.001, memory: 5694, top1_acc: 0.4250, top5_acc: 0.7047, loss_cls: 2.3417, loss: 2.3417, grad_norm: 5.2216 2021-08-17 04:37:03,015 - mmaction - INFO - Epoch [21][540/2640] lr: 1.000e-03, eta: 9:27:15, time: 0.422, data_time: 0.002, memory: 5694, top1_acc: 0.4359, top5_acc: 0.7109, loss_cls: 2.2908, loss: 2.2908, grad_norm: 5.1576 2021-08-17 04:37:11,467 - mmaction - INFO - Epoch [21][560/2640] lr: 1.000e-03, eta: 9:27:07, time: 0.423, data_time: 0.001, memory: 5694, top1_acc: 0.4016, top5_acc: 0.7109, loss_cls: 2.3804, loss: 2.3804, grad_norm: 5.3219 2021-08-17 04:37:19,934 - mmaction - INFO - Epoch [21][580/2640] lr: 1.000e-03, eta: 9:26:58, time: 0.423, data_time: 0.001, memory: 5694, top1_acc: 0.4062, top5_acc: 0.6859, loss_cls: 2.3914, loss: 2.3914, grad_norm: 5.2881 2021-08-17 04:37:28,395 - mmaction - INFO - Epoch [21][600/2640] lr: 1.000e-03, eta: 9:26:49, time: 0.423, data_time: 0.001, memory: 5694, top1_acc: 0.3937, top5_acc: 0.6883, loss_cls: 2.4164, loss: 2.4164, grad_norm: 5.4684 2021-08-17 04:37:36,858 - mmaction - INFO - Epoch [21][620/2640] lr: 1.000e-03, eta: 9:26:40, time: 0.423, data_time: 0.001, memory: 5694, top1_acc: 0.4062, top5_acc: 0.7094, loss_cls: 2.3478, loss: 2.3478, grad_norm: 5.1571 2021-08-17 04:37:45,337 - mmaction - INFO - Epoch [21][640/2640] lr: 1.000e-03, eta: 9:26:31, time: 0.424, data_time: 0.000, memory: 5694, top1_acc: 0.4242, top5_acc: 0.7078, loss_cls: 2.3670, loss: 2.3670, grad_norm: 5.2535 2021-08-17 04:37:53,817 - mmaction - INFO - Epoch [21][660/2640] lr: 1.000e-03, eta: 9:26:22, time: 0.424, data_time: 0.001, memory: 5694, top1_acc: 0.4062, top5_acc: 0.6969, loss_cls: 2.3839, loss: 2.3839, grad_norm: 5.2990 2021-08-17 04:38:02,276 - mmaction - INFO - Epoch [21][680/2640] lr: 1.000e-03, eta: 9:26:13, time: 0.423, data_time: 0.000, memory: 5694, top1_acc: 0.3891, top5_acc: 0.7117, loss_cls: 2.3638, loss: 2.3638, grad_norm: 5.1750 2021-08-17 04:38:10,734 - mmaction - INFO - Epoch [21][700/2640] lr: 1.000e-03, eta: 9:26:04, time: 0.423, data_time: 0.001, memory: 5694, top1_acc: 0.4117, top5_acc: 0.7023, loss_cls: 2.2940, loss: 2.2940, grad_norm: 5.3631 2021-08-17 04:38:19,213 - mmaction - INFO - Epoch [21][720/2640] lr: 1.000e-03, eta: 9:25:55, time: 0.424, data_time: 0.001, memory: 5694, top1_acc: 0.4219, top5_acc: 0.7117, loss_cls: 2.3529, loss: 2.3529, grad_norm: 5.2375 2021-08-17 04:38:27,690 - mmaction - INFO - Epoch [21][740/2640] lr: 1.000e-03, eta: 9:25:46, time: 0.424, data_time: 0.000, memory: 5694, top1_acc: 0.3977, top5_acc: 0.7000, loss_cls: 2.3813, loss: 2.3813, grad_norm: 5.3441 2021-08-17 04:38:36,155 - mmaction - INFO - Epoch [21][760/2640] lr: 1.000e-03, eta: 9:25:37, time: 0.423, data_time: 0.000, memory: 5694, top1_acc: 0.4242, top5_acc: 0.7211, loss_cls: 2.3122, loss: 2.3122, grad_norm: 5.2792 2021-08-17 04:38:44,671 - mmaction - INFO - Epoch [21][780/2640] lr: 1.000e-03, eta: 9:25:28, time: 0.426, data_time: 0.001, memory: 5694, top1_acc: 0.4102, top5_acc: 0.6937, loss_cls: 2.4005, loss: 2.4005, grad_norm: 5.4517 2021-08-17 04:38:53,132 - mmaction - INFO - Epoch [21][800/2640] lr: 1.000e-03, eta: 9:25:19, time: 0.423, data_time: 0.001, memory: 5694, top1_acc: 0.4156, top5_acc: 0.6859, loss_cls: 2.4332, loss: 2.4332, grad_norm: 5.4745 2021-08-17 04:39:01,594 - mmaction - INFO - Epoch [21][820/2640] lr: 1.000e-03, eta: 9:25:11, time: 0.423, data_time: 0.001, memory: 5694, top1_acc: 0.4406, top5_acc: 0.7023, loss_cls: 2.2821, loss: 2.2821, grad_norm: 5.2794 2021-08-17 04:39:10,093 - mmaction - INFO - Epoch [21][840/2640] lr: 1.000e-03, eta: 9:25:02, time: 0.425, data_time: 0.000, memory: 5694, top1_acc: 0.3930, top5_acc: 0.6937, loss_cls: 2.4055, loss: 2.4055, grad_norm: 5.4137 2021-08-17 04:39:18,623 - mmaction - INFO - Epoch [21][860/2640] lr: 1.000e-03, eta: 9:24:53, time: 0.427, data_time: 0.002, memory: 5694, top1_acc: 0.4195, top5_acc: 0.7031, loss_cls: 2.3038, loss: 2.3038, grad_norm: 5.2566 2021-08-17 04:39:27,135 - mmaction - INFO - Epoch [21][880/2640] lr: 1.000e-03, eta: 9:24:44, time: 0.426, data_time: 0.000, memory: 5694, top1_acc: 0.4156, top5_acc: 0.7039, loss_cls: 2.3491, loss: 2.3491, grad_norm: 5.3502 2021-08-17 04:39:35,639 - mmaction - INFO - Epoch [21][900/2640] lr: 1.000e-03, eta: 9:24:35, time: 0.425, data_time: 0.001, memory: 5694, top1_acc: 0.4266, top5_acc: 0.7172, loss_cls: 2.3221, loss: 2.3221, grad_norm: 5.3325 2021-08-17 04:39:44,155 - mmaction - INFO - Epoch [21][920/2640] lr: 1.000e-03, eta: 9:24:26, time: 0.426, data_time: 0.001, memory: 5694, top1_acc: 0.4383, top5_acc: 0.7289, loss_cls: 2.2056, loss: 2.2056, grad_norm: 5.1517 2021-08-17 04:39:52,626 - mmaction - INFO - Epoch [21][940/2640] lr: 1.000e-03, eta: 9:24:17, time: 0.424, data_time: 0.000, memory: 5694, top1_acc: 0.4195, top5_acc: 0.7016, loss_cls: 2.3186, loss: 2.3186, grad_norm: 5.3665 2021-08-17 04:40:01,111 - mmaction - INFO - Epoch [21][960/2640] lr: 1.000e-03, eta: 9:24:08, time: 0.424, data_time: 0.000, memory: 5694, top1_acc: 0.4203, top5_acc: 0.7188, loss_cls: 2.3300, loss: 2.3300, grad_norm: 5.3627 2021-08-17 04:40:09,589 - mmaction - INFO - Epoch [21][980/2640] lr: 1.000e-03, eta: 9:24:00, time: 0.424, data_time: 0.001, memory: 5694, top1_acc: 0.4156, top5_acc: 0.7180, loss_cls: 2.3333, loss: 2.3333, grad_norm: 5.2447 2021-08-17 04:40:18,117 - mmaction - INFO - Epoch [21][1000/2640] lr: 1.000e-03, eta: 9:23:51, time: 0.426, data_time: 0.000, memory: 5694, top1_acc: 0.4148, top5_acc: 0.7016, loss_cls: 2.3515, loss: 2.3515, grad_norm: 5.4269 2021-08-17 04:40:26,581 - mmaction - INFO - Epoch [21][1020/2640] lr: 1.000e-03, eta: 9:23:42, time: 0.423, data_time: 0.000, memory: 5694, top1_acc: 0.4117, top5_acc: 0.7039, loss_cls: 2.3470, loss: 2.3470, grad_norm: 5.3959 2021-08-17 04:40:35,054 - mmaction - INFO - Epoch [21][1040/2640] lr: 1.000e-03, eta: 9:23:33, time: 0.424, data_time: 0.001, memory: 5694, top1_acc: 0.4203, top5_acc: 0.6969, loss_cls: 2.3472, loss: 2.3472, grad_norm: 5.3371 2021-08-17 04:40:43,532 - mmaction - INFO - Epoch [21][1060/2640] lr: 1.000e-03, eta: 9:23:24, time: 0.424, data_time: 0.001, memory: 5694, top1_acc: 0.3797, top5_acc: 0.6914, loss_cls: 2.3834, loss: 2.3834, grad_norm: 5.3779 2021-08-17 04:40:51,983 - mmaction - INFO - Epoch [21][1080/2640] lr: 1.000e-03, eta: 9:23:15, time: 0.422, data_time: 0.001, memory: 5694, top1_acc: 0.4266, top5_acc: 0.7172, loss_cls: 2.3009, loss: 2.3009, grad_norm: 5.3771 2021-08-17 04:41:00,494 - mmaction - INFO - Epoch [21][1100/2640] lr: 1.000e-03, eta: 9:23:06, time: 0.426, data_time: 0.001, memory: 5694, top1_acc: 0.4352, top5_acc: 0.7203, loss_cls: 2.2867, loss: 2.2867, grad_norm: 5.4131 2021-08-17 04:41:08,988 - mmaction - INFO - Epoch [21][1120/2640] lr: 1.000e-03, eta: 9:22:57, time: 0.424, data_time: 0.001, memory: 5694, top1_acc: 0.4242, top5_acc: 0.7047, loss_cls: 2.2904, loss: 2.2904, grad_norm: 5.2930 2021-08-17 04:41:17,473 - mmaction - INFO - Epoch [21][1140/2640] lr: 1.000e-03, eta: 9:22:48, time: 0.424, data_time: 0.001, memory: 5694, top1_acc: 0.4086, top5_acc: 0.6922, loss_cls: 2.3272, loss: 2.3272, grad_norm: 5.3190 2021-08-17 04:41:25,952 - mmaction - INFO - Epoch [21][1160/2640] lr: 1.000e-03, eta: 9:22:39, time: 0.424, data_time: 0.000, memory: 5694, top1_acc: 0.4461, top5_acc: 0.7156, loss_cls: 2.2719, loss: 2.2719, grad_norm: 5.2507 2021-08-17 04:41:34,417 - mmaction - INFO - Epoch [21][1180/2640] lr: 1.000e-03, eta: 9:22:31, time: 0.423, data_time: 0.001, memory: 5694, top1_acc: 0.3922, top5_acc: 0.7055, loss_cls: 2.3516, loss: 2.3516, grad_norm: 5.4195 2021-08-17 04:41:42,880 - mmaction - INFO - Epoch [21][1200/2640] lr: 1.000e-03, eta: 9:22:22, time: 0.423, data_time: 0.000, memory: 5694, top1_acc: 0.4398, top5_acc: 0.7352, loss_cls: 2.2177, loss: 2.2177, grad_norm: 5.2834 2021-08-17 04:41:51,374 - mmaction - INFO - Epoch [21][1220/2640] lr: 1.000e-03, eta: 9:22:13, time: 0.425, data_time: 0.001, memory: 5694, top1_acc: 0.4016, top5_acc: 0.6758, loss_cls: 2.4086, loss: 2.4086, grad_norm: 5.4174 2021-08-17 04:41:59,824 - mmaction - INFO - Epoch [21][1240/2640] lr: 1.000e-03, eta: 9:22:04, time: 0.422, data_time: 0.001, memory: 5694, top1_acc: 0.4297, top5_acc: 0.7203, loss_cls: 2.2959, loss: 2.2959, grad_norm: 5.2834 2021-08-17 04:42:08,303 - mmaction - INFO - Epoch [21][1260/2640] lr: 1.000e-03, eta: 9:21:55, time: 0.424, data_time: 0.000, memory: 5694, top1_acc: 0.4242, top5_acc: 0.7250, loss_cls: 2.2600, loss: 2.2600, grad_norm: 5.4699 2021-08-17 04:42:16,778 - mmaction - INFO - Epoch [21][1280/2640] lr: 1.000e-03, eta: 9:21:46, time: 0.424, data_time: 0.000, memory: 5694, top1_acc: 0.4227, top5_acc: 0.7063, loss_cls: 2.3441, loss: 2.3441, grad_norm: 5.4418 2021-08-17 04:42:25,265 - mmaction - INFO - Epoch [21][1300/2640] lr: 1.000e-03, eta: 9:21:37, time: 0.424, data_time: 0.001, memory: 5694, top1_acc: 0.4375, top5_acc: 0.7258, loss_cls: 2.2550, loss: 2.2550, grad_norm: 5.4112 2021-08-17 04:42:33,715 - mmaction - INFO - Epoch [21][1320/2640] lr: 1.000e-03, eta: 9:21:28, time: 0.423, data_time: 0.001, memory: 5694, top1_acc: 0.4211, top5_acc: 0.6984, loss_cls: 2.3392, loss: 2.3392, grad_norm: 5.4204 2021-08-17 04:42:42,183 - mmaction - INFO - Epoch [21][1340/2640] lr: 1.000e-03, eta: 9:21:19, time: 0.423, data_time: 0.001, memory: 5694, top1_acc: 0.3930, top5_acc: 0.7063, loss_cls: 2.3504, loss: 2.3504, grad_norm: 5.4232 2021-08-17 04:42:50,675 - mmaction - INFO - Epoch [21][1360/2640] lr: 1.000e-03, eta: 9:21:10, time: 0.424, data_time: 0.001, memory: 5694, top1_acc: 0.4227, top5_acc: 0.6859, loss_cls: 2.3104, loss: 2.3104, grad_norm: 5.3597 2021-08-17 04:42:59,177 - mmaction - INFO - Epoch [21][1380/2640] lr: 1.000e-03, eta: 9:21:01, time: 0.425, data_time: 0.002, memory: 5694, top1_acc: 0.4219, top5_acc: 0.7297, loss_cls: 2.2535, loss: 2.2535, grad_norm: 5.3253 2021-08-17 04:43:07,676 - mmaction - INFO - Epoch [21][1400/2640] lr: 1.000e-03, eta: 9:20:53, time: 0.425, data_time: 0.000, memory: 5694, top1_acc: 0.4359, top5_acc: 0.7109, loss_cls: 2.2777, loss: 2.2777, grad_norm: 5.3366 2021-08-17 04:43:16,183 - mmaction - INFO - Epoch [21][1420/2640] lr: 1.000e-03, eta: 9:20:44, time: 0.425, data_time: 0.001, memory: 5694, top1_acc: 0.4148, top5_acc: 0.7031, loss_cls: 2.3552, loss: 2.3552, grad_norm: 5.5408 2021-08-17 04:43:24,646 - mmaction - INFO - Epoch [21][1440/2640] lr: 1.000e-03, eta: 9:20:35, time: 0.423, data_time: 0.000, memory: 5694, top1_acc: 0.4125, top5_acc: 0.7148, loss_cls: 2.3043, loss: 2.3043, grad_norm: 5.2597 2021-08-17 04:43:33,126 - mmaction - INFO - Epoch [21][1460/2640] lr: 1.000e-03, eta: 9:20:26, time: 0.424, data_time: 0.001, memory: 5694, top1_acc: 0.4156, top5_acc: 0.7211, loss_cls: 2.3207, loss: 2.3207, grad_norm: 5.4079 2021-08-17 04:43:41,608 - mmaction - INFO - Epoch [21][1480/2640] lr: 1.000e-03, eta: 9:20:17, time: 0.424, data_time: 0.001, memory: 5694, top1_acc: 0.4031, top5_acc: 0.7078, loss_cls: 2.3332, loss: 2.3332, grad_norm: 5.5297 2021-08-17 04:43:50,110 - mmaction - INFO - Epoch [21][1500/2640] lr: 1.000e-03, eta: 9:20:08, time: 0.425, data_time: 0.001, memory: 5694, top1_acc: 0.4273, top5_acc: 0.7063, loss_cls: 2.3101, loss: 2.3101, grad_norm: 5.4407 2021-08-17 04:43:58,579 - mmaction - INFO - Epoch [21][1520/2640] lr: 1.000e-03, eta: 9:19:59, time: 0.423, data_time: 0.000, memory: 5694, top1_acc: 0.4336, top5_acc: 0.7008, loss_cls: 2.2977, loss: 2.2977, grad_norm: 5.3918 2021-08-17 04:44:07,059 - mmaction - INFO - Epoch [21][1540/2640] lr: 1.000e-03, eta: 9:19:50, time: 0.424, data_time: 0.001, memory: 5694, top1_acc: 0.4242, top5_acc: 0.7031, loss_cls: 2.2780, loss: 2.2780, grad_norm: 5.4111 2021-08-17 04:44:15,550 - mmaction - INFO - Epoch [21][1560/2640] lr: 1.000e-03, eta: 9:19:42, time: 0.425, data_time: 0.001, memory: 5694, top1_acc: 0.4281, top5_acc: 0.7039, loss_cls: 2.2743, loss: 2.2743, grad_norm: 5.3532 2021-08-17 04:44:24,052 - mmaction - INFO - Epoch [21][1580/2640] lr: 1.000e-03, eta: 9:19:33, time: 0.425, data_time: 0.001, memory: 5694, top1_acc: 0.4180, top5_acc: 0.7164, loss_cls: 2.3504, loss: 2.3504, grad_norm: 5.4907 2021-08-17 04:44:32,545 - mmaction - INFO - Epoch [21][1600/2640] lr: 1.000e-03, eta: 9:19:24, time: 0.425, data_time: 0.001, memory: 5694, top1_acc: 0.4313, top5_acc: 0.7242, loss_cls: 2.2710, loss: 2.2710, grad_norm: 5.5241 2021-08-17 04:44:41,040 - mmaction - INFO - Epoch [21][1620/2640] lr: 1.000e-03, eta: 9:19:15, time: 0.425, data_time: 0.001, memory: 5694, top1_acc: 0.4289, top5_acc: 0.7156, loss_cls: 2.2578, loss: 2.2578, grad_norm: 5.3593 2021-08-17 04:44:49,543 - mmaction - INFO - Epoch [21][1640/2640] lr: 1.000e-03, eta: 9:19:06, time: 0.425, data_time: 0.000, memory: 5694, top1_acc: 0.4055, top5_acc: 0.7148, loss_cls: 2.3010, loss: 2.3010, grad_norm: 5.3593 2021-08-17 04:44:58,042 - mmaction - INFO - Epoch [21][1660/2640] lr: 1.000e-03, eta: 9:18:57, time: 0.424, data_time: 0.000, memory: 5694, top1_acc: 0.4313, top5_acc: 0.7320, loss_cls: 2.2248, loss: 2.2248, grad_norm: 5.2375 2021-08-17 04:45:06,519 - mmaction - INFO - Epoch [21][1680/2640] lr: 1.000e-03, eta: 9:18:48, time: 0.424, data_time: 0.001, memory: 5694, top1_acc: 0.4281, top5_acc: 0.7242, loss_cls: 2.2179, loss: 2.2179, grad_norm: 5.2458 2021-08-17 04:45:14,967 - mmaction - INFO - Epoch [21][1700/2640] lr: 1.000e-03, eta: 9:18:39, time: 0.423, data_time: 0.001, memory: 5694, top1_acc: 0.4375, top5_acc: 0.7188, loss_cls: 2.2553, loss: 2.2553, grad_norm: 5.4418 2021-08-17 04:45:23,423 - mmaction - INFO - Epoch [21][1720/2640] lr: 1.000e-03, eta: 9:18:30, time: 0.423, data_time: 0.001, memory: 5694, top1_acc: 0.4398, top5_acc: 0.7102, loss_cls: 2.2865, loss: 2.2865, grad_norm: 5.3264 2021-08-17 04:45:31,896 - mmaction - INFO - Epoch [21][1740/2640] lr: 1.000e-03, eta: 9:18:22, time: 0.424, data_time: 0.001, memory: 5694, top1_acc: 0.4211, top5_acc: 0.7063, loss_cls: 2.3360, loss: 2.3360, grad_norm: 5.5230 2021-08-17 04:45:40,410 - mmaction - INFO - Epoch [21][1760/2640] lr: 1.000e-03, eta: 9:18:13, time: 0.426, data_time: 0.001, memory: 5694, top1_acc: 0.4195, top5_acc: 0.7102, loss_cls: 2.3198, loss: 2.3198, grad_norm: 5.4321 2021-08-17 04:45:48,929 - mmaction - INFO - Epoch [21][1780/2640] lr: 1.000e-03, eta: 9:18:04, time: 0.426, data_time: 0.000, memory: 5694, top1_acc: 0.4148, top5_acc: 0.7125, loss_cls: 2.3020, loss: 2.3020, grad_norm: 5.3879 2021-08-17 04:45:57,440 - mmaction - INFO - Epoch [21][1800/2640] lr: 1.000e-03, eta: 9:17:55, time: 0.425, data_time: 0.001, memory: 5694, top1_acc: 0.4398, top5_acc: 0.7266, loss_cls: 2.2209, loss: 2.2209, grad_norm: 5.2863 2021-08-17 04:46:05,929 - mmaction - INFO - Epoch [21][1820/2640] lr: 1.000e-03, eta: 9:17:46, time: 0.424, data_time: 0.001, memory: 5694, top1_acc: 0.4313, top5_acc: 0.7172, loss_cls: 2.3044, loss: 2.3044, grad_norm: 5.4705 2021-08-17 04:46:14,419 - mmaction - INFO - Epoch [21][1840/2640] lr: 1.000e-03, eta: 9:17:37, time: 0.425, data_time: 0.000, memory: 5694, top1_acc: 0.3953, top5_acc: 0.7023, loss_cls: 2.3883, loss: 2.3883, grad_norm: 5.5983 2021-08-17 04:46:22,893 - mmaction - INFO - Epoch [21][1860/2640] lr: 1.000e-03, eta: 9:17:28, time: 0.424, data_time: 0.001, memory: 5694, top1_acc: 0.4102, top5_acc: 0.7219, loss_cls: 2.2714, loss: 2.2714, grad_norm: 5.5584 2021-08-17 04:46:31,389 - mmaction - INFO - Epoch [21][1880/2640] lr: 1.000e-03, eta: 9:17:19, time: 0.425, data_time: 0.000, memory: 5694, top1_acc: 0.4250, top5_acc: 0.7195, loss_cls: 2.2440, loss: 2.2440, grad_norm: 5.4835 2021-08-17 04:46:39,898 - mmaction - INFO - Epoch [21][1900/2640] lr: 1.000e-03, eta: 9:17:11, time: 0.425, data_time: 0.001, memory: 5694, top1_acc: 0.4078, top5_acc: 0.7016, loss_cls: 2.3370, loss: 2.3370, grad_norm: 5.7169 2021-08-17 04:46:48,374 - mmaction - INFO - Epoch [21][1920/2640] lr: 1.000e-03, eta: 9:17:02, time: 0.424, data_time: 0.001, memory: 5694, top1_acc: 0.4547, top5_acc: 0.7281, loss_cls: 2.2013, loss: 2.2013, grad_norm: 5.2675 2021-08-17 04:46:56,871 - mmaction - INFO - Epoch [21][1940/2640] lr: 1.000e-03, eta: 9:16:53, time: 0.425, data_time: 0.001, memory: 5694, top1_acc: 0.4273, top5_acc: 0.7164, loss_cls: 2.2617, loss: 2.2617, grad_norm: 5.4623 2021-08-17 04:47:05,336 - mmaction - INFO - Epoch [21][1960/2640] lr: 1.000e-03, eta: 9:16:44, time: 0.423, data_time: 0.001, memory: 5694, top1_acc: 0.4266, top5_acc: 0.7094, loss_cls: 2.2767, loss: 2.2767, grad_norm: 5.3750 2021-08-17 04:47:13,817 - mmaction - INFO - Epoch [21][1980/2640] lr: 1.000e-03, eta: 9:16:35, time: 0.424, data_time: 0.000, memory: 5694, top1_acc: 0.4258, top5_acc: 0.7117, loss_cls: 2.2625, loss: 2.2625, grad_norm: 5.5903 2021-08-17 04:47:22,282 - mmaction - INFO - Epoch [21][2000/2640] lr: 1.000e-03, eta: 9:16:26, time: 0.423, data_time: 0.000, memory: 5694, top1_acc: 0.4086, top5_acc: 0.7109, loss_cls: 2.2641, loss: 2.2641, grad_norm: 5.4283 2021-08-17 04:47:30,758 - mmaction - INFO - Epoch [21][2020/2640] lr: 1.000e-03, eta: 9:16:17, time: 0.424, data_time: 0.000, memory: 5694, top1_acc: 0.4078, top5_acc: 0.7102, loss_cls: 2.2755, loss: 2.2755, grad_norm: 5.3462 2021-08-17 04:47:39,243 - mmaction - INFO - Epoch [21][2040/2640] lr: 1.000e-03, eta: 9:16:08, time: 0.424, data_time: 0.001, memory: 5694, top1_acc: 0.4234, top5_acc: 0.7000, loss_cls: 2.3312, loss: 2.3312, grad_norm: 5.5217 2021-08-17 04:47:47,710 - mmaction - INFO - Epoch [21][2060/2640] lr: 1.000e-03, eta: 9:15:59, time: 0.423, data_time: 0.001, memory: 5694, top1_acc: 0.4234, top5_acc: 0.7211, loss_cls: 2.2851, loss: 2.2851, grad_norm: 5.3220 2021-08-17 04:47:56,172 - mmaction - INFO - Epoch [21][2080/2640] lr: 1.000e-03, eta: 9:15:51, time: 0.423, data_time: 0.000, memory: 5694, top1_acc: 0.4195, top5_acc: 0.7094, loss_cls: 2.2899, loss: 2.2899, grad_norm: 5.4703 2021-08-17 04:48:04,630 - mmaction - INFO - Epoch [21][2100/2640] lr: 1.000e-03, eta: 9:15:42, time: 0.423, data_time: 0.001, memory: 5694, top1_acc: 0.4008, top5_acc: 0.7008, loss_cls: 2.3179, loss: 2.3179, grad_norm: 5.5289 2021-08-17 04:48:13,071 - mmaction - INFO - Epoch [21][2120/2640] lr: 1.000e-03, eta: 9:15:33, time: 0.422, data_time: 0.000, memory: 5694, top1_acc: 0.4594, top5_acc: 0.7188, loss_cls: 2.2576, loss: 2.2576, grad_norm: 5.4877 2021-08-17 04:48:21,509 - mmaction - INFO - Epoch [21][2140/2640] lr: 1.000e-03, eta: 9:15:24, time: 0.422, data_time: 0.001, memory: 5694, top1_acc: 0.4320, top5_acc: 0.7195, loss_cls: 2.2575, loss: 2.2575, grad_norm: 5.4486 2021-08-17 04:48:29,934 - mmaction - INFO - Epoch [21][2160/2640] lr: 1.000e-03, eta: 9:15:15, time: 0.421, data_time: 0.000, memory: 5694, top1_acc: 0.4289, top5_acc: 0.7109, loss_cls: 2.2590, loss: 2.2590, grad_norm: 5.3978 2021-08-17 04:48:38,393 - mmaction - INFO - Epoch [21][2180/2640] lr: 1.000e-03, eta: 9:15:06, time: 0.423, data_time: 0.001, memory: 5694, top1_acc: 0.4180, top5_acc: 0.6945, loss_cls: 2.3405, loss: 2.3405, grad_norm: 5.5146 2021-08-17 04:48:46,783 - mmaction - INFO - Epoch [21][2200/2640] lr: 1.000e-03, eta: 9:14:57, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.4375, top5_acc: 0.7266, loss_cls: 2.2672, loss: 2.2672, grad_norm: 5.4462 2021-08-17 04:48:55,203 - mmaction - INFO - Epoch [21][2220/2640] lr: 1.000e-03, eta: 9:14:48, time: 0.421, data_time: 0.001, memory: 5694, top1_acc: 0.4359, top5_acc: 0.7000, loss_cls: 2.2572, loss: 2.2572, grad_norm: 5.5577 2021-08-17 04:49:03,660 - mmaction - INFO - Epoch [21][2240/2640] lr: 1.000e-03, eta: 9:14:39, time: 0.423, data_time: 0.001, memory: 5694, top1_acc: 0.4141, top5_acc: 0.6961, loss_cls: 2.3038, loss: 2.3038, grad_norm: 5.4711 2021-08-17 04:49:12,071 - mmaction - INFO - Epoch [21][2260/2640] lr: 1.000e-03, eta: 9:14:30, time: 0.421, data_time: 0.000, memory: 5694, top1_acc: 0.4281, top5_acc: 0.7172, loss_cls: 2.2927, loss: 2.2927, grad_norm: 5.5602 2021-08-17 04:49:20,460 - mmaction - INFO - Epoch [21][2280/2640] lr: 1.000e-03, eta: 9:14:21, time: 0.419, data_time: 0.000, memory: 5694, top1_acc: 0.4219, top5_acc: 0.7078, loss_cls: 2.3219, loss: 2.3219, grad_norm: 5.4985 2021-08-17 04:49:28,881 - mmaction - INFO - Epoch [21][2300/2640] lr: 1.000e-03, eta: 9:14:12, time: 0.421, data_time: 0.000, memory: 5694, top1_acc: 0.4398, top5_acc: 0.7227, loss_cls: 2.2085, loss: 2.2085, grad_norm: 5.2875 2021-08-17 04:49:37,306 - mmaction - INFO - Epoch [21][2320/2640] lr: 1.000e-03, eta: 9:14:03, time: 0.421, data_time: 0.001, memory: 5694, top1_acc: 0.4273, top5_acc: 0.6914, loss_cls: 2.3612, loss: 2.3612, grad_norm: 5.6402 2021-08-17 04:49:45,717 - mmaction - INFO - Epoch [21][2340/2640] lr: 1.000e-03, eta: 9:13:54, time: 0.421, data_time: 0.000, memory: 5694, top1_acc: 0.4289, top5_acc: 0.7070, loss_cls: 2.3305, loss: 2.3305, grad_norm: 5.6180 2021-08-17 04:49:54,158 - mmaction - INFO - Epoch [21][2360/2640] lr: 1.000e-03, eta: 9:13:45, time: 0.422, data_time: 0.001, memory: 5694, top1_acc: 0.4320, top5_acc: 0.7312, loss_cls: 2.2277, loss: 2.2277, grad_norm: 5.4697 2021-08-17 04:50:02,605 - mmaction - INFO - Epoch [21][2380/2640] lr: 1.000e-03, eta: 9:13:36, time: 0.422, data_time: 0.000, memory: 5694, top1_acc: 0.4180, top5_acc: 0.7289, loss_cls: 2.2373, loss: 2.2373, grad_norm: 5.3856 2021-08-17 04:50:11,036 - mmaction - INFO - Epoch [21][2400/2640] lr: 1.000e-03, eta: 9:13:27, time: 0.422, data_time: 0.000, memory: 5694, top1_acc: 0.4305, top5_acc: 0.7063, loss_cls: 2.2792, loss: 2.2792, grad_norm: 5.5115 2021-08-17 04:50:19,489 - mmaction - INFO - Epoch [21][2420/2640] lr: 1.000e-03, eta: 9:13:18, time: 0.422, data_time: 0.000, memory: 5694, top1_acc: 0.4375, top5_acc: 0.7109, loss_cls: 2.3128, loss: 2.3128, grad_norm: 5.5834 2021-08-17 04:50:27,952 - mmaction - INFO - Epoch [21][2440/2640] lr: 1.000e-03, eta: 9:13:09, time: 0.423, data_time: 0.001, memory: 5694, top1_acc: 0.4055, top5_acc: 0.7055, loss_cls: 2.3440, loss: 2.3440, grad_norm: 5.7044 2021-08-17 04:50:36,397 - mmaction - INFO - Epoch [21][2460/2640] lr: 1.000e-03, eta: 9:13:01, time: 0.422, data_time: 0.000, memory: 5694, top1_acc: 0.4273, top5_acc: 0.6859, loss_cls: 2.3740, loss: 2.3740, grad_norm: 5.8028 2021-08-17 04:50:44,833 - mmaction - INFO - Epoch [21][2480/2640] lr: 1.000e-03, eta: 9:12:52, time: 0.422, data_time: 0.001, memory: 5694, top1_acc: 0.4352, top5_acc: 0.7297, loss_cls: 2.2472, loss: 2.2472, grad_norm: 5.6170 2021-08-17 04:50:53,281 - mmaction - INFO - Epoch [21][2500/2640] lr: 1.000e-03, eta: 9:12:43, time: 0.422, data_time: 0.000, memory: 5694, top1_acc: 0.4273, top5_acc: 0.7164, loss_cls: 2.2679, loss: 2.2679, grad_norm: 5.6708 2021-08-17 04:51:01,742 - mmaction - INFO - Epoch [21][2520/2640] lr: 1.000e-03, eta: 9:12:34, time: 0.423, data_time: 0.001, memory: 5694, top1_acc: 0.4117, top5_acc: 0.7078, loss_cls: 2.3140, loss: 2.3140, grad_norm: 5.6882 2021-08-17 04:51:10,180 - mmaction - INFO - Epoch [21][2540/2640] lr: 1.000e-03, eta: 9:12:25, time: 0.422, data_time: 0.000, memory: 5694, top1_acc: 0.4242, top5_acc: 0.7070, loss_cls: 2.2926, loss: 2.2926, grad_norm: 5.6580 2021-08-17 04:51:18,648 - mmaction - INFO - Epoch [21][2560/2640] lr: 1.000e-03, eta: 9:12:16, time: 0.423, data_time: 0.001, memory: 5694, top1_acc: 0.4539, top5_acc: 0.7258, loss_cls: 2.2421, loss: 2.2421, grad_norm: 5.3684 2021-08-17 04:51:27,074 - mmaction - INFO - Epoch [21][2580/2640] lr: 1.000e-03, eta: 9:12:07, time: 0.421, data_time: 0.001, memory: 5694, top1_acc: 0.4234, top5_acc: 0.7148, loss_cls: 2.2671, loss: 2.2671, grad_norm: 5.5117 2021-08-17 04:51:35,533 - mmaction - INFO - Epoch [21][2600/2640] lr: 1.000e-03, eta: 9:11:58, time: 0.423, data_time: 0.001, memory: 5694, top1_acc: 0.4180, top5_acc: 0.7117, loss_cls: 2.3143, loss: 2.3143, grad_norm: 5.6153 2021-08-17 04:51:43,961 - mmaction - INFO - Epoch [21][2620/2640] lr: 1.000e-03, eta: 9:11:49, time: 0.421, data_time: 0.001, memory: 5694, top1_acc: 0.4250, top5_acc: 0.7164, loss_cls: 2.2780, loss: 2.2780, grad_norm: 5.4476 2021-08-17 04:51:52,171 - mmaction - INFO - Epoch [21][2640/2640] lr: 1.000e-03, eta: 9:11:40, time: 0.411, data_time: 0.002, memory: 5694, top1_acc: 0.4177, top5_acc: 0.7129, loss_cls: 2.3410, loss: 2.3410, grad_norm: 5.5869 2021-08-17 04:51:52,999 - mmaction - INFO - Saving checkpoint at 21 epochs 2021-08-17 04:52:32,893 - mmaction - INFO - Epoch [22][20/2640] lr: 1.000e-03, eta: 9:12:13, time: 1.953, data_time: 1.539, memory: 5694, top1_acc: 0.4320, top5_acc: 0.7281, loss_cls: 2.2516, loss: 2.2516, grad_norm: 5.4272 2021-08-17 04:52:40,874 - mmaction - INFO - Epoch [22][40/2640] lr: 1.000e-03, eta: 9:12:04, time: 0.400, data_time: 0.002, memory: 5694, top1_acc: 0.4180, top5_acc: 0.7063, loss_cls: 2.2546, loss: 2.2546, grad_norm: 5.3928 2021-08-17 04:52:48,922 - mmaction - INFO - Epoch [22][60/2640] lr: 1.000e-03, eta: 9:11:54, time: 0.402, data_time: 0.002, memory: 5694, top1_acc: 0.4281, top5_acc: 0.7383, loss_cls: 2.2264, loss: 2.2264, grad_norm: 5.4773 2021-08-17 04:52:56,985 - mmaction - INFO - Epoch [22][80/2640] lr: 1.000e-03, eta: 9:11:45, time: 0.403, data_time: 0.000, memory: 5694, top1_acc: 0.4437, top5_acc: 0.7258, loss_cls: 2.2018, loss: 2.2018, grad_norm: 5.4005 2021-08-17 04:53:05,188 - mmaction - INFO - Epoch [22][100/2640] lr: 1.000e-03, eta: 9:11:35, time: 0.410, data_time: 0.001, memory: 5694, top1_acc: 0.4477, top5_acc: 0.7297, loss_cls: 2.2111, loss: 2.2111, grad_norm: 5.5365 2021-08-17 04:53:13,481 - mmaction - INFO - Epoch [22][120/2640] lr: 1.000e-03, eta: 9:11:26, time: 0.415, data_time: 0.001, memory: 5694, top1_acc: 0.4523, top5_acc: 0.7031, loss_cls: 2.3047, loss: 2.3047, grad_norm: 5.6524 2021-08-17 04:53:21,857 - mmaction - INFO - Epoch [22][140/2640] lr: 1.000e-03, eta: 9:11:17, time: 0.419, data_time: 0.002, memory: 5694, top1_acc: 0.4336, top5_acc: 0.7391, loss_cls: 2.1988, loss: 2.1988, grad_norm: 5.4877 2021-08-17 04:53:30,235 - mmaction - INFO - Epoch [22][160/2640] lr: 1.000e-03, eta: 9:11:08, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.4414, top5_acc: 0.7031, loss_cls: 2.2802, loss: 2.2802, grad_norm: 5.5288 2021-08-17 04:53:38,602 - mmaction - INFO - Epoch [22][180/2640] lr: 1.000e-03, eta: 9:10:59, time: 0.418, data_time: 0.002, memory: 5694, top1_acc: 0.4477, top5_acc: 0.7219, loss_cls: 2.2433, loss: 2.2433, grad_norm: 5.5341 2021-08-17 04:53:46,975 - mmaction - INFO - Epoch [22][200/2640] lr: 1.000e-03, eta: 9:10:50, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.4398, top5_acc: 0.7133, loss_cls: 2.2667, loss: 2.2667, grad_norm: 5.6143 2021-08-17 04:53:55,328 - mmaction - INFO - Epoch [22][220/2640] lr: 1.000e-03, eta: 9:10:41, time: 0.417, data_time: 0.000, memory: 5694, top1_acc: 0.4227, top5_acc: 0.7156, loss_cls: 2.2803, loss: 2.2803, grad_norm: 5.7074 2021-08-17 04:54:03,698 - mmaction - INFO - Epoch [22][240/2640] lr: 1.000e-03, eta: 9:10:32, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.4156, top5_acc: 0.7312, loss_cls: 2.2759, loss: 2.2759, grad_norm: 5.5063 2021-08-17 04:54:12,042 - mmaction - INFO - Epoch [22][260/2640] lr: 1.000e-03, eta: 9:10:23, time: 0.417, data_time: 0.000, memory: 5694, top1_acc: 0.4273, top5_acc: 0.7109, loss_cls: 2.2601, loss: 2.2601, grad_norm: 5.6457 2021-08-17 04:54:20,379 - mmaction - INFO - Epoch [22][280/2640] lr: 1.000e-03, eta: 9:10:14, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.4492, top5_acc: 0.7242, loss_cls: 2.1838, loss: 2.1838, grad_norm: 5.6012 2021-08-17 04:54:28,723 - mmaction - INFO - Epoch [22][300/2640] lr: 1.000e-03, eta: 9:10:05, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.4359, top5_acc: 0.7180, loss_cls: 2.2417, loss: 2.2417, grad_norm: 5.7039 2021-08-17 04:54:37,065 - mmaction - INFO - Epoch [22][320/2640] lr: 1.000e-03, eta: 9:09:56, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.4305, top5_acc: 0.7258, loss_cls: 2.2346, loss: 2.2346, grad_norm: 5.5339 2021-08-17 04:54:45,457 - mmaction - INFO - Epoch [22][340/2640] lr: 1.000e-03, eta: 9:09:47, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.4336, top5_acc: 0.7242, loss_cls: 2.2334, loss: 2.2334, grad_norm: 5.6489 2021-08-17 04:54:53,842 - mmaction - INFO - Epoch [22][360/2640] lr: 1.000e-03, eta: 9:09:37, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.4445, top5_acc: 0.7312, loss_cls: 2.2100, loss: 2.2100, grad_norm: 5.4844 2021-08-17 04:55:02,263 - mmaction - INFO - Epoch [22][380/2640] lr: 1.000e-03, eta: 9:09:29, time: 0.421, data_time: 0.001, memory: 5694, top1_acc: 0.4008, top5_acc: 0.7148, loss_cls: 2.3365, loss: 2.3365, grad_norm: 5.7211 2021-08-17 04:55:10,666 - mmaction - INFO - Epoch [22][400/2640] lr: 1.000e-03, eta: 9:09:20, time: 0.420, data_time: 0.000, memory: 5694, top1_acc: 0.4031, top5_acc: 0.7188, loss_cls: 2.3159, loss: 2.3159, grad_norm: 5.6986 2021-08-17 04:55:19,101 - mmaction - INFO - Epoch [22][420/2640] lr: 1.000e-03, eta: 9:09:11, time: 0.422, data_time: 0.001, memory: 5694, top1_acc: 0.4305, top5_acc: 0.7344, loss_cls: 2.2240, loss: 2.2240, grad_norm: 5.6605 2021-08-17 04:55:27,545 - mmaction - INFO - Epoch [22][440/2640] lr: 1.000e-03, eta: 9:09:02, time: 0.422, data_time: 0.001, memory: 5694, top1_acc: 0.4594, top5_acc: 0.7211, loss_cls: 2.1879, loss: 2.1879, grad_norm: 5.5318 2021-08-17 04:55:35,966 - mmaction - INFO - Epoch [22][460/2640] lr: 1.000e-03, eta: 9:08:53, time: 0.421, data_time: 0.001, memory: 5694, top1_acc: 0.4398, top5_acc: 0.7297, loss_cls: 2.2178, loss: 2.2178, grad_norm: 5.5700 2021-08-17 04:55:44,400 - mmaction - INFO - Epoch [22][480/2640] lr: 1.000e-03, eta: 9:08:44, time: 0.422, data_time: 0.000, memory: 5694, top1_acc: 0.4461, top5_acc: 0.7461, loss_cls: 2.1881, loss: 2.1881, grad_norm: 5.4541 2021-08-17 04:55:52,822 - mmaction - INFO - Epoch [22][500/2640] lr: 1.000e-03, eta: 9:08:35, time: 0.421, data_time: 0.001, memory: 5694, top1_acc: 0.4477, top5_acc: 0.7328, loss_cls: 2.2090, loss: 2.2090, grad_norm: 5.7377 2021-08-17 04:56:01,265 - mmaction - INFO - Epoch [22][520/2640] lr: 1.000e-03, eta: 9:08:26, time: 0.422, data_time: 0.000, memory: 5694, top1_acc: 0.3945, top5_acc: 0.7023, loss_cls: 2.3676, loss: 2.3676, grad_norm: 5.8011 2021-08-17 04:56:09,684 - mmaction - INFO - Epoch [22][540/2640] lr: 1.000e-03, eta: 9:08:17, time: 0.421, data_time: 0.000, memory: 5694, top1_acc: 0.4156, top5_acc: 0.7086, loss_cls: 2.3104, loss: 2.3104, grad_norm: 5.6983 2021-08-17 04:56:18,083 - mmaction - INFO - Epoch [22][560/2640] lr: 1.000e-03, eta: 9:08:08, time: 0.420, data_time: 0.000, memory: 5694, top1_acc: 0.4305, top5_acc: 0.7172, loss_cls: 2.2581, loss: 2.2581, grad_norm: 5.6613 2021-08-17 04:56:26,474 - mmaction - INFO - Epoch [22][580/2640] lr: 1.000e-03, eta: 9:07:59, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.4391, top5_acc: 0.7312, loss_cls: 2.1783, loss: 2.1783, grad_norm: 5.5009 2021-08-17 04:56:34,891 - mmaction - INFO - Epoch [22][600/2640] lr: 1.000e-03, eta: 9:07:50, time: 0.421, data_time: 0.000, memory: 5694, top1_acc: 0.4492, top5_acc: 0.7258, loss_cls: 2.1901, loss: 2.1901, grad_norm: 5.5068 2021-08-17 04:56:43,350 - mmaction - INFO - Epoch [22][620/2640] lr: 1.000e-03, eta: 9:07:41, time: 0.423, data_time: 0.001, memory: 5694, top1_acc: 0.4367, top5_acc: 0.7234, loss_cls: 2.2393, loss: 2.2393, grad_norm: 5.4420 2021-08-17 04:56:51,738 - mmaction - INFO - Epoch [22][640/2640] lr: 1.000e-03, eta: 9:07:32, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.4461, top5_acc: 0.7477, loss_cls: 2.1434, loss: 2.1434, grad_norm: 5.5369 2021-08-17 04:57:00,211 - mmaction - INFO - Epoch [22][660/2640] lr: 1.000e-03, eta: 9:07:23, time: 0.423, data_time: 0.001, memory: 5694, top1_acc: 0.4313, top5_acc: 0.7219, loss_cls: 2.2412, loss: 2.2412, grad_norm: 5.4764 2021-08-17 04:57:08,625 - mmaction - INFO - Epoch [22][680/2640] lr: 1.000e-03, eta: 9:07:14, time: 0.421, data_time: 0.001, memory: 5694, top1_acc: 0.4445, top5_acc: 0.7133, loss_cls: 2.2396, loss: 2.2396, grad_norm: 5.5444 2021-08-17 04:57:17,086 - mmaction - INFO - Epoch [22][700/2640] lr: 1.000e-03, eta: 9:07:05, time: 0.423, data_time: 0.001, memory: 5694, top1_acc: 0.4437, top5_acc: 0.7164, loss_cls: 2.2436, loss: 2.2436, grad_norm: 5.6318 2021-08-17 04:57:25,522 - mmaction - INFO - Epoch [22][720/2640] lr: 1.000e-03, eta: 9:06:56, time: 0.422, data_time: 0.000, memory: 5694, top1_acc: 0.4391, top5_acc: 0.7344, loss_cls: 2.2075, loss: 2.2075, grad_norm: 5.6349 2021-08-17 04:57:33,940 - mmaction - INFO - Epoch [22][740/2640] lr: 1.000e-03, eta: 9:06:47, time: 0.421, data_time: 0.001, memory: 5694, top1_acc: 0.4352, top5_acc: 0.7219, loss_cls: 2.2344, loss: 2.2344, grad_norm: 5.5903 2021-08-17 04:57:42,386 - mmaction - INFO - Epoch [22][760/2640] lr: 1.000e-03, eta: 9:06:38, time: 0.422, data_time: 0.001, memory: 5694, top1_acc: 0.4414, top5_acc: 0.7266, loss_cls: 2.2222, loss: 2.2222, grad_norm: 5.4735 2021-08-17 04:57:50,831 - mmaction - INFO - Epoch [22][780/2640] lr: 1.000e-03, eta: 9:06:29, time: 0.422, data_time: 0.001, memory: 5694, top1_acc: 0.4406, top5_acc: 0.7336, loss_cls: 2.1655, loss: 2.1655, grad_norm: 5.3887 2021-08-17 04:57:59,276 - mmaction - INFO - Epoch [22][800/2640] lr: 1.000e-03, eta: 9:06:20, time: 0.422, data_time: 0.001, memory: 5694, top1_acc: 0.4477, top5_acc: 0.7336, loss_cls: 2.1781, loss: 2.1781, grad_norm: 5.3639 2021-08-17 04:58:07,753 - mmaction - INFO - Epoch [22][820/2640] lr: 1.000e-03, eta: 9:06:11, time: 0.424, data_time: 0.000, memory: 5694, top1_acc: 0.4359, top5_acc: 0.7391, loss_cls: 2.1721, loss: 2.1721, grad_norm: 5.4554 2021-08-17 04:58:16,211 - mmaction - INFO - Epoch [22][840/2640] lr: 1.000e-03, eta: 9:06:03, time: 0.423, data_time: 0.001, memory: 5694, top1_acc: 0.4031, top5_acc: 0.7156, loss_cls: 2.3183, loss: 2.3183, grad_norm: 5.7166 2021-08-17 04:58:24,643 - mmaction - INFO - Epoch [22][860/2640] lr: 1.000e-03, eta: 9:05:54, time: 0.422, data_time: 0.001, memory: 5694, top1_acc: 0.4484, top5_acc: 0.7352, loss_cls: 2.2062, loss: 2.2062, grad_norm: 5.5981 2021-08-17 04:58:33,086 - mmaction - INFO - Epoch [22][880/2640] lr: 1.000e-03, eta: 9:05:45, time: 0.422, data_time: 0.001, memory: 5694, top1_acc: 0.4289, top5_acc: 0.7219, loss_cls: 2.2807, loss: 2.2807, grad_norm: 5.7498 2021-08-17 04:58:41,534 - mmaction - INFO - Epoch [22][900/2640] lr: 1.000e-03, eta: 9:05:36, time: 0.422, data_time: 0.001, memory: 5694, top1_acc: 0.4414, top5_acc: 0.7336, loss_cls: 2.1996, loss: 2.1996, grad_norm: 5.6622 2021-08-17 04:58:49,962 - mmaction - INFO - Epoch [22][920/2640] lr: 1.000e-03, eta: 9:05:27, time: 0.422, data_time: 0.001, memory: 5694, top1_acc: 0.4453, top5_acc: 0.7328, loss_cls: 2.2049, loss: 2.2049, grad_norm: 5.4916 2021-08-17 04:58:58,390 - mmaction - INFO - Epoch [22][940/2640] lr: 1.000e-03, eta: 9:05:18, time: 0.421, data_time: 0.001, memory: 5694, top1_acc: 0.4273, top5_acc: 0.6992, loss_cls: 2.3383, loss: 2.3383, grad_norm: 5.7724 2021-08-17 04:59:06,823 - mmaction - INFO - Epoch [22][960/2640] lr: 1.000e-03, eta: 9:05:09, time: 0.422, data_time: 0.000, memory: 5694, top1_acc: 0.4297, top5_acc: 0.7234, loss_cls: 2.2753, loss: 2.2753, grad_norm: 5.6967 2021-08-17 04:59:15,265 - mmaction - INFO - Epoch [22][980/2640] lr: 1.000e-03, eta: 9:05:00, time: 0.422, data_time: 0.001, memory: 5694, top1_acc: 0.4273, top5_acc: 0.7367, loss_cls: 2.2057, loss: 2.2057, grad_norm: 5.5211 2021-08-17 04:59:23,736 - mmaction - INFO - Epoch [22][1000/2640] lr: 1.000e-03, eta: 9:04:51, time: 0.423, data_time: 0.000, memory: 5694, top1_acc: 0.4367, top5_acc: 0.7273, loss_cls: 2.1803, loss: 2.1803, grad_norm: 5.5602 2021-08-17 04:59:32,221 - mmaction - INFO - Epoch [22][1020/2640] lr: 1.000e-03, eta: 9:04:42, time: 0.424, data_time: 0.002, memory: 5694, top1_acc: 0.4367, top5_acc: 0.7398, loss_cls: 2.1685, loss: 2.1685, grad_norm: 5.6067 2021-08-17 04:59:40,684 - mmaction - INFO - Epoch [22][1040/2640] lr: 1.000e-03, eta: 9:04:33, time: 0.423, data_time: 0.000, memory: 5694, top1_acc: 0.4562, top5_acc: 0.7312, loss_cls: 2.2010, loss: 2.2010, grad_norm: 5.6092 2021-08-17 04:59:49,163 - mmaction - INFO - Epoch [22][1060/2640] lr: 1.000e-03, eta: 9:04:24, time: 0.424, data_time: 0.001, memory: 5694, top1_acc: 0.4391, top5_acc: 0.7258, loss_cls: 2.2639, loss: 2.2639, grad_norm: 5.5563 2021-08-17 04:59:57,628 - mmaction - INFO - Epoch [22][1080/2640] lr: 1.000e-03, eta: 9:04:15, time: 0.423, data_time: 0.000, memory: 5694, top1_acc: 0.4414, top5_acc: 0.7250, loss_cls: 2.1872, loss: 2.1872, grad_norm: 5.5911 2021-08-17 05:00:06,082 - mmaction - INFO - Epoch [22][1100/2640] lr: 1.000e-03, eta: 9:04:07, time: 0.423, data_time: 0.000, memory: 5694, top1_acc: 0.4352, top5_acc: 0.7250, loss_cls: 2.2626, loss: 2.2626, grad_norm: 5.7404 2021-08-17 05:00:14,545 - mmaction - INFO - Epoch [22][1120/2640] lr: 1.000e-03, eta: 9:03:58, time: 0.423, data_time: 0.000, memory: 5694, top1_acc: 0.4562, top5_acc: 0.7445, loss_cls: 2.1467, loss: 2.1467, grad_norm: 5.5539 2021-08-17 05:00:22,994 - mmaction - INFO - Epoch [22][1140/2640] lr: 1.000e-03, eta: 9:03:49, time: 0.423, data_time: 0.001, memory: 5694, top1_acc: 0.4523, top5_acc: 0.7531, loss_cls: 2.1131, loss: 2.1131, grad_norm: 5.4875 2021-08-17 05:00:31,459 - mmaction - INFO - Epoch [22][1160/2640] lr: 1.000e-03, eta: 9:03:40, time: 0.423, data_time: 0.001, memory: 5694, top1_acc: 0.4437, top5_acc: 0.7258, loss_cls: 2.2134, loss: 2.2134, grad_norm: 5.6423 2021-08-17 05:00:39,915 - mmaction - INFO - Epoch [22][1180/2640] lr: 1.000e-03, eta: 9:03:31, time: 0.423, data_time: 0.002, memory: 5694, top1_acc: 0.4547, top5_acc: 0.7063, loss_cls: 2.2265, loss: 2.2265, grad_norm: 5.6881 2021-08-17 05:00:48,358 - mmaction - INFO - Epoch [22][1200/2640] lr: 1.000e-03, eta: 9:03:22, time: 0.422, data_time: 0.001, memory: 5694, top1_acc: 0.4430, top5_acc: 0.7336, loss_cls: 2.1963, loss: 2.1963, grad_norm: 5.7643 2021-08-17 05:00:56,818 - mmaction - INFO - Epoch [22][1220/2640] lr: 1.000e-03, eta: 9:03:13, time: 0.423, data_time: 0.001, memory: 5694, top1_acc: 0.4102, top5_acc: 0.7031, loss_cls: 2.3590, loss: 2.3590, grad_norm: 5.7118 2021-08-17 05:01:05,300 - mmaction - INFO - Epoch [22][1240/2640] lr: 1.000e-03, eta: 9:03:04, time: 0.424, data_time: 0.000, memory: 5694, top1_acc: 0.4469, top5_acc: 0.7281, loss_cls: 2.2339, loss: 2.2339, grad_norm: 5.7710 2021-08-17 05:01:13,742 - mmaction - INFO - Epoch [22][1260/2640] lr: 1.000e-03, eta: 9:02:55, time: 0.422, data_time: 0.000, memory: 5694, top1_acc: 0.4313, top5_acc: 0.7359, loss_cls: 2.2189, loss: 2.2189, grad_norm: 5.5475 2021-08-17 05:01:22,172 - mmaction - INFO - Epoch [22][1280/2640] lr: 1.000e-03, eta: 9:02:46, time: 0.421, data_time: 0.000, memory: 5694, top1_acc: 0.4344, top5_acc: 0.7453, loss_cls: 2.2163, loss: 2.2163, grad_norm: 5.6720 2021-08-17 05:01:30,621 - mmaction - INFO - Epoch [22][1300/2640] lr: 1.000e-03, eta: 9:02:37, time: 0.422, data_time: 0.001, memory: 5694, top1_acc: 0.4453, top5_acc: 0.7352, loss_cls: 2.1640, loss: 2.1640, grad_norm: 5.6556 2021-08-17 05:01:39,067 - mmaction - INFO - Epoch [22][1320/2640] lr: 1.000e-03, eta: 9:02:28, time: 0.422, data_time: 0.001, memory: 5694, top1_acc: 0.4516, top5_acc: 0.7352, loss_cls: 2.1902, loss: 2.1902, grad_norm: 5.7699 2021-08-17 05:01:47,510 - mmaction - INFO - Epoch [22][1340/2640] lr: 1.000e-03, eta: 9:02:19, time: 0.422, data_time: 0.000, memory: 5694, top1_acc: 0.4250, top5_acc: 0.7266, loss_cls: 2.2191, loss: 2.2191, grad_norm: 5.7991 2021-08-17 05:01:55,962 - mmaction - INFO - Epoch [22][1360/2640] lr: 1.000e-03, eta: 9:02:11, time: 0.422, data_time: 0.000, memory: 5694, top1_acc: 0.4469, top5_acc: 0.7305, loss_cls: 2.2051, loss: 2.2051, grad_norm: 5.5680 2021-08-17 05:02:04,433 - mmaction - INFO - Epoch [22][1380/2640] lr: 1.000e-03, eta: 9:02:02, time: 0.424, data_time: 0.001, memory: 5694, top1_acc: 0.4523, top5_acc: 0.7328, loss_cls: 2.1317, loss: 2.1317, grad_norm: 5.5534 2021-08-17 05:02:12,842 - mmaction - INFO - Epoch [22][1400/2640] lr: 1.000e-03, eta: 9:01:53, time: 0.421, data_time: 0.001, memory: 5694, top1_acc: 0.4422, top5_acc: 0.7242, loss_cls: 2.2157, loss: 2.2157, grad_norm: 5.6114 2021-08-17 05:02:21,295 - mmaction - INFO - Epoch [22][1420/2640] lr: 1.000e-03, eta: 9:01:44, time: 0.423, data_time: 0.002, memory: 5694, top1_acc: 0.4078, top5_acc: 0.7180, loss_cls: 2.3307, loss: 2.3307, grad_norm: 5.7401 2021-08-17 05:02:29,723 - mmaction - INFO - Epoch [22][1440/2640] lr: 1.000e-03, eta: 9:01:35, time: 0.421, data_time: 0.000, memory: 5694, top1_acc: 0.4422, top5_acc: 0.7141, loss_cls: 2.2238, loss: 2.2238, grad_norm: 5.7904 2021-08-17 05:02:38,165 - mmaction - INFO - Epoch [22][1460/2640] lr: 1.000e-03, eta: 9:01:26, time: 0.422, data_time: 0.001, memory: 5694, top1_acc: 0.4258, top5_acc: 0.7180, loss_cls: 2.2772, loss: 2.2772, grad_norm: 5.9142 2021-08-17 05:02:46,611 - mmaction - INFO - Epoch [22][1480/2640] lr: 1.000e-03, eta: 9:01:17, time: 0.422, data_time: 0.001, memory: 5694, top1_acc: 0.4281, top5_acc: 0.7164, loss_cls: 2.2846, loss: 2.2846, grad_norm: 5.8842 2021-08-17 05:02:55,026 - mmaction - INFO - Epoch [22][1500/2640] lr: 1.000e-03, eta: 9:01:08, time: 0.421, data_time: 0.001, memory: 5694, top1_acc: 0.4352, top5_acc: 0.7172, loss_cls: 2.2465, loss: 2.2465, grad_norm: 5.6453 2021-08-17 05:03:03,467 - mmaction - INFO - Epoch [22][1520/2640] lr: 1.000e-03, eta: 9:00:59, time: 0.422, data_time: 0.001, memory: 5694, top1_acc: 0.4422, top5_acc: 0.7281, loss_cls: 2.2083, loss: 2.2083, grad_norm: 5.6834 2021-08-17 05:03:11,932 - mmaction - INFO - Epoch [22][1540/2640] lr: 1.000e-03, eta: 9:00:50, time: 0.423, data_time: 0.000, memory: 5694, top1_acc: 0.4242, top5_acc: 0.7070, loss_cls: 2.2523, loss: 2.2523, grad_norm: 5.8772 2021-08-17 05:03:20,383 - mmaction - INFO - Epoch [22][1560/2640] lr: 1.000e-03, eta: 9:00:41, time: 0.423, data_time: 0.001, memory: 5694, top1_acc: 0.4477, top5_acc: 0.7383, loss_cls: 2.1400, loss: 2.1400, grad_norm: 5.5019 2021-08-17 05:03:28,834 - mmaction - INFO - Epoch [22][1580/2640] lr: 1.000e-03, eta: 9:00:32, time: 0.422, data_time: 0.001, memory: 5694, top1_acc: 0.4195, top5_acc: 0.7227, loss_cls: 2.3120, loss: 2.3120, grad_norm: 5.7011 2021-08-17 05:03:37,268 - mmaction - INFO - Epoch [22][1600/2640] lr: 1.000e-03, eta: 9:00:23, time: 0.422, data_time: 0.001, memory: 5694, top1_acc: 0.4336, top5_acc: 0.7133, loss_cls: 2.3032, loss: 2.3032, grad_norm: 5.9891 2021-08-17 05:03:45,705 - mmaction - INFO - Epoch [22][1620/2640] lr: 1.000e-03, eta: 9:00:15, time: 0.422, data_time: 0.001, memory: 5694, top1_acc: 0.4445, top5_acc: 0.7242, loss_cls: 2.2106, loss: 2.2106, grad_norm: 5.7284 2021-08-17 05:03:54,177 - mmaction - INFO - Epoch [22][1640/2640] lr: 1.000e-03, eta: 9:00:06, time: 0.424, data_time: 0.001, memory: 5694, top1_acc: 0.4516, top5_acc: 0.7242, loss_cls: 2.2304, loss: 2.2304, grad_norm: 5.6950 2021-08-17 05:04:02,589 - mmaction - INFO - Epoch [22][1660/2640] lr: 1.000e-03, eta: 8:59:57, time: 0.421, data_time: 0.000, memory: 5694, top1_acc: 0.4398, top5_acc: 0.7211, loss_cls: 2.1922, loss: 2.1922, grad_norm: 5.5119 2021-08-17 05:04:11,029 - mmaction - INFO - Epoch [22][1680/2640] lr: 1.000e-03, eta: 8:59:48, time: 0.422, data_time: 0.001, memory: 5694, top1_acc: 0.4430, top5_acc: 0.7180, loss_cls: 2.2435, loss: 2.2435, grad_norm: 5.4792 2021-08-17 05:04:19,442 - mmaction - INFO - Epoch [22][1700/2640] lr: 1.000e-03, eta: 8:59:39, time: 0.421, data_time: 0.001, memory: 5694, top1_acc: 0.4117, top5_acc: 0.7016, loss_cls: 2.3442, loss: 2.3442, grad_norm: 5.8165 2021-08-17 05:04:27,881 - mmaction - INFO - Epoch [22][1720/2640] lr: 1.000e-03, eta: 8:59:30, time: 0.422, data_time: 0.001, memory: 5694, top1_acc: 0.4367, top5_acc: 0.7266, loss_cls: 2.2135, loss: 2.2135, grad_norm: 5.5894 2021-08-17 05:04:36,301 - mmaction - INFO - Epoch [22][1740/2640] lr: 1.000e-03, eta: 8:59:21, time: 0.421, data_time: 0.000, memory: 5694, top1_acc: 0.4289, top5_acc: 0.7242, loss_cls: 2.2459, loss: 2.2459, grad_norm: 5.8252 2021-08-17 05:04:44,729 - mmaction - INFO - Epoch [22][1760/2640] lr: 1.000e-03, eta: 8:59:12, time: 0.421, data_time: 0.000, memory: 5694, top1_acc: 0.4602, top5_acc: 0.7375, loss_cls: 2.1582, loss: 2.1582, grad_norm: 5.4483 2021-08-17 05:04:53,137 - mmaction - INFO - Epoch [22][1780/2640] lr: 1.000e-03, eta: 8:59:03, time: 0.421, data_time: 0.002, memory: 5694, top1_acc: 0.4328, top5_acc: 0.7125, loss_cls: 2.2591, loss: 2.2591, grad_norm: 5.7709 2021-08-17 05:05:01,536 - mmaction - INFO - Epoch [22][1800/2640] lr: 1.000e-03, eta: 8:58:54, time: 0.420, data_time: 0.000, memory: 5694, top1_acc: 0.4320, top5_acc: 0.7328, loss_cls: 2.2351, loss: 2.2351, grad_norm: 5.7152 2021-08-17 05:05:09,957 - mmaction - INFO - Epoch [22][1820/2640] lr: 1.000e-03, eta: 8:58:45, time: 0.421, data_time: 0.001, memory: 5694, top1_acc: 0.4500, top5_acc: 0.7445, loss_cls: 2.1538, loss: 2.1538, grad_norm: 5.5721 2021-08-17 05:05:18,368 - mmaction - INFO - Epoch [22][1840/2640] lr: 1.000e-03, eta: 8:58:36, time: 0.421, data_time: 0.000, memory: 5694, top1_acc: 0.4313, top5_acc: 0.7156, loss_cls: 2.2480, loss: 2.2480, grad_norm: 5.7292 2021-08-17 05:05:26,824 - mmaction - INFO - Epoch [22][1860/2640] lr: 1.000e-03, eta: 8:58:27, time: 0.423, data_time: 0.001, memory: 5694, top1_acc: 0.4477, top5_acc: 0.7312, loss_cls: 2.2062, loss: 2.2062, grad_norm: 5.6553 2021-08-17 05:05:35,239 - mmaction - INFO - Epoch [22][1880/2640] lr: 1.000e-03, eta: 8:58:18, time: 0.421, data_time: 0.000, memory: 5694, top1_acc: 0.4664, top5_acc: 0.7398, loss_cls: 2.1533, loss: 2.1533, grad_norm: 5.5810 2021-08-17 05:05:43,657 - mmaction - INFO - Epoch [22][1900/2640] lr: 1.000e-03, eta: 8:58:09, time: 0.421, data_time: 0.001, memory: 5694, top1_acc: 0.4195, top5_acc: 0.7234, loss_cls: 2.2466, loss: 2.2466, grad_norm: 5.8319 2021-08-17 05:05:52,089 - mmaction - INFO - Epoch [22][1920/2640] lr: 1.000e-03, eta: 8:58:00, time: 0.422, data_time: 0.001, memory: 5694, top1_acc: 0.4359, top5_acc: 0.7156, loss_cls: 2.2813, loss: 2.2813, grad_norm: 5.8794 2021-08-17 05:06:00,508 - mmaction - INFO - Epoch [22][1940/2640] lr: 1.000e-03, eta: 8:57:51, time: 0.421, data_time: 0.000, memory: 5694, top1_acc: 0.4328, top5_acc: 0.7180, loss_cls: 2.2593, loss: 2.2593, grad_norm: 5.9526 2021-08-17 05:06:08,906 - mmaction - INFO - Epoch [22][1960/2640] lr: 1.000e-03, eta: 8:57:42, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.4664, top5_acc: 0.7312, loss_cls: 2.2088, loss: 2.2088, grad_norm: 5.8505 2021-08-17 05:06:17,351 - mmaction - INFO - Epoch [22][1980/2640] lr: 1.000e-03, eta: 8:57:34, time: 0.422, data_time: 0.001, memory: 5694, top1_acc: 0.4453, top5_acc: 0.7234, loss_cls: 2.2082, loss: 2.2082, grad_norm: 5.5999 2021-08-17 05:06:25,749 - mmaction - INFO - Epoch [22][2000/2640] lr: 1.000e-03, eta: 8:57:25, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.4273, top5_acc: 0.7289, loss_cls: 2.1894, loss: 2.1894, grad_norm: 5.6430 2021-08-17 05:06:34,197 - mmaction - INFO - Epoch [22][2020/2640] lr: 1.000e-03, eta: 8:57:16, time: 0.423, data_time: 0.000, memory: 5694, top1_acc: 0.4492, top5_acc: 0.7352, loss_cls: 2.1473, loss: 2.1473, grad_norm: 5.6912 2021-08-17 05:06:42,590 - mmaction - INFO - Epoch [22][2040/2640] lr: 1.000e-03, eta: 8:57:07, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.4594, top5_acc: 0.7461, loss_cls: 2.1357, loss: 2.1357, grad_norm: 5.6753 2021-08-17 05:06:51,005 - mmaction - INFO - Epoch [22][2060/2640] lr: 1.000e-03, eta: 8:56:58, time: 0.421, data_time: 0.001, memory: 5694, top1_acc: 0.4625, top5_acc: 0.7203, loss_cls: 2.1964, loss: 2.1964, grad_norm: 5.7804 2021-08-17 05:06:59,432 - mmaction - INFO - Epoch [22][2080/2640] lr: 1.000e-03, eta: 8:56:49, time: 0.421, data_time: 0.000, memory: 5694, top1_acc: 0.4523, top5_acc: 0.7453, loss_cls: 2.1876, loss: 2.1876, grad_norm: 5.9581 2021-08-17 05:07:07,873 - mmaction - INFO - Epoch [22][2100/2640] lr: 1.000e-03, eta: 8:56:40, time: 0.422, data_time: 0.002, memory: 5694, top1_acc: 0.4430, top5_acc: 0.7203, loss_cls: 2.1982, loss: 2.1982, grad_norm: 5.6637 2021-08-17 05:07:16,268 - mmaction - INFO - Epoch [22][2120/2640] lr: 1.000e-03, eta: 8:56:31, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.4562, top5_acc: 0.7406, loss_cls: 2.1633, loss: 2.1633, grad_norm: 5.5903 2021-08-17 05:07:24,674 - mmaction - INFO - Epoch [22][2140/2640] lr: 1.000e-03, eta: 8:56:22, time: 0.421, data_time: 0.001, memory: 5694, top1_acc: 0.4109, top5_acc: 0.7094, loss_cls: 2.2796, loss: 2.2796, grad_norm: 5.8145 2021-08-17 05:07:33,111 - mmaction - INFO - Epoch [22][2160/2640] lr: 1.000e-03, eta: 8:56:13, time: 0.422, data_time: 0.001, memory: 5694, top1_acc: 0.4367, top5_acc: 0.7297, loss_cls: 2.2000, loss: 2.2000, grad_norm: 5.7221 2021-08-17 05:07:41,546 - mmaction - INFO - Epoch [22][2180/2640] lr: 1.000e-03, eta: 8:56:04, time: 0.422, data_time: 0.001, memory: 5694, top1_acc: 0.4391, top5_acc: 0.7156, loss_cls: 2.2391, loss: 2.2391, grad_norm: 5.5721 2021-08-17 05:07:49,990 - mmaction - INFO - Epoch [22][2200/2640] lr: 1.000e-03, eta: 8:55:55, time: 0.422, data_time: 0.001, memory: 5694, top1_acc: 0.4555, top5_acc: 0.7359, loss_cls: 2.1838, loss: 2.1838, grad_norm: 5.7559 2021-08-17 05:07:58,419 - mmaction - INFO - Epoch [22][2220/2640] lr: 1.000e-03, eta: 8:55:46, time: 0.421, data_time: 0.000, memory: 5694, top1_acc: 0.4508, top5_acc: 0.7242, loss_cls: 2.2129, loss: 2.2129, grad_norm: 5.6906 2021-08-17 05:08:06,884 - mmaction - INFO - Epoch [22][2240/2640] lr: 1.000e-03, eta: 8:55:37, time: 0.424, data_time: 0.001, memory: 5694, top1_acc: 0.4570, top5_acc: 0.7406, loss_cls: 2.2281, loss: 2.2281, grad_norm: 5.7165 2021-08-17 05:08:15,317 - mmaction - INFO - Epoch [22][2260/2640] lr: 1.000e-03, eta: 8:55:28, time: 0.422, data_time: 0.000, memory: 5694, top1_acc: 0.4336, top5_acc: 0.7109, loss_cls: 2.2274, loss: 2.2274, grad_norm: 5.7608 2021-08-17 05:08:23,765 - mmaction - INFO - Epoch [22][2280/2640] lr: 1.000e-03, eta: 8:55:19, time: 0.422, data_time: 0.000, memory: 5694, top1_acc: 0.4242, top5_acc: 0.7289, loss_cls: 2.1825, loss: 2.1825, grad_norm: 5.7123 2021-08-17 05:08:32,206 - mmaction - INFO - Epoch [22][2300/2640] lr: 1.000e-03, eta: 8:55:11, time: 0.422, data_time: 0.001, memory: 5694, top1_acc: 0.4430, top5_acc: 0.7203, loss_cls: 2.1941, loss: 2.1941, grad_norm: 5.6866 2021-08-17 05:08:40,595 - mmaction - INFO - Epoch [22][2320/2640] lr: 1.000e-03, eta: 8:55:02, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.4117, top5_acc: 0.7148, loss_cls: 2.2632, loss: 2.2632, grad_norm: 5.8479 2021-08-17 05:08:49,014 - mmaction - INFO - Epoch [22][2340/2640] lr: 1.000e-03, eta: 8:54:53, time: 0.421, data_time: 0.001, memory: 5694, top1_acc: 0.4250, top5_acc: 0.7500, loss_cls: 2.2013, loss: 2.2013, grad_norm: 5.7349 2021-08-17 05:08:57,425 - mmaction - INFO - Epoch [22][2360/2640] lr: 1.000e-03, eta: 8:54:44, time: 0.421, data_time: 0.000, memory: 5694, top1_acc: 0.4398, top5_acc: 0.7156, loss_cls: 2.2407, loss: 2.2407, grad_norm: 5.7558 2021-08-17 05:09:05,873 - mmaction - INFO - Epoch [22][2380/2640] lr: 1.000e-03, eta: 8:54:35, time: 0.422, data_time: 0.002, memory: 5694, top1_acc: 0.4445, top5_acc: 0.7273, loss_cls: 2.1811, loss: 2.1811, grad_norm: 5.5556 2021-08-17 05:09:14,252 - mmaction - INFO - Epoch [22][2400/2640] lr: 1.000e-03, eta: 8:54:26, time: 0.419, data_time: 0.000, memory: 5694, top1_acc: 0.4336, top5_acc: 0.7305, loss_cls: 2.2092, loss: 2.2092, grad_norm: 5.7390 2021-08-17 05:09:22,675 - mmaction - INFO - Epoch [22][2420/2640] lr: 1.000e-03, eta: 8:54:17, time: 0.421, data_time: 0.001, memory: 5694, top1_acc: 0.4258, top5_acc: 0.7211, loss_cls: 2.2169, loss: 2.2169, grad_norm: 5.8643 2021-08-17 05:09:31,110 - mmaction - INFO - Epoch [22][2440/2640] lr: 1.000e-03, eta: 8:54:08, time: 0.422, data_time: 0.000, memory: 5694, top1_acc: 0.4461, top5_acc: 0.7266, loss_cls: 2.1575, loss: 2.1575, grad_norm: 5.6917 2021-08-17 05:09:39,537 - mmaction - INFO - Epoch [22][2460/2640] lr: 1.000e-03, eta: 8:53:59, time: 0.422, data_time: 0.002, memory: 5694, top1_acc: 0.4180, top5_acc: 0.7266, loss_cls: 2.2561, loss: 2.2561, grad_norm: 5.8453 2021-08-17 05:09:47,970 - mmaction - INFO - Epoch [22][2480/2640] lr: 1.000e-03, eta: 8:53:50, time: 0.422, data_time: 0.001, memory: 5694, top1_acc: 0.4344, top5_acc: 0.7125, loss_cls: 2.2228, loss: 2.2228, grad_norm: 5.9124 2021-08-17 05:09:56,403 - mmaction - INFO - Epoch [22][2500/2640] lr: 1.000e-03, eta: 8:53:41, time: 0.422, data_time: 0.000, memory: 5694, top1_acc: 0.4367, top5_acc: 0.7328, loss_cls: 2.1795, loss: 2.1795, grad_norm: 5.7023 2021-08-17 05:10:04,841 - mmaction - INFO - Epoch [22][2520/2640] lr: 1.000e-03, eta: 8:53:32, time: 0.422, data_time: 0.000, memory: 5694, top1_acc: 0.4359, top5_acc: 0.7352, loss_cls: 2.1568, loss: 2.1568, grad_norm: 5.5618 2021-08-17 05:10:13,254 - mmaction - INFO - Epoch [22][2540/2640] lr: 1.000e-03, eta: 8:53:23, time: 0.421, data_time: 0.001, memory: 5694, top1_acc: 0.4352, top5_acc: 0.7273, loss_cls: 2.1809, loss: 2.1809, grad_norm: 5.7450 2021-08-17 05:10:21,679 - mmaction - INFO - Epoch [22][2560/2640] lr: 1.000e-03, eta: 8:53:14, time: 0.421, data_time: 0.001, memory: 5694, top1_acc: 0.4453, top5_acc: 0.7477, loss_cls: 2.1660, loss: 2.1660, grad_norm: 5.7054 2021-08-17 05:10:30,112 - mmaction - INFO - Epoch [22][2580/2640] lr: 1.000e-03, eta: 8:53:05, time: 0.422, data_time: 0.001, memory: 5694, top1_acc: 0.4203, top5_acc: 0.7383, loss_cls: 2.1958, loss: 2.1958, grad_norm: 5.7833 2021-08-17 05:10:38,544 - mmaction - INFO - Epoch [22][2600/2640] lr: 1.000e-03, eta: 8:52:57, time: 0.422, data_time: 0.000, memory: 5694, top1_acc: 0.4500, top5_acc: 0.7258, loss_cls: 2.1658, loss: 2.1658, grad_norm: 5.6688 2021-08-17 05:10:46,991 - mmaction - INFO - Epoch [22][2620/2640] lr: 1.000e-03, eta: 8:52:48, time: 0.422, data_time: 0.001, memory: 5694, top1_acc: 0.4484, top5_acc: 0.7289, loss_cls: 2.1944, loss: 2.1944, grad_norm: 5.6826 2021-08-17 05:10:55,177 - mmaction - INFO - Epoch [22][2640/2640] lr: 1.000e-03, eta: 8:52:38, time: 0.409, data_time: 0.000, memory: 5694, top1_acc: 0.4435, top5_acc: 0.7282, loss_cls: 2.1977, loss: 2.1977, grad_norm: 5.6694 2021-08-17 05:10:56,161 - mmaction - INFO - Saving checkpoint at 22 epochs 2021-08-17 05:11:35,232 - mmaction - INFO - Epoch [23][20/2640] lr: 1.000e-03, eta: 8:53:08, time: 1.921, data_time: 1.521, memory: 5694, top1_acc: 0.4484, top5_acc: 0.7375, loss_cls: 2.1953, loss: 2.1953, grad_norm: 5.7971 2021-08-17 05:11:43,207 - mmaction - INFO - Epoch [23][40/2640] lr: 1.000e-03, eta: 8:52:58, time: 0.399, data_time: 0.003, memory: 5694, top1_acc: 0.4125, top5_acc: 0.7086, loss_cls: 2.2437, loss: 2.2437, grad_norm: 5.8002 2021-08-17 05:11:51,194 - mmaction - INFO - Epoch [23][60/2640] lr: 1.000e-03, eta: 8:52:49, time: 0.399, data_time: 0.000, memory: 5694, top1_acc: 0.4445, top5_acc: 0.7359, loss_cls: 2.1783, loss: 2.1783, grad_norm: 5.7514 2021-08-17 05:11:59,284 - mmaction - INFO - Epoch [23][80/2640] lr: 1.000e-03, eta: 8:52:39, time: 0.404, data_time: 0.001, memory: 5694, top1_acc: 0.4508, top5_acc: 0.7219, loss_cls: 2.2133, loss: 2.2133, grad_norm: 5.7843 2021-08-17 05:12:07,444 - mmaction - INFO - Epoch [23][100/2640] lr: 1.000e-03, eta: 8:52:30, time: 0.408, data_time: 0.001, memory: 5694, top1_acc: 0.4484, top5_acc: 0.7266, loss_cls: 2.1834, loss: 2.1834, grad_norm: 5.8139 2021-08-17 05:12:15,757 - mmaction - INFO - Epoch [23][120/2640] lr: 1.000e-03, eta: 8:52:21, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.4422, top5_acc: 0.7188, loss_cls: 2.1864, loss: 2.1864, grad_norm: 5.6035 2021-08-17 05:12:24,085 - mmaction - INFO - Epoch [23][140/2640] lr: 1.000e-03, eta: 8:52:12, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.4570, top5_acc: 0.7508, loss_cls: 2.1496, loss: 2.1496, grad_norm: 5.7797 2021-08-17 05:12:32,476 - mmaction - INFO - Epoch [23][160/2640] lr: 1.000e-03, eta: 8:52:03, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.4242, top5_acc: 0.7188, loss_cls: 2.2624, loss: 2.2624, grad_norm: 6.0214 2021-08-17 05:12:40,864 - mmaction - INFO - Epoch [23][180/2640] lr: 1.000e-03, eta: 8:51:54, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.4555, top5_acc: 0.7359, loss_cls: 2.1715, loss: 2.1715, grad_norm: 5.8692 2021-08-17 05:12:49,233 - mmaction - INFO - Epoch [23][200/2640] lr: 1.000e-03, eta: 8:51:45, time: 0.418, data_time: 0.000, memory: 5694, top1_acc: 0.4656, top5_acc: 0.7211, loss_cls: 2.1920, loss: 2.1920, grad_norm: 5.9406 2021-08-17 05:12:57,620 - mmaction - INFO - Epoch [23][220/2640] lr: 1.000e-03, eta: 8:51:36, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.4281, top5_acc: 0.7289, loss_cls: 2.2267, loss: 2.2267, grad_norm: 5.8350 2021-08-17 05:13:06,011 - mmaction - INFO - Epoch [23][240/2640] lr: 1.000e-03, eta: 8:51:27, time: 0.420, data_time: 0.000, memory: 5694, top1_acc: 0.4195, top5_acc: 0.7109, loss_cls: 2.2925, loss: 2.2925, grad_norm: 5.9444 2021-08-17 05:13:14,355 - mmaction - INFO - Epoch [23][260/2640] lr: 1.000e-03, eta: 8:51:18, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.4680, top5_acc: 0.7391, loss_cls: 2.1388, loss: 2.1388, grad_norm: 5.5814 2021-08-17 05:13:22,725 - mmaction - INFO - Epoch [23][280/2640] lr: 1.000e-03, eta: 8:51:09, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.4227, top5_acc: 0.7039, loss_cls: 2.2638, loss: 2.2638, grad_norm: 6.0102 2021-08-17 05:13:31,085 - mmaction - INFO - Epoch [23][300/2640] lr: 1.000e-03, eta: 8:51:00, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.4523, top5_acc: 0.7414, loss_cls: 2.1436, loss: 2.1436, grad_norm: 5.7823 2021-08-17 05:13:39,443 - mmaction - INFO - Epoch [23][320/2640] lr: 1.000e-03, eta: 8:50:51, time: 0.418, data_time: 0.002, memory: 5694, top1_acc: 0.4359, top5_acc: 0.7281, loss_cls: 2.1681, loss: 2.1681, grad_norm: 5.9316 2021-08-17 05:13:47,808 - mmaction - INFO - Epoch [23][340/2640] lr: 1.000e-03, eta: 8:50:42, time: 0.418, data_time: 0.000, memory: 5694, top1_acc: 0.4359, top5_acc: 0.7250, loss_cls: 2.1836, loss: 2.1836, grad_norm: 5.7640 2021-08-17 05:13:56,185 - mmaction - INFO - Epoch [23][360/2640] lr: 1.000e-03, eta: 8:50:33, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.4242, top5_acc: 0.7430, loss_cls: 2.1796, loss: 2.1796, grad_norm: 5.7605 2021-08-17 05:14:04,566 - mmaction - INFO - Epoch [23][380/2640] lr: 1.000e-03, eta: 8:50:24, time: 0.419, data_time: 0.000, memory: 5694, top1_acc: 0.4555, top5_acc: 0.7398, loss_cls: 2.0875, loss: 2.0875, grad_norm: 5.5796 2021-08-17 05:14:12,986 - mmaction - INFO - Epoch [23][400/2640] lr: 1.000e-03, eta: 8:50:15, time: 0.421, data_time: 0.001, memory: 5694, top1_acc: 0.4492, top5_acc: 0.7422, loss_cls: 2.1738, loss: 2.1738, grad_norm: 5.7462 2021-08-17 05:14:21,387 - mmaction - INFO - Epoch [23][420/2640] lr: 1.000e-03, eta: 8:50:06, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.4430, top5_acc: 0.7344, loss_cls: 2.2156, loss: 2.2156, grad_norm: 5.9046 2021-08-17 05:14:29,811 - mmaction - INFO - Epoch [23][440/2640] lr: 1.000e-03, eta: 8:49:57, time: 0.421, data_time: 0.001, memory: 5694, top1_acc: 0.4430, top5_acc: 0.7195, loss_cls: 2.1984, loss: 2.1984, grad_norm: 5.7831 2021-08-17 05:14:38,212 - mmaction - INFO - Epoch [23][460/2640] lr: 1.000e-03, eta: 8:49:48, time: 0.420, data_time: 0.000, memory: 5694, top1_acc: 0.4570, top5_acc: 0.7453, loss_cls: 2.1375, loss: 2.1375, grad_norm: 5.7828 2021-08-17 05:14:46,648 - mmaction - INFO - Epoch [23][480/2640] lr: 1.000e-03, eta: 8:49:39, time: 0.422, data_time: 0.000, memory: 5694, top1_acc: 0.4477, top5_acc: 0.7195, loss_cls: 2.2062, loss: 2.2062, grad_norm: 5.7883 2021-08-17 05:14:55,080 - mmaction - INFO - Epoch [23][500/2640] lr: 1.000e-03, eta: 8:49:30, time: 0.422, data_time: 0.000, memory: 5694, top1_acc: 0.4391, top5_acc: 0.7250, loss_cls: 2.2088, loss: 2.2088, grad_norm: 5.8061 2021-08-17 05:15:03,529 - mmaction - INFO - Epoch [23][520/2640] lr: 1.000e-03, eta: 8:49:21, time: 0.423, data_time: 0.001, memory: 5694, top1_acc: 0.4305, top5_acc: 0.7328, loss_cls: 2.2055, loss: 2.2055, grad_norm: 5.8235 2021-08-17 05:15:11,970 - mmaction - INFO - Epoch [23][540/2640] lr: 1.000e-03, eta: 8:49:12, time: 0.422, data_time: 0.001, memory: 5694, top1_acc: 0.4391, top5_acc: 0.7414, loss_cls: 2.1681, loss: 2.1681, grad_norm: 5.6613 2021-08-17 05:15:20,450 - mmaction - INFO - Epoch [23][560/2640] lr: 1.000e-03, eta: 8:49:03, time: 0.424, data_time: 0.001, memory: 5694, top1_acc: 0.4492, top5_acc: 0.7352, loss_cls: 2.2061, loss: 2.2061, grad_norm: 5.9526 2021-08-17 05:15:28,911 - mmaction - INFO - Epoch [23][580/2640] lr: 1.000e-03, eta: 8:48:54, time: 0.423, data_time: 0.000, memory: 5694, top1_acc: 0.4641, top5_acc: 0.7453, loss_cls: 2.0884, loss: 2.0884, grad_norm: 5.7203 2021-08-17 05:15:37,411 - mmaction - INFO - Epoch [23][600/2640] lr: 1.000e-03, eta: 8:48:45, time: 0.425, data_time: 0.001, memory: 5694, top1_acc: 0.4727, top5_acc: 0.7500, loss_cls: 2.1212, loss: 2.1212, grad_norm: 5.6926 2021-08-17 05:15:45,883 - mmaction - INFO - Epoch [23][620/2640] lr: 1.000e-03, eta: 8:48:37, time: 0.424, data_time: 0.000, memory: 5694, top1_acc: 0.4492, top5_acc: 0.7352, loss_cls: 2.1622, loss: 2.1622, grad_norm: 5.6525 2021-08-17 05:15:54,369 - mmaction - INFO - Epoch [23][640/2640] lr: 1.000e-03, eta: 8:48:28, time: 0.424, data_time: 0.001, memory: 5694, top1_acc: 0.4586, top5_acc: 0.7562, loss_cls: 2.0967, loss: 2.0967, grad_norm: 5.8206 2021-08-17 05:16:02,853 - mmaction - INFO - Epoch [23][660/2640] lr: 1.000e-03, eta: 8:48:19, time: 0.424, data_time: 0.000, memory: 5694, top1_acc: 0.4484, top5_acc: 0.7289, loss_cls: 2.1725, loss: 2.1725, grad_norm: 5.9191 2021-08-17 05:16:11,342 - mmaction - INFO - Epoch [23][680/2640] lr: 1.000e-03, eta: 8:48:10, time: 0.424, data_time: 0.000, memory: 5694, top1_acc: 0.4242, top5_acc: 0.7219, loss_cls: 2.1984, loss: 2.1984, grad_norm: 5.8121 2021-08-17 05:16:19,818 - mmaction - INFO - Epoch [23][700/2640] lr: 1.000e-03, eta: 8:48:01, time: 0.424, data_time: 0.001, memory: 5694, top1_acc: 0.4055, top5_acc: 0.7156, loss_cls: 2.2417, loss: 2.2417, grad_norm: 5.8333 2021-08-17 05:16:28,325 - mmaction - INFO - Epoch [23][720/2640] lr: 1.000e-03, eta: 8:47:52, time: 0.425, data_time: 0.001, memory: 5694, top1_acc: 0.4578, top5_acc: 0.7297, loss_cls: 2.1617, loss: 2.1617, grad_norm: 5.8158 2021-08-17 05:16:36,855 - mmaction - INFO - Epoch [23][740/2640] lr: 1.000e-03, eta: 8:47:43, time: 0.427, data_time: 0.001, memory: 5694, top1_acc: 0.4664, top5_acc: 0.7445, loss_cls: 2.1218, loss: 2.1218, grad_norm: 5.8831 2021-08-17 05:16:45,382 - mmaction - INFO - Epoch [23][760/2640] lr: 1.000e-03, eta: 8:47:35, time: 0.426, data_time: 0.000, memory: 5694, top1_acc: 0.4461, top5_acc: 0.7242, loss_cls: 2.2738, loss: 2.2738, grad_norm: 5.9154 2021-08-17 05:16:53,914 - mmaction - INFO - Epoch [23][780/2640] lr: 1.000e-03, eta: 8:47:26, time: 0.427, data_time: 0.001, memory: 5694, top1_acc: 0.4453, top5_acc: 0.7312, loss_cls: 2.1731, loss: 2.1731, grad_norm: 5.7286 2021-08-17 05:17:02,449 - mmaction - INFO - Epoch [23][800/2640] lr: 1.000e-03, eta: 8:47:17, time: 0.427, data_time: 0.001, memory: 5694, top1_acc: 0.4375, top5_acc: 0.7180, loss_cls: 2.1952, loss: 2.1952, grad_norm: 5.8888 2021-08-17 05:17:10,970 - mmaction - INFO - Epoch [23][820/2640] lr: 1.000e-03, eta: 8:47:08, time: 0.426, data_time: 0.000, memory: 5694, top1_acc: 0.4484, top5_acc: 0.7398, loss_cls: 2.1799, loss: 2.1799, grad_norm: 5.6912 2021-08-17 05:17:19,470 - mmaction - INFO - Epoch [23][840/2640] lr: 1.000e-03, eta: 8:46:59, time: 0.425, data_time: 0.001, memory: 5694, top1_acc: 0.4367, top5_acc: 0.7164, loss_cls: 2.2385, loss: 2.2385, grad_norm: 5.9397 2021-08-17 05:17:27,977 - mmaction - INFO - Epoch [23][860/2640] lr: 1.000e-03, eta: 8:46:51, time: 0.425, data_time: 0.001, memory: 5694, top1_acc: 0.4281, top5_acc: 0.7180, loss_cls: 2.2309, loss: 2.2309, grad_norm: 5.8279 2021-08-17 05:17:36,519 - mmaction - INFO - Epoch [23][880/2640] lr: 1.000e-03, eta: 8:46:42, time: 0.427, data_time: 0.001, memory: 5694, top1_acc: 0.4266, top5_acc: 0.7211, loss_cls: 2.2242, loss: 2.2242, grad_norm: 5.8103 2021-08-17 05:17:45,067 - mmaction - INFO - Epoch [23][900/2640] lr: 1.000e-03, eta: 8:46:33, time: 0.427, data_time: 0.000, memory: 5694, top1_acc: 0.4117, top5_acc: 0.7039, loss_cls: 2.3196, loss: 2.3196, grad_norm: 5.9063 2021-08-17 05:17:53,606 - mmaction - INFO - Epoch [23][920/2640] lr: 1.000e-03, eta: 8:46:24, time: 0.427, data_time: 0.001, memory: 5694, top1_acc: 0.4617, top5_acc: 0.7398, loss_cls: 2.1677, loss: 2.1677, grad_norm: 5.8514 2021-08-17 05:18:02,134 - mmaction - INFO - Epoch [23][940/2640] lr: 1.000e-03, eta: 8:46:15, time: 0.427, data_time: 0.001, memory: 5694, top1_acc: 0.4766, top5_acc: 0.7500, loss_cls: 2.0614, loss: 2.0614, grad_norm: 5.7245 2021-08-17 05:18:10,686 - mmaction - INFO - Epoch [23][960/2640] lr: 1.000e-03, eta: 8:46:07, time: 0.428, data_time: 0.001, memory: 5694, top1_acc: 0.4461, top5_acc: 0.7328, loss_cls: 2.1771, loss: 2.1771, grad_norm: 5.9365 2021-08-17 05:18:19,249 - mmaction - INFO - Epoch [23][980/2640] lr: 1.000e-03, eta: 8:45:58, time: 0.428, data_time: 0.000, memory: 5694, top1_acc: 0.4227, top5_acc: 0.7125, loss_cls: 2.3098, loss: 2.3098, grad_norm: 5.9868 2021-08-17 05:18:27,816 - mmaction - INFO - Epoch [23][1000/2640] lr: 1.000e-03, eta: 8:45:49, time: 0.428, data_time: 0.001, memory: 5694, top1_acc: 0.4328, top5_acc: 0.7242, loss_cls: 2.2075, loss: 2.2075, grad_norm: 5.8864 2021-08-17 05:18:36,357 - mmaction - INFO - Epoch [23][1020/2640] lr: 1.000e-03, eta: 8:45:40, time: 0.427, data_time: 0.001, memory: 5694, top1_acc: 0.4539, top5_acc: 0.7578, loss_cls: 2.1006, loss: 2.1006, grad_norm: 5.6351 2021-08-17 05:18:44,872 - mmaction - INFO - Epoch [23][1040/2640] lr: 1.000e-03, eta: 8:45:31, time: 0.425, data_time: 0.000, memory: 5694, top1_acc: 0.4562, top5_acc: 0.7469, loss_cls: 2.1886, loss: 2.1886, grad_norm: 5.9094 2021-08-17 05:18:53,413 - mmaction - INFO - Epoch [23][1060/2640] lr: 1.000e-03, eta: 8:45:23, time: 0.428, data_time: 0.001, memory: 5694, top1_acc: 0.4258, top5_acc: 0.7281, loss_cls: 2.2210, loss: 2.2210, grad_norm: 6.0147 2021-08-17 05:19:01,979 - mmaction - INFO - Epoch [23][1080/2640] lr: 1.000e-03, eta: 8:45:14, time: 0.428, data_time: 0.000, memory: 5694, top1_acc: 0.4258, top5_acc: 0.7078, loss_cls: 2.3003, loss: 2.3003, grad_norm: 5.8217 2021-08-17 05:19:10,546 - mmaction - INFO - Epoch [23][1100/2640] lr: 1.000e-03, eta: 8:45:05, time: 0.428, data_time: 0.000, memory: 5694, top1_acc: 0.4406, top5_acc: 0.7211, loss_cls: 2.2349, loss: 2.2349, grad_norm: 5.9751 2021-08-17 05:19:19,079 - mmaction - INFO - Epoch [23][1120/2640] lr: 1.000e-03, eta: 8:44:56, time: 0.427, data_time: 0.001, memory: 5694, top1_acc: 0.4602, top5_acc: 0.7375, loss_cls: 2.1485, loss: 2.1485, grad_norm: 5.8813 2021-08-17 05:19:27,604 - mmaction - INFO - Epoch [23][1140/2640] lr: 1.000e-03, eta: 8:44:48, time: 0.426, data_time: 0.000, memory: 5694, top1_acc: 0.4359, top5_acc: 0.7289, loss_cls: 2.1769, loss: 2.1769, grad_norm: 5.7703 2021-08-17 05:19:36,135 - mmaction - INFO - Epoch [23][1160/2640] lr: 1.000e-03, eta: 8:44:39, time: 0.426, data_time: 0.001, memory: 5694, top1_acc: 0.4516, top5_acc: 0.7227, loss_cls: 2.1876, loss: 2.1876, grad_norm: 5.9364 2021-08-17 05:19:44,654 - mmaction - INFO - Epoch [23][1180/2640] lr: 1.000e-03, eta: 8:44:30, time: 0.426, data_time: 0.000, memory: 5694, top1_acc: 0.4383, top5_acc: 0.7391, loss_cls: 2.1396, loss: 2.1396, grad_norm: 5.7062 2021-08-17 05:19:53,212 - mmaction - INFO - Epoch [23][1200/2640] lr: 1.000e-03, eta: 8:44:21, time: 0.428, data_time: 0.001, memory: 5694, top1_acc: 0.4406, top5_acc: 0.7281, loss_cls: 2.2230, loss: 2.2230, grad_norm: 5.9253 2021-08-17 05:20:01,728 - mmaction - INFO - Epoch [23][1220/2640] lr: 1.000e-03, eta: 8:44:12, time: 0.426, data_time: 0.000, memory: 5694, top1_acc: 0.4477, top5_acc: 0.7297, loss_cls: 2.2209, loss: 2.2209, grad_norm: 5.8226 2021-08-17 05:20:10,257 - mmaction - INFO - Epoch [23][1240/2640] lr: 1.000e-03, eta: 8:44:04, time: 0.426, data_time: 0.001, memory: 5694, top1_acc: 0.4422, top5_acc: 0.7414, loss_cls: 2.1775, loss: 2.1775, grad_norm: 5.8451 2021-08-17 05:20:18,779 - mmaction - INFO - Epoch [23][1260/2640] lr: 1.000e-03, eta: 8:43:55, time: 0.426, data_time: 0.000, memory: 5694, top1_acc: 0.4562, top5_acc: 0.7422, loss_cls: 2.1689, loss: 2.1689, grad_norm: 5.8620 2021-08-17 05:20:27,315 - mmaction - INFO - Epoch [23][1280/2640] lr: 1.000e-03, eta: 8:43:46, time: 0.427, data_time: 0.001, memory: 5694, top1_acc: 0.4398, top5_acc: 0.7172, loss_cls: 2.2152, loss: 2.2152, grad_norm: 5.9371 2021-08-17 05:20:35,807 - mmaction - INFO - Epoch [23][1300/2640] lr: 1.000e-03, eta: 8:43:37, time: 0.425, data_time: 0.000, memory: 5694, top1_acc: 0.4297, top5_acc: 0.7039, loss_cls: 2.3134, loss: 2.3134, grad_norm: 6.0438 2021-08-17 05:20:44,292 - mmaction - INFO - Epoch [23][1320/2640] lr: 1.000e-03, eta: 8:43:28, time: 0.424, data_time: 0.001, memory: 5694, top1_acc: 0.4352, top5_acc: 0.7516, loss_cls: 2.1114, loss: 2.1114, grad_norm: 5.9120 2021-08-17 05:20:52,797 - mmaction - INFO - Epoch [23][1340/2640] lr: 1.000e-03, eta: 8:43:19, time: 0.425, data_time: 0.001, memory: 5694, top1_acc: 0.4344, top5_acc: 0.7242, loss_cls: 2.2048, loss: 2.2048, grad_norm: 5.7708 2021-08-17 05:21:01,300 - mmaction - INFO - Epoch [23][1360/2640] lr: 1.000e-03, eta: 8:43:11, time: 0.425, data_time: 0.001, memory: 5694, top1_acc: 0.4367, top5_acc: 0.7320, loss_cls: 2.1893, loss: 2.1893, grad_norm: 5.7476 2021-08-17 05:21:09,759 - mmaction - INFO - Epoch [23][1380/2640] lr: 1.000e-03, eta: 8:43:02, time: 0.423, data_time: 0.001, memory: 5694, top1_acc: 0.4453, top5_acc: 0.7227, loss_cls: 2.2187, loss: 2.2187, grad_norm: 5.9495 2021-08-17 05:21:18,252 - mmaction - INFO - Epoch [23][1400/2640] lr: 1.000e-03, eta: 8:42:53, time: 0.425, data_time: 0.001, memory: 5694, top1_acc: 0.4570, top5_acc: 0.7516, loss_cls: 2.0852, loss: 2.0852, grad_norm: 5.6882 2021-08-17 05:21:26,735 - mmaction - INFO - Epoch [23][1420/2640] lr: 1.000e-03, eta: 8:42:44, time: 0.424, data_time: 0.001, memory: 5694, top1_acc: 0.4562, top5_acc: 0.7328, loss_cls: 2.1560, loss: 2.1560, grad_norm: 5.8459 2021-08-17 05:21:35,214 - mmaction - INFO - Epoch [23][1440/2640] lr: 1.000e-03, eta: 8:42:35, time: 0.424, data_time: 0.000, memory: 5694, top1_acc: 0.4531, top5_acc: 0.7422, loss_cls: 2.1273, loss: 2.1273, grad_norm: 5.7461 2021-08-17 05:21:43,659 - mmaction - INFO - Epoch [23][1460/2640] lr: 1.000e-03, eta: 8:42:26, time: 0.422, data_time: 0.001, memory: 5694, top1_acc: 0.4359, top5_acc: 0.7391, loss_cls: 2.1615, loss: 2.1615, grad_norm: 5.9652 2021-08-17 05:21:52,143 - mmaction - INFO - Epoch [23][1480/2640] lr: 1.000e-03, eta: 8:42:17, time: 0.424, data_time: 0.000, memory: 5694, top1_acc: 0.4227, top5_acc: 0.7273, loss_cls: 2.2398, loss: 2.2398, grad_norm: 5.9643 2021-08-17 05:22:00,610 - mmaction - INFO - Epoch [23][1500/2640] lr: 1.000e-03, eta: 8:42:08, time: 0.423, data_time: 0.000, memory: 5694, top1_acc: 0.4523, top5_acc: 0.7383, loss_cls: 2.0956, loss: 2.0956, grad_norm: 5.6956 2021-08-17 05:22:09,125 - mmaction - INFO - Epoch [23][1520/2640] lr: 1.000e-03, eta: 8:42:00, time: 0.426, data_time: 0.001, memory: 5694, top1_acc: 0.4391, top5_acc: 0.7406, loss_cls: 2.1927, loss: 2.1927, grad_norm: 5.7526 2021-08-17 05:22:17,608 - mmaction - INFO - Epoch [23][1540/2640] lr: 1.000e-03, eta: 8:41:51, time: 0.424, data_time: 0.001, memory: 5694, top1_acc: 0.4305, top5_acc: 0.7266, loss_cls: 2.2033, loss: 2.2033, grad_norm: 5.8635 2021-08-17 05:22:26,113 - mmaction - INFO - Epoch [23][1560/2640] lr: 1.000e-03, eta: 8:41:42, time: 0.425, data_time: 0.001, memory: 5694, top1_acc: 0.4781, top5_acc: 0.7562, loss_cls: 2.0396, loss: 2.0396, grad_norm: 5.8018 2021-08-17 05:22:34,600 - mmaction - INFO - Epoch [23][1580/2640] lr: 1.000e-03, eta: 8:41:33, time: 0.424, data_time: 0.000, memory: 5694, top1_acc: 0.4437, top5_acc: 0.7227, loss_cls: 2.2332, loss: 2.2332, grad_norm: 5.9627 2021-08-17 05:22:43,103 - mmaction - INFO - Epoch [23][1600/2640] lr: 1.000e-03, eta: 8:41:24, time: 0.425, data_time: 0.000, memory: 5694, top1_acc: 0.4406, top5_acc: 0.7469, loss_cls: 2.1118, loss: 2.1118, grad_norm: 5.8361 2021-08-17 05:22:51,605 - mmaction - INFO - Epoch [23][1620/2640] lr: 1.000e-03, eta: 8:41:15, time: 0.425, data_time: 0.001, memory: 5694, top1_acc: 0.4258, top5_acc: 0.7188, loss_cls: 2.2234, loss: 2.2234, grad_norm: 5.9073 2021-08-17 05:23:00,081 - mmaction - INFO - Epoch [23][1640/2640] lr: 1.000e-03, eta: 8:41:07, time: 0.424, data_time: 0.001, memory: 5694, top1_acc: 0.4367, top5_acc: 0.7227, loss_cls: 2.2320, loss: 2.2320, grad_norm: 5.9276 2021-08-17 05:23:08,553 - mmaction - INFO - Epoch [23][1660/2640] lr: 1.000e-03, eta: 8:40:58, time: 0.424, data_time: 0.001, memory: 5694, top1_acc: 0.4414, top5_acc: 0.7227, loss_cls: 2.1769, loss: 2.1769, grad_norm: 5.9155 2021-08-17 05:23:17,051 - mmaction - INFO - Epoch [23][1680/2640] lr: 1.000e-03, eta: 8:40:49, time: 0.425, data_time: 0.001, memory: 5694, top1_acc: 0.4508, top5_acc: 0.7273, loss_cls: 2.1643, loss: 2.1643, grad_norm: 5.9240 2021-08-17 05:23:25,532 - mmaction - INFO - Epoch [23][1700/2640] lr: 1.000e-03, eta: 8:40:40, time: 0.424, data_time: 0.001, memory: 5694, top1_acc: 0.4562, top5_acc: 0.7422, loss_cls: 2.1309, loss: 2.1309, grad_norm: 5.9235 2021-08-17 05:23:34,047 - mmaction - INFO - Epoch [23][1720/2640] lr: 1.000e-03, eta: 8:40:31, time: 0.426, data_time: 0.001, memory: 5694, top1_acc: 0.4531, top5_acc: 0.7094, loss_cls: 2.2061, loss: 2.2061, grad_norm: 5.9994 2021-08-17 05:23:42,518 - mmaction - INFO - Epoch [23][1740/2640] lr: 1.000e-03, eta: 8:40:22, time: 0.424, data_time: 0.001, memory: 5694, top1_acc: 0.4461, top5_acc: 0.7203, loss_cls: 2.2095, loss: 2.2095, grad_norm: 6.0030 2021-08-17 05:23:51,022 - mmaction - INFO - Epoch [23][1760/2640] lr: 1.000e-03, eta: 8:40:13, time: 0.425, data_time: 0.001, memory: 5694, top1_acc: 0.4219, top5_acc: 0.7172, loss_cls: 2.2900, loss: 2.2900, grad_norm: 6.0476 2021-08-17 05:23:59,513 - mmaction - INFO - Epoch [23][1780/2640] lr: 1.000e-03, eta: 8:40:05, time: 0.425, data_time: 0.000, memory: 5694, top1_acc: 0.4477, top5_acc: 0.7328, loss_cls: 2.2000, loss: 2.2000, grad_norm: 5.9152 2021-08-17 05:24:08,044 - mmaction - INFO - Epoch [23][1800/2640] lr: 1.000e-03, eta: 8:39:56, time: 0.426, data_time: 0.001, memory: 5694, top1_acc: 0.4461, top5_acc: 0.7461, loss_cls: 2.1798, loss: 2.1798, grad_norm: 5.9452 2021-08-17 05:24:16,576 - mmaction - INFO - Epoch [23][1820/2640] lr: 1.000e-03, eta: 8:39:47, time: 0.427, data_time: 0.001, memory: 5694, top1_acc: 0.4344, top5_acc: 0.7172, loss_cls: 2.2058, loss: 2.2058, grad_norm: 5.9241 2021-08-17 05:24:25,089 - mmaction - INFO - Epoch [23][1840/2640] lr: 1.000e-03, eta: 8:39:38, time: 0.426, data_time: 0.001, memory: 5694, top1_acc: 0.4492, top5_acc: 0.7445, loss_cls: 2.1660, loss: 2.1660, grad_norm: 5.9941 2021-08-17 05:24:33,599 - mmaction - INFO - Epoch [23][1860/2640] lr: 1.000e-03, eta: 8:39:29, time: 0.425, data_time: 0.000, memory: 5694, top1_acc: 0.4516, top5_acc: 0.7484, loss_cls: 2.0890, loss: 2.0890, grad_norm: 5.5698 2021-08-17 05:24:42,100 - mmaction - INFO - Epoch [23][1880/2640] lr: 1.000e-03, eta: 8:39:21, time: 0.425, data_time: 0.001, memory: 5694, top1_acc: 0.4609, top5_acc: 0.7336, loss_cls: 2.1719, loss: 2.1719, grad_norm: 5.7187 2021-08-17 05:24:50,591 - mmaction - INFO - Epoch [23][1900/2640] lr: 1.000e-03, eta: 8:39:12, time: 0.425, data_time: 0.000, memory: 5694, top1_acc: 0.4406, top5_acc: 0.7203, loss_cls: 2.2119, loss: 2.2119, grad_norm: 5.8969 2021-08-17 05:24:59,090 - mmaction - INFO - Epoch [23][1920/2640] lr: 1.000e-03, eta: 8:39:03, time: 0.425, data_time: 0.000, memory: 5694, top1_acc: 0.4516, top5_acc: 0.7383, loss_cls: 2.1546, loss: 2.1546, grad_norm: 6.0180 2021-08-17 05:25:07,600 - mmaction - INFO - Epoch [23][1940/2640] lr: 1.000e-03, eta: 8:38:54, time: 0.426, data_time: 0.001, memory: 5694, top1_acc: 0.4422, top5_acc: 0.7336, loss_cls: 2.1741, loss: 2.1741, grad_norm: 5.9469 2021-08-17 05:25:16,099 - mmaction - INFO - Epoch [23][1960/2640] lr: 1.000e-03, eta: 8:38:45, time: 0.425, data_time: 0.000, memory: 5694, top1_acc: 0.4500, top5_acc: 0.7383, loss_cls: 2.1720, loss: 2.1720, grad_norm: 6.0016 2021-08-17 05:25:24,571 - mmaction - INFO - Epoch [23][1980/2640] lr: 1.000e-03, eta: 8:38:36, time: 0.424, data_time: 0.000, memory: 5694, top1_acc: 0.4539, top5_acc: 0.7328, loss_cls: 2.1606, loss: 2.1606, grad_norm: 6.0348 2021-08-17 05:25:33,067 - mmaction - INFO - Epoch [23][2000/2640] lr: 1.000e-03, eta: 8:38:28, time: 0.425, data_time: 0.001, memory: 5694, top1_acc: 0.4469, top5_acc: 0.7578, loss_cls: 2.1071, loss: 2.1071, grad_norm: 5.7609 2021-08-17 05:25:41,575 - mmaction - INFO - Epoch [23][2020/2640] lr: 1.000e-03, eta: 8:38:19, time: 0.425, data_time: 0.000, memory: 5694, top1_acc: 0.4594, top5_acc: 0.7484, loss_cls: 2.1284, loss: 2.1284, grad_norm: 5.9156 2021-08-17 05:25:50,046 - mmaction - INFO - Epoch [23][2040/2640] lr: 1.000e-03, eta: 8:38:10, time: 0.423, data_time: 0.001, memory: 5694, top1_acc: 0.4445, top5_acc: 0.7289, loss_cls: 2.2263, loss: 2.2263, grad_norm: 6.0160 2021-08-17 05:25:58,534 - mmaction - INFO - Epoch [23][2060/2640] lr: 1.000e-03, eta: 8:38:01, time: 0.424, data_time: 0.000, memory: 5694, top1_acc: 0.4391, top5_acc: 0.7289, loss_cls: 2.1450, loss: 2.1450, grad_norm: 5.8559 2021-08-17 05:26:07,039 - mmaction - INFO - Epoch [23][2080/2640] lr: 1.000e-03, eta: 8:37:52, time: 0.425, data_time: 0.001, memory: 5694, top1_acc: 0.4406, top5_acc: 0.7188, loss_cls: 2.2245, loss: 2.2245, grad_norm: 6.0153 2021-08-17 05:26:15,522 - mmaction - INFO - Epoch [23][2100/2640] lr: 1.000e-03, eta: 8:37:43, time: 0.424, data_time: 0.001, memory: 5694, top1_acc: 0.4523, top5_acc: 0.7406, loss_cls: 2.1634, loss: 2.1634, grad_norm: 5.8480 2021-08-17 05:26:23,981 - mmaction - INFO - Epoch [23][2120/2640] lr: 1.000e-03, eta: 8:37:34, time: 0.423, data_time: 0.001, memory: 5694, top1_acc: 0.4445, top5_acc: 0.7320, loss_cls: 2.1818, loss: 2.1818, grad_norm: 5.8483 2021-08-17 05:26:32,446 - mmaction - INFO - Epoch [23][2140/2640] lr: 1.000e-03, eta: 8:37:26, time: 0.423, data_time: 0.001, memory: 5694, top1_acc: 0.4305, top5_acc: 0.7398, loss_cls: 2.1562, loss: 2.1562, grad_norm: 5.8409 2021-08-17 05:26:40,903 - mmaction - INFO - Epoch [23][2160/2640] lr: 1.000e-03, eta: 8:37:17, time: 0.423, data_time: 0.001, memory: 5694, top1_acc: 0.4430, top5_acc: 0.7422, loss_cls: 2.1419, loss: 2.1419, grad_norm: 5.8897 2021-08-17 05:26:49,362 - mmaction - INFO - Epoch [23][2180/2640] lr: 1.000e-03, eta: 8:37:08, time: 0.423, data_time: 0.001, memory: 5694, top1_acc: 0.4570, top5_acc: 0.7438, loss_cls: 2.1618, loss: 2.1618, grad_norm: 5.8818 2021-08-17 05:26:57,836 - mmaction - INFO - Epoch [23][2200/2640] lr: 1.000e-03, eta: 8:36:59, time: 0.424, data_time: 0.001, memory: 5694, top1_acc: 0.4172, top5_acc: 0.7422, loss_cls: 2.1930, loss: 2.1930, grad_norm: 5.9708 2021-08-17 05:27:06,260 - mmaction - INFO - Epoch [23][2220/2640] lr: 1.000e-03, eta: 8:36:50, time: 0.421, data_time: 0.000, memory: 5694, top1_acc: 0.4508, top5_acc: 0.7453, loss_cls: 2.1116, loss: 2.1116, grad_norm: 5.6760 2021-08-17 05:27:14,712 - mmaction - INFO - Epoch [23][2240/2640] lr: 1.000e-03, eta: 8:36:41, time: 0.423, data_time: 0.001, memory: 5694, top1_acc: 0.4422, top5_acc: 0.7320, loss_cls: 2.1673, loss: 2.1673, grad_norm: 5.9764 2021-08-17 05:27:23,146 - mmaction - INFO - Epoch [23][2260/2640] lr: 1.000e-03, eta: 8:36:32, time: 0.422, data_time: 0.001, memory: 5694, top1_acc: 0.4234, top5_acc: 0.7273, loss_cls: 2.2475, loss: 2.2475, grad_norm: 6.0204 2021-08-17 05:27:31,604 - mmaction - INFO - Epoch [23][2280/2640] lr: 1.000e-03, eta: 8:36:23, time: 0.423, data_time: 0.001, memory: 5694, top1_acc: 0.4570, top5_acc: 0.7258, loss_cls: 2.2021, loss: 2.2021, grad_norm: 5.7601 2021-08-17 05:27:40,036 - mmaction - INFO - Epoch [23][2300/2640] lr: 1.000e-03, eta: 8:36:14, time: 0.422, data_time: 0.001, memory: 5694, top1_acc: 0.4281, top5_acc: 0.7258, loss_cls: 2.2434, loss: 2.2434, grad_norm: 5.9366 2021-08-17 05:27:48,470 - mmaction - INFO - Epoch [23][2320/2640] lr: 1.000e-03, eta: 8:36:06, time: 0.422, data_time: 0.001, memory: 5694, top1_acc: 0.4516, top5_acc: 0.7469, loss_cls: 2.1355, loss: 2.1355, grad_norm: 5.8009 2021-08-17 05:27:56,900 - mmaction - INFO - Epoch [23][2340/2640] lr: 1.000e-03, eta: 8:35:57, time: 0.421, data_time: 0.000, memory: 5694, top1_acc: 0.4297, top5_acc: 0.7492, loss_cls: 2.1490, loss: 2.1490, grad_norm: 5.9041 2021-08-17 05:28:05,356 - mmaction - INFO - Epoch [23][2360/2640] lr: 1.000e-03, eta: 8:35:48, time: 0.423, data_time: 0.000, memory: 5694, top1_acc: 0.4539, top5_acc: 0.7414, loss_cls: 2.1520, loss: 2.1520, grad_norm: 5.9027 2021-08-17 05:28:13,815 - mmaction - INFO - Epoch [23][2380/2640] lr: 1.000e-03, eta: 8:35:39, time: 0.423, data_time: 0.000, memory: 5694, top1_acc: 0.4578, top5_acc: 0.7383, loss_cls: 2.1607, loss: 2.1607, grad_norm: 5.8335 2021-08-17 05:28:22,283 - mmaction - INFO - Epoch [23][2400/2640] lr: 1.000e-03, eta: 8:35:30, time: 0.424, data_time: 0.001, memory: 5694, top1_acc: 0.4383, top5_acc: 0.7367, loss_cls: 2.2219, loss: 2.2219, grad_norm: 5.9175 2021-08-17 05:28:30,733 - mmaction - INFO - Epoch [23][2420/2640] lr: 1.000e-03, eta: 8:35:21, time: 0.423, data_time: 0.000, memory: 5694, top1_acc: 0.4391, top5_acc: 0.7195, loss_cls: 2.2278, loss: 2.2278, grad_norm: 5.9514 2021-08-17 05:28:39,201 - mmaction - INFO - Epoch [23][2440/2640] lr: 1.000e-03, eta: 8:35:12, time: 0.423, data_time: 0.001, memory: 5694, top1_acc: 0.4430, top5_acc: 0.7523, loss_cls: 2.1448, loss: 2.1448, grad_norm: 6.0438 2021-08-17 05:28:47,680 - mmaction - INFO - Epoch [23][2460/2640] lr: 1.000e-03, eta: 8:35:03, time: 0.424, data_time: 0.001, memory: 5694, top1_acc: 0.4539, top5_acc: 0.7242, loss_cls: 2.1843, loss: 2.1843, grad_norm: 5.9212 2021-08-17 05:28:56,170 - mmaction - INFO - Epoch [23][2480/2640] lr: 1.000e-03, eta: 8:34:55, time: 0.424, data_time: 0.001, memory: 5694, top1_acc: 0.4414, top5_acc: 0.7359, loss_cls: 2.1868, loss: 2.1868, grad_norm: 5.7813 2021-08-17 05:29:04,649 - mmaction - INFO - Epoch [23][2500/2640] lr: 1.000e-03, eta: 8:34:46, time: 0.424, data_time: 0.000, memory: 5694, top1_acc: 0.4469, top5_acc: 0.7445, loss_cls: 2.1449, loss: 2.1449, grad_norm: 5.8009 2021-08-17 05:29:13,148 - mmaction - INFO - Epoch [23][2520/2640] lr: 1.000e-03, eta: 8:34:37, time: 0.425, data_time: 0.001, memory: 5694, top1_acc: 0.4391, top5_acc: 0.7289, loss_cls: 2.1904, loss: 2.1904, grad_norm: 5.9284 2021-08-17 05:29:21,617 - mmaction - INFO - Epoch [23][2540/2640] lr: 1.000e-03, eta: 8:34:28, time: 0.424, data_time: 0.001, memory: 5694, top1_acc: 0.4375, top5_acc: 0.7375, loss_cls: 2.1879, loss: 2.1879, grad_norm: 6.0337 2021-08-17 05:29:30,100 - mmaction - INFO - Epoch [23][2560/2640] lr: 1.000e-03, eta: 8:34:19, time: 0.424, data_time: 0.001, memory: 5694, top1_acc: 0.4750, top5_acc: 0.7609, loss_cls: 2.0571, loss: 2.0571, grad_norm: 5.8869 2021-08-17 05:29:38,569 - mmaction - INFO - Epoch [23][2580/2640] lr: 1.000e-03, eta: 8:34:10, time: 0.423, data_time: 0.000, memory: 5694, top1_acc: 0.4375, top5_acc: 0.7258, loss_cls: 2.2235, loss: 2.2235, grad_norm: 6.0757 2021-08-17 05:29:47,063 - mmaction - INFO - Epoch [23][2600/2640] lr: 1.000e-03, eta: 8:34:02, time: 0.425, data_time: 0.001, memory: 5694, top1_acc: 0.4508, top5_acc: 0.7359, loss_cls: 2.1609, loss: 2.1609, grad_norm: 5.8871 2021-08-17 05:29:55,543 - mmaction - INFO - Epoch [23][2620/2640] lr: 1.000e-03, eta: 8:33:53, time: 0.424, data_time: 0.000, memory: 5694, top1_acc: 0.4430, top5_acc: 0.7367, loss_cls: 2.2140, loss: 2.2140, grad_norm: 5.9111 2021-08-17 05:30:03,799 - mmaction - INFO - Epoch [23][2640/2640] lr: 1.000e-03, eta: 8:33:44, time: 0.413, data_time: 0.001, memory: 5694, top1_acc: 0.4556, top5_acc: 0.7379, loss_cls: 2.1877, loss: 2.1877, grad_norm: 6.0871 2021-08-17 05:30:04,804 - mmaction - INFO - Saving checkpoint at 23 epochs 2021-08-17 05:30:44,052 - mmaction - INFO - Epoch [24][20/2640] lr: 1.000e-03, eta: 8:34:10, time: 1.945, data_time: 1.547, memory: 5694, top1_acc: 0.4594, top5_acc: 0.7336, loss_cls: 2.2113, loss: 2.2113, grad_norm: 6.1250 2021-08-17 05:30:52,039 - mmaction - INFO - Epoch [24][40/2640] lr: 1.000e-03, eta: 8:34:01, time: 0.399, data_time: 0.003, memory: 5694, top1_acc: 0.4656, top5_acc: 0.7641, loss_cls: 2.0978, loss: 2.0978, grad_norm: 5.8368 2021-08-17 05:31:00,030 - mmaction - INFO - Epoch [24][60/2640] lr: 1.000e-03, eta: 8:33:52, time: 0.400, data_time: 0.001, memory: 5694, top1_acc: 0.4383, top5_acc: 0.7352, loss_cls: 2.1594, loss: 2.1594, grad_norm: 6.0063 2021-08-17 05:31:08,110 - mmaction - INFO - Epoch [24][80/2640] lr: 1.000e-03, eta: 8:33:42, time: 0.404, data_time: 0.001, memory: 5694, top1_acc: 0.4578, top5_acc: 0.7539, loss_cls: 2.0821, loss: 2.0821, grad_norm: 5.6987 2021-08-17 05:31:16,298 - mmaction - INFO - Epoch [24][100/2640] lr: 1.000e-03, eta: 8:33:33, time: 0.409, data_time: 0.001, memory: 5694, top1_acc: 0.4313, top5_acc: 0.7273, loss_cls: 2.2462, loss: 2.2462, grad_norm: 6.0985 2021-08-17 05:31:24,578 - mmaction - INFO - Epoch [24][120/2640] lr: 1.000e-03, eta: 8:33:24, time: 0.414, data_time: 0.001, memory: 5694, top1_acc: 0.4414, top5_acc: 0.7406, loss_cls: 2.1579, loss: 2.1579, grad_norm: 5.9592 2021-08-17 05:31:32,920 - mmaction - INFO - Epoch [24][140/2640] lr: 1.000e-03, eta: 8:33:15, time: 0.417, data_time: 0.000, memory: 5694, top1_acc: 0.4711, top5_acc: 0.7453, loss_cls: 2.1008, loss: 2.1008, grad_norm: 5.7471 2021-08-17 05:31:41,272 - mmaction - INFO - Epoch [24][160/2640] lr: 1.000e-03, eta: 8:33:06, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.4602, top5_acc: 0.7492, loss_cls: 2.1427, loss: 2.1427, grad_norm: 5.9936 2021-08-17 05:31:49,638 - mmaction - INFO - Epoch [24][180/2640] lr: 1.000e-03, eta: 8:32:57, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.4453, top5_acc: 0.7359, loss_cls: 2.1479, loss: 2.1479, grad_norm: 5.9833 2021-08-17 05:31:58,004 - mmaction - INFO - Epoch [24][200/2640] lr: 1.000e-03, eta: 8:32:48, time: 0.418, data_time: 0.002, memory: 5694, top1_acc: 0.4461, top5_acc: 0.7445, loss_cls: 2.1426, loss: 2.1426, grad_norm: 5.9541 2021-08-17 05:32:06,348 - mmaction - INFO - Epoch [24][220/2640] lr: 1.000e-03, eta: 8:32:39, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.4648, top5_acc: 0.7391, loss_cls: 2.1226, loss: 2.1226, grad_norm: 5.8550 2021-08-17 05:32:14,665 - mmaction - INFO - Epoch [24][240/2640] lr: 1.000e-03, eta: 8:32:30, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.4562, top5_acc: 0.7492, loss_cls: 2.1542, loss: 2.1542, grad_norm: 5.9559 2021-08-17 05:32:23,038 - mmaction - INFO - Epoch [24][260/2640] lr: 1.000e-03, eta: 8:32:21, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.4492, top5_acc: 0.7461, loss_cls: 2.1513, loss: 2.1513, grad_norm: 5.8304 2021-08-17 05:32:31,387 - mmaction - INFO - Epoch [24][280/2640] lr: 1.000e-03, eta: 8:32:12, time: 0.417, data_time: 0.000, memory: 5694, top1_acc: 0.4516, top5_acc: 0.7617, loss_cls: 2.1505, loss: 2.1505, grad_norm: 5.9486 2021-08-17 05:32:39,759 - mmaction - INFO - Epoch [24][300/2640] lr: 1.000e-03, eta: 8:32:03, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.4641, top5_acc: 0.7523, loss_cls: 2.0845, loss: 2.0845, grad_norm: 5.8159 2021-08-17 05:32:48,088 - mmaction - INFO - Epoch [24][320/2640] lr: 1.000e-03, eta: 8:31:54, time: 0.416, data_time: 0.000, memory: 5694, top1_acc: 0.4250, top5_acc: 0.7406, loss_cls: 2.1468, loss: 2.1468, grad_norm: 6.0508 2021-08-17 05:32:56,440 - mmaction - INFO - Epoch [24][340/2640] lr: 1.000e-03, eta: 8:31:45, time: 0.418, data_time: 0.000, memory: 5694, top1_acc: 0.4531, top5_acc: 0.7492, loss_cls: 2.1054, loss: 2.1054, grad_norm: 5.8964 2021-08-17 05:33:04,808 - mmaction - INFO - Epoch [24][360/2640] lr: 1.000e-03, eta: 8:31:36, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.4383, top5_acc: 0.7320, loss_cls: 2.1995, loss: 2.1995, grad_norm: 6.0397 2021-08-17 05:33:13,172 - mmaction - INFO - Epoch [24][380/2640] lr: 1.000e-03, eta: 8:31:27, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.4383, top5_acc: 0.7352, loss_cls: 2.1380, loss: 2.1380, grad_norm: 5.9860 2021-08-17 05:33:21,547 - mmaction - INFO - Epoch [24][400/2640] lr: 1.000e-03, eta: 8:31:18, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.4297, top5_acc: 0.7445, loss_cls: 2.1742, loss: 2.1742, grad_norm: 6.0213 2021-08-17 05:33:29,921 - mmaction - INFO - Epoch [24][420/2640] lr: 1.000e-03, eta: 8:31:09, time: 0.419, data_time: 0.000, memory: 5694, top1_acc: 0.4711, top5_acc: 0.7469, loss_cls: 2.1153, loss: 2.1153, grad_norm: 6.0472 2021-08-17 05:33:38,315 - mmaction - INFO - Epoch [24][440/2640] lr: 1.000e-03, eta: 8:31:00, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.4406, top5_acc: 0.7227, loss_cls: 2.2005, loss: 2.2005, grad_norm: 5.9552 2021-08-17 05:33:46,707 - mmaction - INFO - Epoch [24][460/2640] lr: 1.000e-03, eta: 8:30:51, time: 0.420, data_time: 0.000, memory: 5694, top1_acc: 0.4367, top5_acc: 0.7320, loss_cls: 2.1949, loss: 2.1949, grad_norm: 6.1434 2021-08-17 05:33:55,145 - mmaction - INFO - Epoch [24][480/2640] lr: 1.000e-03, eta: 8:30:42, time: 0.422, data_time: 0.001, memory: 5694, top1_acc: 0.4469, top5_acc: 0.7391, loss_cls: 2.1358, loss: 2.1358, grad_norm: 6.0639 2021-08-17 05:34:03,551 - mmaction - INFO - Epoch [24][500/2640] lr: 1.000e-03, eta: 8:30:33, time: 0.420, data_time: 0.000, memory: 5694, top1_acc: 0.4688, top5_acc: 0.7625, loss_cls: 2.0778, loss: 2.0778, grad_norm: 5.9633 2021-08-17 05:34:11,972 - mmaction - INFO - Epoch [24][520/2640] lr: 1.000e-03, eta: 8:30:24, time: 0.421, data_time: 0.001, memory: 5694, top1_acc: 0.4461, top5_acc: 0.7289, loss_cls: 2.1822, loss: 2.1822, grad_norm: 5.9880 2021-08-17 05:34:20,411 - mmaction - INFO - Epoch [24][540/2640] lr: 1.000e-03, eta: 8:30:15, time: 0.421, data_time: 0.001, memory: 5694, top1_acc: 0.4289, top5_acc: 0.7188, loss_cls: 2.2530, loss: 2.2530, grad_norm: 6.2575 2021-08-17 05:34:28,838 - mmaction - INFO - Epoch [24][560/2640] lr: 1.000e-03, eta: 8:30:06, time: 0.422, data_time: 0.001, memory: 5694, top1_acc: 0.4586, top5_acc: 0.7367, loss_cls: 2.1819, loss: 2.1819, grad_norm: 6.0386 2021-08-17 05:34:37,260 - mmaction - INFO - Epoch [24][580/2640] lr: 1.000e-03, eta: 8:29:57, time: 0.421, data_time: 0.001, memory: 5694, top1_acc: 0.4711, top5_acc: 0.7398, loss_cls: 2.0998, loss: 2.0998, grad_norm: 5.8893 2021-08-17 05:34:45,728 - mmaction - INFO - Epoch [24][600/2640] lr: 1.000e-03, eta: 8:29:48, time: 0.423, data_time: 0.001, memory: 5694, top1_acc: 0.4469, top5_acc: 0.7352, loss_cls: 2.2014, loss: 2.2014, grad_norm: 6.2162 2021-08-17 05:34:54,162 - mmaction - INFO - Epoch [24][620/2640] lr: 1.000e-03, eta: 8:29:40, time: 0.422, data_time: 0.001, memory: 5694, top1_acc: 0.4570, top5_acc: 0.7375, loss_cls: 2.1706, loss: 2.1706, grad_norm: 6.0641 2021-08-17 05:35:02,606 - mmaction - INFO - Epoch [24][640/2640] lr: 1.000e-03, eta: 8:29:31, time: 0.422, data_time: 0.002, memory: 5694, top1_acc: 0.4836, top5_acc: 0.7414, loss_cls: 2.0902, loss: 2.0902, grad_norm: 5.8950 2021-08-17 05:35:11,030 - mmaction - INFO - Epoch [24][660/2640] lr: 1.000e-03, eta: 8:29:22, time: 0.421, data_time: 0.000, memory: 5694, top1_acc: 0.4508, top5_acc: 0.7422, loss_cls: 2.1504, loss: 2.1504, grad_norm: 6.0266 2021-08-17 05:35:19,491 - mmaction - INFO - Epoch [24][680/2640] lr: 1.000e-03, eta: 8:29:13, time: 0.423, data_time: 0.000, memory: 5694, top1_acc: 0.4539, top5_acc: 0.7445, loss_cls: 2.1148, loss: 2.1148, grad_norm: 5.9530 2021-08-17 05:35:27,964 - mmaction - INFO - Epoch [24][700/2640] lr: 1.000e-03, eta: 8:29:04, time: 0.424, data_time: 0.001, memory: 5694, top1_acc: 0.4492, top5_acc: 0.7180, loss_cls: 2.1654, loss: 2.1654, grad_norm: 5.9001 2021-08-17 05:35:36,422 - mmaction - INFO - Epoch [24][720/2640] lr: 1.000e-03, eta: 8:28:55, time: 0.423, data_time: 0.000, memory: 5694, top1_acc: 0.4461, top5_acc: 0.7359, loss_cls: 2.1671, loss: 2.1671, grad_norm: 6.0154 2021-08-17 05:35:44,869 - mmaction - INFO - Epoch [24][740/2640] lr: 1.000e-03, eta: 8:28:46, time: 0.422, data_time: 0.001, memory: 5694, top1_acc: 0.4344, top5_acc: 0.7320, loss_cls: 2.1961, loss: 2.1961, grad_norm: 5.9845 2021-08-17 05:35:53,331 - mmaction - INFO - Epoch [24][760/2640] lr: 1.000e-03, eta: 8:28:37, time: 0.423, data_time: 0.000, memory: 5694, top1_acc: 0.4242, top5_acc: 0.7148, loss_cls: 2.2450, loss: 2.2450, grad_norm: 6.2069 2021-08-17 05:36:01,820 - mmaction - INFO - Epoch [24][780/2640] lr: 1.000e-03, eta: 8:28:28, time: 0.423, data_time: 0.000, memory: 5694, top1_acc: 0.4695, top5_acc: 0.7539, loss_cls: 2.0498, loss: 2.0498, grad_norm: 5.7826 2021-08-17 05:36:10,272 - mmaction - INFO - Epoch [24][800/2640] lr: 1.000e-03, eta: 8:28:20, time: 0.424, data_time: 0.002, memory: 5694, top1_acc: 0.4609, top5_acc: 0.7508, loss_cls: 2.1232, loss: 2.1232, grad_norm: 5.8691 2021-08-17 05:36:18,740 - mmaction - INFO - Epoch [24][820/2640] lr: 1.000e-03, eta: 8:28:11, time: 0.423, data_time: 0.000, memory: 5694, top1_acc: 0.4172, top5_acc: 0.7086, loss_cls: 2.3069, loss: 2.3069, grad_norm: 6.1904 2021-08-17 05:36:27,181 - mmaction - INFO - Epoch [24][840/2640] lr: 1.000e-03, eta: 8:28:02, time: 0.422, data_time: 0.000, memory: 5694, top1_acc: 0.4648, top5_acc: 0.7523, loss_cls: 2.1248, loss: 2.1248, grad_norm: 6.1598 2021-08-17 05:36:35,686 - mmaction - INFO - Epoch [24][860/2640] lr: 1.000e-03, eta: 8:27:53, time: 0.425, data_time: 0.001, memory: 5694, top1_acc: 0.4555, top5_acc: 0.7336, loss_cls: 2.1158, loss: 2.1158, grad_norm: 5.8177 2021-08-17 05:36:44,161 - mmaction - INFO - Epoch [24][880/2640] lr: 1.000e-03, eta: 8:27:44, time: 0.424, data_time: 0.001, memory: 5694, top1_acc: 0.4500, top5_acc: 0.7297, loss_cls: 2.1880, loss: 2.1880, grad_norm: 6.1422 2021-08-17 05:36:52,678 - mmaction - INFO - Epoch [24][900/2640] lr: 1.000e-03, eta: 8:27:35, time: 0.426, data_time: 0.001, memory: 5694, top1_acc: 0.4672, top5_acc: 0.7477, loss_cls: 2.1256, loss: 2.1256, grad_norm: 6.1117 2021-08-17 05:37:01,153 - mmaction - INFO - Epoch [24][920/2640] lr: 1.000e-03, eta: 8:27:26, time: 0.424, data_time: 0.000, memory: 5694, top1_acc: 0.4609, top5_acc: 0.7422, loss_cls: 2.1312, loss: 2.1312, grad_norm: 6.0055 2021-08-17 05:37:09,670 - mmaction - INFO - Epoch [24][940/2640] lr: 1.000e-03, eta: 8:27:18, time: 0.426, data_time: 0.001, memory: 5694, top1_acc: 0.4336, top5_acc: 0.7398, loss_cls: 2.2053, loss: 2.2053, grad_norm: 6.0563 2021-08-17 05:37:18,193 - mmaction - INFO - Epoch [24][960/2640] lr: 1.000e-03, eta: 8:27:09, time: 0.426, data_time: 0.000, memory: 5694, top1_acc: 0.4492, top5_acc: 0.7305, loss_cls: 2.1251, loss: 2.1251, grad_norm: 6.1068 2021-08-17 05:37:26,709 - mmaction - INFO - Epoch [24][980/2640] lr: 1.000e-03, eta: 8:27:00, time: 0.426, data_time: 0.000, memory: 5694, top1_acc: 0.4633, top5_acc: 0.7516, loss_cls: 2.1119, loss: 2.1119, grad_norm: 5.9713 2021-08-17 05:37:35,196 - mmaction - INFO - Epoch [24][1000/2640] lr: 1.000e-03, eta: 8:26:51, time: 0.425, data_time: 0.001, memory: 5694, top1_acc: 0.4750, top5_acc: 0.7430, loss_cls: 2.0805, loss: 2.0805, grad_norm: 5.7768 2021-08-17 05:37:43,672 - mmaction - INFO - Epoch [24][1020/2640] lr: 1.000e-03, eta: 8:26:42, time: 0.424, data_time: 0.000, memory: 5694, top1_acc: 0.4297, top5_acc: 0.7336, loss_cls: 2.1742, loss: 2.1742, grad_norm: 6.1972 2021-08-17 05:37:52,151 - mmaction - INFO - Epoch [24][1040/2640] lr: 1.000e-03, eta: 8:26:33, time: 0.424, data_time: 0.001, memory: 5694, top1_acc: 0.4508, top5_acc: 0.7234, loss_cls: 2.1928, loss: 2.1928, grad_norm: 6.1172 2021-08-17 05:38:00,622 - mmaction - INFO - Epoch [24][1060/2640] lr: 1.000e-03, eta: 8:26:25, time: 0.424, data_time: 0.000, memory: 5694, top1_acc: 0.4773, top5_acc: 0.7344, loss_cls: 2.1264, loss: 2.1264, grad_norm: 5.8843 2021-08-17 05:38:09,124 - mmaction - INFO - Epoch [24][1080/2640] lr: 1.000e-03, eta: 8:26:16, time: 0.425, data_time: 0.001, memory: 5694, top1_acc: 0.4711, top5_acc: 0.7555, loss_cls: 2.0939, loss: 2.0939, grad_norm: 5.8679 2021-08-17 05:38:17,616 - mmaction - INFO - Epoch [24][1100/2640] lr: 1.000e-03, eta: 8:26:07, time: 0.424, data_time: 0.001, memory: 5694, top1_acc: 0.4273, top5_acc: 0.7258, loss_cls: 2.1910, loss: 2.1910, grad_norm: 5.9616 2021-08-17 05:38:26,087 - mmaction - INFO - Epoch [24][1120/2640] lr: 1.000e-03, eta: 8:25:58, time: 0.424, data_time: 0.000, memory: 5694, top1_acc: 0.4570, top5_acc: 0.7383, loss_cls: 2.1044, loss: 2.1044, grad_norm: 5.9706 2021-08-17 05:38:34,553 - mmaction - INFO - Epoch [24][1140/2640] lr: 1.000e-03, eta: 8:25:49, time: 0.423, data_time: 0.001, memory: 5694, top1_acc: 0.4383, top5_acc: 0.7195, loss_cls: 2.2368, loss: 2.2368, grad_norm: 6.2654 2021-08-17 05:38:43,019 - mmaction - INFO - Epoch [24][1160/2640] lr: 1.000e-03, eta: 8:25:40, time: 0.423, data_time: 0.001, memory: 5694, top1_acc: 0.4492, top5_acc: 0.7406, loss_cls: 2.1591, loss: 2.1591, grad_norm: 6.0615 2021-08-17 05:38:51,471 - mmaction - INFO - Epoch [24][1180/2640] lr: 1.000e-03, eta: 8:25:31, time: 0.423, data_time: 0.001, memory: 5694, top1_acc: 0.4484, top5_acc: 0.7359, loss_cls: 2.1492, loss: 2.1492, grad_norm: 5.8636 2021-08-17 05:38:59,939 - mmaction - INFO - Epoch [24][1200/2640] lr: 1.000e-03, eta: 8:25:23, time: 0.423, data_time: 0.000, memory: 5694, top1_acc: 0.4555, top5_acc: 0.7258, loss_cls: 2.1519, loss: 2.1519, grad_norm: 6.0140 2021-08-17 05:39:08,463 - mmaction - INFO - Epoch [24][1220/2640] lr: 1.000e-03, eta: 8:25:14, time: 0.426, data_time: 0.001, memory: 5694, top1_acc: 0.4508, top5_acc: 0.7344, loss_cls: 2.1412, loss: 2.1412, grad_norm: 5.9432 2021-08-17 05:39:16,916 - mmaction - INFO - Epoch [24][1240/2640] lr: 1.000e-03, eta: 8:25:05, time: 0.423, data_time: 0.000, memory: 5694, top1_acc: 0.4578, top5_acc: 0.7547, loss_cls: 2.1101, loss: 2.1101, grad_norm: 6.0992 2021-08-17 05:39:25,401 - mmaction - INFO - Epoch [24][1260/2640] lr: 1.000e-03, eta: 8:24:56, time: 0.424, data_time: 0.001, memory: 5694, top1_acc: 0.4555, top5_acc: 0.7406, loss_cls: 2.1190, loss: 2.1190, grad_norm: 5.9846 2021-08-17 05:39:33,864 - mmaction - INFO - Epoch [24][1280/2640] lr: 1.000e-03, eta: 8:24:47, time: 0.423, data_time: 0.000, memory: 5694, top1_acc: 0.4680, top5_acc: 0.7477, loss_cls: 2.0955, loss: 2.0955, grad_norm: 6.0114 2021-08-17 05:39:42,342 - mmaction - INFO - Epoch [24][1300/2640] lr: 1.000e-03, eta: 8:24:38, time: 0.424, data_time: 0.001, memory: 5694, top1_acc: 0.4523, top5_acc: 0.7406, loss_cls: 2.1409, loss: 2.1409, grad_norm: 6.0723 2021-08-17 05:39:50,829 - mmaction - INFO - Epoch [24][1320/2640] lr: 1.000e-03, eta: 8:24:29, time: 0.424, data_time: 0.000, memory: 5694, top1_acc: 0.4453, top5_acc: 0.7258, loss_cls: 2.1625, loss: 2.1625, grad_norm: 5.9937 2021-08-17 05:39:59,281 - mmaction - INFO - Epoch [24][1340/2640] lr: 1.000e-03, eta: 8:24:21, time: 0.423, data_time: 0.001, memory: 5694, top1_acc: 0.4680, top5_acc: 0.7445, loss_cls: 2.0544, loss: 2.0544, grad_norm: 5.7740 2021-08-17 05:40:07,795 - mmaction - INFO - Epoch [24][1360/2640] lr: 1.000e-03, eta: 8:24:12, time: 0.425, data_time: 0.000, memory: 5694, top1_acc: 0.4562, top5_acc: 0.7461, loss_cls: 2.1047, loss: 2.1047, grad_norm: 6.0707 2021-08-17 05:40:16,308 - mmaction - INFO - Epoch [24][1380/2640] lr: 1.000e-03, eta: 8:24:03, time: 0.426, data_time: 0.001, memory: 5694, top1_acc: 0.4344, top5_acc: 0.7375, loss_cls: 2.1826, loss: 2.1826, grad_norm: 6.1792 2021-08-17 05:40:24,801 - mmaction - INFO - Epoch [24][1400/2640] lr: 1.000e-03, eta: 8:23:54, time: 0.425, data_time: 0.000, memory: 5694, top1_acc: 0.4531, top5_acc: 0.7500, loss_cls: 2.1131, loss: 2.1131, grad_norm: 6.0456 2021-08-17 05:40:33,272 - mmaction - INFO - Epoch [24][1420/2640] lr: 1.000e-03, eta: 8:23:45, time: 0.424, data_time: 0.001, memory: 5694, top1_acc: 0.4688, top5_acc: 0.7469, loss_cls: 2.1174, loss: 2.1174, grad_norm: 5.8959 2021-08-17 05:40:41,757 - mmaction - INFO - Epoch [24][1440/2640] lr: 1.000e-03, eta: 8:23:36, time: 0.424, data_time: 0.000, memory: 5694, top1_acc: 0.4617, top5_acc: 0.7516, loss_cls: 2.1219, loss: 2.1219, grad_norm: 6.0977 2021-08-17 05:40:50,236 - mmaction - INFO - Epoch [24][1460/2640] lr: 1.000e-03, eta: 8:23:28, time: 0.424, data_time: 0.001, memory: 5694, top1_acc: 0.4711, top5_acc: 0.7484, loss_cls: 2.0838, loss: 2.0838, grad_norm: 5.8916 2021-08-17 05:40:58,723 - mmaction - INFO - Epoch [24][1480/2640] lr: 1.000e-03, eta: 8:23:19, time: 0.424, data_time: 0.000, memory: 5694, top1_acc: 0.4445, top5_acc: 0.7281, loss_cls: 2.1442, loss: 2.1442, grad_norm: 5.9699 2021-08-17 05:41:07,187 - mmaction - INFO - Epoch [24][1500/2640] lr: 1.000e-03, eta: 8:23:10, time: 0.423, data_time: 0.001, memory: 5694, top1_acc: 0.4375, top5_acc: 0.7531, loss_cls: 2.1694, loss: 2.1694, grad_norm: 6.0721 2021-08-17 05:41:15,697 - mmaction - INFO - Epoch [24][1520/2640] lr: 1.000e-03, eta: 8:23:01, time: 0.425, data_time: 0.001, memory: 5694, top1_acc: 0.4383, top5_acc: 0.7508, loss_cls: 2.1716, loss: 2.1716, grad_norm: 6.0626 2021-08-17 05:41:24,193 - mmaction - INFO - Epoch [24][1540/2640] lr: 1.000e-03, eta: 8:22:52, time: 0.425, data_time: 0.000, memory: 5694, top1_acc: 0.4586, top5_acc: 0.7367, loss_cls: 2.1857, loss: 2.1857, grad_norm: 6.1798 2021-08-17 05:41:32,666 - mmaction - INFO - Epoch [24][1560/2640] lr: 1.000e-03, eta: 8:22:43, time: 0.424, data_time: 0.001, memory: 5694, top1_acc: 0.4562, top5_acc: 0.7406, loss_cls: 2.1360, loss: 2.1360, grad_norm: 6.0241 2021-08-17 05:41:41,167 - mmaction - INFO - Epoch [24][1580/2640] lr: 1.000e-03, eta: 8:22:35, time: 0.425, data_time: 0.001, memory: 5694, top1_acc: 0.4688, top5_acc: 0.7453, loss_cls: 2.0701, loss: 2.0701, grad_norm: 5.9373 2021-08-17 05:41:49,630 - mmaction - INFO - Epoch [24][1600/2640] lr: 1.000e-03, eta: 8:22:26, time: 0.423, data_time: 0.001, memory: 5694, top1_acc: 0.4602, top5_acc: 0.7461, loss_cls: 2.1704, loss: 2.1704, grad_norm: 6.0528 2021-08-17 05:41:58,083 - mmaction - INFO - Epoch [24][1620/2640] lr: 1.000e-03, eta: 8:22:17, time: 0.423, data_time: 0.001, memory: 5694, top1_acc: 0.4570, top5_acc: 0.7391, loss_cls: 2.1447, loss: 2.1447, grad_norm: 6.0465 2021-08-17 05:42:06,580 - mmaction - INFO - Epoch [24][1640/2640] lr: 1.000e-03, eta: 8:22:08, time: 0.425, data_time: 0.001, memory: 5694, top1_acc: 0.4297, top5_acc: 0.7375, loss_cls: 2.1848, loss: 2.1848, grad_norm: 6.0972 2021-08-17 05:42:15,063 - mmaction - INFO - Epoch [24][1660/2640] lr: 1.000e-03, eta: 8:21:59, time: 0.424, data_time: 0.002, memory: 5694, top1_acc: 0.4562, top5_acc: 0.7391, loss_cls: 2.1380, loss: 2.1380, grad_norm: 6.1724 2021-08-17 05:42:23,572 - mmaction - INFO - Epoch [24][1680/2640] lr: 1.000e-03, eta: 8:21:50, time: 0.425, data_time: 0.000, memory: 5694, top1_acc: 0.4617, top5_acc: 0.7602, loss_cls: 2.0789, loss: 2.0789, grad_norm: 5.9268 2021-08-17 05:42:32,035 - mmaction - INFO - Epoch [24][1700/2640] lr: 1.000e-03, eta: 8:21:42, time: 0.423, data_time: 0.001, memory: 5694, top1_acc: 0.4648, top5_acc: 0.7453, loss_cls: 2.0939, loss: 2.0939, grad_norm: 6.0033 2021-08-17 05:42:40,485 - mmaction - INFO - Epoch [24][1720/2640] lr: 1.000e-03, eta: 8:21:33, time: 0.422, data_time: 0.001, memory: 5694, top1_acc: 0.4562, top5_acc: 0.7289, loss_cls: 2.1429, loss: 2.1429, grad_norm: 6.1422 2021-08-17 05:42:48,971 - mmaction - INFO - Epoch [24][1740/2640] lr: 1.000e-03, eta: 8:21:24, time: 0.424, data_time: 0.001, memory: 5694, top1_acc: 0.4562, top5_acc: 0.7562, loss_cls: 2.1032, loss: 2.1032, grad_norm: 5.9268 2021-08-17 05:42:57,434 - mmaction - INFO - Epoch [24][1760/2640] lr: 1.000e-03, eta: 8:21:15, time: 0.423, data_time: 0.000, memory: 5694, top1_acc: 0.4547, top5_acc: 0.7430, loss_cls: 2.0932, loss: 2.0932, grad_norm: 6.0319 2021-08-17 05:43:05,894 - mmaction - INFO - Epoch [24][1780/2640] lr: 1.000e-03, eta: 8:21:06, time: 0.423, data_time: 0.001, memory: 5694, top1_acc: 0.4680, top5_acc: 0.7625, loss_cls: 2.0579, loss: 2.0579, grad_norm: 5.9221 2021-08-17 05:43:14,344 - mmaction - INFO - Epoch [24][1800/2640] lr: 1.000e-03, eta: 8:20:57, time: 0.422, data_time: 0.001, memory: 5694, top1_acc: 0.4422, top5_acc: 0.7523, loss_cls: 2.1252, loss: 2.1252, grad_norm: 5.9717 2021-08-17 05:43:22,801 - mmaction - INFO - Epoch [24][1820/2640] lr: 1.000e-03, eta: 8:20:48, time: 0.423, data_time: 0.000, memory: 5694, top1_acc: 0.4523, top5_acc: 0.7539, loss_cls: 2.1064, loss: 2.1064, grad_norm: 5.9988 2021-08-17 05:43:31,256 - mmaction - INFO - Epoch [24][1840/2640] lr: 1.000e-03, eta: 8:20:39, time: 0.423, data_time: 0.001, memory: 5694, top1_acc: 0.4445, top5_acc: 0.7422, loss_cls: 2.1530, loss: 2.1530, grad_norm: 6.0441 2021-08-17 05:43:39,707 - mmaction - INFO - Epoch [24][1860/2640] lr: 1.000e-03, eta: 8:20:31, time: 0.423, data_time: 0.001, memory: 5694, top1_acc: 0.4781, top5_acc: 0.7680, loss_cls: 2.0432, loss: 2.0432, grad_norm: 6.0419 2021-08-17 05:43:48,163 - mmaction - INFO - Epoch [24][1880/2640] lr: 1.000e-03, eta: 8:20:22, time: 0.423, data_time: 0.001, memory: 5694, top1_acc: 0.4648, top5_acc: 0.7578, loss_cls: 2.0761, loss: 2.0761, grad_norm: 6.2119 2021-08-17 05:43:56,641 - mmaction - INFO - Epoch [24][1900/2640] lr: 1.000e-03, eta: 8:20:13, time: 0.424, data_time: 0.001, memory: 5694, top1_acc: 0.4609, top5_acc: 0.7352, loss_cls: 2.1067, loss: 2.1067, grad_norm: 5.9574 2021-08-17 05:44:05,101 - mmaction - INFO - Epoch [24][1920/2640] lr: 1.000e-03, eta: 8:20:04, time: 0.423, data_time: 0.001, memory: 5694, top1_acc: 0.4523, top5_acc: 0.7391, loss_cls: 2.1214, loss: 2.1214, grad_norm: 6.1642 2021-08-17 05:44:13,604 - mmaction - INFO - Epoch [24][1940/2640] lr: 1.000e-03, eta: 8:19:55, time: 0.425, data_time: 0.001, memory: 5694, top1_acc: 0.4734, top5_acc: 0.7414, loss_cls: 2.0843, loss: 2.0843, grad_norm: 5.9641 2021-08-17 05:44:22,044 - mmaction - INFO - Epoch [24][1960/2640] lr: 1.000e-03, eta: 8:19:46, time: 0.422, data_time: 0.000, memory: 5694, top1_acc: 0.4500, top5_acc: 0.7531, loss_cls: 2.0728, loss: 2.0728, grad_norm: 6.1983 2021-08-17 05:44:30,529 - mmaction - INFO - Epoch [24][1980/2640] lr: 1.000e-03, eta: 8:19:37, time: 0.424, data_time: 0.001, memory: 5694, top1_acc: 0.4508, top5_acc: 0.7445, loss_cls: 2.1494, loss: 2.1494, grad_norm: 6.0490 2021-08-17 05:44:39,004 - mmaction - INFO - Epoch [24][2000/2640] lr: 1.000e-03, eta: 8:19:29, time: 0.424, data_time: 0.001, memory: 5694, top1_acc: 0.4406, top5_acc: 0.7352, loss_cls: 2.1856, loss: 2.1856, grad_norm: 6.3127 2021-08-17 05:44:47,502 - mmaction - INFO - Epoch [24][2020/2640] lr: 1.000e-03, eta: 8:19:20, time: 0.424, data_time: 0.000, memory: 5694, top1_acc: 0.4086, top5_acc: 0.7227, loss_cls: 2.2552, loss: 2.2552, grad_norm: 6.2744 2021-08-17 05:44:56,040 - mmaction - INFO - Epoch [24][2040/2640] lr: 1.000e-03, eta: 8:19:11, time: 0.428, data_time: 0.001, memory: 5694, top1_acc: 0.4617, top5_acc: 0.7516, loss_cls: 2.0924, loss: 2.0924, grad_norm: 5.9964 2021-08-17 05:45:04,531 - mmaction - INFO - Epoch [24][2060/2640] lr: 1.000e-03, eta: 8:19:02, time: 0.425, data_time: 0.000, memory: 5694, top1_acc: 0.4633, top5_acc: 0.7367, loss_cls: 2.1258, loss: 2.1258, grad_norm: 6.0042 2021-08-17 05:45:13,005 - mmaction - INFO - Epoch [24][2080/2640] lr: 1.000e-03, eta: 8:18:53, time: 0.424, data_time: 0.000, memory: 5694, top1_acc: 0.4500, top5_acc: 0.7336, loss_cls: 2.1233, loss: 2.1233, grad_norm: 5.9429 2021-08-17 05:45:21,468 - mmaction - INFO - Epoch [24][2100/2640] lr: 1.000e-03, eta: 8:18:44, time: 0.423, data_time: 0.001, memory: 5694, top1_acc: 0.4437, top5_acc: 0.7414, loss_cls: 2.1501, loss: 2.1501, grad_norm: 6.0391 2021-08-17 05:45:29,914 - mmaction - INFO - Epoch [24][2120/2640] lr: 1.000e-03, eta: 8:18:36, time: 0.422, data_time: 0.001, memory: 5694, top1_acc: 0.4219, top5_acc: 0.7203, loss_cls: 2.2286, loss: 2.2286, grad_norm: 6.0901 2021-08-17 05:45:38,385 - mmaction - INFO - Epoch [24][2140/2640] lr: 1.000e-03, eta: 8:18:27, time: 0.423, data_time: 0.001, memory: 5694, top1_acc: 0.4750, top5_acc: 0.7367, loss_cls: 2.1157, loss: 2.1157, grad_norm: 6.0250 2021-08-17 05:45:46,853 - mmaction - INFO - Epoch [24][2160/2640] lr: 1.000e-03, eta: 8:18:18, time: 0.423, data_time: 0.001, memory: 5694, top1_acc: 0.4406, top5_acc: 0.7250, loss_cls: 2.1958, loss: 2.1958, grad_norm: 6.2375 2021-08-17 05:45:55,293 - mmaction - INFO - Epoch [24][2180/2640] lr: 1.000e-03, eta: 8:18:09, time: 0.422, data_time: 0.001, memory: 5694, top1_acc: 0.4477, top5_acc: 0.7500, loss_cls: 2.1614, loss: 2.1614, grad_norm: 6.1505 2021-08-17 05:46:03,742 - mmaction - INFO - Epoch [24][2200/2640] lr: 1.000e-03, eta: 8:18:00, time: 0.423, data_time: 0.001, memory: 5694, top1_acc: 0.4570, top5_acc: 0.7445, loss_cls: 2.1227, loss: 2.1227, grad_norm: 6.0841 2021-08-17 05:46:12,204 - mmaction - INFO - Epoch [24][2220/2640] lr: 1.000e-03, eta: 8:17:51, time: 0.423, data_time: 0.001, memory: 5694, top1_acc: 0.4906, top5_acc: 0.7633, loss_cls: 2.0158, loss: 2.0158, grad_norm: 6.0567 2021-08-17 05:46:20,647 - mmaction - INFO - Epoch [24][2240/2640] lr: 1.000e-03, eta: 8:17:42, time: 0.422, data_time: 0.001, memory: 5694, top1_acc: 0.4586, top5_acc: 0.7609, loss_cls: 2.1083, loss: 2.1083, grad_norm: 6.0826 2021-08-17 05:46:29,077 - mmaction - INFO - Epoch [24][2260/2640] lr: 1.000e-03, eta: 8:17:33, time: 0.422, data_time: 0.002, memory: 5694, top1_acc: 0.4500, top5_acc: 0.7508, loss_cls: 2.1226, loss: 2.1226, grad_norm: 6.0496 2021-08-17 05:46:37,508 - mmaction - INFO - Epoch [24][2280/2640] lr: 1.000e-03, eta: 8:17:25, time: 0.422, data_time: 0.001, memory: 5694, top1_acc: 0.4898, top5_acc: 0.7594, loss_cls: 2.0297, loss: 2.0297, grad_norm: 5.9797 2021-08-17 05:46:45,942 - mmaction - INFO - Epoch [24][2300/2640] lr: 1.000e-03, eta: 8:17:16, time: 0.422, data_time: 0.002, memory: 5694, top1_acc: 0.4156, top5_acc: 0.7219, loss_cls: 2.2573, loss: 2.2573, grad_norm: 6.2776 2021-08-17 05:46:54,383 - mmaction - INFO - Epoch [24][2320/2640] lr: 1.000e-03, eta: 8:17:07, time: 0.422, data_time: 0.000, memory: 5694, top1_acc: 0.4656, top5_acc: 0.7461, loss_cls: 2.1151, loss: 2.1151, grad_norm: 6.0388 2021-08-17 05:47:02,822 - mmaction - INFO - Epoch [24][2340/2640] lr: 1.000e-03, eta: 8:16:58, time: 0.422, data_time: 0.001, memory: 5694, top1_acc: 0.4273, top5_acc: 0.7430, loss_cls: 2.1893, loss: 2.1893, grad_norm: 6.0832 2021-08-17 05:47:11,263 - mmaction - INFO - Epoch [24][2360/2640] lr: 1.000e-03, eta: 8:16:49, time: 0.422, data_time: 0.001, memory: 5694, top1_acc: 0.4352, top5_acc: 0.7242, loss_cls: 2.2018, loss: 2.2018, grad_norm: 6.0959 2021-08-17 05:47:19,674 - mmaction - INFO - Epoch [24][2380/2640] lr: 1.000e-03, eta: 8:16:40, time: 0.421, data_time: 0.001, memory: 5694, top1_acc: 0.4305, top5_acc: 0.7219, loss_cls: 2.1919, loss: 2.1919, grad_norm: 6.2208 2021-08-17 05:47:28,065 - mmaction - INFO - Epoch [24][2400/2640] lr: 1.000e-03, eta: 8:16:31, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.4297, top5_acc: 0.7063, loss_cls: 2.2629, loss: 2.2629, grad_norm: 6.4472 2021-08-17 05:47:36,460 - mmaction - INFO - Epoch [24][2420/2640] lr: 1.000e-03, eta: 8:16:22, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.4539, top5_acc: 0.7352, loss_cls: 2.2230, loss: 2.2230, grad_norm: 6.2218 2021-08-17 05:47:44,894 - mmaction - INFO - Epoch [24][2440/2640] lr: 1.000e-03, eta: 8:16:13, time: 0.421, data_time: 0.001, memory: 5694, top1_acc: 0.4492, top5_acc: 0.7336, loss_cls: 2.1597, loss: 2.1597, grad_norm: 6.1870 2021-08-17 05:47:53,316 - mmaction - INFO - Epoch [24][2460/2640] lr: 1.000e-03, eta: 8:16:05, time: 0.421, data_time: 0.001, memory: 5694, top1_acc: 0.4883, top5_acc: 0.7594, loss_cls: 2.0154, loss: 2.0154, grad_norm: 5.7523 2021-08-17 05:48:01,739 - mmaction - INFO - Epoch [24][2480/2640] lr: 1.000e-03, eta: 8:15:56, time: 0.421, data_time: 0.000, memory: 5694, top1_acc: 0.4430, top5_acc: 0.7422, loss_cls: 2.1912, loss: 2.1912, grad_norm: 6.3435 2021-08-17 05:48:10,176 - mmaction - INFO - Epoch [24][2500/2640] lr: 1.000e-03, eta: 8:15:47, time: 0.422, data_time: 0.001, memory: 5694, top1_acc: 0.4383, top5_acc: 0.7375, loss_cls: 2.1643, loss: 2.1643, grad_norm: 6.1285 2021-08-17 05:48:18,563 - mmaction - INFO - Epoch [24][2520/2640] lr: 1.000e-03, eta: 8:15:38, time: 0.419, data_time: 0.000, memory: 5694, top1_acc: 0.4328, top5_acc: 0.7227, loss_cls: 2.2281, loss: 2.2281, grad_norm: 6.2749 2021-08-17 05:48:26,986 - mmaction - INFO - Epoch [24][2540/2640] lr: 1.000e-03, eta: 8:15:29, time: 0.421, data_time: 0.001, memory: 5694, top1_acc: 0.4523, top5_acc: 0.7398, loss_cls: 2.1551, loss: 2.1551, grad_norm: 6.2193 2021-08-17 05:48:35,372 - mmaction - INFO - Epoch [24][2560/2640] lr: 1.000e-03, eta: 8:15:20, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.4469, top5_acc: 0.7352, loss_cls: 2.1780, loss: 2.1780, grad_norm: 6.1034 2021-08-17 05:48:43,786 - mmaction - INFO - Epoch [24][2580/2640] lr: 1.000e-03, eta: 8:15:11, time: 0.421, data_time: 0.001, memory: 5694, top1_acc: 0.4586, top5_acc: 0.7250, loss_cls: 2.2035, loss: 2.2035, grad_norm: 6.3806 2021-08-17 05:48:52,215 - mmaction - INFO - Epoch [24][2600/2640] lr: 1.000e-03, eta: 8:15:02, time: 0.421, data_time: 0.000, memory: 5694, top1_acc: 0.4391, top5_acc: 0.7281, loss_cls: 2.2144, loss: 2.2144, grad_norm: 6.2542 2021-08-17 05:49:00,602 - mmaction - INFO - Epoch [24][2620/2640] lr: 1.000e-03, eta: 8:14:53, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.4344, top5_acc: 0.7391, loss_cls: 2.1714, loss: 2.1714, grad_norm: 6.1885 2021-08-17 05:49:08,762 - mmaction - INFO - Epoch [24][2640/2640] lr: 1.000e-03, eta: 8:14:44, time: 0.408, data_time: 0.000, memory: 5694, top1_acc: 0.4419, top5_acc: 0.7323, loss_cls: 2.1902, loss: 2.1902, grad_norm: 6.1443 2021-08-17 05:49:10,087 - mmaction - INFO - Saving checkpoint at 24 epochs 2021-08-17 05:49:49,526 - mmaction - INFO - Epoch [25][20/2640] lr: 1.000e-03, eta: 8:15:08, time: 1.952, data_time: 1.554, memory: 5694, top1_acc: 0.4648, top5_acc: 0.7531, loss_cls: 2.0481, loss: 2.0481, grad_norm: 6.0222 2021-08-17 05:49:57,473 - mmaction - INFO - Epoch [25][40/2640] lr: 1.000e-03, eta: 8:14:59, time: 0.397, data_time: 0.002, memory: 5694, top1_acc: 0.4625, top5_acc: 0.7422, loss_cls: 2.1025, loss: 2.1025, grad_norm: 6.0354 2021-08-17 05:50:05,488 - mmaction - INFO - Epoch [25][60/2640] lr: 1.000e-03, eta: 8:14:50, time: 0.401, data_time: 0.002, memory: 5694, top1_acc: 0.4750, top5_acc: 0.7391, loss_cls: 2.1062, loss: 2.1062, grad_norm: 6.0002 2021-08-17 05:50:13,538 - mmaction - INFO - Epoch [25][80/2640] lr: 1.000e-03, eta: 8:14:40, time: 0.403, data_time: 0.000, memory: 5694, top1_acc: 0.4437, top5_acc: 0.7508, loss_cls: 2.1371, loss: 2.1371, grad_norm: 6.1486 2021-08-17 05:50:21,699 - mmaction - INFO - Epoch [25][100/2640] lr: 1.000e-03, eta: 8:14:31, time: 0.408, data_time: 0.002, memory: 5694, top1_acc: 0.4430, top5_acc: 0.7477, loss_cls: 2.1999, loss: 2.1999, grad_norm: 6.1861 2021-08-17 05:50:29,971 - mmaction - INFO - Epoch [25][120/2640] lr: 1.000e-03, eta: 8:14:22, time: 0.414, data_time: 0.001, memory: 5694, top1_acc: 0.4492, top5_acc: 0.7516, loss_cls: 2.1183, loss: 2.1183, grad_norm: 6.1251 2021-08-17 05:50:38,337 - mmaction - INFO - Epoch [25][140/2640] lr: 1.000e-03, eta: 8:14:13, time: 0.418, data_time: 0.000, memory: 5694, top1_acc: 0.4617, top5_acc: 0.7414, loss_cls: 2.1436, loss: 2.1436, grad_norm: 6.2387 2021-08-17 05:50:46,723 - mmaction - INFO - Epoch [25][160/2640] lr: 1.000e-03, eta: 8:14:04, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.4656, top5_acc: 0.7477, loss_cls: 2.1059, loss: 2.1059, grad_norm: 6.1123 2021-08-17 05:50:55,099 - mmaction - INFO - Epoch [25][180/2640] lr: 1.000e-03, eta: 8:13:55, time: 0.419, data_time: 0.000, memory: 5694, top1_acc: 0.4422, top5_acc: 0.7352, loss_cls: 2.1696, loss: 2.1696, grad_norm: 6.1044 2021-08-17 05:51:03,452 - mmaction - INFO - Epoch [25][200/2640] lr: 1.000e-03, eta: 8:13:46, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.4352, top5_acc: 0.7367, loss_cls: 2.2036, loss: 2.2036, grad_norm: 6.2935 2021-08-17 05:51:11,771 - mmaction - INFO - Epoch [25][220/2640] lr: 1.000e-03, eta: 8:13:37, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.4453, top5_acc: 0.7508, loss_cls: 2.1250, loss: 2.1250, grad_norm: 6.2692 2021-08-17 05:51:20,087 - mmaction - INFO - Epoch [25][240/2640] lr: 1.000e-03, eta: 8:13:28, time: 0.416, data_time: 0.000, memory: 5694, top1_acc: 0.4516, top5_acc: 0.7305, loss_cls: 2.2075, loss: 2.2075, grad_norm: 6.1553 2021-08-17 05:51:28,431 - mmaction - INFO - Epoch [25][260/2640] lr: 1.000e-03, eta: 8:13:19, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.4383, top5_acc: 0.7258, loss_cls: 2.1647, loss: 2.1647, grad_norm: 6.2807 2021-08-17 05:51:36,764 - mmaction - INFO - Epoch [25][280/2640] lr: 1.000e-03, eta: 8:13:10, time: 0.417, data_time: 0.000, memory: 5694, top1_acc: 0.4594, top5_acc: 0.7281, loss_cls: 2.1175, loss: 2.1175, grad_norm: 5.9521 2021-08-17 05:51:45,112 - mmaction - INFO - Epoch [25][300/2640] lr: 1.000e-03, eta: 8:13:01, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.4617, top5_acc: 0.7516, loss_cls: 2.0636, loss: 2.0636, grad_norm: 5.8764 2021-08-17 05:51:53,428 - mmaction - INFO - Epoch [25][320/2640] lr: 1.000e-03, eta: 8:12:52, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.4516, top5_acc: 0.7320, loss_cls: 2.1792, loss: 2.1792, grad_norm: 6.2747 2021-08-17 05:52:01,776 - mmaction - INFO - Epoch [25][340/2640] lr: 1.000e-03, eta: 8:12:43, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.4508, top5_acc: 0.7516, loss_cls: 2.1063, loss: 2.1063, grad_norm: 6.0875 2021-08-17 05:52:10,095 - mmaction - INFO - Epoch [25][360/2640] lr: 1.000e-03, eta: 8:12:34, time: 0.416, data_time: 0.000, memory: 5694, top1_acc: 0.4570, top5_acc: 0.7336, loss_cls: 2.1293, loss: 2.1293, grad_norm: 6.2568 2021-08-17 05:52:18,418 - mmaction - INFO - Epoch [25][380/2640] lr: 1.000e-03, eta: 8:12:25, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.4875, top5_acc: 0.7570, loss_cls: 2.0485, loss: 2.0485, grad_norm: 6.0438 2021-08-17 05:52:26,758 - mmaction - INFO - Epoch [25][400/2640] lr: 1.000e-03, eta: 8:12:16, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.4492, top5_acc: 0.7547, loss_cls: 2.1281, loss: 2.1281, grad_norm: 6.1334 2021-08-17 05:52:35,146 - mmaction - INFO - Epoch [25][420/2640] lr: 1.000e-03, eta: 8:12:07, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.4641, top5_acc: 0.7539, loss_cls: 2.0686, loss: 2.0686, grad_norm: 5.9724 2021-08-17 05:52:43,509 - mmaction - INFO - Epoch [25][440/2640] lr: 1.000e-03, eta: 8:11:58, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.4648, top5_acc: 0.7562, loss_cls: 2.1206, loss: 2.1206, grad_norm: 6.1912 2021-08-17 05:52:51,896 - mmaction - INFO - Epoch [25][460/2640] lr: 1.000e-03, eta: 8:11:49, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.4492, top5_acc: 0.7492, loss_cls: 2.1066, loss: 2.1066, grad_norm: 6.0804 2021-08-17 05:53:00,286 - mmaction - INFO - Epoch [25][480/2640] lr: 1.000e-03, eta: 8:11:40, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.4852, top5_acc: 0.7523, loss_cls: 2.0453, loss: 2.0453, grad_norm: 5.9353 2021-08-17 05:53:08,675 - mmaction - INFO - Epoch [25][500/2640] lr: 1.000e-03, eta: 8:11:31, time: 0.419, data_time: 0.000, memory: 5694, top1_acc: 0.4797, top5_acc: 0.7391, loss_cls: 2.0782, loss: 2.0782, grad_norm: 6.0745 2021-08-17 05:53:17,042 - mmaction - INFO - Epoch [25][520/2640] lr: 1.000e-03, eta: 8:11:22, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.4445, top5_acc: 0.7477, loss_cls: 2.1495, loss: 2.1495, grad_norm: 6.2236 2021-08-17 05:53:25,410 - mmaction - INFO - Epoch [25][540/2640] lr: 1.000e-03, eta: 8:11:13, time: 0.418, data_time: 0.000, memory: 5694, top1_acc: 0.4813, top5_acc: 0.7594, loss_cls: 1.9876, loss: 1.9876, grad_norm: 5.8707 2021-08-17 05:53:33,801 - mmaction - INFO - Epoch [25][560/2640] lr: 1.000e-03, eta: 8:11:04, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.4531, top5_acc: 0.7672, loss_cls: 2.0844, loss: 2.0844, grad_norm: 6.2442 2021-08-17 05:53:42,178 - mmaction - INFO - Epoch [25][580/2640] lr: 1.000e-03, eta: 8:10:55, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.4430, top5_acc: 0.7383, loss_cls: 2.1625, loss: 2.1625, grad_norm: 6.2048 2021-08-17 05:53:50,551 - mmaction - INFO - Epoch [25][600/2640] lr: 1.000e-03, eta: 8:10:46, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.4656, top5_acc: 0.7359, loss_cls: 2.1430, loss: 2.1430, grad_norm: 6.2116 2021-08-17 05:53:58,928 - mmaction - INFO - Epoch [25][620/2640] lr: 1.000e-03, eta: 8:10:38, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.4445, top5_acc: 0.7281, loss_cls: 2.1694, loss: 2.1694, grad_norm: 6.0760 2021-08-17 05:54:07,288 - mmaction - INFO - Epoch [25][640/2640] lr: 1.000e-03, eta: 8:10:29, time: 0.418, data_time: 0.000, memory: 5694, top1_acc: 0.4523, top5_acc: 0.7547, loss_cls: 2.0959, loss: 2.0959, grad_norm: 6.2750 2021-08-17 05:54:15,673 - mmaction - INFO - Epoch [25][660/2640] lr: 1.000e-03, eta: 8:10:20, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.4594, top5_acc: 0.7555, loss_cls: 2.1282, loss: 2.1282, grad_norm: 6.2970 2021-08-17 05:54:24,024 - mmaction - INFO - Epoch [25][680/2640] lr: 1.000e-03, eta: 8:10:11, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.4352, top5_acc: 0.7336, loss_cls: 2.1993, loss: 2.1993, grad_norm: 6.2020 2021-08-17 05:54:32,405 - mmaction - INFO - Epoch [25][700/2640] lr: 1.000e-03, eta: 8:10:02, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.4437, top5_acc: 0.7258, loss_cls: 2.1946, loss: 2.1946, grad_norm: 6.1523 2021-08-17 05:54:40,741 - mmaction - INFO - Epoch [25][720/2640] lr: 1.000e-03, eta: 8:09:53, time: 0.417, data_time: 0.000, memory: 5694, top1_acc: 0.4531, top5_acc: 0.7344, loss_cls: 2.1689, loss: 2.1689, grad_norm: 6.1113 2021-08-17 05:54:49,117 - mmaction - INFO - Epoch [25][740/2640] lr: 1.000e-03, eta: 8:09:44, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.4703, top5_acc: 0.7742, loss_cls: 2.0462, loss: 2.0462, grad_norm: 5.9615 2021-08-17 05:54:57,476 - mmaction - INFO - Epoch [25][760/2640] lr: 1.000e-03, eta: 8:09:35, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.4672, top5_acc: 0.7383, loss_cls: 2.1130, loss: 2.1130, grad_norm: 6.2397 2021-08-17 05:55:05,837 - mmaction - INFO - Epoch [25][780/2640] lr: 1.000e-03, eta: 8:09:26, time: 0.418, data_time: 0.000, memory: 5694, top1_acc: 0.4469, top5_acc: 0.7461, loss_cls: 2.1280, loss: 2.1280, grad_norm: 6.1950 2021-08-17 05:55:14,186 - mmaction - INFO - Epoch [25][800/2640] lr: 1.000e-03, eta: 8:09:17, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.4695, top5_acc: 0.7664, loss_cls: 2.0311, loss: 2.0311, grad_norm: 5.9678 2021-08-17 05:55:22,580 - mmaction - INFO - Epoch [25][820/2640] lr: 1.000e-03, eta: 8:09:08, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.4437, top5_acc: 0.7195, loss_cls: 2.2159, loss: 2.2159, grad_norm: 6.3807 2021-08-17 05:55:30,938 - mmaction - INFO - Epoch [25][840/2640] lr: 1.000e-03, eta: 8:08:59, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.4625, top5_acc: 0.7367, loss_cls: 2.1385, loss: 2.1385, grad_norm: 6.3564 2021-08-17 05:55:39,290 - mmaction - INFO - Epoch [25][860/2640] lr: 1.000e-03, eta: 8:08:50, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.4680, top5_acc: 0.7570, loss_cls: 2.0790, loss: 2.0790, grad_norm: 6.0988 2021-08-17 05:55:47,667 - mmaction - INFO - Epoch [25][880/2640] lr: 1.000e-03, eta: 8:08:41, time: 0.419, data_time: 0.000, memory: 5694, top1_acc: 0.4422, top5_acc: 0.7359, loss_cls: 2.1610, loss: 2.1610, grad_norm: 6.4102 2021-08-17 05:55:56,081 - mmaction - INFO - Epoch [25][900/2640] lr: 1.000e-03, eta: 8:08:32, time: 0.421, data_time: 0.002, memory: 5694, top1_acc: 0.4281, top5_acc: 0.7266, loss_cls: 2.1711, loss: 2.1711, grad_norm: 6.1724 2021-08-17 05:56:04,447 - mmaction - INFO - Epoch [25][920/2640] lr: 1.000e-03, eta: 8:08:23, time: 0.418, data_time: 0.000, memory: 5694, top1_acc: 0.4844, top5_acc: 0.7453, loss_cls: 2.0561, loss: 2.0561, grad_norm: 6.0272 2021-08-17 05:56:12,804 - mmaction - INFO - Epoch [25][940/2640] lr: 1.000e-03, eta: 8:08:14, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.4492, top5_acc: 0.7453, loss_cls: 2.1054, loss: 2.1054, grad_norm: 6.2202 2021-08-17 05:56:21,152 - mmaction - INFO - Epoch [25][960/2640] lr: 1.000e-03, eta: 8:08:05, time: 0.417, data_time: 0.000, memory: 5694, top1_acc: 0.4734, top5_acc: 0.7422, loss_cls: 2.0714, loss: 2.0714, grad_norm: 6.1927 2021-08-17 05:56:29,534 - mmaction - INFO - Epoch [25][980/2640] lr: 1.000e-03, eta: 8:07:56, time: 0.419, data_time: 0.000, memory: 5694, top1_acc: 0.4414, top5_acc: 0.7266, loss_cls: 2.1817, loss: 2.1817, grad_norm: 6.1309 2021-08-17 05:56:37,936 - mmaction - INFO - Epoch [25][1000/2640] lr: 1.000e-03, eta: 8:07:47, time: 0.419, data_time: 0.000, memory: 5694, top1_acc: 0.4602, top5_acc: 0.7555, loss_cls: 2.0885, loss: 2.0885, grad_norm: 6.1418 2021-08-17 05:56:46,316 - mmaction - INFO - Epoch [25][1020/2640] lr: 1.000e-03, eta: 8:07:38, time: 0.420, data_time: 0.002, memory: 5694, top1_acc: 0.4406, top5_acc: 0.7414, loss_cls: 2.1773, loss: 2.1773, grad_norm: 6.3115 2021-08-17 05:56:54,707 - mmaction - INFO - Epoch [25][1040/2640] lr: 1.000e-03, eta: 8:07:29, time: 0.420, data_time: 0.000, memory: 5694, top1_acc: 0.4570, top5_acc: 0.7312, loss_cls: 2.1557, loss: 2.1557, grad_norm: 6.2628 2021-08-17 05:57:03,100 - mmaction - INFO - Epoch [25][1060/2640] lr: 1.000e-03, eta: 8:07:21, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.4789, top5_acc: 0.7555, loss_cls: 2.0993, loss: 2.0993, grad_norm: 6.1458 2021-08-17 05:57:11,465 - mmaction - INFO - Epoch [25][1080/2640] lr: 1.000e-03, eta: 8:07:12, time: 0.418, data_time: 0.000, memory: 5694, top1_acc: 0.4578, top5_acc: 0.7406, loss_cls: 2.1249, loss: 2.1249, grad_norm: 6.0945 2021-08-17 05:57:19,851 - mmaction - INFO - Epoch [25][1100/2640] lr: 1.000e-03, eta: 8:07:03, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.4648, top5_acc: 0.7461, loss_cls: 2.0878, loss: 2.0878, grad_norm: 6.1136 2021-08-17 05:57:28,231 - mmaction - INFO - Epoch [25][1120/2640] lr: 1.000e-03, eta: 8:06:54, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.4664, top5_acc: 0.7562, loss_cls: 2.0820, loss: 2.0820, grad_norm: 6.1876 2021-08-17 05:57:36,620 - mmaction - INFO - Epoch [25][1140/2640] lr: 1.000e-03, eta: 8:06:45, time: 0.419, data_time: 0.002, memory: 5694, top1_acc: 0.4797, top5_acc: 0.7734, loss_cls: 2.0049, loss: 2.0049, grad_norm: 5.8926 2021-08-17 05:57:45,034 - mmaction - INFO - Epoch [25][1160/2640] lr: 1.000e-03, eta: 8:06:36, time: 0.421, data_time: 0.001, memory: 5694, top1_acc: 0.4594, top5_acc: 0.7469, loss_cls: 2.1535, loss: 2.1535, grad_norm: 6.3655 2021-08-17 05:57:53,436 - mmaction - INFO - Epoch [25][1180/2640] lr: 1.000e-03, eta: 8:06:27, time: 0.420, data_time: 0.000, memory: 5694, top1_acc: 0.4398, top5_acc: 0.7523, loss_cls: 2.0879, loss: 2.0879, grad_norm: 6.1143 2021-08-17 05:58:01,817 - mmaction - INFO - Epoch [25][1200/2640] lr: 1.000e-03, eta: 8:06:18, time: 0.419, data_time: 0.000, memory: 5694, top1_acc: 0.4625, top5_acc: 0.7500, loss_cls: 2.0842, loss: 2.0842, grad_norm: 6.2182 2021-08-17 05:58:10,218 - mmaction - INFO - Epoch [25][1220/2640] lr: 1.000e-03, eta: 8:06:09, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.4437, top5_acc: 0.7336, loss_cls: 2.1111, loss: 2.1111, grad_norm: 6.2187 2021-08-17 05:58:18,582 - mmaction - INFO - Epoch [25][1240/2640] lr: 1.000e-03, eta: 8:06:00, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.4664, top5_acc: 0.7430, loss_cls: 2.1246, loss: 2.1246, grad_norm: 6.2731 2021-08-17 05:58:26,960 - mmaction - INFO - Epoch [25][1260/2640] lr: 1.000e-03, eta: 8:05:51, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.4383, top5_acc: 0.7492, loss_cls: 2.1230, loss: 2.1230, grad_norm: 6.0900 2021-08-17 05:58:35,305 - mmaction - INFO - Epoch [25][1280/2640] lr: 1.000e-03, eta: 8:05:42, time: 0.417, data_time: 0.000, memory: 5694, top1_acc: 0.4375, top5_acc: 0.7445, loss_cls: 2.1922, loss: 2.1922, grad_norm: 6.3659 2021-08-17 05:58:43,692 - mmaction - INFO - Epoch [25][1300/2640] lr: 1.000e-03, eta: 8:05:33, time: 0.419, data_time: 0.000, memory: 5694, top1_acc: 0.4398, top5_acc: 0.7320, loss_cls: 2.2226, loss: 2.2226, grad_norm: 6.3267 2021-08-17 05:58:52,055 - mmaction - INFO - Epoch [25][1320/2640] lr: 1.000e-03, eta: 8:05:24, time: 0.419, data_time: 0.002, memory: 5694, top1_acc: 0.4258, top5_acc: 0.7398, loss_cls: 2.2359, loss: 2.2359, grad_norm: 6.3409 2021-08-17 05:59:00,419 - mmaction - INFO - Epoch [25][1340/2640] lr: 1.000e-03, eta: 8:05:15, time: 0.418, data_time: 0.000, memory: 5694, top1_acc: 0.4602, top5_acc: 0.7469, loss_cls: 2.0870, loss: 2.0870, grad_norm: 5.9951 2021-08-17 05:59:08,794 - mmaction - INFO - Epoch [25][1360/2640] lr: 1.000e-03, eta: 8:05:06, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.4375, top5_acc: 0.7336, loss_cls: 2.1757, loss: 2.1757, grad_norm: 6.3782 2021-08-17 05:59:17,150 - mmaction - INFO - Epoch [25][1380/2640] lr: 1.000e-03, eta: 8:04:57, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.4539, top5_acc: 0.7305, loss_cls: 2.1656, loss: 2.1656, grad_norm: 6.2257 2021-08-17 05:59:25,519 - mmaction - INFO - Epoch [25][1400/2640] lr: 1.000e-03, eta: 8:04:49, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.4398, top5_acc: 0.7344, loss_cls: 2.1041, loss: 2.1041, grad_norm: 6.2508 2021-08-17 05:59:33,881 - mmaction - INFO - Epoch [25][1420/2640] lr: 1.000e-03, eta: 8:04:40, time: 0.418, data_time: 0.000, memory: 5694, top1_acc: 0.4781, top5_acc: 0.7430, loss_cls: 2.1160, loss: 2.1160, grad_norm: 6.2381 2021-08-17 05:59:42,227 - mmaction - INFO - Epoch [25][1440/2640] lr: 1.000e-03, eta: 8:04:31, time: 0.417, data_time: 0.000, memory: 5694, top1_acc: 0.4398, top5_acc: 0.7422, loss_cls: 2.1665, loss: 2.1665, grad_norm: 6.4263 2021-08-17 05:59:50,576 - mmaction - INFO - Epoch [25][1460/2640] lr: 1.000e-03, eta: 8:04:22, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.4656, top5_acc: 0.7500, loss_cls: 2.1264, loss: 2.1264, grad_norm: 6.2305 2021-08-17 05:59:58,931 - mmaction - INFO - Epoch [25][1480/2640] lr: 1.000e-03, eta: 8:04:13, time: 0.418, data_time: 0.000, memory: 5694, top1_acc: 0.4484, top5_acc: 0.7555, loss_cls: 2.1057, loss: 2.1057, grad_norm: 6.1571 2021-08-17 06:00:10,706 - mmaction - INFO - Epoch [25][1500/2640] lr: 1.000e-03, eta: 8:04:07, time: 0.588, data_time: 0.001, memory: 5694, top1_acc: 0.4711, top5_acc: 0.7469, loss_cls: 2.0732, loss: 2.0732, grad_norm: 6.1935 2021-08-17 06:00:18,872 - mmaction - INFO - Epoch [25][1520/2640] lr: 1.000e-03, eta: 8:03:58, time: 0.409, data_time: 0.001, memory: 5694, top1_acc: 0.4531, top5_acc: 0.7383, loss_cls: 2.1834, loss: 2.1834, grad_norm: 6.2636 2021-08-17 06:00:27,096 - mmaction - INFO - Epoch [25][1540/2640] lr: 1.000e-03, eta: 8:03:49, time: 0.411, data_time: 0.002, memory: 5694, top1_acc: 0.4523, top5_acc: 0.7344, loss_cls: 2.1794, loss: 2.1794, grad_norm: 6.2885 2021-08-17 06:00:35,280 - mmaction - INFO - Epoch [25][1560/2640] lr: 1.000e-03, eta: 8:03:40, time: 0.409, data_time: 0.001, memory: 5694, top1_acc: 0.4617, top5_acc: 0.7453, loss_cls: 2.1205, loss: 2.1205, grad_norm: 6.3167 2021-08-17 06:00:43,504 - mmaction - INFO - Epoch [25][1580/2640] lr: 1.000e-03, eta: 8:03:31, time: 0.411, data_time: 0.002, memory: 5694, top1_acc: 0.4523, top5_acc: 0.7453, loss_cls: 2.0780, loss: 2.0780, grad_norm: 6.2833 2021-08-17 06:00:51,719 - mmaction - INFO - Epoch [25][1600/2640] lr: 1.000e-03, eta: 8:03:22, time: 0.411, data_time: 0.001, memory: 5694, top1_acc: 0.4539, top5_acc: 0.7305, loss_cls: 2.1478, loss: 2.1478, grad_norm: 6.2393 2021-08-17 06:00:59,933 - mmaction - INFO - Epoch [25][1620/2640] lr: 1.000e-03, eta: 8:03:13, time: 0.410, data_time: 0.000, memory: 5694, top1_acc: 0.4820, top5_acc: 0.7805, loss_cls: 1.9881, loss: 1.9881, grad_norm: 6.2231 2021-08-17 06:01:08,219 - mmaction - INFO - Epoch [25][1640/2640] lr: 1.000e-03, eta: 8:03:04, time: 0.415, data_time: 0.001, memory: 5694, top1_acc: 0.4609, top5_acc: 0.7398, loss_cls: 2.1002, loss: 2.1002, grad_norm: 6.3199 2021-08-17 06:01:16,482 - mmaction - INFO - Epoch [25][1660/2640] lr: 1.000e-03, eta: 8:02:55, time: 0.413, data_time: 0.000, memory: 5694, top1_acc: 0.4437, top5_acc: 0.7484, loss_cls: 2.1209, loss: 2.1209, grad_norm: 6.2858 2021-08-17 06:01:24,724 - mmaction - INFO - Epoch [25][1680/2640] lr: 1.000e-03, eta: 8:02:45, time: 0.412, data_time: 0.000, memory: 5694, top1_acc: 0.4531, top5_acc: 0.7359, loss_cls: 2.1460, loss: 2.1460, grad_norm: 6.0806 2021-08-17 06:01:33,034 - mmaction - INFO - Epoch [25][1700/2640] lr: 1.000e-03, eta: 8:02:36, time: 0.415, data_time: 0.001, memory: 5694, top1_acc: 0.4961, top5_acc: 0.7445, loss_cls: 2.0193, loss: 2.0193, grad_norm: 5.9099 2021-08-17 06:01:41,287 - mmaction - INFO - Epoch [25][1720/2640] lr: 1.000e-03, eta: 8:02:27, time: 0.413, data_time: 0.001, memory: 5694, top1_acc: 0.4586, top5_acc: 0.7328, loss_cls: 2.1548, loss: 2.1548, grad_norm: 6.1128 2021-08-17 06:01:49,610 - mmaction - INFO - Epoch [25][1740/2640] lr: 1.000e-03, eta: 8:02:18, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.4914, top5_acc: 0.7750, loss_cls: 1.9922, loss: 1.9922, grad_norm: 6.0721 2021-08-17 06:01:57,909 - mmaction - INFO - Epoch [25][1760/2640] lr: 1.000e-03, eta: 8:02:09, time: 0.415, data_time: 0.000, memory: 5694, top1_acc: 0.4602, top5_acc: 0.7508, loss_cls: 2.0826, loss: 2.0826, grad_norm: 6.2333 2021-08-17 06:02:06,255 - mmaction - INFO - Epoch [25][1780/2640] lr: 1.000e-03, eta: 8:02:00, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.4414, top5_acc: 0.7258, loss_cls: 2.1808, loss: 2.1808, grad_norm: 6.2819 2021-08-17 06:02:14,590 - mmaction - INFO - Epoch [25][1800/2640] lr: 1.000e-03, eta: 8:01:51, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.4375, top5_acc: 0.7352, loss_cls: 2.1780, loss: 2.1780, grad_norm: 6.3028 2021-08-17 06:02:22,868 - mmaction - INFO - Epoch [25][1820/2640] lr: 1.000e-03, eta: 8:01:42, time: 0.414, data_time: 0.000, memory: 5694, top1_acc: 0.4742, top5_acc: 0.7641, loss_cls: 2.0613, loss: 2.0613, grad_norm: 6.0759 2021-08-17 06:02:31,162 - mmaction - INFO - Epoch [25][1840/2640] lr: 1.000e-03, eta: 8:01:33, time: 0.415, data_time: 0.001, memory: 5694, top1_acc: 0.4461, top5_acc: 0.7461, loss_cls: 2.1562, loss: 2.1562, grad_norm: 6.2848 2021-08-17 06:02:39,498 - mmaction - INFO - Epoch [25][1860/2640] lr: 1.000e-03, eta: 8:01:24, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.4781, top5_acc: 0.7625, loss_cls: 2.0378, loss: 2.0378, grad_norm: 6.0179 2021-08-17 06:02:47,833 - mmaction - INFO - Epoch [25][1880/2640] lr: 1.000e-03, eta: 8:01:15, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.4398, top5_acc: 0.7516, loss_cls: 2.1007, loss: 2.1007, grad_norm: 6.3252 2021-08-17 06:02:56,143 - mmaction - INFO - Epoch [25][1900/2640] lr: 1.000e-03, eta: 8:01:06, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.4437, top5_acc: 0.7406, loss_cls: 2.1449, loss: 2.1449, grad_norm: 6.2568 2021-08-17 06:03:04,507 - mmaction - INFO - Epoch [25][1920/2640] lr: 1.000e-03, eta: 8:00:57, time: 0.418, data_time: 0.000, memory: 5694, top1_acc: 0.4594, top5_acc: 0.7414, loss_cls: 2.1952, loss: 2.1952, grad_norm: 6.2743 2021-08-17 06:03:12,813 - mmaction - INFO - Epoch [25][1940/2640] lr: 1.000e-03, eta: 8:00:48, time: 0.415, data_time: 0.000, memory: 5694, top1_acc: 0.4813, top5_acc: 0.7625, loss_cls: 2.0740, loss: 2.0740, grad_norm: 6.2378 2021-08-17 06:03:21,164 - mmaction - INFO - Epoch [25][1960/2640] lr: 1.000e-03, eta: 8:00:40, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.4508, top5_acc: 0.7453, loss_cls: 2.0956, loss: 2.0956, grad_norm: 6.2027 2021-08-17 06:03:29,495 - mmaction - INFO - Epoch [25][1980/2640] lr: 1.000e-03, eta: 8:00:31, time: 0.417, data_time: 0.000, memory: 5694, top1_acc: 0.4508, top5_acc: 0.7547, loss_cls: 2.0933, loss: 2.0933, grad_norm: 6.3588 2021-08-17 06:03:37,831 - mmaction - INFO - Epoch [25][2000/2640] lr: 1.000e-03, eta: 8:00:22, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.4633, top5_acc: 0.7250, loss_cls: 2.2125, loss: 2.2125, grad_norm: 6.1893 2021-08-17 06:03:46,151 - mmaction - INFO - Epoch [25][2020/2640] lr: 1.000e-03, eta: 8:00:13, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.4516, top5_acc: 0.7305, loss_cls: 2.1286, loss: 2.1286, grad_norm: 6.2879 2021-08-17 06:03:54,510 - mmaction - INFO - Epoch [25][2040/2640] lr: 1.000e-03, eta: 8:00:04, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.4594, top5_acc: 0.7523, loss_cls: 2.0705, loss: 2.0705, grad_norm: 6.1800 2021-08-17 06:04:02,852 - mmaction - INFO - Epoch [25][2060/2640] lr: 1.000e-03, eta: 7:59:55, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.4641, top5_acc: 0.7531, loss_cls: 2.0871, loss: 2.0871, grad_norm: 6.3652 2021-08-17 06:04:11,262 - mmaction - INFO - Epoch [25][2080/2640] lr: 1.000e-03, eta: 7:59:46, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.4492, top5_acc: 0.7430, loss_cls: 2.1475, loss: 2.1475, grad_norm: 6.3000 2021-08-17 06:04:19,605 - mmaction - INFO - Epoch [25][2100/2640] lr: 1.000e-03, eta: 7:59:37, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.4719, top5_acc: 0.7445, loss_cls: 2.0656, loss: 2.0656, grad_norm: 6.1526 2021-08-17 06:04:27,969 - mmaction - INFO - Epoch [25][2120/2640] lr: 1.000e-03, eta: 7:59:28, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.4477, top5_acc: 0.7312, loss_cls: 2.1798, loss: 2.1798, grad_norm: 6.4614 2021-08-17 06:04:36,356 - mmaction - INFO - Epoch [25][2140/2640] lr: 1.000e-03, eta: 7:59:19, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.4539, top5_acc: 0.7578, loss_cls: 2.0997, loss: 2.0997, grad_norm: 6.1740 2021-08-17 06:04:44,796 - mmaction - INFO - Epoch [25][2160/2640] lr: 1.000e-03, eta: 7:59:10, time: 0.422, data_time: 0.001, memory: 5694, top1_acc: 0.4383, top5_acc: 0.7281, loss_cls: 2.2245, loss: 2.2245, grad_norm: 6.5046 2021-08-17 06:04:53,185 - mmaction - INFO - Epoch [25][2180/2640] lr: 1.000e-03, eta: 7:59:01, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.4500, top5_acc: 0.7492, loss_cls: 2.1079, loss: 2.1079, grad_norm: 6.3695 2021-08-17 06:05:01,602 - mmaction - INFO - Epoch [25][2200/2640] lr: 1.000e-03, eta: 7:58:52, time: 0.421, data_time: 0.001, memory: 5694, top1_acc: 0.4594, top5_acc: 0.7359, loss_cls: 2.1410, loss: 2.1410, grad_norm: 6.3812 2021-08-17 06:05:09,977 - mmaction - INFO - Epoch [25][2220/2640] lr: 1.000e-03, eta: 7:58:43, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.4625, top5_acc: 0.7625, loss_cls: 2.0931, loss: 2.0931, grad_norm: 6.2779 2021-08-17 06:05:18,406 - mmaction - INFO - Epoch [25][2240/2640] lr: 1.000e-03, eta: 7:58:35, time: 0.421, data_time: 0.001, memory: 5694, top1_acc: 0.4367, top5_acc: 0.7406, loss_cls: 2.1042, loss: 2.1042, grad_norm: 6.1637 2021-08-17 06:05:26,845 - mmaction - INFO - Epoch [25][2260/2640] lr: 1.000e-03, eta: 7:58:26, time: 0.422, data_time: 0.001, memory: 5694, top1_acc: 0.4414, top5_acc: 0.7344, loss_cls: 2.1488, loss: 2.1488, grad_norm: 6.3432 2021-08-17 06:05:35,259 - mmaction - INFO - Epoch [25][2280/2640] lr: 1.000e-03, eta: 7:58:17, time: 0.421, data_time: 0.001, memory: 5694, top1_acc: 0.4578, top5_acc: 0.7633, loss_cls: 2.0472, loss: 2.0472, grad_norm: 6.2067 2021-08-17 06:05:43,648 - mmaction - INFO - Epoch [25][2300/2640] lr: 1.000e-03, eta: 7:58:08, time: 0.419, data_time: 0.000, memory: 5694, top1_acc: 0.4406, top5_acc: 0.7281, loss_cls: 2.1579, loss: 2.1579, grad_norm: 6.3289 2021-08-17 06:05:52,070 - mmaction - INFO - Epoch [25][2320/2640] lr: 1.000e-03, eta: 7:57:59, time: 0.422, data_time: 0.001, memory: 5694, top1_acc: 0.4391, top5_acc: 0.7344, loss_cls: 2.1647, loss: 2.1647, grad_norm: 6.3592 2021-08-17 06:06:00,479 - mmaction - INFO - Epoch [25][2340/2640] lr: 1.000e-03, eta: 7:57:50, time: 0.420, data_time: 0.000, memory: 5694, top1_acc: 0.4703, top5_acc: 0.7570, loss_cls: 2.0248, loss: 2.0248, grad_norm: 6.1211 2021-08-17 06:06:08,883 - mmaction - INFO - Epoch [25][2360/2640] lr: 1.000e-03, eta: 7:57:41, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.4289, top5_acc: 0.7195, loss_cls: 2.2511, loss: 2.2511, grad_norm: 6.3211 2021-08-17 06:06:17,256 - mmaction - INFO - Epoch [25][2380/2640] lr: 1.000e-03, eta: 7:57:32, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.4602, top5_acc: 0.7359, loss_cls: 2.1465, loss: 2.1465, grad_norm: 6.1904 2021-08-17 06:06:25,676 - mmaction - INFO - Epoch [25][2400/2640] lr: 1.000e-03, eta: 7:57:23, time: 0.421, data_time: 0.001, memory: 5694, top1_acc: 0.4578, top5_acc: 0.7492, loss_cls: 2.0894, loss: 2.0894, grad_norm: 6.1874 2021-08-17 06:06:34,080 - mmaction - INFO - Epoch [25][2420/2640] lr: 1.000e-03, eta: 7:57:14, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.4633, top5_acc: 0.7195, loss_cls: 2.1690, loss: 2.1690, grad_norm: 6.2348 2021-08-17 06:06:42,497 - mmaction - INFO - Epoch [25][2440/2640] lr: 1.000e-03, eta: 7:57:06, time: 0.421, data_time: 0.000, memory: 5694, top1_acc: 0.4391, top5_acc: 0.7500, loss_cls: 2.1457, loss: 2.1457, grad_norm: 6.3732 2021-08-17 06:06:50,880 - mmaction - INFO - Epoch [25][2460/2640] lr: 1.000e-03, eta: 7:56:57, time: 0.419, data_time: 0.000, memory: 5694, top1_acc: 0.4461, top5_acc: 0.7312, loss_cls: 2.2036, loss: 2.2036, grad_norm: 6.3537 2021-08-17 06:06:59,276 - mmaction - INFO - Epoch [25][2480/2640] lr: 1.000e-03, eta: 7:56:48, time: 0.420, data_time: 0.000, memory: 5694, top1_acc: 0.4453, top5_acc: 0.7406, loss_cls: 2.1753, loss: 2.1753, grad_norm: 6.2784 2021-08-17 06:07:07,686 - mmaction - INFO - Epoch [25][2500/2640] lr: 1.000e-03, eta: 7:56:39, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.4367, top5_acc: 0.7484, loss_cls: 2.1488, loss: 2.1488, grad_norm: 6.4268 2021-08-17 06:07:16,111 - mmaction - INFO - Epoch [25][2520/2640] lr: 1.000e-03, eta: 7:56:30, time: 0.421, data_time: 0.000, memory: 5694, top1_acc: 0.4570, top5_acc: 0.7414, loss_cls: 2.0881, loss: 2.0881, grad_norm: 6.2297 2021-08-17 06:07:24,503 - mmaction - INFO - Epoch [25][2540/2640] lr: 1.000e-03, eta: 7:56:21, time: 0.420, data_time: 0.000, memory: 5694, top1_acc: 0.4422, top5_acc: 0.7391, loss_cls: 2.1472, loss: 2.1472, grad_norm: 6.2939 2021-08-17 06:07:32,906 - mmaction - INFO - Epoch [25][2560/2640] lr: 1.000e-03, eta: 7:56:12, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.4750, top5_acc: 0.7469, loss_cls: 2.0628, loss: 2.0628, grad_norm: 6.1788 2021-08-17 06:07:41,275 - mmaction - INFO - Epoch [25][2580/2640] lr: 1.000e-03, eta: 7:56:03, time: 0.418, data_time: 0.000, memory: 5694, top1_acc: 0.4375, top5_acc: 0.7266, loss_cls: 2.1613, loss: 2.1613, grad_norm: 6.2323 2021-08-17 06:07:49,649 - mmaction - INFO - Epoch [25][2600/2640] lr: 1.000e-03, eta: 7:55:54, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.4484, top5_acc: 0.7375, loss_cls: 2.1604, loss: 2.1604, grad_norm: 6.2905 2021-08-17 06:07:58,011 - mmaction - INFO - Epoch [25][2620/2640] lr: 1.000e-03, eta: 7:55:45, time: 0.418, data_time: 0.000, memory: 5694, top1_acc: 0.4664, top5_acc: 0.7305, loss_cls: 2.1143, loss: 2.1143, grad_norm: 6.3880 2021-08-17 06:08:06,200 - mmaction - INFO - Epoch [25][2640/2640] lr: 1.000e-03, eta: 7:55:36, time: 0.409, data_time: 0.002, memory: 5694, top1_acc: 0.4718, top5_acc: 0.7379, loss_cls: 2.1584, loss: 2.1584, grad_norm: 6.3881 2021-08-17 06:08:12,918 - mmaction - INFO - Saving checkpoint at 25 epochs 2021-08-17 06:09:22,236 - mmaction - INFO - Epoch [26][20/2640] lr: 1.000e-03, eta: 7:56:28, time: 3.447, data_time: 3.050, memory: 5694, top1_acc: 0.4820, top5_acc: 0.7477, loss_cls: 2.0616, loss: 2.0616, grad_norm: 6.1183 2021-08-17 06:09:30,172 - mmaction - INFO - Epoch [26][40/2640] lr: 1.000e-03, eta: 7:56:19, time: 0.397, data_time: 0.002, memory: 5694, top1_acc: 0.4266, top5_acc: 0.7320, loss_cls: 2.1343, loss: 2.1343, grad_norm: 6.3856 2021-08-17 06:09:38,106 - mmaction - INFO - Epoch [26][60/2640] lr: 1.000e-03, eta: 7:56:09, time: 0.397, data_time: 0.001, memory: 5694, top1_acc: 0.4516, top5_acc: 0.7586, loss_cls: 2.0700, loss: 2.0700, grad_norm: 6.3602 2021-08-17 06:09:46,107 - mmaction - INFO - Epoch [26][80/2640] lr: 1.000e-03, eta: 7:56:00, time: 0.400, data_time: 0.002, memory: 5694, top1_acc: 0.4273, top5_acc: 0.7320, loss_cls: 2.1384, loss: 2.1384, grad_norm: 6.2408 2021-08-17 06:09:54,109 - mmaction - INFO - Epoch [26][100/2640] lr: 1.000e-03, eta: 7:55:50, time: 0.400, data_time: 0.000, memory: 5694, top1_acc: 0.4625, top5_acc: 0.7492, loss_cls: 2.0991, loss: 2.0991, grad_norm: 6.3973 2021-08-17 06:10:02,196 - mmaction - INFO - Epoch [26][120/2640] lr: 1.000e-03, eta: 7:55:41, time: 0.404, data_time: 0.001, memory: 5694, top1_acc: 0.4555, top5_acc: 0.7328, loss_cls: 2.1377, loss: 2.1377, grad_norm: 6.3718 2021-08-17 06:10:10,386 - mmaction - INFO - Epoch [26][140/2640] lr: 1.000e-03, eta: 7:55:32, time: 0.410, data_time: 0.001, memory: 5694, top1_acc: 0.4508, top5_acc: 0.7297, loss_cls: 2.1593, loss: 2.1593, grad_norm: 6.3540 2021-08-17 06:10:18,613 - mmaction - INFO - Epoch [26][160/2640] lr: 1.000e-03, eta: 7:55:23, time: 0.411, data_time: 0.001, memory: 5694, top1_acc: 0.4633, top5_acc: 0.7602, loss_cls: 2.0685, loss: 2.0685, grad_norm: 6.1386 2021-08-17 06:10:26,910 - mmaction - INFO - Epoch [26][180/2640] lr: 1.000e-03, eta: 7:55:14, time: 0.415, data_time: 0.000, memory: 5694, top1_acc: 0.4688, top5_acc: 0.7445, loss_cls: 2.0618, loss: 2.0618, grad_norm: 6.1051 2021-08-17 06:10:35,221 - mmaction - INFO - Epoch [26][200/2640] lr: 1.000e-03, eta: 7:55:05, time: 0.415, data_time: 0.001, memory: 5694, top1_acc: 0.4719, top5_acc: 0.7656, loss_cls: 2.0339, loss: 2.0339, grad_norm: 6.3675 2021-08-17 06:10:43,559 - mmaction - INFO - Epoch [26][220/2640] lr: 1.000e-03, eta: 7:54:56, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.4703, top5_acc: 0.7570, loss_cls: 2.0814, loss: 2.0814, grad_norm: 6.2579 2021-08-17 06:10:51,886 - mmaction - INFO - Epoch [26][240/2640] lr: 1.000e-03, eta: 7:54:47, time: 0.416, data_time: 0.000, memory: 5694, top1_acc: 0.4508, top5_acc: 0.7562, loss_cls: 2.1365, loss: 2.1365, grad_norm: 6.3579 2021-08-17 06:11:00,200 - mmaction - INFO - Epoch [26][260/2640] lr: 1.000e-03, eta: 7:54:38, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.4352, top5_acc: 0.7398, loss_cls: 2.1089, loss: 2.1089, grad_norm: 6.3943 2021-08-17 06:11:08,528 - mmaction - INFO - Epoch [26][280/2640] lr: 1.000e-03, eta: 7:54:29, time: 0.416, data_time: 0.000, memory: 5694, top1_acc: 0.4773, top5_acc: 0.7664, loss_cls: 2.0332, loss: 2.0332, grad_norm: 6.1329 2021-08-17 06:11:16,821 - mmaction - INFO - Epoch [26][300/2640] lr: 1.000e-03, eta: 7:54:20, time: 0.415, data_time: 0.001, memory: 5694, top1_acc: 0.4648, top5_acc: 0.7641, loss_cls: 2.0242, loss: 2.0242, grad_norm: 6.1914 2021-08-17 06:11:25,166 - mmaction - INFO - Epoch [26][320/2640] lr: 1.000e-03, eta: 7:54:11, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.4562, top5_acc: 0.7344, loss_cls: 2.1191, loss: 2.1191, grad_norm: 6.3860 2021-08-17 06:11:33,468 - mmaction - INFO - Epoch [26][340/2640] lr: 1.000e-03, eta: 7:54:02, time: 0.415, data_time: 0.000, memory: 5694, top1_acc: 0.4617, top5_acc: 0.7484, loss_cls: 2.1127, loss: 2.1127, grad_norm: 6.2730 2021-08-17 06:11:41,790 - mmaction - INFO - Epoch [26][360/2640] lr: 1.000e-03, eta: 7:53:53, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.4547, top5_acc: 0.7477, loss_cls: 2.1664, loss: 2.1664, grad_norm: 6.4995 2021-08-17 06:11:50,098 - mmaction - INFO - Epoch [26][380/2640] lr: 1.000e-03, eta: 7:53:44, time: 0.415, data_time: 0.000, memory: 5694, top1_acc: 0.4539, top5_acc: 0.7562, loss_cls: 2.1427, loss: 2.1427, grad_norm: 6.2920 2021-08-17 06:11:58,432 - mmaction - INFO - Epoch [26][400/2640] lr: 1.000e-03, eta: 7:53:35, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.4570, top5_acc: 0.7578, loss_cls: 2.0942, loss: 2.0942, grad_norm: 6.2746 2021-08-17 06:12:06,774 - mmaction - INFO - Epoch [26][420/2640] lr: 1.000e-03, eta: 7:53:26, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.4844, top5_acc: 0.7578, loss_cls: 2.0124, loss: 2.0124, grad_norm: 6.0720 2021-08-17 06:12:15,109 - mmaction - INFO - Epoch [26][440/2640] lr: 1.000e-03, eta: 7:53:17, time: 0.417, data_time: 0.000, memory: 5694, top1_acc: 0.4797, top5_acc: 0.7609, loss_cls: 2.0500, loss: 2.0500, grad_norm: 6.2846 2021-08-17 06:12:23,463 - mmaction - INFO - Epoch [26][460/2640] lr: 1.000e-03, eta: 7:53:08, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.4523, top5_acc: 0.7523, loss_cls: 2.1230, loss: 2.1230, grad_norm: 6.5840 2021-08-17 06:12:31,822 - mmaction - INFO - Epoch [26][480/2640] lr: 1.000e-03, eta: 7:52:59, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.4680, top5_acc: 0.7594, loss_cls: 2.0981, loss: 2.0981, grad_norm: 6.3151 2021-08-17 06:12:40,195 - mmaction - INFO - Epoch [26][500/2640] lr: 1.000e-03, eta: 7:52:50, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.4500, top5_acc: 0.7320, loss_cls: 2.1445, loss: 2.1445, grad_norm: 6.4770 2021-08-17 06:12:48,548 - mmaction - INFO - Epoch [26][520/2640] lr: 1.000e-03, eta: 7:52:41, time: 0.418, data_time: 0.000, memory: 5694, top1_acc: 0.4328, top5_acc: 0.7375, loss_cls: 2.2068, loss: 2.2068, grad_norm: 6.6951 2021-08-17 06:12:56,886 - mmaction - INFO - Epoch [26][540/2640] lr: 1.000e-03, eta: 7:52:32, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.4250, top5_acc: 0.7133, loss_cls: 2.2605, loss: 2.2605, grad_norm: 6.5678 2021-08-17 06:13:05,241 - mmaction - INFO - Epoch [26][560/2640] lr: 1.000e-03, eta: 7:52:23, time: 0.418, data_time: 0.000, memory: 5694, top1_acc: 0.4531, top5_acc: 0.7469, loss_cls: 2.1109, loss: 2.1109, grad_norm: 6.1867 2021-08-17 06:13:13,602 - mmaction - INFO - Epoch [26][580/2640] lr: 1.000e-03, eta: 7:52:14, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.4531, top5_acc: 0.7305, loss_cls: 2.1831, loss: 2.1831, grad_norm: 6.4246 2021-08-17 06:13:21,971 - mmaction - INFO - Epoch [26][600/2640] lr: 1.000e-03, eta: 7:52:05, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.4859, top5_acc: 0.7672, loss_cls: 2.0184, loss: 2.0184, grad_norm: 6.1828 2021-08-17 06:13:30,387 - mmaction - INFO - Epoch [26][620/2640] lr: 1.000e-03, eta: 7:51:56, time: 0.421, data_time: 0.001, memory: 5694, top1_acc: 0.4633, top5_acc: 0.7352, loss_cls: 2.0729, loss: 2.0729, grad_norm: 6.1557 2021-08-17 06:13:38,751 - mmaction - INFO - Epoch [26][640/2640] lr: 1.000e-03, eta: 7:51:47, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.4547, top5_acc: 0.7359, loss_cls: 2.1544, loss: 2.1544, grad_norm: 6.4492 2021-08-17 06:13:47,106 - mmaction - INFO - Epoch [26][660/2640] lr: 1.000e-03, eta: 7:51:38, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.4484, top5_acc: 0.7195, loss_cls: 2.1890, loss: 2.1890, grad_norm: 6.4935 2021-08-17 06:13:55,505 - mmaction - INFO - Epoch [26][680/2640] lr: 1.000e-03, eta: 7:51:30, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.4805, top5_acc: 0.7625, loss_cls: 2.0378, loss: 2.0378, grad_norm: 6.1867 2021-08-17 06:14:03,897 - mmaction - INFO - Epoch [26][700/2640] lr: 1.000e-03, eta: 7:51:21, time: 0.420, data_time: 0.000, memory: 5694, top1_acc: 0.4406, top5_acc: 0.7250, loss_cls: 2.1819, loss: 2.1819, grad_norm: 6.4094 2021-08-17 06:14:12,296 - mmaction - INFO - Epoch [26][720/2640] lr: 1.000e-03, eta: 7:51:12, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.4727, top5_acc: 0.7633, loss_cls: 2.0179, loss: 2.0179, grad_norm: 6.1784 2021-08-17 06:14:20,703 - mmaction - INFO - Epoch [26][740/2640] lr: 1.000e-03, eta: 7:51:03, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.4523, top5_acc: 0.7422, loss_cls: 2.1350, loss: 2.1350, grad_norm: 6.4383 2021-08-17 06:14:29,132 - mmaction - INFO - Epoch [26][760/2640] lr: 1.000e-03, eta: 7:50:54, time: 0.421, data_time: 0.000, memory: 5694, top1_acc: 0.4586, top5_acc: 0.7492, loss_cls: 2.1211, loss: 2.1211, grad_norm: 6.3372 2021-08-17 06:14:37,552 - mmaction - INFO - Epoch [26][780/2640] lr: 1.000e-03, eta: 7:50:45, time: 0.421, data_time: 0.001, memory: 5694, top1_acc: 0.4742, top5_acc: 0.7445, loss_cls: 2.0956, loss: 2.0956, grad_norm: 6.2675 2021-08-17 06:14:46,002 - mmaction - INFO - Epoch [26][800/2640] lr: 1.000e-03, eta: 7:50:36, time: 0.423, data_time: 0.000, memory: 5694, top1_acc: 0.4328, top5_acc: 0.7297, loss_cls: 2.1906, loss: 2.1906, grad_norm: 6.6282 2021-08-17 06:14:54,451 - mmaction - INFO - Epoch [26][820/2640] lr: 1.000e-03, eta: 7:50:27, time: 0.422, data_time: 0.001, memory: 5694, top1_acc: 0.4648, top5_acc: 0.7547, loss_cls: 2.0547, loss: 2.0547, grad_norm: 6.2473 2021-08-17 06:15:02,916 - mmaction - INFO - Epoch [26][840/2640] lr: 1.000e-03, eta: 7:50:18, time: 0.423, data_time: 0.000, memory: 5694, top1_acc: 0.4766, top5_acc: 0.7438, loss_cls: 2.0997, loss: 2.0997, grad_norm: 6.5391 2021-08-17 06:15:11,375 - mmaction - INFO - Epoch [26][860/2640] lr: 1.000e-03, eta: 7:50:10, time: 0.423, data_time: 0.000, memory: 5694, top1_acc: 0.4727, top5_acc: 0.7516, loss_cls: 2.0778, loss: 2.0778, grad_norm: 6.2775 2021-08-17 06:15:19,857 - mmaction - INFO - Epoch [26][880/2640] lr: 1.000e-03, eta: 7:50:01, time: 0.424, data_time: 0.000, memory: 5694, top1_acc: 0.4711, top5_acc: 0.7500, loss_cls: 2.0828, loss: 2.0828, grad_norm: 6.4925 2021-08-17 06:15:28,325 - mmaction - INFO - Epoch [26][900/2640] lr: 1.000e-03, eta: 7:49:52, time: 0.423, data_time: 0.001, memory: 5694, top1_acc: 0.4602, top5_acc: 0.7469, loss_cls: 2.0794, loss: 2.0794, grad_norm: 6.3344 2021-08-17 06:15:36,795 - mmaction - INFO - Epoch [26][920/2640] lr: 1.000e-03, eta: 7:49:43, time: 0.423, data_time: 0.001, memory: 5694, top1_acc: 0.4625, top5_acc: 0.7500, loss_cls: 2.1294, loss: 2.1294, grad_norm: 6.4401 2021-08-17 06:15:45,284 - mmaction - INFO - Epoch [26][940/2640] lr: 1.000e-03, eta: 7:49:34, time: 0.424, data_time: 0.000, memory: 5694, top1_acc: 0.4430, top5_acc: 0.7516, loss_cls: 2.1689, loss: 2.1689, grad_norm: 6.2016 2021-08-17 06:15:53,761 - mmaction - INFO - Epoch [26][960/2640] lr: 1.000e-03, eta: 7:49:25, time: 0.424, data_time: 0.001, memory: 5694, top1_acc: 0.4680, top5_acc: 0.7594, loss_cls: 2.0880, loss: 2.0880, grad_norm: 6.3252 2021-08-17 06:16:02,220 - mmaction - INFO - Epoch [26][980/2640] lr: 1.000e-03, eta: 7:49:16, time: 0.423, data_time: 0.000, memory: 5694, top1_acc: 0.4531, top5_acc: 0.7500, loss_cls: 2.0991, loss: 2.0991, grad_norm: 6.3689 2021-08-17 06:16:10,721 - mmaction - INFO - Epoch [26][1000/2640] lr: 1.000e-03, eta: 7:49:08, time: 0.425, data_time: 0.001, memory: 5694, top1_acc: 0.4617, top5_acc: 0.7516, loss_cls: 2.1081, loss: 2.1081, grad_norm: 6.4403 2021-08-17 06:16:19,202 - mmaction - INFO - Epoch [26][1020/2640] lr: 1.000e-03, eta: 7:48:59, time: 0.424, data_time: 0.001, memory: 5694, top1_acc: 0.4367, top5_acc: 0.7414, loss_cls: 2.1069, loss: 2.1069, grad_norm: 6.2925 2021-08-17 06:16:27,704 - mmaction - INFO - Epoch [26][1040/2640] lr: 1.000e-03, eta: 7:48:50, time: 0.425, data_time: 0.001, memory: 5694, top1_acc: 0.4820, top5_acc: 0.7586, loss_cls: 2.0165, loss: 2.0165, grad_norm: 6.1827 2021-08-17 06:16:36,185 - mmaction - INFO - Epoch [26][1060/2640] lr: 1.000e-03, eta: 7:48:41, time: 0.424, data_time: 0.000, memory: 5694, top1_acc: 0.4297, top5_acc: 0.7406, loss_cls: 2.1930, loss: 2.1930, grad_norm: 6.6414 2021-08-17 06:16:44,661 - mmaction - INFO - Epoch [26][1080/2640] lr: 1.000e-03, eta: 7:48:32, time: 0.424, data_time: 0.001, memory: 5694, top1_acc: 0.4500, top5_acc: 0.7383, loss_cls: 2.1165, loss: 2.1165, grad_norm: 6.3886 2021-08-17 06:16:53,122 - mmaction - INFO - Epoch [26][1100/2640] lr: 1.000e-03, eta: 7:48:23, time: 0.423, data_time: 0.001, memory: 5694, top1_acc: 0.4813, top5_acc: 0.7523, loss_cls: 2.0619, loss: 2.0619, grad_norm: 6.3542 2021-08-17 06:17:01,602 - mmaction - INFO - Epoch [26][1120/2640] lr: 1.000e-03, eta: 7:48:15, time: 0.424, data_time: 0.001, memory: 5694, top1_acc: 0.4672, top5_acc: 0.7398, loss_cls: 2.0669, loss: 2.0669, grad_norm: 6.4435 2021-08-17 06:17:10,069 - mmaction - INFO - Epoch [26][1140/2640] lr: 1.000e-03, eta: 7:48:06, time: 0.423, data_time: 0.001, memory: 5694, top1_acc: 0.4539, top5_acc: 0.7297, loss_cls: 2.1784, loss: 2.1784, grad_norm: 6.5759 2021-08-17 06:17:18,572 - mmaction - INFO - Epoch [26][1160/2640] lr: 1.000e-03, eta: 7:47:57, time: 0.425, data_time: 0.001, memory: 5694, top1_acc: 0.4805, top5_acc: 0.7477, loss_cls: 2.1041, loss: 2.1041, grad_norm: 6.3980 2021-08-17 06:17:27,027 - mmaction - INFO - Epoch [26][1180/2640] lr: 1.000e-03, eta: 7:47:48, time: 0.423, data_time: 0.001, memory: 5694, top1_acc: 0.4359, top5_acc: 0.7438, loss_cls: 2.1252, loss: 2.1252, grad_norm: 6.6336 2021-08-17 06:17:35,475 - mmaction - INFO - Epoch [26][1200/2640] lr: 1.000e-03, eta: 7:47:39, time: 0.423, data_time: 0.001, memory: 5694, top1_acc: 0.4539, top5_acc: 0.7273, loss_cls: 2.1963, loss: 2.1963, grad_norm: 6.4677 2021-08-17 06:17:43,964 - mmaction - INFO - Epoch [26][1220/2640] lr: 1.000e-03, eta: 7:47:30, time: 0.424, data_time: 0.000, memory: 5694, top1_acc: 0.4547, top5_acc: 0.7414, loss_cls: 2.0917, loss: 2.0917, grad_norm: 6.3153 2021-08-17 06:17:52,431 - mmaction - INFO - Epoch [26][1240/2640] lr: 1.000e-03, eta: 7:47:22, time: 0.423, data_time: 0.001, memory: 5694, top1_acc: 0.4664, top5_acc: 0.7469, loss_cls: 2.0872, loss: 2.0872, grad_norm: 6.2006 2021-08-17 06:18:00,852 - mmaction - INFO - Epoch [26][1260/2640] lr: 1.000e-03, eta: 7:47:13, time: 0.421, data_time: 0.001, memory: 5694, top1_acc: 0.4602, top5_acc: 0.7562, loss_cls: 2.0776, loss: 2.0776, grad_norm: 6.2704 2021-08-17 06:18:09,296 - mmaction - INFO - Epoch [26][1280/2640] lr: 1.000e-03, eta: 7:47:04, time: 0.422, data_time: 0.001, memory: 5694, top1_acc: 0.4539, top5_acc: 0.7664, loss_cls: 2.0593, loss: 2.0593, grad_norm: 6.3492 2021-08-17 06:18:17,702 - mmaction - INFO - Epoch [26][1300/2640] lr: 1.000e-03, eta: 7:46:55, time: 0.420, data_time: 0.000, memory: 5694, top1_acc: 0.4703, top5_acc: 0.7328, loss_cls: 2.1145, loss: 2.1145, grad_norm: 6.3187 2021-08-17 06:18:26,133 - mmaction - INFO - Epoch [26][1320/2640] lr: 1.000e-03, eta: 7:46:46, time: 0.422, data_time: 0.001, memory: 5694, top1_acc: 0.4531, top5_acc: 0.7273, loss_cls: 2.1675, loss: 2.1675, grad_norm: 6.5599 2021-08-17 06:18:34,547 - mmaction - INFO - Epoch [26][1340/2640] lr: 1.000e-03, eta: 7:46:37, time: 0.421, data_time: 0.000, memory: 5694, top1_acc: 0.4773, top5_acc: 0.7539, loss_cls: 2.0775, loss: 2.0775, grad_norm: 6.4283 2021-08-17 06:18:42,953 - mmaction - INFO - Epoch [26][1360/2640] lr: 1.000e-03, eta: 7:46:28, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.4562, top5_acc: 0.7500, loss_cls: 2.0878, loss: 2.0878, grad_norm: 6.3796 2021-08-17 06:18:51,352 - mmaction - INFO - Epoch [26][1380/2640] lr: 1.000e-03, eta: 7:46:19, time: 0.420, data_time: 0.000, memory: 5694, top1_acc: 0.4477, top5_acc: 0.7328, loss_cls: 2.1626, loss: 2.1626, grad_norm: 6.4846 2021-08-17 06:18:59,758 - mmaction - INFO - Epoch [26][1400/2640] lr: 1.000e-03, eta: 7:46:10, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.4578, top5_acc: 0.7492, loss_cls: 2.0952, loss: 2.0952, grad_norm: 6.2152 2021-08-17 06:19:08,155 - mmaction - INFO - Epoch [26][1420/2640] lr: 1.000e-03, eta: 7:46:02, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.4742, top5_acc: 0.7523, loss_cls: 2.0284, loss: 2.0284, grad_norm: 6.1867 2021-08-17 06:19:16,529 - mmaction - INFO - Epoch [26][1440/2640] lr: 1.000e-03, eta: 7:45:53, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.4719, top5_acc: 0.7320, loss_cls: 2.1563, loss: 2.1563, grad_norm: 6.3509 2021-08-17 06:19:24,891 - mmaction - INFO - Epoch [26][1460/2640] lr: 1.000e-03, eta: 7:45:44, time: 0.418, data_time: 0.000, memory: 5694, top1_acc: 0.4992, top5_acc: 0.7695, loss_cls: 2.0392, loss: 2.0392, grad_norm: 6.3919 2021-08-17 06:19:33,292 - mmaction - INFO - Epoch [26][1480/2640] lr: 1.000e-03, eta: 7:45:35, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.4570, top5_acc: 0.7430, loss_cls: 2.1638, loss: 2.1638, grad_norm: 6.5319 2021-08-17 06:19:41,677 - mmaction - INFO - Epoch [26][1500/2640] lr: 1.000e-03, eta: 7:45:26, time: 0.419, data_time: 0.000, memory: 5694, top1_acc: 0.4891, top5_acc: 0.7820, loss_cls: 1.9702, loss: 1.9702, grad_norm: 6.2309 2021-08-17 06:19:50,126 - mmaction - INFO - Epoch [26][1520/2640] lr: 1.000e-03, eta: 7:45:17, time: 0.422, data_time: 0.001, memory: 5694, top1_acc: 0.4406, top5_acc: 0.7406, loss_cls: 2.1802, loss: 2.1802, grad_norm: 6.4761 2021-08-17 06:19:58,527 - mmaction - INFO - Epoch [26][1540/2640] lr: 1.000e-03, eta: 7:45:08, time: 0.420, data_time: 0.000, memory: 5694, top1_acc: 0.4648, top5_acc: 0.7336, loss_cls: 2.1378, loss: 2.1378, grad_norm: 6.3356 2021-08-17 06:20:06,932 - mmaction - INFO - Epoch [26][1560/2640] lr: 1.000e-03, eta: 7:44:59, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.4734, top5_acc: 0.7539, loss_cls: 2.0896, loss: 2.0896, grad_norm: 6.4092 2021-08-17 06:20:15,334 - mmaction - INFO - Epoch [26][1580/2640] lr: 1.000e-03, eta: 7:44:50, time: 0.420, data_time: 0.000, memory: 5694, top1_acc: 0.4609, top5_acc: 0.7445, loss_cls: 2.1198, loss: 2.1198, grad_norm: 6.5703 2021-08-17 06:20:23,752 - mmaction - INFO - Epoch [26][1600/2640] lr: 1.000e-03, eta: 7:44:41, time: 0.421, data_time: 0.000, memory: 5694, top1_acc: 0.4750, top5_acc: 0.7367, loss_cls: 2.0851, loss: 2.0851, grad_norm: 6.2818 2021-08-17 06:20:32,163 - mmaction - INFO - Epoch [26][1620/2640] lr: 1.000e-03, eta: 7:44:32, time: 0.421, data_time: 0.001, memory: 5694, top1_acc: 0.4383, top5_acc: 0.7492, loss_cls: 2.1545, loss: 2.1545, grad_norm: 6.4733 2021-08-17 06:20:40,611 - mmaction - INFO - Epoch [26][1640/2640] lr: 1.000e-03, eta: 7:44:24, time: 0.422, data_time: 0.001, memory: 5694, top1_acc: 0.4469, top5_acc: 0.7344, loss_cls: 2.1973, loss: 2.1973, grad_norm: 6.4385 2021-08-17 06:20:49,026 - mmaction - INFO - Epoch [26][1660/2640] lr: 1.000e-03, eta: 7:44:15, time: 0.421, data_time: 0.001, memory: 5694, top1_acc: 0.4555, top5_acc: 0.7477, loss_cls: 2.1061, loss: 2.1061, grad_norm: 6.4964 2021-08-17 06:20:57,465 - mmaction - INFO - Epoch [26][1680/2640] lr: 1.000e-03, eta: 7:44:06, time: 0.422, data_time: 0.002, memory: 5694, top1_acc: 0.4703, top5_acc: 0.7586, loss_cls: 2.0758, loss: 2.0758, grad_norm: 6.3004 2021-08-17 06:21:05,894 - mmaction - INFO - Epoch [26][1700/2640] lr: 1.000e-03, eta: 7:43:57, time: 0.421, data_time: 0.000, memory: 5694, top1_acc: 0.4711, top5_acc: 0.7484, loss_cls: 2.0777, loss: 2.0777, grad_norm: 6.1909 2021-08-17 06:21:14,302 - mmaction - INFO - Epoch [26][1720/2640] lr: 1.000e-03, eta: 7:43:48, time: 0.421, data_time: 0.001, memory: 5694, top1_acc: 0.4555, top5_acc: 0.7359, loss_cls: 2.1557, loss: 2.1557, grad_norm: 6.4748 2021-08-17 06:21:22,710 - mmaction - INFO - Epoch [26][1740/2640] lr: 1.000e-03, eta: 7:43:39, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.4617, top5_acc: 0.7508, loss_cls: 2.0367, loss: 2.0367, grad_norm: 6.1477 2021-08-17 06:21:31,102 - mmaction - INFO - Epoch [26][1760/2640] lr: 1.000e-03, eta: 7:43:30, time: 0.420, data_time: 0.002, memory: 5694, top1_acc: 0.4625, top5_acc: 0.7477, loss_cls: 2.0895, loss: 2.0895, grad_norm: 6.3935 2021-08-17 06:21:39,509 - mmaction - INFO - Epoch [26][1780/2640] lr: 1.000e-03, eta: 7:43:21, time: 0.420, data_time: 0.000, memory: 5694, top1_acc: 0.4469, top5_acc: 0.7500, loss_cls: 2.1092, loss: 2.1092, grad_norm: 6.4127 2021-08-17 06:21:47,906 - mmaction - INFO - Epoch [26][1800/2640] lr: 1.000e-03, eta: 7:43:12, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.4703, top5_acc: 0.7531, loss_cls: 2.0556, loss: 2.0556, grad_norm: 6.2983 2021-08-17 06:21:56,343 - mmaction - INFO - Epoch [26][1820/2640] lr: 1.000e-03, eta: 7:43:04, time: 0.422, data_time: 0.000, memory: 5694, top1_acc: 0.4516, top5_acc: 0.7445, loss_cls: 2.1426, loss: 2.1426, grad_norm: 6.3456 2021-08-17 06:22:04,794 - mmaction - INFO - Epoch [26][1840/2640] lr: 1.000e-03, eta: 7:42:55, time: 0.423, data_time: 0.002, memory: 5694, top1_acc: 0.4742, top5_acc: 0.7461, loss_cls: 2.0935, loss: 2.0935, grad_norm: 6.3158 2021-08-17 06:22:13,207 - mmaction - INFO - Epoch [26][1860/2640] lr: 1.000e-03, eta: 7:42:46, time: 0.421, data_time: 0.001, memory: 5694, top1_acc: 0.4820, top5_acc: 0.7633, loss_cls: 2.0534, loss: 2.0534, grad_norm: 6.3432 2021-08-17 06:22:21,642 - mmaction - INFO - Epoch [26][1880/2640] lr: 1.000e-03, eta: 7:42:37, time: 0.422, data_time: 0.001, memory: 5694, top1_acc: 0.4508, top5_acc: 0.7305, loss_cls: 2.1842, loss: 2.1842, grad_norm: 6.3340 2021-08-17 06:22:30,090 - mmaction - INFO - Epoch [26][1900/2640] lr: 1.000e-03, eta: 7:42:28, time: 0.422, data_time: 0.000, memory: 5694, top1_acc: 0.4734, top5_acc: 0.7727, loss_cls: 1.9745, loss: 1.9745, grad_norm: 6.1854 2021-08-17 06:22:38,514 - mmaction - INFO - Epoch [26][1920/2640] lr: 1.000e-03, eta: 7:42:19, time: 0.421, data_time: 0.000, memory: 5694, top1_acc: 0.4664, top5_acc: 0.7438, loss_cls: 2.1163, loss: 2.1163, grad_norm: 6.5305 2021-08-17 06:22:46,979 - mmaction - INFO - Epoch [26][1940/2640] lr: 1.000e-03, eta: 7:42:10, time: 0.423, data_time: 0.001, memory: 5694, top1_acc: 0.4633, top5_acc: 0.7406, loss_cls: 2.1442, loss: 2.1442, grad_norm: 6.6529 2021-08-17 06:22:55,422 - mmaction - INFO - Epoch [26][1960/2640] lr: 1.000e-03, eta: 7:42:02, time: 0.422, data_time: 0.001, memory: 5694, top1_acc: 0.4547, top5_acc: 0.7641, loss_cls: 2.0672, loss: 2.0672, grad_norm: 6.4598 2021-08-17 06:23:03,850 - mmaction - INFO - Epoch [26][1980/2640] lr: 1.000e-03, eta: 7:41:53, time: 0.421, data_time: 0.000, memory: 5694, top1_acc: 0.4594, top5_acc: 0.7383, loss_cls: 2.1216, loss: 2.1216, grad_norm: 6.3431 2021-08-17 06:23:12,307 - mmaction - INFO - Epoch [26][2000/2640] lr: 1.000e-03, eta: 7:41:44, time: 0.423, data_time: 0.001, memory: 5694, top1_acc: 0.4313, top5_acc: 0.7141, loss_cls: 2.2242, loss: 2.2242, grad_norm: 6.6360 2021-08-17 06:23:20,732 - mmaction - INFO - Epoch [26][2020/2640] lr: 1.000e-03, eta: 7:41:35, time: 0.421, data_time: 0.001, memory: 5694, top1_acc: 0.4688, top5_acc: 0.7508, loss_cls: 2.0825, loss: 2.0825, grad_norm: 6.3804 2021-08-17 06:23:29,190 - mmaction - INFO - Epoch [26][2040/2640] lr: 1.000e-03, eta: 7:41:26, time: 0.423, data_time: 0.001, memory: 5694, top1_acc: 0.4570, top5_acc: 0.7445, loss_cls: 2.1102, loss: 2.1102, grad_norm: 6.4114 2021-08-17 06:23:37,664 - mmaction - INFO - Epoch [26][2060/2640] lr: 1.000e-03, eta: 7:41:17, time: 0.424, data_time: 0.000, memory: 5694, top1_acc: 0.4531, top5_acc: 0.7445, loss_cls: 2.1146, loss: 2.1146, grad_norm: 6.3679 2021-08-17 06:23:46,136 - mmaction - INFO - Epoch [26][2080/2640] lr: 1.000e-03, eta: 7:41:08, time: 0.424, data_time: 0.001, memory: 5694, top1_acc: 0.4727, top5_acc: 0.7570, loss_cls: 2.0226, loss: 2.0226, grad_norm: 6.1903 2021-08-17 06:23:54,573 - mmaction - INFO - Epoch [26][2100/2640] lr: 1.000e-03, eta: 7:41:00, time: 0.422, data_time: 0.000, memory: 5694, top1_acc: 0.4602, top5_acc: 0.7547, loss_cls: 2.0518, loss: 2.0518, grad_norm: 6.3723 2021-08-17 06:24:03,016 - mmaction - INFO - Epoch [26][2120/2640] lr: 1.000e-03, eta: 7:40:51, time: 0.422, data_time: 0.001, memory: 5694, top1_acc: 0.4805, top5_acc: 0.7664, loss_cls: 2.0382, loss: 2.0382, grad_norm: 6.5620 2021-08-17 06:24:11,453 - mmaction - INFO - Epoch [26][2140/2640] lr: 1.000e-03, eta: 7:40:42, time: 0.422, data_time: 0.001, memory: 5694, top1_acc: 0.4648, top5_acc: 0.7305, loss_cls: 2.1464, loss: 2.1464, grad_norm: 6.4896 2021-08-17 06:24:19,890 - mmaction - INFO - Epoch [26][2160/2640] lr: 1.000e-03, eta: 7:40:33, time: 0.422, data_time: 0.000, memory: 5694, top1_acc: 0.4602, top5_acc: 0.7539, loss_cls: 2.1289, loss: 2.1289, grad_norm: 6.6059 2021-08-17 06:24:28,361 - mmaction - INFO - Epoch [26][2180/2640] lr: 1.000e-03, eta: 7:40:24, time: 0.424, data_time: 0.001, memory: 5694, top1_acc: 0.4570, top5_acc: 0.7578, loss_cls: 2.1193, loss: 2.1193, grad_norm: 6.4492 2021-08-17 06:24:36,794 - mmaction - INFO - Epoch [26][2200/2640] lr: 1.000e-03, eta: 7:40:15, time: 0.422, data_time: 0.000, memory: 5694, top1_acc: 0.4562, top5_acc: 0.7539, loss_cls: 2.0835, loss: 2.0835, grad_norm: 6.5725 2021-08-17 06:24:45,235 - mmaction - INFO - Epoch [26][2220/2640] lr: 1.000e-03, eta: 7:40:06, time: 0.422, data_time: 0.001, memory: 5694, top1_acc: 0.4766, top5_acc: 0.7398, loss_cls: 2.0937, loss: 2.0937, grad_norm: 6.3966 2021-08-17 06:24:53,689 - mmaction - INFO - Epoch [26][2240/2640] lr: 1.000e-03, eta: 7:39:58, time: 0.423, data_time: 0.001, memory: 5694, top1_acc: 0.4727, top5_acc: 0.7617, loss_cls: 2.0267, loss: 2.0267, grad_norm: 6.4524 2021-08-17 06:25:02,121 - mmaction - INFO - Epoch [26][2260/2640] lr: 1.000e-03, eta: 7:39:49, time: 0.422, data_time: 0.000, memory: 5694, top1_acc: 0.4375, top5_acc: 0.7273, loss_cls: 2.1910, loss: 2.1910, grad_norm: 6.5157 2021-08-17 06:25:10,595 - mmaction - INFO - Epoch [26][2280/2640] lr: 1.000e-03, eta: 7:39:40, time: 0.424, data_time: 0.001, memory: 5694, top1_acc: 0.4539, top5_acc: 0.7484, loss_cls: 2.0985, loss: 2.0985, grad_norm: 6.2170 2021-08-17 06:25:19,065 - mmaction - INFO - Epoch [26][2300/2640] lr: 1.000e-03, eta: 7:39:31, time: 0.424, data_time: 0.000, memory: 5694, top1_acc: 0.4562, top5_acc: 0.7484, loss_cls: 2.0529, loss: 2.0529, grad_norm: 6.3720 2021-08-17 06:25:27,519 - mmaction - INFO - Epoch [26][2320/2640] lr: 1.000e-03, eta: 7:39:22, time: 0.423, data_time: 0.000, memory: 5694, top1_acc: 0.4586, top5_acc: 0.7406, loss_cls: 2.1173, loss: 2.1173, grad_norm: 6.4519 2021-08-17 06:25:35,971 - mmaction - INFO - Epoch [26][2340/2640] lr: 1.000e-03, eta: 7:39:13, time: 0.423, data_time: 0.000, memory: 5694, top1_acc: 0.4570, top5_acc: 0.7375, loss_cls: 2.1283, loss: 2.1283, grad_norm: 6.4609 2021-08-17 06:25:44,395 - mmaction - INFO - Epoch [26][2360/2640] lr: 1.000e-03, eta: 7:39:04, time: 0.421, data_time: 0.001, memory: 5694, top1_acc: 0.4719, top5_acc: 0.7492, loss_cls: 2.0506, loss: 2.0506, grad_norm: 6.3961 2021-08-17 06:25:52,810 - mmaction - INFO - Epoch [26][2380/2640] lr: 1.000e-03, eta: 7:38:56, time: 0.421, data_time: 0.001, memory: 5694, top1_acc: 0.4664, top5_acc: 0.7406, loss_cls: 2.1253, loss: 2.1253, grad_norm: 6.4535 2021-08-17 06:26:01,217 - mmaction - INFO - Epoch [26][2400/2640] lr: 1.000e-03, eta: 7:38:47, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.4586, top5_acc: 0.7516, loss_cls: 2.1007, loss: 2.1007, grad_norm: 6.4416 2021-08-17 06:26:09,619 - mmaction - INFO - Epoch [26][2420/2640] lr: 1.000e-03, eta: 7:38:38, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.4695, top5_acc: 0.7484, loss_cls: 2.1189, loss: 2.1189, grad_norm: 6.6708 2021-08-17 06:26:18,054 - mmaction - INFO - Epoch [26][2440/2640] lr: 1.000e-03, eta: 7:38:29, time: 0.422, data_time: 0.001, memory: 5694, top1_acc: 0.4570, top5_acc: 0.7359, loss_cls: 2.1034, loss: 2.1034, grad_norm: 6.3881 2021-08-17 06:26:26,506 - mmaction - INFO - Epoch [26][2460/2640] lr: 1.000e-03, eta: 7:38:20, time: 0.422, data_time: 0.001, memory: 5694, top1_acc: 0.4688, top5_acc: 0.7508, loss_cls: 2.0965, loss: 2.0965, grad_norm: 6.4853 2021-08-17 06:26:34,910 - mmaction - INFO - Epoch [26][2480/2640] lr: 1.000e-03, eta: 7:38:11, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.4734, top5_acc: 0.7641, loss_cls: 2.0363, loss: 2.0363, grad_norm: 6.5552 2021-08-17 06:26:43,331 - mmaction - INFO - Epoch [26][2500/2640] lr: 1.000e-03, eta: 7:38:02, time: 0.421, data_time: 0.001, memory: 5694, top1_acc: 0.4531, top5_acc: 0.7625, loss_cls: 2.0495, loss: 2.0495, grad_norm: 6.2797 2021-08-17 06:26:51,759 - mmaction - INFO - Epoch [26][2520/2640] lr: 1.000e-03, eta: 7:37:53, time: 0.421, data_time: 0.001, memory: 5694, top1_acc: 0.4469, top5_acc: 0.7195, loss_cls: 2.2140, loss: 2.2140, grad_norm: 6.3796 2021-08-17 06:27:00,155 - mmaction - INFO - Epoch [26][2540/2640] lr: 1.000e-03, eta: 7:37:45, time: 0.420, data_time: 0.000, memory: 5694, top1_acc: 0.4609, top5_acc: 0.7461, loss_cls: 2.0291, loss: 2.0291, grad_norm: 6.4387 2021-08-17 06:27:08,619 - mmaction - INFO - Epoch [26][2560/2640] lr: 1.000e-03, eta: 7:37:36, time: 0.423, data_time: 0.001, memory: 5694, top1_acc: 0.4602, top5_acc: 0.7383, loss_cls: 2.1026, loss: 2.1026, grad_norm: 6.3251 2021-08-17 06:27:17,040 - mmaction - INFO - Epoch [26][2580/2640] lr: 1.000e-03, eta: 7:37:27, time: 0.421, data_time: 0.001, memory: 5694, top1_acc: 0.4672, top5_acc: 0.7586, loss_cls: 2.0564, loss: 2.0564, grad_norm: 6.2552 2021-08-17 06:27:25,513 - mmaction - INFO - Epoch [26][2600/2640] lr: 1.000e-03, eta: 7:37:18, time: 0.423, data_time: 0.001, memory: 5694, top1_acc: 0.4391, top5_acc: 0.7602, loss_cls: 2.1019, loss: 2.1019, grad_norm: 6.3548 2021-08-17 06:27:33,996 - mmaction - INFO - Epoch [26][2620/2640] lr: 1.000e-03, eta: 7:37:09, time: 0.424, data_time: 0.001, memory: 5694, top1_acc: 0.4656, top5_acc: 0.7469, loss_cls: 2.0952, loss: 2.0952, grad_norm: 6.3379 2021-08-17 06:27:42,225 - mmaction - INFO - Epoch [26][2640/2640] lr: 1.000e-03, eta: 7:37:00, time: 0.411, data_time: 0.001, memory: 5694, top1_acc: 0.4605, top5_acc: 0.7266, loss_cls: 2.1165, loss: 2.1165, grad_norm: 6.3121 2021-08-17 06:27:44,080 - mmaction - INFO - Saving checkpoint at 26 epochs 2021-08-17 06:28:40,809 - mmaction - INFO - Epoch [27][20/2640] lr: 1.000e-03, eta: 7:37:35, time: 2.793, data_time: 2.392, memory: 5694, top1_acc: 0.4430, top5_acc: 0.7258, loss_cls: 2.1681, loss: 2.1681, grad_norm: 6.4452 2021-08-17 06:28:48,777 - mmaction - INFO - Epoch [27][40/2640] lr: 1.000e-03, eta: 7:37:26, time: 0.398, data_time: 0.002, memory: 5694, top1_acc: 0.4805, top5_acc: 0.7391, loss_cls: 2.0841, loss: 2.0841, grad_norm: 6.3277 2021-08-17 06:28:56,744 - mmaction - INFO - Epoch [27][60/2640] lr: 1.000e-03, eta: 7:37:16, time: 0.399, data_time: 0.001, memory: 5694, top1_acc: 0.4586, top5_acc: 0.7469, loss_cls: 2.0996, loss: 2.0996, grad_norm: 6.5536 2021-08-17 06:29:04,747 - mmaction - INFO - Epoch [27][80/2640] lr: 1.000e-03, eta: 7:37:07, time: 0.400, data_time: 0.001, memory: 5694, top1_acc: 0.4719, top5_acc: 0.7477, loss_cls: 2.0627, loss: 2.0627, grad_norm: 6.4386 2021-08-17 06:29:12,813 - mmaction - INFO - Epoch [27][100/2640] lr: 1.000e-03, eta: 7:36:58, time: 0.403, data_time: 0.001, memory: 5694, top1_acc: 0.4437, top5_acc: 0.7242, loss_cls: 2.1942, loss: 2.1942, grad_norm: 6.4792 2021-08-17 06:29:20,984 - mmaction - INFO - Epoch [27][120/2640] lr: 1.000e-03, eta: 7:36:49, time: 0.408, data_time: 0.000, memory: 5694, top1_acc: 0.5000, top5_acc: 0.7562, loss_cls: 1.9863, loss: 1.9863, grad_norm: 6.1945 2021-08-17 06:29:29,216 - mmaction - INFO - Epoch [27][140/2640] lr: 1.000e-03, eta: 7:36:40, time: 0.412, data_time: 0.001, memory: 5694, top1_acc: 0.4789, top5_acc: 0.7672, loss_cls: 1.9970, loss: 1.9970, grad_norm: 6.2642 2021-08-17 06:29:37,531 - mmaction - INFO - Epoch [27][160/2640] lr: 1.000e-03, eta: 7:36:31, time: 0.416, data_time: 0.000, memory: 5694, top1_acc: 0.4469, top5_acc: 0.7391, loss_cls: 2.1609, loss: 2.1609, grad_norm: 6.5501 2021-08-17 06:29:45,866 - mmaction - INFO - Epoch [27][180/2640] lr: 1.000e-03, eta: 7:36:22, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.4961, top5_acc: 0.7461, loss_cls: 2.0015, loss: 2.0015, grad_norm: 6.2838 2021-08-17 06:29:54,202 - mmaction - INFO - Epoch [27][200/2640] lr: 1.000e-03, eta: 7:36:13, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.4641, top5_acc: 0.7508, loss_cls: 2.0862, loss: 2.0862, grad_norm: 6.5883 2021-08-17 06:30:02,552 - mmaction - INFO - Epoch [27][220/2640] lr: 1.000e-03, eta: 7:36:04, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.4398, top5_acc: 0.7211, loss_cls: 2.1802, loss: 2.1802, grad_norm: 6.6258 2021-08-17 06:30:10,856 - mmaction - INFO - Epoch [27][240/2640] lr: 1.000e-03, eta: 7:35:55, time: 0.415, data_time: 0.000, memory: 5694, top1_acc: 0.4727, top5_acc: 0.7539, loss_cls: 2.0506, loss: 2.0506, grad_norm: 6.4233 2021-08-17 06:30:19,185 - mmaction - INFO - Epoch [27][260/2640] lr: 1.000e-03, eta: 7:35:46, time: 0.416, data_time: 0.000, memory: 5694, top1_acc: 0.4625, top5_acc: 0.7477, loss_cls: 2.1246, loss: 2.1246, grad_norm: 6.5811 2021-08-17 06:30:27,524 - mmaction - INFO - Epoch [27][280/2640] lr: 1.000e-03, eta: 7:35:37, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.4367, top5_acc: 0.7297, loss_cls: 2.1330, loss: 2.1330, grad_norm: 6.4219 2021-08-17 06:30:35,869 - mmaction - INFO - Epoch [27][300/2640] lr: 1.000e-03, eta: 7:35:28, time: 0.417, data_time: 0.000, memory: 5694, top1_acc: 0.4562, top5_acc: 0.7430, loss_cls: 2.1199, loss: 2.1199, grad_norm: 6.4922 2021-08-17 06:30:44,202 - mmaction - INFO - Epoch [27][320/2640] lr: 1.000e-03, eta: 7:35:19, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.5008, top5_acc: 0.7648, loss_cls: 2.0064, loss: 2.0064, grad_norm: 6.3136 2021-08-17 06:30:52,523 - mmaction - INFO - Epoch [27][340/2640] lr: 1.000e-03, eta: 7:35:10, time: 0.416, data_time: 0.000, memory: 5694, top1_acc: 0.4820, top5_acc: 0.7656, loss_cls: 2.0509, loss: 2.0509, grad_norm: 6.4276 2021-08-17 06:31:00,868 - mmaction - INFO - Epoch [27][360/2640] lr: 1.000e-03, eta: 7:35:01, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.4500, top5_acc: 0.7336, loss_cls: 2.1190, loss: 2.1190, grad_norm: 6.5211 2021-08-17 06:31:09,212 - mmaction - INFO - Epoch [27][380/2640] lr: 1.000e-03, eta: 7:34:52, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.4820, top5_acc: 0.7492, loss_cls: 2.0657, loss: 2.0657, grad_norm: 6.5965 2021-08-17 06:31:17,562 - mmaction - INFO - Epoch [27][400/2640] lr: 1.000e-03, eta: 7:34:43, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.4469, top5_acc: 0.7445, loss_cls: 2.1048, loss: 2.1048, grad_norm: 6.3886 2021-08-17 06:31:25,929 - mmaction - INFO - Epoch [27][420/2640] lr: 1.000e-03, eta: 7:34:34, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.4766, top5_acc: 0.7461, loss_cls: 2.0481, loss: 2.0481, grad_norm: 6.5839 2021-08-17 06:31:34,289 - mmaction - INFO - Epoch [27][440/2640] lr: 1.000e-03, eta: 7:34:25, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.4797, top5_acc: 0.7484, loss_cls: 2.0497, loss: 2.0497, grad_norm: 6.3513 2021-08-17 06:31:42,671 - mmaction - INFO - Epoch [27][460/2640] lr: 1.000e-03, eta: 7:34:16, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.4375, top5_acc: 0.7438, loss_cls: 2.1485, loss: 2.1485, grad_norm: 6.7857 2021-08-17 06:31:51,069 - mmaction - INFO - Epoch [27][480/2640] lr: 1.000e-03, eta: 7:34:07, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.4641, top5_acc: 0.7453, loss_cls: 2.0880, loss: 2.0880, grad_norm: 6.3912 2021-08-17 06:31:59,450 - mmaction - INFO - Epoch [27][500/2640] lr: 1.000e-03, eta: 7:33:58, time: 0.419, data_time: 0.000, memory: 5694, top1_acc: 0.4523, top5_acc: 0.7383, loss_cls: 2.1368, loss: 2.1368, grad_norm: 6.6023 2021-08-17 06:32:07,837 - mmaction - INFO - Epoch [27][520/2640] lr: 1.000e-03, eta: 7:33:50, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.4711, top5_acc: 0.7484, loss_cls: 2.0708, loss: 2.0708, grad_norm: 6.5697 2021-08-17 06:32:16,194 - mmaction - INFO - Epoch [27][540/2640] lr: 1.000e-03, eta: 7:33:41, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.4508, top5_acc: 0.7484, loss_cls: 2.1050, loss: 2.1050, grad_norm: 6.5582 2021-08-17 06:32:24,577 - mmaction - INFO - Epoch [27][560/2640] lr: 1.000e-03, eta: 7:33:32, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.4852, top5_acc: 0.7633, loss_cls: 2.0325, loss: 2.0325, grad_norm: 6.5504 2021-08-17 06:32:32,924 - mmaction - INFO - Epoch [27][580/2640] lr: 1.000e-03, eta: 7:33:23, time: 0.417, data_time: 0.000, memory: 5694, top1_acc: 0.4727, top5_acc: 0.7633, loss_cls: 2.0472, loss: 2.0472, grad_norm: 6.3574 2021-08-17 06:32:41,305 - mmaction - INFO - Epoch [27][600/2640] lr: 1.000e-03, eta: 7:33:14, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.4609, top5_acc: 0.7492, loss_cls: 2.0770, loss: 2.0770, grad_norm: 6.5717 2021-08-17 06:32:49,684 - mmaction - INFO - Epoch [27][620/2640] lr: 1.000e-03, eta: 7:33:05, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.4828, top5_acc: 0.7578, loss_cls: 2.0503, loss: 2.0503, grad_norm: 6.4844 2021-08-17 06:32:58,062 - mmaction - INFO - Epoch [27][640/2640] lr: 1.000e-03, eta: 7:32:56, time: 0.419, data_time: 0.000, memory: 5694, top1_acc: 0.4633, top5_acc: 0.7492, loss_cls: 2.1185, loss: 2.1185, grad_norm: 6.6571 2021-08-17 06:33:06,416 - mmaction - INFO - Epoch [27][660/2640] lr: 1.000e-03, eta: 7:32:47, time: 0.418, data_time: 0.000, memory: 5694, top1_acc: 0.4719, top5_acc: 0.7766, loss_cls: 2.0092, loss: 2.0092, grad_norm: 6.3614 2021-08-17 06:33:14,822 - mmaction - INFO - Epoch [27][680/2640] lr: 1.000e-03, eta: 7:32:38, time: 0.420, data_time: 0.000, memory: 5694, top1_acc: 0.4617, top5_acc: 0.7539, loss_cls: 2.0782, loss: 2.0782, grad_norm: 6.4847 2021-08-17 06:33:23,188 - mmaction - INFO - Epoch [27][700/2640] lr: 1.000e-03, eta: 7:32:29, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.4625, top5_acc: 0.7617, loss_cls: 2.0879, loss: 2.0879, grad_norm: 6.3564 2021-08-17 06:33:31,615 - mmaction - INFO - Epoch [27][720/2640] lr: 1.000e-03, eta: 7:32:20, time: 0.421, data_time: 0.001, memory: 5694, top1_acc: 0.4805, top5_acc: 0.7719, loss_cls: 2.0340, loss: 2.0340, grad_norm: 6.4542 2021-08-17 06:33:40,005 - mmaction - INFO - Epoch [27][740/2640] lr: 1.000e-03, eta: 7:32:11, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.4656, top5_acc: 0.7461, loss_cls: 2.0787, loss: 2.0787, grad_norm: 6.4908 2021-08-17 06:33:48,386 - mmaction - INFO - Epoch [27][760/2640] lr: 1.000e-03, eta: 7:32:02, time: 0.419, data_time: 0.000, memory: 5694, top1_acc: 0.4820, top5_acc: 0.7500, loss_cls: 2.0325, loss: 2.0325, grad_norm: 6.2301 2021-08-17 06:33:56,786 - mmaction - INFO - Epoch [27][780/2640] lr: 1.000e-03, eta: 7:31:54, time: 0.419, data_time: 0.000, memory: 5694, top1_acc: 0.4555, top5_acc: 0.7398, loss_cls: 2.1002, loss: 2.1002, grad_norm: 6.6257 2021-08-17 06:34:05,184 - mmaction - INFO - Epoch [27][800/2640] lr: 1.000e-03, eta: 7:31:45, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.4609, top5_acc: 0.7492, loss_cls: 2.0817, loss: 2.0817, grad_norm: 6.4616 2021-08-17 06:34:13,544 - mmaction - INFO - Epoch [27][820/2640] lr: 1.000e-03, eta: 7:31:36, time: 0.418, data_time: 0.000, memory: 5694, top1_acc: 0.4562, top5_acc: 0.7414, loss_cls: 2.1616, loss: 2.1616, grad_norm: 6.5666 2021-08-17 06:34:21,950 - mmaction - INFO - Epoch [27][840/2640] lr: 1.000e-03, eta: 7:31:27, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.4492, top5_acc: 0.7273, loss_cls: 2.1660, loss: 2.1660, grad_norm: 6.4289 2021-08-17 06:34:30,334 - mmaction - INFO - Epoch [27][860/2640] lr: 1.000e-03, eta: 7:31:18, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.4602, top5_acc: 0.7469, loss_cls: 2.0928, loss: 2.0928, grad_norm: 6.6194 2021-08-17 06:34:38,773 - mmaction - INFO - Epoch [27][880/2640] lr: 1.000e-03, eta: 7:31:09, time: 0.422, data_time: 0.001, memory: 5694, top1_acc: 0.4633, top5_acc: 0.7539, loss_cls: 2.1182, loss: 2.1182, grad_norm: 6.5752 2021-08-17 06:34:47,182 - mmaction - INFO - Epoch [27][900/2640] lr: 1.000e-03, eta: 7:31:00, time: 0.421, data_time: 0.000, memory: 5694, top1_acc: 0.4688, top5_acc: 0.7578, loss_cls: 2.0564, loss: 2.0564, grad_norm: 6.4905 2021-08-17 06:34:55,587 - mmaction - INFO - Epoch [27][920/2640] lr: 1.000e-03, eta: 7:30:51, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.4742, top5_acc: 0.7492, loss_cls: 2.0734, loss: 2.0734, grad_norm: 6.4343 2021-08-17 06:35:03,990 - mmaction - INFO - Epoch [27][940/2640] lr: 1.000e-03, eta: 7:30:42, time: 0.420, data_time: 0.000, memory: 5694, top1_acc: 0.4672, top5_acc: 0.7562, loss_cls: 2.0275, loss: 2.0275, grad_norm: 6.3935 2021-08-17 06:35:12,391 - mmaction - INFO - Epoch [27][960/2640] lr: 1.000e-03, eta: 7:30:33, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.4727, top5_acc: 0.7570, loss_cls: 2.0396, loss: 2.0396, grad_norm: 6.4573 2021-08-17 06:35:20,796 - mmaction - INFO - Epoch [27][980/2640] lr: 1.000e-03, eta: 7:30:24, time: 0.420, data_time: 0.000, memory: 5694, top1_acc: 0.4711, top5_acc: 0.7523, loss_cls: 2.0913, loss: 2.0913, grad_norm: 6.5577 2021-08-17 06:35:29,206 - mmaction - INFO - Epoch [27][1000/2640] lr: 1.000e-03, eta: 7:30:16, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.4922, top5_acc: 0.7742, loss_cls: 1.9638, loss: 1.9638, grad_norm: 6.2929 2021-08-17 06:35:37,631 - mmaction - INFO - Epoch [27][1020/2640] lr: 1.000e-03, eta: 7:30:07, time: 0.421, data_time: 0.000, memory: 5694, top1_acc: 0.4547, top5_acc: 0.7258, loss_cls: 2.2017, loss: 2.2017, grad_norm: 6.7889 2021-08-17 06:35:46,058 - mmaction - INFO - Epoch [27][1040/2640] lr: 1.000e-03, eta: 7:29:58, time: 0.421, data_time: 0.001, memory: 5694, top1_acc: 0.4664, top5_acc: 0.7406, loss_cls: 2.0783, loss: 2.0783, grad_norm: 6.5223 2021-08-17 06:35:54,471 - mmaction - INFO - Epoch [27][1060/2640] lr: 1.000e-03, eta: 7:29:49, time: 0.421, data_time: 0.001, memory: 5694, top1_acc: 0.4773, top5_acc: 0.7477, loss_cls: 2.1152, loss: 2.1152, grad_norm: 6.6777 2021-08-17 06:36:02,895 - mmaction - INFO - Epoch [27][1080/2640] lr: 1.000e-03, eta: 7:29:40, time: 0.421, data_time: 0.001, memory: 5694, top1_acc: 0.4555, top5_acc: 0.7211, loss_cls: 2.1266, loss: 2.1266, grad_norm: 6.4804 2021-08-17 06:36:11,316 - mmaction - INFO - Epoch [27][1100/2640] lr: 1.000e-03, eta: 7:29:31, time: 0.421, data_time: 0.001, memory: 5694, top1_acc: 0.4578, top5_acc: 0.7469, loss_cls: 2.0780, loss: 2.0780, grad_norm: 6.5329 2021-08-17 06:36:19,715 - mmaction - INFO - Epoch [27][1120/2640] lr: 1.000e-03, eta: 7:29:22, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.4828, top5_acc: 0.7844, loss_cls: 1.9554, loss: 1.9554, grad_norm: 6.4774 2021-08-17 06:36:28,115 - mmaction - INFO - Epoch [27][1140/2640] lr: 1.000e-03, eta: 7:29:13, time: 0.420, data_time: 0.000, memory: 5694, top1_acc: 0.4578, top5_acc: 0.7359, loss_cls: 2.1334, loss: 2.1334, grad_norm: 6.6546 2021-08-17 06:36:36,496 - mmaction - INFO - Epoch [27][1160/2640] lr: 1.000e-03, eta: 7:29:04, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.4727, top5_acc: 0.7305, loss_cls: 2.1015, loss: 2.1015, grad_norm: 6.4463 2021-08-17 06:36:44,876 - mmaction - INFO - Epoch [27][1180/2640] lr: 1.000e-03, eta: 7:28:56, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.4828, top5_acc: 0.7516, loss_cls: 2.0489, loss: 2.0489, grad_norm: 6.3722 2021-08-17 06:36:53,265 - mmaction - INFO - Epoch [27][1200/2640] lr: 1.000e-03, eta: 7:28:47, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.4867, top5_acc: 0.7602, loss_cls: 2.0180, loss: 2.0180, grad_norm: 6.3640 2021-08-17 06:37:01,628 - mmaction - INFO - Epoch [27][1220/2640] lr: 1.000e-03, eta: 7:28:38, time: 0.418, data_time: 0.000, memory: 5694, top1_acc: 0.4859, top5_acc: 0.7477, loss_cls: 2.0407, loss: 2.0407, grad_norm: 6.3677 2021-08-17 06:37:10,027 - mmaction - INFO - Epoch [27][1240/2640] lr: 1.000e-03, eta: 7:28:29, time: 0.420, data_time: 0.002, memory: 5694, top1_acc: 0.4805, top5_acc: 0.7602, loss_cls: 2.0404, loss: 2.0404, grad_norm: 6.5223 2021-08-17 06:37:18,416 - mmaction - INFO - Epoch [27][1260/2640] lr: 1.000e-03, eta: 7:28:20, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.4617, top5_acc: 0.7492, loss_cls: 2.0863, loss: 2.0863, grad_norm: 6.5837 2021-08-17 06:37:26,821 - mmaction - INFO - Epoch [27][1280/2640] lr: 1.000e-03, eta: 7:28:11, time: 0.420, data_time: 0.000, memory: 5694, top1_acc: 0.4508, top5_acc: 0.7570, loss_cls: 2.0665, loss: 2.0665, grad_norm: 6.5873 2021-08-17 06:37:35,200 - mmaction - INFO - Epoch [27][1300/2640] lr: 1.000e-03, eta: 7:28:02, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.4609, top5_acc: 0.7602, loss_cls: 2.0743, loss: 2.0743, grad_norm: 6.5831 2021-08-17 06:37:43,628 - mmaction - INFO - Epoch [27][1320/2640] lr: 1.000e-03, eta: 7:27:53, time: 0.421, data_time: 0.001, memory: 5694, top1_acc: 0.4508, top5_acc: 0.7531, loss_cls: 2.0910, loss: 2.0910, grad_norm: 6.6402 2021-08-17 06:37:52,065 - mmaction - INFO - Epoch [27][1340/2640] lr: 1.000e-03, eta: 7:27:44, time: 0.422, data_time: 0.001, memory: 5694, top1_acc: 0.4500, top5_acc: 0.7484, loss_cls: 2.0664, loss: 2.0664, grad_norm: 6.5468 2021-08-17 06:38:00,458 - mmaction - INFO - Epoch [27][1360/2640] lr: 1.000e-03, eta: 7:27:35, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.4492, top5_acc: 0.7273, loss_cls: 2.1298, loss: 2.1298, grad_norm: 6.4356 2021-08-17 06:38:08,878 - mmaction - INFO - Epoch [27][1380/2640] lr: 1.000e-03, eta: 7:27:27, time: 0.421, data_time: 0.001, memory: 5694, top1_acc: 0.4898, top5_acc: 0.7695, loss_cls: 1.9945, loss: 1.9945, grad_norm: 6.5090 2021-08-17 06:38:17,306 - mmaction - INFO - Epoch [27][1400/2640] lr: 1.000e-03, eta: 7:27:18, time: 0.421, data_time: 0.002, memory: 5694, top1_acc: 0.4250, top5_acc: 0.7258, loss_cls: 2.1819, loss: 2.1819, grad_norm: 6.7385 2021-08-17 06:38:25,756 - mmaction - INFO - Epoch [27][1420/2640] lr: 1.000e-03, eta: 7:27:09, time: 0.423, data_time: 0.000, memory: 5694, top1_acc: 0.4609, top5_acc: 0.7453, loss_cls: 2.0892, loss: 2.0892, grad_norm: 6.5550 2021-08-17 06:38:34,221 - mmaction - INFO - Epoch [27][1440/2640] lr: 1.000e-03, eta: 7:27:00, time: 0.423, data_time: 0.001, memory: 5694, top1_acc: 0.4492, top5_acc: 0.7547, loss_cls: 2.1115, loss: 2.1115, grad_norm: 6.5137 2021-08-17 06:38:42,692 - mmaction - INFO - Epoch [27][1460/2640] lr: 1.000e-03, eta: 7:26:51, time: 0.423, data_time: 0.000, memory: 5694, top1_acc: 0.4516, top5_acc: 0.7586, loss_cls: 2.0751, loss: 2.0751, grad_norm: 6.6857 2021-08-17 06:38:51,130 - mmaction - INFO - Epoch [27][1480/2640] lr: 1.000e-03, eta: 7:26:42, time: 0.422, data_time: 0.002, memory: 5694, top1_acc: 0.4617, top5_acc: 0.7578, loss_cls: 2.0906, loss: 2.0906, grad_norm: 6.6660 2021-08-17 06:38:59,562 - mmaction - INFO - Epoch [27][1500/2640] lr: 1.000e-03, eta: 7:26:33, time: 0.422, data_time: 0.000, memory: 5694, top1_acc: 0.4719, top5_acc: 0.7594, loss_cls: 2.0598, loss: 2.0598, grad_norm: 6.6055 2021-08-17 06:39:07,990 - mmaction - INFO - Epoch [27][1520/2640] lr: 1.000e-03, eta: 7:26:25, time: 0.421, data_time: 0.001, memory: 5694, top1_acc: 0.4906, top5_acc: 0.7641, loss_cls: 2.0041, loss: 2.0041, grad_norm: 6.5530 2021-08-17 06:39:16,378 - mmaction - INFO - Epoch [27][1540/2640] lr: 1.000e-03, eta: 7:26:16, time: 0.419, data_time: 0.000, memory: 5694, top1_acc: 0.4867, top5_acc: 0.7570, loss_cls: 2.0474, loss: 2.0474, grad_norm: 6.5490 2021-08-17 06:39:24,791 - mmaction - INFO - Epoch [27][1560/2640] lr: 1.000e-03, eta: 7:26:07, time: 0.421, data_time: 0.001, memory: 5694, top1_acc: 0.4859, top5_acc: 0.7602, loss_cls: 1.9701, loss: 1.9701, grad_norm: 6.3825 2021-08-17 06:39:33,208 - mmaction - INFO - Epoch [27][1580/2640] lr: 1.000e-03, eta: 7:25:58, time: 0.421, data_time: 0.000, memory: 5694, top1_acc: 0.4273, top5_acc: 0.7516, loss_cls: 2.1279, loss: 2.1279, grad_norm: 6.6837 2021-08-17 06:39:41,629 - mmaction - INFO - Epoch [27][1600/2640] lr: 1.000e-03, eta: 7:25:49, time: 0.421, data_time: 0.001, memory: 5694, top1_acc: 0.4719, top5_acc: 0.7695, loss_cls: 2.0147, loss: 2.0147, grad_norm: 6.6761 2021-08-17 06:39:50,064 - mmaction - INFO - Epoch [27][1620/2640] lr: 1.000e-03, eta: 7:25:40, time: 0.421, data_time: 0.000, memory: 5694, top1_acc: 0.4562, top5_acc: 0.7438, loss_cls: 2.1358, loss: 2.1358, grad_norm: 6.6101 2021-08-17 06:39:58,508 - mmaction - INFO - Epoch [27][1640/2640] lr: 1.000e-03, eta: 7:25:31, time: 0.423, data_time: 0.001, memory: 5694, top1_acc: 0.4672, top5_acc: 0.7445, loss_cls: 2.0916, loss: 2.0916, grad_norm: 6.5468 2021-08-17 06:40:06,922 - mmaction - INFO - Epoch [27][1660/2640] lr: 1.000e-03, eta: 7:25:22, time: 0.421, data_time: 0.000, memory: 5694, top1_acc: 0.4898, top5_acc: 0.7727, loss_cls: 1.9781, loss: 1.9781, grad_norm: 6.4360 2021-08-17 06:40:15,335 - mmaction - INFO - Epoch [27][1680/2640] lr: 1.000e-03, eta: 7:25:14, time: 0.421, data_time: 0.001, memory: 5694, top1_acc: 0.4508, top5_acc: 0.7469, loss_cls: 2.1368, loss: 2.1368, grad_norm: 6.6961 2021-08-17 06:40:23,731 - mmaction - INFO - Epoch [27][1700/2640] lr: 1.000e-03, eta: 7:25:05, time: 0.420, data_time: 0.000, memory: 5694, top1_acc: 0.4688, top5_acc: 0.7547, loss_cls: 2.0532, loss: 2.0532, grad_norm: 6.4139 2021-08-17 06:40:32,147 - mmaction - INFO - Epoch [27][1720/2640] lr: 1.000e-03, eta: 7:24:56, time: 0.421, data_time: 0.001, memory: 5694, top1_acc: 0.4609, top5_acc: 0.7641, loss_cls: 2.0496, loss: 2.0496, grad_norm: 6.3865 2021-08-17 06:40:40,536 - mmaction - INFO - Epoch [27][1740/2640] lr: 1.000e-03, eta: 7:24:47, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.4813, top5_acc: 0.7477, loss_cls: 2.0120, loss: 2.0120, grad_norm: 6.6522 2021-08-17 06:40:48,906 - mmaction - INFO - Epoch [27][1760/2640] lr: 1.000e-03, eta: 7:24:38, time: 0.419, data_time: 0.000, memory: 5694, top1_acc: 0.4781, top5_acc: 0.7602, loss_cls: 2.0481, loss: 2.0481, grad_norm: 6.6843 2021-08-17 06:40:57,313 - mmaction - INFO - Epoch [27][1780/2640] lr: 1.000e-03, eta: 7:24:29, time: 0.420, data_time: 0.000, memory: 5694, top1_acc: 0.4758, top5_acc: 0.7445, loss_cls: 2.0923, loss: 2.0923, grad_norm: 6.5245 2021-08-17 06:41:05,717 - mmaction - INFO - Epoch [27][1800/2640] lr: 1.000e-03, eta: 7:24:20, time: 0.421, data_time: 0.001, memory: 5694, top1_acc: 0.4680, top5_acc: 0.7492, loss_cls: 2.0679, loss: 2.0679, grad_norm: 6.5024 2021-08-17 06:41:14,117 - mmaction - INFO - Epoch [27][1820/2640] lr: 1.000e-03, eta: 7:24:11, time: 0.420, data_time: 0.000, memory: 5694, top1_acc: 0.4727, top5_acc: 0.7461, loss_cls: 2.0834, loss: 2.0834, grad_norm: 6.6086 2021-08-17 06:41:22,508 - mmaction - INFO - Epoch [27][1840/2640] lr: 1.000e-03, eta: 7:24:02, time: 0.420, data_time: 0.000, memory: 5694, top1_acc: 0.4320, top5_acc: 0.7312, loss_cls: 2.1609, loss: 2.1609, grad_norm: 6.8933 2021-08-17 06:41:30,920 - mmaction - INFO - Epoch [27][1860/2640] lr: 1.000e-03, eta: 7:23:54, time: 0.421, data_time: 0.001, memory: 5694, top1_acc: 0.4539, top5_acc: 0.7562, loss_cls: 2.0750, loss: 2.0750, grad_norm: 6.6832 2021-08-17 06:41:39,317 - mmaction - INFO - Epoch [27][1880/2640] lr: 1.000e-03, eta: 7:23:45, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.4492, top5_acc: 0.7500, loss_cls: 2.0508, loss: 2.0508, grad_norm: 6.4216 2021-08-17 06:41:47,731 - mmaction - INFO - Epoch [27][1900/2640] lr: 1.000e-03, eta: 7:23:36, time: 0.421, data_time: 0.001, memory: 5694, top1_acc: 0.4875, top5_acc: 0.7805, loss_cls: 1.9986, loss: 1.9986, grad_norm: 6.4227 2021-08-17 06:41:56,112 - mmaction - INFO - Epoch [27][1920/2640] lr: 1.000e-03, eta: 7:23:27, time: 0.419, data_time: 0.000, memory: 5694, top1_acc: 0.4859, top5_acc: 0.7695, loss_cls: 2.0093, loss: 2.0093, grad_norm: 6.5066 2021-08-17 06:42:04,523 - mmaction - INFO - Epoch [27][1940/2640] lr: 1.000e-03, eta: 7:23:18, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.4781, top5_acc: 0.7609, loss_cls: 2.0797, loss: 2.0797, grad_norm: 6.4581 2021-08-17 06:42:12,919 - mmaction - INFO - Epoch [27][1960/2640] lr: 1.000e-03, eta: 7:23:09, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.4578, top5_acc: 0.7359, loss_cls: 2.1393, loss: 2.1393, grad_norm: 6.7221 2021-08-17 06:42:21,305 - mmaction - INFO - Epoch [27][1980/2640] lr: 1.000e-03, eta: 7:23:00, time: 0.419, data_time: 0.000, memory: 5694, top1_acc: 0.4648, top5_acc: 0.7500, loss_cls: 2.1050, loss: 2.1050, grad_norm: 6.7751 2021-08-17 06:42:29,699 - mmaction - INFO - Epoch [27][2000/2640] lr: 1.000e-03, eta: 7:22:51, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.4734, top5_acc: 0.7516, loss_cls: 2.0859, loss: 2.0859, grad_norm: 6.5574 2021-08-17 06:42:38,138 - mmaction - INFO - Epoch [27][2020/2640] lr: 1.000e-03, eta: 7:22:42, time: 0.422, data_time: 0.000, memory: 5694, top1_acc: 0.4680, top5_acc: 0.7672, loss_cls: 2.0329, loss: 2.0329, grad_norm: 6.5319 2021-08-17 06:42:46,538 - mmaction - INFO - Epoch [27][2040/2640] lr: 1.000e-03, eta: 7:22:34, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.4398, top5_acc: 0.7320, loss_cls: 2.1828, loss: 2.1828, grad_norm: 6.8530 2021-08-17 06:42:54,961 - mmaction - INFO - Epoch [27][2060/2640] lr: 1.000e-03, eta: 7:22:25, time: 0.421, data_time: 0.001, memory: 5694, top1_acc: 0.4617, top5_acc: 0.7617, loss_cls: 2.0972, loss: 2.0972, grad_norm: 6.7139 2021-08-17 06:43:03,381 - mmaction - INFO - Epoch [27][2080/2640] lr: 1.000e-03, eta: 7:22:16, time: 0.421, data_time: 0.001, memory: 5694, top1_acc: 0.4789, top5_acc: 0.7602, loss_cls: 2.0227, loss: 2.0227, grad_norm: 6.5563 2021-08-17 06:43:11,815 - mmaction - INFO - Epoch [27][2100/2640] lr: 1.000e-03, eta: 7:22:07, time: 0.422, data_time: 0.002, memory: 5694, top1_acc: 0.4586, top5_acc: 0.7477, loss_cls: 2.0837, loss: 2.0837, grad_norm: 6.5161 2021-08-17 06:43:20,197 - mmaction - INFO - Epoch [27][2120/2640] lr: 1.000e-03, eta: 7:21:58, time: 0.419, data_time: 0.000, memory: 5694, top1_acc: 0.4797, top5_acc: 0.7547, loss_cls: 2.0242, loss: 2.0242, grad_norm: 6.5344 2021-08-17 06:43:28,612 - mmaction - INFO - Epoch [27][2140/2640] lr: 1.000e-03, eta: 7:21:49, time: 0.421, data_time: 0.002, memory: 5694, top1_acc: 0.4617, top5_acc: 0.7406, loss_cls: 2.1096, loss: 2.1096, grad_norm: 6.5400 2021-08-17 06:43:37,033 - mmaction - INFO - Epoch [27][2160/2640] lr: 1.000e-03, eta: 7:21:40, time: 0.421, data_time: 0.001, memory: 5694, top1_acc: 0.4930, top5_acc: 0.7664, loss_cls: 2.0134, loss: 2.0134, grad_norm: 6.5148 2021-08-17 06:43:45,441 - mmaction - INFO - Epoch [27][2180/2640] lr: 1.000e-03, eta: 7:21:31, time: 0.420, data_time: 0.000, memory: 5694, top1_acc: 0.4727, top5_acc: 0.7570, loss_cls: 2.0103, loss: 2.0103, grad_norm: 6.5438 2021-08-17 06:43:53,823 - mmaction - INFO - Epoch [27][2200/2640] lr: 1.000e-03, eta: 7:21:23, time: 0.420, data_time: 0.002, memory: 5694, top1_acc: 0.4500, top5_acc: 0.7391, loss_cls: 2.1195, loss: 2.1195, grad_norm: 6.6740 2021-08-17 06:44:02,235 - mmaction - INFO - Epoch [27][2220/2640] lr: 1.000e-03, eta: 7:21:14, time: 0.421, data_time: 0.000, memory: 5694, top1_acc: 0.4469, top5_acc: 0.7469, loss_cls: 2.1229, loss: 2.1229, grad_norm: 6.5955 2021-08-17 06:44:10,627 - mmaction - INFO - Epoch [27][2240/2640] lr: 1.000e-03, eta: 7:21:05, time: 0.420, data_time: 0.000, memory: 5694, top1_acc: 0.4750, top5_acc: 0.7633, loss_cls: 2.0420, loss: 2.0420, grad_norm: 6.6020 2021-08-17 06:44:19,042 - mmaction - INFO - Epoch [27][2260/2640] lr: 1.000e-03, eta: 7:20:56, time: 0.421, data_time: 0.001, memory: 5694, top1_acc: 0.4711, top5_acc: 0.7500, loss_cls: 2.0642, loss: 2.0642, grad_norm: 6.7252 2021-08-17 06:44:27,435 - mmaction - INFO - Epoch [27][2280/2640] lr: 1.000e-03, eta: 7:20:47, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.4633, top5_acc: 0.7484, loss_cls: 2.1254, loss: 2.1254, grad_norm: 6.6804 2021-08-17 06:44:35,841 - mmaction - INFO - Epoch [27][2300/2640] lr: 1.000e-03, eta: 7:20:38, time: 0.420, data_time: 0.000, memory: 5694, top1_acc: 0.4797, top5_acc: 0.7516, loss_cls: 2.0615, loss: 2.0615, grad_norm: 6.6888 2021-08-17 06:44:44,261 - mmaction - INFO - Epoch [27][2320/2640] lr: 1.000e-03, eta: 7:20:29, time: 0.421, data_time: 0.000, memory: 5694, top1_acc: 0.4727, top5_acc: 0.7641, loss_cls: 2.0323, loss: 2.0323, grad_norm: 6.3775 2021-08-17 06:44:52,689 - mmaction - INFO - Epoch [27][2340/2640] lr: 1.000e-03, eta: 7:20:20, time: 0.422, data_time: 0.001, memory: 5694, top1_acc: 0.4523, top5_acc: 0.7508, loss_cls: 2.1406, loss: 2.1406, grad_norm: 6.5323 2021-08-17 06:45:01,095 - mmaction - INFO - Epoch [27][2360/2640] lr: 1.000e-03, eta: 7:20:12, time: 0.420, data_time: 0.000, memory: 5694, top1_acc: 0.4672, top5_acc: 0.7500, loss_cls: 2.0555, loss: 2.0555, grad_norm: 6.5174 2021-08-17 06:45:09,538 - mmaction - INFO - Epoch [27][2380/2640] lr: 1.000e-03, eta: 7:20:03, time: 0.422, data_time: 0.002, memory: 5694, top1_acc: 0.4625, top5_acc: 0.7547, loss_cls: 2.0451, loss: 2.0451, grad_norm: 6.4111 2021-08-17 06:45:17,928 - mmaction - INFO - Epoch [27][2400/2640] lr: 1.000e-03, eta: 7:19:54, time: 0.419, data_time: 0.000, memory: 5694, top1_acc: 0.4750, top5_acc: 0.7625, loss_cls: 2.0568, loss: 2.0568, grad_norm: 6.5738 2021-08-17 06:45:26,354 - mmaction - INFO - Epoch [27][2420/2640] lr: 1.000e-03, eta: 7:19:45, time: 0.421, data_time: 0.001, memory: 5694, top1_acc: 0.4437, top5_acc: 0.7492, loss_cls: 2.0936, loss: 2.0936, grad_norm: 6.7040 2021-08-17 06:45:34,749 - mmaction - INFO - Epoch [27][2440/2640] lr: 1.000e-03, eta: 7:19:36, time: 0.420, data_time: 0.000, memory: 5694, top1_acc: 0.4531, top5_acc: 0.7547, loss_cls: 2.1037, loss: 2.1037, grad_norm: 6.5786 2021-08-17 06:45:43,223 - mmaction - INFO - Epoch [27][2460/2640] lr: 1.000e-03, eta: 7:19:27, time: 0.424, data_time: 0.001, memory: 5694, top1_acc: 0.4578, top5_acc: 0.7438, loss_cls: 2.1059, loss: 2.1059, grad_norm: 6.6560 2021-08-17 06:45:51,610 - mmaction - INFO - Epoch [27][2480/2640] lr: 1.000e-03, eta: 7:19:18, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.4695, top5_acc: 0.7617, loss_cls: 2.0364, loss: 2.0364, grad_norm: 6.6325 2021-08-17 06:46:00,038 - mmaction - INFO - Epoch [27][2500/2640] lr: 1.000e-03, eta: 7:19:09, time: 0.421, data_time: 0.001, memory: 5694, top1_acc: 0.4758, top5_acc: 0.7539, loss_cls: 2.0662, loss: 2.0662, grad_norm: 6.4192 2021-08-17 06:46:08,434 - mmaction - INFO - Epoch [27][2520/2640] lr: 1.000e-03, eta: 7:19:01, time: 0.420, data_time: 0.000, memory: 5694, top1_acc: 0.4359, top5_acc: 0.7320, loss_cls: 2.1787, loss: 2.1787, grad_norm: 6.7698 2021-08-17 06:46:16,862 - mmaction - INFO - Epoch [27][2540/2640] lr: 1.000e-03, eta: 7:18:52, time: 0.421, data_time: 0.000, memory: 5694, top1_acc: 0.4664, top5_acc: 0.7461, loss_cls: 2.1483, loss: 2.1483, grad_norm: 6.6755 2021-08-17 06:46:25,283 - mmaction - INFO - Epoch [27][2560/2640] lr: 1.000e-03, eta: 7:18:43, time: 0.421, data_time: 0.000, memory: 5694, top1_acc: 0.4664, top5_acc: 0.7648, loss_cls: 1.9965, loss: 1.9965, grad_norm: 6.4280 2021-08-17 06:46:33,697 - mmaction - INFO - Epoch [27][2580/2640] lr: 1.000e-03, eta: 7:18:34, time: 0.421, data_time: 0.002, memory: 5694, top1_acc: 0.4633, top5_acc: 0.7500, loss_cls: 2.1082, loss: 2.1082, grad_norm: 6.5342 2021-08-17 06:46:42,095 - mmaction - INFO - Epoch [27][2600/2640] lr: 1.000e-03, eta: 7:18:25, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.4531, top5_acc: 0.7398, loss_cls: 2.1374, loss: 2.1374, grad_norm: 6.6328 2021-08-17 06:46:50,500 - mmaction - INFO - Epoch [27][2620/2640] lr: 1.000e-03, eta: 7:18:16, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.4688, top5_acc: 0.7586, loss_cls: 2.0579, loss: 2.0579, grad_norm: 6.5808 2021-08-17 06:46:58,639 - mmaction - INFO - Epoch [27][2640/2640] lr: 1.000e-03, eta: 7:18:07, time: 0.407, data_time: 0.000, memory: 5694, top1_acc: 0.4508, top5_acc: 0.7234, loss_cls: 2.1449, loss: 2.1449, grad_norm: 6.5734 2021-08-17 06:46:59,767 - mmaction - INFO - Saving checkpoint at 27 epochs 2021-08-17 06:47:38,311 - mmaction - INFO - Epoch [28][20/2640] lr: 1.000e-03, eta: 7:18:23, time: 1.874, data_time: 1.477, memory: 5694, top1_acc: 0.4938, top5_acc: 0.7648, loss_cls: 2.0096, loss: 2.0096, grad_norm: 6.3990 2021-08-17 06:47:46,282 - mmaction - INFO - Epoch [28][40/2640] lr: 1.000e-03, eta: 7:18:14, time: 0.399, data_time: 0.002, memory: 5694, top1_acc: 0.4680, top5_acc: 0.7555, loss_cls: 2.0597, loss: 2.0597, grad_norm: 6.6002 2021-08-17 06:47:54,338 - mmaction - INFO - Epoch [28][60/2640] lr: 1.000e-03, eta: 7:18:05, time: 0.403, data_time: 0.002, memory: 5694, top1_acc: 0.4656, top5_acc: 0.7617, loss_cls: 2.0815, loss: 2.0815, grad_norm: 6.6090 2021-08-17 06:48:02,438 - mmaction - INFO - Epoch [28][80/2640] lr: 1.000e-03, eta: 7:17:55, time: 0.405, data_time: 0.000, memory: 5694, top1_acc: 0.4891, top5_acc: 0.7609, loss_cls: 2.0391, loss: 2.0391, grad_norm: 6.4891 2021-08-17 06:48:10,628 - mmaction - INFO - Epoch [28][100/2640] lr: 1.000e-03, eta: 7:17:46, time: 0.410, data_time: 0.001, memory: 5694, top1_acc: 0.4672, top5_acc: 0.7477, loss_cls: 2.0799, loss: 2.0799, grad_norm: 6.3859 2021-08-17 06:48:18,909 - mmaction - INFO - Epoch [28][120/2640] lr: 1.000e-03, eta: 7:17:37, time: 0.413, data_time: 0.000, memory: 5694, top1_acc: 0.4680, top5_acc: 0.7664, loss_cls: 1.9988, loss: 1.9988, grad_norm: 6.4136 2021-08-17 06:48:27,364 - mmaction - INFO - Epoch [28][140/2640] lr: 1.000e-03, eta: 7:17:29, time: 0.423, data_time: 0.002, memory: 5694, top1_acc: 0.4641, top5_acc: 0.7586, loss_cls: 2.0625, loss: 2.0625, grad_norm: 6.6363 2021-08-17 06:48:35,740 - mmaction - INFO - Epoch [28][160/2640] lr: 1.000e-03, eta: 7:17:20, time: 0.419, data_time: 0.000, memory: 5694, top1_acc: 0.4875, top5_acc: 0.7680, loss_cls: 1.9783, loss: 1.9783, grad_norm: 6.5446 2021-08-17 06:48:44,138 - mmaction - INFO - Epoch [28][180/2640] lr: 1.000e-03, eta: 7:17:11, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.4711, top5_acc: 0.7609, loss_cls: 2.0766, loss: 2.0766, grad_norm: 6.5380 2021-08-17 06:48:52,515 - mmaction - INFO - Epoch [28][200/2640] lr: 1.000e-03, eta: 7:17:02, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.4461, top5_acc: 0.7281, loss_cls: 2.1745, loss: 2.1745, grad_norm: 6.6956 2021-08-17 06:49:00,892 - mmaction - INFO - Epoch [28][220/2640] lr: 1.000e-03, eta: 7:16:53, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.4477, top5_acc: 0.7383, loss_cls: 2.1116, loss: 2.1116, grad_norm: 6.6907 2021-08-17 06:49:09,233 - mmaction - INFO - Epoch [28][240/2640] lr: 1.000e-03, eta: 7:16:44, time: 0.417, data_time: 0.000, memory: 5694, top1_acc: 0.4836, top5_acc: 0.7617, loss_cls: 2.0359, loss: 2.0359, grad_norm: 6.6196 2021-08-17 06:49:17,564 - mmaction - INFO - Epoch [28][260/2640] lr: 1.000e-03, eta: 7:16:35, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.4750, top5_acc: 0.7727, loss_cls: 2.0063, loss: 2.0063, grad_norm: 6.4707 2021-08-17 06:49:25,918 - mmaction - INFO - Epoch [28][280/2640] lr: 1.000e-03, eta: 7:16:26, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.4727, top5_acc: 0.7617, loss_cls: 2.0739, loss: 2.0739, grad_norm: 6.7046 2021-08-17 06:49:34,301 - mmaction - INFO - Epoch [28][300/2640] lr: 1.000e-03, eta: 7:16:17, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.4789, top5_acc: 0.7570, loss_cls: 2.0567, loss: 2.0567, grad_norm: 6.6056 2021-08-17 06:49:42,663 - mmaction - INFO - Epoch [28][320/2640] lr: 1.000e-03, eta: 7:16:08, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.4750, top5_acc: 0.7547, loss_cls: 2.0779, loss: 2.0779, grad_norm: 6.6593 2021-08-17 06:49:51,070 - mmaction - INFO - Epoch [28][340/2640] lr: 1.000e-03, eta: 7:15:59, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.4445, top5_acc: 0.7641, loss_cls: 2.0932, loss: 2.0932, grad_norm: 6.5382 2021-08-17 06:49:59,431 - mmaction - INFO - Epoch [28][360/2640] lr: 1.000e-03, eta: 7:15:50, time: 0.418, data_time: 0.000, memory: 5694, top1_acc: 0.4742, top5_acc: 0.7500, loss_cls: 2.0488, loss: 2.0488, grad_norm: 6.4176 2021-08-17 06:50:07,827 - mmaction - INFO - Epoch [28][380/2640] lr: 1.000e-03, eta: 7:15:42, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.4539, top5_acc: 0.7492, loss_cls: 2.0364, loss: 2.0364, grad_norm: 6.4211 2021-08-17 06:50:16,233 - mmaction - INFO - Epoch [28][400/2640] lr: 1.000e-03, eta: 7:15:33, time: 0.420, data_time: 0.000, memory: 5694, top1_acc: 0.4531, top5_acc: 0.7500, loss_cls: 2.0814, loss: 2.0814, grad_norm: 6.6547 2021-08-17 06:50:24,631 - mmaction - INFO - Epoch [28][420/2640] lr: 1.000e-03, eta: 7:15:24, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.4750, top5_acc: 0.7352, loss_cls: 2.1049, loss: 2.1049, grad_norm: 6.6743 2021-08-17 06:50:33,027 - mmaction - INFO - Epoch [28][440/2640] lr: 1.000e-03, eta: 7:15:15, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.4813, top5_acc: 0.7648, loss_cls: 2.0438, loss: 2.0438, grad_norm: 6.6061 2021-08-17 06:50:41,430 - mmaction - INFO - Epoch [28][460/2640] lr: 1.000e-03, eta: 7:15:06, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.4680, top5_acc: 0.7617, loss_cls: 2.0449, loss: 2.0449, grad_norm: 6.5772 2021-08-17 06:50:49,844 - mmaction - INFO - Epoch [28][480/2640] lr: 1.000e-03, eta: 7:14:57, time: 0.421, data_time: 0.001, memory: 5694, top1_acc: 0.4898, top5_acc: 0.7492, loss_cls: 2.0426, loss: 2.0426, grad_norm: 6.7098 2021-08-17 06:50:58,273 - mmaction - INFO - Epoch [28][500/2640] lr: 1.000e-03, eta: 7:14:48, time: 0.422, data_time: 0.001, memory: 5694, top1_acc: 0.4672, top5_acc: 0.7672, loss_cls: 2.0182, loss: 2.0182, grad_norm: 6.4632 2021-08-17 06:51:06,690 - mmaction - INFO - Epoch [28][520/2640] lr: 1.000e-03, eta: 7:14:39, time: 0.421, data_time: 0.001, memory: 5694, top1_acc: 0.4633, top5_acc: 0.7594, loss_cls: 2.0600, loss: 2.0600, grad_norm: 6.6629 2021-08-17 06:51:15,088 - mmaction - INFO - Epoch [28][540/2640] lr: 1.000e-03, eta: 7:14:31, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.5094, top5_acc: 0.7602, loss_cls: 1.9496, loss: 1.9496, grad_norm: 6.2545 2021-08-17 06:51:23,506 - mmaction - INFO - Epoch [28][560/2640] lr: 1.000e-03, eta: 7:14:22, time: 0.421, data_time: 0.001, memory: 5694, top1_acc: 0.4680, top5_acc: 0.7516, loss_cls: 2.0935, loss: 2.0935, grad_norm: 6.6405 2021-08-17 06:51:31,939 - mmaction - INFO - Epoch [28][580/2640] lr: 1.000e-03, eta: 7:14:13, time: 0.422, data_time: 0.001, memory: 5694, top1_acc: 0.4531, top5_acc: 0.7344, loss_cls: 2.1361, loss: 2.1361, grad_norm: 6.6371 2021-08-17 06:51:40,377 - mmaction - INFO - Epoch [28][600/2640] lr: 1.000e-03, eta: 7:14:04, time: 0.422, data_time: 0.001, memory: 5694, top1_acc: 0.4617, top5_acc: 0.7547, loss_cls: 2.0819, loss: 2.0819, grad_norm: 6.9089 2021-08-17 06:51:48,803 - mmaction - INFO - Epoch [28][620/2640] lr: 1.000e-03, eta: 7:13:55, time: 0.421, data_time: 0.000, memory: 5694, top1_acc: 0.4727, top5_acc: 0.7539, loss_cls: 2.0232, loss: 2.0232, grad_norm: 6.5661 2021-08-17 06:51:57,211 - mmaction - INFO - Epoch [28][640/2640] lr: 1.000e-03, eta: 7:13:46, time: 0.420, data_time: 0.000, memory: 5694, top1_acc: 0.4734, top5_acc: 0.7461, loss_cls: 2.0795, loss: 2.0795, grad_norm: 6.6776 2021-08-17 06:52:05,638 - mmaction - INFO - Epoch [28][660/2640] lr: 1.000e-03, eta: 7:13:37, time: 0.422, data_time: 0.001, memory: 5694, top1_acc: 0.4477, top5_acc: 0.7242, loss_cls: 2.1610, loss: 2.1610, grad_norm: 6.8248 2021-08-17 06:52:14,049 - mmaction - INFO - Epoch [28][680/2640] lr: 1.000e-03, eta: 7:13:28, time: 0.421, data_time: 0.000, memory: 5694, top1_acc: 0.4703, top5_acc: 0.7609, loss_cls: 2.0290, loss: 2.0290, grad_norm: 6.5825 2021-08-17 06:52:22,463 - mmaction - INFO - Epoch [28][700/2640] lr: 1.000e-03, eta: 7:13:20, time: 0.421, data_time: 0.002, memory: 5694, top1_acc: 0.4750, top5_acc: 0.7539, loss_cls: 2.0758, loss: 2.0758, grad_norm: 6.6594 2021-08-17 06:52:30,883 - mmaction - INFO - Epoch [28][720/2640] lr: 1.000e-03, eta: 7:13:11, time: 0.421, data_time: 0.000, memory: 5694, top1_acc: 0.4547, top5_acc: 0.7445, loss_cls: 2.1416, loss: 2.1416, grad_norm: 6.7778 2021-08-17 06:52:39,301 - mmaction - INFO - Epoch [28][740/2640] lr: 1.000e-03, eta: 7:13:02, time: 0.421, data_time: 0.001, memory: 5694, top1_acc: 0.4469, top5_acc: 0.7367, loss_cls: 2.1750, loss: 2.1750, grad_norm: 6.7887 2021-08-17 06:52:47,690 - mmaction - INFO - Epoch [28][760/2640] lr: 1.000e-03, eta: 7:12:53, time: 0.419, data_time: 0.000, memory: 5694, top1_acc: 0.4742, top5_acc: 0.7539, loss_cls: 2.0571, loss: 2.0571, grad_norm: 6.5615 2021-08-17 06:52:56,101 - mmaction - INFO - Epoch [28][780/2640] lr: 1.000e-03, eta: 7:12:44, time: 0.421, data_time: 0.001, memory: 5694, top1_acc: 0.4828, top5_acc: 0.7703, loss_cls: 2.0196, loss: 2.0196, grad_norm: 6.6456 2021-08-17 06:53:04,545 - mmaction - INFO - Epoch [28][800/2640] lr: 1.000e-03, eta: 7:12:35, time: 0.422, data_time: 0.000, memory: 5694, top1_acc: 0.5070, top5_acc: 0.7656, loss_cls: 1.9677, loss: 1.9677, grad_norm: 6.4890 2021-08-17 06:53:12,978 - mmaction - INFO - Epoch [28][820/2640] lr: 1.000e-03, eta: 7:12:26, time: 0.422, data_time: 0.001, memory: 5694, top1_acc: 0.4695, top5_acc: 0.7602, loss_cls: 2.0216, loss: 2.0216, grad_norm: 6.5796 2021-08-17 06:53:21,369 - mmaction - INFO - Epoch [28][840/2640] lr: 1.000e-03, eta: 7:12:18, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.4750, top5_acc: 0.7805, loss_cls: 2.0145, loss: 2.0145, grad_norm: 6.6427 2021-08-17 06:53:29,807 - mmaction - INFO - Epoch [28][860/2640] lr: 1.000e-03, eta: 7:12:09, time: 0.422, data_time: 0.001, memory: 5694, top1_acc: 0.4734, top5_acc: 0.7656, loss_cls: 2.0008, loss: 2.0008, grad_norm: 6.5339 2021-08-17 06:53:38,231 - mmaction - INFO - Epoch [28][880/2640] lr: 1.000e-03, eta: 7:12:00, time: 0.421, data_time: 0.000, memory: 5694, top1_acc: 0.4727, top5_acc: 0.7617, loss_cls: 2.0194, loss: 2.0194, grad_norm: 6.4782 2021-08-17 06:53:46,617 - mmaction - INFO - Epoch [28][900/2640] lr: 1.000e-03, eta: 7:11:51, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.4867, top5_acc: 0.7555, loss_cls: 2.0272, loss: 2.0272, grad_norm: 6.5769 2021-08-17 06:53:55,028 - mmaction - INFO - Epoch [28][920/2640] lr: 1.000e-03, eta: 7:11:42, time: 0.421, data_time: 0.001, memory: 5694, top1_acc: 0.4672, top5_acc: 0.7508, loss_cls: 2.0572, loss: 2.0572, grad_norm: 6.7788 2021-08-17 06:54:03,416 - mmaction - INFO - Epoch [28][940/2640] lr: 1.000e-03, eta: 7:11:33, time: 0.419, data_time: 0.000, memory: 5694, top1_acc: 0.4664, top5_acc: 0.7617, loss_cls: 2.0325, loss: 2.0325, grad_norm: 6.4419 2021-08-17 06:54:11,811 - mmaction - INFO - Epoch [28][960/2640] lr: 1.000e-03, eta: 7:11:24, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.4609, top5_acc: 0.7531, loss_cls: 2.0570, loss: 2.0570, grad_norm: 6.7532 2021-08-17 06:54:20,197 - mmaction - INFO - Epoch [28][980/2640] lr: 1.000e-03, eta: 7:11:15, time: 0.419, data_time: 0.000, memory: 5694, top1_acc: 0.4742, top5_acc: 0.7609, loss_cls: 2.0419, loss: 2.0419, grad_norm: 6.5598 2021-08-17 06:54:28,559 - mmaction - INFO - Epoch [28][1000/2640] lr: 1.000e-03, eta: 7:11:06, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.4508, top5_acc: 0.7492, loss_cls: 2.0841, loss: 2.0841, grad_norm: 6.7093 2021-08-17 06:54:36,950 - mmaction - INFO - Epoch [28][1020/2640] lr: 1.000e-03, eta: 7:10:58, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.4602, top5_acc: 0.7711, loss_cls: 2.0025, loss: 2.0025, grad_norm: 6.4037 2021-08-17 06:54:45,334 - mmaction - INFO - Epoch [28][1040/2640] lr: 1.000e-03, eta: 7:10:49, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.4664, top5_acc: 0.7516, loss_cls: 2.0826, loss: 2.0826, grad_norm: 6.5793 2021-08-17 06:54:53,710 - mmaction - INFO - Epoch [28][1060/2640] lr: 1.000e-03, eta: 7:10:40, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.4602, top5_acc: 0.7430, loss_cls: 2.1076, loss: 2.1076, grad_norm: 6.6265 2021-08-17 06:55:02,108 - mmaction - INFO - Epoch [28][1080/2640] lr: 1.000e-03, eta: 7:10:31, time: 0.420, data_time: 0.000, memory: 5694, top1_acc: 0.4727, top5_acc: 0.7633, loss_cls: 2.0155, loss: 2.0155, grad_norm: 6.5570 2021-08-17 06:55:10,485 - mmaction - INFO - Epoch [28][1100/2640] lr: 1.000e-03, eta: 7:10:22, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.4820, top5_acc: 0.7594, loss_cls: 1.9633, loss: 1.9633, grad_norm: 6.4114 2021-08-17 06:55:18,853 - mmaction - INFO - Epoch [28][1120/2640] lr: 1.000e-03, eta: 7:10:13, time: 0.418, data_time: 0.000, memory: 5694, top1_acc: 0.4789, top5_acc: 0.7414, loss_cls: 2.1016, loss: 2.1016, grad_norm: 6.7747 2021-08-17 06:55:27,238 - mmaction - INFO - Epoch [28][1140/2640] lr: 1.000e-03, eta: 7:10:04, time: 0.419, data_time: 0.000, memory: 5694, top1_acc: 0.4867, top5_acc: 0.7523, loss_cls: 2.0207, loss: 2.0207, grad_norm: 6.6502 2021-08-17 06:55:35,607 - mmaction - INFO - Epoch [28][1160/2640] lr: 1.000e-03, eta: 7:09:55, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.4664, top5_acc: 0.7695, loss_cls: 2.0527, loss: 2.0527, grad_norm: 6.6482 2021-08-17 06:55:44,010 - mmaction - INFO - Epoch [28][1180/2640] lr: 1.000e-03, eta: 7:09:46, time: 0.420, data_time: 0.000, memory: 5694, top1_acc: 0.4883, top5_acc: 0.7539, loss_cls: 2.0338, loss: 2.0338, grad_norm: 6.6667 2021-08-17 06:55:52,352 - mmaction - INFO - Epoch [28][1200/2640] lr: 1.000e-03, eta: 7:09:37, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.4508, top5_acc: 0.7344, loss_cls: 2.1285, loss: 2.1285, grad_norm: 6.6103 2021-08-17 06:56:00,714 - mmaction - INFO - Epoch [28][1220/2640] lr: 1.000e-03, eta: 7:09:29, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.4539, top5_acc: 0.7422, loss_cls: 2.1174, loss: 2.1174, grad_norm: 6.7818 2021-08-17 06:56:09,079 - mmaction - INFO - Epoch [28][1240/2640] lr: 1.000e-03, eta: 7:09:20, time: 0.418, data_time: 0.000, memory: 5694, top1_acc: 0.4789, top5_acc: 0.7555, loss_cls: 2.0329, loss: 2.0329, grad_norm: 6.5259 2021-08-17 06:56:17,452 - mmaction - INFO - Epoch [28][1260/2640] lr: 1.000e-03, eta: 7:09:11, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.4773, top5_acc: 0.7336, loss_cls: 2.1123, loss: 2.1123, grad_norm: 6.8204 2021-08-17 06:56:25,847 - mmaction - INFO - Epoch [28][1280/2640] lr: 1.000e-03, eta: 7:09:02, time: 0.420, data_time: 0.000, memory: 5694, top1_acc: 0.4625, top5_acc: 0.7539, loss_cls: 2.0557, loss: 2.0557, grad_norm: 6.6737 2021-08-17 06:56:34,234 - mmaction - INFO - Epoch [28][1300/2640] lr: 1.000e-03, eta: 7:08:53, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.4961, top5_acc: 0.7773, loss_cls: 1.9360, loss: 1.9360, grad_norm: 6.4396 2021-08-17 06:56:42,633 - mmaction - INFO - Epoch [28][1320/2640] lr: 1.000e-03, eta: 7:08:44, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.4656, top5_acc: 0.7555, loss_cls: 2.0590, loss: 2.0590, grad_norm: 6.7156 2021-08-17 06:56:51,047 - mmaction - INFO - Epoch [28][1340/2640] lr: 1.000e-03, eta: 7:08:35, time: 0.421, data_time: 0.001, memory: 5694, top1_acc: 0.4711, top5_acc: 0.7422, loss_cls: 2.1003, loss: 2.1003, grad_norm: 6.7862 2021-08-17 06:56:59,448 - mmaction - INFO - Epoch [28][1360/2640] lr: 1.000e-03, eta: 7:08:26, time: 0.420, data_time: 0.000, memory: 5694, top1_acc: 0.4781, top5_acc: 0.7508, loss_cls: 2.0546, loss: 2.0546, grad_norm: 6.8232 2021-08-17 06:57:07,852 - mmaction - INFO - Epoch [28][1380/2640] lr: 1.000e-03, eta: 7:08:18, time: 0.420, data_time: 0.000, memory: 5694, top1_acc: 0.4797, top5_acc: 0.7680, loss_cls: 2.0443, loss: 2.0443, grad_norm: 6.8315 2021-08-17 06:57:16,244 - mmaction - INFO - Epoch [28][1400/2640] lr: 1.000e-03, eta: 7:08:09, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.4281, top5_acc: 0.7469, loss_cls: 2.1032, loss: 2.1032, grad_norm: 6.7251 2021-08-17 06:57:24,653 - mmaction - INFO - Epoch [28][1420/2640] lr: 1.000e-03, eta: 7:08:00, time: 0.421, data_time: 0.001, memory: 5694, top1_acc: 0.4461, top5_acc: 0.7352, loss_cls: 2.1252, loss: 2.1252, grad_norm: 6.7317 2021-08-17 06:57:33,043 - mmaction - INFO - Epoch [28][1440/2640] lr: 1.000e-03, eta: 7:07:51, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.4586, top5_acc: 0.7453, loss_cls: 2.0765, loss: 2.0765, grad_norm: 6.6035 2021-08-17 06:57:41,453 - mmaction - INFO - Epoch [28][1460/2640] lr: 1.000e-03, eta: 7:07:42, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.4828, top5_acc: 0.7492, loss_cls: 2.0592, loss: 2.0592, grad_norm: 6.5414 2021-08-17 06:57:49,822 - mmaction - INFO - Epoch [28][1480/2640] lr: 1.000e-03, eta: 7:07:33, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.4578, top5_acc: 0.7672, loss_cls: 2.0743, loss: 2.0743, grad_norm: 6.8980 2021-08-17 06:57:58,196 - mmaction - INFO - Epoch [28][1500/2640] lr: 1.000e-03, eta: 7:07:24, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.4547, top5_acc: 0.7484, loss_cls: 2.1031, loss: 2.1031, grad_norm: 6.7607 2021-08-17 06:58:06,573 - mmaction - INFO - Epoch [28][1520/2640] lr: 1.000e-03, eta: 7:07:15, time: 0.419, data_time: 0.000, memory: 5694, top1_acc: 0.4703, top5_acc: 0.7539, loss_cls: 2.0225, loss: 2.0225, grad_norm: 6.4285 2021-08-17 06:58:14,993 - mmaction - INFO - Epoch [28][1540/2640] lr: 1.000e-03, eta: 7:07:06, time: 0.421, data_time: 0.001, memory: 5694, top1_acc: 0.4688, top5_acc: 0.7367, loss_cls: 2.1019, loss: 2.1019, grad_norm: 6.6794 2021-08-17 06:58:23,373 - mmaction - INFO - Epoch [28][1560/2640] lr: 1.000e-03, eta: 7:06:58, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.4625, top5_acc: 0.7453, loss_cls: 2.1213, loss: 2.1213, grad_norm: 6.8750 2021-08-17 06:58:31,764 - mmaction - INFO - Epoch [28][1580/2640] lr: 1.000e-03, eta: 7:06:49, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.4711, top5_acc: 0.7609, loss_cls: 2.0390, loss: 2.0390, grad_norm: 6.5154 2021-08-17 06:58:40,148 - mmaction - INFO - Epoch [28][1600/2640] lr: 1.000e-03, eta: 7:06:40, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.4570, top5_acc: 0.7352, loss_cls: 2.1510, loss: 2.1510, grad_norm: 6.9034 2021-08-17 06:58:48,558 - mmaction - INFO - Epoch [28][1620/2640] lr: 1.000e-03, eta: 7:06:31, time: 0.421, data_time: 0.001, memory: 5694, top1_acc: 0.4930, top5_acc: 0.7578, loss_cls: 2.0080, loss: 2.0080, grad_norm: 6.6259 2021-08-17 06:58:56,959 - mmaction - INFO - Epoch [28][1640/2640] lr: 1.000e-03, eta: 7:06:22, time: 0.420, data_time: 0.000, memory: 5694, top1_acc: 0.4750, top5_acc: 0.7633, loss_cls: 2.0183, loss: 2.0183, grad_norm: 6.5722 2021-08-17 06:59:05,381 - mmaction - INFO - Epoch [28][1660/2640] lr: 1.000e-03, eta: 7:06:13, time: 0.421, data_time: 0.000, memory: 5694, top1_acc: 0.4703, top5_acc: 0.7570, loss_cls: 2.0039, loss: 2.0039, grad_norm: 6.5116 2021-08-17 06:59:13,767 - mmaction - INFO - Epoch [28][1680/2640] lr: 1.000e-03, eta: 7:06:04, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.4953, top5_acc: 0.7805, loss_cls: 1.9504, loss: 1.9504, grad_norm: 6.7135 2021-08-17 06:59:22,189 - mmaction - INFO - Epoch [28][1700/2640] lr: 1.000e-03, eta: 7:05:56, time: 0.421, data_time: 0.001, memory: 5694, top1_acc: 0.4461, top5_acc: 0.7406, loss_cls: 2.0984, loss: 2.0984, grad_norm: 6.5891 2021-08-17 06:59:30,568 - mmaction - INFO - Epoch [28][1720/2640] lr: 1.000e-03, eta: 7:05:47, time: 0.419, data_time: 0.000, memory: 5694, top1_acc: 0.5016, top5_acc: 0.7617, loss_cls: 2.0109, loss: 2.0109, grad_norm: 6.6467 2021-08-17 06:59:38,961 - mmaction - INFO - Epoch [28][1740/2640] lr: 1.000e-03, eta: 7:05:38, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.4813, top5_acc: 0.7641, loss_cls: 2.0336, loss: 2.0336, grad_norm: 6.7658 2021-08-17 06:59:47,332 - mmaction - INFO - Epoch [28][1760/2640] lr: 1.000e-03, eta: 7:05:29, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.4750, top5_acc: 0.7734, loss_cls: 1.9832, loss: 1.9832, grad_norm: 6.4866 2021-08-17 06:59:55,693 - mmaction - INFO - Epoch [28][1780/2640] lr: 1.000e-03, eta: 7:05:20, time: 0.418, data_time: 0.000, memory: 5694, top1_acc: 0.4953, top5_acc: 0.7656, loss_cls: 1.9990, loss: 1.9990, grad_norm: 6.6022 2021-08-17 07:00:04,096 - mmaction - INFO - Epoch [28][1800/2640] lr: 1.000e-03, eta: 7:05:11, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.4945, top5_acc: 0.7578, loss_cls: 2.0049, loss: 2.0049, grad_norm: 6.5458 2021-08-17 07:00:12,486 - mmaction - INFO - Epoch [28][1820/2640] lr: 1.000e-03, eta: 7:05:02, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.4867, top5_acc: 0.7750, loss_cls: 1.9853, loss: 1.9853, grad_norm: 6.6140 2021-08-17 07:00:20,860 - mmaction - INFO - Epoch [28][1840/2640] lr: 1.000e-03, eta: 7:04:53, time: 0.419, data_time: 0.000, memory: 5694, top1_acc: 0.4742, top5_acc: 0.7539, loss_cls: 2.0616, loss: 2.0616, grad_norm: 6.6800 2021-08-17 07:00:29,223 - mmaction - INFO - Epoch [28][1860/2640] lr: 1.000e-03, eta: 7:04:44, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.4781, top5_acc: 0.7695, loss_cls: 2.0054, loss: 2.0054, grad_norm: 6.7057 2021-08-17 07:00:37,594 - mmaction - INFO - Epoch [28][1880/2640] lr: 1.000e-03, eta: 7:04:36, time: 0.419, data_time: 0.000, memory: 5694, top1_acc: 0.4516, top5_acc: 0.7547, loss_cls: 2.0519, loss: 2.0519, grad_norm: 6.7366 2021-08-17 07:00:45,964 - mmaction - INFO - Epoch [28][1900/2640] lr: 1.000e-03, eta: 7:04:27, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.4805, top5_acc: 0.7820, loss_cls: 1.9659, loss: 1.9659, grad_norm: 6.4816 2021-08-17 07:00:54,339 - mmaction - INFO - Epoch [28][1920/2640] lr: 1.000e-03, eta: 7:04:18, time: 0.419, data_time: 0.000, memory: 5694, top1_acc: 0.4617, top5_acc: 0.7477, loss_cls: 2.1145, loss: 2.1145, grad_norm: 6.7246 2021-08-17 07:01:02,700 - mmaction - INFO - Epoch [28][1940/2640] lr: 1.000e-03, eta: 7:04:09, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.4188, top5_acc: 0.7477, loss_cls: 2.1394, loss: 2.1394, grad_norm: 7.1269 2021-08-17 07:01:11,067 - mmaction - INFO - Epoch [28][1960/2640] lr: 1.000e-03, eta: 7:04:00, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.4695, top5_acc: 0.7758, loss_cls: 1.9834, loss: 1.9834, grad_norm: 6.7432 2021-08-17 07:01:19,424 - mmaction - INFO - Epoch [28][1980/2640] lr: 1.000e-03, eta: 7:03:51, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.4711, top5_acc: 0.7727, loss_cls: 1.9963, loss: 1.9963, grad_norm: 6.6059 2021-08-17 07:01:27,785 - mmaction - INFO - Epoch [28][2000/2640] lr: 1.000e-03, eta: 7:03:42, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.4617, top5_acc: 0.7734, loss_cls: 1.9861, loss: 1.9861, grad_norm: 6.6277 2021-08-17 07:01:36,142 - mmaction - INFO - Epoch [28][2020/2640] lr: 1.000e-03, eta: 7:03:33, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.4805, top5_acc: 0.7648, loss_cls: 2.0293, loss: 2.0293, grad_norm: 6.6889 2021-08-17 07:01:44,520 - mmaction - INFO - Epoch [28][2040/2640] lr: 1.000e-03, eta: 7:03:24, time: 0.419, data_time: 0.000, memory: 5694, top1_acc: 0.4664, top5_acc: 0.7570, loss_cls: 2.1035, loss: 2.1035, grad_norm: 6.9441 2021-08-17 07:01:52,882 - mmaction - INFO - Epoch [28][2060/2640] lr: 1.000e-03, eta: 7:03:15, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.4727, top5_acc: 0.7539, loss_cls: 2.0659, loss: 2.0659, grad_norm: 6.6699 2021-08-17 07:02:01,257 - mmaction - INFO - Epoch [28][2080/2640] lr: 1.000e-03, eta: 7:03:07, time: 0.419, data_time: 0.000, memory: 5694, top1_acc: 0.4719, top5_acc: 0.7562, loss_cls: 2.0515, loss: 2.0515, grad_norm: 6.6475 2021-08-17 07:02:09,629 - mmaction - INFO - Epoch [28][2100/2640] lr: 1.000e-03, eta: 7:02:58, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.4820, top5_acc: 0.7648, loss_cls: 2.0272, loss: 2.0272, grad_norm: 6.7264 2021-08-17 07:02:17,986 - mmaction - INFO - Epoch [28][2120/2640] lr: 1.000e-03, eta: 7:02:49, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.4500, top5_acc: 0.7453, loss_cls: 2.1316, loss: 2.1316, grad_norm: 6.8952 2021-08-17 07:02:26,339 - mmaction - INFO - Epoch [28][2140/2640] lr: 1.000e-03, eta: 7:02:40, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.4516, top5_acc: 0.7453, loss_cls: 2.1379, loss: 2.1379, grad_norm: 6.8095 2021-08-17 07:02:34,720 - mmaction - INFO - Epoch [28][2160/2640] lr: 1.000e-03, eta: 7:02:31, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.4727, top5_acc: 0.7758, loss_cls: 1.9705, loss: 1.9705, grad_norm: 6.6289 2021-08-17 07:02:43,073 - mmaction - INFO - Epoch [28][2180/2640] lr: 1.000e-03, eta: 7:02:22, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.4672, top5_acc: 0.7688, loss_cls: 2.0098, loss: 2.0098, grad_norm: 6.7581 2021-08-17 07:02:51,456 - mmaction - INFO - Epoch [28][2200/2640] lr: 1.000e-03, eta: 7:02:13, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.4789, top5_acc: 0.7531, loss_cls: 2.0633, loss: 2.0633, grad_norm: 6.6920 2021-08-17 07:02:59,810 - mmaction - INFO - Epoch [28][2220/2640] lr: 1.000e-03, eta: 7:02:04, time: 0.417, data_time: 0.000, memory: 5694, top1_acc: 0.4695, top5_acc: 0.7750, loss_cls: 1.9678, loss: 1.9678, grad_norm: 6.5811 2021-08-17 07:03:08,189 - mmaction - INFO - Epoch [28][2240/2640] lr: 1.000e-03, eta: 7:01:55, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.4859, top5_acc: 0.7539, loss_cls: 2.0552, loss: 2.0552, grad_norm: 6.6433 2021-08-17 07:03:16,572 - mmaction - INFO - Epoch [28][2260/2640] lr: 1.000e-03, eta: 7:01:47, time: 0.419, data_time: 0.000, memory: 5694, top1_acc: 0.4898, top5_acc: 0.7672, loss_cls: 2.0073, loss: 2.0073, grad_norm: 6.7351 2021-08-17 07:03:24,916 - mmaction - INFO - Epoch [28][2280/2640] lr: 1.000e-03, eta: 7:01:38, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.4617, top5_acc: 0.7461, loss_cls: 2.0999, loss: 2.0999, grad_norm: 6.8121 2021-08-17 07:03:33,293 - mmaction - INFO - Epoch [28][2300/2640] lr: 1.000e-03, eta: 7:01:29, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.4945, top5_acc: 0.7602, loss_cls: 2.0223, loss: 2.0223, grad_norm: 6.7670 2021-08-17 07:03:41,647 - mmaction - INFO - Epoch [28][2320/2640] lr: 1.000e-03, eta: 7:01:20, time: 0.418, data_time: 0.000, memory: 5694, top1_acc: 0.4609, top5_acc: 0.7500, loss_cls: 2.0660, loss: 2.0660, grad_norm: 6.6712 2021-08-17 07:03:50,000 - mmaction - INFO - Epoch [28][2340/2640] lr: 1.000e-03, eta: 7:01:11, time: 0.418, data_time: 0.002, memory: 5694, top1_acc: 0.4805, top5_acc: 0.7383, loss_cls: 2.0829, loss: 2.0829, grad_norm: 6.7541 2021-08-17 07:03:58,371 - mmaction - INFO - Epoch [28][2360/2640] lr: 1.000e-03, eta: 7:01:02, time: 0.419, data_time: 0.000, memory: 5694, top1_acc: 0.4531, top5_acc: 0.7578, loss_cls: 2.0765, loss: 2.0765, grad_norm: 6.6996 2021-08-17 07:04:06,720 - mmaction - INFO - Epoch [28][2380/2640] lr: 1.000e-03, eta: 7:00:53, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.4484, top5_acc: 0.7508, loss_cls: 2.1178, loss: 2.1178, grad_norm: 7.1573 2021-08-17 07:04:15,069 - mmaction - INFO - Epoch [28][2400/2640] lr: 1.000e-03, eta: 7:00:44, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.4898, top5_acc: 0.7703, loss_cls: 2.0190, loss: 2.0190, grad_norm: 6.6122 2021-08-17 07:04:23,440 - mmaction - INFO - Epoch [28][2420/2640] lr: 1.000e-03, eta: 7:00:35, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.4664, top5_acc: 0.7359, loss_cls: 2.1395, loss: 2.1395, grad_norm: 6.9035 2021-08-17 07:04:31,807 - mmaction - INFO - Epoch [28][2440/2640] lr: 1.000e-03, eta: 7:00:27, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.4703, top5_acc: 0.7539, loss_cls: 2.0340, loss: 2.0340, grad_norm: 6.5898 2021-08-17 07:04:40,171 - mmaction - INFO - Epoch [28][2460/2640] lr: 1.000e-03, eta: 7:00:18, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.4680, top5_acc: 0.7531, loss_cls: 2.0236, loss: 2.0236, grad_norm: 6.7200 2021-08-17 07:04:48,546 - mmaction - INFO - Epoch [28][2480/2640] lr: 1.000e-03, eta: 7:00:09, time: 0.419, data_time: 0.000, memory: 5694, top1_acc: 0.4727, top5_acc: 0.7555, loss_cls: 2.1114, loss: 2.1114, grad_norm: 6.8903 2021-08-17 07:04:56,952 - mmaction - INFO - Epoch [28][2500/2640] lr: 1.000e-03, eta: 7:00:00, time: 0.420, data_time: 0.000, memory: 5694, top1_acc: 0.4742, top5_acc: 0.7445, loss_cls: 2.0479, loss: 2.0479, grad_norm: 6.6554 2021-08-17 07:05:05,329 - mmaction - INFO - Epoch [28][2520/2640] lr: 1.000e-03, eta: 6:59:51, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.4648, top5_acc: 0.7555, loss_cls: 2.0621, loss: 2.0621, grad_norm: 6.7586 2021-08-17 07:05:13,731 - mmaction - INFO - Epoch [28][2540/2640] lr: 1.000e-03, eta: 6:59:42, time: 0.420, data_time: 0.000, memory: 5694, top1_acc: 0.4664, top5_acc: 0.7570, loss_cls: 2.0783, loss: 2.0783, grad_norm: 6.9121 2021-08-17 07:05:22,075 - mmaction - INFO - Epoch [28][2560/2640] lr: 1.000e-03, eta: 6:59:33, time: 0.417, data_time: 0.000, memory: 5694, top1_acc: 0.4641, top5_acc: 0.7523, loss_cls: 2.1288, loss: 2.1288, grad_norm: 6.6005 2021-08-17 07:05:30,490 - mmaction - INFO - Epoch [28][2580/2640] lr: 1.000e-03, eta: 6:59:24, time: 0.421, data_time: 0.001, memory: 5694, top1_acc: 0.4648, top5_acc: 0.7547, loss_cls: 2.0393, loss: 2.0393, grad_norm: 6.6491 2021-08-17 07:05:38,860 - mmaction - INFO - Epoch [28][2600/2640] lr: 1.000e-03, eta: 6:59:16, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.4844, top5_acc: 0.7602, loss_cls: 2.0170, loss: 2.0170, grad_norm: 6.7898 2021-08-17 07:05:47,254 - mmaction - INFO - Epoch [28][2620/2640] lr: 1.000e-03, eta: 6:59:07, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.4578, top5_acc: 0.7570, loss_cls: 2.0464, loss: 2.0464, grad_norm: 6.6411 2021-08-17 07:05:55,362 - mmaction - INFO - Epoch [28][2640/2640] lr: 1.000e-03, eta: 6:58:58, time: 0.405, data_time: 0.000, memory: 5694, top1_acc: 0.4758, top5_acc: 0.7581, loss_cls: 2.0957, loss: 2.0957, grad_norm: 6.9542 2021-08-17 07:05:56,280 - mmaction - INFO - Saving checkpoint at 28 epochs 2021-08-17 07:06:34,493 - mmaction - INFO - Epoch [29][20/2640] lr: 1.000e-03, eta: 6:59:12, time: 1.882, data_time: 1.483, memory: 5694, top1_acc: 0.4828, top5_acc: 0.7586, loss_cls: 2.0611, loss: 2.0611, grad_norm: 6.8214 2021-08-17 07:06:42,491 - mmaction - INFO - Epoch [29][40/2640] lr: 1.000e-03, eta: 6:59:03, time: 0.400, data_time: 0.002, memory: 5694, top1_acc: 0.4758, top5_acc: 0.7688, loss_cls: 2.0141, loss: 2.0141, grad_norm: 6.7816 2021-08-17 07:06:50,487 - mmaction - INFO - Epoch [29][60/2640] lr: 1.000e-03, eta: 6:58:53, time: 0.400, data_time: 0.001, memory: 5694, top1_acc: 0.4836, top5_acc: 0.7586, loss_cls: 2.0068, loss: 2.0068, grad_norm: 6.5499 2021-08-17 07:06:58,573 - mmaction - INFO - Epoch [29][80/2640] lr: 1.000e-03, eta: 6:58:44, time: 0.404, data_time: 0.001, memory: 5694, top1_acc: 0.4719, top5_acc: 0.7500, loss_cls: 2.0596, loss: 2.0596, grad_norm: 6.7994 2021-08-17 07:07:06,744 - mmaction - INFO - Epoch [29][100/2640] lr: 1.000e-03, eta: 6:58:35, time: 0.409, data_time: 0.000, memory: 5694, top1_acc: 0.4648, top5_acc: 0.7633, loss_cls: 1.9822, loss: 1.9822, grad_norm: 6.5583 2021-08-17 07:07:15,037 - mmaction - INFO - Epoch [29][120/2640] lr: 1.000e-03, eta: 6:58:26, time: 0.414, data_time: 0.001, memory: 5694, top1_acc: 0.4906, top5_acc: 0.7586, loss_cls: 2.0099, loss: 2.0099, grad_norm: 6.4291 2021-08-17 07:07:23,401 - mmaction - INFO - Epoch [29][140/2640] lr: 1.000e-03, eta: 6:58:17, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.4820, top5_acc: 0.7602, loss_cls: 2.0413, loss: 2.0413, grad_norm: 6.7632 2021-08-17 07:07:31,768 - mmaction - INFO - Epoch [29][160/2640] lr: 1.000e-03, eta: 6:58:08, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.4852, top5_acc: 0.7625, loss_cls: 2.0015, loss: 2.0015, grad_norm: 6.7418 2021-08-17 07:07:40,119 - mmaction - INFO - Epoch [29][180/2640] lr: 1.000e-03, eta: 6:58:00, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.4555, top5_acc: 0.7539, loss_cls: 2.0649, loss: 2.0649, grad_norm: 6.8123 2021-08-17 07:07:48,487 - mmaction - INFO - Epoch [29][200/2640] lr: 1.000e-03, eta: 6:57:51, time: 0.418, data_time: 0.002, memory: 5694, top1_acc: 0.4617, top5_acc: 0.7789, loss_cls: 2.0003, loss: 2.0003, grad_norm: 6.6725 2021-08-17 07:07:56,825 - mmaction - INFO - Epoch [29][220/2640] lr: 1.000e-03, eta: 6:57:42, time: 0.417, data_time: 0.000, memory: 5694, top1_acc: 0.4688, top5_acc: 0.7648, loss_cls: 2.0240, loss: 2.0240, grad_norm: 6.8094 2021-08-17 07:08:05,163 - mmaction - INFO - Epoch [29][240/2640] lr: 1.000e-03, eta: 6:57:33, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.4797, top5_acc: 0.7562, loss_cls: 2.0500, loss: 2.0500, grad_norm: 6.8225 2021-08-17 07:08:13,484 - mmaction - INFO - Epoch [29][260/2640] lr: 1.000e-03, eta: 6:57:24, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.4711, top5_acc: 0.7727, loss_cls: 1.9896, loss: 1.9896, grad_norm: 6.8156 2021-08-17 07:08:21,812 - mmaction - INFO - Epoch [29][280/2640] lr: 1.000e-03, eta: 6:57:15, time: 0.416, data_time: 0.000, memory: 5694, top1_acc: 0.4719, top5_acc: 0.7523, loss_cls: 2.0551, loss: 2.0551, grad_norm: 6.6217 2021-08-17 07:08:30,166 - mmaction - INFO - Epoch [29][300/2640] lr: 1.000e-03, eta: 6:57:06, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.4945, top5_acc: 0.7680, loss_cls: 1.9921, loss: 1.9921, grad_norm: 6.7680 2021-08-17 07:08:38,513 - mmaction - INFO - Epoch [29][320/2640] lr: 1.000e-03, eta: 6:56:57, time: 0.417, data_time: 0.000, memory: 5694, top1_acc: 0.4898, top5_acc: 0.7578, loss_cls: 1.9703, loss: 1.9703, grad_norm: 6.4785 2021-08-17 07:08:46,835 - mmaction - INFO - Epoch [29][340/2640] lr: 1.000e-03, eta: 6:56:48, time: 0.416, data_time: 0.000, memory: 5694, top1_acc: 0.4781, top5_acc: 0.7648, loss_cls: 2.0642, loss: 2.0642, grad_norm: 6.7550 2021-08-17 07:08:55,198 - mmaction - INFO - Epoch [29][360/2640] lr: 1.000e-03, eta: 6:56:39, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.4570, top5_acc: 0.7578, loss_cls: 2.0636, loss: 2.0636, grad_norm: 6.8369 2021-08-17 07:09:03,556 - mmaction - INFO - Epoch [29][380/2640] lr: 1.000e-03, eta: 6:56:30, time: 0.418, data_time: 0.000, memory: 5694, top1_acc: 0.4898, top5_acc: 0.7766, loss_cls: 1.9321, loss: 1.9321, grad_norm: 6.3484 2021-08-17 07:09:11,921 - mmaction - INFO - Epoch [29][400/2640] lr: 1.000e-03, eta: 6:56:22, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.4664, top5_acc: 0.7602, loss_cls: 2.0263, loss: 2.0263, grad_norm: 6.8432 2021-08-17 07:09:20,296 - mmaction - INFO - Epoch [29][420/2640] lr: 1.000e-03, eta: 6:56:13, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.4922, top5_acc: 0.7555, loss_cls: 1.9774, loss: 1.9774, grad_norm: 6.6208 2021-08-17 07:09:28,698 - mmaction - INFO - Epoch [29][440/2640] lr: 1.000e-03, eta: 6:56:04, time: 0.420, data_time: 0.000, memory: 5694, top1_acc: 0.4625, top5_acc: 0.7367, loss_cls: 2.0968, loss: 2.0968, grad_norm: 6.8189 2021-08-17 07:09:37,087 - mmaction - INFO - Epoch [29][460/2640] lr: 1.000e-03, eta: 6:55:55, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.4898, top5_acc: 0.7617, loss_cls: 1.9873, loss: 1.9873, grad_norm: 6.7746 2021-08-17 07:09:45,487 - mmaction - INFO - Epoch [29][480/2640] lr: 1.000e-03, eta: 6:55:46, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.4539, top5_acc: 0.7430, loss_cls: 2.1184, loss: 2.1184, grad_norm: 7.0754 2021-08-17 07:09:53,859 - mmaction - INFO - Epoch [29][500/2640] lr: 1.000e-03, eta: 6:55:37, time: 0.419, data_time: 0.000, memory: 5694, top1_acc: 0.4680, top5_acc: 0.7625, loss_cls: 2.0522, loss: 2.0522, grad_norm: 6.8692 2021-08-17 07:10:02,288 - mmaction - INFO - Epoch [29][520/2640] lr: 1.000e-03, eta: 6:55:28, time: 0.421, data_time: 0.001, memory: 5694, top1_acc: 0.4719, top5_acc: 0.7453, loss_cls: 2.0450, loss: 2.0450, grad_norm: 6.6852 2021-08-17 07:10:10,693 - mmaction - INFO - Epoch [29][540/2640] lr: 1.000e-03, eta: 6:55:19, time: 0.420, data_time: 0.000, memory: 5694, top1_acc: 0.4813, top5_acc: 0.7555, loss_cls: 2.0288, loss: 2.0288, grad_norm: 6.6404 2021-08-17 07:10:19,099 - mmaction - INFO - Epoch [29][560/2640] lr: 1.000e-03, eta: 6:55:11, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.4773, top5_acc: 0.7570, loss_cls: 2.0067, loss: 2.0067, grad_norm: 6.6997 2021-08-17 07:10:27,541 - mmaction - INFO - Epoch [29][580/2640] lr: 1.000e-03, eta: 6:55:02, time: 0.422, data_time: 0.001, memory: 5694, top1_acc: 0.4703, top5_acc: 0.7500, loss_cls: 2.0951, loss: 2.0951, grad_norm: 7.1677 2021-08-17 07:10:35,956 - mmaction - INFO - Epoch [29][600/2640] lr: 1.000e-03, eta: 6:54:53, time: 0.421, data_time: 0.000, memory: 5694, top1_acc: 0.4688, top5_acc: 0.7500, loss_cls: 2.0860, loss: 2.0860, grad_norm: 6.8047 2021-08-17 07:10:44,351 - mmaction - INFO - Epoch [29][620/2640] lr: 1.000e-03, eta: 6:54:44, time: 0.420, data_time: 0.000, memory: 5694, top1_acc: 0.4680, top5_acc: 0.7430, loss_cls: 2.0960, loss: 2.0960, grad_norm: 6.7661 2021-08-17 07:10:52,770 - mmaction - INFO - Epoch [29][640/2640] lr: 1.000e-03, eta: 6:54:35, time: 0.421, data_time: 0.001, memory: 5694, top1_acc: 0.4727, top5_acc: 0.7617, loss_cls: 1.9822, loss: 1.9822, grad_norm: 6.6918 2021-08-17 07:11:01,199 - mmaction - INFO - Epoch [29][660/2640] lr: 1.000e-03, eta: 6:54:26, time: 0.422, data_time: 0.000, memory: 5694, top1_acc: 0.4719, top5_acc: 0.7570, loss_cls: 2.1094, loss: 2.1094, grad_norm: 6.8271 2021-08-17 07:11:09,623 - mmaction - INFO - Epoch [29][680/2640] lr: 1.000e-03, eta: 6:54:17, time: 0.421, data_time: 0.001, memory: 5694, top1_acc: 0.4758, top5_acc: 0.7500, loss_cls: 2.0452, loss: 2.0452, grad_norm: 6.4839 2021-08-17 07:11:18,054 - mmaction - INFO - Epoch [29][700/2640] lr: 1.000e-03, eta: 6:54:09, time: 0.422, data_time: 0.001, memory: 5694, top1_acc: 0.4953, top5_acc: 0.7703, loss_cls: 1.9788, loss: 1.9788, grad_norm: 6.7463 2021-08-17 07:11:26,490 - mmaction - INFO - Epoch [29][720/2640] lr: 1.000e-03, eta: 6:54:00, time: 0.422, data_time: 0.001, memory: 5694, top1_acc: 0.4508, top5_acc: 0.7500, loss_cls: 2.1213, loss: 2.1213, grad_norm: 6.8163 2021-08-17 07:11:34,935 - mmaction - INFO - Epoch [29][740/2640] lr: 1.000e-03, eta: 6:53:51, time: 0.422, data_time: 0.001, memory: 5694, top1_acc: 0.4922, top5_acc: 0.7555, loss_cls: 2.0331, loss: 2.0331, grad_norm: 6.7421 2021-08-17 07:11:43,369 - mmaction - INFO - Epoch [29][760/2640] lr: 1.000e-03, eta: 6:53:42, time: 0.422, data_time: 0.001, memory: 5694, top1_acc: 0.4602, top5_acc: 0.7492, loss_cls: 2.0652, loss: 2.0652, grad_norm: 6.9635 2021-08-17 07:11:51,794 - mmaction - INFO - Epoch [29][780/2640] lr: 1.000e-03, eta: 6:53:33, time: 0.421, data_time: 0.000, memory: 5694, top1_acc: 0.4508, top5_acc: 0.7414, loss_cls: 2.1240, loss: 2.1240, grad_norm: 6.8603 2021-08-17 07:12:00,221 - mmaction - INFO - Epoch [29][800/2640] lr: 1.000e-03, eta: 6:53:24, time: 0.421, data_time: 0.001, memory: 5694, top1_acc: 0.4758, top5_acc: 0.7430, loss_cls: 2.0881, loss: 2.0881, grad_norm: 6.8729 2021-08-17 07:12:08,645 - mmaction - INFO - Epoch [29][820/2640] lr: 1.000e-03, eta: 6:53:16, time: 0.421, data_time: 0.001, memory: 5694, top1_acc: 0.4648, top5_acc: 0.7586, loss_cls: 2.0567, loss: 2.0567, grad_norm: 6.7249 2021-08-17 07:12:17,091 - mmaction - INFO - Epoch [29][840/2640] lr: 1.000e-03, eta: 6:53:07, time: 0.422, data_time: 0.001, memory: 5694, top1_acc: 0.4797, top5_acc: 0.7875, loss_cls: 1.9781, loss: 1.9781, grad_norm: 6.5544 2021-08-17 07:12:25,498 - mmaction - INFO - Epoch [29][860/2640] lr: 1.000e-03, eta: 6:52:58, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.4828, top5_acc: 0.7508, loss_cls: 2.0511, loss: 2.0511, grad_norm: 6.7630 2021-08-17 07:12:33,918 - mmaction - INFO - Epoch [29][880/2640] lr: 1.000e-03, eta: 6:52:49, time: 0.421, data_time: 0.000, memory: 5694, top1_acc: 0.4555, top5_acc: 0.7477, loss_cls: 2.0918, loss: 2.0918, grad_norm: 6.7543 2021-08-17 07:12:42,324 - mmaction - INFO - Epoch [29][900/2640] lr: 1.000e-03, eta: 6:52:40, time: 0.421, data_time: 0.001, memory: 5694, top1_acc: 0.4789, top5_acc: 0.7711, loss_cls: 2.0139, loss: 2.0139, grad_norm: 6.6889 2021-08-17 07:12:50,732 - mmaction - INFO - Epoch [29][920/2640] lr: 1.000e-03, eta: 6:52:31, time: 0.420, data_time: 0.000, memory: 5694, top1_acc: 0.4773, top5_acc: 0.7711, loss_cls: 1.9791, loss: 1.9791, grad_norm: 6.5714 2021-08-17 07:12:59,119 - mmaction - INFO - Epoch [29][940/2640] lr: 1.000e-03, eta: 6:52:23, time: 0.419, data_time: 0.000, memory: 5694, top1_acc: 0.4641, top5_acc: 0.7648, loss_cls: 2.0674, loss: 2.0674, grad_norm: 6.9449 2021-08-17 07:13:07,563 - mmaction - INFO - Epoch [29][960/2640] lr: 1.000e-03, eta: 6:52:14, time: 0.422, data_time: 0.001, memory: 5694, top1_acc: 0.4750, top5_acc: 0.7602, loss_cls: 2.0411, loss: 2.0411, grad_norm: 6.5753 2021-08-17 07:13:15,964 - mmaction - INFO - Epoch [29][980/2640] lr: 1.000e-03, eta: 6:52:05, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.4883, top5_acc: 0.7656, loss_cls: 2.0352, loss: 2.0352, grad_norm: 6.7494 2021-08-17 07:13:24,333 - mmaction - INFO - Epoch [29][1000/2640] lr: 1.000e-03, eta: 6:51:56, time: 0.419, data_time: 0.000, memory: 5694, top1_acc: 0.4734, top5_acc: 0.7555, loss_cls: 2.0547, loss: 2.0547, grad_norm: 6.8038 2021-08-17 07:13:32,739 - mmaction - INFO - Epoch [29][1020/2640] lr: 1.000e-03, eta: 6:51:47, time: 0.420, data_time: 0.000, memory: 5694, top1_acc: 0.4859, top5_acc: 0.7727, loss_cls: 1.9347, loss: 1.9347, grad_norm: 6.6019 2021-08-17 07:13:41,167 - mmaction - INFO - Epoch [29][1040/2640] lr: 1.000e-03, eta: 6:51:38, time: 0.422, data_time: 0.001, memory: 5694, top1_acc: 0.4633, top5_acc: 0.7430, loss_cls: 2.1424, loss: 2.1424, grad_norm: 7.0334 2021-08-17 07:13:49,573 - mmaction - INFO - Epoch [29][1060/2640] lr: 1.000e-03, eta: 6:51:29, time: 0.420, data_time: 0.000, memory: 5694, top1_acc: 0.4617, top5_acc: 0.7539, loss_cls: 2.0825, loss: 2.0825, grad_norm: 6.7127 2021-08-17 07:13:57,989 - mmaction - INFO - Epoch [29][1080/2640] lr: 1.000e-03, eta: 6:51:21, time: 0.421, data_time: 0.001, memory: 5694, top1_acc: 0.4703, top5_acc: 0.7547, loss_cls: 2.0002, loss: 2.0002, grad_norm: 6.6040 2021-08-17 07:14:06,405 - mmaction - INFO - Epoch [29][1100/2640] lr: 1.000e-03, eta: 6:51:12, time: 0.421, data_time: 0.000, memory: 5694, top1_acc: 0.4859, top5_acc: 0.7453, loss_cls: 1.9997, loss: 1.9997, grad_norm: 6.6385 2021-08-17 07:14:14,833 - mmaction - INFO - Epoch [29][1120/2640] lr: 1.000e-03, eta: 6:51:03, time: 0.421, data_time: 0.001, memory: 5694, top1_acc: 0.4891, top5_acc: 0.7836, loss_cls: 1.9296, loss: 1.9296, grad_norm: 6.8263 2021-08-17 07:14:23,246 - mmaction - INFO - Epoch [29][1140/2640] lr: 1.000e-03, eta: 6:50:54, time: 0.421, data_time: 0.000, memory: 5694, top1_acc: 0.4406, top5_acc: 0.7336, loss_cls: 2.1332, loss: 2.1332, grad_norm: 6.9602 2021-08-17 07:14:31,684 - mmaction - INFO - Epoch [29][1160/2640] lr: 1.000e-03, eta: 6:50:45, time: 0.422, data_time: 0.001, memory: 5694, top1_acc: 0.4594, top5_acc: 0.7430, loss_cls: 2.1147, loss: 2.1147, grad_norm: 7.1453 2021-08-17 07:14:40,124 - mmaction - INFO - Epoch [29][1180/2640] lr: 1.000e-03, eta: 6:50:36, time: 0.422, data_time: 0.001, memory: 5694, top1_acc: 0.4734, top5_acc: 0.7594, loss_cls: 2.0172, loss: 2.0172, grad_norm: 6.8385 2021-08-17 07:14:48,546 - mmaction - INFO - Epoch [29][1200/2640] lr: 1.000e-03, eta: 6:50:28, time: 0.421, data_time: 0.000, memory: 5694, top1_acc: 0.4750, top5_acc: 0.7688, loss_cls: 1.9930, loss: 1.9930, grad_norm: 6.7994 2021-08-17 07:14:56,962 - mmaction - INFO - Epoch [29][1220/2640] lr: 1.000e-03, eta: 6:50:19, time: 0.421, data_time: 0.001, memory: 5694, top1_acc: 0.4813, top5_acc: 0.7555, loss_cls: 2.0247, loss: 2.0247, grad_norm: 6.6369 2021-08-17 07:15:05,383 - mmaction - INFO - Epoch [29][1240/2640] lr: 1.000e-03, eta: 6:50:10, time: 0.421, data_time: 0.000, memory: 5694, top1_acc: 0.4492, top5_acc: 0.7484, loss_cls: 2.0854, loss: 2.0854, grad_norm: 7.0111 2021-08-17 07:15:13,776 - mmaction - INFO - Epoch [29][1260/2640] lr: 1.000e-03, eta: 6:50:01, time: 0.420, data_time: 0.000, memory: 5694, top1_acc: 0.4828, top5_acc: 0.7680, loss_cls: 1.9920, loss: 1.9920, grad_norm: 6.6417 2021-08-17 07:15:22,167 - mmaction - INFO - Epoch [29][1280/2640] lr: 1.000e-03, eta: 6:49:52, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.4695, top5_acc: 0.7523, loss_cls: 2.0844, loss: 2.0844, grad_norm: 6.9764 2021-08-17 07:15:30,560 - mmaction - INFO - Epoch [29][1300/2640] lr: 1.000e-03, eta: 6:49:43, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.4695, top5_acc: 0.7555, loss_cls: 2.0316, loss: 2.0316, grad_norm: 6.8691 2021-08-17 07:15:38,990 - mmaction - INFO - Epoch [29][1320/2640] lr: 1.000e-03, eta: 6:49:34, time: 0.421, data_time: 0.001, memory: 5694, top1_acc: 0.4672, top5_acc: 0.7688, loss_cls: 2.0206, loss: 2.0206, grad_norm: 6.7399 2021-08-17 07:15:47,379 - mmaction - INFO - Epoch [29][1340/2640] lr: 1.000e-03, eta: 6:49:26, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.4953, top5_acc: 0.7664, loss_cls: 1.9703, loss: 1.9703, grad_norm: 6.6879 2021-08-17 07:15:55,803 - mmaction - INFO - Epoch [29][1360/2640] lr: 1.000e-03, eta: 6:49:17, time: 0.421, data_time: 0.001, memory: 5694, top1_acc: 0.4719, top5_acc: 0.7477, loss_cls: 2.0142, loss: 2.0142, grad_norm: 6.8022 2021-08-17 07:16:04,186 - mmaction - INFO - Epoch [29][1380/2640] lr: 1.000e-03, eta: 6:49:08, time: 0.419, data_time: 0.000, memory: 5694, top1_acc: 0.4617, top5_acc: 0.7477, loss_cls: 2.1094, loss: 2.1094, grad_norm: 7.0662 2021-08-17 07:16:12,573 - mmaction - INFO - Epoch [29][1400/2640] lr: 1.000e-03, eta: 6:48:59, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.4836, top5_acc: 0.7742, loss_cls: 1.9977, loss: 1.9977, grad_norm: 6.7820 2021-08-17 07:16:20,964 - mmaction - INFO - Epoch [29][1420/2640] lr: 1.000e-03, eta: 6:48:50, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.4680, top5_acc: 0.7484, loss_cls: 2.1034, loss: 2.1034, grad_norm: 7.0076 2021-08-17 07:16:29,369 - mmaction - INFO - Epoch [29][1440/2640] lr: 1.000e-03, eta: 6:48:41, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.4617, top5_acc: 0.7547, loss_cls: 2.0525, loss: 2.0525, grad_norm: 6.7686 2021-08-17 07:16:37,754 - mmaction - INFO - Epoch [29][1460/2640] lr: 1.000e-03, eta: 6:48:32, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.4797, top5_acc: 0.7680, loss_cls: 1.9383, loss: 1.9383, grad_norm: 6.7891 2021-08-17 07:16:46,164 - mmaction - INFO - Epoch [29][1480/2640] lr: 1.000e-03, eta: 6:48:24, time: 0.420, data_time: 0.000, memory: 5694, top1_acc: 0.4789, top5_acc: 0.7414, loss_cls: 2.0902, loss: 2.0902, grad_norm: 6.9512 2021-08-17 07:16:54,573 - mmaction - INFO - Epoch [29][1500/2640] lr: 1.000e-03, eta: 6:48:15, time: 0.421, data_time: 0.001, memory: 5694, top1_acc: 0.4766, top5_acc: 0.7695, loss_cls: 2.0194, loss: 2.0194, grad_norm: 6.8806 2021-08-17 07:17:02,996 - mmaction - INFO - Epoch [29][1520/2640] lr: 1.000e-03, eta: 6:48:06, time: 0.421, data_time: 0.000, memory: 5694, top1_acc: 0.4539, top5_acc: 0.7445, loss_cls: 2.1486, loss: 2.1486, grad_norm: 7.1405 2021-08-17 07:17:11,414 - mmaction - INFO - Epoch [29][1540/2640] lr: 1.000e-03, eta: 6:47:57, time: 0.421, data_time: 0.001, memory: 5694, top1_acc: 0.4828, top5_acc: 0.7555, loss_cls: 2.0337, loss: 2.0337, grad_norm: 6.6932 2021-08-17 07:17:19,845 - mmaction - INFO - Epoch [29][1560/2640] lr: 1.000e-03, eta: 6:47:48, time: 0.422, data_time: 0.001, memory: 5694, top1_acc: 0.4797, top5_acc: 0.7633, loss_cls: 1.9879, loss: 1.9879, grad_norm: 6.7772 2021-08-17 07:17:28,253 - mmaction - INFO - Epoch [29][1580/2640] lr: 1.000e-03, eta: 6:47:39, time: 0.420, data_time: 0.000, memory: 5694, top1_acc: 0.4883, top5_acc: 0.7445, loss_cls: 2.0936, loss: 2.0936, grad_norm: 6.7945 2021-08-17 07:17:36,702 - mmaction - INFO - Epoch [29][1600/2640] lr: 1.000e-03, eta: 6:47:31, time: 0.422, data_time: 0.001, memory: 5694, top1_acc: 0.4938, top5_acc: 0.7594, loss_cls: 2.0357, loss: 2.0357, grad_norm: 6.9251 2021-08-17 07:17:45,111 - mmaction - INFO - Epoch [29][1620/2640] lr: 1.000e-03, eta: 6:47:22, time: 0.421, data_time: 0.000, memory: 5694, top1_acc: 0.4852, top5_acc: 0.7727, loss_cls: 1.9383, loss: 1.9383, grad_norm: 6.7324 2021-08-17 07:17:53,547 - mmaction - INFO - Epoch [29][1640/2640] lr: 1.000e-03, eta: 6:47:13, time: 0.422, data_time: 0.001, memory: 5694, top1_acc: 0.4773, top5_acc: 0.7430, loss_cls: 2.0860, loss: 2.0860, grad_norm: 6.8612 2021-08-17 07:18:01,954 - mmaction - INFO - Epoch [29][1660/2640] lr: 1.000e-03, eta: 6:47:04, time: 0.420, data_time: 0.000, memory: 5694, top1_acc: 0.4922, top5_acc: 0.7594, loss_cls: 2.0346, loss: 2.0346, grad_norm: 6.7411 2021-08-17 07:18:10,366 - mmaction - INFO - Epoch [29][1680/2640] lr: 1.000e-03, eta: 6:46:55, time: 0.421, data_time: 0.001, memory: 5694, top1_acc: 0.4594, top5_acc: 0.7562, loss_cls: 2.0681, loss: 2.0681, grad_norm: 6.7395 2021-08-17 07:18:18,786 - mmaction - INFO - Epoch [29][1700/2640] lr: 1.000e-03, eta: 6:46:46, time: 0.421, data_time: 0.000, memory: 5694, top1_acc: 0.4586, top5_acc: 0.7523, loss_cls: 2.0813, loss: 2.0813, grad_norm: 6.9273 2021-08-17 07:18:27,256 - mmaction - INFO - Epoch [29][1720/2640] lr: 1.000e-03, eta: 6:46:38, time: 0.423, data_time: 0.001, memory: 5694, top1_acc: 0.4773, top5_acc: 0.7531, loss_cls: 2.0448, loss: 2.0448, grad_norm: 6.7598 2021-08-17 07:18:35,662 - mmaction - INFO - Epoch [29][1740/2640] lr: 1.000e-03, eta: 6:46:29, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.4859, top5_acc: 0.7641, loss_cls: 1.9601, loss: 1.9601, grad_norm: 6.5858 2021-08-17 07:18:44,080 - mmaction - INFO - Epoch [29][1760/2640] lr: 1.000e-03, eta: 6:46:20, time: 0.421, data_time: 0.000, memory: 5694, top1_acc: 0.4805, top5_acc: 0.7656, loss_cls: 2.0007, loss: 2.0007, grad_norm: 6.7407 2021-08-17 07:18:52,521 - mmaction - INFO - Epoch [29][1780/2640] lr: 1.000e-03, eta: 6:46:11, time: 0.422, data_time: 0.001, memory: 5694, top1_acc: 0.4766, top5_acc: 0.7617, loss_cls: 2.0167, loss: 2.0167, grad_norm: 6.9045 2021-08-17 07:19:00,958 - mmaction - INFO - Epoch [29][1800/2640] lr: 1.000e-03, eta: 6:46:02, time: 0.422, data_time: 0.000, memory: 5694, top1_acc: 0.4656, top5_acc: 0.7539, loss_cls: 2.0309, loss: 2.0309, grad_norm: 6.8093 2021-08-17 07:19:09,382 - mmaction - INFO - Epoch [29][1820/2640] lr: 1.000e-03, eta: 6:45:53, time: 0.421, data_time: 0.001, memory: 5694, top1_acc: 0.4719, top5_acc: 0.7523, loss_cls: 2.0198, loss: 2.0198, grad_norm: 6.7244 2021-08-17 07:19:17,799 - mmaction - INFO - Epoch [29][1840/2640] lr: 1.000e-03, eta: 6:45:45, time: 0.421, data_time: 0.001, memory: 5694, top1_acc: 0.4859, top5_acc: 0.7859, loss_cls: 1.9648, loss: 1.9648, grad_norm: 6.8029 2021-08-17 07:19:26,235 - mmaction - INFO - Epoch [29][1860/2640] lr: 1.000e-03, eta: 6:45:36, time: 0.421, data_time: 0.000, memory: 5694, top1_acc: 0.4805, top5_acc: 0.7633, loss_cls: 2.0465, loss: 2.0465, grad_norm: 6.8098 2021-08-17 07:19:34,689 - mmaction - INFO - Epoch [29][1880/2640] lr: 1.000e-03, eta: 6:45:27, time: 0.423, data_time: 0.001, memory: 5694, top1_acc: 0.4641, top5_acc: 0.7453, loss_cls: 2.0670, loss: 2.0670, grad_norm: 6.8060 2021-08-17 07:19:43,102 - mmaction - INFO - Epoch [29][1900/2640] lr: 1.000e-03, eta: 6:45:18, time: 0.421, data_time: 0.000, memory: 5694, top1_acc: 0.4680, top5_acc: 0.7414, loss_cls: 2.1007, loss: 2.1007, grad_norm: 6.8543 2021-08-17 07:19:51,522 - mmaction - INFO - Epoch [29][1920/2640] lr: 1.000e-03, eta: 6:45:09, time: 0.421, data_time: 0.001, memory: 5694, top1_acc: 0.4453, top5_acc: 0.7406, loss_cls: 2.0636, loss: 2.0636, grad_norm: 6.9397 2021-08-17 07:19:59,965 - mmaction - INFO - Epoch [29][1940/2640] lr: 1.000e-03, eta: 6:45:00, time: 0.422, data_time: 0.000, memory: 5694, top1_acc: 0.4570, top5_acc: 0.7367, loss_cls: 2.1518, loss: 2.1518, grad_norm: 7.2423 2021-08-17 07:20:08,386 - mmaction - INFO - Epoch [29][1960/2640] lr: 1.000e-03, eta: 6:44:52, time: 0.421, data_time: 0.001, memory: 5694, top1_acc: 0.4922, top5_acc: 0.7445, loss_cls: 2.0504, loss: 2.0504, grad_norm: 6.8992 2021-08-17 07:20:16,792 - mmaction - INFO - Epoch [29][1980/2640] lr: 1.000e-03, eta: 6:44:43, time: 0.420, data_time: 0.000, memory: 5694, top1_acc: 0.4820, top5_acc: 0.7664, loss_cls: 1.9994, loss: 1.9994, grad_norm: 6.6409 2021-08-17 07:20:25,202 - mmaction - INFO - Epoch [29][2000/2640] lr: 1.000e-03, eta: 6:44:34, time: 0.421, data_time: 0.000, memory: 5694, top1_acc: 0.4695, top5_acc: 0.7562, loss_cls: 2.0148, loss: 2.0148, grad_norm: 6.8414 2021-08-17 07:20:33,627 - mmaction - INFO - Epoch [29][2020/2640] lr: 1.000e-03, eta: 6:44:25, time: 0.421, data_time: 0.000, memory: 5694, top1_acc: 0.4500, top5_acc: 0.7461, loss_cls: 2.1177, loss: 2.1177, grad_norm: 7.0703 2021-08-17 07:20:42,023 - mmaction - INFO - Epoch [29][2040/2640] lr: 1.000e-03, eta: 6:44:16, time: 0.420, data_time: 0.000, memory: 5694, top1_acc: 0.4898, top5_acc: 0.7523, loss_cls: 2.0394, loss: 2.0394, grad_norm: 6.8021 2021-08-17 07:20:50,468 - mmaction - INFO - Epoch [29][2060/2640] lr: 1.000e-03, eta: 6:44:07, time: 0.422, data_time: 0.001, memory: 5694, top1_acc: 0.4766, top5_acc: 0.7648, loss_cls: 2.0008, loss: 2.0008, grad_norm: 6.7358 2021-08-17 07:20:58,914 - mmaction - INFO - Epoch [29][2080/2640] lr: 1.000e-03, eta: 6:43:59, time: 0.422, data_time: 0.000, memory: 5694, top1_acc: 0.4492, top5_acc: 0.7766, loss_cls: 2.0418, loss: 2.0418, grad_norm: 6.9685 2021-08-17 07:21:07,348 - mmaction - INFO - Epoch [29][2100/2640] lr: 1.000e-03, eta: 6:43:50, time: 0.422, data_time: 0.001, memory: 5694, top1_acc: 0.4641, top5_acc: 0.7500, loss_cls: 2.1028, loss: 2.1028, grad_norm: 6.9539 2021-08-17 07:21:15,773 - mmaction - INFO - Epoch [29][2120/2640] lr: 1.000e-03, eta: 6:43:41, time: 0.421, data_time: 0.001, memory: 5694, top1_acc: 0.4766, top5_acc: 0.7695, loss_cls: 2.0401, loss: 2.0401, grad_norm: 7.0175 2021-08-17 07:21:24,223 - mmaction - INFO - Epoch [29][2140/2640] lr: 1.000e-03, eta: 6:43:32, time: 0.422, data_time: 0.001, memory: 5694, top1_acc: 0.4719, top5_acc: 0.7594, loss_cls: 2.0358, loss: 2.0358, grad_norm: 6.7310 2021-08-17 07:21:32,649 - mmaction - INFO - Epoch [29][2160/2640] lr: 1.000e-03, eta: 6:43:23, time: 0.421, data_time: 0.000, memory: 5694, top1_acc: 0.4750, top5_acc: 0.7602, loss_cls: 2.0268, loss: 2.0268, grad_norm: 6.7374 2021-08-17 07:21:41,085 - mmaction - INFO - Epoch [29][2180/2640] lr: 1.000e-03, eta: 6:43:15, time: 0.422, data_time: 0.001, memory: 5694, top1_acc: 0.4648, top5_acc: 0.7344, loss_cls: 2.0988, loss: 2.0988, grad_norm: 6.9290 2021-08-17 07:21:49,522 - mmaction - INFO - Epoch [29][2200/2640] lr: 1.000e-03, eta: 6:43:06, time: 0.422, data_time: 0.001, memory: 5694, top1_acc: 0.4867, top5_acc: 0.7555, loss_cls: 2.0234, loss: 2.0234, grad_norm: 6.7105 2021-08-17 07:21:57,933 - mmaction - INFO - Epoch [29][2220/2640] lr: 1.000e-03, eta: 6:42:57, time: 0.421, data_time: 0.001, memory: 5694, top1_acc: 0.4641, top5_acc: 0.7492, loss_cls: 2.0778, loss: 2.0778, grad_norm: 7.0692 2021-08-17 07:22:06,376 - mmaction - INFO - Epoch [29][2240/2640] lr: 1.000e-03, eta: 6:42:48, time: 0.422, data_time: 0.000, memory: 5694, top1_acc: 0.4984, top5_acc: 0.7578, loss_cls: 1.9944, loss: 1.9944, grad_norm: 6.7129 2021-08-17 07:22:14,836 - mmaction - INFO - Epoch [29][2260/2640] lr: 1.000e-03, eta: 6:42:39, time: 0.423, data_time: 0.001, memory: 5694, top1_acc: 0.4539, top5_acc: 0.7609, loss_cls: 2.1337, loss: 2.1337, grad_norm: 7.0464 2021-08-17 07:22:23,228 - mmaction - INFO - Epoch [29][2280/2640] lr: 1.000e-03, eta: 6:42:30, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.4617, top5_acc: 0.7594, loss_cls: 2.0657, loss: 2.0657, grad_norm: 6.9901 2021-08-17 07:22:31,623 - mmaction - INFO - Epoch [29][2300/2640] lr: 1.000e-03, eta: 6:42:22, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.4898, top5_acc: 0.7570, loss_cls: 2.0166, loss: 2.0166, grad_norm: 6.6688 2021-08-17 07:22:40,039 - mmaction - INFO - Epoch [29][2320/2640] lr: 1.000e-03, eta: 6:42:13, time: 0.421, data_time: 0.000, memory: 5694, top1_acc: 0.4672, top5_acc: 0.7594, loss_cls: 2.0338, loss: 2.0338, grad_norm: 6.8114 2021-08-17 07:22:48,476 - mmaction - INFO - Epoch [29][2340/2640] lr: 1.000e-03, eta: 6:42:04, time: 0.421, data_time: 0.001, memory: 5694, top1_acc: 0.4758, top5_acc: 0.7680, loss_cls: 2.0052, loss: 2.0052, grad_norm: 6.5733 2021-08-17 07:22:56,894 - mmaction - INFO - Epoch [29][2360/2640] lr: 1.000e-03, eta: 6:41:55, time: 0.421, data_time: 0.001, memory: 5694, top1_acc: 0.4594, top5_acc: 0.7508, loss_cls: 2.0789, loss: 2.0789, grad_norm: 6.9175 2021-08-17 07:23:05,307 - mmaction - INFO - Epoch [29][2380/2640] lr: 1.000e-03, eta: 6:41:46, time: 0.421, data_time: 0.001, memory: 5694, top1_acc: 0.4875, top5_acc: 0.7547, loss_cls: 2.0495, loss: 2.0495, grad_norm: 6.9295 2021-08-17 07:23:13,731 - mmaction - INFO - Epoch [29][2400/2640] lr: 1.000e-03, eta: 6:41:37, time: 0.421, data_time: 0.001, memory: 5694, top1_acc: 0.4484, top5_acc: 0.7594, loss_cls: 2.0675, loss: 2.0675, grad_norm: 7.0415 2021-08-17 07:23:22,171 - mmaction - INFO - Epoch [29][2420/2640] lr: 1.000e-03, eta: 6:41:29, time: 0.422, data_time: 0.000, memory: 5694, top1_acc: 0.4805, top5_acc: 0.7797, loss_cls: 1.9422, loss: 1.9422, grad_norm: 6.8153 2021-08-17 07:23:30,594 - mmaction - INFO - Epoch [29][2440/2640] lr: 1.000e-03, eta: 6:41:20, time: 0.421, data_time: 0.001, memory: 5694, top1_acc: 0.4648, top5_acc: 0.7398, loss_cls: 2.1221, loss: 2.1221, grad_norm: 6.7868 2021-08-17 07:23:39,021 - mmaction - INFO - Epoch [29][2460/2640] lr: 1.000e-03, eta: 6:41:11, time: 0.421, data_time: 0.000, memory: 5694, top1_acc: 0.4594, top5_acc: 0.7539, loss_cls: 2.1143, loss: 2.1143, grad_norm: 7.0389 2021-08-17 07:23:47,433 - mmaction - INFO - Epoch [29][2480/2640] lr: 1.000e-03, eta: 6:41:02, time: 0.421, data_time: 0.001, memory: 5694, top1_acc: 0.4570, top5_acc: 0.7555, loss_cls: 2.0683, loss: 2.0683, grad_norm: 7.0481 2021-08-17 07:23:55,843 - mmaction - INFO - Epoch [29][2500/2640] lr: 1.000e-03, eta: 6:40:53, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.4664, top5_acc: 0.7609, loss_cls: 2.0326, loss: 2.0326, grad_norm: 6.9612 2021-08-17 07:24:04,280 - mmaction - INFO - Epoch [29][2520/2640] lr: 1.000e-03, eta: 6:40:45, time: 0.422, data_time: 0.000, memory: 5694, top1_acc: 0.4664, top5_acc: 0.7680, loss_cls: 2.0279, loss: 2.0279, grad_norm: 6.8983 2021-08-17 07:24:12,696 - mmaction - INFO - Epoch [29][2540/2640] lr: 1.000e-03, eta: 6:40:36, time: 0.421, data_time: 0.000, memory: 5694, top1_acc: 0.4602, top5_acc: 0.7578, loss_cls: 2.0473, loss: 2.0473, grad_norm: 6.8756 2021-08-17 07:24:21,101 - mmaction - INFO - Epoch [29][2560/2640] lr: 1.000e-03, eta: 6:40:27, time: 0.420, data_time: 0.000, memory: 5694, top1_acc: 0.4727, top5_acc: 0.7492, loss_cls: 2.0790, loss: 2.0790, grad_norm: 6.8181 2021-08-17 07:24:29,535 - mmaction - INFO - Epoch [29][2580/2640] lr: 1.000e-03, eta: 6:40:18, time: 0.422, data_time: 0.001, memory: 5694, top1_acc: 0.4445, top5_acc: 0.7508, loss_cls: 2.0981, loss: 2.0981, grad_norm: 7.0583 2021-08-17 07:24:37,931 - mmaction - INFO - Epoch [29][2600/2640] lr: 1.000e-03, eta: 6:40:09, time: 0.420, data_time: 0.000, memory: 5694, top1_acc: 0.4492, top5_acc: 0.7680, loss_cls: 2.0664, loss: 2.0664, grad_norm: 6.9748 2021-08-17 07:24:46,344 - mmaction - INFO - Epoch [29][2620/2640] lr: 1.000e-03, eta: 6:40:00, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.4852, top5_acc: 0.7469, loss_cls: 2.0290, loss: 2.0290, grad_norm: 6.8397 2021-08-17 07:24:54,511 - mmaction - INFO - Epoch [29][2640/2640] lr: 1.000e-03, eta: 6:39:51, time: 0.409, data_time: 0.001, memory: 5694, top1_acc: 0.4653, top5_acc: 0.7548, loss_cls: 2.0592, loss: 2.0592, grad_norm: 6.8608 2021-08-17 07:24:55,555 - mmaction - INFO - Saving checkpoint at 29 epochs 2021-08-17 07:25:37,399 - mmaction - INFO - Epoch [30][20/2640] lr: 1.000e-03, eta: 6:40:06, time: 2.038, data_time: 1.637, memory: 5694, top1_acc: 0.4898, top5_acc: 0.7625, loss_cls: 2.0058, loss: 2.0058, grad_norm: 6.9271 2021-08-17 07:25:45,386 - mmaction - INFO - Epoch [30][40/2640] lr: 1.000e-03, eta: 6:39:57, time: 0.397, data_time: 0.001, memory: 5694, top1_acc: 0.4836, top5_acc: 0.7742, loss_cls: 1.9973, loss: 1.9973, grad_norm: 6.7730 2021-08-17 07:25:53,396 - mmaction - INFO - Epoch [30][60/2640] lr: 1.000e-03, eta: 6:39:48, time: 0.403, data_time: 0.002, memory: 5694, top1_acc: 0.4969, top5_acc: 0.7391, loss_cls: 2.0671, loss: 2.0671, grad_norm: 6.9552 2021-08-17 07:26:01,471 - mmaction - INFO - Epoch [30][80/2640] lr: 1.000e-03, eta: 6:39:39, time: 0.404, data_time: 0.001, memory: 5694, top1_acc: 0.4945, top5_acc: 0.7648, loss_cls: 1.9988, loss: 1.9988, grad_norm: 6.6704 2021-08-17 07:26:09,597 - mmaction - INFO - Epoch [30][100/2640] lr: 1.000e-03, eta: 6:39:30, time: 0.406, data_time: 0.001, memory: 5694, top1_acc: 0.4602, top5_acc: 0.7562, loss_cls: 2.0411, loss: 2.0411, grad_norm: 6.9841 2021-08-17 07:26:17,880 - mmaction - INFO - Epoch [30][120/2640] lr: 1.000e-03, eta: 6:39:21, time: 0.414, data_time: 0.001, memory: 5694, top1_acc: 0.4930, top5_acc: 0.7781, loss_cls: 1.9511, loss: 1.9511, grad_norm: 6.8617 2021-08-17 07:26:26,212 - mmaction - INFO - Epoch [30][140/2640] lr: 1.000e-03, eta: 6:39:12, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.4656, top5_acc: 0.7602, loss_cls: 2.0226, loss: 2.0226, grad_norm: 6.7154 2021-08-17 07:26:34,606 - mmaction - INFO - Epoch [30][160/2640] lr: 1.000e-03, eta: 6:39:03, time: 0.419, data_time: 0.000, memory: 5694, top1_acc: 0.4703, top5_acc: 0.7445, loss_cls: 2.0985, loss: 2.0985, grad_norm: 7.1762 2021-08-17 07:26:42,990 - mmaction - INFO - Epoch [30][180/2640] lr: 1.000e-03, eta: 6:38:54, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.4859, top5_acc: 0.7641, loss_cls: 1.9925, loss: 1.9925, grad_norm: 6.6633 2021-08-17 07:26:51,392 - mmaction - INFO - Epoch [30][200/2640] lr: 1.000e-03, eta: 6:38:45, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.4383, top5_acc: 0.7469, loss_cls: 2.1150, loss: 2.1150, grad_norm: 7.0143 2021-08-17 07:26:59,776 - mmaction - INFO - Epoch [30][220/2640] lr: 1.000e-03, eta: 6:38:36, time: 0.419, data_time: 0.000, memory: 5694, top1_acc: 0.4758, top5_acc: 0.7648, loss_cls: 1.9996, loss: 1.9996, grad_norm: 6.9077 2021-08-17 07:27:08,144 - mmaction - INFO - Epoch [30][240/2640] lr: 1.000e-03, eta: 6:38:27, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.4750, top5_acc: 0.7500, loss_cls: 2.0357, loss: 2.0357, grad_norm: 6.9065 2021-08-17 07:27:16,489 - mmaction - INFO - Epoch [30][260/2640] lr: 1.000e-03, eta: 6:38:18, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.4781, top5_acc: 0.7797, loss_cls: 2.0054, loss: 2.0054, grad_norm: 6.8086 2021-08-17 07:27:24,891 - mmaction - INFO - Epoch [30][280/2640] lr: 1.000e-03, eta: 6:38:10, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.4883, top5_acc: 0.7766, loss_cls: 1.9673, loss: 1.9673, grad_norm: 6.8134 2021-08-17 07:27:33,283 - mmaction - INFO - Epoch [30][300/2640] lr: 1.000e-03, eta: 6:38:01, time: 0.420, data_time: 0.000, memory: 5694, top1_acc: 0.5102, top5_acc: 0.7867, loss_cls: 1.8860, loss: 1.8860, grad_norm: 6.6813 2021-08-17 07:27:41,655 - mmaction - INFO - Epoch [30][320/2640] lr: 1.000e-03, eta: 6:37:52, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.4680, top5_acc: 0.7500, loss_cls: 2.0473, loss: 2.0473, grad_norm: 7.0729 2021-08-17 07:27:50,022 - mmaction - INFO - Epoch [30][340/2640] lr: 1.000e-03, eta: 6:37:43, time: 0.418, data_time: 0.000, memory: 5694, top1_acc: 0.4727, top5_acc: 0.7594, loss_cls: 2.0597, loss: 2.0597, grad_norm: 7.1104 2021-08-17 07:27:58,384 - mmaction - INFO - Epoch [30][360/2640] lr: 1.000e-03, eta: 6:37:34, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.4875, top5_acc: 0.7617, loss_cls: 1.9943, loss: 1.9943, grad_norm: 6.7770 2021-08-17 07:28:06,755 - mmaction - INFO - Epoch [30][380/2640] lr: 1.000e-03, eta: 6:37:25, time: 0.419, data_time: 0.000, memory: 5694, top1_acc: 0.4703, top5_acc: 0.7594, loss_cls: 2.0135, loss: 2.0135, grad_norm: 7.0087 2021-08-17 07:28:15,149 - mmaction - INFO - Epoch [30][400/2640] lr: 1.000e-03, eta: 6:37:16, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.4828, top5_acc: 0.7758, loss_cls: 1.9770, loss: 1.9770, grad_norm: 6.7255 2021-08-17 07:28:23,546 - mmaction - INFO - Epoch [30][420/2640] lr: 1.000e-03, eta: 6:37:08, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.4836, top5_acc: 0.7820, loss_cls: 1.9644, loss: 1.9644, grad_norm: 6.8459 2021-08-17 07:28:31,932 - mmaction - INFO - Epoch [30][440/2640] lr: 1.000e-03, eta: 6:36:59, time: 0.419, data_time: 0.000, memory: 5694, top1_acc: 0.4867, top5_acc: 0.7578, loss_cls: 2.0120, loss: 2.0120, grad_norm: 6.8898 2021-08-17 07:28:40,368 - mmaction - INFO - Epoch [30][460/2640] lr: 1.000e-03, eta: 6:36:50, time: 0.422, data_time: 0.001, memory: 5694, top1_acc: 0.4758, top5_acc: 0.7562, loss_cls: 2.0428, loss: 2.0428, grad_norm: 6.8430 2021-08-17 07:28:48,807 - mmaction - INFO - Epoch [30][480/2640] lr: 1.000e-03, eta: 6:36:41, time: 0.422, data_time: 0.000, memory: 5694, top1_acc: 0.4688, top5_acc: 0.7695, loss_cls: 1.9822, loss: 1.9822, grad_norm: 6.8743 2021-08-17 07:28:57,213 - mmaction - INFO - Epoch [30][500/2640] lr: 1.000e-03, eta: 6:36:32, time: 0.420, data_time: 0.000, memory: 5694, top1_acc: 0.4914, top5_acc: 0.7883, loss_cls: 1.9077, loss: 1.9077, grad_norm: 6.7282 2021-08-17 07:29:05,668 - mmaction - INFO - Epoch [30][520/2640] lr: 1.000e-03, eta: 6:36:23, time: 0.423, data_time: 0.001, memory: 5694, top1_acc: 0.4922, top5_acc: 0.7680, loss_cls: 1.9793, loss: 1.9793, grad_norm: 6.8095 2021-08-17 07:29:14,098 - mmaction - INFO - Epoch [30][540/2640] lr: 1.000e-03, eta: 6:36:15, time: 0.422, data_time: 0.000, memory: 5694, top1_acc: 0.4820, top5_acc: 0.7500, loss_cls: 2.0467, loss: 2.0467, grad_norm: 6.9461 2021-08-17 07:29:22,550 - mmaction - INFO - Epoch [30][560/2640] lr: 1.000e-03, eta: 6:36:06, time: 0.423, data_time: 0.001, memory: 5694, top1_acc: 0.4742, top5_acc: 0.7508, loss_cls: 2.0400, loss: 2.0400, grad_norm: 6.8917 2021-08-17 07:29:30,967 - mmaction - INFO - Epoch [30][580/2640] lr: 1.000e-03, eta: 6:35:57, time: 0.421, data_time: 0.000, memory: 5694, top1_acc: 0.4758, top5_acc: 0.7633, loss_cls: 2.0104, loss: 2.0104, grad_norm: 6.9229 2021-08-17 07:29:39,387 - mmaction - INFO - Epoch [30][600/2640] lr: 1.000e-03, eta: 6:35:48, time: 0.421, data_time: 0.001, memory: 5694, top1_acc: 0.4859, top5_acc: 0.7805, loss_cls: 1.9725, loss: 1.9725, grad_norm: 6.7653 2021-08-17 07:29:47,833 - mmaction - INFO - Epoch [30][620/2640] lr: 1.000e-03, eta: 6:35:39, time: 0.422, data_time: 0.001, memory: 5694, top1_acc: 0.4867, top5_acc: 0.7805, loss_cls: 1.9475, loss: 1.9475, grad_norm: 6.8465 2021-08-17 07:29:56,275 - mmaction - INFO - Epoch [30][640/2640] lr: 1.000e-03, eta: 6:35:30, time: 0.422, data_time: 0.001, memory: 5694, top1_acc: 0.4984, top5_acc: 0.7680, loss_cls: 1.9412, loss: 1.9412, grad_norm: 6.7354 2021-08-17 07:30:04,712 - mmaction - INFO - Epoch [30][660/2640] lr: 1.000e-03, eta: 6:35:22, time: 0.422, data_time: 0.001, memory: 5694, top1_acc: 0.4750, top5_acc: 0.7664, loss_cls: 2.0086, loss: 2.0086, grad_norm: 7.1535 2021-08-17 07:30:13,148 - mmaction - INFO - Epoch [30][680/2640] lr: 1.000e-03, eta: 6:35:13, time: 0.422, data_time: 0.000, memory: 5694, top1_acc: 0.5023, top5_acc: 0.7758, loss_cls: 1.9344, loss: 1.9344, grad_norm: 6.8055 2021-08-17 07:30:21,598 - mmaction - INFO - Epoch [30][700/2640] lr: 1.000e-03, eta: 6:35:04, time: 0.423, data_time: 0.001, memory: 5694, top1_acc: 0.4781, top5_acc: 0.7602, loss_cls: 2.0523, loss: 2.0523, grad_norm: 6.9344 2021-08-17 07:30:30,007 - mmaction - INFO - Epoch [30][720/2640] lr: 1.000e-03, eta: 6:34:55, time: 0.421, data_time: 0.000, memory: 5694, top1_acc: 0.4688, top5_acc: 0.7664, loss_cls: 2.0547, loss: 2.0547, grad_norm: 7.0529 2021-08-17 07:30:38,409 - mmaction - INFO - Epoch [30][740/2640] lr: 1.000e-03, eta: 6:34:46, time: 0.420, data_time: 0.000, memory: 5694, top1_acc: 0.4813, top5_acc: 0.7617, loss_cls: 2.0359, loss: 2.0359, grad_norm: 7.0070 2021-08-17 07:30:46,835 - mmaction - INFO - Epoch [30][760/2640] lr: 1.000e-03, eta: 6:34:38, time: 0.421, data_time: 0.002, memory: 5694, top1_acc: 0.4711, top5_acc: 0.7602, loss_cls: 2.0136, loss: 2.0136, grad_norm: 6.7854 2021-08-17 07:30:55,238 - mmaction - INFO - Epoch [30][780/2640] lr: 1.000e-03, eta: 6:34:29, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.5039, top5_acc: 0.7844, loss_cls: 1.9162, loss: 1.9162, grad_norm: 6.5940 2021-08-17 07:31:03,668 - mmaction - INFO - Epoch [30][800/2640] lr: 1.000e-03, eta: 6:34:20, time: 0.422, data_time: 0.001, memory: 5694, top1_acc: 0.4758, top5_acc: 0.7570, loss_cls: 2.0220, loss: 2.0220, grad_norm: 6.8605 2021-08-17 07:31:12,082 - mmaction - INFO - Epoch [30][820/2640] lr: 1.000e-03, eta: 6:34:11, time: 0.421, data_time: 0.001, memory: 5694, top1_acc: 0.5008, top5_acc: 0.7758, loss_cls: 1.9690, loss: 1.9690, grad_norm: 6.9281 2021-08-17 07:31:20,514 - mmaction - INFO - Epoch [30][840/2640] lr: 1.000e-03, eta: 6:34:02, time: 0.422, data_time: 0.002, memory: 5694, top1_acc: 0.4703, top5_acc: 0.7352, loss_cls: 2.0717, loss: 2.0717, grad_norm: 6.8937 2021-08-17 07:31:28,920 - mmaction - INFO - Epoch [30][860/2640] lr: 1.000e-03, eta: 6:33:53, time: 0.420, data_time: 0.000, memory: 5694, top1_acc: 0.4844, top5_acc: 0.7711, loss_cls: 1.9331, loss: 1.9331, grad_norm: 6.7986 2021-08-17 07:31:37,341 - mmaction - INFO - Epoch [30][880/2640] lr: 1.000e-03, eta: 6:33:45, time: 0.421, data_time: 0.001, memory: 5694, top1_acc: 0.4836, top5_acc: 0.7883, loss_cls: 1.9358, loss: 1.9358, grad_norm: 6.7613 2021-08-17 07:31:45,761 - mmaction - INFO - Epoch [30][900/2640] lr: 1.000e-03, eta: 6:33:36, time: 0.421, data_time: 0.001, memory: 5694, top1_acc: 0.4734, top5_acc: 0.7445, loss_cls: 2.0610, loss: 2.0610, grad_norm: 6.9945 2021-08-17 07:31:54,202 - mmaction - INFO - Epoch [30][920/2640] lr: 1.000e-03, eta: 6:33:27, time: 0.422, data_time: 0.001, memory: 5694, top1_acc: 0.4992, top5_acc: 0.7570, loss_cls: 1.9625, loss: 1.9625, grad_norm: 6.8282 2021-08-17 07:32:02,606 - mmaction - INFO - Epoch [30][940/2640] lr: 1.000e-03, eta: 6:33:18, time: 0.420, data_time: 0.000, memory: 5694, top1_acc: 0.4477, top5_acc: 0.7398, loss_cls: 2.1013, loss: 2.1013, grad_norm: 7.3744 2021-08-17 07:32:11,058 - mmaction - INFO - Epoch [30][960/2640] lr: 1.000e-03, eta: 6:33:09, time: 0.423, data_time: 0.001, memory: 5694, top1_acc: 0.4828, top5_acc: 0.7711, loss_cls: 1.9791, loss: 1.9791, grad_norm: 6.8996 2021-08-17 07:32:19,489 - mmaction - INFO - Epoch [30][980/2640] lr: 1.000e-03, eta: 6:33:00, time: 0.422, data_time: 0.000, memory: 5694, top1_acc: 0.4617, top5_acc: 0.7586, loss_cls: 2.0753, loss: 2.0753, grad_norm: 6.9319 2021-08-17 07:32:27,884 - mmaction - INFO - Epoch [30][1000/2640] lr: 1.000e-03, eta: 6:32:52, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.4797, top5_acc: 0.7875, loss_cls: 1.9277, loss: 1.9277, grad_norm: 6.8341 2021-08-17 07:32:36,310 - mmaction - INFO - Epoch [30][1020/2640] lr: 1.000e-03, eta: 6:32:43, time: 0.421, data_time: 0.000, memory: 5694, top1_acc: 0.4648, top5_acc: 0.7539, loss_cls: 2.0475, loss: 2.0475, grad_norm: 6.9478 2021-08-17 07:32:44,742 - mmaction - INFO - Epoch [30][1040/2640] lr: 1.000e-03, eta: 6:32:34, time: 0.422, data_time: 0.001, memory: 5694, top1_acc: 0.4445, top5_acc: 0.7328, loss_cls: 2.1411, loss: 2.1411, grad_norm: 7.2278 2021-08-17 07:32:53,152 - mmaction - INFO - Epoch [30][1060/2640] lr: 1.000e-03, eta: 6:32:25, time: 0.421, data_time: 0.001, memory: 5694, top1_acc: 0.4695, top5_acc: 0.7688, loss_cls: 1.9709, loss: 1.9709, grad_norm: 6.6687 2021-08-17 07:33:01,546 - mmaction - INFO - Epoch [30][1080/2640] lr: 1.000e-03, eta: 6:32:16, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.4641, top5_acc: 0.7391, loss_cls: 2.0911, loss: 2.0911, grad_norm: 6.9887 2021-08-17 07:33:09,951 - mmaction - INFO - Epoch [30][1100/2640] lr: 1.000e-03, eta: 6:32:07, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.4719, top5_acc: 0.7547, loss_cls: 2.0251, loss: 2.0251, grad_norm: 6.8145 2021-08-17 07:33:18,383 - mmaction - INFO - Epoch [30][1120/2640] lr: 1.000e-03, eta: 6:31:59, time: 0.422, data_time: 0.000, memory: 5694, top1_acc: 0.4719, top5_acc: 0.7430, loss_cls: 2.0590, loss: 2.0590, grad_norm: 7.0830 2021-08-17 07:33:26,770 - mmaction - INFO - Epoch [30][1140/2640] lr: 1.000e-03, eta: 6:31:50, time: 0.419, data_time: 0.000, memory: 5694, top1_acc: 0.4672, top5_acc: 0.7516, loss_cls: 2.0364, loss: 2.0364, grad_norm: 6.8459 2021-08-17 07:33:35,148 - mmaction - INFO - Epoch [30][1160/2640] lr: 1.000e-03, eta: 6:31:41, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.4492, top5_acc: 0.7664, loss_cls: 2.0539, loss: 2.0539, grad_norm: 6.9441 2021-08-17 07:33:43,537 - mmaction - INFO - Epoch [30][1180/2640] lr: 1.000e-03, eta: 6:31:32, time: 0.420, data_time: 0.000, memory: 5694, top1_acc: 0.4781, top5_acc: 0.7539, loss_cls: 2.0852, loss: 2.0852, grad_norm: 7.0260 2021-08-17 07:33:51,932 - mmaction - INFO - Epoch [30][1200/2640] lr: 1.000e-03, eta: 6:31:23, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.4844, top5_acc: 0.7625, loss_cls: 2.0178, loss: 2.0178, grad_norm: 6.8344 2021-08-17 07:34:00,325 - mmaction - INFO - Epoch [30][1220/2640] lr: 1.000e-03, eta: 6:31:14, time: 0.420, data_time: 0.000, memory: 5694, top1_acc: 0.4500, top5_acc: 0.7719, loss_cls: 2.0766, loss: 2.0766, grad_norm: 7.1083 2021-08-17 07:34:08,704 - mmaction - INFO - Epoch [30][1240/2640] lr: 1.000e-03, eta: 6:31:05, time: 0.418, data_time: 0.000, memory: 5694, top1_acc: 0.4664, top5_acc: 0.7477, loss_cls: 2.0844, loss: 2.0844, grad_norm: 7.1755 2021-08-17 07:34:17,129 - mmaction - INFO - Epoch [30][1260/2640] lr: 1.000e-03, eta: 6:30:57, time: 0.422, data_time: 0.002, memory: 5694, top1_acc: 0.4750, top5_acc: 0.7789, loss_cls: 2.0069, loss: 2.0069, grad_norm: 6.9998 2021-08-17 07:34:25,526 - mmaction - INFO - Epoch [30][1280/2640] lr: 1.000e-03, eta: 6:30:48, time: 0.420, data_time: 0.000, memory: 5694, top1_acc: 0.4727, top5_acc: 0.7680, loss_cls: 1.9890, loss: 1.9890, grad_norm: 6.9440 2021-08-17 07:34:33,919 - mmaction - INFO - Epoch [30][1300/2640] lr: 1.000e-03, eta: 6:30:39, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.4539, top5_acc: 0.7438, loss_cls: 2.0870, loss: 2.0870, grad_norm: 7.0372 2021-08-17 07:34:42,333 - mmaction - INFO - Epoch [30][1320/2640] lr: 1.000e-03, eta: 6:30:30, time: 0.421, data_time: 0.000, memory: 5694, top1_acc: 0.4758, top5_acc: 0.7617, loss_cls: 1.9976, loss: 1.9976, grad_norm: 6.8858 2021-08-17 07:34:50,717 - mmaction - INFO - Epoch [30][1340/2640] lr: 1.000e-03, eta: 6:30:21, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.4633, top5_acc: 0.7742, loss_cls: 2.0079, loss: 2.0079, grad_norm: 6.9914 2021-08-17 07:34:59,088 - mmaction - INFO - Epoch [30][1360/2640] lr: 1.000e-03, eta: 6:30:12, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.4359, top5_acc: 0.7445, loss_cls: 2.1428, loss: 2.1428, grad_norm: 7.2011 2021-08-17 07:35:07,463 - mmaction - INFO - Epoch [30][1380/2640] lr: 1.000e-03, eta: 6:30:04, time: 0.419, data_time: 0.000, memory: 5694, top1_acc: 0.4523, top5_acc: 0.7523, loss_cls: 2.0457, loss: 2.0457, grad_norm: 6.9984 2021-08-17 07:35:15,842 - mmaction - INFO - Epoch [30][1400/2640] lr: 1.000e-03, eta: 6:29:55, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.4945, top5_acc: 0.7758, loss_cls: 2.0001, loss: 2.0001, grad_norm: 7.0258 2021-08-17 07:35:24,213 - mmaction - INFO - Epoch [30][1420/2640] lr: 1.000e-03, eta: 6:29:46, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.4891, top5_acc: 0.7492, loss_cls: 2.0682, loss: 2.0682, grad_norm: 7.1359 2021-08-17 07:35:32,614 - mmaction - INFO - Epoch [30][1440/2640] lr: 1.000e-03, eta: 6:29:37, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.4727, top5_acc: 0.7414, loss_cls: 2.0635, loss: 2.0635, grad_norm: 6.9553 2021-08-17 07:35:41,029 - mmaction - INFO - Epoch [30][1460/2640] lr: 1.000e-03, eta: 6:29:28, time: 0.421, data_time: 0.001, memory: 5694, top1_acc: 0.4984, top5_acc: 0.7805, loss_cls: 1.9947, loss: 1.9947, grad_norm: 6.9465 2021-08-17 07:35:49,431 - mmaction - INFO - Epoch [30][1480/2640] lr: 1.000e-03, eta: 6:29:19, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.4789, top5_acc: 0.7648, loss_cls: 2.0604, loss: 2.0604, grad_norm: 7.3041 2021-08-17 07:35:57,854 - mmaction - INFO - Epoch [30][1500/2640] lr: 1.000e-03, eta: 6:29:11, time: 0.421, data_time: 0.001, memory: 5694, top1_acc: 0.4734, top5_acc: 0.7547, loss_cls: 2.0941, loss: 2.0941, grad_norm: 6.9159 2021-08-17 07:36:06,256 - mmaction - INFO - Epoch [30][1520/2640] lr: 1.000e-03, eta: 6:29:02, time: 0.420, data_time: 0.000, memory: 5694, top1_acc: 0.5023, top5_acc: 0.7789, loss_cls: 1.9832, loss: 1.9832, grad_norm: 6.8813 2021-08-17 07:36:14,686 - mmaction - INFO - Epoch [30][1540/2640] lr: 1.000e-03, eta: 6:28:53, time: 0.421, data_time: 0.001, memory: 5694, top1_acc: 0.4852, top5_acc: 0.7680, loss_cls: 1.9946, loss: 1.9946, grad_norm: 7.0309 2021-08-17 07:36:23,147 - mmaction - INFO - Epoch [30][1560/2640] lr: 1.000e-03, eta: 6:28:44, time: 0.423, data_time: 0.001, memory: 5694, top1_acc: 0.4984, top5_acc: 0.7680, loss_cls: 1.9902, loss: 1.9902, grad_norm: 6.8898 2021-08-17 07:36:31,563 - mmaction - INFO - Epoch [30][1580/2640] lr: 1.000e-03, eta: 6:28:35, time: 0.421, data_time: 0.000, memory: 5694, top1_acc: 0.4828, top5_acc: 0.7789, loss_cls: 1.9607, loss: 1.9607, grad_norm: 6.9180 2021-08-17 07:36:39,991 - mmaction - INFO - Epoch [30][1600/2640] lr: 1.000e-03, eta: 6:28:26, time: 0.421, data_time: 0.000, memory: 5694, top1_acc: 0.4539, top5_acc: 0.7609, loss_cls: 2.0943, loss: 2.0943, grad_norm: 6.9788 2021-08-17 07:36:48,417 - mmaction - INFO - Epoch [30][1620/2640] lr: 1.000e-03, eta: 6:28:18, time: 0.421, data_time: 0.000, memory: 5694, top1_acc: 0.4836, top5_acc: 0.7516, loss_cls: 2.0284, loss: 2.0284, grad_norm: 6.7992 2021-08-17 07:36:56,827 - mmaction - INFO - Epoch [30][1640/2640] lr: 1.000e-03, eta: 6:28:09, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.4727, top5_acc: 0.7570, loss_cls: 2.0283, loss: 2.0283, grad_norm: 6.7578 2021-08-17 07:37:05,233 - mmaction - INFO - Epoch [30][1660/2640] lr: 1.000e-03, eta: 6:28:00, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.4625, top5_acc: 0.7641, loss_cls: 2.0775, loss: 2.0775, grad_norm: 7.1146 2021-08-17 07:37:13,656 - mmaction - INFO - Epoch [30][1680/2640] lr: 1.000e-03, eta: 6:27:51, time: 0.421, data_time: 0.001, memory: 5694, top1_acc: 0.4781, top5_acc: 0.7633, loss_cls: 2.0573, loss: 2.0573, grad_norm: 7.0187 2021-08-17 07:37:22,078 - mmaction - INFO - Epoch [30][1700/2640] lr: 1.000e-03, eta: 6:27:42, time: 0.421, data_time: 0.000, memory: 5694, top1_acc: 0.4656, top5_acc: 0.7656, loss_cls: 2.0302, loss: 2.0302, grad_norm: 7.0283 2021-08-17 07:37:30,506 - mmaction - INFO - Epoch [30][1720/2640] lr: 1.000e-03, eta: 6:27:34, time: 0.421, data_time: 0.001, memory: 5694, top1_acc: 0.4844, top5_acc: 0.7750, loss_cls: 1.9733, loss: 1.9733, grad_norm: 6.7742 2021-08-17 07:37:38,928 - mmaction - INFO - Epoch [30][1740/2640] lr: 1.000e-03, eta: 6:27:25, time: 0.421, data_time: 0.001, memory: 5694, top1_acc: 0.4898, top5_acc: 0.7625, loss_cls: 1.9826, loss: 1.9826, grad_norm: 6.8180 2021-08-17 07:37:47,381 - mmaction - INFO - Epoch [30][1760/2640] lr: 1.000e-03, eta: 6:27:16, time: 0.423, data_time: 0.001, memory: 5694, top1_acc: 0.4695, top5_acc: 0.7547, loss_cls: 2.0440, loss: 2.0440, grad_norm: 6.8977 2021-08-17 07:37:55,788 - mmaction - INFO - Epoch [30][1780/2640] lr: 1.000e-03, eta: 6:27:07, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.4555, top5_acc: 0.7570, loss_cls: 2.1183, loss: 2.1183, grad_norm: 7.2367 2021-08-17 07:38:04,226 - mmaction - INFO - Epoch [30][1800/2640] lr: 1.000e-03, eta: 6:26:58, time: 0.422, data_time: 0.001, memory: 5694, top1_acc: 0.4516, top5_acc: 0.7633, loss_cls: 2.0467, loss: 2.0467, grad_norm: 6.9551 2021-08-17 07:38:12,655 - mmaction - INFO - Epoch [30][1820/2640] lr: 1.000e-03, eta: 6:26:49, time: 0.421, data_time: 0.001, memory: 5694, top1_acc: 0.4602, top5_acc: 0.7531, loss_cls: 2.0744, loss: 2.0744, grad_norm: 7.3149 2021-08-17 07:38:21,083 - mmaction - INFO - Epoch [30][1840/2640] lr: 1.000e-03, eta: 6:26:41, time: 0.421, data_time: 0.000, memory: 5694, top1_acc: 0.4891, top5_acc: 0.7664, loss_cls: 2.0446, loss: 2.0446, grad_norm: 6.8886 2021-08-17 07:38:29,554 - mmaction - INFO - Epoch [30][1860/2640] lr: 1.000e-03, eta: 6:26:32, time: 0.424, data_time: 0.000, memory: 5694, top1_acc: 0.5133, top5_acc: 0.7703, loss_cls: 1.9536, loss: 1.9536, grad_norm: 6.9217 2021-08-17 07:38:37,979 - mmaction - INFO - Epoch [30][1880/2640] lr: 1.000e-03, eta: 6:26:23, time: 0.421, data_time: 0.000, memory: 5694, top1_acc: 0.4938, top5_acc: 0.7797, loss_cls: 1.9088, loss: 1.9088, grad_norm: 6.8491 2021-08-17 07:38:46,405 - mmaction - INFO - Epoch [30][1900/2640] lr: 1.000e-03, eta: 6:26:14, time: 0.421, data_time: 0.001, memory: 5694, top1_acc: 0.4820, top5_acc: 0.7641, loss_cls: 2.0133, loss: 2.0133, grad_norm: 6.9983 2021-08-17 07:38:54,820 - mmaction - INFO - Epoch [30][1920/2640] lr: 1.000e-03, eta: 6:26:05, time: 0.421, data_time: 0.001, memory: 5694, top1_acc: 0.4953, top5_acc: 0.7703, loss_cls: 1.9774, loss: 1.9774, grad_norm: 6.8193 2021-08-17 07:39:03,263 - mmaction - INFO - Epoch [30][1940/2640] lr: 1.000e-03, eta: 6:25:57, time: 0.422, data_time: 0.000, memory: 5694, top1_acc: 0.4844, top5_acc: 0.7781, loss_cls: 1.9633, loss: 1.9633, grad_norm: 7.0401 2021-08-17 07:39:11,688 - mmaction - INFO - Epoch [30][1960/2640] lr: 1.000e-03, eta: 6:25:48, time: 0.421, data_time: 0.001, memory: 5694, top1_acc: 0.4906, top5_acc: 0.7625, loss_cls: 1.9956, loss: 1.9956, grad_norm: 7.1171 2021-08-17 07:39:20,117 - mmaction - INFO - Epoch [30][1980/2640] lr: 1.000e-03, eta: 6:25:39, time: 0.422, data_time: 0.000, memory: 5694, top1_acc: 0.4484, top5_acc: 0.7469, loss_cls: 2.0915, loss: 2.0915, grad_norm: 7.0516 2021-08-17 07:39:28,544 - mmaction - INFO - Epoch [30][2000/2640] lr: 1.000e-03, eta: 6:25:30, time: 0.421, data_time: 0.001, memory: 5694, top1_acc: 0.5016, top5_acc: 0.7648, loss_cls: 1.9723, loss: 1.9723, grad_norm: 7.1366 2021-08-17 07:39:37,014 - mmaction - INFO - Epoch [30][2020/2640] lr: 1.000e-03, eta: 6:25:21, time: 0.424, data_time: 0.001, memory: 5694, top1_acc: 0.4453, top5_acc: 0.7430, loss_cls: 2.1174, loss: 2.1174, grad_norm: 7.2192 2021-08-17 07:39:45,468 - mmaction - INFO - Epoch [30][2040/2640] lr: 1.000e-03, eta: 6:25:13, time: 0.423, data_time: 0.001, memory: 5694, top1_acc: 0.4891, top5_acc: 0.7703, loss_cls: 1.9325, loss: 1.9325, grad_norm: 6.7992 2021-08-17 07:39:53,903 - mmaction - INFO - Epoch [30][2060/2640] lr: 1.000e-03, eta: 6:25:04, time: 0.422, data_time: 0.001, memory: 5694, top1_acc: 0.4789, top5_acc: 0.7742, loss_cls: 1.9907, loss: 1.9907, grad_norm: 7.2311 2021-08-17 07:40:02,319 - mmaction - INFO - Epoch [30][2080/2640] lr: 1.000e-03, eta: 6:24:55, time: 0.421, data_time: 0.001, memory: 5694, top1_acc: 0.4750, top5_acc: 0.7672, loss_cls: 1.9900, loss: 1.9900, grad_norm: 6.9749 2021-08-17 07:40:10,714 - mmaction - INFO - Epoch [30][2100/2640] lr: 1.000e-03, eta: 6:24:46, time: 0.420, data_time: 0.000, memory: 5694, top1_acc: 0.4828, top5_acc: 0.7719, loss_cls: 1.9275, loss: 1.9275, grad_norm: 6.8158 2021-08-17 07:40:19,142 - mmaction - INFO - Epoch [30][2120/2640] lr: 1.000e-03, eta: 6:24:37, time: 0.421, data_time: 0.001, memory: 5694, top1_acc: 0.4719, top5_acc: 0.7656, loss_cls: 2.0201, loss: 2.0201, grad_norm: 6.9130 2021-08-17 07:40:27,566 - mmaction - INFO - Epoch [30][2140/2640] lr: 1.000e-03, eta: 6:24:29, time: 0.421, data_time: 0.001, memory: 5694, top1_acc: 0.4773, top5_acc: 0.7703, loss_cls: 1.9950, loss: 1.9950, grad_norm: 6.8520 2021-08-17 07:40:35,996 - mmaction - INFO - Epoch [30][2160/2640] lr: 1.000e-03, eta: 6:24:20, time: 0.422, data_time: 0.001, memory: 5694, top1_acc: 0.4984, top5_acc: 0.7680, loss_cls: 2.0001, loss: 2.0001, grad_norm: 6.7934 2021-08-17 07:40:44,405 - mmaction - INFO - Epoch [30][2180/2640] lr: 1.000e-03, eta: 6:24:11, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.4773, top5_acc: 0.7461, loss_cls: 2.0693, loss: 2.0693, grad_norm: 7.1570 2021-08-17 07:40:52,844 - mmaction - INFO - Epoch [30][2200/2640] lr: 1.000e-03, eta: 6:24:02, time: 0.422, data_time: 0.001, memory: 5694, top1_acc: 0.4680, top5_acc: 0.7594, loss_cls: 2.0016, loss: 2.0016, grad_norm: 7.1709 2021-08-17 07:41:01,306 - mmaction - INFO - Epoch [30][2220/2640] lr: 1.000e-03, eta: 6:23:53, time: 0.423, data_time: 0.000, memory: 5694, top1_acc: 0.4594, top5_acc: 0.7398, loss_cls: 2.1025, loss: 2.1025, grad_norm: 7.2406 2021-08-17 07:41:09,768 - mmaction - INFO - Epoch [30][2240/2640] lr: 1.000e-03, eta: 6:23:45, time: 0.423, data_time: 0.002, memory: 5694, top1_acc: 0.4758, top5_acc: 0.7703, loss_cls: 1.9752, loss: 1.9752, grad_norm: 6.8155 2021-08-17 07:41:18,220 - mmaction - INFO - Epoch [30][2260/2640] lr: 1.000e-03, eta: 6:23:36, time: 0.423, data_time: 0.000, memory: 5694, top1_acc: 0.4773, top5_acc: 0.7578, loss_cls: 2.0221, loss: 2.0221, grad_norm: 7.0172 2021-08-17 07:41:26,663 - mmaction - INFO - Epoch [30][2280/2640] lr: 1.000e-03, eta: 6:23:27, time: 0.422, data_time: 0.001, memory: 5694, top1_acc: 0.4930, top5_acc: 0.7555, loss_cls: 2.0028, loss: 2.0028, grad_norm: 7.0263 2021-08-17 07:41:35,114 - mmaction - INFO - Epoch [30][2300/2640] lr: 1.000e-03, eta: 6:23:18, time: 0.423, data_time: 0.001, memory: 5694, top1_acc: 0.4766, top5_acc: 0.7672, loss_cls: 2.0216, loss: 2.0216, grad_norm: 7.2523 2021-08-17 07:41:43,559 - mmaction - INFO - Epoch [30][2320/2640] lr: 1.000e-03, eta: 6:23:09, time: 0.422, data_time: 0.001, memory: 5694, top1_acc: 0.4813, top5_acc: 0.7516, loss_cls: 2.0345, loss: 2.0345, grad_norm: 6.9838 2021-08-17 07:41:52,003 - mmaction - INFO - Epoch [30][2340/2640] lr: 1.000e-03, eta: 6:23:01, time: 0.422, data_time: 0.001, memory: 5694, top1_acc: 0.4742, top5_acc: 0.7750, loss_cls: 1.9757, loss: 1.9757, grad_norm: 7.0808 2021-08-17 07:42:00,450 - mmaction - INFO - Epoch [30][2360/2640] lr: 1.000e-03, eta: 6:22:52, time: 0.422, data_time: 0.001, memory: 5694, top1_acc: 0.5000, top5_acc: 0.7570, loss_cls: 2.0594, loss: 2.0594, grad_norm: 7.1553 2021-08-17 07:42:08,896 - mmaction - INFO - Epoch [30][2380/2640] lr: 1.000e-03, eta: 6:22:43, time: 0.422, data_time: 0.001, memory: 5694, top1_acc: 0.4602, top5_acc: 0.7508, loss_cls: 2.0646, loss: 2.0646, grad_norm: 7.0348 2021-08-17 07:42:17,365 - mmaction - INFO - Epoch [30][2400/2640] lr: 1.000e-03, eta: 6:22:34, time: 0.423, data_time: 0.000, memory: 5694, top1_acc: 0.4531, top5_acc: 0.7508, loss_cls: 2.0702, loss: 2.0702, grad_norm: 7.1380 2021-08-17 07:42:25,794 - mmaction - INFO - Epoch [30][2420/2640] lr: 1.000e-03, eta: 6:22:25, time: 0.421, data_time: 0.000, memory: 5694, top1_acc: 0.4516, top5_acc: 0.7547, loss_cls: 2.0889, loss: 2.0889, grad_norm: 7.0427 2021-08-17 07:42:34,255 - mmaction - INFO - Epoch [30][2440/2640] lr: 1.000e-03, eta: 6:22:17, time: 0.423, data_time: 0.001, memory: 5694, top1_acc: 0.4742, top5_acc: 0.7562, loss_cls: 2.0538, loss: 2.0538, grad_norm: 7.0365 2021-08-17 07:42:42,739 - mmaction - INFO - Epoch [30][2460/2640] lr: 1.000e-03, eta: 6:22:08, time: 0.424, data_time: 0.001, memory: 5694, top1_acc: 0.4711, top5_acc: 0.7625, loss_cls: 2.0167, loss: 2.0167, grad_norm: 7.0671 2021-08-17 07:42:51,203 - mmaction - INFO - Epoch [30][2480/2640] lr: 1.000e-03, eta: 6:21:59, time: 0.423, data_time: 0.002, memory: 5694, top1_acc: 0.4641, top5_acc: 0.7414, loss_cls: 2.1392, loss: 2.1392, grad_norm: 7.2210 2021-08-17 07:42:59,659 - mmaction - INFO - Epoch [30][2500/2640] lr: 1.000e-03, eta: 6:21:50, time: 0.423, data_time: 0.000, memory: 5694, top1_acc: 0.4883, top5_acc: 0.7688, loss_cls: 1.9995, loss: 1.9995, grad_norm: 6.7475 2021-08-17 07:43:08,127 - mmaction - INFO - Epoch [30][2520/2640] lr: 1.000e-03, eta: 6:21:41, time: 0.423, data_time: 0.000, memory: 5694, top1_acc: 0.4828, top5_acc: 0.7484, loss_cls: 1.9879, loss: 1.9879, grad_norm: 6.8841 2021-08-17 07:43:16,573 - mmaction - INFO - Epoch [30][2540/2640] lr: 1.000e-03, eta: 6:21:33, time: 0.422, data_time: 0.001, memory: 5694, top1_acc: 0.4688, top5_acc: 0.7523, loss_cls: 2.0575, loss: 2.0575, grad_norm: 7.0951 2021-08-17 07:43:25,010 - mmaction - INFO - Epoch [30][2560/2640] lr: 1.000e-03, eta: 6:21:24, time: 0.422, data_time: 0.000, memory: 5694, top1_acc: 0.4883, top5_acc: 0.7727, loss_cls: 1.9946, loss: 1.9946, grad_norm: 7.0435 2021-08-17 07:43:33,467 - mmaction - INFO - Epoch [30][2580/2640] lr: 1.000e-03, eta: 6:21:15, time: 0.423, data_time: 0.001, memory: 5694, top1_acc: 0.4875, top5_acc: 0.7641, loss_cls: 1.9978, loss: 1.9978, grad_norm: 7.0059 2021-08-17 07:43:41,915 - mmaction - INFO - Epoch [30][2600/2640] lr: 1.000e-03, eta: 6:21:06, time: 0.423, data_time: 0.001, memory: 5694, top1_acc: 0.4992, top5_acc: 0.7742, loss_cls: 1.9544, loss: 1.9544, grad_norm: 6.8314 2021-08-17 07:43:50,346 - mmaction - INFO - Epoch [30][2620/2640] lr: 1.000e-03, eta: 6:20:57, time: 0.422, data_time: 0.000, memory: 5694, top1_acc: 0.4828, top5_acc: 0.7695, loss_cls: 1.9828, loss: 1.9828, grad_norm: 6.6916 2021-08-17 07:43:58,560 - mmaction - INFO - Epoch [30][2640/2640] lr: 1.000e-03, eta: 6:20:48, time: 0.410, data_time: 0.001, memory: 5694, top1_acc: 0.4524, top5_acc: 0.7290, loss_cls: 2.1382, loss: 2.1382, grad_norm: 7.3410 2021-08-17 07:43:59,840 - mmaction - INFO - Saving checkpoint at 30 epochs 2021-08-17 07:44:39,254 - mmaction - INFO - Epoch [31][20/2640] lr: 1.000e-03, eta: 6:21:00, time: 1.929, data_time: 1.529, memory: 5694, top1_acc: 0.5164, top5_acc: 0.7984, loss_cls: 1.9200, loss: 1.9200, grad_norm: 6.8435 2021-08-17 07:44:47,254 - mmaction - INFO - Epoch [31][40/2640] lr: 1.000e-03, eta: 6:20:51, time: 0.400, data_time: 0.002, memory: 5694, top1_acc: 0.4781, top5_acc: 0.7719, loss_cls: 1.9591, loss: 1.9591, grad_norm: 6.8280 2021-08-17 07:44:55,257 - mmaction - INFO - Epoch [31][60/2640] lr: 1.000e-03, eta: 6:20:42, time: 0.400, data_time: 0.000, memory: 5694, top1_acc: 0.4805, top5_acc: 0.7828, loss_cls: 2.0088, loss: 2.0088, grad_norm: 6.9923 2021-08-17 07:45:03,438 - mmaction - INFO - Epoch [31][80/2640] lr: 1.000e-03, eta: 6:20:33, time: 0.409, data_time: 0.001, memory: 5694, top1_acc: 0.4758, top5_acc: 0.7805, loss_cls: 1.9898, loss: 1.9898, grad_norm: 7.2938 2021-08-17 07:45:11,615 - mmaction - INFO - Epoch [31][100/2640] lr: 1.000e-03, eta: 6:20:24, time: 0.409, data_time: 0.001, memory: 5694, top1_acc: 0.4703, top5_acc: 0.7523, loss_cls: 2.0643, loss: 2.0643, grad_norm: 7.2606 2021-08-17 07:45:19,881 - mmaction - INFO - Epoch [31][120/2640] lr: 1.000e-03, eta: 6:20:15, time: 0.413, data_time: 0.000, memory: 5694, top1_acc: 0.4930, top5_acc: 0.7695, loss_cls: 1.9964, loss: 1.9964, grad_norm: 7.0191 2021-08-17 07:45:28,261 - mmaction - INFO - Epoch [31][140/2640] lr: 1.000e-03, eta: 6:20:06, time: 0.419, data_time: 0.002, memory: 5694, top1_acc: 0.4688, top5_acc: 0.7578, loss_cls: 2.0477, loss: 2.0477, grad_norm: 7.2617 2021-08-17 07:45:36,647 - mmaction - INFO - Epoch [31][160/2640] lr: 1.000e-03, eta: 6:19:57, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.4859, top5_acc: 0.7789, loss_cls: 1.9448, loss: 1.9448, grad_norm: 6.9903 2021-08-17 07:45:45,000 - mmaction - INFO - Epoch [31][180/2640] lr: 1.000e-03, eta: 6:19:48, time: 0.417, data_time: 0.000, memory: 5694, top1_acc: 0.4859, top5_acc: 0.7578, loss_cls: 1.9968, loss: 1.9968, grad_norm: 6.9140 2021-08-17 07:45:53,361 - mmaction - INFO - Epoch [31][200/2640] lr: 1.000e-03, eta: 6:19:39, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.4883, top5_acc: 0.7617, loss_cls: 1.9907, loss: 1.9907, grad_norm: 6.9030 2021-08-17 07:46:01,709 - mmaction - INFO - Epoch [31][220/2640] lr: 1.000e-03, eta: 6:19:30, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.4828, top5_acc: 0.7852, loss_cls: 1.9107, loss: 1.9107, grad_norm: 7.0328 2021-08-17 07:46:10,047 - mmaction - INFO - Epoch [31][240/2640] lr: 1.000e-03, eta: 6:19:22, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.4883, top5_acc: 0.7758, loss_cls: 1.9591, loss: 1.9591, grad_norm: 7.0728 2021-08-17 07:46:18,387 - mmaction - INFO - Epoch [31][260/2640] lr: 1.000e-03, eta: 6:19:13, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.4820, top5_acc: 0.7648, loss_cls: 1.9762, loss: 1.9762, grad_norm: 6.9978 2021-08-17 07:46:26,691 - mmaction - INFO - Epoch [31][280/2640] lr: 1.000e-03, eta: 6:19:04, time: 0.415, data_time: 0.001, memory: 5694, top1_acc: 0.4797, top5_acc: 0.7516, loss_cls: 2.0400, loss: 2.0400, grad_norm: 7.2235 2021-08-17 07:46:35,011 - mmaction - INFO - Epoch [31][300/2640] lr: 1.000e-03, eta: 6:18:55, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.4977, top5_acc: 0.7742, loss_cls: 1.9504, loss: 1.9504, grad_norm: 6.9244 2021-08-17 07:46:43,319 - mmaction - INFO - Epoch [31][320/2640] lr: 1.000e-03, eta: 6:18:46, time: 0.415, data_time: 0.000, memory: 5694, top1_acc: 0.4578, top5_acc: 0.7570, loss_cls: 2.1194, loss: 2.1194, grad_norm: 7.0878 2021-08-17 07:46:51,609 - mmaction - INFO - Epoch [31][340/2640] lr: 1.000e-03, eta: 6:18:37, time: 0.415, data_time: 0.001, memory: 5694, top1_acc: 0.4727, top5_acc: 0.7711, loss_cls: 1.9909, loss: 1.9909, grad_norm: 7.1557 2021-08-17 07:46:59,890 - mmaction - INFO - Epoch [31][360/2640] lr: 1.000e-03, eta: 6:18:28, time: 0.414, data_time: 0.000, memory: 5694, top1_acc: 0.4781, top5_acc: 0.7656, loss_cls: 1.9960, loss: 1.9960, grad_norm: 6.9700 2021-08-17 07:47:08,222 - mmaction - INFO - Epoch [31][380/2640] lr: 1.000e-03, eta: 6:18:19, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.4977, top5_acc: 0.7828, loss_cls: 1.9241, loss: 1.9241, grad_norm: 6.9421 2021-08-17 07:47:16,557 - mmaction - INFO - Epoch [31][400/2640] lr: 1.000e-03, eta: 6:18:10, time: 0.417, data_time: 0.000, memory: 5694, top1_acc: 0.4930, top5_acc: 0.7711, loss_cls: 1.9719, loss: 1.9719, grad_norm: 6.9724 2021-08-17 07:47:24,875 - mmaction - INFO - Epoch [31][420/2640] lr: 1.000e-03, eta: 6:18:02, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.4867, top5_acc: 0.7609, loss_cls: 2.0018, loss: 2.0018, grad_norm: 6.9868 2021-08-17 07:47:33,178 - mmaction - INFO - Epoch [31][440/2640] lr: 1.000e-03, eta: 6:17:53, time: 0.415, data_time: 0.001, memory: 5694, top1_acc: 0.4703, top5_acc: 0.7805, loss_cls: 1.9593, loss: 1.9593, grad_norm: 7.0520 2021-08-17 07:47:41,507 - mmaction - INFO - Epoch [31][460/2640] lr: 1.000e-03, eta: 6:17:44, time: 0.416, data_time: 0.000, memory: 5694, top1_acc: 0.4680, top5_acc: 0.7602, loss_cls: 2.0264, loss: 2.0264, grad_norm: 7.2732 2021-08-17 07:47:49,789 - mmaction - INFO - Epoch [31][480/2640] lr: 1.000e-03, eta: 6:17:35, time: 0.414, data_time: 0.001, memory: 5694, top1_acc: 0.4758, top5_acc: 0.7742, loss_cls: 2.0197, loss: 2.0197, grad_norm: 7.0847 2021-08-17 07:47:58,152 - mmaction - INFO - Epoch [31][500/2640] lr: 1.000e-03, eta: 6:17:26, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.4703, top5_acc: 0.7812, loss_cls: 1.9914, loss: 1.9914, grad_norm: 6.8212 2021-08-17 07:48:06,491 - mmaction - INFO - Epoch [31][520/2640] lr: 1.000e-03, eta: 6:17:17, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.4750, top5_acc: 0.7758, loss_cls: 1.9919, loss: 1.9919, grad_norm: 7.1381 2021-08-17 07:48:14,816 - mmaction - INFO - Epoch [31][540/2640] lr: 1.000e-03, eta: 6:17:08, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.4656, top5_acc: 0.7555, loss_cls: 2.0674, loss: 2.0674, grad_norm: 7.1854 2021-08-17 07:48:23,165 - mmaction - INFO - Epoch [31][560/2640] lr: 1.000e-03, eta: 6:16:59, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.4680, top5_acc: 0.7352, loss_cls: 2.0810, loss: 2.0810, grad_norm: 6.9580 2021-08-17 07:48:31,527 - mmaction - INFO - Epoch [31][580/2640] lr: 1.000e-03, eta: 6:16:51, time: 0.418, data_time: 0.000, memory: 5694, top1_acc: 0.4875, top5_acc: 0.7625, loss_cls: 1.9807, loss: 1.9807, grad_norm: 6.9712 2021-08-17 07:48:39,865 - mmaction - INFO - Epoch [31][600/2640] lr: 1.000e-03, eta: 6:16:42, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.4789, top5_acc: 0.7508, loss_cls: 2.0611, loss: 2.0611, grad_norm: 7.0776 2021-08-17 07:48:48,207 - mmaction - INFO - Epoch [31][620/2640] lr: 1.000e-03, eta: 6:16:33, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.4562, top5_acc: 0.7500, loss_cls: 2.0851, loss: 2.0851, grad_norm: 7.0227 2021-08-17 07:48:56,558 - mmaction - INFO - Epoch [31][640/2640] lr: 1.000e-03, eta: 6:16:24, time: 0.418, data_time: 0.000, memory: 5694, top1_acc: 0.4633, top5_acc: 0.7531, loss_cls: 2.0509, loss: 2.0509, grad_norm: 6.9613 2021-08-17 07:49:04,897 - mmaction - INFO - Epoch [31][660/2640] lr: 1.000e-03, eta: 6:16:15, time: 0.417, data_time: 0.000, memory: 5694, top1_acc: 0.4836, top5_acc: 0.7625, loss_cls: 1.9730, loss: 1.9730, grad_norm: 6.9060 2021-08-17 07:49:13,282 - mmaction - INFO - Epoch [31][680/2640] lr: 1.000e-03, eta: 6:16:06, time: 0.419, data_time: 0.000, memory: 5694, top1_acc: 0.4945, top5_acc: 0.7562, loss_cls: 2.0096, loss: 2.0096, grad_norm: 6.9507 2021-08-17 07:49:21,646 - mmaction - INFO - Epoch [31][700/2640] lr: 1.000e-03, eta: 6:15:57, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.4867, top5_acc: 0.7617, loss_cls: 1.9952, loss: 1.9952, grad_norm: 7.0515 2021-08-17 07:49:30,007 - mmaction - INFO - Epoch [31][720/2640] lr: 1.000e-03, eta: 6:15:48, time: 0.418, data_time: 0.000, memory: 5694, top1_acc: 0.4594, top5_acc: 0.7523, loss_cls: 2.1006, loss: 2.1006, grad_norm: 7.1645 2021-08-17 07:49:38,426 - mmaction - INFO - Epoch [31][740/2640] lr: 1.000e-03, eta: 6:15:40, time: 0.421, data_time: 0.002, memory: 5694, top1_acc: 0.5102, top5_acc: 0.7805, loss_cls: 1.9175, loss: 1.9175, grad_norm: 6.9481 2021-08-17 07:49:46,756 - mmaction - INFO - Epoch [31][760/2640] lr: 1.000e-03, eta: 6:15:31, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.4922, top5_acc: 0.7672, loss_cls: 2.0064, loss: 2.0064, grad_norm: 7.1976 2021-08-17 07:49:55,130 - mmaction - INFO - Epoch [31][780/2640] lr: 1.000e-03, eta: 6:15:22, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.4859, top5_acc: 0.7719, loss_cls: 1.9767, loss: 1.9767, grad_norm: 7.2252 2021-08-17 07:50:03,530 - mmaction - INFO - Epoch [31][800/2640] lr: 1.000e-03, eta: 6:15:13, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.4781, top5_acc: 0.7625, loss_cls: 1.9768, loss: 1.9768, grad_norm: 7.0375 2021-08-17 07:50:11,908 - mmaction - INFO - Epoch [31][820/2640] lr: 1.000e-03, eta: 6:15:04, time: 0.419, data_time: 0.000, memory: 5694, top1_acc: 0.4758, top5_acc: 0.7523, loss_cls: 2.0822, loss: 2.0822, grad_norm: 7.1813 2021-08-17 07:50:20,277 - mmaction - INFO - Epoch [31][840/2640] lr: 1.000e-03, eta: 6:14:55, time: 0.418, data_time: 0.000, memory: 5694, top1_acc: 0.4820, top5_acc: 0.7609, loss_cls: 1.9985, loss: 1.9985, grad_norm: 7.1866 2021-08-17 07:50:28,666 - mmaction - INFO - Epoch [31][860/2640] lr: 1.000e-03, eta: 6:14:47, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.4750, top5_acc: 0.7758, loss_cls: 2.0050, loss: 2.0050, grad_norm: 7.0758 2021-08-17 07:50:37,041 - mmaction - INFO - Epoch [31][880/2640] lr: 1.000e-03, eta: 6:14:38, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.4617, top5_acc: 0.7531, loss_cls: 2.0540, loss: 2.0540, grad_norm: 7.3269 2021-08-17 07:50:45,426 - mmaction - INFO - Epoch [31][900/2640] lr: 1.000e-03, eta: 6:14:29, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.4797, top5_acc: 0.7898, loss_cls: 1.9431, loss: 1.9431, grad_norm: 7.0139 2021-08-17 07:50:53,802 - mmaction - INFO - Epoch [31][920/2640] lr: 1.000e-03, eta: 6:14:20, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.4758, top5_acc: 0.7680, loss_cls: 1.9449, loss: 1.9449, grad_norm: 7.1252 2021-08-17 07:51:02,186 - mmaction - INFO - Epoch [31][940/2640] lr: 1.000e-03, eta: 6:14:11, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.4773, top5_acc: 0.7703, loss_cls: 1.9704, loss: 1.9704, grad_norm: 7.0348 2021-08-17 07:51:10,553 - mmaction - INFO - Epoch [31][960/2640] lr: 1.000e-03, eta: 6:14:02, time: 0.418, data_time: 0.000, memory: 5694, top1_acc: 0.4711, top5_acc: 0.7672, loss_cls: 2.0003, loss: 2.0003, grad_norm: 6.9754 2021-08-17 07:51:18,948 - mmaction - INFO - Epoch [31][980/2640] lr: 1.000e-03, eta: 6:13:54, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.4992, top5_acc: 0.7836, loss_cls: 1.9108, loss: 1.9108, grad_norm: 6.9583 2021-08-17 07:51:27,335 - mmaction - INFO - Epoch [31][1000/2640] lr: 1.000e-03, eta: 6:13:45, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.4695, top5_acc: 0.7570, loss_cls: 2.0732, loss: 2.0732, grad_norm: 7.2510 2021-08-17 07:51:35,734 - mmaction - INFO - Epoch [31][1020/2640] lr: 1.000e-03, eta: 6:13:36, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.4945, top5_acc: 0.7719, loss_cls: 1.9966, loss: 1.9966, grad_norm: 7.0799 2021-08-17 07:51:44,111 - mmaction - INFO - Epoch [31][1040/2640] lr: 1.000e-03, eta: 6:13:27, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.4719, top5_acc: 0.7648, loss_cls: 1.9715, loss: 1.9715, grad_norm: 7.0979 2021-08-17 07:51:52,533 - mmaction - INFO - Epoch [31][1060/2640] lr: 1.000e-03, eta: 6:13:18, time: 0.421, data_time: 0.002, memory: 5694, top1_acc: 0.4867, top5_acc: 0.7617, loss_cls: 1.9846, loss: 1.9846, grad_norm: 7.0947 2021-08-17 07:52:00,911 - mmaction - INFO - Epoch [31][1080/2640] lr: 1.000e-03, eta: 6:13:09, time: 0.419, data_time: 0.000, memory: 5694, top1_acc: 0.4680, top5_acc: 0.7352, loss_cls: 2.1255, loss: 2.1255, grad_norm: 7.4743 2021-08-17 07:52:09,302 - mmaction - INFO - Epoch [31][1100/2640] lr: 1.000e-03, eta: 6:13:01, time: 0.419, data_time: 0.000, memory: 5694, top1_acc: 0.4391, top5_acc: 0.7398, loss_cls: 2.1079, loss: 2.1079, grad_norm: 7.3935 2021-08-17 07:52:17,709 - mmaction - INFO - Epoch [31][1120/2640] lr: 1.000e-03, eta: 6:12:52, time: 0.421, data_time: 0.001, memory: 5694, top1_acc: 0.4797, top5_acc: 0.7695, loss_cls: 2.0104, loss: 2.0104, grad_norm: 7.1667 2021-08-17 07:52:26,077 - mmaction - INFO - Epoch [31][1140/2640] lr: 1.000e-03, eta: 6:12:43, time: 0.418, data_time: 0.000, memory: 5694, top1_acc: 0.4945, top5_acc: 0.7766, loss_cls: 1.9172, loss: 1.9172, grad_norm: 6.7086 2021-08-17 07:52:34,473 - mmaction - INFO - Epoch [31][1160/2640] lr: 1.000e-03, eta: 6:12:34, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.5055, top5_acc: 0.7875, loss_cls: 1.8951, loss: 1.8951, grad_norm: 6.7275 2021-08-17 07:52:42,887 - mmaction - INFO - Epoch [31][1180/2640] lr: 1.000e-03, eta: 6:12:25, time: 0.421, data_time: 0.001, memory: 5694, top1_acc: 0.4898, top5_acc: 0.7773, loss_cls: 1.9091, loss: 1.9091, grad_norm: 6.8349 2021-08-17 07:52:51,241 - mmaction - INFO - Epoch [31][1200/2640] lr: 1.000e-03, eta: 6:12:16, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.4828, top5_acc: 0.7734, loss_cls: 1.9750, loss: 1.9750, grad_norm: 7.0303 2021-08-17 07:52:59,647 - mmaction - INFO - Epoch [31][1220/2640] lr: 1.000e-03, eta: 6:12:08, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.4727, top5_acc: 0.7648, loss_cls: 1.9834, loss: 1.9834, grad_norm: 7.1994 2021-08-17 07:53:08,049 - mmaction - INFO - Epoch [31][1240/2640] lr: 1.000e-03, eta: 6:11:59, time: 0.420, data_time: 0.000, memory: 5694, top1_acc: 0.4711, top5_acc: 0.7641, loss_cls: 2.0297, loss: 2.0297, grad_norm: 7.1385 2021-08-17 07:53:16,431 - mmaction - INFO - Epoch [31][1260/2640] lr: 1.000e-03, eta: 6:11:50, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.4680, top5_acc: 0.7680, loss_cls: 2.0187, loss: 2.0187, grad_norm: 7.0751 2021-08-17 07:53:24,804 - mmaction - INFO - Epoch [31][1280/2640] lr: 1.000e-03, eta: 6:11:41, time: 0.419, data_time: 0.000, memory: 5694, top1_acc: 0.4930, top5_acc: 0.7750, loss_cls: 1.9695, loss: 1.9695, grad_norm: 6.9232 2021-08-17 07:53:33,176 - mmaction - INFO - Epoch [31][1300/2640] lr: 1.000e-03, eta: 6:11:32, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.4828, top5_acc: 0.7586, loss_cls: 2.0042, loss: 2.0042, grad_norm: 6.9808 2021-08-17 07:53:41,539 - mmaction - INFO - Epoch [31][1320/2640] lr: 1.000e-03, eta: 6:11:23, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.4758, top5_acc: 0.7531, loss_cls: 2.0321, loss: 2.0321, grad_norm: 7.3068 2021-08-17 07:53:49,917 - mmaction - INFO - Epoch [31][1340/2640] lr: 1.000e-03, eta: 6:11:15, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.4844, top5_acc: 0.7703, loss_cls: 1.9749, loss: 1.9749, grad_norm: 7.0527 2021-08-17 07:53:58,300 - mmaction - INFO - Epoch [31][1360/2640] lr: 1.000e-03, eta: 6:11:06, time: 0.419, data_time: 0.000, memory: 5694, top1_acc: 0.4781, top5_acc: 0.7750, loss_cls: 2.0032, loss: 2.0032, grad_norm: 7.1037 2021-08-17 07:54:06,696 - mmaction - INFO - Epoch [31][1380/2640] lr: 1.000e-03, eta: 6:10:57, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.4844, top5_acc: 0.7578, loss_cls: 1.9810, loss: 1.9810, grad_norm: 7.1362 2021-08-17 07:54:15,075 - mmaction - INFO - Epoch [31][1400/2640] lr: 1.000e-03, eta: 6:10:48, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.4672, top5_acc: 0.7688, loss_cls: 1.9880, loss: 1.9880, grad_norm: 7.1740 2021-08-17 07:54:23,477 - mmaction - INFO - Epoch [31][1420/2640] lr: 1.000e-03, eta: 6:10:39, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.4828, top5_acc: 0.7609, loss_cls: 2.0059, loss: 2.0059, grad_norm: 6.8186 2021-08-17 07:54:31,851 - mmaction - INFO - Epoch [31][1440/2640] lr: 1.000e-03, eta: 6:10:30, time: 0.419, data_time: 0.000, memory: 5694, top1_acc: 0.4766, top5_acc: 0.7570, loss_cls: 2.0530, loss: 2.0530, grad_norm: 7.2006 2021-08-17 07:54:40,243 - mmaction - INFO - Epoch [31][1460/2640] lr: 1.000e-03, eta: 6:10:22, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.4602, top5_acc: 0.7594, loss_cls: 2.0587, loss: 2.0587, grad_norm: 7.2997 2021-08-17 07:54:48,615 - mmaction - INFO - Epoch [31][1480/2640] lr: 1.000e-03, eta: 6:10:13, time: 0.419, data_time: 0.000, memory: 5694, top1_acc: 0.4977, top5_acc: 0.7750, loss_cls: 1.9726, loss: 1.9726, grad_norm: 7.1012 2021-08-17 07:54:57,002 - mmaction - INFO - Epoch [31][1500/2640] lr: 1.000e-03, eta: 6:10:04, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.4805, top5_acc: 0.7711, loss_cls: 2.0106, loss: 2.0106, grad_norm: 7.2332 2021-08-17 07:55:05,398 - mmaction - INFO - Epoch [31][1520/2640] lr: 1.000e-03, eta: 6:09:55, time: 0.420, data_time: 0.000, memory: 5694, top1_acc: 0.4867, top5_acc: 0.7664, loss_cls: 1.9676, loss: 1.9676, grad_norm: 7.1724 2021-08-17 07:55:13,785 - mmaction - INFO - Epoch [31][1540/2640] lr: 1.000e-03, eta: 6:09:46, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.4695, top5_acc: 0.7680, loss_cls: 2.0214, loss: 2.0214, grad_norm: 7.2272 2021-08-17 07:55:22,184 - mmaction - INFO - Epoch [31][1560/2640] lr: 1.000e-03, eta: 6:09:37, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.4688, top5_acc: 0.7445, loss_cls: 2.0833, loss: 2.0833, grad_norm: 7.2010 2021-08-17 07:55:30,581 - mmaction - INFO - Epoch [31][1580/2640] lr: 1.000e-03, eta: 6:09:29, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.4813, top5_acc: 0.7742, loss_cls: 1.9719, loss: 1.9719, grad_norm: 7.0619 2021-08-17 07:55:38,956 - mmaction - INFO - Epoch [31][1600/2640] lr: 1.000e-03, eta: 6:09:20, time: 0.419, data_time: 0.000, memory: 5694, top1_acc: 0.4820, top5_acc: 0.7484, loss_cls: 1.9964, loss: 1.9964, grad_norm: 7.2678 2021-08-17 07:55:47,364 - mmaction - INFO - Epoch [31][1620/2640] lr: 1.000e-03, eta: 6:09:11, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.4813, top5_acc: 0.7383, loss_cls: 2.0580, loss: 2.0580, grad_norm: 7.1003 2021-08-17 07:55:55,744 - mmaction - INFO - Epoch [31][1640/2640] lr: 1.000e-03, eta: 6:09:02, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.4445, top5_acc: 0.7531, loss_cls: 2.0681, loss: 2.0681, grad_norm: 7.1786 2021-08-17 07:56:04,137 - mmaction - INFO - Epoch [31][1660/2640] lr: 1.000e-03, eta: 6:08:53, time: 0.419, data_time: 0.000, memory: 5694, top1_acc: 0.4820, top5_acc: 0.7594, loss_cls: 2.0393, loss: 2.0393, grad_norm: 7.3761 2021-08-17 07:56:12,511 - mmaction - INFO - Epoch [31][1680/2640] lr: 1.000e-03, eta: 6:08:45, time: 0.420, data_time: 0.002, memory: 5694, top1_acc: 0.4859, top5_acc: 0.7609, loss_cls: 1.9803, loss: 1.9803, grad_norm: 7.0988 2021-08-17 07:56:20,918 - mmaction - INFO - Epoch [31][1700/2640] lr: 1.000e-03, eta: 6:08:36, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.4891, top5_acc: 0.7602, loss_cls: 1.9889, loss: 1.9889, grad_norm: 7.0963 2021-08-17 07:56:29,321 - mmaction - INFO - Epoch [31][1720/2640] lr: 1.000e-03, eta: 6:08:27, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.4648, top5_acc: 0.7633, loss_cls: 1.9965, loss: 1.9965, grad_norm: 7.0701 2021-08-17 07:56:37,728 - mmaction - INFO - Epoch [31][1740/2640] lr: 1.000e-03, eta: 6:08:18, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.4984, top5_acc: 0.7570, loss_cls: 1.9966, loss: 1.9966, grad_norm: 7.1966 2021-08-17 07:56:46,106 - mmaction - INFO - Epoch [31][1760/2640] lr: 1.000e-03, eta: 6:08:09, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.4719, top5_acc: 0.7492, loss_cls: 2.0246, loss: 2.0246, grad_norm: 7.1135 2021-08-17 07:56:54,480 - mmaction - INFO - Epoch [31][1780/2640] lr: 1.000e-03, eta: 6:08:00, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.4648, top5_acc: 0.7492, loss_cls: 2.0766, loss: 2.0766, grad_norm: 7.0631 2021-08-17 07:57:02,869 - mmaction - INFO - Epoch [31][1800/2640] lr: 1.000e-03, eta: 6:07:52, time: 0.419, data_time: 0.000, memory: 5694, top1_acc: 0.4781, top5_acc: 0.7719, loss_cls: 2.0028, loss: 2.0028, grad_norm: 7.0667 2021-08-17 07:57:11,226 - mmaction - INFO - Epoch [31][1820/2640] lr: 1.000e-03, eta: 6:07:43, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.4797, top5_acc: 0.7852, loss_cls: 1.9519, loss: 1.9519, grad_norm: 6.9266 2021-08-17 07:57:19,614 - mmaction - INFO - Epoch [31][1840/2640] lr: 1.000e-03, eta: 6:07:34, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.4773, top5_acc: 0.7531, loss_cls: 2.0527, loss: 2.0527, grad_norm: 7.2912 2021-08-17 07:57:27,929 - mmaction - INFO - Epoch [31][1860/2640] lr: 1.000e-03, eta: 6:07:25, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.4922, top5_acc: 0.7664, loss_cls: 1.9989, loss: 1.9989, grad_norm: 6.8895 2021-08-17 07:57:36,322 - mmaction - INFO - Epoch [31][1880/2640] lr: 1.000e-03, eta: 6:07:16, time: 0.420, data_time: 0.000, memory: 5694, top1_acc: 0.4750, top5_acc: 0.7719, loss_cls: 2.0131, loss: 2.0131, grad_norm: 7.1720 2021-08-17 07:57:44,686 - mmaction - INFO - Epoch [31][1900/2640] lr: 1.000e-03, eta: 6:07:07, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.4938, top5_acc: 0.7844, loss_cls: 1.9819, loss: 1.9819, grad_norm: 7.0200 2021-08-17 07:57:53,042 - mmaction - INFO - Epoch [31][1920/2640] lr: 1.000e-03, eta: 6:06:59, time: 0.418, data_time: 0.000, memory: 5694, top1_acc: 0.4789, top5_acc: 0.7648, loss_cls: 1.9836, loss: 1.9836, grad_norm: 7.0221 2021-08-17 07:58:01,384 - mmaction - INFO - Epoch [31][1940/2640] lr: 1.000e-03, eta: 6:06:50, time: 0.417, data_time: 0.000, memory: 5694, top1_acc: 0.4422, top5_acc: 0.7609, loss_cls: 2.0774, loss: 2.0774, grad_norm: 7.4670 2021-08-17 07:58:09,732 - mmaction - INFO - Epoch [31][1960/2640] lr: 1.000e-03, eta: 6:06:41, time: 0.417, data_time: 0.000, memory: 5694, top1_acc: 0.4805, top5_acc: 0.7570, loss_cls: 2.0211, loss: 2.0211, grad_norm: 7.1759 2021-08-17 07:58:18,095 - mmaction - INFO - Epoch [31][1980/2640] lr: 1.000e-03, eta: 6:06:32, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.4758, top5_acc: 0.7656, loss_cls: 2.0243, loss: 2.0243, grad_norm: 7.2880 2021-08-17 07:58:26,441 - mmaction - INFO - Epoch [31][2000/2640] lr: 1.000e-03, eta: 6:06:23, time: 0.417, data_time: 0.000, memory: 5694, top1_acc: 0.4852, top5_acc: 0.7461, loss_cls: 2.0317, loss: 2.0317, grad_norm: 7.1121 2021-08-17 07:58:34,809 - mmaction - INFO - Epoch [31][2020/2640] lr: 1.000e-03, eta: 6:06:14, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.4633, top5_acc: 0.7523, loss_cls: 2.0390, loss: 2.0390, grad_norm: 7.3130 2021-08-17 07:58:43,149 - mmaction - INFO - Epoch [31][2040/2640] lr: 1.000e-03, eta: 6:06:05, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.4641, top5_acc: 0.7656, loss_cls: 2.0243, loss: 2.0243, grad_norm: 7.0372 2021-08-17 07:58:51,507 - mmaction - INFO - Epoch [31][2060/2640] lr: 1.000e-03, eta: 6:05:57, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.4914, top5_acc: 0.7742, loss_cls: 1.9686, loss: 1.9686, grad_norm: 6.9919 2021-08-17 07:58:59,864 - mmaction - INFO - Epoch [31][2080/2640] lr: 1.000e-03, eta: 6:05:48, time: 0.418, data_time: 0.000, memory: 5694, top1_acc: 0.4852, top5_acc: 0.7555, loss_cls: 2.0210, loss: 2.0210, grad_norm: 6.9497 2021-08-17 07:59:08,213 - mmaction - INFO - Epoch [31][2100/2640] lr: 1.000e-03, eta: 6:05:39, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.4703, top5_acc: 0.7547, loss_cls: 2.0554, loss: 2.0554, grad_norm: 7.0268 2021-08-17 07:59:16,546 - mmaction - INFO - Epoch [31][2120/2640] lr: 1.000e-03, eta: 6:05:30, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.4813, top5_acc: 0.7664, loss_cls: 2.0008, loss: 2.0008, grad_norm: 7.1517 2021-08-17 07:59:24,877 - mmaction - INFO - Epoch [31][2140/2640] lr: 1.000e-03, eta: 6:05:21, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.4844, top5_acc: 0.7469, loss_cls: 2.0705, loss: 2.0705, grad_norm: 7.1595 2021-08-17 07:59:33,218 - mmaction - INFO - Epoch [31][2160/2640] lr: 1.000e-03, eta: 6:05:12, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.4703, top5_acc: 0.7578, loss_cls: 2.0338, loss: 2.0338, grad_norm: 7.0782 2021-08-17 07:59:41,573 - mmaction - INFO - Epoch [31][2180/2640] lr: 1.000e-03, eta: 6:05:04, time: 0.418, data_time: 0.002, memory: 5694, top1_acc: 0.4828, top5_acc: 0.7789, loss_cls: 1.9560, loss: 1.9560, grad_norm: 7.2723 2021-08-17 07:59:49,875 - mmaction - INFO - Epoch [31][2200/2640] lr: 1.000e-03, eta: 6:04:55, time: 0.415, data_time: 0.001, memory: 5694, top1_acc: 0.5008, top5_acc: 0.7852, loss_cls: 1.9231, loss: 1.9231, grad_norm: 7.0321 2021-08-17 07:59:58,180 - mmaction - INFO - Epoch [31][2220/2640] lr: 1.000e-03, eta: 6:04:46, time: 0.415, data_time: 0.000, memory: 5694, top1_acc: 0.4750, top5_acc: 0.7703, loss_cls: 1.9770, loss: 1.9770, grad_norm: 6.9409 2021-08-17 08:00:06,465 - mmaction - INFO - Epoch [31][2240/2640] lr: 1.000e-03, eta: 6:04:37, time: 0.414, data_time: 0.000, memory: 5694, top1_acc: 0.4875, top5_acc: 0.7750, loss_cls: 1.9673, loss: 1.9673, grad_norm: 6.9590 2021-08-17 08:00:14,738 - mmaction - INFO - Epoch [31][2260/2640] lr: 1.000e-03, eta: 6:04:28, time: 0.414, data_time: 0.000, memory: 5694, top1_acc: 0.4805, top5_acc: 0.7477, loss_cls: 2.0357, loss: 2.0357, grad_norm: 7.1426 2021-08-17 08:00:22,994 - mmaction - INFO - Epoch [31][2280/2640] lr: 1.000e-03, eta: 6:04:19, time: 0.413, data_time: 0.001, memory: 5694, top1_acc: 0.4789, top5_acc: 0.7836, loss_cls: 1.9650, loss: 1.9650, grad_norm: 7.1059 2021-08-17 08:00:31,214 - mmaction - INFO - Epoch [31][2300/2640] lr: 1.000e-03, eta: 6:04:10, time: 0.411, data_time: 0.001, memory: 5694, top1_acc: 0.4680, top5_acc: 0.7797, loss_cls: 1.9953, loss: 1.9953, grad_norm: 7.1889 2021-08-17 08:00:39,412 - mmaction - INFO - Epoch [31][2320/2640] lr: 1.000e-03, eta: 6:04:01, time: 0.410, data_time: 0.000, memory: 5694, top1_acc: 0.4703, top5_acc: 0.7711, loss_cls: 1.9785, loss: 1.9785, grad_norm: 7.0459 2021-08-17 08:00:47,642 - mmaction - INFO - Epoch [31][2340/2640] lr: 1.000e-03, eta: 6:03:52, time: 0.411, data_time: 0.001, memory: 5694, top1_acc: 0.4867, top5_acc: 0.7789, loss_cls: 1.9549, loss: 1.9549, grad_norm: 7.1190 2021-08-17 08:00:55,900 - mmaction - INFO - Epoch [31][2360/2640] lr: 1.000e-03, eta: 6:03:43, time: 0.413, data_time: 0.000, memory: 5694, top1_acc: 0.4828, top5_acc: 0.7602, loss_cls: 2.0061, loss: 2.0061, grad_norm: 7.2592 2021-08-17 08:01:04,140 - mmaction - INFO - Epoch [31][2380/2640] lr: 1.000e-03, eta: 6:03:35, time: 0.412, data_time: 0.001, memory: 5694, top1_acc: 0.4961, top5_acc: 0.7719, loss_cls: 1.9832, loss: 1.9832, grad_norm: 7.0341 2021-08-17 08:01:12,379 - mmaction - INFO - Epoch [31][2400/2640] lr: 1.000e-03, eta: 6:03:26, time: 0.412, data_time: 0.000, memory: 5694, top1_acc: 0.4750, top5_acc: 0.7617, loss_cls: 2.0233, loss: 2.0233, grad_norm: 7.1657 2021-08-17 08:01:20,606 - mmaction - INFO - Epoch [31][2420/2640] lr: 1.000e-03, eta: 6:03:17, time: 0.411, data_time: 0.001, memory: 5694, top1_acc: 0.4789, top5_acc: 0.7852, loss_cls: 1.9489, loss: 1.9489, grad_norm: 7.1995 2021-08-17 08:01:28,863 - mmaction - INFO - Epoch [31][2440/2640] lr: 1.000e-03, eta: 6:03:08, time: 0.413, data_time: 0.001, memory: 5694, top1_acc: 0.4922, top5_acc: 0.7672, loss_cls: 1.9503, loss: 1.9503, grad_norm: 7.0707 2021-08-17 08:01:37,148 - mmaction - INFO - Epoch [31][2460/2640] lr: 1.000e-03, eta: 6:02:59, time: 0.414, data_time: 0.000, memory: 5694, top1_acc: 0.4516, top5_acc: 0.7539, loss_cls: 2.0618, loss: 2.0618, grad_norm: 7.2316 2021-08-17 08:01:45,383 - mmaction - INFO - Epoch [31][2480/2640] lr: 1.000e-03, eta: 6:02:50, time: 0.412, data_time: 0.001, memory: 5694, top1_acc: 0.4961, top5_acc: 0.7633, loss_cls: 1.9881, loss: 1.9881, grad_norm: 6.9610 2021-08-17 08:01:53,674 - mmaction - INFO - Epoch [31][2500/2640] lr: 1.000e-03, eta: 6:02:41, time: 0.415, data_time: 0.001, memory: 5694, top1_acc: 0.4742, top5_acc: 0.7703, loss_cls: 2.0028, loss: 2.0028, grad_norm: 7.0557 2021-08-17 08:02:01,933 - mmaction - INFO - Epoch [31][2520/2640] lr: 1.000e-03, eta: 6:02:32, time: 0.413, data_time: 0.000, memory: 5694, top1_acc: 0.4922, top5_acc: 0.7492, loss_cls: 2.0151, loss: 2.0151, grad_norm: 7.0559 2021-08-17 08:02:10,217 - mmaction - INFO - Epoch [31][2540/2640] lr: 1.000e-03, eta: 6:02:23, time: 0.414, data_time: 0.001, memory: 5694, top1_acc: 0.4867, top5_acc: 0.7734, loss_cls: 1.9599, loss: 1.9599, grad_norm: 7.1657 2021-08-17 08:02:18,513 - mmaction - INFO - Epoch [31][2560/2640] lr: 1.000e-03, eta: 6:02:15, time: 0.415, data_time: 0.000, memory: 5694, top1_acc: 0.4805, top5_acc: 0.7719, loss_cls: 1.9916, loss: 1.9916, grad_norm: 7.2758 2021-08-17 08:02:26,768 - mmaction - INFO - Epoch [31][2580/2640] lr: 1.000e-03, eta: 6:02:06, time: 0.413, data_time: 0.001, memory: 5694, top1_acc: 0.4875, top5_acc: 0.7844, loss_cls: 1.9347, loss: 1.9347, grad_norm: 7.2789 2021-08-17 08:02:35,089 - mmaction - INFO - Epoch [31][2600/2640] lr: 1.000e-03, eta: 6:01:57, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.4742, top5_acc: 0.7773, loss_cls: 2.0022, loss: 2.0022, grad_norm: 7.1186 2021-08-17 08:02:43,354 - mmaction - INFO - Epoch [31][2620/2640] lr: 1.000e-03, eta: 6:01:48, time: 0.413, data_time: 0.001, memory: 5694, top1_acc: 0.4758, top5_acc: 0.7578, loss_cls: 2.0734, loss: 2.0734, grad_norm: 7.1681 2021-08-17 08:02:51,449 - mmaction - INFO - Epoch [31][2640/2640] lr: 1.000e-03, eta: 6:01:39, time: 0.405, data_time: 0.001, memory: 5694, top1_acc: 0.4734, top5_acc: 0.7677, loss_cls: 2.0293, loss: 2.0293, grad_norm: 7.4169 2021-08-17 08:02:52,738 - mmaction - INFO - Saving checkpoint at 31 epochs 2021-08-17 08:03:32,827 - mmaction - INFO - Epoch [32][20/2640] lr: 1.000e-03, eta: 6:01:49, time: 1.962, data_time: 1.559, memory: 5694, top1_acc: 0.4742, top5_acc: 0.7836, loss_cls: 1.9636, loss: 1.9636, grad_norm: 7.0383 2021-08-17 08:03:40,834 - mmaction - INFO - Epoch [32][40/2640] lr: 1.000e-03, eta: 6:01:40, time: 0.400, data_time: 0.002, memory: 5694, top1_acc: 0.4727, top5_acc: 0.7742, loss_cls: 1.9784, loss: 1.9784, grad_norm: 7.0699 2021-08-17 08:03:48,865 - mmaction - INFO - Epoch [32][60/2640] lr: 1.000e-03, eta: 6:01:31, time: 0.402, data_time: 0.000, memory: 5694, top1_acc: 0.4953, top5_acc: 0.7797, loss_cls: 1.9235, loss: 1.9235, grad_norm: 6.9388 2021-08-17 08:03:56,914 - mmaction - INFO - Epoch [32][80/2640] lr: 1.000e-03, eta: 6:01:22, time: 0.402, data_time: 0.001, memory: 5694, top1_acc: 0.4922, top5_acc: 0.7766, loss_cls: 1.9905, loss: 1.9905, grad_norm: 7.1113 2021-08-17 08:04:05,061 - mmaction - INFO - Epoch [32][100/2640] lr: 1.000e-03, eta: 6:01:13, time: 0.407, data_time: 0.001, memory: 5694, top1_acc: 0.4797, top5_acc: 0.7508, loss_cls: 2.0028, loss: 2.0028, grad_norm: 7.0993 2021-08-17 08:04:13,325 - mmaction - INFO - Epoch [32][120/2640] lr: 1.000e-03, eta: 6:01:04, time: 0.413, data_time: 0.001, memory: 5694, top1_acc: 0.5008, top5_acc: 0.7852, loss_cls: 1.9292, loss: 1.9292, grad_norm: 6.9739 2021-08-17 08:04:21,688 - mmaction - INFO - Epoch [32][140/2640] lr: 1.000e-03, eta: 6:00:55, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.4672, top5_acc: 0.7547, loss_cls: 2.0800, loss: 2.0800, grad_norm: 7.3957 2021-08-17 08:04:30,035 - mmaction - INFO - Epoch [32][160/2640] lr: 1.000e-03, eta: 6:00:46, time: 0.417, data_time: 0.000, memory: 5694, top1_acc: 0.4852, top5_acc: 0.7688, loss_cls: 2.0007, loss: 2.0007, grad_norm: 7.0627 2021-08-17 08:04:38,402 - mmaction - INFO - Epoch [32][180/2640] lr: 1.000e-03, eta: 6:00:37, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.4672, top5_acc: 0.7570, loss_cls: 2.0149, loss: 2.0149, grad_norm: 7.1791 2021-08-17 08:04:46,758 - mmaction - INFO - Epoch [32][200/2640] lr: 1.000e-03, eta: 6:00:29, time: 0.418, data_time: 0.000, memory: 5694, top1_acc: 0.4594, top5_acc: 0.7555, loss_cls: 2.0254, loss: 2.0254, grad_norm: 7.2248 2021-08-17 08:04:55,087 - mmaction - INFO - Epoch [32][220/2640] lr: 1.000e-03, eta: 6:00:20, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.4625, top5_acc: 0.7383, loss_cls: 2.0996, loss: 2.0996, grad_norm: 7.3994 2021-08-17 08:05:03,394 - mmaction - INFO - Epoch [32][240/2640] lr: 1.000e-03, eta: 6:00:11, time: 0.415, data_time: 0.000, memory: 5694, top1_acc: 0.4891, top5_acc: 0.7758, loss_cls: 1.9898, loss: 1.9898, grad_norm: 7.0590 2021-08-17 08:05:11,734 - mmaction - INFO - Epoch [32][260/2640] lr: 1.000e-03, eta: 6:00:02, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.4961, top5_acc: 0.7758, loss_cls: 1.9013, loss: 1.9013, grad_norm: 7.2555 2021-08-17 08:05:20,024 - mmaction - INFO - Epoch [32][280/2640] lr: 1.000e-03, eta: 5:59:53, time: 0.414, data_time: 0.000, memory: 5694, top1_acc: 0.4766, top5_acc: 0.7797, loss_cls: 1.9439, loss: 1.9439, grad_norm: 7.1777 2021-08-17 08:05:28,354 - mmaction - INFO - Epoch [32][300/2640] lr: 1.000e-03, eta: 5:59:44, time: 0.417, data_time: 0.002, memory: 5694, top1_acc: 0.4828, top5_acc: 0.7742, loss_cls: 1.9609, loss: 1.9609, grad_norm: 7.1417 2021-08-17 08:05:36,666 - mmaction - INFO - Epoch [32][320/2640] lr: 1.000e-03, eta: 5:59:35, time: 0.416, data_time: 0.000, memory: 5694, top1_acc: 0.4750, top5_acc: 0.7805, loss_cls: 1.9514, loss: 1.9514, grad_norm: 7.0957 2021-08-17 08:05:44,976 - mmaction - INFO - Epoch [32][340/2640] lr: 1.000e-03, eta: 5:59:27, time: 0.415, data_time: 0.001, memory: 5694, top1_acc: 0.4727, top5_acc: 0.7688, loss_cls: 2.0126, loss: 2.0126, grad_norm: 7.3246 2021-08-17 08:05:53,301 - mmaction - INFO - Epoch [32][360/2640] lr: 1.000e-03, eta: 5:59:18, time: 0.416, data_time: 0.000, memory: 5694, top1_acc: 0.4867, top5_acc: 0.7703, loss_cls: 1.9687, loss: 1.9687, grad_norm: 6.9848 2021-08-17 08:06:01,621 - mmaction - INFO - Epoch [32][380/2640] lr: 1.000e-03, eta: 5:59:09, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.4703, top5_acc: 0.7758, loss_cls: 1.9910, loss: 1.9910, grad_norm: 7.0405 2021-08-17 08:06:09,954 - mmaction - INFO - Epoch [32][400/2640] lr: 1.000e-03, eta: 5:59:00, time: 0.417, data_time: 0.000, memory: 5694, top1_acc: 0.4891, top5_acc: 0.7805, loss_cls: 1.9741, loss: 1.9741, grad_norm: 7.3126 2021-08-17 08:06:18,311 - mmaction - INFO - Epoch [32][420/2640] lr: 1.000e-03, eta: 5:58:51, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.4805, top5_acc: 0.7648, loss_cls: 2.0178, loss: 2.0178, grad_norm: 7.2386 2021-08-17 08:06:26,658 - mmaction - INFO - Epoch [32][440/2640] lr: 1.000e-03, eta: 5:58:42, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.4883, top5_acc: 0.7648, loss_cls: 1.9908, loss: 1.9908, grad_norm: 7.1334 2021-08-17 08:06:35,020 - mmaction - INFO - Epoch [32][460/2640] lr: 1.000e-03, eta: 5:58:33, time: 0.418, data_time: 0.000, memory: 5694, top1_acc: 0.5008, top5_acc: 0.7820, loss_cls: 1.9028, loss: 1.9028, grad_norm: 7.0098 2021-08-17 08:06:43,400 - mmaction - INFO - Epoch [32][480/2640] lr: 1.000e-03, eta: 5:58:25, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.4805, top5_acc: 0.7680, loss_cls: 1.9625, loss: 1.9625, grad_norm: 7.3292 2021-08-17 08:06:51,762 - mmaction - INFO - Epoch [32][500/2640] lr: 1.000e-03, eta: 5:58:16, time: 0.418, data_time: 0.000, memory: 5694, top1_acc: 0.4719, top5_acc: 0.7664, loss_cls: 2.0160, loss: 2.0160, grad_norm: 7.2207 2021-08-17 08:07:00,149 - mmaction - INFO - Epoch [32][520/2640] lr: 1.000e-03, eta: 5:58:07, time: 0.419, data_time: 0.000, memory: 5694, top1_acc: 0.4742, top5_acc: 0.7602, loss_cls: 2.0014, loss: 2.0014, grad_norm: 7.2730 2021-08-17 08:07:08,567 - mmaction - INFO - Epoch [32][540/2640] lr: 1.000e-03, eta: 5:57:58, time: 0.421, data_time: 0.001, memory: 5694, top1_acc: 0.4898, top5_acc: 0.7531, loss_cls: 2.0296, loss: 2.0296, grad_norm: 7.1509 2021-08-17 08:07:16,994 - mmaction - INFO - Epoch [32][560/2640] lr: 1.000e-03, eta: 5:57:49, time: 0.421, data_time: 0.000, memory: 5694, top1_acc: 0.5070, top5_acc: 0.7594, loss_cls: 1.9599, loss: 1.9599, grad_norm: 7.2854 2021-08-17 08:07:25,388 - mmaction - INFO - Epoch [32][580/2640] lr: 1.000e-03, eta: 5:57:41, time: 0.420, data_time: 0.000, memory: 5694, top1_acc: 0.4750, top5_acc: 0.7641, loss_cls: 2.0137, loss: 2.0137, grad_norm: 7.4410 2021-08-17 08:07:33,800 - mmaction - INFO - Epoch [32][600/2640] lr: 1.000e-03, eta: 5:57:32, time: 0.421, data_time: 0.000, memory: 5694, top1_acc: 0.4805, top5_acc: 0.7688, loss_cls: 1.9877, loss: 1.9877, grad_norm: 7.2366 2021-08-17 08:07:42,251 - mmaction - INFO - Epoch [32][620/2640] lr: 1.000e-03, eta: 5:57:23, time: 0.422, data_time: 0.001, memory: 5694, top1_acc: 0.4758, top5_acc: 0.7664, loss_cls: 2.0030, loss: 2.0030, grad_norm: 7.2429 2021-08-17 08:07:50,688 - mmaction - INFO - Epoch [32][640/2640] lr: 1.000e-03, eta: 5:57:14, time: 0.422, data_time: 0.000, memory: 5694, top1_acc: 0.4805, top5_acc: 0.7773, loss_cls: 1.9852, loss: 1.9852, grad_norm: 7.1329 2021-08-17 08:07:59,146 - mmaction - INFO - Epoch [32][660/2640] lr: 1.000e-03, eta: 5:57:05, time: 0.423, data_time: 0.001, memory: 5694, top1_acc: 0.4602, top5_acc: 0.7695, loss_cls: 1.9818, loss: 1.9818, grad_norm: 7.1880 2021-08-17 08:08:07,601 - mmaction - INFO - Epoch [32][680/2640] lr: 1.000e-03, eta: 5:56:57, time: 0.423, data_time: 0.001, memory: 5694, top1_acc: 0.4828, top5_acc: 0.7562, loss_cls: 1.9898, loss: 1.9898, grad_norm: 7.2140 2021-08-17 08:08:16,019 - mmaction - INFO - Epoch [32][700/2640] lr: 1.000e-03, eta: 5:56:48, time: 0.421, data_time: 0.001, memory: 5694, top1_acc: 0.4961, top5_acc: 0.7859, loss_cls: 1.9559, loss: 1.9559, grad_norm: 7.5437 2021-08-17 08:08:24,470 - mmaction - INFO - Epoch [32][720/2640] lr: 1.000e-03, eta: 5:56:39, time: 0.423, data_time: 0.000, memory: 5694, top1_acc: 0.4852, top5_acc: 0.7750, loss_cls: 1.9543, loss: 1.9543, grad_norm: 7.3353 2021-08-17 08:08:32,920 - mmaction - INFO - Epoch [32][740/2640] lr: 1.000e-03, eta: 5:56:30, time: 0.422, data_time: 0.001, memory: 5694, top1_acc: 0.4719, top5_acc: 0.7672, loss_cls: 2.0220, loss: 2.0220, grad_norm: 7.3194 2021-08-17 08:08:41,378 - mmaction - INFO - Epoch [32][760/2640] lr: 1.000e-03, eta: 5:56:21, time: 0.423, data_time: 0.001, memory: 5694, top1_acc: 0.5133, top5_acc: 0.7711, loss_cls: 1.9226, loss: 1.9226, grad_norm: 7.0846 2021-08-17 08:08:49,858 - mmaction - INFO - Epoch [32][780/2640] lr: 1.000e-03, eta: 5:56:13, time: 0.424, data_time: 0.000, memory: 5694, top1_acc: 0.4859, top5_acc: 0.7688, loss_cls: 1.9927, loss: 1.9927, grad_norm: 7.4037 2021-08-17 08:08:58,287 - mmaction - INFO - Epoch [32][800/2640] lr: 1.000e-03, eta: 5:56:04, time: 0.421, data_time: 0.001, memory: 5694, top1_acc: 0.4922, top5_acc: 0.7578, loss_cls: 2.0086, loss: 2.0086, grad_norm: 7.2223 2021-08-17 08:09:06,738 - mmaction - INFO - Epoch [32][820/2640] lr: 1.000e-03, eta: 5:55:55, time: 0.423, data_time: 0.001, memory: 5694, top1_acc: 0.4734, top5_acc: 0.7695, loss_cls: 1.9941, loss: 1.9941, grad_norm: 7.2890 2021-08-17 08:09:15,171 - mmaction - INFO - Epoch [32][840/2640] lr: 1.000e-03, eta: 5:55:46, time: 0.422, data_time: 0.000, memory: 5694, top1_acc: 0.5055, top5_acc: 0.7703, loss_cls: 1.9292, loss: 1.9292, grad_norm: 7.0364 2021-08-17 08:09:23,606 - mmaction - INFO - Epoch [32][860/2640] lr: 1.000e-03, eta: 5:55:38, time: 0.422, data_time: 0.001, memory: 5694, top1_acc: 0.4992, top5_acc: 0.7969, loss_cls: 1.8782, loss: 1.8782, grad_norm: 7.0038 2021-08-17 08:09:32,016 - mmaction - INFO - Epoch [32][880/2640] lr: 1.000e-03, eta: 5:55:29, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.4961, top5_acc: 0.7852, loss_cls: 1.8894, loss: 1.8894, grad_norm: 7.1558 2021-08-17 08:09:40,449 - mmaction - INFO - Epoch [32][900/2640] lr: 1.000e-03, eta: 5:55:20, time: 0.422, data_time: 0.002, memory: 5694, top1_acc: 0.4844, top5_acc: 0.7812, loss_cls: 1.9702, loss: 1.9702, grad_norm: 7.3599 2021-08-17 08:09:48,874 - mmaction - INFO - Epoch [32][920/2640] lr: 1.000e-03, eta: 5:55:11, time: 0.421, data_time: 0.000, memory: 5694, top1_acc: 0.4844, top5_acc: 0.7672, loss_cls: 2.0019, loss: 2.0019, grad_norm: 7.2780 2021-08-17 08:09:57,269 - mmaction - INFO - Epoch [32][940/2640] lr: 1.000e-03, eta: 5:55:02, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.4750, top5_acc: 0.7570, loss_cls: 1.9811, loss: 1.9811, grad_norm: 7.1606 2021-08-17 08:10:05,681 - mmaction - INFO - Epoch [32][960/2640] lr: 1.000e-03, eta: 5:54:54, time: 0.421, data_time: 0.000, memory: 5694, top1_acc: 0.4727, top5_acc: 0.7391, loss_cls: 2.0680, loss: 2.0680, grad_norm: 7.2893 2021-08-17 08:10:14,116 - mmaction - INFO - Epoch [32][980/2640] lr: 1.000e-03, eta: 5:54:45, time: 0.422, data_time: 0.001, memory: 5694, top1_acc: 0.4898, top5_acc: 0.7586, loss_cls: 2.0104, loss: 2.0104, grad_norm: 7.4057 2021-08-17 08:10:22,509 - mmaction - INFO - Epoch [32][1000/2640] lr: 1.000e-03, eta: 5:54:36, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.4797, top5_acc: 0.7820, loss_cls: 1.9452, loss: 1.9452, grad_norm: 7.1394 2021-08-17 08:10:30,941 - mmaction - INFO - Epoch [32][1020/2640] lr: 1.000e-03, eta: 5:54:27, time: 0.422, data_time: 0.001, memory: 5694, top1_acc: 0.4836, top5_acc: 0.7445, loss_cls: 2.0574, loss: 2.0574, grad_norm: 7.3684 2021-08-17 08:10:39,326 - mmaction - INFO - Epoch [32][1040/2640] lr: 1.000e-03, eta: 5:54:18, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.4797, top5_acc: 0.7688, loss_cls: 1.9838, loss: 1.9838, grad_norm: 7.4329 2021-08-17 08:10:47,746 - mmaction - INFO - Epoch [32][1060/2640] lr: 1.000e-03, eta: 5:54:10, time: 0.421, data_time: 0.000, memory: 5694, top1_acc: 0.4859, top5_acc: 0.7719, loss_cls: 1.9705, loss: 1.9705, grad_norm: 7.1795 2021-08-17 08:10:56,144 - mmaction - INFO - Epoch [32][1080/2640] lr: 1.000e-03, eta: 5:54:01, time: 0.420, data_time: 0.000, memory: 5694, top1_acc: 0.4750, top5_acc: 0.7500, loss_cls: 2.0477, loss: 2.0477, grad_norm: 7.2707 2021-08-17 08:11:04,556 - mmaction - INFO - Epoch [32][1100/2640] lr: 1.000e-03, eta: 5:53:52, time: 0.421, data_time: 0.001, memory: 5694, top1_acc: 0.4859, top5_acc: 0.7578, loss_cls: 1.9827, loss: 1.9827, grad_norm: 7.2134 2021-08-17 08:11:12,946 - mmaction - INFO - Epoch [32][1120/2640] lr: 1.000e-03, eta: 5:53:43, time: 0.419, data_time: 0.000, memory: 5694, top1_acc: 0.4641, top5_acc: 0.7469, loss_cls: 2.0436, loss: 2.0436, grad_norm: 7.2115 2021-08-17 08:11:21,353 - mmaction - INFO - Epoch [32][1140/2640] lr: 1.000e-03, eta: 5:53:34, time: 0.420, data_time: 0.002, memory: 5694, top1_acc: 0.4836, top5_acc: 0.7758, loss_cls: 1.9623, loss: 1.9623, grad_norm: 7.2027 2021-08-17 08:11:29,722 - mmaction - INFO - Epoch [32][1160/2640] lr: 1.000e-03, eta: 5:53:26, time: 0.418, data_time: 0.000, memory: 5694, top1_acc: 0.5141, top5_acc: 0.7727, loss_cls: 1.9345, loss: 1.9345, grad_norm: 7.1091 2021-08-17 08:11:38,138 - mmaction - INFO - Epoch [32][1180/2640] lr: 1.000e-03, eta: 5:53:17, time: 0.421, data_time: 0.001, memory: 5694, top1_acc: 0.4820, top5_acc: 0.7727, loss_cls: 1.9710, loss: 1.9710, grad_norm: 7.2196 2021-08-17 08:11:46,516 - mmaction - INFO - Epoch [32][1200/2640] lr: 1.000e-03, eta: 5:53:08, time: 0.419, data_time: 0.000, memory: 5694, top1_acc: 0.4859, top5_acc: 0.7820, loss_cls: 1.9746, loss: 1.9746, grad_norm: 7.0720 2021-08-17 08:11:54,927 - mmaction - INFO - Epoch [32][1220/2640] lr: 1.000e-03, eta: 5:52:59, time: 0.421, data_time: 0.001, memory: 5694, top1_acc: 0.4883, top5_acc: 0.7875, loss_cls: 1.9214, loss: 1.9214, grad_norm: 7.1351 2021-08-17 08:12:03,328 - mmaction - INFO - Epoch [32][1240/2640] lr: 1.000e-03, eta: 5:52:50, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.4727, top5_acc: 0.7641, loss_cls: 1.9944, loss: 1.9944, grad_norm: 7.5043 2021-08-17 08:12:11,715 - mmaction - INFO - Epoch [32][1260/2640] lr: 1.000e-03, eta: 5:52:41, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.4984, top5_acc: 0.7703, loss_cls: 1.9258, loss: 1.9258, grad_norm: 7.3542 2021-08-17 08:12:20,120 - mmaction - INFO - Epoch [32][1280/2640] lr: 1.000e-03, eta: 5:52:33, time: 0.420, data_time: 0.000, memory: 5694, top1_acc: 0.4883, top5_acc: 0.7562, loss_cls: 1.9972, loss: 1.9972, grad_norm: 7.2855 2021-08-17 08:12:28,526 - mmaction - INFO - Epoch [32][1300/2640] lr: 1.000e-03, eta: 5:52:24, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.4883, top5_acc: 0.7844, loss_cls: 1.9173, loss: 1.9173, grad_norm: 7.2660 2021-08-17 08:12:36,908 - mmaction - INFO - Epoch [32][1320/2640] lr: 1.000e-03, eta: 5:52:15, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.4539, top5_acc: 0.7547, loss_cls: 2.0430, loss: 2.0430, grad_norm: 7.2850 2021-08-17 08:12:45,310 - mmaction - INFO - Epoch [32][1340/2640] lr: 1.000e-03, eta: 5:52:06, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.4703, top5_acc: 0.7641, loss_cls: 2.0138, loss: 2.0138, grad_norm: 7.4127 2021-08-17 08:12:53,734 - mmaction - INFO - Epoch [32][1360/2640] lr: 1.000e-03, eta: 5:51:57, time: 0.420, data_time: 0.000, memory: 5694, top1_acc: 0.4836, top5_acc: 0.7500, loss_cls: 2.0748, loss: 2.0748, grad_norm: 7.4420 2021-08-17 08:13:02,101 - mmaction - INFO - Epoch [32][1380/2640] lr: 1.000e-03, eta: 5:51:49, time: 0.420, data_time: 0.002, memory: 5694, top1_acc: 0.4875, top5_acc: 0.7570, loss_cls: 2.0260, loss: 2.0260, grad_norm: 7.2110 2021-08-17 08:13:10,491 - mmaction - INFO - Epoch [32][1400/2640] lr: 1.000e-03, eta: 5:51:40, time: 0.419, data_time: 0.000, memory: 5694, top1_acc: 0.4625, top5_acc: 0.7469, loss_cls: 2.0942, loss: 2.0942, grad_norm: 7.4306 2021-08-17 08:13:18,877 - mmaction - INFO - Epoch [32][1420/2640] lr: 1.000e-03, eta: 5:51:31, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.4789, top5_acc: 0.7586, loss_cls: 2.0276, loss: 2.0276, grad_norm: 7.3439 2021-08-17 08:13:27,240 - mmaction - INFO - Epoch [32][1440/2640] lr: 1.000e-03, eta: 5:51:22, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.4828, top5_acc: 0.7578, loss_cls: 2.0425, loss: 2.0425, grad_norm: 7.3274 2021-08-17 08:13:35,650 - mmaction - INFO - Epoch [32][1460/2640] lr: 1.000e-03, eta: 5:51:13, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.4586, top5_acc: 0.7633, loss_cls: 2.0358, loss: 2.0358, grad_norm: 7.3824 2021-08-17 08:13:44,071 - mmaction - INFO - Epoch [32][1480/2640] lr: 1.000e-03, eta: 5:51:05, time: 0.421, data_time: 0.000, memory: 5694, top1_acc: 0.4961, top5_acc: 0.7781, loss_cls: 1.9119, loss: 1.9119, grad_norm: 6.9652 2021-08-17 08:13:52,429 - mmaction - INFO - Epoch [32][1500/2640] lr: 1.000e-03, eta: 5:50:56, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.4813, top5_acc: 0.7562, loss_cls: 2.0055, loss: 2.0055, grad_norm: 7.2550 2021-08-17 08:14:00,807 - mmaction - INFO - Epoch [32][1520/2640] lr: 1.000e-03, eta: 5:50:47, time: 0.419, data_time: 0.000, memory: 5694, top1_acc: 0.4867, top5_acc: 0.7758, loss_cls: 1.9881, loss: 1.9881, grad_norm: 7.2372 2021-08-17 08:14:09,188 - mmaction - INFO - Epoch [32][1540/2640] lr: 1.000e-03, eta: 5:50:38, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.4852, top5_acc: 0.7625, loss_cls: 1.9579, loss: 1.9579, grad_norm: 7.1673 2021-08-17 08:14:17,575 - mmaction - INFO - Epoch [32][1560/2640] lr: 1.000e-03, eta: 5:50:29, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.4945, top5_acc: 0.7742, loss_cls: 1.9444, loss: 1.9444, grad_norm: 7.0675 2021-08-17 08:14:25,942 - mmaction - INFO - Epoch [32][1580/2640] lr: 1.000e-03, eta: 5:50:21, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.4898, top5_acc: 0.7516, loss_cls: 1.9982, loss: 1.9982, grad_norm: 7.2881 2021-08-17 08:14:34,368 - mmaction - INFO - Epoch [32][1600/2640] lr: 1.000e-03, eta: 5:50:12, time: 0.421, data_time: 0.001, memory: 5694, top1_acc: 0.4727, top5_acc: 0.7711, loss_cls: 2.0207, loss: 2.0207, grad_norm: 7.2802 2021-08-17 08:14:42,737 - mmaction - INFO - Epoch [32][1620/2640] lr: 1.000e-03, eta: 5:50:03, time: 0.419, data_time: 0.000, memory: 5694, top1_acc: 0.5047, top5_acc: 0.7656, loss_cls: 1.9426, loss: 1.9426, grad_norm: 7.1116 2021-08-17 08:14:51,115 - mmaction - INFO - Epoch [32][1640/2640] lr: 1.000e-03, eta: 5:49:54, time: 0.419, data_time: 0.000, memory: 5694, top1_acc: 0.4875, top5_acc: 0.7641, loss_cls: 1.9778, loss: 1.9778, grad_norm: 7.0980 2021-08-17 08:14:59,478 - mmaction - INFO - Epoch [32][1660/2640] lr: 1.000e-03, eta: 5:49:45, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.4719, top5_acc: 0.7570, loss_cls: 2.0447, loss: 2.0447, grad_norm: 7.5475 2021-08-17 08:15:07,890 - mmaction - INFO - Epoch [32][1680/2640] lr: 1.000e-03, eta: 5:49:36, time: 0.421, data_time: 0.001, memory: 5694, top1_acc: 0.4898, top5_acc: 0.7719, loss_cls: 1.9648, loss: 1.9648, grad_norm: 7.1898 2021-08-17 08:15:16,299 - mmaction - INFO - Epoch [32][1700/2640] lr: 1.000e-03, eta: 5:49:28, time: 0.420, data_time: 0.000, memory: 5694, top1_acc: 0.5172, top5_acc: 0.7750, loss_cls: 1.9591, loss: 1.9591, grad_norm: 7.3087 2021-08-17 08:15:24,664 - mmaction - INFO - Epoch [32][1720/2640] lr: 1.000e-03, eta: 5:49:19, time: 0.418, data_time: 0.000, memory: 5694, top1_acc: 0.4953, top5_acc: 0.7680, loss_cls: 1.9832, loss: 1.9832, grad_norm: 7.3217 2021-08-17 08:15:33,027 - mmaction - INFO - Epoch [32][1740/2640] lr: 1.000e-03, eta: 5:49:10, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.4781, top5_acc: 0.7562, loss_cls: 2.0770, loss: 2.0770, grad_norm: 7.3850 2021-08-17 08:15:41,389 - mmaction - INFO - Epoch [32][1760/2640] lr: 1.000e-03, eta: 5:49:01, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.4875, top5_acc: 0.7781, loss_cls: 1.9449, loss: 1.9449, grad_norm: 7.1297 2021-08-17 08:15:49,755 - mmaction - INFO - Epoch [32][1780/2640] lr: 1.000e-03, eta: 5:48:52, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.4945, top5_acc: 0.7734, loss_cls: 1.9930, loss: 1.9930, grad_norm: 7.4464 2021-08-17 08:15:58,128 - mmaction - INFO - Epoch [32][1800/2640] lr: 1.000e-03, eta: 5:48:44, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.4656, top5_acc: 0.7539, loss_cls: 2.0652, loss: 2.0652, grad_norm: 7.4445 2021-08-17 08:16:06,505 - mmaction - INFO - Epoch [32][1820/2640] lr: 1.000e-03, eta: 5:48:35, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.4938, top5_acc: 0.7711, loss_cls: 2.0204, loss: 2.0204, grad_norm: 7.4550 2021-08-17 08:16:14,876 - mmaction - INFO - Epoch [32][1840/2640] lr: 1.000e-03, eta: 5:48:26, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.5055, top5_acc: 0.7930, loss_cls: 1.9098, loss: 1.9098, grad_norm: 7.3111 2021-08-17 08:16:23,226 - mmaction - INFO - Epoch [32][1860/2640] lr: 1.000e-03, eta: 5:48:17, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.4781, top5_acc: 0.7656, loss_cls: 2.0124, loss: 2.0124, grad_norm: 7.1502 2021-08-17 08:16:31,607 - mmaction - INFO - Epoch [32][1880/2640] lr: 1.000e-03, eta: 5:48:08, time: 0.419, data_time: 0.000, memory: 5694, top1_acc: 0.4828, top5_acc: 0.7664, loss_cls: 1.9891, loss: 1.9891, grad_norm: 7.2152 2021-08-17 08:16:40,007 - mmaction - INFO - Epoch [32][1900/2640] lr: 1.000e-03, eta: 5:48:00, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.4969, top5_acc: 0.7750, loss_cls: 1.9092, loss: 1.9092, grad_norm: 7.0982 2021-08-17 08:16:48,343 - mmaction - INFO - Epoch [32][1920/2640] lr: 1.000e-03, eta: 5:47:51, time: 0.417, data_time: 0.000, memory: 5694, top1_acc: 0.4773, top5_acc: 0.7672, loss_cls: 1.9916, loss: 1.9916, grad_norm: 7.1364 2021-08-17 08:16:56,722 - mmaction - INFO - Epoch [32][1940/2640] lr: 1.000e-03, eta: 5:47:42, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.4805, top5_acc: 0.7781, loss_cls: 1.9496, loss: 1.9496, grad_norm: 7.2737 2021-08-17 08:17:05,101 - mmaction - INFO - Epoch [32][1960/2640] lr: 1.000e-03, eta: 5:47:33, time: 0.419, data_time: 0.000, memory: 5694, top1_acc: 0.4641, top5_acc: 0.7617, loss_cls: 2.0469, loss: 2.0469, grad_norm: 7.3883 2021-08-17 08:17:13,492 - mmaction - INFO - Epoch [32][1980/2640] lr: 1.000e-03, eta: 5:47:24, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.4703, top5_acc: 0.7711, loss_cls: 1.9860, loss: 1.9860, grad_norm: 7.1566 2021-08-17 08:17:21,848 - mmaction - INFO - Epoch [32][2000/2640] lr: 1.000e-03, eta: 5:47:15, time: 0.418, data_time: 0.000, memory: 5694, top1_acc: 0.4859, top5_acc: 0.7766, loss_cls: 1.9676, loss: 1.9676, grad_norm: 7.1720 2021-08-17 08:17:30,221 - mmaction - INFO - Epoch [32][2020/2640] lr: 1.000e-03, eta: 5:47:07, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.4602, top5_acc: 0.7469, loss_cls: 2.1112, loss: 2.1112, grad_norm: 7.7502 2021-08-17 08:17:38,560 - mmaction - INFO - Epoch [32][2040/2640] lr: 1.000e-03, eta: 5:46:58, time: 0.417, data_time: 0.000, memory: 5694, top1_acc: 0.4945, top5_acc: 0.7828, loss_cls: 1.9020, loss: 1.9020, grad_norm: 7.1508 2021-08-17 08:17:46,901 - mmaction - INFO - Epoch [32][2060/2640] lr: 1.000e-03, eta: 5:46:49, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.5094, top5_acc: 0.7781, loss_cls: 1.8872, loss: 1.8872, grad_norm: 7.0379 2021-08-17 08:17:55,232 - mmaction - INFO - Epoch [32][2080/2640] lr: 1.000e-03, eta: 5:46:40, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.4641, top5_acc: 0.7648, loss_cls: 2.0149, loss: 2.0149, grad_norm: 7.2990 2021-08-17 08:18:03,608 - mmaction - INFO - Epoch [32][2100/2640] lr: 1.000e-03, eta: 5:46:31, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.5008, top5_acc: 0.7797, loss_cls: 1.9273, loss: 1.9273, grad_norm: 7.1047 2021-08-17 08:18:11,894 - mmaction - INFO - Epoch [32][2120/2640] lr: 1.000e-03, eta: 5:46:22, time: 0.414, data_time: 0.001, memory: 5694, top1_acc: 0.4805, top5_acc: 0.7555, loss_cls: 2.0302, loss: 2.0302, grad_norm: 7.5381 2021-08-17 08:18:20,235 - mmaction - INFO - Epoch [32][2140/2640] lr: 1.000e-03, eta: 5:46:14, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.4828, top5_acc: 0.7812, loss_cls: 1.9412, loss: 1.9412, grad_norm: 7.2002 2021-08-17 08:18:28,512 - mmaction - INFO - Epoch [32][2160/2640] lr: 1.000e-03, eta: 5:46:05, time: 0.414, data_time: 0.001, memory: 5694, top1_acc: 0.4586, top5_acc: 0.7664, loss_cls: 1.9793, loss: 1.9793, grad_norm: 7.2757 2021-08-17 08:18:36,834 - mmaction - INFO - Epoch [32][2180/2640] lr: 1.000e-03, eta: 5:45:56, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.4742, top5_acc: 0.7641, loss_cls: 2.0240, loss: 2.0240, grad_norm: 7.2828 2021-08-17 08:18:45,110 - mmaction - INFO - Epoch [32][2200/2640] lr: 1.000e-03, eta: 5:45:47, time: 0.414, data_time: 0.000, memory: 5694, top1_acc: 0.4961, top5_acc: 0.7703, loss_cls: 1.9584, loss: 1.9584, grad_norm: 7.3007 2021-08-17 08:18:53,432 - mmaction - INFO - Epoch [32][2220/2640] lr: 1.000e-03, eta: 5:45:38, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.4641, top5_acc: 0.7617, loss_cls: 2.0207, loss: 2.0207, grad_norm: 7.3928 2021-08-17 08:19:01,724 - mmaction - INFO - Epoch [32][2240/2640] lr: 1.000e-03, eta: 5:45:29, time: 0.415, data_time: 0.000, memory: 5694, top1_acc: 0.4773, top5_acc: 0.7695, loss_cls: 2.0168, loss: 2.0168, grad_norm: 7.4955 2021-08-17 08:19:10,017 - mmaction - INFO - Epoch [32][2260/2640] lr: 1.000e-03, eta: 5:45:20, time: 0.414, data_time: 0.000, memory: 5694, top1_acc: 0.4844, top5_acc: 0.7891, loss_cls: 1.9555, loss: 1.9555, grad_norm: 7.3975 2021-08-17 08:19:18,323 - mmaction - INFO - Epoch [32][2280/2640] lr: 1.000e-03, eta: 5:45:12, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.4836, top5_acc: 0.7648, loss_cls: 1.9815, loss: 1.9815, grad_norm: 7.1594 2021-08-17 08:19:26,624 - mmaction - INFO - Epoch [32][2300/2640] lr: 1.000e-03, eta: 5:45:03, time: 0.415, data_time: 0.000, memory: 5694, top1_acc: 0.4914, top5_acc: 0.7656, loss_cls: 1.9707, loss: 1.9707, grad_norm: 7.0695 2021-08-17 08:19:34,894 - mmaction - INFO - Epoch [32][2320/2640] lr: 1.000e-03, eta: 5:44:54, time: 0.413, data_time: 0.001, memory: 5694, top1_acc: 0.4828, top5_acc: 0.7773, loss_cls: 1.9677, loss: 1.9677, grad_norm: 7.3679 2021-08-17 08:19:43,187 - mmaction - INFO - Epoch [32][2340/2640] lr: 1.000e-03, eta: 5:44:45, time: 0.415, data_time: 0.001, memory: 5694, top1_acc: 0.4516, top5_acc: 0.7516, loss_cls: 2.0611, loss: 2.0611, grad_norm: 7.4385 2021-08-17 08:19:51,471 - mmaction - INFO - Epoch [32][2360/2640] lr: 1.000e-03, eta: 5:44:36, time: 0.414, data_time: 0.001, memory: 5694, top1_acc: 0.5102, top5_acc: 0.7781, loss_cls: 1.9110, loss: 1.9110, grad_norm: 7.1092 2021-08-17 08:19:59,754 - mmaction - INFO - Epoch [32][2380/2640] lr: 1.000e-03, eta: 5:44:27, time: 0.414, data_time: 0.002, memory: 5694, top1_acc: 0.4844, top5_acc: 0.7773, loss_cls: 1.9108, loss: 1.9108, grad_norm: 7.2195 2021-08-17 08:20:08,043 - mmaction - INFO - Epoch [32][2400/2640] lr: 1.000e-03, eta: 5:44:18, time: 0.415, data_time: 0.001, memory: 5694, top1_acc: 0.4906, top5_acc: 0.7805, loss_cls: 1.9461, loss: 1.9461, grad_norm: 7.1801 2021-08-17 08:20:16,364 - mmaction - INFO - Epoch [32][2420/2640] lr: 1.000e-03, eta: 5:44:10, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.4828, top5_acc: 0.7586, loss_cls: 2.0177, loss: 2.0177, grad_norm: 7.4719 2021-08-17 08:20:24,650 - mmaction - INFO - Epoch [32][2440/2640] lr: 1.000e-03, eta: 5:44:01, time: 0.414, data_time: 0.001, memory: 5694, top1_acc: 0.4836, top5_acc: 0.7477, loss_cls: 2.0319, loss: 2.0319, grad_norm: 7.0777 2021-08-17 08:20:32,961 - mmaction - INFO - Epoch [32][2460/2640] lr: 1.000e-03, eta: 5:43:52, time: 0.415, data_time: 0.001, memory: 5694, top1_acc: 0.4945, top5_acc: 0.7906, loss_cls: 1.8975, loss: 1.8975, grad_norm: 7.3313 2021-08-17 08:20:41,273 - mmaction - INFO - Epoch [32][2480/2640] lr: 1.000e-03, eta: 5:43:43, time: 0.416, data_time: 0.000, memory: 5694, top1_acc: 0.4875, top5_acc: 0.7789, loss_cls: 1.9552, loss: 1.9552, grad_norm: 7.1929 2021-08-17 08:20:49,589 - mmaction - INFO - Epoch [32][2500/2640] lr: 1.000e-03, eta: 5:43:34, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.4727, top5_acc: 0.7797, loss_cls: 1.9635, loss: 1.9635, grad_norm: 7.3768 2021-08-17 08:20:57,917 - mmaction - INFO - Epoch [32][2520/2640] lr: 1.000e-03, eta: 5:43:25, time: 0.416, data_time: 0.000, memory: 5694, top1_acc: 0.4820, top5_acc: 0.7617, loss_cls: 1.9820, loss: 1.9820, grad_norm: 7.6271 2021-08-17 08:21:06,198 - mmaction - INFO - Epoch [32][2540/2640] lr: 1.000e-03, eta: 5:43:17, time: 0.414, data_time: 0.001, memory: 5694, top1_acc: 0.4648, top5_acc: 0.7555, loss_cls: 2.0563, loss: 2.0563, grad_norm: 7.5623 2021-08-17 08:21:14,465 - mmaction - INFO - Epoch [32][2560/2640] lr: 1.000e-03, eta: 5:43:08, time: 0.413, data_time: 0.001, memory: 5694, top1_acc: 0.4695, top5_acc: 0.7711, loss_cls: 2.0081, loss: 2.0081, grad_norm: 7.4938 2021-08-17 08:21:22,774 - mmaction - INFO - Epoch [32][2580/2640] lr: 1.000e-03, eta: 5:42:59, time: 0.415, data_time: 0.001, memory: 5694, top1_acc: 0.4758, top5_acc: 0.7602, loss_cls: 2.0663, loss: 2.0663, grad_norm: 7.4225 2021-08-17 08:21:31,080 - mmaction - INFO - Epoch [32][2600/2640] lr: 1.000e-03, eta: 5:42:50, time: 0.415, data_time: 0.001, memory: 5694, top1_acc: 0.4672, top5_acc: 0.7602, loss_cls: 2.0147, loss: 2.0147, grad_norm: 7.6122 2021-08-17 08:21:39,363 - mmaction - INFO - Epoch [32][2620/2640] lr: 1.000e-03, eta: 5:42:41, time: 0.414, data_time: 0.000, memory: 5694, top1_acc: 0.4938, top5_acc: 0.7773, loss_cls: 1.9300, loss: 1.9300, grad_norm: 7.3761 2021-08-17 08:21:47,441 - mmaction - INFO - Epoch [32][2640/2640] lr: 1.000e-03, eta: 5:42:32, time: 0.404, data_time: 0.001, memory: 5694, top1_acc: 0.5048, top5_acc: 0.7742, loss_cls: 1.9790, loss: 1.9790, grad_norm: 7.4388 2021-08-17 08:21:48,299 - mmaction - INFO - Saving checkpoint at 32 epochs 2021-08-17 08:22:27,045 - mmaction - INFO - Epoch [33][20/2640] lr: 1.000e-03, eta: 5:42:40, time: 1.910, data_time: 1.514, memory: 5694, top1_acc: 0.4961, top5_acc: 0.7797, loss_cls: 1.9309, loss: 1.9309, grad_norm: 7.2771 2021-08-17 08:22:35,037 - mmaction - INFO - Epoch [33][40/2640] lr: 1.000e-03, eta: 5:42:31, time: 0.399, data_time: 0.003, memory: 5694, top1_acc: 0.4805, top5_acc: 0.7680, loss_cls: 1.9918, loss: 1.9918, grad_norm: 7.2837 2021-08-17 08:22:43,037 - mmaction - INFO - Epoch [33][60/2640] lr: 1.000e-03, eta: 5:42:22, time: 0.400, data_time: 0.001, memory: 5694, top1_acc: 0.4977, top5_acc: 0.7867, loss_cls: 1.9291, loss: 1.9291, grad_norm: 7.3918 2021-08-17 08:22:51,121 - mmaction - INFO - Epoch [33][80/2640] lr: 1.000e-03, eta: 5:42:13, time: 0.404, data_time: 0.001, memory: 5694, top1_acc: 0.4859, top5_acc: 0.7727, loss_cls: 1.9745, loss: 1.9745, grad_norm: 7.2699 2021-08-17 08:22:59,279 - mmaction - INFO - Epoch [33][100/2640] lr: 1.000e-03, eta: 5:42:04, time: 0.408, data_time: 0.000, memory: 5694, top1_acc: 0.4883, top5_acc: 0.7727, loss_cls: 2.0029, loss: 2.0029, grad_norm: 7.3193 2021-08-17 08:23:07,596 - mmaction - INFO - Epoch [33][120/2640] lr: 1.000e-03, eta: 5:41:55, time: 0.416, data_time: 0.000, memory: 5694, top1_acc: 0.4633, top5_acc: 0.7633, loss_cls: 2.0020, loss: 2.0020, grad_norm: 7.3000 2021-08-17 08:23:15,924 - mmaction - INFO - Epoch [33][140/2640] lr: 1.000e-03, eta: 5:41:46, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.4930, top5_acc: 0.7680, loss_cls: 1.9685, loss: 1.9685, grad_norm: 7.4068 2021-08-17 08:23:24,304 - mmaction - INFO - Epoch [33][160/2640] lr: 1.000e-03, eta: 5:41:38, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.4867, top5_acc: 0.7852, loss_cls: 1.9147, loss: 1.9147, grad_norm: 7.3920 2021-08-17 08:23:32,641 - mmaction - INFO - Epoch [33][180/2640] lr: 1.000e-03, eta: 5:41:29, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.5039, top5_acc: 0.7805, loss_cls: 1.8655, loss: 1.8655, grad_norm: 7.1572 2021-08-17 08:23:41,008 - mmaction - INFO - Epoch [33][200/2640] lr: 1.000e-03, eta: 5:41:20, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.4828, top5_acc: 0.7750, loss_cls: 1.9675, loss: 1.9675, grad_norm: 7.3593 2021-08-17 08:23:49,353 - mmaction - INFO - Epoch [33][220/2640] lr: 1.000e-03, eta: 5:41:11, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.5016, top5_acc: 0.7727, loss_cls: 1.9738, loss: 1.9738, grad_norm: 7.4415 2021-08-17 08:23:57,656 - mmaction - INFO - Epoch [33][240/2640] lr: 1.000e-03, eta: 5:41:02, time: 0.415, data_time: 0.001, memory: 5694, top1_acc: 0.4859, top5_acc: 0.7602, loss_cls: 1.9931, loss: 1.9931, grad_norm: 7.3021 2021-08-17 08:24:06,008 - mmaction - INFO - Epoch [33][260/2640] lr: 1.000e-03, eta: 5:40:54, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.4906, top5_acc: 0.7586, loss_cls: 1.9640, loss: 1.9640, grad_norm: 7.2407 2021-08-17 08:24:14,351 - mmaction - INFO - Epoch [33][280/2640] lr: 1.000e-03, eta: 5:40:45, time: 0.417, data_time: 0.000, memory: 5694, top1_acc: 0.4820, top5_acc: 0.7641, loss_cls: 2.0198, loss: 2.0198, grad_norm: 7.6634 2021-08-17 08:24:22,681 - mmaction - INFO - Epoch [33][300/2640] lr: 1.000e-03, eta: 5:40:36, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.4945, top5_acc: 0.7633, loss_cls: 1.9543, loss: 1.9543, grad_norm: 7.1965 2021-08-17 08:24:30,973 - mmaction - INFO - Epoch [33][320/2640] lr: 1.000e-03, eta: 5:40:27, time: 0.415, data_time: 0.000, memory: 5694, top1_acc: 0.4594, top5_acc: 0.7508, loss_cls: 2.0594, loss: 2.0594, grad_norm: 7.5146 2021-08-17 08:24:39,302 - mmaction - INFO - Epoch [33][340/2640] lr: 1.000e-03, eta: 5:40:18, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.4820, top5_acc: 0.7719, loss_cls: 1.9824, loss: 1.9824, grad_norm: 7.4720 2021-08-17 08:24:47,600 - mmaction - INFO - Epoch [33][360/2640] lr: 1.000e-03, eta: 5:40:09, time: 0.415, data_time: 0.000, memory: 5694, top1_acc: 0.5070, top5_acc: 0.7828, loss_cls: 1.9360, loss: 1.9360, grad_norm: 7.1774 2021-08-17 08:24:55,901 - mmaction - INFO - Epoch [33][380/2640] lr: 1.000e-03, eta: 5:40:00, time: 0.415, data_time: 0.000, memory: 5694, top1_acc: 0.5039, top5_acc: 0.7820, loss_cls: 1.9107, loss: 1.9107, grad_norm: 7.4919 2021-08-17 08:25:04,247 - mmaction - INFO - Epoch [33][400/2640] lr: 1.000e-03, eta: 5:39:52, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.5055, top5_acc: 0.7797, loss_cls: 1.8764, loss: 1.8764, grad_norm: 7.2546 2021-08-17 08:25:12,575 - mmaction - INFO - Epoch [33][420/2640] lr: 1.000e-03, eta: 5:39:43, time: 0.416, data_time: 0.000, memory: 5694, top1_acc: 0.4594, top5_acc: 0.7625, loss_cls: 2.0272, loss: 2.0272, grad_norm: 7.5211 2021-08-17 08:25:20,897 - mmaction - INFO - Epoch [33][440/2640] lr: 1.000e-03, eta: 5:39:34, time: 0.416, data_time: 0.000, memory: 5694, top1_acc: 0.4688, top5_acc: 0.7805, loss_cls: 1.9826, loss: 1.9826, grad_norm: 7.5724 2021-08-17 08:25:29,244 - mmaction - INFO - Epoch [33][460/2640] lr: 1.000e-03, eta: 5:39:25, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.4914, top5_acc: 0.7891, loss_cls: 1.9351, loss: 1.9351, grad_norm: 7.1931 2021-08-17 08:25:37,570 - mmaction - INFO - Epoch [33][480/2640] lr: 1.000e-03, eta: 5:39:16, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.4953, top5_acc: 0.7773, loss_cls: 1.9233, loss: 1.9233, grad_norm: 7.4406 2021-08-17 08:25:45,900 - mmaction - INFO - Epoch [33][500/2640] lr: 1.000e-03, eta: 5:39:07, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.4719, top5_acc: 0.7797, loss_cls: 1.9488, loss: 1.9488, grad_norm: 7.4692 2021-08-17 08:25:54,245 - mmaction - INFO - Epoch [33][520/2640] lr: 1.000e-03, eta: 5:38:59, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.4781, top5_acc: 0.7547, loss_cls: 1.9722, loss: 1.9722, grad_norm: 7.2049 2021-08-17 08:26:02,594 - mmaction - INFO - Epoch [33][540/2640] lr: 1.000e-03, eta: 5:38:50, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.5023, top5_acc: 0.7805, loss_cls: 1.9256, loss: 1.9256, grad_norm: 7.2017 2021-08-17 08:26:10,987 - mmaction - INFO - Epoch [33][560/2640] lr: 1.000e-03, eta: 5:38:41, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.5008, top5_acc: 0.7773, loss_cls: 1.9118, loss: 1.9118, grad_norm: 7.0785 2021-08-17 08:26:19,322 - mmaction - INFO - Epoch [33][580/2640] lr: 1.000e-03, eta: 5:38:32, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.4711, top5_acc: 0.7688, loss_cls: 2.0055, loss: 2.0055, grad_norm: 7.1654 2021-08-17 08:26:27,640 - mmaction - INFO - Epoch [33][600/2640] lr: 1.000e-03, eta: 5:38:23, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.4836, top5_acc: 0.7461, loss_cls: 2.0767, loss: 2.0767, grad_norm: 7.3234 2021-08-17 08:26:35,990 - mmaction - INFO - Epoch [33][620/2640] lr: 1.000e-03, eta: 5:38:14, time: 0.418, data_time: 0.000, memory: 5694, top1_acc: 0.5055, top5_acc: 0.7836, loss_cls: 1.9087, loss: 1.9087, grad_norm: 7.0743 2021-08-17 08:26:44,340 - mmaction - INFO - Epoch [33][640/2640] lr: 1.000e-03, eta: 5:38:06, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.4789, top5_acc: 0.7812, loss_cls: 1.9995, loss: 1.9995, grad_norm: 7.4589 2021-08-17 08:26:52,690 - mmaction - INFO - Epoch [33][660/2640] lr: 1.000e-03, eta: 5:37:57, time: 0.417, data_time: 0.000, memory: 5694, top1_acc: 0.4727, top5_acc: 0.7508, loss_cls: 2.0375, loss: 2.0375, grad_norm: 7.4911 2021-08-17 08:27:01,067 - mmaction - INFO - Epoch [33][680/2640] lr: 1.000e-03, eta: 5:37:48, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.5109, top5_acc: 0.7922, loss_cls: 1.8563, loss: 1.8563, grad_norm: 7.1740 2021-08-17 08:27:09,426 - mmaction - INFO - Epoch [33][700/2640] lr: 1.000e-03, eta: 5:37:39, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.4930, top5_acc: 0.7516, loss_cls: 2.0165, loss: 2.0165, grad_norm: 7.5553 2021-08-17 08:27:17,794 - mmaction - INFO - Epoch [33][720/2640] lr: 1.000e-03, eta: 5:37:30, time: 0.418, data_time: 0.000, memory: 5694, top1_acc: 0.4922, top5_acc: 0.7773, loss_cls: 1.9534, loss: 1.9534, grad_norm: 7.1400 2021-08-17 08:27:26,110 - mmaction - INFO - Epoch [33][740/2640] lr: 1.000e-03, eta: 5:37:22, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.4836, top5_acc: 0.7688, loss_cls: 2.0107, loss: 2.0107, grad_norm: 7.4588 2021-08-17 08:27:34,471 - mmaction - INFO - Epoch [33][760/2640] lr: 1.000e-03, eta: 5:37:13, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.4562, top5_acc: 0.7531, loss_cls: 2.0513, loss: 2.0513, grad_norm: 7.4704 2021-08-17 08:27:42,803 - mmaction - INFO - Epoch [33][780/2640] lr: 1.000e-03, eta: 5:37:04, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.4898, top5_acc: 0.7625, loss_cls: 1.9662, loss: 1.9662, grad_norm: 7.3411 2021-08-17 08:27:51,170 - mmaction - INFO - Epoch [33][800/2640] lr: 1.000e-03, eta: 5:36:55, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.4836, top5_acc: 0.7539, loss_cls: 1.9816, loss: 1.9816, grad_norm: 7.6073 2021-08-17 08:27:59,562 - mmaction - INFO - Epoch [33][820/2640] lr: 1.000e-03, eta: 5:36:46, time: 0.420, data_time: 0.000, memory: 5694, top1_acc: 0.4766, top5_acc: 0.7586, loss_cls: 1.9629, loss: 1.9629, grad_norm: 7.1788 2021-08-17 08:28:07,893 - mmaction - INFO - Epoch [33][840/2640] lr: 1.000e-03, eta: 5:36:37, time: 0.417, data_time: 0.000, memory: 5694, top1_acc: 0.4922, top5_acc: 0.7633, loss_cls: 1.9561, loss: 1.9561, grad_norm: 7.3122 2021-08-17 08:28:16,254 - mmaction - INFO - Epoch [33][860/2640] lr: 1.000e-03, eta: 5:36:29, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.4781, top5_acc: 0.7609, loss_cls: 2.0340, loss: 2.0340, grad_norm: 7.3873 2021-08-17 08:28:24,588 - mmaction - INFO - Epoch [33][880/2640] lr: 1.000e-03, eta: 5:36:20, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.4797, top5_acc: 0.7641, loss_cls: 1.9952, loss: 1.9952, grad_norm: 7.2545 2021-08-17 08:28:32,931 - mmaction - INFO - Epoch [33][900/2640] lr: 1.000e-03, eta: 5:36:11, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.5000, top5_acc: 0.7719, loss_cls: 1.9442, loss: 1.9442, grad_norm: 7.3803 2021-08-17 08:28:41,269 - mmaction - INFO - Epoch [33][920/2640] lr: 1.000e-03, eta: 5:36:02, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.4938, top5_acc: 0.7719, loss_cls: 1.9470, loss: 1.9470, grad_norm: 7.4832 2021-08-17 08:28:49,616 - mmaction - INFO - Epoch [33][940/2640] lr: 1.000e-03, eta: 5:35:53, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.4727, top5_acc: 0.7750, loss_cls: 1.9581, loss: 1.9581, grad_norm: 7.3036 2021-08-17 08:28:57,963 - mmaction - INFO - Epoch [33][960/2640] lr: 1.000e-03, eta: 5:35:45, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.4727, top5_acc: 0.7680, loss_cls: 2.0025, loss: 2.0025, grad_norm: 7.2522 2021-08-17 08:29:06,302 - mmaction - INFO - Epoch [33][980/2640] lr: 1.000e-03, eta: 5:35:36, time: 0.417, data_time: 0.000, memory: 5694, top1_acc: 0.4789, top5_acc: 0.7516, loss_cls: 2.0443, loss: 2.0443, grad_norm: 7.3998 2021-08-17 08:29:14,659 - mmaction - INFO - Epoch [33][1000/2640] lr: 1.000e-03, eta: 5:35:27, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.4836, top5_acc: 0.7586, loss_cls: 2.0163, loss: 2.0163, grad_norm: 7.3391 2021-08-17 08:29:22,994 - mmaction - INFO - Epoch [33][1020/2640] lr: 1.000e-03, eta: 5:35:18, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.4758, top5_acc: 0.7539, loss_cls: 2.0386, loss: 2.0386, grad_norm: 7.3821 2021-08-17 08:29:31,349 - mmaction - INFO - Epoch [33][1040/2640] lr: 1.000e-03, eta: 5:35:09, time: 0.418, data_time: 0.000, memory: 5694, top1_acc: 0.4625, top5_acc: 0.7555, loss_cls: 2.0565, loss: 2.0565, grad_norm: 7.5346 2021-08-17 08:29:39,707 - mmaction - INFO - Epoch [33][1060/2640] lr: 1.000e-03, eta: 5:35:00, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.4836, top5_acc: 0.7789, loss_cls: 1.9589, loss: 1.9589, grad_norm: 7.4585 2021-08-17 08:29:48,023 - mmaction - INFO - Epoch [33][1080/2640] lr: 1.000e-03, eta: 5:34:52, time: 0.416, data_time: 0.000, memory: 5694, top1_acc: 0.4734, top5_acc: 0.7672, loss_cls: 1.9912, loss: 1.9912, grad_norm: 7.6501 2021-08-17 08:29:56,352 - mmaction - INFO - Epoch [33][1100/2640] lr: 1.000e-03, eta: 5:34:43, time: 0.416, data_time: 0.000, memory: 5694, top1_acc: 0.4867, top5_acc: 0.7609, loss_cls: 1.9829, loss: 1.9829, grad_norm: 7.2929 2021-08-17 08:30:04,674 - mmaction - INFO - Epoch [33][1120/2640] lr: 1.000e-03, eta: 5:34:34, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.4875, top5_acc: 0.7547, loss_cls: 2.0066, loss: 2.0066, grad_norm: 7.6029 2021-08-17 08:30:12,982 - mmaction - INFO - Epoch [33][1140/2640] lr: 1.000e-03, eta: 5:34:25, time: 0.415, data_time: 0.000, memory: 5694, top1_acc: 0.5031, top5_acc: 0.7859, loss_cls: 1.9075, loss: 1.9075, grad_norm: 7.2095 2021-08-17 08:30:21,311 - mmaction - INFO - Epoch [33][1160/2640] lr: 1.000e-03, eta: 5:34:16, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.5117, top5_acc: 0.7859, loss_cls: 1.9302, loss: 1.9302, grad_norm: 7.2340 2021-08-17 08:30:29,649 - mmaction - INFO - Epoch [33][1180/2640] lr: 1.000e-03, eta: 5:34:07, time: 0.417, data_time: 0.000, memory: 5694, top1_acc: 0.4805, top5_acc: 0.7664, loss_cls: 1.9957, loss: 1.9957, grad_norm: 7.3806 2021-08-17 08:30:37,981 - mmaction - INFO - Epoch [33][1200/2640] lr: 1.000e-03, eta: 5:33:59, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.4867, top5_acc: 0.7594, loss_cls: 2.0227, loss: 2.0227, grad_norm: 7.8304 2021-08-17 08:30:46,322 - mmaction - INFO - Epoch [33][1220/2640] lr: 1.000e-03, eta: 5:33:50, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.5070, top5_acc: 0.7727, loss_cls: 1.9087, loss: 1.9087, grad_norm: 7.3097 2021-08-17 08:30:54,649 - mmaction - INFO - Epoch [33][1240/2640] lr: 1.000e-03, eta: 5:33:41, time: 0.416, data_time: 0.000, memory: 5694, top1_acc: 0.4953, top5_acc: 0.7656, loss_cls: 1.9517, loss: 1.9517, grad_norm: 7.6107 2021-08-17 08:31:02,969 - mmaction - INFO - Epoch [33][1260/2640] lr: 1.000e-03, eta: 5:33:32, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.4672, top5_acc: 0.7617, loss_cls: 1.9728, loss: 1.9728, grad_norm: 7.4933 2021-08-17 08:31:11,311 - mmaction - INFO - Epoch [33][1280/2640] lr: 1.000e-03, eta: 5:33:23, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.4875, top5_acc: 0.7547, loss_cls: 2.0447, loss: 2.0447, grad_norm: 7.5997 2021-08-17 08:31:19,660 - mmaction - INFO - Epoch [33][1300/2640] lr: 1.000e-03, eta: 5:33:15, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.4914, top5_acc: 0.7609, loss_cls: 1.9266, loss: 1.9266, grad_norm: 7.1530 2021-08-17 08:31:27,976 - mmaction - INFO - Epoch [33][1320/2640] lr: 1.000e-03, eta: 5:33:06, time: 0.416, data_time: 0.000, memory: 5694, top1_acc: 0.4750, top5_acc: 0.7719, loss_cls: 2.0526, loss: 2.0526, grad_norm: 7.4952 2021-08-17 08:31:36,289 - mmaction - INFO - Epoch [33][1340/2640] lr: 1.000e-03, eta: 5:32:57, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.4906, top5_acc: 0.7773, loss_cls: 1.9431, loss: 1.9431, grad_norm: 7.5657 2021-08-17 08:31:44,596 - mmaction - INFO - Epoch [33][1360/2640] lr: 1.000e-03, eta: 5:32:48, time: 0.415, data_time: 0.000, memory: 5694, top1_acc: 0.4773, top5_acc: 0.7656, loss_cls: 2.0470, loss: 2.0470, grad_norm: 7.6201 2021-08-17 08:31:52,914 - mmaction - INFO - Epoch [33][1380/2640] lr: 1.000e-03, eta: 5:32:39, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.4781, top5_acc: 0.7625, loss_cls: 1.9965, loss: 1.9965, grad_norm: 7.5085 2021-08-17 08:32:01,251 - mmaction - INFO - Epoch [33][1400/2640] lr: 1.000e-03, eta: 5:32:30, time: 0.417, data_time: 0.000, memory: 5694, top1_acc: 0.4656, top5_acc: 0.7633, loss_cls: 2.0587, loss: 2.0587, grad_norm: 7.7765 2021-08-17 08:32:09,553 - mmaction - INFO - Epoch [33][1420/2640] lr: 1.000e-03, eta: 5:32:22, time: 0.415, data_time: 0.001, memory: 5694, top1_acc: 0.4820, top5_acc: 0.7609, loss_cls: 2.0081, loss: 2.0081, grad_norm: 7.4152 2021-08-17 08:32:17,881 - mmaction - INFO - Epoch [33][1440/2640] lr: 1.000e-03, eta: 5:32:13, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.5000, top5_acc: 0.7625, loss_cls: 1.9697, loss: 1.9697, grad_norm: 7.3616 2021-08-17 08:32:26,235 - mmaction - INFO - Epoch [33][1460/2640] lr: 1.000e-03, eta: 5:32:04, time: 0.418, data_time: 0.000, memory: 5694, top1_acc: 0.4875, top5_acc: 0.7656, loss_cls: 1.9694, loss: 1.9694, grad_norm: 7.4851 2021-08-17 08:32:34,528 - mmaction - INFO - Epoch [33][1480/2640] lr: 1.000e-03, eta: 5:31:55, time: 0.415, data_time: 0.001, memory: 5694, top1_acc: 0.4758, top5_acc: 0.7609, loss_cls: 2.0187, loss: 2.0187, grad_norm: 7.6147 2021-08-17 08:32:42,839 - mmaction - INFO - Epoch [33][1500/2640] lr: 1.000e-03, eta: 5:31:46, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.4883, top5_acc: 0.7750, loss_cls: 1.9648, loss: 1.9648, grad_norm: 7.3174 2021-08-17 08:32:51,172 - mmaction - INFO - Epoch [33][1520/2640] lr: 1.000e-03, eta: 5:31:37, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.4656, top5_acc: 0.7836, loss_cls: 1.9674, loss: 1.9674, grad_norm: 7.3099 2021-08-17 08:32:59,449 - mmaction - INFO - Epoch [33][1540/2640] lr: 1.000e-03, eta: 5:31:29, time: 0.414, data_time: 0.000, memory: 5694, top1_acc: 0.4562, top5_acc: 0.7367, loss_cls: 2.0747, loss: 2.0747, grad_norm: 7.4228 2021-08-17 08:33:07,789 - mmaction - INFO - Epoch [33][1560/2640] lr: 1.000e-03, eta: 5:31:20, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.4703, top5_acc: 0.7586, loss_cls: 2.0285, loss: 2.0285, grad_norm: 7.4791 2021-08-17 08:33:16,109 - mmaction - INFO - Epoch [33][1580/2640] lr: 1.000e-03, eta: 5:31:11, time: 0.416, data_time: 0.000, memory: 5694, top1_acc: 0.4930, top5_acc: 0.7758, loss_cls: 1.9416, loss: 1.9416, grad_norm: 7.3154 2021-08-17 08:33:24,410 - mmaction - INFO - Epoch [33][1600/2640] lr: 1.000e-03, eta: 5:31:02, time: 0.415, data_time: 0.001, memory: 5694, top1_acc: 0.4562, top5_acc: 0.7602, loss_cls: 1.9975, loss: 1.9975, grad_norm: 7.4869 2021-08-17 08:33:32,735 - mmaction - INFO - Epoch [33][1620/2640] lr: 1.000e-03, eta: 5:30:53, time: 0.416, data_time: 0.000, memory: 5694, top1_acc: 0.4813, top5_acc: 0.7680, loss_cls: 2.0059, loss: 2.0059, grad_norm: 7.7471 2021-08-17 08:33:41,036 - mmaction - INFO - Epoch [33][1640/2640] lr: 1.000e-03, eta: 5:30:44, time: 0.415, data_time: 0.001, memory: 5694, top1_acc: 0.5281, top5_acc: 0.7914, loss_cls: 1.8944, loss: 1.8944, grad_norm: 7.1858 2021-08-17 08:33:49,322 - mmaction - INFO - Epoch [33][1660/2640] lr: 1.000e-03, eta: 5:30:36, time: 0.414, data_time: 0.000, memory: 5694, top1_acc: 0.4898, top5_acc: 0.7719, loss_cls: 1.9875, loss: 1.9875, grad_norm: 7.4067 2021-08-17 08:33:57,653 - mmaction - INFO - Epoch [33][1680/2640] lr: 1.000e-03, eta: 5:30:27, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.4922, top5_acc: 0.7773, loss_cls: 1.9470, loss: 1.9470, grad_norm: 7.3116 2021-08-17 08:34:05,964 - mmaction - INFO - Epoch [33][1700/2640] lr: 1.000e-03, eta: 5:30:18, time: 0.416, data_time: 0.000, memory: 5694, top1_acc: 0.5031, top5_acc: 0.7742, loss_cls: 1.9452, loss: 1.9452, grad_norm: 7.4227 2021-08-17 08:34:14,285 - mmaction - INFO - Epoch [33][1720/2640] lr: 1.000e-03, eta: 5:30:09, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.4625, top5_acc: 0.7656, loss_cls: 2.0084, loss: 2.0084, grad_norm: 7.5112 2021-08-17 08:34:22,621 - mmaction - INFO - Epoch [33][1740/2640] lr: 1.000e-03, eta: 5:30:00, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.4766, top5_acc: 0.7680, loss_cls: 1.9684, loss: 1.9684, grad_norm: 7.3499 2021-08-17 08:34:30,964 - mmaction - INFO - Epoch [33][1760/2640] lr: 1.000e-03, eta: 5:29:51, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.4578, top5_acc: 0.7422, loss_cls: 2.1054, loss: 2.1054, grad_norm: 7.6775 2021-08-17 08:34:39,307 - mmaction - INFO - Epoch [33][1780/2640] lr: 1.000e-03, eta: 5:29:43, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.4828, top5_acc: 0.7648, loss_cls: 2.0095, loss: 2.0095, grad_norm: 7.3396 2021-08-17 08:34:47,637 - mmaction - INFO - Epoch [33][1800/2640] lr: 1.000e-03, eta: 5:29:34, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.4875, top5_acc: 0.7453, loss_cls: 2.0166, loss: 2.0166, grad_norm: 7.4195 2021-08-17 08:34:55,940 - mmaction - INFO - Epoch [33][1820/2640] lr: 1.000e-03, eta: 5:29:25, time: 0.415, data_time: 0.000, memory: 5694, top1_acc: 0.4867, top5_acc: 0.7914, loss_cls: 1.9091, loss: 1.9091, grad_norm: 7.3314 2021-08-17 08:35:04,318 - mmaction - INFO - Epoch [33][1840/2640] lr: 1.000e-03, eta: 5:29:16, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.5047, top5_acc: 0.7672, loss_cls: 1.9359, loss: 1.9359, grad_norm: 7.2963 2021-08-17 08:35:12,627 - mmaction - INFO - Epoch [33][1860/2640] lr: 1.000e-03, eta: 5:29:07, time: 0.416, data_time: 0.000, memory: 5694, top1_acc: 0.4922, top5_acc: 0.7633, loss_cls: 2.0004, loss: 2.0004, grad_norm: 7.3105 2021-08-17 08:35:20,940 - mmaction - INFO - Epoch [33][1880/2640] lr: 1.000e-03, eta: 5:28:59, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.4844, top5_acc: 0.7680, loss_cls: 1.9528, loss: 1.9528, grad_norm: 7.2822 2021-08-17 08:35:29,267 - mmaction - INFO - Epoch [33][1900/2640] lr: 1.000e-03, eta: 5:28:50, time: 0.416, data_time: 0.000, memory: 5694, top1_acc: 0.4953, top5_acc: 0.7711, loss_cls: 1.9425, loss: 1.9425, grad_norm: 7.4933 2021-08-17 08:35:37,607 - mmaction - INFO - Epoch [33][1920/2640] lr: 1.000e-03, eta: 5:28:41, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.4992, top5_acc: 0.7750, loss_cls: 1.9617, loss: 1.9617, grad_norm: 7.4864 2021-08-17 08:35:45,941 - mmaction - INFO - Epoch [33][1940/2640] lr: 1.000e-03, eta: 5:28:32, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.4984, top5_acc: 0.7688, loss_cls: 1.9586, loss: 1.9586, grad_norm: 7.5504 2021-08-17 08:35:54,303 - mmaction - INFO - Epoch [33][1960/2640] lr: 1.000e-03, eta: 5:28:23, time: 0.418, data_time: 0.002, memory: 5694, top1_acc: 0.5055, top5_acc: 0.7586, loss_cls: 1.9576, loss: 1.9576, grad_norm: 7.5341 2021-08-17 08:36:02,620 - mmaction - INFO - Epoch [33][1980/2640] lr: 1.000e-03, eta: 5:28:14, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.4938, top5_acc: 0.7594, loss_cls: 2.0240, loss: 2.0240, grad_norm: 7.5442 2021-08-17 08:36:10,971 - mmaction - INFO - Epoch [33][2000/2640] lr: 1.000e-03, eta: 5:28:06, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.4773, top5_acc: 0.7531, loss_cls: 2.0198, loss: 2.0198, grad_norm: 7.4977 2021-08-17 08:36:19,290 - mmaction - INFO - Epoch [33][2020/2640] lr: 1.000e-03, eta: 5:27:57, time: 0.416, data_time: 0.000, memory: 5694, top1_acc: 0.4844, top5_acc: 0.7531, loss_cls: 2.0062, loss: 2.0062, grad_norm: 7.5582 2021-08-17 08:36:27,613 - mmaction - INFO - Epoch [33][2040/2640] lr: 1.000e-03, eta: 5:27:48, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.4719, top5_acc: 0.7609, loss_cls: 2.0431, loss: 2.0431, grad_norm: 7.6454 2021-08-17 08:36:35,927 - mmaction - INFO - Epoch [33][2060/2640] lr: 1.000e-03, eta: 5:27:39, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.4688, top5_acc: 0.7570, loss_cls: 2.0466, loss: 2.0466, grad_norm: 7.6344 2021-08-17 08:36:44,249 - mmaction - INFO - Epoch [33][2080/2640] lr: 1.000e-03, eta: 5:27:30, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.4914, top5_acc: 0.7664, loss_cls: 2.0033, loss: 2.0033, grad_norm: 7.3813 2021-08-17 08:36:52,563 - mmaction - INFO - Epoch [33][2100/2640] lr: 1.000e-03, eta: 5:27:22, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.4703, top5_acc: 0.7523, loss_cls: 2.0937, loss: 2.0937, grad_norm: 7.8191 2021-08-17 08:37:00,882 - mmaction - INFO - Epoch [33][2120/2640] lr: 1.000e-03, eta: 5:27:13, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.4930, top5_acc: 0.7578, loss_cls: 2.0289, loss: 2.0289, grad_norm: 7.4807 2021-08-17 08:37:09,195 - mmaction - INFO - Epoch [33][2140/2640] lr: 1.000e-03, eta: 5:27:04, time: 0.416, data_time: 0.000, memory: 5694, top1_acc: 0.4836, top5_acc: 0.7625, loss_cls: 1.9597, loss: 1.9597, grad_norm: 7.3510 2021-08-17 08:37:17,538 - mmaction - INFO - Epoch [33][2160/2640] lr: 1.000e-03, eta: 5:26:55, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.4906, top5_acc: 0.7695, loss_cls: 1.9437, loss: 1.9437, grad_norm: 7.2521 2021-08-17 08:37:25,841 - mmaction - INFO - Epoch [33][2180/2640] lr: 1.000e-03, eta: 5:26:46, time: 0.415, data_time: 0.000, memory: 5694, top1_acc: 0.4938, top5_acc: 0.7688, loss_cls: 1.9214, loss: 1.9214, grad_norm: 7.2422 2021-08-17 08:37:34,155 - mmaction - INFO - Epoch [33][2200/2640] lr: 1.000e-03, eta: 5:26:37, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.5023, top5_acc: 0.7781, loss_cls: 1.9292, loss: 1.9292, grad_norm: 7.3310 2021-08-17 08:37:42,477 - mmaction - INFO - Epoch [33][2220/2640] lr: 1.000e-03, eta: 5:26:29, time: 0.416, data_time: 0.000, memory: 5694, top1_acc: 0.4844, top5_acc: 0.7656, loss_cls: 1.9825, loss: 1.9825, grad_norm: 7.4568 2021-08-17 08:37:50,808 - mmaction - INFO - Epoch [33][2240/2640] lr: 1.000e-03, eta: 5:26:20, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.4820, top5_acc: 0.7859, loss_cls: 1.9696, loss: 1.9696, grad_norm: 7.3430 2021-08-17 08:37:59,134 - mmaction - INFO - Epoch [33][2260/2640] lr: 1.000e-03, eta: 5:26:11, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.4578, top5_acc: 0.7516, loss_cls: 2.0294, loss: 2.0294, grad_norm: 7.3916 2021-08-17 08:38:07,448 - mmaction - INFO - Epoch [33][2280/2640] lr: 1.000e-03, eta: 5:26:02, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.4648, top5_acc: 0.7625, loss_cls: 2.0174, loss: 2.0174, grad_norm: 7.6353 2021-08-17 08:38:15,763 - mmaction - INFO - Epoch [33][2300/2640] lr: 1.000e-03, eta: 5:25:53, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.4945, top5_acc: 0.7844, loss_cls: 1.9622, loss: 1.9622, grad_norm: 7.3238 2021-08-17 08:38:24,114 - mmaction - INFO - Epoch [33][2320/2640] lr: 1.000e-03, eta: 5:25:45, time: 0.418, data_time: 0.000, memory: 5694, top1_acc: 0.5016, top5_acc: 0.7789, loss_cls: 1.9378, loss: 1.9378, grad_norm: 7.2518 2021-08-17 08:38:32,434 - mmaction - INFO - Epoch [33][2340/2640] lr: 1.000e-03, eta: 5:25:36, time: 0.416, data_time: 0.000, memory: 5694, top1_acc: 0.4852, top5_acc: 0.7617, loss_cls: 1.9835, loss: 1.9835, grad_norm: 7.4175 2021-08-17 08:38:40,768 - mmaction - INFO - Epoch [33][2360/2640] lr: 1.000e-03, eta: 5:25:27, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.4930, top5_acc: 0.7727, loss_cls: 1.9487, loss: 1.9487, grad_norm: 7.3701 2021-08-17 08:38:49,095 - mmaction - INFO - Epoch [33][2380/2640] lr: 1.000e-03, eta: 5:25:18, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.4672, top5_acc: 0.7703, loss_cls: 2.0054, loss: 2.0054, grad_norm: 7.5615 2021-08-17 08:38:57,414 - mmaction - INFO - Epoch [33][2400/2640] lr: 1.000e-03, eta: 5:25:09, time: 0.416, data_time: 0.000, memory: 5694, top1_acc: 0.4828, top5_acc: 0.7672, loss_cls: 1.9650, loss: 1.9650, grad_norm: 7.4689 2021-08-17 08:39:05,750 - mmaction - INFO - Epoch [33][2420/2640] lr: 1.000e-03, eta: 5:25:00, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.5234, top5_acc: 0.7953, loss_cls: 1.8487, loss: 1.8487, grad_norm: 7.2937 2021-08-17 08:39:14,084 - mmaction - INFO - Epoch [33][2440/2640] lr: 1.000e-03, eta: 5:24:52, time: 0.417, data_time: 0.000, memory: 5694, top1_acc: 0.4969, top5_acc: 0.7844, loss_cls: 1.9255, loss: 1.9255, grad_norm: 7.2469 2021-08-17 08:39:22,377 - mmaction - INFO - Epoch [33][2460/2640] lr: 1.000e-03, eta: 5:24:43, time: 0.415, data_time: 0.000, memory: 5694, top1_acc: 0.4820, top5_acc: 0.7547, loss_cls: 2.0255, loss: 2.0255, grad_norm: 7.4262 2021-08-17 08:39:30,692 - mmaction - INFO - Epoch [33][2480/2640] lr: 1.000e-03, eta: 5:24:34, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.4789, top5_acc: 0.7664, loss_cls: 1.9569, loss: 1.9569, grad_norm: 7.3518 2021-08-17 08:39:38,996 - mmaction - INFO - Epoch [33][2500/2640] lr: 1.000e-03, eta: 5:24:25, time: 0.415, data_time: 0.000, memory: 5694, top1_acc: 0.5008, top5_acc: 0.7883, loss_cls: 1.9342, loss: 1.9342, grad_norm: 7.3336 2021-08-17 08:39:47,346 - mmaction - INFO - Epoch [33][2520/2640] lr: 1.000e-03, eta: 5:24:16, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.4742, top5_acc: 0.7758, loss_cls: 1.9420, loss: 1.9420, grad_norm: 7.2876 2021-08-17 08:39:55,654 - mmaction - INFO - Epoch [33][2540/2640] lr: 1.000e-03, eta: 5:24:08, time: 0.415, data_time: 0.000, memory: 5694, top1_acc: 0.4789, top5_acc: 0.7578, loss_cls: 2.0505, loss: 2.0505, grad_norm: 7.4691 2021-08-17 08:40:03,968 - mmaction - INFO - Epoch [33][2560/2640] lr: 1.000e-03, eta: 5:23:59, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.4945, top5_acc: 0.7602, loss_cls: 1.9751, loss: 1.9751, grad_norm: 7.4790 2021-08-17 08:40:12,302 - mmaction - INFO - Epoch [33][2580/2640] lr: 1.000e-03, eta: 5:23:50, time: 0.417, data_time: 0.000, memory: 5694, top1_acc: 0.4742, top5_acc: 0.7516, loss_cls: 2.0076, loss: 2.0076, grad_norm: 7.4451 2021-08-17 08:40:20,604 - mmaction - INFO - Epoch [33][2600/2640] lr: 1.000e-03, eta: 5:23:41, time: 0.415, data_time: 0.000, memory: 5694, top1_acc: 0.4805, top5_acc: 0.7570, loss_cls: 2.0077, loss: 2.0077, grad_norm: 7.5705 2021-08-17 08:40:28,949 - mmaction - INFO - Epoch [33][2620/2640] lr: 1.000e-03, eta: 5:23:32, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.4789, top5_acc: 0.7805, loss_cls: 1.9404, loss: 1.9404, grad_norm: 7.2472 2021-08-17 08:40:37,025 - mmaction - INFO - Epoch [33][2640/2640] lr: 1.000e-03, eta: 5:23:23, time: 0.404, data_time: 0.001, memory: 5694, top1_acc: 0.5040, top5_acc: 0.7726, loss_cls: 1.9314, loss: 1.9314, grad_norm: 7.3205 2021-08-17 08:40:38,008 - mmaction - INFO - Saving checkpoint at 33 epochs 2021-08-17 08:41:17,424 - mmaction - INFO - Epoch [34][20/2640] lr: 1.000e-03, eta: 5:23:30, time: 1.943, data_time: 1.545, memory: 5694, top1_acc: 0.4906, top5_acc: 0.7680, loss_cls: 1.9439, loss: 1.9439, grad_norm: 7.3390 2021-08-17 08:41:25,387 - mmaction - INFO - Epoch [34][40/2640] lr: 1.000e-03, eta: 5:23:21, time: 0.398, data_time: 0.002, memory: 5694, top1_acc: 0.5164, top5_acc: 0.7906, loss_cls: 1.8971, loss: 1.8971, grad_norm: 7.5320 2021-08-17 08:41:33,405 - mmaction - INFO - Epoch [34][60/2640] lr: 1.000e-03, eta: 5:23:12, time: 0.401, data_time: 0.002, memory: 5694, top1_acc: 0.5000, top5_acc: 0.7750, loss_cls: 1.9282, loss: 1.9282, grad_norm: 7.3157 2021-08-17 08:41:41,456 - mmaction - INFO - Epoch [34][80/2640] lr: 1.000e-03, eta: 5:23:03, time: 0.403, data_time: 0.000, memory: 5694, top1_acc: 0.4906, top5_acc: 0.7680, loss_cls: 1.9853, loss: 1.9853, grad_norm: 7.4203 2021-08-17 08:41:49,597 - mmaction - INFO - Epoch [34][100/2640] lr: 1.000e-03, eta: 5:22:54, time: 0.407, data_time: 0.001, memory: 5694, top1_acc: 0.4883, top5_acc: 0.7773, loss_cls: 1.9411, loss: 1.9411, grad_norm: 7.5015 2021-08-17 08:41:57,843 - mmaction - INFO - Epoch [34][120/2640] lr: 1.000e-03, eta: 5:22:46, time: 0.412, data_time: 0.000, memory: 5694, top1_acc: 0.5141, top5_acc: 0.7836, loss_cls: 1.8817, loss: 1.8817, grad_norm: 7.0635 2021-08-17 08:42:06,207 - mmaction - INFO - Epoch [34][140/2640] lr: 1.000e-03, eta: 5:22:37, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.5172, top5_acc: 0.8063, loss_cls: 1.8092, loss: 1.8092, grad_norm: 7.2375 2021-08-17 08:42:14,557 - mmaction - INFO - Epoch [34][160/2640] lr: 1.000e-03, eta: 5:22:28, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.4820, top5_acc: 0.7695, loss_cls: 1.9251, loss: 1.9251, grad_norm: 7.4766 2021-08-17 08:42:22,915 - mmaction - INFO - Epoch [34][180/2640] lr: 1.000e-03, eta: 5:22:19, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.5016, top5_acc: 0.7977, loss_cls: 1.9053, loss: 1.9053, grad_norm: 7.1677 2021-08-17 08:42:31,260 - mmaction - INFO - Epoch [34][200/2640] lr: 1.000e-03, eta: 5:22:10, time: 0.417, data_time: 0.000, memory: 5694, top1_acc: 0.5062, top5_acc: 0.7836, loss_cls: 1.8990, loss: 1.8990, grad_norm: 7.2865 2021-08-17 08:42:39,626 - mmaction - INFO - Epoch [34][220/2640] lr: 1.000e-03, eta: 5:22:01, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.5195, top5_acc: 0.7977, loss_cls: 1.8914, loss: 1.8914, grad_norm: 7.1485 2021-08-17 08:42:47,976 - mmaction - INFO - Epoch [34][240/2640] lr: 1.000e-03, eta: 5:21:53, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.4766, top5_acc: 0.7484, loss_cls: 2.0409, loss: 2.0409, grad_norm: 7.4857 2021-08-17 08:42:56,276 - mmaction - INFO - Epoch [34][260/2640] lr: 1.000e-03, eta: 5:21:44, time: 0.415, data_time: 0.000, memory: 5694, top1_acc: 0.4969, top5_acc: 0.7586, loss_cls: 2.0045, loss: 2.0045, grad_norm: 7.5459 2021-08-17 08:43:04,661 - mmaction - INFO - Epoch [34][280/2640] lr: 1.000e-03, eta: 5:21:35, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.5008, top5_acc: 0.7875, loss_cls: 1.9187, loss: 1.9187, grad_norm: 7.3699 2021-08-17 08:43:13,006 - mmaction - INFO - Epoch [34][300/2640] lr: 1.000e-03, eta: 5:21:26, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.5102, top5_acc: 0.7820, loss_cls: 1.9173, loss: 1.9173, grad_norm: 7.2317 2021-08-17 08:43:21,328 - mmaction - INFO - Epoch [34][320/2640] lr: 1.000e-03, eta: 5:21:17, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.5031, top5_acc: 0.7742, loss_cls: 1.9217, loss: 1.9217, grad_norm: 7.5086 2021-08-17 08:43:29,642 - mmaction - INFO - Epoch [34][340/2640] lr: 1.000e-03, eta: 5:21:09, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.4938, top5_acc: 0.7789, loss_cls: 1.9388, loss: 1.9388, grad_norm: 7.3704 2021-08-17 08:43:37,972 - mmaction - INFO - Epoch [34][360/2640] lr: 1.000e-03, eta: 5:21:00, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.4836, top5_acc: 0.7789, loss_cls: 1.9722, loss: 1.9722, grad_norm: 7.5867 2021-08-17 08:43:46,308 - mmaction - INFO - Epoch [34][380/2640] lr: 1.000e-03, eta: 5:20:51, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.4742, top5_acc: 0.7703, loss_cls: 1.9749, loss: 1.9749, grad_norm: 7.7146 2021-08-17 08:43:54,635 - mmaction - INFO - Epoch [34][400/2640] lr: 1.000e-03, eta: 5:20:42, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.4781, top5_acc: 0.7562, loss_cls: 2.0135, loss: 2.0135, grad_norm: 7.4751 2021-08-17 08:44:02,985 - mmaction - INFO - Epoch [34][420/2640] lr: 1.000e-03, eta: 5:20:33, time: 0.417, data_time: 0.000, memory: 5694, top1_acc: 0.5086, top5_acc: 0.7609, loss_cls: 1.9445, loss: 1.9445, grad_norm: 7.4668 2021-08-17 08:44:11,351 - mmaction - INFO - Epoch [34][440/2640] lr: 1.000e-03, eta: 5:20:25, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.4945, top5_acc: 0.7703, loss_cls: 1.9625, loss: 1.9625, grad_norm: 7.5181 2021-08-17 08:44:19,693 - mmaction - INFO - Epoch [34][460/2640] lr: 1.000e-03, eta: 5:20:16, time: 0.417, data_time: 0.000, memory: 5694, top1_acc: 0.5039, top5_acc: 0.7648, loss_cls: 1.9565, loss: 1.9565, grad_norm: 7.4116 2021-08-17 08:44:28,031 - mmaction - INFO - Epoch [34][480/2640] lr: 1.000e-03, eta: 5:20:07, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.4844, top5_acc: 0.7664, loss_cls: 2.0050, loss: 2.0050, grad_norm: 7.7212 2021-08-17 08:44:36,382 - mmaction - INFO - Epoch [34][500/2640] lr: 1.000e-03, eta: 5:19:58, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.5023, top5_acc: 0.7570, loss_cls: 1.9601, loss: 1.9601, grad_norm: 7.2692 2021-08-17 08:44:44,726 - mmaction - INFO - Epoch [34][520/2640] lr: 1.000e-03, eta: 5:19:49, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.4844, top5_acc: 0.7430, loss_cls: 2.0455, loss: 2.0455, grad_norm: 7.7595 2021-08-17 08:44:53,067 - mmaction - INFO - Epoch [34][540/2640] lr: 1.000e-03, eta: 5:19:41, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.4891, top5_acc: 0.7805, loss_cls: 1.9536, loss: 1.9536, grad_norm: 7.7168 2021-08-17 08:45:01,428 - mmaction - INFO - Epoch [34][560/2640] lr: 1.000e-03, eta: 5:19:32, time: 0.418, data_time: 0.000, memory: 5694, top1_acc: 0.4969, top5_acc: 0.7805, loss_cls: 1.9335, loss: 1.9335, grad_norm: 7.4190 2021-08-17 08:45:09,762 - mmaction - INFO - Epoch [34][580/2640] lr: 1.000e-03, eta: 5:19:23, time: 0.416, data_time: 0.000, memory: 5694, top1_acc: 0.5094, top5_acc: 0.7727, loss_cls: 1.9221, loss: 1.9221, grad_norm: 7.3009 2021-08-17 08:45:18,119 - mmaction - INFO - Epoch [34][600/2640] lr: 1.000e-03, eta: 5:19:14, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.5031, top5_acc: 0.7766, loss_cls: 1.9095, loss: 1.9095, grad_norm: 7.4405 2021-08-17 08:45:26,468 - mmaction - INFO - Epoch [34][620/2640] lr: 1.000e-03, eta: 5:19:05, time: 0.417, data_time: 0.000, memory: 5694, top1_acc: 0.4922, top5_acc: 0.7781, loss_cls: 1.9120, loss: 1.9120, grad_norm: 7.4255 2021-08-17 08:45:34,826 - mmaction - INFO - Epoch [34][640/2640] lr: 1.000e-03, eta: 5:18:56, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.4773, top5_acc: 0.7797, loss_cls: 1.9355, loss: 1.9355, grad_norm: 7.3345 2021-08-17 08:45:43,197 - mmaction - INFO - Epoch [34][660/2640] lr: 1.000e-03, eta: 5:18:48, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.4828, top5_acc: 0.7547, loss_cls: 2.0028, loss: 2.0028, grad_norm: 7.4496 2021-08-17 08:45:51,547 - mmaction - INFO - Epoch [34][680/2640] lr: 1.000e-03, eta: 5:18:39, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.4922, top5_acc: 0.7844, loss_cls: 1.8964, loss: 1.8964, grad_norm: 7.4789 2021-08-17 08:45:59,911 - mmaction - INFO - Epoch [34][700/2640] lr: 1.000e-03, eta: 5:18:30, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.5125, top5_acc: 0.7742, loss_cls: 1.8990, loss: 1.8990, grad_norm: 7.4860 2021-08-17 08:46:08,266 - mmaction - INFO - Epoch [34][720/2640] lr: 1.000e-03, eta: 5:18:21, time: 0.418, data_time: 0.000, memory: 5694, top1_acc: 0.4789, top5_acc: 0.7625, loss_cls: 2.0056, loss: 2.0056, grad_norm: 7.7806 2021-08-17 08:46:16,644 - mmaction - INFO - Epoch [34][740/2640] lr: 1.000e-03, eta: 5:18:13, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.4695, top5_acc: 0.7703, loss_cls: 1.9881, loss: 1.9881, grad_norm: 7.9173 2021-08-17 08:46:24,999 - mmaction - INFO - Epoch [34][760/2640] lr: 1.000e-03, eta: 5:18:04, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.4750, top5_acc: 0.7844, loss_cls: 1.9696, loss: 1.9696, grad_norm: 7.6437 2021-08-17 08:46:33,378 - mmaction - INFO - Epoch [34][780/2640] lr: 1.000e-03, eta: 5:17:55, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.4898, top5_acc: 0.7492, loss_cls: 2.0260, loss: 2.0260, grad_norm: 7.8199 2021-08-17 08:46:41,708 - mmaction - INFO - Epoch [34][800/2640] lr: 1.000e-03, eta: 5:17:46, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.5117, top5_acc: 0.7836, loss_cls: 1.9063, loss: 1.9063, grad_norm: 7.5781 2021-08-17 08:46:50,060 - mmaction - INFO - Epoch [34][820/2640] lr: 1.000e-03, eta: 5:17:37, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.5055, top5_acc: 0.7898, loss_cls: 1.8747, loss: 1.8747, grad_norm: 7.3294 2021-08-17 08:46:58,435 - mmaction - INFO - Epoch [34][840/2640] lr: 1.000e-03, eta: 5:17:29, time: 0.418, data_time: 0.000, memory: 5694, top1_acc: 0.5156, top5_acc: 0.7758, loss_cls: 1.9208, loss: 1.9208, grad_norm: 7.7281 2021-08-17 08:47:06,818 - mmaction - INFO - Epoch [34][860/2640] lr: 1.000e-03, eta: 5:17:20, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.4977, top5_acc: 0.7680, loss_cls: 1.9740, loss: 1.9740, grad_norm: 7.6979 2021-08-17 08:47:15,233 - mmaction - INFO - Epoch [34][880/2640] lr: 1.000e-03, eta: 5:17:11, time: 0.421, data_time: 0.000, memory: 5694, top1_acc: 0.4961, top5_acc: 0.7750, loss_cls: 1.9399, loss: 1.9399, grad_norm: 7.5480 2021-08-17 08:47:23,625 - mmaction - INFO - Epoch [34][900/2640] lr: 1.000e-03, eta: 5:17:02, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.4984, top5_acc: 0.7773, loss_cls: 1.9276, loss: 1.9276, grad_norm: 7.4371 2021-08-17 08:47:31,990 - mmaction - INFO - Epoch [34][920/2640] lr: 1.000e-03, eta: 5:16:53, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.4852, top5_acc: 0.7656, loss_cls: 1.9889, loss: 1.9889, grad_norm: 7.3823 2021-08-17 08:47:40,364 - mmaction - INFO - Epoch [34][940/2640] lr: 1.000e-03, eta: 5:16:45, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.5023, top5_acc: 0.7750, loss_cls: 1.9204, loss: 1.9204, grad_norm: 7.4239 2021-08-17 08:47:48,764 - mmaction - INFO - Epoch [34][960/2640] lr: 1.000e-03, eta: 5:16:36, time: 0.420, data_time: 0.000, memory: 5694, top1_acc: 0.4789, top5_acc: 0.7609, loss_cls: 1.9901, loss: 1.9901, grad_norm: 7.6737 2021-08-17 08:47:57,132 - mmaction - INFO - Epoch [34][980/2640] lr: 1.000e-03, eta: 5:16:27, time: 0.418, data_time: 0.000, memory: 5694, top1_acc: 0.5062, top5_acc: 0.7789, loss_cls: 1.9243, loss: 1.9243, grad_norm: 7.4671 2021-08-17 08:48:05,552 - mmaction - INFO - Epoch [34][1000/2640] lr: 1.000e-03, eta: 5:16:18, time: 0.422, data_time: 0.001, memory: 5694, top1_acc: 0.4805, top5_acc: 0.7625, loss_cls: 1.9870, loss: 1.9870, grad_norm: 7.4132 2021-08-17 08:48:13,899 - mmaction - INFO - Epoch [34][1020/2640] lr: 1.000e-03, eta: 5:16:09, time: 0.417, data_time: 0.000, memory: 5694, top1_acc: 0.4742, top5_acc: 0.7586, loss_cls: 2.0497, loss: 2.0497, grad_norm: 7.8111 2021-08-17 08:48:22,261 - mmaction - INFO - Epoch [34][1040/2640] lr: 1.000e-03, eta: 5:16:01, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.5055, top5_acc: 0.7844, loss_cls: 1.9280, loss: 1.9280, grad_norm: 7.4429 2021-08-17 08:48:30,645 - mmaction - INFO - Epoch [34][1060/2640] lr: 1.000e-03, eta: 5:15:52, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.4867, top5_acc: 0.7727, loss_cls: 1.9679, loss: 1.9679, grad_norm: 7.9585 2021-08-17 08:48:39,012 - mmaction - INFO - Epoch [34][1080/2640] lr: 1.000e-03, eta: 5:15:43, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.4875, top5_acc: 0.7602, loss_cls: 1.9707, loss: 1.9707, grad_norm: 7.4257 2021-08-17 08:48:47,394 - mmaction - INFO - Epoch [34][1100/2640] lr: 1.000e-03, eta: 5:15:34, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.5133, top5_acc: 0.7984, loss_cls: 1.8705, loss: 1.8705, grad_norm: 7.4719 2021-08-17 08:48:55,766 - mmaction - INFO - Epoch [34][1120/2640] lr: 1.000e-03, eta: 5:15:26, time: 0.419, data_time: 0.000, memory: 5694, top1_acc: 0.4875, top5_acc: 0.7930, loss_cls: 1.8980, loss: 1.8980, grad_norm: 7.5746 2021-08-17 08:49:04,174 - mmaction - INFO - Epoch [34][1140/2640] lr: 1.000e-03, eta: 5:15:17, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.4945, top5_acc: 0.7664, loss_cls: 2.0051, loss: 2.0051, grad_norm: 7.6823 2021-08-17 08:49:12,580 - mmaction - INFO - Epoch [34][1160/2640] lr: 1.000e-03, eta: 5:15:08, time: 0.420, data_time: 0.000, memory: 5694, top1_acc: 0.5102, top5_acc: 0.7719, loss_cls: 1.9166, loss: 1.9166, grad_norm: 7.4561 2021-08-17 08:49:20,990 - mmaction - INFO - Epoch [34][1180/2640] lr: 1.000e-03, eta: 5:14:59, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.5211, top5_acc: 0.7914, loss_cls: 1.8503, loss: 1.8503, grad_norm: 7.2899 2021-08-17 08:49:29,341 - mmaction - INFO - Epoch [34][1200/2640] lr: 1.000e-03, eta: 5:14:50, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.4828, top5_acc: 0.7820, loss_cls: 1.9554, loss: 1.9554, grad_norm: 7.7584 2021-08-17 08:49:37,693 - mmaction - INFO - Epoch [34][1220/2640] lr: 1.000e-03, eta: 5:14:42, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.5023, top5_acc: 0.7648, loss_cls: 1.9476, loss: 1.9476, grad_norm: 7.4444 2021-08-17 08:49:46,052 - mmaction - INFO - Epoch [34][1240/2640] lr: 1.000e-03, eta: 5:14:33, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.5047, top5_acc: 0.7805, loss_cls: 1.8806, loss: 1.8806, grad_norm: 7.3055 2021-08-17 08:49:54,422 - mmaction - INFO - Epoch [34][1260/2640] lr: 1.000e-03, eta: 5:14:24, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.4875, top5_acc: 0.7758, loss_cls: 1.9225, loss: 1.9225, grad_norm: 7.4821 2021-08-17 08:50:02,828 - mmaction - INFO - Epoch [34][1280/2640] lr: 1.000e-03, eta: 5:14:15, time: 0.420, data_time: 0.000, memory: 5694, top1_acc: 0.4773, top5_acc: 0.7609, loss_cls: 1.9860, loss: 1.9860, grad_norm: 7.7860 2021-08-17 08:50:11,151 - mmaction - INFO - Epoch [34][1300/2640] lr: 1.000e-03, eta: 5:14:06, time: 0.416, data_time: 0.000, memory: 5694, top1_acc: 0.4961, top5_acc: 0.7727, loss_cls: 1.9382, loss: 1.9382, grad_norm: 7.4479 2021-08-17 08:50:19,510 - mmaction - INFO - Epoch [34][1320/2640] lr: 1.000e-03, eta: 5:13:58, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.4852, top5_acc: 0.7742, loss_cls: 1.9595, loss: 1.9595, grad_norm: 7.7475 2021-08-17 08:50:27,845 - mmaction - INFO - Epoch [34][1340/2640] lr: 1.000e-03, eta: 5:13:49, time: 0.417, data_time: 0.000, memory: 5694, top1_acc: 0.5125, top5_acc: 0.7766, loss_cls: 1.9101, loss: 1.9101, grad_norm: 7.5745 2021-08-17 08:50:36,200 - mmaction - INFO - Epoch [34][1360/2640] lr: 1.000e-03, eta: 5:13:40, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.4828, top5_acc: 0.7703, loss_cls: 1.9647, loss: 1.9647, grad_norm: 7.8866 2021-08-17 08:50:44,573 - mmaction - INFO - Epoch [34][1380/2640] lr: 1.000e-03, eta: 5:13:31, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.5141, top5_acc: 0.7812, loss_cls: 1.9169, loss: 1.9169, grad_norm: 7.6825 2021-08-17 08:50:52,936 - mmaction - INFO - Epoch [34][1400/2640] lr: 1.000e-03, eta: 5:13:23, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.4797, top5_acc: 0.7617, loss_cls: 2.0211, loss: 2.0211, grad_norm: 7.8643 2021-08-17 08:51:01,294 - mmaction - INFO - Epoch [34][1420/2640] lr: 1.000e-03, eta: 5:13:14, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.4727, top5_acc: 0.7633, loss_cls: 1.9725, loss: 1.9725, grad_norm: 7.4697 2021-08-17 08:51:09,628 - mmaction - INFO - Epoch [34][1440/2640] lr: 1.000e-03, eta: 5:13:05, time: 0.417, data_time: 0.000, memory: 5694, top1_acc: 0.4742, top5_acc: 0.7586, loss_cls: 2.0238, loss: 2.0238, grad_norm: 7.4853 2021-08-17 08:51:18,001 - mmaction - INFO - Epoch [34][1460/2640] lr: 1.000e-03, eta: 5:12:56, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.4734, top5_acc: 0.7734, loss_cls: 1.9954, loss: 1.9954, grad_norm: 7.6783 2021-08-17 08:51:26,362 - mmaction - INFO - Epoch [34][1480/2640] lr: 1.000e-03, eta: 5:12:47, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.4789, top5_acc: 0.7742, loss_cls: 1.9698, loss: 1.9698, grad_norm: 7.5700 2021-08-17 08:51:34,701 - mmaction - INFO - Epoch [34][1500/2640] lr: 1.000e-03, eta: 5:12:39, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.5039, top5_acc: 0.7688, loss_cls: 1.9499, loss: 1.9499, grad_norm: 7.7685 2021-08-17 08:51:43,048 - mmaction - INFO - Epoch [34][1520/2640] lr: 1.000e-03, eta: 5:12:30, time: 0.417, data_time: 0.000, memory: 5694, top1_acc: 0.4883, top5_acc: 0.7805, loss_cls: 1.9482, loss: 1.9482, grad_norm: 7.4406 2021-08-17 08:51:51,419 - mmaction - INFO - Epoch [34][1540/2640] lr: 1.000e-03, eta: 5:12:21, time: 0.418, data_time: 0.000, memory: 5694, top1_acc: 0.4914, top5_acc: 0.7773, loss_cls: 1.9279, loss: 1.9279, grad_norm: 7.6300 2021-08-17 08:51:59,754 - mmaction - INFO - Epoch [34][1560/2640] lr: 1.000e-03, eta: 5:12:12, time: 0.417, data_time: 0.000, memory: 5694, top1_acc: 0.4867, top5_acc: 0.7891, loss_cls: 1.9158, loss: 1.9158, grad_norm: 7.3771 2021-08-17 08:52:08,110 - mmaction - INFO - Epoch [34][1580/2640] lr: 1.000e-03, eta: 5:12:03, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.5031, top5_acc: 0.7648, loss_cls: 1.9537, loss: 1.9537, grad_norm: 7.5035 2021-08-17 08:52:16,450 - mmaction - INFO - Epoch [34][1600/2640] lr: 1.000e-03, eta: 5:11:55, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.4672, top5_acc: 0.7484, loss_cls: 2.0819, loss: 2.0819, grad_norm: 7.8666 2021-08-17 08:52:24,791 - mmaction - INFO - Epoch [34][1620/2640] lr: 1.000e-03, eta: 5:11:46, time: 0.417, data_time: 0.000, memory: 5694, top1_acc: 0.4867, top5_acc: 0.7648, loss_cls: 1.9643, loss: 1.9643, grad_norm: 7.5878 2021-08-17 08:52:33,126 - mmaction - INFO - Epoch [34][1640/2640] lr: 1.000e-03, eta: 5:11:37, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.4875, top5_acc: 0.7633, loss_cls: 2.0067, loss: 2.0067, grad_norm: 7.8067 2021-08-17 08:52:41,481 - mmaction - INFO - Epoch [34][1660/2640] lr: 1.000e-03, eta: 5:11:28, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.4875, top5_acc: 0.7797, loss_cls: 1.9575, loss: 1.9575, grad_norm: 7.6432 2021-08-17 08:52:49,834 - mmaction - INFO - Epoch [34][1680/2640] lr: 1.000e-03, eta: 5:11:19, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.4820, top5_acc: 0.7688, loss_cls: 2.0100, loss: 2.0100, grad_norm: 7.4532 2021-08-17 08:52:58,182 - mmaction - INFO - Epoch [34][1700/2640] lr: 1.000e-03, eta: 5:11:11, time: 0.417, data_time: 0.000, memory: 5694, top1_acc: 0.5000, top5_acc: 0.7875, loss_cls: 1.9370, loss: 1.9370, grad_norm: 7.5488 2021-08-17 08:53:06,543 - mmaction - INFO - Epoch [34][1720/2640] lr: 1.000e-03, eta: 5:11:02, time: 0.418, data_time: 0.000, memory: 5694, top1_acc: 0.4797, top5_acc: 0.7695, loss_cls: 1.9803, loss: 1.9803, grad_norm: 7.5907 2021-08-17 08:53:14,903 - mmaction - INFO - Epoch [34][1740/2640] lr: 1.000e-03, eta: 5:10:53, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.5000, top5_acc: 0.7734, loss_cls: 1.9294, loss: 1.9294, grad_norm: 7.3382 2021-08-17 08:53:23,269 - mmaction - INFO - Epoch [34][1760/2640] lr: 1.000e-03, eta: 5:10:44, time: 0.418, data_time: 0.000, memory: 5694, top1_acc: 0.4891, top5_acc: 0.7750, loss_cls: 1.9511, loss: 1.9511, grad_norm: 7.3697 2021-08-17 08:53:31,630 - mmaction - INFO - Epoch [34][1780/2640] lr: 1.000e-03, eta: 5:10:35, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.5016, top5_acc: 0.7844, loss_cls: 1.9217, loss: 1.9217, grad_norm: 7.6643 2021-08-17 08:53:40,022 - mmaction - INFO - Epoch [34][1800/2640] lr: 1.000e-03, eta: 5:10:27, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.5039, top5_acc: 0.8000, loss_cls: 1.8649, loss: 1.8649, grad_norm: 7.2949 2021-08-17 08:53:48,404 - mmaction - INFO - Epoch [34][1820/2640] lr: 1.000e-03, eta: 5:10:18, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.4883, top5_acc: 0.7828, loss_cls: 1.9351, loss: 1.9351, grad_norm: 7.4806 2021-08-17 08:53:56,771 - mmaction - INFO - Epoch [34][1840/2640] lr: 1.000e-03, eta: 5:10:09, time: 0.418, data_time: 0.000, memory: 5694, top1_acc: 0.4875, top5_acc: 0.7586, loss_cls: 2.0161, loss: 2.0161, grad_norm: 7.6329 2021-08-17 08:54:05,175 - mmaction - INFO - Epoch [34][1860/2640] lr: 1.000e-03, eta: 5:10:00, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.4805, top5_acc: 0.7719, loss_cls: 1.9655, loss: 1.9655, grad_norm: 7.4407 2021-08-17 08:54:13,517 - mmaction - INFO - Epoch [34][1880/2640] lr: 1.000e-03, eta: 5:09:52, time: 0.417, data_time: 0.000, memory: 5694, top1_acc: 0.4609, top5_acc: 0.7625, loss_cls: 2.0335, loss: 2.0335, grad_norm: 7.5105 2021-08-17 08:54:21,875 - mmaction - INFO - Epoch [34][1900/2640] lr: 1.000e-03, eta: 5:09:43, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.5023, top5_acc: 0.7750, loss_cls: 1.9407, loss: 1.9407, grad_norm: 7.6038 2021-08-17 08:54:30,220 - mmaction - INFO - Epoch [34][1920/2640] lr: 1.000e-03, eta: 5:09:34, time: 0.417, data_time: 0.000, memory: 5694, top1_acc: 0.4820, top5_acc: 0.7805, loss_cls: 1.9308, loss: 1.9308, grad_norm: 7.8441 2021-08-17 08:54:38,565 - mmaction - INFO - Epoch [34][1940/2640] lr: 1.000e-03, eta: 5:09:25, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.4852, top5_acc: 0.7695, loss_cls: 1.9526, loss: 1.9526, grad_norm: 7.6757 2021-08-17 08:54:46,925 - mmaction - INFO - Epoch [34][1960/2640] lr: 1.000e-03, eta: 5:09:16, time: 0.418, data_time: 0.000, memory: 5694, top1_acc: 0.4906, top5_acc: 0.7641, loss_cls: 1.9669, loss: 1.9669, grad_norm: 7.8061 2021-08-17 08:54:55,291 - mmaction - INFO - Epoch [34][1980/2640] lr: 1.000e-03, eta: 5:09:08, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.4523, top5_acc: 0.7562, loss_cls: 2.1029, loss: 2.1029, grad_norm: 8.0184 2021-08-17 08:55:03,647 - mmaction - INFO - Epoch [34][2000/2640] lr: 1.000e-03, eta: 5:08:59, time: 0.418, data_time: 0.000, memory: 5694, top1_acc: 0.4797, top5_acc: 0.7688, loss_cls: 1.9755, loss: 1.9755, grad_norm: 7.5806 2021-08-17 08:55:11,998 - mmaction - INFO - Epoch [34][2020/2640] lr: 1.000e-03, eta: 5:08:50, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.4805, top5_acc: 0.7711, loss_cls: 1.9822, loss: 1.9822, grad_norm: 7.6209 2021-08-17 08:55:20,338 - mmaction - INFO - Epoch [34][2040/2640] lr: 1.000e-03, eta: 5:08:41, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.4773, top5_acc: 0.7680, loss_cls: 1.9801, loss: 1.9801, grad_norm: 7.8000 2021-08-17 08:55:28,706 - mmaction - INFO - Epoch [34][2060/2640] lr: 1.000e-03, eta: 5:08:32, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.4938, top5_acc: 0.7844, loss_cls: 1.9304, loss: 1.9304, grad_norm: 7.6146 2021-08-17 08:55:37,044 - mmaction - INFO - Epoch [34][2080/2640] lr: 1.000e-03, eta: 5:08:24, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.5023, top5_acc: 0.7820, loss_cls: 1.9066, loss: 1.9066, grad_norm: 7.3389 2021-08-17 08:55:45,395 - mmaction - INFO - Epoch [34][2100/2640] lr: 1.000e-03, eta: 5:08:15, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.4813, top5_acc: 0.7812, loss_cls: 1.9169, loss: 1.9169, grad_norm: 7.5392 2021-08-17 08:55:53,745 - mmaction - INFO - Epoch [34][2120/2640] lr: 1.000e-03, eta: 5:08:06, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.4750, top5_acc: 0.7586, loss_cls: 2.0057, loss: 2.0057, grad_norm: 7.7632 2021-08-17 08:56:02,064 - mmaction - INFO - Epoch [34][2140/2640] lr: 1.000e-03, eta: 5:07:57, time: 0.416, data_time: 0.000, memory: 5694, top1_acc: 0.4938, top5_acc: 0.7766, loss_cls: 1.9278, loss: 1.9278, grad_norm: 7.3885 2021-08-17 08:56:10,414 - mmaction - INFO - Epoch [34][2160/2640] lr: 1.000e-03, eta: 5:07:48, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.4984, top5_acc: 0.7523, loss_cls: 2.0282, loss: 2.0282, grad_norm: 7.5565 2021-08-17 08:56:18,715 - mmaction - INFO - Epoch [34][2180/2640] lr: 1.000e-03, eta: 5:07:40, time: 0.415, data_time: 0.001, memory: 5694, top1_acc: 0.5047, top5_acc: 0.7672, loss_cls: 1.9398, loss: 1.9398, grad_norm: 7.3509 2021-08-17 08:56:27,063 - mmaction - INFO - Epoch [34][2200/2640] lr: 1.000e-03, eta: 5:07:31, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.4906, top5_acc: 0.7664, loss_cls: 1.9841, loss: 1.9841, grad_norm: 7.6498 2021-08-17 08:56:35,416 - mmaction - INFO - Epoch [34][2220/2640] lr: 1.000e-03, eta: 5:07:22, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.4859, top5_acc: 0.7758, loss_cls: 1.9902, loss: 1.9902, grad_norm: 7.7327 2021-08-17 08:56:43,737 - mmaction - INFO - Epoch [34][2240/2640] lr: 1.000e-03, eta: 5:07:13, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.4953, top5_acc: 0.7750, loss_cls: 1.9805, loss: 1.9805, grad_norm: 7.5000 2021-08-17 08:56:52,073 - mmaction - INFO - Epoch [34][2260/2640] lr: 1.000e-03, eta: 5:07:05, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.4969, top5_acc: 0.7711, loss_cls: 1.9314, loss: 1.9314, grad_norm: 7.5146 2021-08-17 08:57:00,392 - mmaction - INFO - Epoch [34][2280/2640] lr: 1.000e-03, eta: 5:06:56, time: 0.416, data_time: 0.000, memory: 5694, top1_acc: 0.5031, top5_acc: 0.7812, loss_cls: 1.9242, loss: 1.9242, grad_norm: 7.4097 2021-08-17 08:57:08,726 - mmaction - INFO - Epoch [34][2300/2640] lr: 1.000e-03, eta: 5:06:47, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.4945, top5_acc: 0.7828, loss_cls: 1.9219, loss: 1.9219, grad_norm: 7.7119 2021-08-17 08:57:17,052 - mmaction - INFO - Epoch [34][2320/2640] lr: 1.000e-03, eta: 5:06:38, time: 0.416, data_time: 0.000, memory: 5694, top1_acc: 0.4992, top5_acc: 0.7570, loss_cls: 1.9895, loss: 1.9895, grad_norm: 7.5340 2021-08-17 08:57:25,409 - mmaction - INFO - Epoch [34][2340/2640] lr: 1.000e-03, eta: 5:06:29, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.4906, top5_acc: 0.7992, loss_cls: 1.9020, loss: 1.9020, grad_norm: 7.3484 2021-08-17 08:57:33,760 - mmaction - INFO - Epoch [34][2360/2640] lr: 1.000e-03, eta: 5:06:21, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.4914, top5_acc: 0.7664, loss_cls: 1.9592, loss: 1.9592, grad_norm: 7.6549 2021-08-17 08:57:42,135 - mmaction - INFO - Epoch [34][2380/2640] lr: 1.000e-03, eta: 5:06:12, time: 0.419, data_time: 0.002, memory: 5694, top1_acc: 0.4820, top5_acc: 0.7688, loss_cls: 1.9804, loss: 1.9804, grad_norm: 7.6233 2021-08-17 08:57:50,439 - mmaction - INFO - Epoch [34][2400/2640] lr: 1.000e-03, eta: 5:06:03, time: 0.415, data_time: 0.000, memory: 5694, top1_acc: 0.4945, top5_acc: 0.7680, loss_cls: 1.9302, loss: 1.9302, grad_norm: 7.5808 2021-08-17 08:57:58,785 - mmaction - INFO - Epoch [34][2420/2640] lr: 1.000e-03, eta: 5:05:54, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.4750, top5_acc: 0.7477, loss_cls: 2.0500, loss: 2.0500, grad_norm: 7.8350 2021-08-17 08:58:07,085 - mmaction - INFO - Epoch [34][2440/2640] lr: 1.000e-03, eta: 5:05:45, time: 0.415, data_time: 0.000, memory: 5694, top1_acc: 0.5055, top5_acc: 0.7648, loss_cls: 1.9278, loss: 1.9278, grad_norm: 7.3490 2021-08-17 08:58:15,420 - mmaction - INFO - Epoch [34][2460/2640] lr: 1.000e-03, eta: 5:05:37, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.5023, top5_acc: 0.7773, loss_cls: 1.9266, loss: 1.9266, grad_norm: 7.8307 2021-08-17 08:58:23,763 - mmaction - INFO - Epoch [34][2480/2640] lr: 1.000e-03, eta: 5:05:28, time: 0.417, data_time: 0.000, memory: 5694, top1_acc: 0.4930, top5_acc: 0.7688, loss_cls: 1.9891, loss: 1.9891, grad_norm: 7.7449 2021-08-17 08:58:32,107 - mmaction - INFO - Epoch [34][2500/2640] lr: 1.000e-03, eta: 5:05:19, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.4758, top5_acc: 0.7688, loss_cls: 1.9905, loss: 1.9905, grad_norm: 7.5848 2021-08-17 08:58:40,435 - mmaction - INFO - Epoch [34][2520/2640] lr: 1.000e-03, eta: 5:05:10, time: 0.416, data_time: 0.000, memory: 5694, top1_acc: 0.4969, top5_acc: 0.7859, loss_cls: 1.9042, loss: 1.9042, grad_norm: 7.4639 2021-08-17 08:58:48,768 - mmaction - INFO - Epoch [34][2540/2640] lr: 1.000e-03, eta: 5:05:01, time: 0.417, data_time: 0.000, memory: 5694, top1_acc: 0.4625, top5_acc: 0.7492, loss_cls: 2.0459, loss: 2.0459, grad_norm: 7.8932 2021-08-17 08:58:57,085 - mmaction - INFO - Epoch [34][2560/2640] lr: 1.000e-03, eta: 5:04:53, time: 0.416, data_time: 0.000, memory: 5694, top1_acc: 0.4758, top5_acc: 0.7555, loss_cls: 2.0174, loss: 2.0174, grad_norm: 7.6365 2021-08-17 08:59:05,423 - mmaction - INFO - Epoch [34][2580/2640] lr: 1.000e-03, eta: 5:04:44, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.5062, top5_acc: 0.7867, loss_cls: 1.8748, loss: 1.8748, grad_norm: 7.6794 2021-08-17 08:59:13,749 - mmaction - INFO - Epoch [34][2600/2640] lr: 1.000e-03, eta: 5:04:35, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.4578, top5_acc: 0.7492, loss_cls: 2.0632, loss: 2.0632, grad_norm: 7.9187 2021-08-17 08:59:22,068 - mmaction - INFO - Epoch [34][2620/2640] lr: 1.000e-03, eta: 5:04:26, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.4891, top5_acc: 0.7727, loss_cls: 1.9391, loss: 1.9391, grad_norm: 7.6681 2021-08-17 08:59:30,129 - mmaction - INFO - Epoch [34][2640/2640] lr: 1.000e-03, eta: 5:04:17, time: 0.403, data_time: 0.000, memory: 5694, top1_acc: 0.4887, top5_acc: 0.7718, loss_cls: 1.9413, loss: 1.9413, grad_norm: 7.6466 2021-08-17 08:59:31,096 - mmaction - INFO - Saving checkpoint at 34 epochs 2021-08-17 09:00:10,112 - mmaction - INFO - Epoch [35][20/2640] lr: 1.000e-03, eta: 5:04:23, time: 1.933, data_time: 1.532, memory: 5694, top1_acc: 0.5164, top5_acc: 0.8000, loss_cls: 1.7898, loss: 1.7898, grad_norm: 7.3322 2021-08-17 09:00:18,109 - mmaction - INFO - Epoch [35][40/2640] lr: 1.000e-03, eta: 5:04:14, time: 0.400, data_time: 0.003, memory: 5694, top1_acc: 0.5000, top5_acc: 0.7695, loss_cls: 1.9734, loss: 1.9734, grad_norm: 7.6215 2021-08-17 09:00:26,117 - mmaction - INFO - Epoch [35][60/2640] lr: 1.000e-03, eta: 5:04:05, time: 0.401, data_time: 0.001, memory: 5694, top1_acc: 0.5117, top5_acc: 0.7945, loss_cls: 1.9114, loss: 1.9114, grad_norm: 7.5521 2021-08-17 09:00:34,177 - mmaction - INFO - Epoch [35][80/2640] lr: 1.000e-03, eta: 5:03:56, time: 0.403, data_time: 0.000, memory: 5694, top1_acc: 0.4859, top5_acc: 0.7773, loss_cls: 1.9142, loss: 1.9142, grad_norm: 7.7705 2021-08-17 09:00:42,350 - mmaction - INFO - Epoch [35][100/2640] lr: 1.000e-03, eta: 5:03:47, time: 0.409, data_time: 0.001, memory: 5694, top1_acc: 0.5062, top5_acc: 0.7898, loss_cls: 1.8635, loss: 1.8635, grad_norm: 7.5074 2021-08-17 09:00:50,631 - mmaction - INFO - Epoch [35][120/2640] lr: 1.000e-03, eta: 5:03:38, time: 0.414, data_time: 0.000, memory: 5694, top1_acc: 0.4930, top5_acc: 0.7859, loss_cls: 1.9118, loss: 1.9118, grad_norm: 7.6155 2021-08-17 09:00:58,977 - mmaction - INFO - Epoch [35][140/2640] lr: 1.000e-03, eta: 5:03:29, time: 0.417, data_time: 0.000, memory: 5694, top1_acc: 0.5094, top5_acc: 0.7781, loss_cls: 1.8920, loss: 1.8920, grad_norm: 7.4503 2021-08-17 09:01:07,327 - mmaction - INFO - Epoch [35][160/2640] lr: 1.000e-03, eta: 5:03:21, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.5109, top5_acc: 0.7852, loss_cls: 1.8908, loss: 1.8908, grad_norm: 7.2929 2021-08-17 09:01:15,661 - mmaction - INFO - Epoch [35][180/2640] lr: 1.000e-03, eta: 5:03:12, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.5188, top5_acc: 0.7859, loss_cls: 1.8748, loss: 1.8748, grad_norm: 7.4501 2021-08-17 09:01:24,026 - mmaction - INFO - Epoch [35][200/2640] lr: 1.000e-03, eta: 5:03:03, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.5102, top5_acc: 0.7906, loss_cls: 1.8581, loss: 1.8581, grad_norm: 7.6650 2021-08-17 09:01:32,381 - mmaction - INFO - Epoch [35][220/2640] lr: 1.000e-03, eta: 5:02:54, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.4898, top5_acc: 0.7703, loss_cls: 2.0017, loss: 2.0017, grad_norm: 7.7963 2021-08-17 09:01:40,711 - mmaction - INFO - Epoch [35][240/2640] lr: 1.000e-03, eta: 5:02:45, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.4594, top5_acc: 0.7578, loss_cls: 2.0080, loss: 2.0080, grad_norm: 7.7318 2021-08-17 09:01:49,039 - mmaction - INFO - Epoch [35][260/2640] lr: 1.000e-03, eta: 5:02:37, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.4844, top5_acc: 0.7766, loss_cls: 1.9595, loss: 1.9595, grad_norm: 7.6352 2021-08-17 09:01:57,391 - mmaction - INFO - Epoch [35][280/2640] lr: 1.000e-03, eta: 5:02:28, time: 0.417, data_time: 0.000, memory: 5694, top1_acc: 0.5500, top5_acc: 0.8039, loss_cls: 1.8039, loss: 1.8039, grad_norm: 7.5336 2021-08-17 09:02:05,727 - mmaction - INFO - Epoch [35][300/2640] lr: 1.000e-03, eta: 5:02:19, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.4773, top5_acc: 0.7641, loss_cls: 1.9911, loss: 1.9911, grad_norm: 7.6336 2021-08-17 09:02:14,002 - mmaction - INFO - Epoch [35][320/2640] lr: 1.000e-03, eta: 5:02:10, time: 0.414, data_time: 0.000, memory: 5694, top1_acc: 0.4922, top5_acc: 0.7812, loss_cls: 1.9360, loss: 1.9360, grad_norm: 7.7466 2021-08-17 09:02:22,271 - mmaction - INFO - Epoch [35][340/2640] lr: 1.000e-03, eta: 5:02:01, time: 0.414, data_time: 0.000, memory: 5694, top1_acc: 0.4930, top5_acc: 0.7734, loss_cls: 1.9142, loss: 1.9142, grad_norm: 7.4762 2021-08-17 09:02:30,555 - mmaction - INFO - Epoch [35][360/2640] lr: 1.000e-03, eta: 5:01:53, time: 0.414, data_time: 0.001, memory: 5694, top1_acc: 0.4961, top5_acc: 0.7672, loss_cls: 1.9412, loss: 1.9412, grad_norm: 7.5895 2021-08-17 09:02:38,812 - mmaction - INFO - Epoch [35][380/2640] lr: 1.000e-03, eta: 5:01:44, time: 0.413, data_time: 0.001, memory: 5694, top1_acc: 0.5305, top5_acc: 0.7898, loss_cls: 1.8682, loss: 1.8682, grad_norm: 7.5069 2021-08-17 09:02:47,160 - mmaction - INFO - Epoch [35][400/2640] lr: 1.000e-03, eta: 5:01:35, time: 0.417, data_time: 0.000, memory: 5694, top1_acc: 0.4813, top5_acc: 0.7836, loss_cls: 1.9379, loss: 1.9379, grad_norm: 7.5152 2021-08-17 09:02:55,403 - mmaction - INFO - Epoch [35][420/2640] lr: 1.000e-03, eta: 5:01:26, time: 0.412, data_time: 0.000, memory: 5694, top1_acc: 0.4664, top5_acc: 0.7594, loss_cls: 2.0222, loss: 2.0222, grad_norm: 7.6000 2021-08-17 09:03:03,685 - mmaction - INFO - Epoch [35][440/2640] lr: 1.000e-03, eta: 5:01:17, time: 0.414, data_time: 0.000, memory: 5694, top1_acc: 0.5023, top5_acc: 0.7844, loss_cls: 1.8730, loss: 1.8730, grad_norm: 7.3687 2021-08-17 09:03:11,961 - mmaction - INFO - Epoch [35][460/2640] lr: 1.000e-03, eta: 5:01:08, time: 0.414, data_time: 0.001, memory: 5694, top1_acc: 0.4891, top5_acc: 0.7805, loss_cls: 1.9411, loss: 1.9411, grad_norm: 7.5561 2021-08-17 09:03:20,271 - mmaction - INFO - Epoch [35][480/2640] lr: 1.000e-03, eta: 5:01:00, time: 0.415, data_time: 0.001, memory: 5694, top1_acc: 0.4992, top5_acc: 0.7922, loss_cls: 1.8846, loss: 1.8846, grad_norm: 7.7587 2021-08-17 09:03:28,529 - mmaction - INFO - Epoch [35][500/2640] lr: 1.000e-03, eta: 5:00:51, time: 0.413, data_time: 0.001, memory: 5694, top1_acc: 0.5055, top5_acc: 0.7664, loss_cls: 1.9458, loss: 1.9458, grad_norm: 7.3683 2021-08-17 09:03:36,781 - mmaction - INFO - Epoch [35][520/2640] lr: 1.000e-03, eta: 5:00:42, time: 0.412, data_time: 0.001, memory: 5694, top1_acc: 0.4930, top5_acc: 0.7750, loss_cls: 1.9333, loss: 1.9333, grad_norm: 7.4648 2021-08-17 09:03:45,089 - mmaction - INFO - Epoch [35][540/2640] lr: 1.000e-03, eta: 5:00:33, time: 0.415, data_time: 0.001, memory: 5694, top1_acc: 0.4766, top5_acc: 0.7797, loss_cls: 1.9335, loss: 1.9335, grad_norm: 7.5526 2021-08-17 09:03:53,343 - mmaction - INFO - Epoch [35][560/2640] lr: 1.000e-03, eta: 5:00:24, time: 0.412, data_time: 0.000, memory: 5694, top1_acc: 0.4883, top5_acc: 0.7750, loss_cls: 1.9709, loss: 1.9709, grad_norm: 7.6199 2021-08-17 09:04:01,663 - mmaction - INFO - Epoch [35][580/2640] lr: 1.000e-03, eta: 5:00:16, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.5117, top5_acc: 0.7742, loss_cls: 1.9171, loss: 1.9171, grad_norm: 7.4006 2021-08-17 09:04:09,927 - mmaction - INFO - Epoch [35][600/2640] lr: 1.000e-03, eta: 5:00:07, time: 0.413, data_time: 0.000, memory: 5694, top1_acc: 0.5008, top5_acc: 0.7609, loss_cls: 1.9816, loss: 1.9816, grad_norm: 7.5789 2021-08-17 09:04:18,207 - mmaction - INFO - Epoch [35][620/2640] lr: 1.000e-03, eta: 4:59:58, time: 0.414, data_time: 0.001, memory: 5694, top1_acc: 0.4953, top5_acc: 0.7937, loss_cls: 1.8998, loss: 1.8998, grad_norm: 7.7787 2021-08-17 09:04:26,469 - mmaction - INFO - Epoch [35][640/2640] lr: 1.000e-03, eta: 4:59:49, time: 0.413, data_time: 0.001, memory: 5694, top1_acc: 0.4945, top5_acc: 0.7727, loss_cls: 1.9435, loss: 1.9435, grad_norm: 7.8458 2021-08-17 09:04:34,714 - mmaction - INFO - Epoch [35][660/2640] lr: 1.000e-03, eta: 4:59:40, time: 0.412, data_time: 0.001, memory: 5694, top1_acc: 0.5062, top5_acc: 0.7695, loss_cls: 1.8961, loss: 1.8961, grad_norm: 7.5204 2021-08-17 09:04:43,029 - mmaction - INFO - Epoch [35][680/2640] lr: 1.000e-03, eta: 4:59:31, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.5109, top5_acc: 0.7742, loss_cls: 1.9582, loss: 1.9582, grad_norm: 7.7126 2021-08-17 09:04:51,291 - mmaction - INFO - Epoch [35][700/2640] lr: 1.000e-03, eta: 4:59:23, time: 0.413, data_time: 0.000, memory: 5694, top1_acc: 0.4938, top5_acc: 0.7852, loss_cls: 1.9141, loss: 1.9141, grad_norm: 7.5985 2021-08-17 09:04:59,600 - mmaction - INFO - Epoch [35][720/2640] lr: 1.000e-03, eta: 4:59:14, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.4773, top5_acc: 0.7742, loss_cls: 1.9849, loss: 1.9849, grad_norm: 7.5521 2021-08-17 09:05:07,872 - mmaction - INFO - Epoch [35][740/2640] lr: 1.000e-03, eta: 4:59:05, time: 0.414, data_time: 0.000, memory: 5694, top1_acc: 0.5008, top5_acc: 0.7953, loss_cls: 1.8579, loss: 1.8579, grad_norm: 7.5165 2021-08-17 09:05:16,201 - mmaction - INFO - Epoch [35][760/2640] lr: 1.000e-03, eta: 4:58:56, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.4914, top5_acc: 0.7734, loss_cls: 1.9606, loss: 1.9606, grad_norm: 7.6611 2021-08-17 09:05:24,487 - mmaction - INFO - Epoch [35][780/2640] lr: 1.000e-03, eta: 4:58:47, time: 0.414, data_time: 0.001, memory: 5694, top1_acc: 0.4953, top5_acc: 0.7891, loss_cls: 1.8971, loss: 1.8971, grad_norm: 7.5094 2021-08-17 09:05:32,826 - mmaction - INFO - Epoch [35][800/2640] lr: 1.000e-03, eta: 4:58:39, time: 0.417, data_time: 0.002, memory: 5694, top1_acc: 0.5016, top5_acc: 0.7898, loss_cls: 1.8997, loss: 1.8997, grad_norm: 7.5814 2021-08-17 09:05:41,120 - mmaction - INFO - Epoch [35][820/2640] lr: 1.000e-03, eta: 4:58:30, time: 0.415, data_time: 0.001, memory: 5694, top1_acc: 0.4758, top5_acc: 0.7797, loss_cls: 1.9615, loss: 1.9615, grad_norm: 7.5278 2021-08-17 09:05:49,423 - mmaction - INFO - Epoch [35][840/2640] lr: 1.000e-03, eta: 4:58:21, time: 0.415, data_time: 0.001, memory: 5694, top1_acc: 0.4734, top5_acc: 0.7602, loss_cls: 2.0078, loss: 2.0078, grad_norm: 7.9496 2021-08-17 09:05:57,740 - mmaction - INFO - Epoch [35][860/2640] lr: 1.000e-03, eta: 4:58:12, time: 0.416, data_time: 0.000, memory: 5694, top1_acc: 0.4961, top5_acc: 0.7789, loss_cls: 1.9722, loss: 1.9722, grad_norm: 7.7217 2021-08-17 09:06:06,043 - mmaction - INFO - Epoch [35][880/2640] lr: 1.000e-03, eta: 4:58:03, time: 0.415, data_time: 0.001, memory: 5694, top1_acc: 0.4813, top5_acc: 0.7773, loss_cls: 1.9465, loss: 1.9465, grad_norm: 7.6397 2021-08-17 09:06:14,344 - mmaction - INFO - Epoch [35][900/2640] lr: 1.000e-03, eta: 4:57:55, time: 0.415, data_time: 0.001, memory: 5694, top1_acc: 0.5234, top5_acc: 0.7930, loss_cls: 1.8269, loss: 1.8269, grad_norm: 7.4136 2021-08-17 09:06:22,661 - mmaction - INFO - Epoch [35][920/2640] lr: 1.000e-03, eta: 4:57:46, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.4859, top5_acc: 0.7789, loss_cls: 1.9227, loss: 1.9227, grad_norm: 7.6662 2021-08-17 09:06:30,973 - mmaction - INFO - Epoch [35][940/2640] lr: 1.000e-03, eta: 4:57:37, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.4828, top5_acc: 0.7570, loss_cls: 2.0294, loss: 2.0294, grad_norm: 8.1303 2021-08-17 09:06:39,310 - mmaction - INFO - Epoch [35][960/2640] lr: 1.000e-03, eta: 4:57:28, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.4961, top5_acc: 0.7805, loss_cls: 1.8768, loss: 1.8768, grad_norm: 7.4311 2021-08-17 09:06:47,596 - mmaction - INFO - Epoch [35][980/2640] lr: 1.000e-03, eta: 4:57:19, time: 0.414, data_time: 0.001, memory: 5694, top1_acc: 0.5039, top5_acc: 0.7844, loss_cls: 1.9306, loss: 1.9306, grad_norm: 7.4219 2021-08-17 09:06:55,894 - mmaction - INFO - Epoch [35][1000/2640] lr: 1.000e-03, eta: 4:57:11, time: 0.415, data_time: 0.001, memory: 5694, top1_acc: 0.4945, top5_acc: 0.7758, loss_cls: 1.9620, loss: 1.9620, grad_norm: 7.7646 2021-08-17 09:07:04,186 - mmaction - INFO - Epoch [35][1020/2640] lr: 1.000e-03, eta: 4:57:02, time: 0.415, data_time: 0.001, memory: 5694, top1_acc: 0.5273, top5_acc: 0.7867, loss_cls: 1.8661, loss: 1.8661, grad_norm: 7.8436 2021-08-17 09:07:12,443 - mmaction - INFO - Epoch [35][1040/2640] lr: 1.000e-03, eta: 4:56:53, time: 0.413, data_time: 0.000, memory: 5694, top1_acc: 0.4656, top5_acc: 0.7641, loss_cls: 1.9887, loss: 1.9887, grad_norm: 8.1564 2021-08-17 09:07:20,757 - mmaction - INFO - Epoch [35][1060/2640] lr: 1.000e-03, eta: 4:56:44, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.4828, top5_acc: 0.7734, loss_cls: 1.9239, loss: 1.9239, grad_norm: 7.7953 2021-08-17 09:07:28,986 - mmaction - INFO - Epoch [35][1080/2640] lr: 1.000e-03, eta: 4:56:35, time: 0.411, data_time: 0.001, memory: 5694, top1_acc: 0.4992, top5_acc: 0.7812, loss_cls: 1.8973, loss: 1.8973, grad_norm: 7.6489 2021-08-17 09:07:37,290 - mmaction - INFO - Epoch [35][1100/2640] lr: 1.000e-03, eta: 4:56:27, time: 0.415, data_time: 0.001, memory: 5694, top1_acc: 0.4813, top5_acc: 0.7781, loss_cls: 1.9046, loss: 1.9046, grad_norm: 7.7287 2021-08-17 09:07:45,553 - mmaction - INFO - Epoch [35][1120/2640] lr: 1.000e-03, eta: 4:56:18, time: 0.413, data_time: 0.000, memory: 5694, top1_acc: 0.4891, top5_acc: 0.7586, loss_cls: 2.0079, loss: 2.0079, grad_norm: 7.6776 2021-08-17 09:07:53,796 - mmaction - INFO - Epoch [35][1140/2640] lr: 1.000e-03, eta: 4:56:09, time: 0.412, data_time: 0.001, memory: 5694, top1_acc: 0.4883, top5_acc: 0.7836, loss_cls: 1.9490, loss: 1.9490, grad_norm: 7.9651 2021-08-17 09:08:02,076 - mmaction - INFO - Epoch [35][1160/2640] lr: 1.000e-03, eta: 4:56:00, time: 0.414, data_time: 0.000, memory: 5694, top1_acc: 0.4875, top5_acc: 0.7742, loss_cls: 1.9906, loss: 1.9906, grad_norm: 7.8391 2021-08-17 09:08:10,334 - mmaction - INFO - Epoch [35][1180/2640] lr: 1.000e-03, eta: 4:55:51, time: 0.413, data_time: 0.001, memory: 5694, top1_acc: 0.5000, top5_acc: 0.7656, loss_cls: 1.9365, loss: 1.9365, grad_norm: 7.4917 2021-08-17 09:08:18,586 - mmaction - INFO - Epoch [35][1200/2640] lr: 1.000e-03, eta: 4:55:42, time: 0.413, data_time: 0.001, memory: 5694, top1_acc: 0.4938, top5_acc: 0.7617, loss_cls: 1.9214, loss: 1.9214, grad_norm: 7.5566 2021-08-17 09:08:26,855 - mmaction - INFO - Epoch [35][1220/2640] lr: 1.000e-03, eta: 4:55:34, time: 0.413, data_time: 0.001, memory: 5694, top1_acc: 0.4727, top5_acc: 0.7672, loss_cls: 1.9734, loss: 1.9734, grad_norm: 7.5753 2021-08-17 09:08:35,114 - mmaction - INFO - Epoch [35][1240/2640] lr: 1.000e-03, eta: 4:55:25, time: 0.413, data_time: 0.001, memory: 5694, top1_acc: 0.4805, top5_acc: 0.7703, loss_cls: 1.9549, loss: 1.9549, grad_norm: 7.7994 2021-08-17 09:08:43,338 - mmaction - INFO - Epoch [35][1260/2640] lr: 1.000e-03, eta: 4:55:16, time: 0.411, data_time: 0.001, memory: 5694, top1_acc: 0.4938, top5_acc: 0.7758, loss_cls: 1.9016, loss: 1.9016, grad_norm: 7.6365 2021-08-17 09:08:51,556 - mmaction - INFO - Epoch [35][1280/2640] lr: 1.000e-03, eta: 4:55:07, time: 0.411, data_time: 0.001, memory: 5694, top1_acc: 0.5148, top5_acc: 0.7977, loss_cls: 1.8586, loss: 1.8586, grad_norm: 7.4595 2021-08-17 09:08:59,850 - mmaction - INFO - Epoch [35][1300/2640] lr: 1.000e-03, eta: 4:54:58, time: 0.415, data_time: 0.000, memory: 5694, top1_acc: 0.4969, top5_acc: 0.7844, loss_cls: 1.8914, loss: 1.8914, grad_norm: 7.7593 2021-08-17 09:09:08,098 - mmaction - INFO - Epoch [35][1320/2640] lr: 1.000e-03, eta: 4:54:49, time: 0.412, data_time: 0.001, memory: 5694, top1_acc: 0.4836, top5_acc: 0.7727, loss_cls: 1.9858, loss: 1.9858, grad_norm: 7.7945 2021-08-17 09:09:16,352 - mmaction - INFO - Epoch [35][1340/2640] lr: 1.000e-03, eta: 4:54:41, time: 0.413, data_time: 0.001, memory: 5694, top1_acc: 0.4898, top5_acc: 0.7906, loss_cls: 1.9286, loss: 1.9286, grad_norm: 7.8918 2021-08-17 09:09:24,665 - mmaction - INFO - Epoch [35][1360/2640] lr: 1.000e-03, eta: 4:54:32, time: 0.415, data_time: 0.000, memory: 5694, top1_acc: 0.5219, top5_acc: 0.8141, loss_cls: 1.7863, loss: 1.7863, grad_norm: 7.4355 2021-08-17 09:09:32,874 - mmaction - INFO - Epoch [35][1380/2640] lr: 1.000e-03, eta: 4:54:23, time: 0.411, data_time: 0.001, memory: 5694, top1_acc: 0.4961, top5_acc: 0.7828, loss_cls: 1.9162, loss: 1.9162, grad_norm: 7.6483 2021-08-17 09:09:41,120 - mmaction - INFO - Epoch [35][1400/2640] lr: 1.000e-03, eta: 4:54:14, time: 0.412, data_time: 0.001, memory: 5694, top1_acc: 0.4930, top5_acc: 0.7820, loss_cls: 1.9299, loss: 1.9299, grad_norm: 7.8141 2021-08-17 09:09:49,386 - mmaction - INFO - Epoch [35][1420/2640] lr: 1.000e-03, eta: 4:54:05, time: 0.413, data_time: 0.000, memory: 5694, top1_acc: 0.4961, top5_acc: 0.7719, loss_cls: 1.9200, loss: 1.9200, grad_norm: 7.5092 2021-08-17 09:09:57,631 - mmaction - INFO - Epoch [35][1440/2640] lr: 1.000e-03, eta: 4:53:57, time: 0.412, data_time: 0.001, memory: 5694, top1_acc: 0.5133, top5_acc: 0.7836, loss_cls: 1.9060, loss: 1.9060, grad_norm: 7.3876 2021-08-17 09:10:05,877 - mmaction - INFO - Epoch [35][1460/2640] lr: 1.000e-03, eta: 4:53:48, time: 0.412, data_time: 0.001, memory: 5694, top1_acc: 0.4969, top5_acc: 0.7852, loss_cls: 1.9182, loss: 1.9182, grad_norm: 7.8898 2021-08-17 09:10:14,157 - mmaction - INFO - Epoch [35][1480/2640] lr: 1.000e-03, eta: 4:53:39, time: 0.414, data_time: 0.001, memory: 5694, top1_acc: 0.5008, top5_acc: 0.7672, loss_cls: 1.9865, loss: 1.9865, grad_norm: 7.5959 2021-08-17 09:10:22,442 - mmaction - INFO - Epoch [35][1500/2640] lr: 1.000e-03, eta: 4:53:30, time: 0.414, data_time: 0.001, memory: 5694, top1_acc: 0.4883, top5_acc: 0.7750, loss_cls: 1.9259, loss: 1.9259, grad_norm: 7.6235 2021-08-17 09:10:30,683 - mmaction - INFO - Epoch [35][1520/2640] lr: 1.000e-03, eta: 4:53:21, time: 0.412, data_time: 0.000, memory: 5694, top1_acc: 0.4836, top5_acc: 0.7812, loss_cls: 1.9661, loss: 1.9661, grad_norm: 7.9683 2021-08-17 09:10:39,004 - mmaction - INFO - Epoch [35][1540/2640] lr: 1.000e-03, eta: 4:53:12, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.4836, top5_acc: 0.7828, loss_cls: 1.9232, loss: 1.9232, grad_norm: 7.8170 2021-08-17 09:10:47,241 - mmaction - INFO - Epoch [35][1560/2640] lr: 1.000e-03, eta: 4:53:04, time: 0.412, data_time: 0.000, memory: 5694, top1_acc: 0.4953, top5_acc: 0.7711, loss_cls: 1.9411, loss: 1.9411, grad_norm: 7.7278 2021-08-17 09:10:55,549 - mmaction - INFO - Epoch [35][1580/2640] lr: 1.000e-03, eta: 4:52:55, time: 0.415, data_time: 0.000, memory: 5694, top1_acc: 0.4820, top5_acc: 0.7758, loss_cls: 1.9900, loss: 1.9900, grad_norm: 7.9431 2021-08-17 09:11:03,807 - mmaction - INFO - Epoch [35][1600/2640] lr: 1.000e-03, eta: 4:52:46, time: 0.413, data_time: 0.001, memory: 5694, top1_acc: 0.4703, top5_acc: 0.7703, loss_cls: 1.9833, loss: 1.9833, grad_norm: 7.9139 2021-08-17 09:11:12,116 - mmaction - INFO - Epoch [35][1620/2640] lr: 1.000e-03, eta: 4:52:37, time: 0.415, data_time: 0.000, memory: 5694, top1_acc: 0.4984, top5_acc: 0.7750, loss_cls: 1.8927, loss: 1.8927, grad_norm: 7.7782 2021-08-17 09:11:20,394 - mmaction - INFO - Epoch [35][1640/2640] lr: 1.000e-03, eta: 4:52:28, time: 0.414, data_time: 0.000, memory: 5694, top1_acc: 0.5055, top5_acc: 0.7852, loss_cls: 1.8827, loss: 1.8827, grad_norm: 7.6329 2021-08-17 09:11:28,667 - mmaction - INFO - Epoch [35][1660/2640] lr: 1.000e-03, eta: 4:52:20, time: 0.414, data_time: 0.001, memory: 5694, top1_acc: 0.5000, top5_acc: 0.7766, loss_cls: 1.8764, loss: 1.8764, grad_norm: 7.8995 2021-08-17 09:11:36,973 - mmaction - INFO - Epoch [35][1680/2640] lr: 1.000e-03, eta: 4:52:11, time: 0.415, data_time: 0.000, memory: 5694, top1_acc: 0.4727, top5_acc: 0.7570, loss_cls: 2.0110, loss: 2.0110, grad_norm: 7.9582 2021-08-17 09:11:45,250 - mmaction - INFO - Epoch [35][1700/2640] lr: 1.000e-03, eta: 4:52:02, time: 0.414, data_time: 0.001, memory: 5694, top1_acc: 0.4734, top5_acc: 0.7633, loss_cls: 2.0497, loss: 2.0497, grad_norm: 7.8805 2021-08-17 09:11:53,570 - mmaction - INFO - Epoch [35][1720/2640] lr: 1.000e-03, eta: 4:51:53, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.4922, top5_acc: 0.7641, loss_cls: 1.9847, loss: 1.9847, grad_norm: 7.6554 2021-08-17 09:12:01,811 - mmaction - INFO - Epoch [35][1740/2640] lr: 1.000e-03, eta: 4:51:44, time: 0.412, data_time: 0.000, memory: 5694, top1_acc: 0.4789, top5_acc: 0.7484, loss_cls: 2.0759, loss: 2.0759, grad_norm: 7.7502 2021-08-17 09:12:10,077 - mmaction - INFO - Epoch [35][1760/2640] lr: 1.000e-03, eta: 4:51:36, time: 0.413, data_time: 0.001, memory: 5694, top1_acc: 0.5078, top5_acc: 0.7727, loss_cls: 1.9439, loss: 1.9439, grad_norm: 7.5626 2021-08-17 09:12:18,326 - mmaction - INFO - Epoch [35][1780/2640] lr: 1.000e-03, eta: 4:51:27, time: 0.413, data_time: 0.000, memory: 5694, top1_acc: 0.4781, top5_acc: 0.7688, loss_cls: 2.0214, loss: 2.0214, grad_norm: 7.8796 2021-08-17 09:12:26,550 - mmaction - INFO - Epoch [35][1800/2640] lr: 1.000e-03, eta: 4:51:18, time: 0.411, data_time: 0.001, memory: 5694, top1_acc: 0.5094, top5_acc: 0.7914, loss_cls: 1.8625, loss: 1.8625, grad_norm: 7.4655 2021-08-17 09:12:34,749 - mmaction - INFO - Epoch [35][1820/2640] lr: 1.000e-03, eta: 4:51:09, time: 0.410, data_time: 0.001, memory: 5694, top1_acc: 0.5016, top5_acc: 0.7820, loss_cls: 1.9512, loss: 1.9512, grad_norm: 7.8143 2021-08-17 09:12:42,948 - mmaction - INFO - Epoch [35][1840/2640] lr: 1.000e-03, eta: 4:51:00, time: 0.410, data_time: 0.001, memory: 5694, top1_acc: 0.4805, top5_acc: 0.7570, loss_cls: 2.0266, loss: 2.0266, grad_norm: 7.9975 2021-08-17 09:12:51,134 - mmaction - INFO - Epoch [35][1860/2640] lr: 1.000e-03, eta: 4:50:51, time: 0.409, data_time: 0.001, memory: 5694, top1_acc: 0.4922, top5_acc: 0.7719, loss_cls: 1.9496, loss: 1.9496, grad_norm: 7.6731 2021-08-17 09:12:59,358 - mmaction - INFO - Epoch [35][1880/2640] lr: 1.000e-03, eta: 4:50:43, time: 0.411, data_time: 0.001, memory: 5694, top1_acc: 0.4813, top5_acc: 0.7648, loss_cls: 2.0149, loss: 2.0149, grad_norm: 7.6704 2021-08-17 09:13:07,553 - mmaction - INFO - Epoch [35][1900/2640] lr: 1.000e-03, eta: 4:50:34, time: 0.410, data_time: 0.000, memory: 5694, top1_acc: 0.4930, top5_acc: 0.7742, loss_cls: 1.9668, loss: 1.9668, grad_norm: 7.7456 2021-08-17 09:13:15,760 - mmaction - INFO - Epoch [35][1920/2640] lr: 1.000e-03, eta: 4:50:25, time: 0.410, data_time: 0.001, memory: 5694, top1_acc: 0.4852, top5_acc: 0.7695, loss_cls: 1.9821, loss: 1.9821, grad_norm: 7.8267 2021-08-17 09:13:23,959 - mmaction - INFO - Epoch [35][1940/2640] lr: 1.000e-03, eta: 4:50:16, time: 0.410, data_time: 0.001, memory: 5694, top1_acc: 0.4867, top5_acc: 0.7773, loss_cls: 1.9358, loss: 1.9358, grad_norm: 7.7133 2021-08-17 09:13:32,214 - mmaction - INFO - Epoch [35][1960/2640] lr: 1.000e-03, eta: 4:50:07, time: 0.413, data_time: 0.001, memory: 5694, top1_acc: 0.4711, top5_acc: 0.7562, loss_cls: 2.0185, loss: 2.0185, grad_norm: 7.7780 2021-08-17 09:13:40,467 - mmaction - INFO - Epoch [35][1980/2640] lr: 1.000e-03, eta: 4:49:58, time: 0.413, data_time: 0.001, memory: 5694, top1_acc: 0.4938, top5_acc: 0.7734, loss_cls: 1.9389, loss: 1.9389, grad_norm: 7.6779 2021-08-17 09:13:48,688 - mmaction - INFO - Epoch [35][2000/2640] lr: 1.000e-03, eta: 4:49:50, time: 0.411, data_time: 0.000, memory: 5694, top1_acc: 0.4758, top5_acc: 0.7617, loss_cls: 2.0179, loss: 2.0179, grad_norm: 7.7311 2021-08-17 09:13:56,896 - mmaction - INFO - Epoch [35][2020/2640] lr: 1.000e-03, eta: 4:49:41, time: 0.410, data_time: 0.000, memory: 5694, top1_acc: 0.4742, top5_acc: 0.7539, loss_cls: 2.0423, loss: 2.0423, grad_norm: 7.9282 2021-08-17 09:14:05,127 - mmaction - INFO - Epoch [35][2040/2640] lr: 1.000e-03, eta: 4:49:32, time: 0.412, data_time: 0.001, memory: 5694, top1_acc: 0.4844, top5_acc: 0.7578, loss_cls: 1.9723, loss: 1.9723, grad_norm: 7.7003 2021-08-17 09:14:13,377 - mmaction - INFO - Epoch [35][2060/2640] lr: 1.000e-03, eta: 4:49:23, time: 0.413, data_time: 0.001, memory: 5694, top1_acc: 0.5078, top5_acc: 0.7805, loss_cls: 1.8903, loss: 1.8903, grad_norm: 7.5196 2021-08-17 09:14:21,620 - mmaction - INFO - Epoch [35][2080/2640] lr: 1.000e-03, eta: 4:49:14, time: 0.412, data_time: 0.001, memory: 5694, top1_acc: 0.4734, top5_acc: 0.7734, loss_cls: 1.9736, loss: 1.9736, grad_norm: 7.7549 2021-08-17 09:14:29,830 - mmaction - INFO - Epoch [35][2100/2640] lr: 1.000e-03, eta: 4:49:06, time: 0.411, data_time: 0.001, memory: 5694, top1_acc: 0.5062, top5_acc: 0.7930, loss_cls: 1.8827, loss: 1.8827, grad_norm: 7.6404 2021-08-17 09:14:38,047 - mmaction - INFO - Epoch [35][2120/2640] lr: 1.000e-03, eta: 4:48:57, time: 0.411, data_time: 0.002, memory: 5694, top1_acc: 0.4711, top5_acc: 0.7734, loss_cls: 2.0208, loss: 2.0208, grad_norm: 8.0111 2021-08-17 09:14:46,252 - mmaction - INFO - Epoch [35][2140/2640] lr: 1.000e-03, eta: 4:48:48, time: 0.410, data_time: 0.000, memory: 5694, top1_acc: 0.4914, top5_acc: 0.7633, loss_cls: 1.9654, loss: 1.9654, grad_norm: 7.9466 2021-08-17 09:14:54,450 - mmaction - INFO - Epoch [35][2160/2640] lr: 1.000e-03, eta: 4:48:39, time: 0.410, data_time: 0.001, memory: 5694, top1_acc: 0.4836, top5_acc: 0.7766, loss_cls: 1.9623, loss: 1.9623, grad_norm: 7.8179 2021-08-17 09:15:02,650 - mmaction - INFO - Epoch [35][2180/2640] lr: 1.000e-03, eta: 4:48:30, time: 0.410, data_time: 0.000, memory: 5694, top1_acc: 0.5047, top5_acc: 0.7844, loss_cls: 1.9460, loss: 1.9460, grad_norm: 7.8172 2021-08-17 09:15:10,874 - mmaction - INFO - Epoch [35][2200/2640] lr: 1.000e-03, eta: 4:48:21, time: 0.411, data_time: 0.000, memory: 5694, top1_acc: 0.4711, top5_acc: 0.7539, loss_cls: 2.0202, loss: 2.0202, grad_norm: 7.8361 2021-08-17 09:15:19,116 - mmaction - INFO - Epoch [35][2220/2640] lr: 1.000e-03, eta: 4:48:13, time: 0.411, data_time: 0.000, memory: 5694, top1_acc: 0.4938, top5_acc: 0.7586, loss_cls: 1.9804, loss: 1.9804, grad_norm: 7.6297 2021-08-17 09:15:27,389 - mmaction - INFO - Epoch [35][2240/2640] lr: 1.000e-03, eta: 4:48:04, time: 0.414, data_time: 0.002, memory: 5694, top1_acc: 0.4992, top5_acc: 0.7586, loss_cls: 1.9938, loss: 1.9938, grad_norm: 7.8566 2021-08-17 09:15:35,631 - mmaction - INFO - Epoch [35][2260/2640] lr: 1.000e-03, eta: 4:47:55, time: 0.412, data_time: 0.000, memory: 5694, top1_acc: 0.5031, top5_acc: 0.7805, loss_cls: 1.8845, loss: 1.8845, grad_norm: 7.3037 2021-08-17 09:15:43,838 - mmaction - INFO - Epoch [35][2280/2640] lr: 1.000e-03, eta: 4:47:46, time: 0.410, data_time: 0.000, memory: 5694, top1_acc: 0.4977, top5_acc: 0.7859, loss_cls: 1.9432, loss: 1.9432, grad_norm: 7.7545 2021-08-17 09:15:52,084 - mmaction - INFO - Epoch [35][2300/2640] lr: 1.000e-03, eta: 4:47:37, time: 0.412, data_time: 0.001, memory: 5694, top1_acc: 0.4828, top5_acc: 0.7727, loss_cls: 1.9277, loss: 1.9277, grad_norm: 7.8192 2021-08-17 09:16:00,316 - mmaction - INFO - Epoch [35][2320/2640] lr: 1.000e-03, eta: 4:47:28, time: 0.412, data_time: 0.000, memory: 5694, top1_acc: 0.4844, top5_acc: 0.7469, loss_cls: 2.0148, loss: 2.0148, grad_norm: 7.9324 2021-08-17 09:16:08,565 - mmaction - INFO - Epoch [35][2340/2640] lr: 1.000e-03, eta: 4:47:20, time: 0.412, data_time: 0.001, memory: 5694, top1_acc: 0.4656, top5_acc: 0.7594, loss_cls: 2.0195, loss: 2.0195, grad_norm: 7.8587 2021-08-17 09:16:16,771 - mmaction - INFO - Epoch [35][2360/2640] lr: 1.000e-03, eta: 4:47:11, time: 0.410, data_time: 0.001, memory: 5694, top1_acc: 0.4820, top5_acc: 0.7555, loss_cls: 2.0077, loss: 2.0077, grad_norm: 7.8967 2021-08-17 09:16:24,991 - mmaction - INFO - Epoch [35][2380/2640] lr: 1.000e-03, eta: 4:47:02, time: 0.411, data_time: 0.001, memory: 5694, top1_acc: 0.4781, top5_acc: 0.7664, loss_cls: 2.0049, loss: 2.0049, grad_norm: 7.6539 2021-08-17 09:16:33,208 - mmaction - INFO - Epoch [35][2400/2640] lr: 1.000e-03, eta: 4:46:53, time: 0.411, data_time: 0.001, memory: 5694, top1_acc: 0.5039, top5_acc: 0.7773, loss_cls: 1.9354, loss: 1.9354, grad_norm: 7.8885 2021-08-17 09:16:41,467 - mmaction - INFO - Epoch [35][2420/2640] lr: 1.000e-03, eta: 4:46:44, time: 0.413, data_time: 0.000, memory: 5694, top1_acc: 0.5164, top5_acc: 0.8016, loss_cls: 1.8110, loss: 1.8110, grad_norm: 7.4940 2021-08-17 09:16:49,704 - mmaction - INFO - Epoch [35][2440/2640] lr: 1.000e-03, eta: 4:46:36, time: 0.411, data_time: 0.000, memory: 5694, top1_acc: 0.4719, top5_acc: 0.7812, loss_cls: 1.9419, loss: 1.9419, grad_norm: 7.7081 2021-08-17 09:16:57,932 - mmaction - INFO - Epoch [35][2460/2640] lr: 1.000e-03, eta: 4:46:27, time: 0.412, data_time: 0.001, memory: 5694, top1_acc: 0.4891, top5_acc: 0.7734, loss_cls: 1.9258, loss: 1.9258, grad_norm: 7.7764 2021-08-17 09:17:06,137 - mmaction - INFO - Epoch [35][2480/2640] lr: 1.000e-03, eta: 4:46:18, time: 0.410, data_time: 0.000, memory: 5694, top1_acc: 0.4766, top5_acc: 0.7625, loss_cls: 1.9975, loss: 1.9975, grad_norm: 7.8185 2021-08-17 09:17:14,383 - mmaction - INFO - Epoch [35][2500/2640] lr: 1.000e-03, eta: 4:46:09, time: 0.412, data_time: 0.001, memory: 5694, top1_acc: 0.4883, top5_acc: 0.7781, loss_cls: 1.9174, loss: 1.9174, grad_norm: 7.6363 2021-08-17 09:17:22,693 - mmaction - INFO - Epoch [35][2520/2640] lr: 1.000e-03, eta: 4:46:00, time: 0.416, data_time: 0.000, memory: 5694, top1_acc: 0.4945, top5_acc: 0.7586, loss_cls: 2.0178, loss: 2.0178, grad_norm: 7.9289 2021-08-17 09:17:30,914 - mmaction - INFO - Epoch [35][2540/2640] lr: 1.000e-03, eta: 4:45:51, time: 0.411, data_time: 0.001, memory: 5694, top1_acc: 0.5086, top5_acc: 0.7719, loss_cls: 2.0137, loss: 2.0137, grad_norm: 7.8976 2021-08-17 09:17:39,132 - mmaction - INFO - Epoch [35][2560/2640] lr: 1.000e-03, eta: 4:45:43, time: 0.411, data_time: 0.000, memory: 5694, top1_acc: 0.5023, top5_acc: 0.7727, loss_cls: 1.9476, loss: 1.9476, grad_norm: 7.7115 2021-08-17 09:17:47,431 - mmaction - INFO - Epoch [35][2580/2640] lr: 1.000e-03, eta: 4:45:34, time: 0.415, data_time: 0.001, memory: 5694, top1_acc: 0.4727, top5_acc: 0.7680, loss_cls: 1.9857, loss: 1.9857, grad_norm: 8.1393 2021-08-17 09:17:55,641 - mmaction - INFO - Epoch [35][2600/2640] lr: 1.000e-03, eta: 4:45:25, time: 0.411, data_time: 0.000, memory: 5694, top1_acc: 0.4891, top5_acc: 0.7727, loss_cls: 1.9487, loss: 1.9487, grad_norm: 7.6574 2021-08-17 09:18:03,841 - mmaction - INFO - Epoch [35][2620/2640] lr: 1.000e-03, eta: 4:45:16, time: 0.410, data_time: 0.001, memory: 5694, top1_acc: 0.4789, top5_acc: 0.7492, loss_cls: 2.0158, loss: 2.0158, grad_norm: 7.7793 2021-08-17 09:18:11,797 - mmaction - INFO - Epoch [35][2640/2640] lr: 1.000e-03, eta: 4:45:07, time: 0.398, data_time: 0.000, memory: 5694, top1_acc: 0.4863, top5_acc: 0.7815, loss_cls: 1.9430, loss: 1.9430, grad_norm: 7.8348 2021-08-17 09:18:12,578 - mmaction - INFO - Saving checkpoint at 35 epochs 2021-08-17 09:18:50,452 - mmaction - INFO - Epoch [36][20/2640] lr: 1.000e-03, eta: 4:45:11, time: 1.877, data_time: 1.475, memory: 5694, top1_acc: 0.5102, top5_acc: 0.7859, loss_cls: 1.8731, loss: 1.8731, grad_norm: 7.5834 2021-08-17 09:18:58,414 - mmaction - INFO - Epoch [36][40/2640] lr: 1.000e-03, eta: 4:45:02, time: 0.398, data_time: 0.002, memory: 5694, top1_acc: 0.5141, top5_acc: 0.7859, loss_cls: 1.8709, loss: 1.8709, grad_norm: 7.6409 2021-08-17 09:19:06,447 - mmaction - INFO - Epoch [36][60/2640] lr: 1.000e-03, eta: 4:44:53, time: 0.402, data_time: 0.002, memory: 5694, top1_acc: 0.4984, top5_acc: 0.8008, loss_cls: 1.8652, loss: 1.8652, grad_norm: 7.7395 2021-08-17 09:19:14,491 - mmaction - INFO - Epoch [36][80/2640] lr: 1.000e-03, eta: 4:44:44, time: 0.402, data_time: 0.000, memory: 5694, top1_acc: 0.4898, top5_acc: 0.7727, loss_cls: 1.9353, loss: 1.9353, grad_norm: 7.6912 2021-08-17 09:19:22,677 - mmaction - INFO - Epoch [36][100/2640] lr: 1.000e-03, eta: 4:44:35, time: 0.409, data_time: 0.001, memory: 5694, top1_acc: 0.4914, top5_acc: 0.7797, loss_cls: 1.9331, loss: 1.9331, grad_norm: 7.7857 2021-08-17 09:19:30,917 - mmaction - INFO - Epoch [36][120/2640] lr: 1.000e-03, eta: 4:44:27, time: 0.412, data_time: 0.000, memory: 5694, top1_acc: 0.5094, top5_acc: 0.7758, loss_cls: 1.9449, loss: 1.9449, grad_norm: 7.7916 2021-08-17 09:19:39,258 - mmaction - INFO - Epoch [36][140/2640] lr: 1.000e-03, eta: 4:44:18, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.4938, top5_acc: 0.7805, loss_cls: 1.9524, loss: 1.9524, grad_norm: 7.7668 2021-08-17 09:19:47,601 - mmaction - INFO - Epoch [36][160/2640] lr: 1.000e-03, eta: 4:44:09, time: 0.417, data_time: 0.000, memory: 5694, top1_acc: 0.4969, top5_acc: 0.7672, loss_cls: 1.9539, loss: 1.9539, grad_norm: 7.6429 2021-08-17 09:19:55,961 - mmaction - INFO - Epoch [36][180/2640] lr: 1.000e-03, eta: 4:44:00, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.4977, top5_acc: 0.7750, loss_cls: 1.9096, loss: 1.9096, grad_norm: 7.5197 2021-08-17 09:20:04,285 - mmaction - INFO - Epoch [36][200/2640] lr: 1.000e-03, eta: 4:43:51, time: 0.416, data_time: 0.000, memory: 5694, top1_acc: 0.5109, top5_acc: 0.7867, loss_cls: 1.8604, loss: 1.8604, grad_norm: 7.6928 2021-08-17 09:20:12,593 - mmaction - INFO - Epoch [36][220/2640] lr: 1.000e-03, eta: 4:43:43, time: 0.415, data_time: 0.001, memory: 5694, top1_acc: 0.5078, top5_acc: 0.7766, loss_cls: 1.9227, loss: 1.9227, grad_norm: 7.6822 2021-08-17 09:20:20,864 - mmaction - INFO - Epoch [36][240/2640] lr: 1.000e-03, eta: 4:43:34, time: 0.413, data_time: 0.000, memory: 5694, top1_acc: 0.5141, top5_acc: 0.7961, loss_cls: 1.8643, loss: 1.8643, grad_norm: 7.5913 2021-08-17 09:20:29,127 - mmaction - INFO - Epoch [36][260/2640] lr: 1.000e-03, eta: 4:43:25, time: 0.413, data_time: 0.001, memory: 5694, top1_acc: 0.5234, top5_acc: 0.7750, loss_cls: 1.8690, loss: 1.8690, grad_norm: 7.6481 2021-08-17 09:20:37,398 - mmaction - INFO - Epoch [36][280/2640] lr: 1.000e-03, eta: 4:43:16, time: 0.414, data_time: 0.000, memory: 5694, top1_acc: 0.5156, top5_acc: 0.8078, loss_cls: 1.8613, loss: 1.8613, grad_norm: 7.8858 2021-08-17 09:20:45,638 - mmaction - INFO - Epoch [36][300/2640] lr: 1.000e-03, eta: 4:43:07, time: 0.412, data_time: 0.001, memory: 5694, top1_acc: 0.4992, top5_acc: 0.7719, loss_cls: 1.8802, loss: 1.8802, grad_norm: 7.6671 2021-08-17 09:20:53,857 - mmaction - INFO - Epoch [36][320/2640] lr: 1.000e-03, eta: 4:42:59, time: 0.411, data_time: 0.001, memory: 5694, top1_acc: 0.4789, top5_acc: 0.7758, loss_cls: 1.9323, loss: 1.9323, grad_norm: 7.8439 2021-08-17 09:21:02,090 - mmaction - INFO - Epoch [36][340/2640] lr: 1.000e-03, eta: 4:42:50, time: 0.412, data_time: 0.001, memory: 5694, top1_acc: 0.5086, top5_acc: 0.7820, loss_cls: 1.8870, loss: 1.8870, grad_norm: 7.5616 2021-08-17 09:21:10,373 - mmaction - INFO - Epoch [36][360/2640] lr: 1.000e-03, eta: 4:42:41, time: 0.414, data_time: 0.001, memory: 5694, top1_acc: 0.4828, top5_acc: 0.7859, loss_cls: 1.8944, loss: 1.8944, grad_norm: 7.5681 2021-08-17 09:21:18,615 - mmaction - INFO - Epoch [36][380/2640] lr: 1.000e-03, eta: 4:42:32, time: 0.412, data_time: 0.000, memory: 5694, top1_acc: 0.5047, top5_acc: 0.7711, loss_cls: 1.9382, loss: 1.9382, grad_norm: 7.7515 2021-08-17 09:21:26,808 - mmaction - INFO - Epoch [36][400/2640] lr: 1.000e-03, eta: 4:42:23, time: 0.410, data_time: 0.000, memory: 5694, top1_acc: 0.5125, top5_acc: 0.7695, loss_cls: 1.9569, loss: 1.9569, grad_norm: 7.9045 2021-08-17 09:21:35,013 - mmaction - INFO - Epoch [36][420/2640] lr: 1.000e-03, eta: 4:42:15, time: 0.410, data_time: 0.001, memory: 5694, top1_acc: 0.4852, top5_acc: 0.7758, loss_cls: 1.9241, loss: 1.9241, grad_norm: 7.6852 2021-08-17 09:21:43,184 - mmaction - INFO - Epoch [36][440/2640] lr: 1.000e-03, eta: 4:42:06, time: 0.409, data_time: 0.000, memory: 5694, top1_acc: 0.5062, top5_acc: 0.7930, loss_cls: 1.9078, loss: 1.9078, grad_norm: 7.8981 2021-08-17 09:21:51,369 - mmaction - INFO - Epoch [36][460/2640] lr: 1.000e-03, eta: 4:41:57, time: 0.409, data_time: 0.001, memory: 5694, top1_acc: 0.4898, top5_acc: 0.7773, loss_cls: 1.9690, loss: 1.9690, grad_norm: 7.8222 2021-08-17 09:21:59,564 - mmaction - INFO - Epoch [36][480/2640] lr: 1.000e-03, eta: 4:41:48, time: 0.410, data_time: 0.000, memory: 5694, top1_acc: 0.5055, top5_acc: 0.7758, loss_cls: 1.9226, loss: 1.9226, grad_norm: 7.6557 2021-08-17 09:22:07,748 - mmaction - INFO - Epoch [36][500/2640] lr: 1.000e-03, eta: 4:41:39, time: 0.409, data_time: 0.000, memory: 5694, top1_acc: 0.5094, top5_acc: 0.7906, loss_cls: 1.8632, loss: 1.8632, grad_norm: 7.5612 2021-08-17 09:22:15,948 - mmaction - INFO - Epoch [36][520/2640] lr: 1.000e-03, eta: 4:41:30, time: 0.409, data_time: 0.000, memory: 5694, top1_acc: 0.5078, top5_acc: 0.7758, loss_cls: 1.9517, loss: 1.9517, grad_norm: 7.8757 2021-08-17 09:22:24,110 - mmaction - INFO - Epoch [36][540/2640] lr: 1.000e-03, eta: 4:41:22, time: 0.409, data_time: 0.002, memory: 5694, top1_acc: 0.5016, top5_acc: 0.7820, loss_cls: 1.8982, loss: 1.8982, grad_norm: 7.6029 2021-08-17 09:22:32,256 - mmaction - INFO - Epoch [36][560/2640] lr: 1.000e-03, eta: 4:41:13, time: 0.407, data_time: 0.000, memory: 5694, top1_acc: 0.4828, top5_acc: 0.7734, loss_cls: 1.9756, loss: 1.9756, grad_norm: 7.8650 2021-08-17 09:22:40,468 - mmaction - INFO - Epoch [36][580/2640] lr: 1.000e-03, eta: 4:41:04, time: 0.411, data_time: 0.001, memory: 5694, top1_acc: 0.5141, top5_acc: 0.8047, loss_cls: 1.8403, loss: 1.8403, grad_norm: 7.6176 2021-08-17 09:22:48,651 - mmaction - INFO - Epoch [36][600/2640] lr: 1.000e-03, eta: 4:40:55, time: 0.409, data_time: 0.001, memory: 5694, top1_acc: 0.5125, top5_acc: 0.7883, loss_cls: 1.8625, loss: 1.8625, grad_norm: 7.5497 2021-08-17 09:22:56,829 - mmaction - INFO - Epoch [36][620/2640] lr: 1.000e-03, eta: 4:40:46, time: 0.409, data_time: 0.002, memory: 5694, top1_acc: 0.4922, top5_acc: 0.7656, loss_cls: 1.9664, loss: 1.9664, grad_norm: 7.7656 2021-08-17 09:23:05,062 - mmaction - INFO - Epoch [36][640/2640] lr: 1.000e-03, eta: 4:40:37, time: 0.412, data_time: 0.000, memory: 5694, top1_acc: 0.4633, top5_acc: 0.7633, loss_cls: 2.0494, loss: 2.0494, grad_norm: 8.2219 2021-08-17 09:23:13,235 - mmaction - INFO - Epoch [36][660/2640] lr: 1.000e-03, eta: 4:40:29, time: 0.409, data_time: 0.001, memory: 5694, top1_acc: 0.5141, top5_acc: 0.7578, loss_cls: 1.9733, loss: 1.9733, grad_norm: 7.5944 2021-08-17 09:23:21,421 - mmaction - INFO - Epoch [36][680/2640] lr: 1.000e-03, eta: 4:40:20, time: 0.409, data_time: 0.001, memory: 5694, top1_acc: 0.4789, top5_acc: 0.7727, loss_cls: 1.9507, loss: 1.9507, grad_norm: 7.7505 2021-08-17 09:23:29,608 - mmaction - INFO - Epoch [36][700/2640] lr: 1.000e-03, eta: 4:40:11, time: 0.410, data_time: 0.002, memory: 5694, top1_acc: 0.5016, top5_acc: 0.7953, loss_cls: 1.8966, loss: 1.8966, grad_norm: 7.5818 2021-08-17 09:23:37,808 - mmaction - INFO - Epoch [36][720/2640] lr: 1.000e-03, eta: 4:40:02, time: 0.410, data_time: 0.000, memory: 5694, top1_acc: 0.5070, top5_acc: 0.7914, loss_cls: 1.8760, loss: 1.8760, grad_norm: 7.4278 2021-08-17 09:23:45,998 - mmaction - INFO - Epoch [36][740/2640] lr: 1.000e-03, eta: 4:39:53, time: 0.409, data_time: 0.001, memory: 5694, top1_acc: 0.5109, top5_acc: 0.7992, loss_cls: 1.8295, loss: 1.8295, grad_norm: 7.6388 2021-08-17 09:23:54,217 - mmaction - INFO - Epoch [36][760/2640] lr: 1.000e-03, eta: 4:39:44, time: 0.411, data_time: 0.001, memory: 5694, top1_acc: 0.4875, top5_acc: 0.7656, loss_cls: 1.9864, loss: 1.9864, grad_norm: 8.0701 2021-08-17 09:24:02,468 - mmaction - INFO - Epoch [36][780/2640] lr: 1.000e-03, eta: 4:39:36, time: 0.413, data_time: 0.001, memory: 5694, top1_acc: 0.4922, top5_acc: 0.7766, loss_cls: 1.9298, loss: 1.9298, grad_norm: 7.9680 2021-08-17 09:24:10,689 - mmaction - INFO - Epoch [36][800/2640] lr: 1.000e-03, eta: 4:39:27, time: 0.411, data_time: 0.001, memory: 5694, top1_acc: 0.4773, top5_acc: 0.7641, loss_cls: 1.9638, loss: 1.9638, grad_norm: 7.7324 2021-08-17 09:24:18,989 - mmaction - INFO - Epoch [36][820/2640] lr: 1.000e-03, eta: 4:39:18, time: 0.415, data_time: 0.001, memory: 5694, top1_acc: 0.4977, top5_acc: 0.7867, loss_cls: 1.8923, loss: 1.8923, grad_norm: 7.8038 2021-08-17 09:24:27,247 - mmaction - INFO - Epoch [36][840/2640] lr: 1.000e-03, eta: 4:39:09, time: 0.413, data_time: 0.001, memory: 5694, top1_acc: 0.5281, top5_acc: 0.7898, loss_cls: 1.8559, loss: 1.8559, grad_norm: 7.5450 2021-08-17 09:24:35,472 - mmaction - INFO - Epoch [36][860/2640] lr: 1.000e-03, eta: 4:39:00, time: 0.411, data_time: 0.000, memory: 5694, top1_acc: 0.5039, top5_acc: 0.7703, loss_cls: 1.9079, loss: 1.9079, grad_norm: 7.7437 2021-08-17 09:24:43,708 - mmaction - INFO - Epoch [36][880/2640] lr: 1.000e-03, eta: 4:38:52, time: 0.412, data_time: 0.001, memory: 5694, top1_acc: 0.5164, top5_acc: 0.7836, loss_cls: 1.8812, loss: 1.8812, grad_norm: 7.6068 2021-08-17 09:24:51,977 - mmaction - INFO - Epoch [36][900/2640] lr: 1.000e-03, eta: 4:38:43, time: 0.413, data_time: 0.000, memory: 5694, top1_acc: 0.5094, top5_acc: 0.7805, loss_cls: 1.9177, loss: 1.9177, grad_norm: 7.7172 2021-08-17 09:25:00,210 - mmaction - INFO - Epoch [36][920/2640] lr: 1.000e-03, eta: 4:38:34, time: 0.412, data_time: 0.001, memory: 5694, top1_acc: 0.4977, top5_acc: 0.7680, loss_cls: 1.9132, loss: 1.9132, grad_norm: 7.6824 2021-08-17 09:25:08,423 - mmaction - INFO - Epoch [36][940/2640] lr: 1.000e-03, eta: 4:38:25, time: 0.410, data_time: 0.001, memory: 5694, top1_acc: 0.4883, top5_acc: 0.7719, loss_cls: 1.9867, loss: 1.9867, grad_norm: 8.0288 2021-08-17 09:25:16,626 - mmaction - INFO - Epoch [36][960/2640] lr: 1.000e-03, eta: 4:38:16, time: 0.410, data_time: 0.001, memory: 5694, top1_acc: 0.5164, top5_acc: 0.7836, loss_cls: 1.9042, loss: 1.9042, grad_norm: 7.7523 2021-08-17 09:25:24,852 - mmaction - INFO - Epoch [36][980/2640] lr: 1.000e-03, eta: 4:38:07, time: 0.411, data_time: 0.001, memory: 5694, top1_acc: 0.4789, top5_acc: 0.7789, loss_cls: 1.9371, loss: 1.9371, grad_norm: 7.8148 2021-08-17 09:25:33,087 - mmaction - INFO - Epoch [36][1000/2640] lr: 1.000e-03, eta: 4:37:59, time: 0.412, data_time: 0.000, memory: 5694, top1_acc: 0.5203, top5_acc: 0.7891, loss_cls: 1.8473, loss: 1.8473, grad_norm: 7.8278 2021-08-17 09:25:41,360 - mmaction - INFO - Epoch [36][1020/2640] lr: 1.000e-03, eta: 4:37:50, time: 0.414, data_time: 0.001, memory: 5694, top1_acc: 0.4961, top5_acc: 0.7844, loss_cls: 1.9133, loss: 1.9133, grad_norm: 7.6779 2021-08-17 09:25:49,562 - mmaction - INFO - Epoch [36][1040/2640] lr: 1.000e-03, eta: 4:37:41, time: 0.410, data_time: 0.000, memory: 5694, top1_acc: 0.4898, top5_acc: 0.7750, loss_cls: 1.9807, loss: 1.9807, grad_norm: 8.1542 2021-08-17 09:25:57,787 - mmaction - INFO - Epoch [36][1060/2640] lr: 1.000e-03, eta: 4:37:32, time: 0.411, data_time: 0.001, memory: 5694, top1_acc: 0.5000, top5_acc: 0.7875, loss_cls: 1.9063, loss: 1.9063, grad_norm: 7.7616 2021-08-17 09:26:06,001 - mmaction - INFO - Epoch [36][1080/2640] lr: 1.000e-03, eta: 4:37:23, time: 0.411, data_time: 0.000, memory: 5694, top1_acc: 0.4906, top5_acc: 0.7633, loss_cls: 1.9509, loss: 1.9509, grad_norm: 7.9180 2021-08-17 09:26:14,216 - mmaction - INFO - Epoch [36][1100/2640] lr: 1.000e-03, eta: 4:37:15, time: 0.411, data_time: 0.002, memory: 5694, top1_acc: 0.5141, top5_acc: 0.7953, loss_cls: 1.8782, loss: 1.8782, grad_norm: 7.8214 2021-08-17 09:26:22,415 - mmaction - INFO - Epoch [36][1120/2640] lr: 1.000e-03, eta: 4:37:06, time: 0.410, data_time: 0.001, memory: 5694, top1_acc: 0.4891, top5_acc: 0.7930, loss_cls: 1.8826, loss: 1.8826, grad_norm: 7.7957 2021-08-17 09:26:30,669 - mmaction - INFO - Epoch [36][1140/2640] lr: 1.000e-03, eta: 4:36:57, time: 0.413, data_time: 0.001, memory: 5694, top1_acc: 0.4930, top5_acc: 0.7859, loss_cls: 1.9526, loss: 1.9526, grad_norm: 7.9053 2021-08-17 09:26:38,852 - mmaction - INFO - Epoch [36][1160/2640] lr: 1.000e-03, eta: 4:36:48, time: 0.409, data_time: 0.000, memory: 5694, top1_acc: 0.5000, top5_acc: 0.7719, loss_cls: 1.9658, loss: 1.9658, grad_norm: 7.8582 2021-08-17 09:26:47,101 - mmaction - INFO - Epoch [36][1180/2640] lr: 1.000e-03, eta: 4:36:39, time: 0.413, data_time: 0.001, memory: 5694, top1_acc: 0.4922, top5_acc: 0.7766, loss_cls: 1.9649, loss: 1.9649, grad_norm: 7.6230 2021-08-17 09:26:55,294 - mmaction - INFO - Epoch [36][1200/2640] lr: 1.000e-03, eta: 4:36:30, time: 0.410, data_time: 0.000, memory: 5694, top1_acc: 0.5102, top5_acc: 0.7766, loss_cls: 1.8850, loss: 1.8850, grad_norm: 7.5721 2021-08-17 09:27:03,484 - mmaction - INFO - Epoch [36][1220/2640] lr: 1.000e-03, eta: 4:36:22, time: 0.409, data_time: 0.001, memory: 5694, top1_acc: 0.5086, top5_acc: 0.7812, loss_cls: 1.9031, loss: 1.9031, grad_norm: 8.0404 2021-08-17 09:27:11,671 - mmaction - INFO - Epoch [36][1240/2640] lr: 1.000e-03, eta: 4:36:13, time: 0.409, data_time: 0.001, memory: 5694, top1_acc: 0.4891, top5_acc: 0.7859, loss_cls: 1.9020, loss: 1.9020, grad_norm: 7.6961 2021-08-17 09:27:19,902 - mmaction - INFO - Epoch [36][1260/2640] lr: 1.000e-03, eta: 4:36:04, time: 0.411, data_time: 0.001, memory: 5694, top1_acc: 0.5039, top5_acc: 0.7734, loss_cls: 1.9064, loss: 1.9064, grad_norm: 7.9022 2021-08-17 09:27:28,087 - mmaction - INFO - Epoch [36][1280/2640] lr: 1.000e-03, eta: 4:35:55, time: 0.409, data_time: 0.000, memory: 5694, top1_acc: 0.5156, top5_acc: 0.7883, loss_cls: 1.8927, loss: 1.8927, grad_norm: 7.5936 2021-08-17 09:27:36,293 - mmaction - INFO - Epoch [36][1300/2640] lr: 1.000e-03, eta: 4:35:46, time: 0.410, data_time: 0.001, memory: 5694, top1_acc: 0.5031, top5_acc: 0.7742, loss_cls: 1.9050, loss: 1.9050, grad_norm: 7.5386 2021-08-17 09:27:44,481 - mmaction - INFO - Epoch [36][1320/2640] lr: 1.000e-03, eta: 4:35:38, time: 0.409, data_time: 0.001, memory: 5694, top1_acc: 0.4930, top5_acc: 0.7703, loss_cls: 1.9058, loss: 1.9058, grad_norm: 7.5664 2021-08-17 09:27:52,714 - mmaction - INFO - Epoch [36][1340/2640] lr: 1.000e-03, eta: 4:35:29, time: 0.412, data_time: 0.001, memory: 5694, top1_acc: 0.4938, top5_acc: 0.7805, loss_cls: 1.9243, loss: 1.9243, grad_norm: 7.9677 2021-08-17 09:28:00,947 - mmaction - INFO - Epoch [36][1360/2640] lr: 1.000e-03, eta: 4:35:20, time: 0.412, data_time: 0.000, memory: 5694, top1_acc: 0.4906, top5_acc: 0.7719, loss_cls: 1.9570, loss: 1.9570, grad_norm: 7.7360 2021-08-17 09:28:09,198 - mmaction - INFO - Epoch [36][1380/2640] lr: 1.000e-03, eta: 4:35:11, time: 0.412, data_time: 0.001, memory: 5694, top1_acc: 0.4930, top5_acc: 0.7742, loss_cls: 1.9152, loss: 1.9152, grad_norm: 7.5033 2021-08-17 09:28:17,466 - mmaction - INFO - Epoch [36][1400/2640] lr: 1.000e-03, eta: 4:35:02, time: 0.413, data_time: 0.001, memory: 5694, top1_acc: 0.4891, top5_acc: 0.7742, loss_cls: 1.9715, loss: 1.9715, grad_norm: 7.8684 2021-08-17 09:28:25,691 - mmaction - INFO - Epoch [36][1420/2640] lr: 1.000e-03, eta: 4:34:54, time: 0.411, data_time: 0.000, memory: 5694, top1_acc: 0.4930, top5_acc: 0.7844, loss_cls: 1.8920, loss: 1.8920, grad_norm: 7.8130 2021-08-17 09:28:33,951 - mmaction - INFO - Epoch [36][1440/2640] lr: 1.000e-03, eta: 4:34:45, time: 0.413, data_time: 0.000, memory: 5694, top1_acc: 0.5188, top5_acc: 0.7656, loss_cls: 1.9153, loss: 1.9153, grad_norm: 7.7244 2021-08-17 09:28:42,241 - mmaction - INFO - Epoch [36][1460/2640] lr: 1.000e-03, eta: 4:34:36, time: 0.415, data_time: 0.001, memory: 5694, top1_acc: 0.4883, top5_acc: 0.7844, loss_cls: 1.9321, loss: 1.9321, grad_norm: 7.8768 2021-08-17 09:28:50,483 - mmaction - INFO - Epoch [36][1480/2640] lr: 1.000e-03, eta: 4:34:27, time: 0.412, data_time: 0.000, memory: 5694, top1_acc: 0.5211, top5_acc: 0.8031, loss_cls: 1.8136, loss: 1.8136, grad_norm: 7.6667 2021-08-17 09:28:58,750 - mmaction - INFO - Epoch [36][1500/2640] lr: 1.000e-03, eta: 4:34:18, time: 0.413, data_time: 0.001, memory: 5694, top1_acc: 0.5164, top5_acc: 0.7789, loss_cls: 1.8708, loss: 1.8708, grad_norm: 7.7585 2021-08-17 09:29:06,982 - mmaction - INFO - Epoch [36][1520/2640] lr: 1.000e-03, eta: 4:34:10, time: 0.412, data_time: 0.000, memory: 5694, top1_acc: 0.4828, top5_acc: 0.7852, loss_cls: 1.9083, loss: 1.9083, grad_norm: 8.0200 2021-08-17 09:29:15,229 - mmaction - INFO - Epoch [36][1540/2640] lr: 1.000e-03, eta: 4:34:01, time: 0.412, data_time: 0.001, memory: 5694, top1_acc: 0.4820, top5_acc: 0.7711, loss_cls: 1.9639, loss: 1.9639, grad_norm: 7.9779 2021-08-17 09:29:23,455 - mmaction - INFO - Epoch [36][1560/2640] lr: 1.000e-03, eta: 4:33:52, time: 0.411, data_time: 0.000, memory: 5694, top1_acc: 0.4758, top5_acc: 0.7758, loss_cls: 2.0006, loss: 2.0006, grad_norm: 8.1955 2021-08-17 09:29:31,749 - mmaction - INFO - Epoch [36][1580/2640] lr: 1.000e-03, eta: 4:33:43, time: 0.414, data_time: 0.001, memory: 5694, top1_acc: 0.5320, top5_acc: 0.7883, loss_cls: 1.8287, loss: 1.8287, grad_norm: 7.7770 2021-08-17 09:29:39,989 - mmaction - INFO - Epoch [36][1600/2640] lr: 1.000e-03, eta: 4:33:34, time: 0.412, data_time: 0.001, memory: 5694, top1_acc: 0.5117, top5_acc: 0.7859, loss_cls: 1.8671, loss: 1.8671, grad_norm: 7.8427 2021-08-17 09:29:48,215 - mmaction - INFO - Epoch [36][1620/2640] lr: 1.000e-03, eta: 4:33:26, time: 0.411, data_time: 0.001, memory: 5694, top1_acc: 0.5094, top5_acc: 0.7812, loss_cls: 1.9076, loss: 1.9076, grad_norm: 7.7749 2021-08-17 09:29:56,421 - mmaction - INFO - Epoch [36][1640/2640] lr: 1.000e-03, eta: 4:33:17, time: 0.410, data_time: 0.001, memory: 5694, top1_acc: 0.5141, top5_acc: 0.7836, loss_cls: 1.8873, loss: 1.8873, grad_norm: 7.9760 2021-08-17 09:30:04,724 - mmaction - INFO - Epoch [36][1660/2640] lr: 1.000e-03, eta: 4:33:08, time: 0.415, data_time: 0.001, memory: 5694, top1_acc: 0.4961, top5_acc: 0.7797, loss_cls: 1.9570, loss: 1.9570, grad_norm: 8.0266 2021-08-17 09:30:12,967 - mmaction - INFO - Epoch [36][1680/2640] lr: 1.000e-03, eta: 4:32:59, time: 0.412, data_time: 0.000, memory: 5694, top1_acc: 0.5016, top5_acc: 0.7805, loss_cls: 1.8740, loss: 1.8740, grad_norm: 7.9100 2021-08-17 09:30:21,221 - mmaction - INFO - Epoch [36][1700/2640] lr: 1.000e-03, eta: 4:32:50, time: 0.413, data_time: 0.001, memory: 5694, top1_acc: 0.4680, top5_acc: 0.7594, loss_cls: 1.9876, loss: 1.9876, grad_norm: 8.1235 2021-08-17 09:30:29,491 - mmaction - INFO - Epoch [36][1720/2640] lr: 1.000e-03, eta: 4:32:42, time: 0.413, data_time: 0.000, memory: 5694, top1_acc: 0.5117, top5_acc: 0.7852, loss_cls: 1.8382, loss: 1.8382, grad_norm: 7.5981 2021-08-17 09:30:37,736 - mmaction - INFO - Epoch [36][1740/2640] lr: 1.000e-03, eta: 4:32:33, time: 0.412, data_time: 0.001, memory: 5694, top1_acc: 0.4828, top5_acc: 0.7688, loss_cls: 1.9642, loss: 1.9642, grad_norm: 8.0710 2021-08-17 09:30:45,939 - mmaction - INFO - Epoch [36][1760/2640] lr: 1.000e-03, eta: 4:32:24, time: 0.410, data_time: 0.001, memory: 5694, top1_acc: 0.5070, top5_acc: 0.7883, loss_cls: 1.8678, loss: 1.8678, grad_norm: 7.7579 2021-08-17 09:30:54,161 - mmaction - INFO - Epoch [36][1780/2640] lr: 1.000e-03, eta: 4:32:15, time: 0.411, data_time: 0.001, memory: 5694, top1_acc: 0.4727, top5_acc: 0.7688, loss_cls: 1.9597, loss: 1.9597, grad_norm: 7.7628 2021-08-17 09:31:02,387 - mmaction - INFO - Epoch [36][1800/2640] lr: 1.000e-03, eta: 4:32:06, time: 0.411, data_time: 0.001, memory: 5694, top1_acc: 0.5195, top5_acc: 0.7937, loss_cls: 1.8492, loss: 1.8492, grad_norm: 7.6203 2021-08-17 09:31:10,679 - mmaction - INFO - Epoch [36][1820/2640] lr: 1.000e-03, eta: 4:31:58, time: 0.414, data_time: 0.000, memory: 5694, top1_acc: 0.5000, top5_acc: 0.7805, loss_cls: 1.8759, loss: 1.8759, grad_norm: 8.0801 2021-08-17 09:31:18,895 - mmaction - INFO - Epoch [36][1840/2640] lr: 1.000e-03, eta: 4:31:49, time: 0.411, data_time: 0.001, memory: 5694, top1_acc: 0.4953, top5_acc: 0.7844, loss_cls: 1.9398, loss: 1.9398, grad_norm: 7.8355 2021-08-17 09:31:27,117 - mmaction - INFO - Epoch [36][1860/2640] lr: 1.000e-03, eta: 4:31:40, time: 0.411, data_time: 0.000, memory: 5694, top1_acc: 0.4766, top5_acc: 0.7586, loss_cls: 2.0051, loss: 2.0051, grad_norm: 8.1473 2021-08-17 09:31:35,315 - mmaction - INFO - Epoch [36][1880/2640] lr: 1.000e-03, eta: 4:31:31, time: 0.410, data_time: 0.001, memory: 5694, top1_acc: 0.5227, top5_acc: 0.7797, loss_cls: 1.8760, loss: 1.8760, grad_norm: 7.9215 2021-08-17 09:31:43,536 - mmaction - INFO - Epoch [36][1900/2640] lr: 1.000e-03, eta: 4:31:22, time: 0.411, data_time: 0.002, memory: 5694, top1_acc: 0.5047, top5_acc: 0.7875, loss_cls: 1.8762, loss: 1.8762, grad_norm: 8.0136 2021-08-17 09:31:51,738 - mmaction - INFO - Epoch [36][1920/2640] lr: 1.000e-03, eta: 4:31:14, time: 0.410, data_time: 0.001, memory: 5694, top1_acc: 0.5086, top5_acc: 0.7922, loss_cls: 1.8724, loss: 1.8724, grad_norm: 7.9167 2021-08-17 09:32:00,022 - mmaction - INFO - Epoch [36][1940/2640] lr: 1.000e-03, eta: 4:31:05, time: 0.414, data_time: 0.001, memory: 5694, top1_acc: 0.4914, top5_acc: 0.7828, loss_cls: 1.9034, loss: 1.9034, grad_norm: 8.1207 2021-08-17 09:32:08,203 - mmaction - INFO - Epoch [36][1960/2640] lr: 1.000e-03, eta: 4:30:56, time: 0.409, data_time: 0.001, memory: 5694, top1_acc: 0.4914, top5_acc: 0.7828, loss_cls: 1.9184, loss: 1.9184, grad_norm: 8.2062 2021-08-17 09:32:16,443 - mmaction - INFO - Epoch [36][1980/2640] lr: 1.000e-03, eta: 4:30:47, time: 0.412, data_time: 0.001, memory: 5694, top1_acc: 0.5062, top5_acc: 0.7828, loss_cls: 1.9155, loss: 1.9155, grad_norm: 8.0878 2021-08-17 09:32:24,629 - mmaction - INFO - Epoch [36][2000/2640] lr: 1.000e-03, eta: 4:30:38, time: 0.409, data_time: 0.000, memory: 5694, top1_acc: 0.4820, top5_acc: 0.7594, loss_cls: 2.0016, loss: 2.0016, grad_norm: 8.1191 2021-08-17 09:32:32,792 - mmaction - INFO - Epoch [36][2020/2640] lr: 1.000e-03, eta: 4:30:30, time: 0.408, data_time: 0.001, memory: 5694, top1_acc: 0.4953, top5_acc: 0.7719, loss_cls: 1.9226, loss: 1.9226, grad_norm: 7.9460 2021-08-17 09:32:40,942 - mmaction - INFO - Epoch [36][2040/2640] lr: 1.000e-03, eta: 4:30:21, time: 0.408, data_time: 0.001, memory: 5694, top1_acc: 0.4727, top5_acc: 0.7867, loss_cls: 1.9511, loss: 1.9511, grad_norm: 7.7522 2021-08-17 09:32:49,198 - mmaction - INFO - Epoch [36][2060/2640] lr: 1.000e-03, eta: 4:30:12, time: 0.413, data_time: 0.001, memory: 5694, top1_acc: 0.4789, top5_acc: 0.7602, loss_cls: 1.9415, loss: 1.9415, grad_norm: 7.7909 2021-08-17 09:32:57,344 - mmaction - INFO - Epoch [36][2080/2640] lr: 1.000e-03, eta: 4:30:03, time: 0.407, data_time: 0.000, memory: 5694, top1_acc: 0.4797, top5_acc: 0.7773, loss_cls: 1.9570, loss: 1.9570, grad_norm: 8.0264 2021-08-17 09:33:05,528 - mmaction - INFO - Epoch [36][2100/2640] lr: 1.000e-03, eta: 4:29:54, time: 0.409, data_time: 0.001, memory: 5694, top1_acc: 0.5016, top5_acc: 0.7883, loss_cls: 1.8846, loss: 1.8846, grad_norm: 7.7055 2021-08-17 09:33:13,725 - mmaction - INFO - Epoch [36][2120/2640] lr: 1.000e-03, eta: 4:29:45, time: 0.410, data_time: 0.001, memory: 5694, top1_acc: 0.4742, top5_acc: 0.7758, loss_cls: 1.9583, loss: 1.9583, grad_norm: 7.8707 2021-08-17 09:33:21,915 - mmaction - INFO - Epoch [36][2140/2640] lr: 1.000e-03, eta: 4:29:37, time: 0.410, data_time: 0.001, memory: 5694, top1_acc: 0.5164, top5_acc: 0.7930, loss_cls: 1.8331, loss: 1.8331, grad_norm: 7.9320 2021-08-17 09:33:30,125 - mmaction - INFO - Epoch [36][2160/2640] lr: 1.000e-03, eta: 4:29:28, time: 0.411, data_time: 0.001, memory: 5694, top1_acc: 0.4813, top5_acc: 0.7836, loss_cls: 1.8937, loss: 1.8937, grad_norm: 8.0084 2021-08-17 09:33:38,296 - mmaction - INFO - Epoch [36][2180/2640] lr: 1.000e-03, eta: 4:29:19, time: 0.408, data_time: 0.001, memory: 5694, top1_acc: 0.5078, top5_acc: 0.7883, loss_cls: 1.9124, loss: 1.9124, grad_norm: 7.7765 2021-08-17 09:33:46,494 - mmaction - INFO - Epoch [36][2200/2640] lr: 1.000e-03, eta: 4:29:10, time: 0.410, data_time: 0.001, memory: 5694, top1_acc: 0.4914, top5_acc: 0.7586, loss_cls: 2.0140, loss: 2.0140, grad_norm: 8.0254 2021-08-17 09:33:54,687 - mmaction - INFO - Epoch [36][2220/2640] lr: 1.000e-03, eta: 4:29:01, time: 0.410, data_time: 0.000, memory: 5694, top1_acc: 0.5000, top5_acc: 0.7836, loss_cls: 1.9239, loss: 1.9239, grad_norm: 7.9400 2021-08-17 09:34:02,888 - mmaction - INFO - Epoch [36][2240/2640] lr: 1.000e-03, eta: 4:28:53, time: 0.410, data_time: 0.001, memory: 5694, top1_acc: 0.4875, top5_acc: 0.7578, loss_cls: 2.0200, loss: 2.0200, grad_norm: 8.2211 2021-08-17 09:34:11,064 - mmaction - INFO - Epoch [36][2260/2640] lr: 1.000e-03, eta: 4:28:44, time: 0.409, data_time: 0.001, memory: 5694, top1_acc: 0.5047, top5_acc: 0.7742, loss_cls: 1.9523, loss: 1.9523, grad_norm: 7.9791 2021-08-17 09:34:19,264 - mmaction - INFO - Epoch [36][2280/2640] lr: 1.000e-03, eta: 4:28:35, time: 0.410, data_time: 0.001, memory: 5694, top1_acc: 0.5008, top5_acc: 0.7937, loss_cls: 1.9010, loss: 1.9010, grad_norm: 7.8894 2021-08-17 09:34:27,472 - mmaction - INFO - Epoch [36][2300/2640] lr: 1.000e-03, eta: 4:28:26, time: 0.410, data_time: 0.000, memory: 5694, top1_acc: 0.4844, top5_acc: 0.7703, loss_cls: 1.9411, loss: 1.9411, grad_norm: 7.8117 2021-08-17 09:34:35,673 - mmaction - INFO - Epoch [36][2320/2640] lr: 1.000e-03, eta: 4:28:17, time: 0.410, data_time: 0.001, memory: 5694, top1_acc: 0.4781, top5_acc: 0.7750, loss_cls: 1.9875, loss: 1.9875, grad_norm: 8.0367 2021-08-17 09:34:43,828 - mmaction - INFO - Epoch [36][2340/2640] lr: 1.000e-03, eta: 4:28:08, time: 0.408, data_time: 0.000, memory: 5694, top1_acc: 0.5031, top5_acc: 0.7719, loss_cls: 1.9349, loss: 1.9349, grad_norm: 7.9195 2021-08-17 09:34:52,033 - mmaction - INFO - Epoch [36][2360/2640] lr: 1.000e-03, eta: 4:28:00, time: 0.410, data_time: 0.001, memory: 5694, top1_acc: 0.4648, top5_acc: 0.7695, loss_cls: 1.9974, loss: 1.9974, grad_norm: 8.1081 2021-08-17 09:35:00,246 - mmaction - INFO - Epoch [36][2380/2640] lr: 1.000e-03, eta: 4:27:51, time: 0.410, data_time: 0.001, memory: 5694, top1_acc: 0.4961, top5_acc: 0.7859, loss_cls: 1.8989, loss: 1.8989, grad_norm: 7.9080 2021-08-17 09:35:08,388 - mmaction - INFO - Epoch [36][2400/2640] lr: 1.000e-03, eta: 4:27:42, time: 0.407, data_time: 0.001, memory: 5694, top1_acc: 0.4664, top5_acc: 0.7531, loss_cls: 2.0457, loss: 2.0457, grad_norm: 8.1133 2021-08-17 09:35:16,605 - mmaction - INFO - Epoch [36][2420/2640] lr: 1.000e-03, eta: 4:27:33, time: 0.411, data_time: 0.001, memory: 5694, top1_acc: 0.4930, top5_acc: 0.7586, loss_cls: 1.9964, loss: 1.9964, grad_norm: 7.9467 2021-08-17 09:35:24,764 - mmaction - INFO - Epoch [36][2440/2640] lr: 1.000e-03, eta: 4:27:24, time: 0.408, data_time: 0.000, memory: 5694, top1_acc: 0.4805, top5_acc: 0.7547, loss_cls: 2.0120, loss: 2.0120, grad_norm: 8.0671 2021-08-17 09:35:32,999 - mmaction - INFO - Epoch [36][2460/2640] lr: 1.000e-03, eta: 4:27:16, time: 0.412, data_time: 0.001, memory: 5694, top1_acc: 0.4992, top5_acc: 0.7820, loss_cls: 1.9647, loss: 1.9647, grad_norm: 8.0328 2021-08-17 09:35:41,161 - mmaction - INFO - Epoch [36][2480/2640] lr: 1.000e-03, eta: 4:27:07, time: 0.408, data_time: 0.000, memory: 5694, top1_acc: 0.4977, top5_acc: 0.7898, loss_cls: 1.9136, loss: 1.9136, grad_norm: 7.7883 2021-08-17 09:35:49,336 - mmaction - INFO - Epoch [36][2500/2640] lr: 1.000e-03, eta: 4:26:58, time: 0.409, data_time: 0.001, memory: 5694, top1_acc: 0.5008, top5_acc: 0.7859, loss_cls: 1.8977, loss: 1.8977, grad_norm: 7.9573 2021-08-17 09:35:57,520 - mmaction - INFO - Epoch [36][2520/2640] lr: 1.000e-03, eta: 4:26:49, time: 0.409, data_time: 0.000, memory: 5694, top1_acc: 0.4859, top5_acc: 0.7773, loss_cls: 1.9352, loss: 1.9352, grad_norm: 7.8715 2021-08-17 09:36:05,760 - mmaction - INFO - Epoch [36][2540/2640] lr: 1.000e-03, eta: 4:26:40, time: 0.412, data_time: 0.001, memory: 5694, top1_acc: 0.4961, top5_acc: 0.7812, loss_cls: 1.9151, loss: 1.9151, grad_norm: 7.9284 2021-08-17 09:36:13,964 - mmaction - INFO - Epoch [36][2560/2640] lr: 1.000e-03, eta: 4:26:32, time: 0.410, data_time: 0.001, memory: 5694, top1_acc: 0.5086, top5_acc: 0.7766, loss_cls: 1.9125, loss: 1.9125, grad_norm: 7.7714 2021-08-17 09:36:22,148 - mmaction - INFO - Epoch [36][2580/2640] lr: 1.000e-03, eta: 4:26:23, time: 0.409, data_time: 0.000, memory: 5694, top1_acc: 0.5055, top5_acc: 0.7711, loss_cls: 1.9342, loss: 1.9342, grad_norm: 7.6205 2021-08-17 09:36:30,327 - mmaction - INFO - Epoch [36][2600/2640] lr: 1.000e-03, eta: 4:26:14, time: 0.409, data_time: 0.000, memory: 5694, top1_acc: 0.4867, top5_acc: 0.7828, loss_cls: 1.9028, loss: 1.9028, grad_norm: 7.8587 2021-08-17 09:36:38,510 - mmaction - INFO - Epoch [36][2620/2640] lr: 1.000e-03, eta: 4:26:05, time: 0.409, data_time: 0.001, memory: 5694, top1_acc: 0.4742, top5_acc: 0.7617, loss_cls: 2.0471, loss: 2.0471, grad_norm: 8.1430 2021-08-17 09:36:46,462 - mmaction - INFO - Epoch [36][2640/2640] lr: 1.000e-03, eta: 4:25:56, time: 0.397, data_time: 0.001, memory: 5694, top1_acc: 0.4847, top5_acc: 0.7645, loss_cls: 2.0068, loss: 2.0068, grad_norm: 8.1557 2021-08-17 09:36:47,372 - mmaction - INFO - Saving checkpoint at 36 epochs 2021-08-17 09:37:26,870 - mmaction - INFO - Epoch [37][20/2640] lr: 1.000e-03, eta: 4:25:59, time: 1.958, data_time: 1.562, memory: 5694, top1_acc: 0.5117, top5_acc: 0.7992, loss_cls: 1.8418, loss: 1.8418, grad_norm: 7.6028 2021-08-17 09:37:34,815 - mmaction - INFO - Epoch [37][40/2640] lr: 1.000e-03, eta: 4:25:51, time: 0.397, data_time: 0.002, memory: 5694, top1_acc: 0.5102, top5_acc: 0.7812, loss_cls: 1.8982, loss: 1.8982, grad_norm: 7.6511 2021-08-17 09:37:42,835 - mmaction - INFO - Epoch [37][60/2640] lr: 1.000e-03, eta: 4:25:42, time: 0.401, data_time: 0.002, memory: 5694, top1_acc: 0.4961, top5_acc: 0.7852, loss_cls: 1.9098, loss: 1.9098, grad_norm: 7.9949 2021-08-17 09:37:50,871 - mmaction - INFO - Epoch [37][80/2640] lr: 1.000e-03, eta: 4:25:33, time: 0.402, data_time: 0.001, memory: 5694, top1_acc: 0.4945, top5_acc: 0.7836, loss_cls: 1.9416, loss: 1.9416, grad_norm: 8.2238 2021-08-17 09:37:58,964 - mmaction - INFO - Epoch [37][100/2640] lr: 1.000e-03, eta: 4:25:24, time: 0.404, data_time: 0.000, memory: 5694, top1_acc: 0.4977, top5_acc: 0.7711, loss_cls: 1.9135, loss: 1.9135, grad_norm: 8.0124 2021-08-17 09:38:07,176 - mmaction - INFO - Epoch [37][120/2640] lr: 1.000e-03, eta: 4:25:15, time: 0.411, data_time: 0.001, memory: 5694, top1_acc: 0.5109, top5_acc: 0.7781, loss_cls: 1.8410, loss: 1.8410, grad_norm: 7.6126 2021-08-17 09:38:15,456 - mmaction - INFO - Epoch [37][140/2640] lr: 1.000e-03, eta: 4:25:06, time: 0.414, data_time: 0.000, memory: 5694, top1_acc: 0.5039, top5_acc: 0.7906, loss_cls: 1.8657, loss: 1.8657, grad_norm: 7.8725 2021-08-17 09:38:23,773 - mmaction - INFO - Epoch [37][160/2640] lr: 1.000e-03, eta: 4:24:58, time: 0.416, data_time: 0.000, memory: 5694, top1_acc: 0.4875, top5_acc: 0.7859, loss_cls: 1.9225, loss: 1.9225, grad_norm: 8.1231 2021-08-17 09:38:32,086 - mmaction - INFO - Epoch [37][180/2640] lr: 1.000e-03, eta: 4:24:49, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.5031, top5_acc: 0.7812, loss_cls: 1.8996, loss: 1.8996, grad_norm: 8.0529 2021-08-17 09:38:40,410 - mmaction - INFO - Epoch [37][200/2640] lr: 1.000e-03, eta: 4:24:40, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.5047, top5_acc: 0.7836, loss_cls: 1.9126, loss: 1.9126, grad_norm: 7.9964 2021-08-17 09:38:48,709 - mmaction - INFO - Epoch [37][220/2640] lr: 1.000e-03, eta: 4:24:31, time: 0.415, data_time: 0.002, memory: 5694, top1_acc: 0.5039, top5_acc: 0.7859, loss_cls: 1.9094, loss: 1.9094, grad_norm: 7.9008 2021-08-17 09:38:57,028 - mmaction - INFO - Epoch [37][240/2640] lr: 1.000e-03, eta: 4:24:23, time: 0.416, data_time: 0.000, memory: 5694, top1_acc: 0.4938, top5_acc: 0.7867, loss_cls: 1.8945, loss: 1.8945, grad_norm: 7.6462 2021-08-17 09:39:05,301 - mmaction - INFO - Epoch [37][260/2640] lr: 1.000e-03, eta: 4:24:14, time: 0.414, data_time: 0.000, memory: 5694, top1_acc: 0.5039, top5_acc: 0.7820, loss_cls: 1.8778, loss: 1.8778, grad_norm: 7.7664 2021-08-17 09:39:13,586 - mmaction - INFO - Epoch [37][280/2640] lr: 1.000e-03, eta: 4:24:05, time: 0.414, data_time: 0.000, memory: 5694, top1_acc: 0.4945, top5_acc: 0.7672, loss_cls: 1.9619, loss: 1.9619, grad_norm: 7.9296 2021-08-17 09:39:21,864 - mmaction - INFO - Epoch [37][300/2640] lr: 1.000e-03, eta: 4:23:56, time: 0.414, data_time: 0.000, memory: 5694, top1_acc: 0.5016, top5_acc: 0.7820, loss_cls: 1.9120, loss: 1.9120, grad_norm: 8.0379 2021-08-17 09:39:30,085 - mmaction - INFO - Epoch [37][320/2640] lr: 1.000e-03, eta: 4:23:47, time: 0.411, data_time: 0.001, memory: 5694, top1_acc: 0.5000, top5_acc: 0.7867, loss_cls: 1.9046, loss: 1.9046, grad_norm: 7.9160 2021-08-17 09:39:38,354 - mmaction - INFO - Epoch [37][340/2640] lr: 1.000e-03, eta: 4:23:39, time: 0.413, data_time: 0.001, memory: 5694, top1_acc: 0.5117, top5_acc: 0.7922, loss_cls: 1.9075, loss: 1.9075, grad_norm: 7.9310 2021-08-17 09:39:46,624 - mmaction - INFO - Epoch [37][360/2640] lr: 1.000e-03, eta: 4:23:30, time: 0.414, data_time: 0.001, memory: 5694, top1_acc: 0.4992, top5_acc: 0.7773, loss_cls: 1.9227, loss: 1.9227, grad_norm: 8.0293 2021-08-17 09:39:54,821 - mmaction - INFO - Epoch [37][380/2640] lr: 1.000e-03, eta: 4:23:21, time: 0.410, data_time: 0.001, memory: 5694, top1_acc: 0.4758, top5_acc: 0.7547, loss_cls: 2.0199, loss: 2.0199, grad_norm: 8.3793 2021-08-17 09:40:03,019 - mmaction - INFO - Epoch [37][400/2640] lr: 1.000e-03, eta: 4:23:12, time: 0.410, data_time: 0.001, memory: 5694, top1_acc: 0.4961, top5_acc: 0.7602, loss_cls: 2.0000, loss: 2.0000, grad_norm: 7.7757 2021-08-17 09:40:11,246 - mmaction - INFO - Epoch [37][420/2640] lr: 1.000e-03, eta: 4:23:03, time: 0.411, data_time: 0.000, memory: 5694, top1_acc: 0.4664, top5_acc: 0.7688, loss_cls: 2.0072, loss: 2.0072, grad_norm: 8.4539 2021-08-17 09:40:19,459 - mmaction - INFO - Epoch [37][440/2640] lr: 1.000e-03, eta: 4:22:55, time: 0.411, data_time: 0.000, memory: 5694, top1_acc: 0.4828, top5_acc: 0.7859, loss_cls: 1.9304, loss: 1.9304, grad_norm: 7.9784 2021-08-17 09:40:27,699 - mmaction - INFO - Epoch [37][460/2640] lr: 1.000e-03, eta: 4:22:46, time: 0.412, data_time: 0.001, memory: 5694, top1_acc: 0.5336, top5_acc: 0.7891, loss_cls: 1.8342, loss: 1.8342, grad_norm: 7.5628 2021-08-17 09:40:35,934 - mmaction - INFO - Epoch [37][480/2640] lr: 1.000e-03, eta: 4:22:37, time: 0.412, data_time: 0.001, memory: 5694, top1_acc: 0.4977, top5_acc: 0.7898, loss_cls: 1.9039, loss: 1.9039, grad_norm: 7.9508 2021-08-17 09:40:44,201 - mmaction - INFO - Epoch [37][500/2640] lr: 1.000e-03, eta: 4:22:28, time: 0.413, data_time: 0.001, memory: 5694, top1_acc: 0.5070, top5_acc: 0.7750, loss_cls: 1.9196, loss: 1.9196, grad_norm: 7.8968 2021-08-17 09:40:52,434 - mmaction - INFO - Epoch [37][520/2640] lr: 1.000e-03, eta: 4:22:19, time: 0.411, data_time: 0.001, memory: 5694, top1_acc: 0.5094, top5_acc: 0.7766, loss_cls: 1.9061, loss: 1.9061, grad_norm: 7.9517 2021-08-17 09:41:00,648 - mmaction - INFO - Epoch [37][540/2640] lr: 1.000e-03, eta: 4:22:11, time: 0.411, data_time: 0.001, memory: 5694, top1_acc: 0.5086, top5_acc: 0.7844, loss_cls: 1.9082, loss: 1.9082, grad_norm: 8.0954 2021-08-17 09:41:08,915 - mmaction - INFO - Epoch [37][560/2640] lr: 1.000e-03, eta: 4:22:02, time: 0.413, data_time: 0.000, memory: 5694, top1_acc: 0.5078, top5_acc: 0.7836, loss_cls: 1.8904, loss: 1.8904, grad_norm: 7.8118 2021-08-17 09:41:17,098 - mmaction - INFO - Epoch [37][580/2640] lr: 1.000e-03, eta: 4:21:53, time: 0.409, data_time: 0.000, memory: 5694, top1_acc: 0.5047, top5_acc: 0.7766, loss_cls: 1.8844, loss: 1.8844, grad_norm: 8.1239 2021-08-17 09:41:25,300 - mmaction - INFO - Epoch [37][600/2640] lr: 1.000e-03, eta: 4:21:44, time: 0.410, data_time: 0.001, memory: 5694, top1_acc: 0.4820, top5_acc: 0.7648, loss_cls: 1.9848, loss: 1.9848, grad_norm: 7.9887 2021-08-17 09:41:33,491 - mmaction - INFO - Epoch [37][620/2640] lr: 1.000e-03, eta: 4:21:35, time: 0.410, data_time: 0.001, memory: 5694, top1_acc: 0.5125, top5_acc: 0.7914, loss_cls: 1.8602, loss: 1.8602, grad_norm: 7.8568 2021-08-17 09:41:41,689 - mmaction - INFO - Epoch [37][640/2640] lr: 1.000e-03, eta: 4:21:27, time: 0.410, data_time: 0.001, memory: 5694, top1_acc: 0.5133, top5_acc: 0.8008, loss_cls: 1.8234, loss: 1.8234, grad_norm: 7.6233 2021-08-17 09:41:49,906 - mmaction - INFO - Epoch [37][660/2640] lr: 1.000e-03, eta: 4:21:18, time: 0.411, data_time: 0.001, memory: 5694, top1_acc: 0.4883, top5_acc: 0.7742, loss_cls: 1.9462, loss: 1.9462, grad_norm: 8.0105 2021-08-17 09:41:58,095 - mmaction - INFO - Epoch [37][680/2640] lr: 1.000e-03, eta: 4:21:09, time: 0.409, data_time: 0.000, memory: 5694, top1_acc: 0.5117, top5_acc: 0.7883, loss_cls: 1.8475, loss: 1.8475, grad_norm: 7.7733 2021-08-17 09:42:06,329 - mmaction - INFO - Epoch [37][700/2640] lr: 1.000e-03, eta: 4:21:00, time: 0.413, data_time: 0.002, memory: 5694, top1_acc: 0.4922, top5_acc: 0.8000, loss_cls: 1.8687, loss: 1.8687, grad_norm: 7.8023 2021-08-17 09:42:14,524 - mmaction - INFO - Epoch [37][720/2640] lr: 1.000e-03, eta: 4:20:51, time: 0.410, data_time: 0.000, memory: 5694, top1_acc: 0.4953, top5_acc: 0.7805, loss_cls: 1.9281, loss: 1.9281, grad_norm: 7.7986 2021-08-17 09:42:22,711 - mmaction - INFO - Epoch [37][740/2640] lr: 1.000e-03, eta: 4:20:43, time: 0.409, data_time: 0.001, memory: 5694, top1_acc: 0.5094, top5_acc: 0.7945, loss_cls: 1.8335, loss: 1.8335, grad_norm: 7.7112 2021-08-17 09:42:30,919 - mmaction - INFO - Epoch [37][760/2640] lr: 1.000e-03, eta: 4:20:34, time: 0.410, data_time: 0.001, memory: 5694, top1_acc: 0.5023, top5_acc: 0.7805, loss_cls: 1.9128, loss: 1.9128, grad_norm: 8.0535 2021-08-17 09:42:39,163 - mmaction - INFO - Epoch [37][780/2640] lr: 1.000e-03, eta: 4:20:25, time: 0.412, data_time: 0.001, memory: 5694, top1_acc: 0.4906, top5_acc: 0.7672, loss_cls: 1.9385, loss: 1.9385, grad_norm: 8.0976 2021-08-17 09:42:47,428 - mmaction - INFO - Epoch [37][800/2640] lr: 1.000e-03, eta: 4:20:16, time: 0.413, data_time: 0.001, memory: 5694, top1_acc: 0.4875, top5_acc: 0.7906, loss_cls: 1.8835, loss: 1.8835, grad_norm: 7.7897 2021-08-17 09:42:55,664 - mmaction - INFO - Epoch [37][820/2640] lr: 1.000e-03, eta: 4:20:07, time: 0.412, data_time: 0.000, memory: 5694, top1_acc: 0.5172, top5_acc: 0.7602, loss_cls: 1.9790, loss: 1.9790, grad_norm: 8.0589 2021-08-17 09:43:03,943 - mmaction - INFO - Epoch [37][840/2640] lr: 1.000e-03, eta: 4:19:59, time: 0.414, data_time: 0.001, memory: 5694, top1_acc: 0.4914, top5_acc: 0.7711, loss_cls: 1.9555, loss: 1.9555, grad_norm: 7.8784 2021-08-17 09:43:12,200 - mmaction - INFO - Epoch [37][860/2640] lr: 1.000e-03, eta: 4:19:50, time: 0.413, data_time: 0.001, memory: 5694, top1_acc: 0.4992, top5_acc: 0.7727, loss_cls: 1.9664, loss: 1.9664, grad_norm: 7.8846 2021-08-17 09:43:20,477 - mmaction - INFO - Epoch [37][880/2640] lr: 1.000e-03, eta: 4:19:41, time: 0.414, data_time: 0.001, memory: 5694, top1_acc: 0.5359, top5_acc: 0.7914, loss_cls: 1.8514, loss: 1.8514, grad_norm: 7.8891 2021-08-17 09:43:28,799 - mmaction - INFO - Epoch [37][900/2640] lr: 1.000e-03, eta: 4:19:32, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.4891, top5_acc: 0.7672, loss_cls: 1.9558, loss: 1.9558, grad_norm: 7.9885 2021-08-17 09:43:37,083 - mmaction - INFO - Epoch [37][920/2640] lr: 1.000e-03, eta: 4:19:24, time: 0.414, data_time: 0.001, memory: 5694, top1_acc: 0.4891, top5_acc: 0.7805, loss_cls: 1.9498, loss: 1.9498, grad_norm: 7.8121 2021-08-17 09:43:45,359 - mmaction - INFO - Epoch [37][940/2640] lr: 1.000e-03, eta: 4:19:15, time: 0.414, data_time: 0.000, memory: 5694, top1_acc: 0.5195, top5_acc: 0.7953, loss_cls: 1.8740, loss: 1.8740, grad_norm: 8.0306 2021-08-17 09:43:53,659 - mmaction - INFO - Epoch [37][960/2640] lr: 1.000e-03, eta: 4:19:06, time: 0.415, data_time: 0.001, memory: 5694, top1_acc: 0.4945, top5_acc: 0.7859, loss_cls: 1.9004, loss: 1.9004, grad_norm: 7.9272 2021-08-17 09:44:01,997 - mmaction - INFO - Epoch [37][980/2640] lr: 1.000e-03, eta: 4:18:57, time: 0.417, data_time: 0.000, memory: 5694, top1_acc: 0.4914, top5_acc: 0.7758, loss_cls: 1.8908, loss: 1.8908, grad_norm: 7.8096 2021-08-17 09:44:10,306 - mmaction - INFO - Epoch [37][1000/2640] lr: 1.000e-03, eta: 4:18:49, time: 0.415, data_time: 0.001, memory: 5694, top1_acc: 0.5102, top5_acc: 0.7930, loss_cls: 1.8582, loss: 1.8582, grad_norm: 7.6826 2021-08-17 09:44:18,568 - mmaction - INFO - Epoch [37][1020/2640] lr: 1.000e-03, eta: 4:18:40, time: 0.413, data_time: 0.000, memory: 5694, top1_acc: 0.5039, top5_acc: 0.7586, loss_cls: 1.9893, loss: 1.9893, grad_norm: 8.4334 2021-08-17 09:44:26,889 - mmaction - INFO - Epoch [37][1040/2640] lr: 1.000e-03, eta: 4:18:31, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.5242, top5_acc: 0.7750, loss_cls: 1.8865, loss: 1.8865, grad_norm: 7.8644 2021-08-17 09:44:35,149 - mmaction - INFO - Epoch [37][1060/2640] lr: 1.000e-03, eta: 4:18:22, time: 0.413, data_time: 0.000, memory: 5694, top1_acc: 0.4859, top5_acc: 0.7703, loss_cls: 1.9505, loss: 1.9505, grad_norm: 8.1737 2021-08-17 09:44:43,456 - mmaction - INFO - Epoch [37][1080/2640] lr: 1.000e-03, eta: 4:18:14, time: 0.415, data_time: 0.001, memory: 5694, top1_acc: 0.5070, top5_acc: 0.7898, loss_cls: 1.8756, loss: 1.8756, grad_norm: 8.1651 2021-08-17 09:44:51,737 - mmaction - INFO - Epoch [37][1100/2640] lr: 1.000e-03, eta: 4:18:05, time: 0.414, data_time: 0.000, memory: 5694, top1_acc: 0.4578, top5_acc: 0.7758, loss_cls: 1.9738, loss: 1.9738, grad_norm: 8.2244 2021-08-17 09:45:00,023 - mmaction - INFO - Epoch [37][1120/2640] lr: 1.000e-03, eta: 4:17:56, time: 0.414, data_time: 0.001, memory: 5694, top1_acc: 0.5031, top5_acc: 0.7844, loss_cls: 1.8946, loss: 1.8946, grad_norm: 7.9170 2021-08-17 09:45:08,311 - mmaction - INFO - Epoch [37][1140/2640] lr: 1.000e-03, eta: 4:17:47, time: 0.414, data_time: 0.001, memory: 5694, top1_acc: 0.4844, top5_acc: 0.7836, loss_cls: 1.9314, loss: 1.9314, grad_norm: 7.9435 2021-08-17 09:45:16,580 - mmaction - INFO - Epoch [37][1160/2640] lr: 1.000e-03, eta: 4:17:38, time: 0.413, data_time: 0.000, memory: 5694, top1_acc: 0.4953, top5_acc: 0.7820, loss_cls: 1.9381, loss: 1.9381, grad_norm: 7.9721 2021-08-17 09:45:24,842 - mmaction - INFO - Epoch [37][1180/2640] lr: 1.000e-03, eta: 4:17:30, time: 0.413, data_time: 0.001, memory: 5694, top1_acc: 0.4805, top5_acc: 0.7555, loss_cls: 1.9757, loss: 1.9757, grad_norm: 8.1488 2021-08-17 09:45:33,109 - mmaction - INFO - Epoch [37][1200/2640] lr: 1.000e-03, eta: 4:17:21, time: 0.413, data_time: 0.001, memory: 5694, top1_acc: 0.4938, top5_acc: 0.7805, loss_cls: 1.9365, loss: 1.9365, grad_norm: 7.8262 2021-08-17 09:45:41,358 - mmaction - INFO - Epoch [37][1220/2640] lr: 1.000e-03, eta: 4:17:12, time: 0.412, data_time: 0.001, memory: 5694, top1_acc: 0.5203, top5_acc: 0.7664, loss_cls: 1.8989, loss: 1.8989, grad_norm: 8.1768 2021-08-17 09:45:49,631 - mmaction - INFO - Epoch [37][1240/2640] lr: 1.000e-03, eta: 4:17:03, time: 0.414, data_time: 0.001, memory: 5694, top1_acc: 0.5047, top5_acc: 0.7844, loss_cls: 1.8933, loss: 1.8933, grad_norm: 8.1339 2021-08-17 09:45:57,877 - mmaction - INFO - Epoch [37][1260/2640] lr: 1.000e-03, eta: 4:16:55, time: 0.412, data_time: 0.000, memory: 5694, top1_acc: 0.4891, top5_acc: 0.7711, loss_cls: 1.9492, loss: 1.9492, grad_norm: 8.2265 2021-08-17 09:46:06,135 - mmaction - INFO - Epoch [37][1280/2640] lr: 1.000e-03, eta: 4:16:46, time: 0.413, data_time: 0.002, memory: 5694, top1_acc: 0.5203, top5_acc: 0.8023, loss_cls: 1.8066, loss: 1.8066, grad_norm: 7.4821 2021-08-17 09:46:14,353 - mmaction - INFO - Epoch [37][1300/2640] lr: 1.000e-03, eta: 4:16:37, time: 0.411, data_time: 0.000, memory: 5694, top1_acc: 0.5195, top5_acc: 0.7914, loss_cls: 1.8270, loss: 1.8270, grad_norm: 7.7639 2021-08-17 09:46:22,620 - mmaction - INFO - Epoch [37][1320/2640] lr: 1.000e-03, eta: 4:16:28, time: 0.413, data_time: 0.001, memory: 5694, top1_acc: 0.5023, top5_acc: 0.7836, loss_cls: 1.9205, loss: 1.9205, grad_norm: 7.9485 2021-08-17 09:46:30,851 - mmaction - INFO - Epoch [37][1340/2640] lr: 1.000e-03, eta: 4:16:19, time: 0.412, data_time: 0.000, memory: 5694, top1_acc: 0.5070, top5_acc: 0.7672, loss_cls: 1.9139, loss: 1.9139, grad_norm: 8.4950 2021-08-17 09:46:39,112 - mmaction - INFO - Epoch [37][1360/2640] lr: 1.000e-03, eta: 4:16:11, time: 0.413, data_time: 0.001, memory: 5694, top1_acc: 0.4805, top5_acc: 0.7734, loss_cls: 1.9032, loss: 1.9032, grad_norm: 7.6998 2021-08-17 09:46:47,337 - mmaction - INFO - Epoch [37][1380/2640] lr: 1.000e-03, eta: 4:16:02, time: 0.411, data_time: 0.000, memory: 5694, top1_acc: 0.4914, top5_acc: 0.7914, loss_cls: 1.8918, loss: 1.8918, grad_norm: 8.1401 2021-08-17 09:46:55,566 - mmaction - INFO - Epoch [37][1400/2640] lr: 1.000e-03, eta: 4:15:53, time: 0.411, data_time: 0.001, memory: 5694, top1_acc: 0.4953, top5_acc: 0.7828, loss_cls: 1.8817, loss: 1.8817, grad_norm: 8.0883 2021-08-17 09:47:03,820 - mmaction - INFO - Epoch [37][1420/2640] lr: 1.000e-03, eta: 4:15:44, time: 0.413, data_time: 0.000, memory: 5694, top1_acc: 0.5164, top5_acc: 0.7883, loss_cls: 1.9051, loss: 1.9051, grad_norm: 8.0972 2021-08-17 09:47:12,022 - mmaction - INFO - Epoch [37][1440/2640] lr: 1.000e-03, eta: 4:15:36, time: 0.410, data_time: 0.000, memory: 5694, top1_acc: 0.4938, top5_acc: 0.7820, loss_cls: 1.8922, loss: 1.8922, grad_norm: 8.3000 2021-08-17 09:47:20,267 - mmaction - INFO - Epoch [37][1460/2640] lr: 1.000e-03, eta: 4:15:27, time: 0.413, data_time: 0.001, memory: 5694, top1_acc: 0.5000, top5_acc: 0.7734, loss_cls: 1.9407, loss: 1.9407, grad_norm: 8.0147 2021-08-17 09:47:28,482 - mmaction - INFO - Epoch [37][1480/2640] lr: 1.000e-03, eta: 4:15:18, time: 0.411, data_time: 0.000, memory: 5694, top1_acc: 0.4984, top5_acc: 0.7844, loss_cls: 1.8727, loss: 1.8727, grad_norm: 7.9482 2021-08-17 09:47:36,682 - mmaction - INFO - Epoch [37][1500/2640] lr: 1.000e-03, eta: 4:15:09, time: 0.410, data_time: 0.001, memory: 5694, top1_acc: 0.5156, top5_acc: 0.7828, loss_cls: 1.8626, loss: 1.8626, grad_norm: 7.9695 2021-08-17 09:47:44,923 - mmaction - INFO - Epoch [37][1520/2640] lr: 1.000e-03, eta: 4:15:00, time: 0.412, data_time: 0.001, memory: 5694, top1_acc: 0.4719, top5_acc: 0.7766, loss_cls: 1.9905, loss: 1.9905, grad_norm: 8.0928 2021-08-17 09:47:53,116 - mmaction - INFO - Epoch [37][1540/2640] lr: 1.000e-03, eta: 4:14:52, time: 0.410, data_time: 0.000, memory: 5694, top1_acc: 0.4805, top5_acc: 0.7766, loss_cls: 1.9740, loss: 1.9740, grad_norm: 8.2406 2021-08-17 09:48:01,330 - mmaction - INFO - Epoch [37][1560/2640] lr: 1.000e-03, eta: 4:14:43, time: 0.411, data_time: 0.001, memory: 5694, top1_acc: 0.5188, top5_acc: 0.7953, loss_cls: 1.8364, loss: 1.8364, grad_norm: 7.7978 2021-08-17 09:48:09,508 - mmaction - INFO - Epoch [37][1580/2640] lr: 1.000e-03, eta: 4:14:34, time: 0.409, data_time: 0.000, memory: 5694, top1_acc: 0.5195, top5_acc: 0.7937, loss_cls: 1.8452, loss: 1.8452, grad_norm: 7.8818 2021-08-17 09:48:17,702 - mmaction - INFO - Epoch [37][1600/2640] lr: 1.000e-03, eta: 4:14:25, time: 0.410, data_time: 0.001, memory: 5694, top1_acc: 0.5297, top5_acc: 0.7828, loss_cls: 1.8274, loss: 1.8274, grad_norm: 7.7436 2021-08-17 09:48:25,888 - mmaction - INFO - Epoch [37][1620/2640] lr: 1.000e-03, eta: 4:14:16, time: 0.409, data_time: 0.001, memory: 5694, top1_acc: 0.5070, top5_acc: 0.7867, loss_cls: 1.8532, loss: 1.8532, grad_norm: 7.9560 2021-08-17 09:48:34,086 - mmaction - INFO - Epoch [37][1640/2640] lr: 1.000e-03, eta: 4:14:08, time: 0.410, data_time: 0.001, memory: 5694, top1_acc: 0.5039, top5_acc: 0.7648, loss_cls: 1.8911, loss: 1.8911, grad_norm: 8.0809 2021-08-17 09:48:42,264 - mmaction - INFO - Epoch [37][1660/2640] lr: 1.000e-03, eta: 4:13:59, time: 0.409, data_time: 0.001, memory: 5694, top1_acc: 0.5344, top5_acc: 0.8055, loss_cls: 1.7764, loss: 1.7764, grad_norm: 7.9286 2021-08-17 09:48:50,450 - mmaction - INFO - Epoch [37][1680/2640] lr: 1.000e-03, eta: 4:13:50, time: 0.409, data_time: 0.002, memory: 5694, top1_acc: 0.4867, top5_acc: 0.7641, loss_cls: 2.0055, loss: 2.0055, grad_norm: 7.9576 2021-08-17 09:48:58,648 - mmaction - INFO - Epoch [37][1700/2640] lr: 1.000e-03, eta: 4:13:41, time: 0.410, data_time: 0.000, memory: 5694, top1_acc: 0.4820, top5_acc: 0.7672, loss_cls: 1.9697, loss: 1.9697, grad_norm: 8.1848 2021-08-17 09:49:06,843 - mmaction - INFO - Epoch [37][1720/2640] lr: 1.000e-03, eta: 4:13:32, time: 0.410, data_time: 0.001, memory: 5694, top1_acc: 0.4898, top5_acc: 0.7656, loss_cls: 1.9572, loss: 1.9572, grad_norm: 8.0632 2021-08-17 09:49:15,021 - mmaction - INFO - Epoch [37][1740/2640] lr: 1.000e-03, eta: 4:13:24, time: 0.409, data_time: 0.000, memory: 5694, top1_acc: 0.4906, top5_acc: 0.7797, loss_cls: 1.9189, loss: 1.9189, grad_norm: 8.0712 2021-08-17 09:49:23,226 - mmaction - INFO - Epoch [37][1760/2640] lr: 1.000e-03, eta: 4:13:15, time: 0.410, data_time: 0.002, memory: 5694, top1_acc: 0.4875, top5_acc: 0.7883, loss_cls: 1.8967, loss: 1.8967, grad_norm: 7.9689 2021-08-17 09:49:31,406 - mmaction - INFO - Epoch [37][1780/2640] lr: 1.000e-03, eta: 4:13:06, time: 0.409, data_time: 0.001, memory: 5694, top1_acc: 0.4578, top5_acc: 0.7672, loss_cls: 2.0190, loss: 2.0190, grad_norm: 8.2398 2021-08-17 09:49:39,611 - mmaction - INFO - Epoch [37][1800/2640] lr: 1.000e-03, eta: 4:12:57, time: 0.410, data_time: 0.002, memory: 5694, top1_acc: 0.5070, top5_acc: 0.8000, loss_cls: 1.8603, loss: 1.8603, grad_norm: 7.8259 2021-08-17 09:49:47,805 - mmaction - INFO - Epoch [37][1820/2640] lr: 1.000e-03, eta: 4:12:48, time: 0.410, data_time: 0.001, memory: 5694, top1_acc: 0.4891, top5_acc: 0.7750, loss_cls: 1.9679, loss: 1.9679, grad_norm: 8.4134 2021-08-17 09:49:56,084 - mmaction - INFO - Epoch [37][1840/2640] lr: 1.000e-03, eta: 4:12:40, time: 0.414, data_time: 0.001, memory: 5694, top1_acc: 0.4789, top5_acc: 0.7688, loss_cls: 1.9859, loss: 1.9859, grad_norm: 8.2962 2021-08-17 09:50:04,335 - mmaction - INFO - Epoch [37][1860/2640] lr: 1.000e-03, eta: 4:12:31, time: 0.413, data_time: 0.000, memory: 5694, top1_acc: 0.4953, top5_acc: 0.7773, loss_cls: 1.9620, loss: 1.9620, grad_norm: 8.0356 2021-08-17 09:50:12,531 - mmaction - INFO - Epoch [37][1880/2640] lr: 1.000e-03, eta: 4:12:22, time: 0.410, data_time: 0.001, memory: 5694, top1_acc: 0.5047, top5_acc: 0.7875, loss_cls: 1.8679, loss: 1.8679, grad_norm: 7.6962 2021-08-17 09:50:20,787 - mmaction - INFO - Epoch [37][1900/2640] lr: 1.000e-03, eta: 4:12:13, time: 0.413, data_time: 0.000, memory: 5694, top1_acc: 0.5055, top5_acc: 0.7828, loss_cls: 1.8662, loss: 1.8662, grad_norm: 8.1268 2021-08-17 09:50:29,050 - mmaction - INFO - Epoch [37][1920/2640] lr: 1.000e-03, eta: 4:12:05, time: 0.413, data_time: 0.002, memory: 5694, top1_acc: 0.4867, top5_acc: 0.7828, loss_cls: 1.9209, loss: 1.9209, grad_norm: 8.1813 2021-08-17 09:50:37,296 - mmaction - INFO - Epoch [37][1940/2640] lr: 1.000e-03, eta: 4:11:56, time: 0.412, data_time: 0.001, memory: 5694, top1_acc: 0.5109, top5_acc: 0.7773, loss_cls: 1.8772, loss: 1.8772, grad_norm: 7.9402 2021-08-17 09:50:45,570 - mmaction - INFO - Epoch [37][1960/2640] lr: 1.000e-03, eta: 4:11:47, time: 0.414, data_time: 0.002, memory: 5694, top1_acc: 0.4867, top5_acc: 0.7883, loss_cls: 1.8524, loss: 1.8524, grad_norm: 8.1123 2021-08-17 09:50:53,844 - mmaction - INFO - Epoch [37][1980/2640] lr: 1.000e-03, eta: 4:11:38, time: 0.414, data_time: 0.001, memory: 5694, top1_acc: 0.4844, top5_acc: 0.7844, loss_cls: 1.9415, loss: 1.9415, grad_norm: 8.0880 2021-08-17 09:51:02,096 - mmaction - INFO - Epoch [37][2000/2640] lr: 1.000e-03, eta: 4:11:30, time: 0.413, data_time: 0.001, memory: 5694, top1_acc: 0.5141, top5_acc: 0.7945, loss_cls: 1.8573, loss: 1.8573, grad_norm: 7.8471 2021-08-17 09:51:10,351 - mmaction - INFO - Epoch [37][2020/2640] lr: 1.000e-03, eta: 4:11:21, time: 0.413, data_time: 0.000, memory: 5694, top1_acc: 0.5016, top5_acc: 0.7867, loss_cls: 1.8656, loss: 1.8656, grad_norm: 7.9021 2021-08-17 09:51:18,626 - mmaction - INFO - Epoch [37][2040/2640] lr: 1.000e-03, eta: 4:11:12, time: 0.414, data_time: 0.002, memory: 5694, top1_acc: 0.4945, top5_acc: 0.7852, loss_cls: 1.8856, loss: 1.8856, grad_norm: 8.0808 2021-08-17 09:51:26,877 - mmaction - INFO - Epoch [37][2060/2640] lr: 1.000e-03, eta: 4:11:03, time: 0.413, data_time: 0.001, memory: 5694, top1_acc: 0.5031, top5_acc: 0.7898, loss_cls: 1.8717, loss: 1.8717, grad_norm: 7.9039 2021-08-17 09:51:35,140 - mmaction - INFO - Epoch [37][2080/2640] lr: 1.000e-03, eta: 4:10:54, time: 0.413, data_time: 0.002, memory: 5694, top1_acc: 0.4695, top5_acc: 0.7844, loss_cls: 1.9434, loss: 1.9434, grad_norm: 8.1677 2021-08-17 09:51:43,399 - mmaction - INFO - Epoch [37][2100/2640] lr: 1.000e-03, eta: 4:10:46, time: 0.413, data_time: 0.001, memory: 5694, top1_acc: 0.5109, top5_acc: 0.7875, loss_cls: 1.8886, loss: 1.8886, grad_norm: 8.0924 2021-08-17 09:51:51,646 - mmaction - INFO - Epoch [37][2120/2640] lr: 1.000e-03, eta: 4:10:37, time: 0.411, data_time: 0.000, memory: 5694, top1_acc: 0.4891, top5_acc: 0.7836, loss_cls: 1.9392, loss: 1.9392, grad_norm: 8.0147 2021-08-17 09:51:59,909 - mmaction - INFO - Epoch [37][2140/2640] lr: 1.000e-03, eta: 4:10:28, time: 0.414, data_time: 0.002, memory: 5694, top1_acc: 0.4898, top5_acc: 0.7828, loss_cls: 1.8748, loss: 1.8748, grad_norm: 7.9773 2021-08-17 09:52:08,131 - mmaction - INFO - Epoch [37][2160/2640] lr: 1.000e-03, eta: 4:10:19, time: 0.411, data_time: 0.000, memory: 5694, top1_acc: 0.4797, top5_acc: 0.7711, loss_cls: 1.9977, loss: 1.9977, grad_norm: 8.4056 2021-08-17 09:52:16,367 - mmaction - INFO - Epoch [37][2180/2640] lr: 1.000e-03, eta: 4:10:11, time: 0.412, data_time: 0.001, memory: 5694, top1_acc: 0.5039, top5_acc: 0.7578, loss_cls: 1.9500, loss: 1.9500, grad_norm: 7.9026 2021-08-17 09:52:24,627 - mmaction - INFO - Epoch [37][2200/2640] lr: 1.000e-03, eta: 4:10:02, time: 0.413, data_time: 0.001, memory: 5694, top1_acc: 0.5109, top5_acc: 0.7883, loss_cls: 1.9056, loss: 1.9056, grad_norm: 8.0532 2021-08-17 09:52:32,826 - mmaction - INFO - Epoch [37][2220/2640] lr: 1.000e-03, eta: 4:09:53, time: 0.410, data_time: 0.001, memory: 5694, top1_acc: 0.4852, top5_acc: 0.7742, loss_cls: 1.9121, loss: 1.9121, grad_norm: 8.0739 2021-08-17 09:52:41,068 - mmaction - INFO - Epoch [37][2240/2640] lr: 1.000e-03, eta: 4:09:44, time: 0.412, data_time: 0.001, memory: 5694, top1_acc: 0.5047, top5_acc: 0.7797, loss_cls: 1.9110, loss: 1.9110, grad_norm: 8.3569 2021-08-17 09:52:49,286 - mmaction - INFO - Epoch [37][2260/2640] lr: 1.000e-03, eta: 4:09:36, time: 0.411, data_time: 0.001, memory: 5694, top1_acc: 0.5031, top5_acc: 0.7836, loss_cls: 1.8956, loss: 1.8956, grad_norm: 8.0901 2021-08-17 09:52:57,547 - mmaction - INFO - Epoch [37][2280/2640] lr: 1.000e-03, eta: 4:09:27, time: 0.413, data_time: 0.001, memory: 5694, top1_acc: 0.5180, top5_acc: 0.7711, loss_cls: 1.9726, loss: 1.9726, grad_norm: 8.3254 2021-08-17 09:53:05,778 - mmaction - INFO - Epoch [37][2300/2640] lr: 1.000e-03, eta: 4:09:18, time: 0.412, data_time: 0.000, memory: 5694, top1_acc: 0.5016, top5_acc: 0.7680, loss_cls: 1.9405, loss: 1.9405, grad_norm: 8.0078 2021-08-17 09:53:14,016 - mmaction - INFO - Epoch [37][2320/2640] lr: 1.000e-03, eta: 4:09:09, time: 0.412, data_time: 0.001, memory: 5694, top1_acc: 0.5164, top5_acc: 0.7789, loss_cls: 1.8905, loss: 1.8905, grad_norm: 7.9290 2021-08-17 09:53:22,257 - mmaction - INFO - Epoch [37][2340/2640] lr: 1.000e-03, eta: 4:09:00, time: 0.412, data_time: 0.000, memory: 5694, top1_acc: 0.4844, top5_acc: 0.7641, loss_cls: 1.9688, loss: 1.9688, grad_norm: 8.1850 2021-08-17 09:53:30,518 - mmaction - INFO - Epoch [37][2360/2640] lr: 1.000e-03, eta: 4:08:52, time: 0.413, data_time: 0.002, memory: 5694, top1_acc: 0.4914, top5_acc: 0.7578, loss_cls: 2.0039, loss: 2.0039, grad_norm: 8.1543 2021-08-17 09:53:38,772 - mmaction - INFO - Epoch [37][2380/2640] lr: 1.000e-03, eta: 4:08:43, time: 0.413, data_time: 0.000, memory: 5694, top1_acc: 0.5109, top5_acc: 0.7914, loss_cls: 1.8779, loss: 1.8779, grad_norm: 7.9918 2021-08-17 09:53:47,029 - mmaction - INFO - Epoch [37][2400/2640] lr: 1.000e-03, eta: 4:08:34, time: 0.413, data_time: 0.001, memory: 5694, top1_acc: 0.4992, top5_acc: 0.7836, loss_cls: 1.8763, loss: 1.8763, grad_norm: 8.0783 2021-08-17 09:53:55,296 - mmaction - INFO - Epoch [37][2420/2640] lr: 1.000e-03, eta: 4:08:25, time: 0.413, data_time: 0.001, memory: 5694, top1_acc: 0.5086, top5_acc: 0.7898, loss_cls: 1.8774, loss: 1.8774, grad_norm: 7.9116 2021-08-17 09:54:03,519 - mmaction - INFO - Epoch [37][2440/2640] lr: 1.000e-03, eta: 4:08:17, time: 0.411, data_time: 0.000, memory: 5694, top1_acc: 0.5102, top5_acc: 0.7883, loss_cls: 1.8869, loss: 1.8869, grad_norm: 7.9257 2021-08-17 09:54:11,758 - mmaction - INFO - Epoch [37][2460/2640] lr: 1.000e-03, eta: 4:08:08, time: 0.412, data_time: 0.000, memory: 5694, top1_acc: 0.4828, top5_acc: 0.7648, loss_cls: 1.9904, loss: 1.9904, grad_norm: 8.2429 2021-08-17 09:54:19,996 - mmaction - INFO - Epoch [37][2480/2640] lr: 1.000e-03, eta: 4:07:59, time: 0.412, data_time: 0.001, memory: 5694, top1_acc: 0.5164, top5_acc: 0.7922, loss_cls: 1.8346, loss: 1.8346, grad_norm: 7.9405 2021-08-17 09:54:28,267 - mmaction - INFO - Epoch [37][2500/2640] lr: 1.000e-03, eta: 4:07:50, time: 0.414, data_time: 0.000, memory: 5694, top1_acc: 0.5070, top5_acc: 0.7773, loss_cls: 1.9137, loss: 1.9137, grad_norm: 7.9833 2021-08-17 09:54:36,526 - mmaction - INFO - Epoch [37][2520/2640] lr: 1.000e-03, eta: 4:07:42, time: 0.413, data_time: 0.001, memory: 5694, top1_acc: 0.5125, top5_acc: 0.7711, loss_cls: 1.8881, loss: 1.8881, grad_norm: 8.0001 2021-08-17 09:54:44,780 - mmaction - INFO - Epoch [37][2540/2640] lr: 1.000e-03, eta: 4:07:33, time: 0.413, data_time: 0.000, memory: 5694, top1_acc: 0.4953, top5_acc: 0.7773, loss_cls: 1.9215, loss: 1.9215, grad_norm: 8.1113 2021-08-17 09:54:53,043 - mmaction - INFO - Epoch [37][2560/2640] lr: 1.000e-03, eta: 4:07:24, time: 0.413, data_time: 0.002, memory: 5694, top1_acc: 0.5062, top5_acc: 0.7883, loss_cls: 1.8775, loss: 1.8775, grad_norm: 7.9374 2021-08-17 09:55:01,295 - mmaction - INFO - Epoch [37][2580/2640] lr: 1.000e-03, eta: 4:07:15, time: 0.413, data_time: 0.001, memory: 5694, top1_acc: 0.4930, top5_acc: 0.7844, loss_cls: 1.8842, loss: 1.8842, grad_norm: 8.0023 2021-08-17 09:55:09,532 - mmaction - INFO - Epoch [37][2600/2640] lr: 1.000e-03, eta: 4:07:06, time: 0.412, data_time: 0.001, memory: 5694, top1_acc: 0.4844, top5_acc: 0.7641, loss_cls: 1.9801, loss: 1.9801, grad_norm: 8.0455 2021-08-17 09:55:17,784 - mmaction - INFO - Epoch [37][2620/2640] lr: 1.000e-03, eta: 4:06:58, time: 0.413, data_time: 0.001, memory: 5694, top1_acc: 0.5133, top5_acc: 0.7766, loss_cls: 1.8883, loss: 1.8883, grad_norm: 8.0704 2021-08-17 09:55:25,818 - mmaction - INFO - Epoch [37][2640/2640] lr: 1.000e-03, eta: 4:06:49, time: 0.402, data_time: 0.000, memory: 5694, top1_acc: 0.4815, top5_acc: 0.7726, loss_cls: 1.9643, loss: 1.9643, grad_norm: 8.0862 2021-08-17 09:55:26,751 - mmaction - INFO - Saving checkpoint at 37 epochs 2021-08-17 09:56:06,097 - mmaction - INFO - Epoch [38][20/2640] lr: 1.000e-03, eta: 4:06:51, time: 1.946, data_time: 1.548, memory: 5694, top1_acc: 0.4836, top5_acc: 0.7797, loss_cls: 1.9394, loss: 1.9394, grad_norm: 8.0071 2021-08-17 09:56:14,051 - mmaction - INFO - Epoch [38][40/2640] lr: 1.000e-03, eta: 4:06:42, time: 0.398, data_time: 0.002, memory: 5694, top1_acc: 0.4797, top5_acc: 0.7672, loss_cls: 2.0057, loss: 2.0057, grad_norm: 8.1927 2021-08-17 09:56:22,034 - mmaction - INFO - Epoch [38][60/2640] lr: 1.000e-03, eta: 4:06:33, time: 0.399, data_time: 0.000, memory: 5694, top1_acc: 0.4984, top5_acc: 0.7992, loss_cls: 1.8589, loss: 1.8589, grad_norm: 7.9744 2021-08-17 09:56:30,079 - mmaction - INFO - Epoch [38][80/2640] lr: 1.000e-03, eta: 4:06:24, time: 0.402, data_time: 0.001, memory: 5694, top1_acc: 0.5180, top5_acc: 0.7898, loss_cls: 1.8462, loss: 1.8462, grad_norm: 7.6932 2021-08-17 09:56:38,177 - mmaction - INFO - Epoch [38][100/2640] lr: 1.000e-03, eta: 4:06:15, time: 0.405, data_time: 0.000, memory: 5694, top1_acc: 0.5414, top5_acc: 0.7969, loss_cls: 1.7985, loss: 1.7985, grad_norm: 7.5208 2021-08-17 09:56:46,408 - mmaction - INFO - Epoch [38][120/2640] lr: 1.000e-03, eta: 4:06:07, time: 0.411, data_time: 0.001, memory: 5694, top1_acc: 0.5094, top5_acc: 0.7867, loss_cls: 1.8962, loss: 1.8962, grad_norm: 7.9677 2021-08-17 09:56:54,726 - mmaction - INFO - Epoch [38][140/2640] lr: 1.000e-03, eta: 4:05:58, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.5375, top5_acc: 0.7961, loss_cls: 1.7959, loss: 1.7959, grad_norm: 7.7998 2021-08-17 09:57:03,033 - mmaction - INFO - Epoch [38][160/2640] lr: 1.000e-03, eta: 4:05:49, time: 0.415, data_time: 0.000, memory: 5694, top1_acc: 0.5180, top5_acc: 0.7984, loss_cls: 1.8162, loss: 1.8162, grad_norm: 7.7805 2021-08-17 09:57:11,387 - mmaction - INFO - Epoch [38][180/2640] lr: 1.000e-03, eta: 4:05:40, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.4906, top5_acc: 0.7625, loss_cls: 1.9740, loss: 1.9740, grad_norm: 8.2896 2021-08-17 09:57:19,695 - mmaction - INFO - Epoch [38][200/2640] lr: 1.000e-03, eta: 4:05:32, time: 0.415, data_time: 0.000, memory: 5694, top1_acc: 0.4961, top5_acc: 0.7695, loss_cls: 1.9342, loss: 1.9342, grad_norm: 8.1380 2021-08-17 09:57:28,014 - mmaction - INFO - Epoch [38][220/2640] lr: 1.000e-03, eta: 4:05:23, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.4820, top5_acc: 0.7539, loss_cls: 2.0022, loss: 2.0022, grad_norm: 8.0685 2021-08-17 09:57:36,333 - mmaction - INFO - Epoch [38][240/2640] lr: 1.000e-03, eta: 4:05:14, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.4898, top5_acc: 0.7930, loss_cls: 1.8759, loss: 1.8759, grad_norm: 8.0883 2021-08-17 09:57:44,614 - mmaction - INFO - Epoch [38][260/2640] lr: 1.000e-03, eta: 4:05:05, time: 0.414, data_time: 0.000, memory: 5694, top1_acc: 0.4969, top5_acc: 0.7859, loss_cls: 1.8840, loss: 1.8840, grad_norm: 8.3017 2021-08-17 09:57:52,886 - mmaction - INFO - Epoch [38][280/2640] lr: 1.000e-03, eta: 4:04:57, time: 0.414, data_time: 0.001, memory: 5694, top1_acc: 0.5141, top5_acc: 0.7930, loss_cls: 1.8382, loss: 1.8382, grad_norm: 7.7122 2021-08-17 09:58:01,135 - mmaction - INFO - Epoch [38][300/2640] lr: 1.000e-03, eta: 4:04:48, time: 0.413, data_time: 0.000, memory: 5694, top1_acc: 0.4961, top5_acc: 0.7711, loss_cls: 1.9190, loss: 1.9190, grad_norm: 7.9544 2021-08-17 09:58:09,389 - mmaction - INFO - Epoch [38][320/2640] lr: 1.000e-03, eta: 4:04:39, time: 0.413, data_time: 0.001, memory: 5694, top1_acc: 0.5031, top5_acc: 0.7984, loss_cls: 1.8833, loss: 1.8833, grad_norm: 8.1910 2021-08-17 09:58:17,662 - mmaction - INFO - Epoch [38][340/2640] lr: 1.000e-03, eta: 4:04:30, time: 0.414, data_time: 0.000, memory: 5694, top1_acc: 0.5219, top5_acc: 0.8063, loss_cls: 1.8052, loss: 1.8052, grad_norm: 8.0538 2021-08-17 09:58:25,903 - mmaction - INFO - Epoch [38][360/2640] lr: 1.000e-03, eta: 4:04:22, time: 0.412, data_time: 0.001, memory: 5694, top1_acc: 0.4891, top5_acc: 0.7742, loss_cls: 1.9234, loss: 1.9234, grad_norm: 8.0325 2021-08-17 09:58:34,151 - mmaction - INFO - Epoch [38][380/2640] lr: 1.000e-03, eta: 4:04:13, time: 0.412, data_time: 0.001, memory: 5694, top1_acc: 0.4883, top5_acc: 0.7648, loss_cls: 1.9739, loss: 1.9739, grad_norm: 7.8681 2021-08-17 09:58:42,382 - mmaction - INFO - Epoch [38][400/2640] lr: 1.000e-03, eta: 4:04:04, time: 0.412, data_time: 0.001, memory: 5694, top1_acc: 0.4938, top5_acc: 0.7781, loss_cls: 1.9222, loss: 1.9222, grad_norm: 8.3893 2021-08-17 09:58:50,610 - mmaction - INFO - Epoch [38][420/2640] lr: 1.000e-03, eta: 4:03:55, time: 0.411, data_time: 0.000, memory: 5694, top1_acc: 0.5164, top5_acc: 0.7789, loss_cls: 1.8853, loss: 1.8853, grad_norm: 7.9249 2021-08-17 09:58:58,821 - mmaction - INFO - Epoch [38][440/2640] lr: 1.000e-03, eta: 4:03:47, time: 0.411, data_time: 0.001, memory: 5694, top1_acc: 0.5055, top5_acc: 0.8063, loss_cls: 1.8495, loss: 1.8495, grad_norm: 8.0775 2021-08-17 09:59:07,071 - mmaction - INFO - Epoch [38][460/2640] lr: 1.000e-03, eta: 4:03:38, time: 0.413, data_time: 0.000, memory: 5694, top1_acc: 0.5203, top5_acc: 0.8016, loss_cls: 1.8333, loss: 1.8333, grad_norm: 7.9787 2021-08-17 09:59:15,326 - mmaction - INFO - Epoch [38][480/2640] lr: 1.000e-03, eta: 4:03:29, time: 0.413, data_time: 0.001, memory: 5694, top1_acc: 0.5117, top5_acc: 0.7898, loss_cls: 1.8531, loss: 1.8531, grad_norm: 7.9792 2021-08-17 09:59:23,539 - mmaction - INFO - Epoch [38][500/2640] lr: 1.000e-03, eta: 4:03:20, time: 0.411, data_time: 0.001, memory: 5694, top1_acc: 0.5219, top5_acc: 0.8125, loss_cls: 1.7963, loss: 1.7963, grad_norm: 7.8336 2021-08-17 09:59:31,842 - mmaction - INFO - Epoch [38][520/2640] lr: 1.000e-03, eta: 4:03:11, time: 0.415, data_time: 0.001, memory: 5694, top1_acc: 0.4898, top5_acc: 0.7898, loss_cls: 1.8685, loss: 1.8685, grad_norm: 8.0299 2021-08-17 09:59:40,045 - mmaction - INFO - Epoch [38][540/2640] lr: 1.000e-03, eta: 4:03:03, time: 0.410, data_time: 0.001, memory: 5694, top1_acc: 0.5156, top5_acc: 0.7875, loss_cls: 1.8318, loss: 1.8318, grad_norm: 8.0999 2021-08-17 09:59:48,297 - mmaction - INFO - Epoch [38][560/2640] lr: 1.000e-03, eta: 4:02:54, time: 0.413, data_time: 0.001, memory: 5694, top1_acc: 0.4883, top5_acc: 0.7711, loss_cls: 1.9380, loss: 1.9380, grad_norm: 8.0239 2021-08-17 09:59:56,508 - mmaction - INFO - Epoch [38][580/2640] lr: 1.000e-03, eta: 4:02:45, time: 0.411, data_time: 0.000, memory: 5694, top1_acc: 0.5008, top5_acc: 0.7836, loss_cls: 1.9101, loss: 1.9101, grad_norm: 8.3363 2021-08-17 10:00:04,872 - mmaction - INFO - Epoch [38][600/2640] lr: 1.000e-03, eta: 4:02:36, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.4969, top5_acc: 0.7875, loss_cls: 1.8833, loss: 1.8833, grad_norm: 8.2362 2021-08-17 10:00:13,150 - mmaction - INFO - Epoch [38][620/2640] lr: 1.000e-03, eta: 4:02:28, time: 0.416, data_time: 0.004, memory: 5694, top1_acc: 0.4891, top5_acc: 0.7758, loss_cls: 1.9061, loss: 1.9061, grad_norm: 8.0120 2021-08-17 10:00:21,419 - mmaction - INFO - Epoch [38][640/2640] lr: 1.000e-03, eta: 4:02:19, time: 0.413, data_time: 0.001, memory: 5694, top1_acc: 0.5000, top5_acc: 0.7617, loss_cls: 1.9495, loss: 1.9495, grad_norm: 8.2643 2021-08-17 10:00:29,671 - mmaction - INFO - Epoch [38][660/2640] lr: 1.000e-03, eta: 4:02:10, time: 0.413, data_time: 0.000, memory: 5694, top1_acc: 0.5320, top5_acc: 0.7875, loss_cls: 1.8522, loss: 1.8522, grad_norm: 8.1744 2021-08-17 10:00:37,923 - mmaction - INFO - Epoch [38][680/2640] lr: 1.000e-03, eta: 4:02:01, time: 0.413, data_time: 0.002, memory: 5694, top1_acc: 0.4883, top5_acc: 0.7734, loss_cls: 1.9398, loss: 1.9398, grad_norm: 8.2066 2021-08-17 10:00:46,135 - mmaction - INFO - Epoch [38][700/2640] lr: 1.000e-03, eta: 4:01:53, time: 0.411, data_time: 0.001, memory: 5694, top1_acc: 0.5219, top5_acc: 0.7906, loss_cls: 1.8333, loss: 1.8333, grad_norm: 7.6954 2021-08-17 10:00:54,357 - mmaction - INFO - Epoch [38][720/2640] lr: 1.000e-03, eta: 4:01:44, time: 0.411, data_time: 0.000, memory: 5694, top1_acc: 0.5227, top5_acc: 0.7906, loss_cls: 1.8435, loss: 1.8435, grad_norm: 8.2003 2021-08-17 10:01:02,624 - mmaction - INFO - Epoch [38][740/2640] lr: 1.000e-03, eta: 4:01:35, time: 0.413, data_time: 0.000, memory: 5694, top1_acc: 0.4828, top5_acc: 0.7688, loss_cls: 1.9575, loss: 1.9575, grad_norm: 8.3095 2021-08-17 10:01:10,866 - mmaction - INFO - Epoch [38][760/2640] lr: 1.000e-03, eta: 4:01:26, time: 0.412, data_time: 0.001, memory: 5694, top1_acc: 0.5156, top5_acc: 0.7914, loss_cls: 1.8499, loss: 1.8499, grad_norm: 8.0268 2021-08-17 10:01:19,100 - mmaction - INFO - Epoch [38][780/2640] lr: 1.000e-03, eta: 4:01:18, time: 0.412, data_time: 0.001, memory: 5694, top1_acc: 0.4992, top5_acc: 0.7766, loss_cls: 1.8940, loss: 1.8940, grad_norm: 8.1741 2021-08-17 10:01:27,326 - mmaction - INFO - Epoch [38][800/2640] lr: 1.000e-03, eta: 4:01:09, time: 0.411, data_time: 0.002, memory: 5694, top1_acc: 0.5031, top5_acc: 0.7875, loss_cls: 1.8348, loss: 1.8348, grad_norm: 8.0180 2021-08-17 10:01:35,612 - mmaction - INFO - Epoch [38][820/2640] lr: 1.000e-03, eta: 4:01:00, time: 0.414, data_time: 0.001, memory: 5694, top1_acc: 0.5281, top5_acc: 0.7898, loss_cls: 1.8472, loss: 1.8472, grad_norm: 7.9246 2021-08-17 10:01:43,863 - mmaction - INFO - Epoch [38][840/2640] lr: 1.000e-03, eta: 4:00:51, time: 0.413, data_time: 0.000, memory: 5694, top1_acc: 0.5078, top5_acc: 0.7844, loss_cls: 1.8618, loss: 1.8618, grad_norm: 7.8274 2021-08-17 10:01:52,087 - mmaction - INFO - Epoch [38][860/2640] lr: 1.000e-03, eta: 4:00:42, time: 0.411, data_time: 0.000, memory: 5694, top1_acc: 0.5016, top5_acc: 0.7977, loss_cls: 1.9022, loss: 1.9022, grad_norm: 8.2585 2021-08-17 10:02:00,316 - mmaction - INFO - Epoch [38][880/2640] lr: 1.000e-03, eta: 4:00:34, time: 0.411, data_time: 0.000, memory: 5694, top1_acc: 0.5156, top5_acc: 0.8016, loss_cls: 1.8436, loss: 1.8436, grad_norm: 8.1450 2021-08-17 10:02:08,581 - mmaction - INFO - Epoch [38][900/2640] lr: 1.000e-03, eta: 4:00:25, time: 0.413, data_time: 0.001, memory: 5694, top1_acc: 0.4953, top5_acc: 0.7867, loss_cls: 1.8732, loss: 1.8732, grad_norm: 8.3227 2021-08-17 10:02:16,772 - mmaction - INFO - Epoch [38][920/2640] lr: 1.000e-03, eta: 4:00:16, time: 0.410, data_time: 0.001, memory: 5694, top1_acc: 0.4828, top5_acc: 0.7688, loss_cls: 1.9725, loss: 1.9725, grad_norm: 8.3528 2021-08-17 10:02:25,018 - mmaction - INFO - Epoch [38][940/2640] lr: 1.000e-03, eta: 4:00:07, time: 0.412, data_time: 0.001, memory: 5694, top1_acc: 0.4781, top5_acc: 0.7797, loss_cls: 1.9047, loss: 1.9047, grad_norm: 8.2952 2021-08-17 10:02:33,233 - mmaction - INFO - Epoch [38][960/2640] lr: 1.000e-03, eta: 3:59:59, time: 0.411, data_time: 0.000, memory: 5694, top1_acc: 0.5086, top5_acc: 0.7805, loss_cls: 1.9236, loss: 1.9236, grad_norm: 8.0596 2021-08-17 10:02:41,443 - mmaction - INFO - Epoch [38][980/2640] lr: 1.000e-03, eta: 3:59:50, time: 0.410, data_time: 0.000, memory: 5694, top1_acc: 0.4750, top5_acc: 0.7773, loss_cls: 1.9609, loss: 1.9609, grad_norm: 8.4428 2021-08-17 10:02:49,722 - mmaction - INFO - Epoch [38][1000/2640] lr: 1.000e-03, eta: 3:59:41, time: 0.415, data_time: 0.002, memory: 5694, top1_acc: 0.4992, top5_acc: 0.7867, loss_cls: 1.9167, loss: 1.9167, grad_norm: 8.1179 2021-08-17 10:02:57,938 - mmaction - INFO - Epoch [38][1020/2640] lr: 1.000e-03, eta: 3:59:32, time: 0.411, data_time: 0.000, memory: 5694, top1_acc: 0.4922, top5_acc: 0.7695, loss_cls: 1.9918, loss: 1.9918, grad_norm: 8.1744 2021-08-17 10:03:06,154 - mmaction - INFO - Epoch [38][1040/2640] lr: 1.000e-03, eta: 3:59:24, time: 0.411, data_time: 0.001, memory: 5694, top1_acc: 0.5172, top5_acc: 0.8023, loss_cls: 1.8265, loss: 1.8265, grad_norm: 7.8313 2021-08-17 10:03:14,414 - mmaction - INFO - Epoch [38][1060/2640] lr: 1.000e-03, eta: 3:59:15, time: 0.413, data_time: 0.000, memory: 5694, top1_acc: 0.4898, top5_acc: 0.7680, loss_cls: 1.9763, loss: 1.9763, grad_norm: 8.2476 2021-08-17 10:03:22,608 - mmaction - INFO - Epoch [38][1080/2640] lr: 1.000e-03, eta: 3:59:06, time: 0.409, data_time: 0.000, memory: 5694, top1_acc: 0.4938, top5_acc: 0.7680, loss_cls: 1.9467, loss: 1.9467, grad_norm: 8.0535 2021-08-17 10:03:30,848 - mmaction - INFO - Epoch [38][1100/2640] lr: 1.000e-03, eta: 3:58:57, time: 0.412, data_time: 0.001, memory: 5694, top1_acc: 0.4914, top5_acc: 0.7758, loss_cls: 1.9160, loss: 1.9160, grad_norm: 8.0879 2021-08-17 10:03:39,075 - mmaction - INFO - Epoch [38][1120/2640] lr: 1.000e-03, eta: 3:58:48, time: 0.411, data_time: 0.000, memory: 5694, top1_acc: 0.5141, top5_acc: 0.7977, loss_cls: 1.8457, loss: 1.8457, grad_norm: 7.8678 2021-08-17 10:03:47,297 - mmaction - INFO - Epoch [38][1140/2640] lr: 1.000e-03, eta: 3:58:40, time: 0.411, data_time: 0.001, memory: 5694, top1_acc: 0.4953, top5_acc: 0.7883, loss_cls: 1.8520, loss: 1.8520, grad_norm: 8.0740 2021-08-17 10:03:55,488 - mmaction - INFO - Epoch [38][1160/2640] lr: 1.000e-03, eta: 3:58:31, time: 0.409, data_time: 0.000, memory: 5694, top1_acc: 0.5062, top5_acc: 0.7820, loss_cls: 1.8727, loss: 1.8727, grad_norm: 8.0090 2021-08-17 10:04:03,723 - mmaction - INFO - Epoch [38][1180/2640] lr: 1.000e-03, eta: 3:58:22, time: 0.412, data_time: 0.001, memory: 5694, top1_acc: 0.5055, top5_acc: 0.8031, loss_cls: 1.8357, loss: 1.8357, grad_norm: 7.9077 2021-08-17 10:04:11,959 - mmaction - INFO - Epoch [38][1200/2640] lr: 1.000e-03, eta: 3:58:13, time: 0.412, data_time: 0.001, memory: 5694, top1_acc: 0.4977, top5_acc: 0.7766, loss_cls: 1.9296, loss: 1.9296, grad_norm: 8.2125 2021-08-17 10:04:20,158 - mmaction - INFO - Epoch [38][1220/2640] lr: 1.000e-03, eta: 3:58:05, time: 0.410, data_time: 0.000, memory: 5694, top1_acc: 0.4820, top5_acc: 0.7703, loss_cls: 1.9822, loss: 1.9822, grad_norm: 8.3928 2021-08-17 10:04:28,381 - mmaction - INFO - Epoch [38][1240/2640] lr: 1.000e-03, eta: 3:57:56, time: 0.410, data_time: 0.000, memory: 5694, top1_acc: 0.5070, top5_acc: 0.7836, loss_cls: 1.8963, loss: 1.8963, grad_norm: 8.2980 2021-08-17 10:04:36,634 - mmaction - INFO - Epoch [38][1260/2640] lr: 1.000e-03, eta: 3:57:47, time: 0.414, data_time: 0.002, memory: 5694, top1_acc: 0.5008, top5_acc: 0.7680, loss_cls: 1.9005, loss: 1.9005, grad_norm: 7.8269 2021-08-17 10:04:44,866 - mmaction - INFO - Epoch [38][1280/2640] lr: 1.000e-03, eta: 3:57:38, time: 0.411, data_time: 0.000, memory: 5694, top1_acc: 0.4844, top5_acc: 0.7633, loss_cls: 1.9739, loss: 1.9739, grad_norm: 8.2710 2021-08-17 10:04:53,078 - mmaction - INFO - Epoch [38][1300/2640] lr: 1.000e-03, eta: 3:57:30, time: 0.411, data_time: 0.000, memory: 5694, top1_acc: 0.5148, top5_acc: 0.7812, loss_cls: 1.8805, loss: 1.8805, grad_norm: 8.1711 2021-08-17 10:05:01,277 - mmaction - INFO - Epoch [38][1320/2640] lr: 1.000e-03, eta: 3:57:21, time: 0.410, data_time: 0.000, memory: 5694, top1_acc: 0.5000, top5_acc: 0.7805, loss_cls: 1.9405, loss: 1.9405, grad_norm: 8.3762 2021-08-17 10:05:09,504 - mmaction - INFO - Epoch [38][1340/2640] lr: 1.000e-03, eta: 3:57:12, time: 0.411, data_time: 0.002, memory: 5694, top1_acc: 0.5258, top5_acc: 0.8078, loss_cls: 1.7741, loss: 1.7741, grad_norm: 7.8075 2021-08-17 10:05:17,695 - mmaction - INFO - Epoch [38][1360/2640] lr: 1.000e-03, eta: 3:57:03, time: 0.409, data_time: 0.000, memory: 5694, top1_acc: 0.4984, top5_acc: 0.7766, loss_cls: 1.9062, loss: 1.9062, grad_norm: 8.2378 2021-08-17 10:05:25,896 - mmaction - INFO - Epoch [38][1380/2640] lr: 1.000e-03, eta: 3:56:54, time: 0.410, data_time: 0.001, memory: 5694, top1_acc: 0.5008, top5_acc: 0.7937, loss_cls: 1.8798, loss: 1.8798, grad_norm: 8.1740 2021-08-17 10:05:34,088 - mmaction - INFO - Epoch [38][1400/2640] lr: 1.000e-03, eta: 3:56:46, time: 0.410, data_time: 0.001, memory: 5694, top1_acc: 0.5258, top5_acc: 0.7937, loss_cls: 1.8449, loss: 1.8449, grad_norm: 8.0610 2021-08-17 10:05:42,371 - mmaction - INFO - Epoch [38][1420/2640] lr: 1.000e-03, eta: 3:56:37, time: 0.414, data_time: 0.001, memory: 5694, top1_acc: 0.5133, top5_acc: 0.7836, loss_cls: 1.8881, loss: 1.8881, grad_norm: 8.0660 2021-08-17 10:05:50,584 - mmaction - INFO - Epoch [38][1440/2640] lr: 1.000e-03, eta: 3:56:28, time: 0.411, data_time: 0.001, memory: 5694, top1_acc: 0.5062, top5_acc: 0.7828, loss_cls: 1.8943, loss: 1.8943, grad_norm: 8.2653 2021-08-17 10:05:58,828 - mmaction - INFO - Epoch [38][1460/2640] lr: 1.000e-03, eta: 3:56:19, time: 0.412, data_time: 0.001, memory: 5694, top1_acc: 0.5062, top5_acc: 0.7844, loss_cls: 1.8837, loss: 1.8837, grad_norm: 8.0085 2021-08-17 10:06:07,071 - mmaction - INFO - Epoch [38][1480/2640] lr: 1.000e-03, eta: 3:56:11, time: 0.412, data_time: 0.001, memory: 5694, top1_acc: 0.4852, top5_acc: 0.7781, loss_cls: 1.9338, loss: 1.9338, grad_norm: 8.5892 2021-08-17 10:06:15,251 - mmaction - INFO - Epoch [38][1500/2640] lr: 1.000e-03, eta: 3:56:02, time: 0.409, data_time: 0.000, memory: 5694, top1_acc: 0.5039, top5_acc: 0.7820, loss_cls: 1.8535, loss: 1.8535, grad_norm: 8.1369 2021-08-17 10:06:23,452 - mmaction - INFO - Epoch [38][1520/2640] lr: 1.000e-03, eta: 3:55:53, time: 0.410, data_time: 0.001, memory: 5694, top1_acc: 0.4922, top5_acc: 0.7758, loss_cls: 1.9189, loss: 1.9189, grad_norm: 8.2672 2021-08-17 10:06:31,627 - mmaction - INFO - Epoch [38][1540/2640] lr: 1.000e-03, eta: 3:55:44, time: 0.409, data_time: 0.000, memory: 5694, top1_acc: 0.4828, top5_acc: 0.7750, loss_cls: 1.9311, loss: 1.9311, grad_norm: 8.2051 2021-08-17 10:06:39,844 - mmaction - INFO - Epoch [38][1560/2640] lr: 1.000e-03, eta: 3:55:36, time: 0.411, data_time: 0.001, memory: 5694, top1_acc: 0.5023, top5_acc: 0.7891, loss_cls: 1.8660, loss: 1.8660, grad_norm: 8.0270 2021-08-17 10:06:48,005 - mmaction - INFO - Epoch [38][1580/2640] lr: 1.000e-03, eta: 3:55:27, time: 0.408, data_time: 0.001, memory: 5694, top1_acc: 0.4781, top5_acc: 0.7492, loss_cls: 2.0171, loss: 2.0171, grad_norm: 8.2462 2021-08-17 10:06:56,210 - mmaction - INFO - Epoch [38][1600/2640] lr: 1.000e-03, eta: 3:55:18, time: 0.410, data_time: 0.001, memory: 5694, top1_acc: 0.5109, top5_acc: 0.7828, loss_cls: 1.8667, loss: 1.8667, grad_norm: 7.8320 2021-08-17 10:07:04,389 - mmaction - INFO - Epoch [38][1620/2640] lr: 1.000e-03, eta: 3:55:09, time: 0.409, data_time: 0.001, memory: 5694, top1_acc: 0.5047, top5_acc: 0.7844, loss_cls: 1.9045, loss: 1.9045, grad_norm: 8.0326 2021-08-17 10:07:12,556 - mmaction - INFO - Epoch [38][1640/2640] lr: 1.000e-03, eta: 3:55:00, time: 0.408, data_time: 0.000, memory: 5694, top1_acc: 0.4977, top5_acc: 0.7820, loss_cls: 1.9058, loss: 1.9058, grad_norm: 8.1543 2021-08-17 10:07:20,778 - mmaction - INFO - Epoch [38][1660/2640] lr: 1.000e-03, eta: 3:54:52, time: 0.410, data_time: 0.001, memory: 5694, top1_acc: 0.5047, top5_acc: 0.7891, loss_cls: 1.8881, loss: 1.8881, grad_norm: 8.2200 2021-08-17 10:07:28,993 - mmaction - INFO - Epoch [38][1680/2640] lr: 1.000e-03, eta: 3:54:43, time: 0.412, data_time: 0.001, memory: 5694, top1_acc: 0.4977, top5_acc: 0.7805, loss_cls: 1.9194, loss: 1.9194, grad_norm: 8.2585 2021-08-17 10:07:37,135 - mmaction - INFO - Epoch [38][1700/2640] lr: 1.000e-03, eta: 3:54:34, time: 0.407, data_time: 0.000, memory: 5694, top1_acc: 0.4758, top5_acc: 0.7805, loss_cls: 1.9615, loss: 1.9615, grad_norm: 8.2068 2021-08-17 10:07:45,357 - mmaction - INFO - Epoch [38][1720/2640] lr: 1.000e-03, eta: 3:54:25, time: 0.411, data_time: 0.000, memory: 5694, top1_acc: 0.5117, top5_acc: 0.7937, loss_cls: 1.9142, loss: 1.9142, grad_norm: 8.2043 2021-08-17 10:07:53,541 - mmaction - INFO - Epoch [38][1740/2640] lr: 1.000e-03, eta: 3:54:17, time: 0.409, data_time: 0.000, memory: 5694, top1_acc: 0.5016, top5_acc: 0.7922, loss_cls: 1.8821, loss: 1.8821, grad_norm: 8.1597 2021-08-17 10:08:01,723 - mmaction - INFO - Epoch [38][1760/2640] lr: 1.000e-03, eta: 3:54:08, time: 0.409, data_time: 0.001, memory: 5694, top1_acc: 0.5070, top5_acc: 0.7977, loss_cls: 1.8129, loss: 1.8129, grad_norm: 7.9893 2021-08-17 10:08:09,951 - mmaction - INFO - Epoch [38][1780/2640] lr: 1.000e-03, eta: 3:53:59, time: 0.411, data_time: 0.001, memory: 5694, top1_acc: 0.4914, top5_acc: 0.7875, loss_cls: 1.9111, loss: 1.9111, grad_norm: 8.1388 2021-08-17 10:08:18,139 - mmaction - INFO - Epoch [38][1800/2640] lr: 1.000e-03, eta: 3:53:50, time: 0.409, data_time: 0.000, memory: 5694, top1_acc: 0.5102, top5_acc: 0.7836, loss_cls: 1.8599, loss: 1.8599, grad_norm: 8.0828 2021-08-17 10:08:26,432 - mmaction - INFO - Epoch [38][1820/2640] lr: 1.000e-03, eta: 3:53:42, time: 0.415, data_time: 0.002, memory: 5694, top1_acc: 0.5258, top5_acc: 0.8125, loss_cls: 1.7556, loss: 1.7556, grad_norm: 7.9496 2021-08-17 10:08:34,644 - mmaction - INFO - Epoch [38][1840/2640] lr: 1.000e-03, eta: 3:53:33, time: 0.411, data_time: 0.000, memory: 5694, top1_acc: 0.5016, top5_acc: 0.7937, loss_cls: 1.8779, loss: 1.8779, grad_norm: 7.9890 2021-08-17 10:08:42,827 - mmaction - INFO - Epoch [38][1860/2640] lr: 1.000e-03, eta: 3:53:24, time: 0.409, data_time: 0.001, memory: 5694, top1_acc: 0.4906, top5_acc: 0.8000, loss_cls: 1.8822, loss: 1.8822, grad_norm: 8.3463 2021-08-17 10:08:51,023 - mmaction - INFO - Epoch [38][1880/2640] lr: 1.000e-03, eta: 3:53:15, time: 0.410, data_time: 0.001, memory: 5694, top1_acc: 0.4875, top5_acc: 0.7812, loss_cls: 1.8875, loss: 1.8875, grad_norm: 8.1604 2021-08-17 10:08:59,214 - mmaction - INFO - Epoch [38][1900/2640] lr: 1.000e-03, eta: 3:53:06, time: 0.409, data_time: 0.000, memory: 5694, top1_acc: 0.4797, top5_acc: 0.7883, loss_cls: 1.9487, loss: 1.9487, grad_norm: 8.3560 2021-08-17 10:09:07,418 - mmaction - INFO - Epoch [38][1920/2640] lr: 1.000e-03, eta: 3:52:58, time: 0.410, data_time: 0.001, memory: 5694, top1_acc: 0.5164, top5_acc: 0.7852, loss_cls: 1.8906, loss: 1.8906, grad_norm: 8.1212 2021-08-17 10:09:15,606 - mmaction - INFO - Epoch [38][1940/2640] lr: 1.000e-03, eta: 3:52:49, time: 0.409, data_time: 0.001, memory: 5694, top1_acc: 0.5148, top5_acc: 0.7836, loss_cls: 1.8915, loss: 1.8915, grad_norm: 8.0469 2021-08-17 10:09:23,799 - mmaction - INFO - Epoch [38][1960/2640] lr: 1.000e-03, eta: 3:52:40, time: 0.410, data_time: 0.001, memory: 5694, top1_acc: 0.4734, top5_acc: 0.7750, loss_cls: 1.9756, loss: 1.9756, grad_norm: 8.1010 2021-08-17 10:09:31,982 - mmaction - INFO - Epoch [38][1980/2640] lr: 1.000e-03, eta: 3:52:31, time: 0.409, data_time: 0.001, memory: 5694, top1_acc: 0.5070, top5_acc: 0.7695, loss_cls: 1.9051, loss: 1.9051, grad_norm: 8.0704 2021-08-17 10:09:40,192 - mmaction - INFO - Epoch [38][2000/2640] lr: 1.000e-03, eta: 3:52:23, time: 0.410, data_time: 0.001, memory: 5694, top1_acc: 0.4828, top5_acc: 0.7711, loss_cls: 1.9213, loss: 1.9213, grad_norm: 7.9104 2021-08-17 10:09:48,389 - mmaction - INFO - Epoch [38][2020/2640] lr: 1.000e-03, eta: 3:52:14, time: 0.410, data_time: 0.000, memory: 5694, top1_acc: 0.4961, top5_acc: 0.7789, loss_cls: 1.9146, loss: 1.9146, grad_norm: 8.0963 2021-08-17 10:09:56,595 - mmaction - INFO - Epoch [38][2040/2640] lr: 1.000e-03, eta: 3:52:05, time: 0.410, data_time: 0.001, memory: 5694, top1_acc: 0.5016, top5_acc: 0.7750, loss_cls: 1.9169, loss: 1.9169, grad_norm: 8.1004 2021-08-17 10:10:04,794 - mmaction - INFO - Epoch [38][2060/2640] lr: 1.000e-03, eta: 3:51:56, time: 0.410, data_time: 0.001, memory: 5694, top1_acc: 0.5195, top5_acc: 0.8016, loss_cls: 1.8228, loss: 1.8228, grad_norm: 8.2277 2021-08-17 10:10:13,027 - mmaction - INFO - Epoch [38][2080/2640] lr: 1.000e-03, eta: 3:51:48, time: 0.412, data_time: 0.001, memory: 5694, top1_acc: 0.5172, top5_acc: 0.7875, loss_cls: 1.9049, loss: 1.9049, grad_norm: 8.4012 2021-08-17 10:10:21,234 - mmaction - INFO - Epoch [38][2100/2640] lr: 1.000e-03, eta: 3:51:39, time: 0.410, data_time: 0.001, memory: 5694, top1_acc: 0.5094, top5_acc: 0.7883, loss_cls: 1.8939, loss: 1.8939, grad_norm: 8.2745 2021-08-17 10:10:29,525 - mmaction - INFO - Epoch [38][2120/2640] lr: 1.000e-03, eta: 3:51:30, time: 0.415, data_time: 0.001, memory: 5694, top1_acc: 0.4992, top5_acc: 0.7812, loss_cls: 1.8652, loss: 1.8652, grad_norm: 8.2249 2021-08-17 10:10:37,727 - mmaction - INFO - Epoch [38][2140/2640] lr: 1.000e-03, eta: 3:51:21, time: 0.410, data_time: 0.001, memory: 5694, top1_acc: 0.4859, top5_acc: 0.7688, loss_cls: 1.9961, loss: 1.9961, grad_norm: 8.3545 2021-08-17 10:10:45,940 - mmaction - INFO - Epoch [38][2160/2640] lr: 1.000e-03, eta: 3:51:13, time: 0.410, data_time: 0.000, memory: 5694, top1_acc: 0.4992, top5_acc: 0.7820, loss_cls: 1.9262, loss: 1.9262, grad_norm: 8.2162 2021-08-17 10:10:54,158 - mmaction - INFO - Epoch [38][2180/2640] lr: 1.000e-03, eta: 3:51:04, time: 0.411, data_time: 0.001, memory: 5694, top1_acc: 0.4852, top5_acc: 0.7680, loss_cls: 2.0137, loss: 2.0137, grad_norm: 8.3977 2021-08-17 10:11:02,399 - mmaction - INFO - Epoch [38][2200/2640] lr: 1.000e-03, eta: 3:50:55, time: 0.412, data_time: 0.000, memory: 5694, top1_acc: 0.5023, top5_acc: 0.7836, loss_cls: 1.9207, loss: 1.9207, grad_norm: 8.1727 2021-08-17 10:11:10,569 - mmaction - INFO - Epoch [38][2220/2640] lr: 1.000e-03, eta: 3:50:46, time: 0.409, data_time: 0.001, memory: 5694, top1_acc: 0.5141, top5_acc: 0.7922, loss_cls: 1.8533, loss: 1.8533, grad_norm: 8.2323 2021-08-17 10:11:18,773 - mmaction - INFO - Epoch [38][2240/2640] lr: 1.000e-03, eta: 3:50:37, time: 0.410, data_time: 0.001, memory: 5694, top1_acc: 0.5188, top5_acc: 0.7695, loss_cls: 1.8839, loss: 1.8839, grad_norm: 8.0414 2021-08-17 10:11:26,955 - mmaction - INFO - Epoch [38][2260/2640] lr: 1.000e-03, eta: 3:50:29, time: 0.409, data_time: 0.001, memory: 5694, top1_acc: 0.5008, top5_acc: 0.7633, loss_cls: 1.9263, loss: 1.9263, grad_norm: 8.2028 2021-08-17 10:11:35,156 - mmaction - INFO - Epoch [38][2280/2640] lr: 1.000e-03, eta: 3:50:20, time: 0.410, data_time: 0.001, memory: 5694, top1_acc: 0.5023, top5_acc: 0.7828, loss_cls: 1.8679, loss: 1.8679, grad_norm: 8.2474 2021-08-17 10:11:43,344 - mmaction - INFO - Epoch [38][2300/2640] lr: 1.000e-03, eta: 3:50:11, time: 0.409, data_time: 0.001, memory: 5694, top1_acc: 0.5086, top5_acc: 0.7758, loss_cls: 1.9136, loss: 1.9136, grad_norm: 8.1986 2021-08-17 10:11:51,537 - mmaction - INFO - Epoch [38][2320/2640] lr: 1.000e-03, eta: 3:50:02, time: 0.409, data_time: 0.000, memory: 5694, top1_acc: 0.5203, top5_acc: 0.7742, loss_cls: 1.9039, loss: 1.9039, grad_norm: 8.1460 2021-08-17 10:11:59,733 - mmaction - INFO - Epoch [38][2340/2640] lr: 1.000e-03, eta: 3:49:54, time: 0.410, data_time: 0.001, memory: 5694, top1_acc: 0.5016, top5_acc: 0.7945, loss_cls: 1.8449, loss: 1.8449, grad_norm: 7.9554 2021-08-17 10:12:07,927 - mmaction - INFO - Epoch [38][2360/2640] lr: 1.000e-03, eta: 3:49:45, time: 0.410, data_time: 0.000, memory: 5694, top1_acc: 0.4859, top5_acc: 0.7727, loss_cls: 1.9282, loss: 1.9282, grad_norm: 8.3736 2021-08-17 10:12:16,090 - mmaction - INFO - Epoch [38][2380/2640] lr: 1.000e-03, eta: 3:49:36, time: 0.408, data_time: 0.001, memory: 5694, top1_acc: 0.5148, top5_acc: 0.7945, loss_cls: 1.8602, loss: 1.8602, grad_norm: 8.1959 2021-08-17 10:12:24,254 - mmaction - INFO - Epoch [38][2400/2640] lr: 1.000e-03, eta: 3:49:27, time: 0.408, data_time: 0.001, memory: 5694, top1_acc: 0.4898, top5_acc: 0.7695, loss_cls: 1.9533, loss: 1.9533, grad_norm: 8.2530 2021-08-17 10:12:32,455 - mmaction - INFO - Epoch [38][2420/2640] lr: 1.000e-03, eta: 3:49:19, time: 0.410, data_time: 0.000, memory: 5694, top1_acc: 0.5023, top5_acc: 0.7898, loss_cls: 1.8882, loss: 1.8882, grad_norm: 8.2192 2021-08-17 10:12:40,623 - mmaction - INFO - Epoch [38][2440/2640] lr: 1.000e-03, eta: 3:49:10, time: 0.408, data_time: 0.001, memory: 5694, top1_acc: 0.5070, top5_acc: 0.7937, loss_cls: 1.8549, loss: 1.8549, grad_norm: 8.1806 2021-08-17 10:12:48,769 - mmaction - INFO - Epoch [38][2460/2640] lr: 1.000e-03, eta: 3:49:01, time: 0.407, data_time: 0.000, memory: 5694, top1_acc: 0.4688, top5_acc: 0.7539, loss_cls: 2.0259, loss: 2.0259, grad_norm: 8.4260 2021-08-17 10:12:56,972 - mmaction - INFO - Epoch [38][2480/2640] lr: 1.000e-03, eta: 3:48:52, time: 0.410, data_time: 0.001, memory: 5694, top1_acc: 0.4898, top5_acc: 0.7641, loss_cls: 1.9824, loss: 1.9824, grad_norm: 8.1219 2021-08-17 10:13:05,150 - mmaction - INFO - Epoch [38][2500/2640] lr: 1.000e-03, eta: 3:48:44, time: 0.409, data_time: 0.000, memory: 5694, top1_acc: 0.5008, top5_acc: 0.7781, loss_cls: 1.8729, loss: 1.8729, grad_norm: 7.9941 2021-08-17 10:13:13,347 - mmaction - INFO - Epoch [38][2520/2640] lr: 1.000e-03, eta: 3:48:35, time: 0.410, data_time: 0.001, memory: 5694, top1_acc: 0.5094, top5_acc: 0.8000, loss_cls: 1.8445, loss: 1.8445, grad_norm: 8.0448 2021-08-17 10:13:21,547 - mmaction - INFO - Epoch [38][2540/2640] lr: 1.000e-03, eta: 3:48:26, time: 0.410, data_time: 0.000, memory: 5694, top1_acc: 0.5078, top5_acc: 0.7781, loss_cls: 1.9039, loss: 1.9039, grad_norm: 7.9623 2021-08-17 10:13:29,756 - mmaction - INFO - Epoch [38][2560/2640] lr: 1.000e-03, eta: 3:48:17, time: 0.410, data_time: 0.000, memory: 5694, top1_acc: 0.5078, top5_acc: 0.7891, loss_cls: 1.8747, loss: 1.8747, grad_norm: 8.1057 2021-08-17 10:13:37,972 - mmaction - INFO - Epoch [38][2580/2640] lr: 1.000e-03, eta: 3:48:08, time: 0.411, data_time: 0.002, memory: 5694, top1_acc: 0.4773, top5_acc: 0.7688, loss_cls: 1.9800, loss: 1.9800, grad_norm: 8.2184 2021-08-17 10:13:46,244 - mmaction - INFO - Epoch [38][2600/2640] lr: 1.000e-03, eta: 3:48:00, time: 0.414, data_time: 0.000, memory: 5694, top1_acc: 0.4875, top5_acc: 0.7812, loss_cls: 1.9205, loss: 1.9205, grad_norm: 8.2898 2021-08-17 10:13:54,453 - mmaction - INFO - Epoch [38][2620/2640] lr: 1.000e-03, eta: 3:47:51, time: 0.410, data_time: 0.001, memory: 5694, top1_acc: 0.4883, top5_acc: 0.7844, loss_cls: 1.9501, loss: 1.9501, grad_norm: 8.5667 2021-08-17 10:14:02,516 - mmaction - INFO - Epoch [38][2640/2640] lr: 1.000e-03, eta: 3:47:42, time: 0.403, data_time: 0.002, memory: 5694, top1_acc: 0.5016, top5_acc: 0.7758, loss_cls: 1.9166, loss: 1.9166, grad_norm: 8.2238 2021-08-17 10:14:03,461 - mmaction - INFO - Saving checkpoint at 38 epochs 2021-08-17 10:14:42,589 - mmaction - INFO - Epoch [39][20/2640] lr: 1.000e-03, eta: 3:47:43, time: 1.920, data_time: 1.521, memory: 5694, top1_acc: 0.5078, top5_acc: 0.7867, loss_cls: 1.8665, loss: 1.8665, grad_norm: 8.0547 2021-08-17 10:14:50,543 - mmaction - INFO - Epoch [39][40/2640] lr: 1.000e-03, eta: 3:47:34, time: 0.398, data_time: 0.002, memory: 5694, top1_acc: 0.4844, top5_acc: 0.7789, loss_cls: 1.9497, loss: 1.9497, grad_norm: 8.3584 2021-08-17 10:14:58,586 - mmaction - INFO - Epoch [39][60/2640] lr: 1.000e-03, eta: 3:47:25, time: 0.402, data_time: 0.002, memory: 5694, top1_acc: 0.5234, top5_acc: 0.7945, loss_cls: 1.8693, loss: 1.8693, grad_norm: 8.2089 2021-08-17 10:15:06,635 - mmaction - INFO - Epoch [39][80/2640] lr: 1.000e-03, eta: 3:47:16, time: 0.402, data_time: 0.001, memory: 5694, top1_acc: 0.5109, top5_acc: 0.7633, loss_cls: 1.8888, loss: 1.8888, grad_norm: 8.0345 2021-08-17 10:15:14,725 - mmaction - INFO - Epoch [39][100/2640] lr: 1.000e-03, eta: 3:47:08, time: 0.405, data_time: 0.001, memory: 5694, top1_acc: 0.5055, top5_acc: 0.7914, loss_cls: 1.8733, loss: 1.8733, grad_norm: 8.1743 2021-08-17 10:15:22,922 - mmaction - INFO - Epoch [39][120/2640] lr: 1.000e-03, eta: 3:46:59, time: 0.410, data_time: 0.000, memory: 5694, top1_acc: 0.5070, top5_acc: 0.7883, loss_cls: 1.8839, loss: 1.8839, grad_norm: 8.1852 2021-08-17 10:15:31,211 - mmaction - INFO - Epoch [39][140/2640] lr: 1.000e-03, eta: 3:46:50, time: 0.414, data_time: 0.001, memory: 5694, top1_acc: 0.5164, top5_acc: 0.7797, loss_cls: 1.8849, loss: 1.8849, grad_norm: 8.2071 2021-08-17 10:15:39,506 - mmaction - INFO - Epoch [39][160/2640] lr: 1.000e-03, eta: 3:46:41, time: 0.415, data_time: 0.001, memory: 5694, top1_acc: 0.5156, top5_acc: 0.7859, loss_cls: 1.8736, loss: 1.8736, grad_norm: 8.2627 2021-08-17 10:15:47,824 - mmaction - INFO - Epoch [39][180/2640] lr: 1.000e-03, eta: 3:46:33, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.5023, top5_acc: 0.7797, loss_cls: 1.8914, loss: 1.8914, grad_norm: 7.9971 2021-08-17 10:15:56,100 - mmaction - INFO - Epoch [39][200/2640] lr: 1.000e-03, eta: 3:46:24, time: 0.414, data_time: 0.000, memory: 5694, top1_acc: 0.5008, top5_acc: 0.7859, loss_cls: 1.8986, loss: 1.8986, grad_norm: 8.4700 2021-08-17 10:16:04,394 - mmaction - INFO - Epoch [39][220/2640] lr: 1.000e-03, eta: 3:46:15, time: 0.415, data_time: 0.001, memory: 5694, top1_acc: 0.4898, top5_acc: 0.7695, loss_cls: 1.9309, loss: 1.9309, grad_norm: 8.5093 2021-08-17 10:16:12,627 - mmaction - INFO - Epoch [39][240/2640] lr: 1.000e-03, eta: 3:46:06, time: 0.412, data_time: 0.000, memory: 5694, top1_acc: 0.5094, top5_acc: 0.8000, loss_cls: 1.8611, loss: 1.8611, grad_norm: 8.2704 2021-08-17 10:16:20,873 - mmaction - INFO - Epoch [39][260/2640] lr: 1.000e-03, eta: 3:45:58, time: 0.412, data_time: 0.001, memory: 5694, top1_acc: 0.5227, top5_acc: 0.7953, loss_cls: 1.8208, loss: 1.8208, grad_norm: 8.0772 2021-08-17 10:16:29,105 - mmaction - INFO - Epoch [39][280/2640] lr: 1.000e-03, eta: 3:45:49, time: 0.412, data_time: 0.000, memory: 5694, top1_acc: 0.5000, top5_acc: 0.7812, loss_cls: 1.9217, loss: 1.9217, grad_norm: 8.1343 2021-08-17 10:16:37,351 - mmaction - INFO - Epoch [39][300/2640] lr: 1.000e-03, eta: 3:45:40, time: 0.412, data_time: 0.001, memory: 5694, top1_acc: 0.5000, top5_acc: 0.7867, loss_cls: 1.8673, loss: 1.8673, grad_norm: 8.1907 2021-08-17 10:16:45,603 - mmaction - INFO - Epoch [39][320/2640] lr: 1.000e-03, eta: 3:45:31, time: 0.413, data_time: 0.000, memory: 5694, top1_acc: 0.5180, top5_acc: 0.7930, loss_cls: 1.8030, loss: 1.8030, grad_norm: 7.9382 2021-08-17 10:16:53,837 - mmaction - INFO - Epoch [39][340/2640] lr: 1.000e-03, eta: 3:45:23, time: 0.411, data_time: 0.001, memory: 5694, top1_acc: 0.5266, top5_acc: 0.7766, loss_cls: 1.8734, loss: 1.8734, grad_norm: 8.1578 2021-08-17 10:17:02,030 - mmaction - INFO - Epoch [39][360/2640] lr: 1.000e-03, eta: 3:45:14, time: 0.410, data_time: 0.001, memory: 5694, top1_acc: 0.5172, top5_acc: 0.7930, loss_cls: 1.8517, loss: 1.8517, grad_norm: 8.1734 2021-08-17 10:17:10,239 - mmaction - INFO - Epoch [39][380/2640] lr: 1.000e-03, eta: 3:45:05, time: 0.411, data_time: 0.001, memory: 5694, top1_acc: 0.5008, top5_acc: 0.7711, loss_cls: 1.9161, loss: 1.9161, grad_norm: 8.4509 2021-08-17 10:17:18,422 - mmaction - INFO - Epoch [39][400/2640] lr: 1.000e-03, eta: 3:44:56, time: 0.409, data_time: 0.001, memory: 5694, top1_acc: 0.5102, top5_acc: 0.7805, loss_cls: 1.8853, loss: 1.8853, grad_norm: 8.3900 2021-08-17 10:17:26,690 - mmaction - INFO - Epoch [39][420/2640] lr: 1.000e-03, eta: 3:44:48, time: 0.414, data_time: 0.002, memory: 5694, top1_acc: 0.5234, top5_acc: 0.7805, loss_cls: 1.8479, loss: 1.8479, grad_norm: 8.1779 2021-08-17 10:17:34,873 - mmaction - INFO - Epoch [39][440/2640] lr: 1.000e-03, eta: 3:44:39, time: 0.409, data_time: 0.000, memory: 5694, top1_acc: 0.5055, top5_acc: 0.7828, loss_cls: 1.8949, loss: 1.8949, grad_norm: 8.2983 2021-08-17 10:17:43,061 - mmaction - INFO - Epoch [39][460/2640] lr: 1.000e-03, eta: 3:44:30, time: 0.409, data_time: 0.001, memory: 5694, top1_acc: 0.5195, top5_acc: 0.7961, loss_cls: 1.8878, loss: 1.8878, grad_norm: 8.3878 2021-08-17 10:17:51,267 - mmaction - INFO - Epoch [39][480/2640] lr: 1.000e-03, eta: 3:44:21, time: 0.410, data_time: 0.001, memory: 5694, top1_acc: 0.4766, top5_acc: 0.7750, loss_cls: 1.9785, loss: 1.9785, grad_norm: 8.3680 2021-08-17 10:17:59,478 - mmaction - INFO - Epoch [39][500/2640] lr: 1.000e-03, eta: 3:44:13, time: 0.410, data_time: 0.000, memory: 5694, top1_acc: 0.5148, top5_acc: 0.7867, loss_cls: 1.8483, loss: 1.8483, grad_norm: 8.1817 2021-08-17 10:18:07,658 - mmaction - INFO - Epoch [39][520/2640] lr: 1.000e-03, eta: 3:44:04, time: 0.409, data_time: 0.001, memory: 5694, top1_acc: 0.5070, top5_acc: 0.7969, loss_cls: 1.8376, loss: 1.8376, grad_norm: 8.1947 2021-08-17 10:18:15,854 - mmaction - INFO - Epoch [39][540/2640] lr: 1.000e-03, eta: 3:43:55, time: 0.410, data_time: 0.000, memory: 5694, top1_acc: 0.4953, top5_acc: 0.8172, loss_cls: 1.8111, loss: 1.8111, grad_norm: 7.9979 2021-08-17 10:18:24,031 - mmaction - INFO - Epoch [39][560/2640] lr: 1.000e-03, eta: 3:43:46, time: 0.409, data_time: 0.001, memory: 5694, top1_acc: 0.4977, top5_acc: 0.7695, loss_cls: 1.9309, loss: 1.9309, grad_norm: 8.2413 2021-08-17 10:18:32,219 - mmaction - INFO - Epoch [39][580/2640] lr: 1.000e-03, eta: 3:43:38, time: 0.409, data_time: 0.001, memory: 5694, top1_acc: 0.4969, top5_acc: 0.7867, loss_cls: 1.8660, loss: 1.8660, grad_norm: 7.9974 2021-08-17 10:18:40,438 - mmaction - INFO - Epoch [39][600/2640] lr: 1.000e-03, eta: 3:43:29, time: 0.411, data_time: 0.000, memory: 5694, top1_acc: 0.5484, top5_acc: 0.7945, loss_cls: 1.7847, loss: 1.7847, grad_norm: 8.0535 2021-08-17 10:18:48,642 - mmaction - INFO - Epoch [39][620/2640] lr: 1.000e-03, eta: 3:43:20, time: 0.410, data_time: 0.001, memory: 5694, top1_acc: 0.4828, top5_acc: 0.7844, loss_cls: 1.9215, loss: 1.9215, grad_norm: 8.3753 2021-08-17 10:18:56,828 - mmaction - INFO - Epoch [39][640/2640] lr: 1.000e-03, eta: 3:43:11, time: 0.409, data_time: 0.000, memory: 5694, top1_acc: 0.4984, top5_acc: 0.7914, loss_cls: 1.8829, loss: 1.8829, grad_norm: 8.2702 2021-08-17 10:19:05,051 - mmaction - INFO - Epoch [39][660/2640] lr: 1.000e-03, eta: 3:43:03, time: 0.411, data_time: 0.001, memory: 5694, top1_acc: 0.5047, top5_acc: 0.7727, loss_cls: 1.9109, loss: 1.9109, grad_norm: 8.3101 2021-08-17 10:19:13,281 - mmaction - INFO - Epoch [39][680/2640] lr: 1.000e-03, eta: 3:42:54, time: 0.412, data_time: 0.001, memory: 5694, top1_acc: 0.5281, top5_acc: 0.7914, loss_cls: 1.8278, loss: 1.8278, grad_norm: 7.9982 2021-08-17 10:19:21,522 - mmaction - INFO - Epoch [39][700/2640] lr: 1.000e-03, eta: 3:42:45, time: 0.412, data_time: 0.001, memory: 5694, top1_acc: 0.5133, top5_acc: 0.8078, loss_cls: 1.8346, loss: 1.8346, grad_norm: 8.1230 2021-08-17 10:19:29,796 - mmaction - INFO - Epoch [39][720/2640] lr: 1.000e-03, eta: 3:42:36, time: 0.414, data_time: 0.001, memory: 5694, top1_acc: 0.5062, top5_acc: 0.7922, loss_cls: 1.8348, loss: 1.8348, grad_norm: 8.1459 2021-08-17 10:19:37,994 - mmaction - INFO - Epoch [39][740/2640] lr: 1.000e-03, eta: 3:42:28, time: 0.410, data_time: 0.000, memory: 5694, top1_acc: 0.5016, top5_acc: 0.7883, loss_cls: 1.8745, loss: 1.8745, grad_norm: 8.5512 2021-08-17 10:19:46,185 - mmaction - INFO - Epoch [39][760/2640] lr: 1.000e-03, eta: 3:42:19, time: 0.409, data_time: 0.000, memory: 5694, top1_acc: 0.5094, top5_acc: 0.7844, loss_cls: 1.8516, loss: 1.8516, grad_norm: 8.3728 2021-08-17 10:19:54,402 - mmaction - INFO - Epoch [39][780/2640] lr: 1.000e-03, eta: 3:42:10, time: 0.411, data_time: 0.001, memory: 5694, top1_acc: 0.4883, top5_acc: 0.7852, loss_cls: 1.8931, loss: 1.8931, grad_norm: 8.3921 2021-08-17 10:20:02,598 - mmaction - INFO - Epoch [39][800/2640] lr: 1.000e-03, eta: 3:42:01, time: 0.410, data_time: 0.000, memory: 5694, top1_acc: 0.5078, top5_acc: 0.7688, loss_cls: 1.9063, loss: 1.9063, grad_norm: 8.3588 2021-08-17 10:20:10,806 - mmaction - INFO - Epoch [39][820/2640] lr: 1.000e-03, eta: 3:41:52, time: 0.410, data_time: 0.001, memory: 5694, top1_acc: 0.5188, top5_acc: 0.7930, loss_cls: 1.8482, loss: 1.8482, grad_norm: 8.0645 2021-08-17 10:20:18,978 - mmaction - INFO - Epoch [39][840/2640] lr: 1.000e-03, eta: 3:41:44, time: 0.409, data_time: 0.001, memory: 5694, top1_acc: 0.5047, top5_acc: 0.7961, loss_cls: 1.8644, loss: 1.8644, grad_norm: 8.2351 2021-08-17 10:20:27,163 - mmaction - INFO - Epoch [39][860/2640] lr: 1.000e-03, eta: 3:41:35, time: 0.409, data_time: 0.001, memory: 5694, top1_acc: 0.5047, top5_acc: 0.7688, loss_cls: 1.9086, loss: 1.9086, grad_norm: 8.2651 2021-08-17 10:20:35,334 - mmaction - INFO - Epoch [39][880/2640] lr: 1.000e-03, eta: 3:41:26, time: 0.409, data_time: 0.001, memory: 5694, top1_acc: 0.5344, top5_acc: 0.7844, loss_cls: 1.8777, loss: 1.8777, grad_norm: 8.5386 2021-08-17 10:20:43,511 - mmaction - INFO - Epoch [39][900/2640] lr: 1.000e-03, eta: 3:41:17, time: 0.409, data_time: 0.001, memory: 5694, top1_acc: 0.4773, top5_acc: 0.7719, loss_cls: 1.9556, loss: 1.9556, grad_norm: 8.5744 2021-08-17 10:20:51,689 - mmaction - INFO - Epoch [39][920/2640] lr: 1.000e-03, eta: 3:41:09, time: 0.409, data_time: 0.000, memory: 5694, top1_acc: 0.4984, top5_acc: 0.7875, loss_cls: 1.8518, loss: 1.8518, grad_norm: 8.3129 2021-08-17 10:20:59,900 - mmaction - INFO - Epoch [39][940/2640] lr: 1.000e-03, eta: 3:41:00, time: 0.410, data_time: 0.001, memory: 5694, top1_acc: 0.4781, top5_acc: 0.7805, loss_cls: 1.9288, loss: 1.9288, grad_norm: 8.3298 2021-08-17 10:21:08,079 - mmaction - INFO - Epoch [39][960/2640] lr: 1.000e-03, eta: 3:40:51, time: 0.409, data_time: 0.000, memory: 5694, top1_acc: 0.5148, top5_acc: 0.7750, loss_cls: 1.8966, loss: 1.8966, grad_norm: 8.1185 2021-08-17 10:21:16,277 - mmaction - INFO - Epoch [39][980/2640] lr: 1.000e-03, eta: 3:40:42, time: 0.410, data_time: 0.001, memory: 5694, top1_acc: 0.5070, top5_acc: 0.7703, loss_cls: 1.9289, loss: 1.9289, grad_norm: 8.4406 2021-08-17 10:21:24,489 - mmaction - INFO - Epoch [39][1000/2640] lr: 1.000e-03, eta: 3:40:34, time: 0.411, data_time: 0.001, memory: 5694, top1_acc: 0.4906, top5_acc: 0.7859, loss_cls: 1.9280, loss: 1.9280, grad_norm: 8.5749 2021-08-17 10:21:32,723 - mmaction - INFO - Epoch [39][1020/2640] lr: 1.000e-03, eta: 3:40:25, time: 0.411, data_time: 0.000, memory: 5694, top1_acc: 0.5023, top5_acc: 0.7883, loss_cls: 1.8999, loss: 1.8999, grad_norm: 8.3425 2021-08-17 10:21:40,992 - mmaction - INFO - Epoch [39][1040/2640] lr: 1.000e-03, eta: 3:40:16, time: 0.414, data_time: 0.001, memory: 5694, top1_acc: 0.5102, top5_acc: 0.7937, loss_cls: 1.8885, loss: 1.8885, grad_norm: 8.4527 2021-08-17 10:21:49,250 - mmaction - INFO - Epoch [39][1060/2640] lr: 1.000e-03, eta: 3:40:07, time: 0.413, data_time: 0.000, memory: 5694, top1_acc: 0.4992, top5_acc: 0.7898, loss_cls: 1.8750, loss: 1.8750, grad_norm: 8.2338 2021-08-17 10:21:57,452 - mmaction - INFO - Epoch [39][1080/2640] lr: 1.000e-03, eta: 3:39:59, time: 0.410, data_time: 0.000, memory: 5694, top1_acc: 0.4953, top5_acc: 0.7898, loss_cls: 1.8969, loss: 1.8969, grad_norm: 8.3098 2021-08-17 10:22:05,711 - mmaction - INFO - Epoch [39][1100/2640] lr: 1.000e-03, eta: 3:39:50, time: 0.413, data_time: 0.001, memory: 5694, top1_acc: 0.4969, top5_acc: 0.7734, loss_cls: 1.9454, loss: 1.9454, grad_norm: 8.3104 2021-08-17 10:22:13,941 - mmaction - INFO - Epoch [39][1120/2640] lr: 1.000e-03, eta: 3:39:41, time: 0.411, data_time: 0.001, memory: 5694, top1_acc: 0.5297, top5_acc: 0.8023, loss_cls: 1.8393, loss: 1.8393, grad_norm: 8.0100 2021-08-17 10:22:22,219 - mmaction - INFO - Epoch [39][1140/2640] lr: 1.000e-03, eta: 3:39:32, time: 0.414, data_time: 0.001, memory: 5694, top1_acc: 0.4969, top5_acc: 0.7891, loss_cls: 1.8749, loss: 1.8749, grad_norm: 8.2019 2021-08-17 10:22:30,441 - mmaction - INFO - Epoch [39][1160/2640] lr: 1.000e-03, eta: 3:39:24, time: 0.411, data_time: 0.000, memory: 5694, top1_acc: 0.5000, top5_acc: 0.7820, loss_cls: 1.8918, loss: 1.8918, grad_norm: 8.1698 2021-08-17 10:22:38,684 - mmaction - INFO - Epoch [39][1180/2640] lr: 1.000e-03, eta: 3:39:15, time: 0.412, data_time: 0.001, memory: 5694, top1_acc: 0.5305, top5_acc: 0.7930, loss_cls: 1.8193, loss: 1.8193, grad_norm: 8.0677 2021-08-17 10:22:46,943 - mmaction - INFO - Epoch [39][1200/2640] lr: 1.000e-03, eta: 3:39:06, time: 0.413, data_time: 0.001, memory: 5694, top1_acc: 0.4930, top5_acc: 0.7766, loss_cls: 1.9148, loss: 1.9148, grad_norm: 8.2215 2021-08-17 10:22:55,213 - mmaction - INFO - Epoch [39][1220/2640] lr: 1.000e-03, eta: 3:38:57, time: 0.413, data_time: 0.001, memory: 5694, top1_acc: 0.4789, top5_acc: 0.7734, loss_cls: 1.9593, loss: 1.9593, grad_norm: 8.5508 2021-08-17 10:23:03,423 - mmaction - INFO - Epoch [39][1240/2640] lr: 1.000e-03, eta: 3:38:49, time: 0.411, data_time: 0.000, memory: 5694, top1_acc: 0.5188, top5_acc: 0.7914, loss_cls: 1.8564, loss: 1.8564, grad_norm: 8.1675 2021-08-17 10:23:11,647 - mmaction - INFO - Epoch [39][1260/2640] lr: 1.000e-03, eta: 3:38:40, time: 0.411, data_time: 0.001, memory: 5694, top1_acc: 0.5055, top5_acc: 0.7883, loss_cls: 1.8581, loss: 1.8581, grad_norm: 8.1934 2021-08-17 10:23:19,900 - mmaction - INFO - Epoch [39][1280/2640] lr: 1.000e-03, eta: 3:38:31, time: 0.413, data_time: 0.000, memory: 5694, top1_acc: 0.5195, top5_acc: 0.8031, loss_cls: 1.8102, loss: 1.8102, grad_norm: 8.2607 2021-08-17 10:23:28,146 - mmaction - INFO - Epoch [39][1300/2640] lr: 1.000e-03, eta: 3:38:22, time: 0.412, data_time: 0.001, memory: 5694, top1_acc: 0.5297, top5_acc: 0.8078, loss_cls: 1.7650, loss: 1.7650, grad_norm: 8.2854 2021-08-17 10:23:36,406 - mmaction - INFO - Epoch [39][1320/2640] lr: 1.000e-03, eta: 3:38:14, time: 0.413, data_time: 0.000, memory: 5694, top1_acc: 0.5031, top5_acc: 0.7922, loss_cls: 1.8498, loss: 1.8498, grad_norm: 8.3130 2021-08-17 10:23:44,614 - mmaction - INFO - Epoch [39][1340/2640] lr: 1.000e-03, eta: 3:38:05, time: 0.411, data_time: 0.001, memory: 5694, top1_acc: 0.4797, top5_acc: 0.7641, loss_cls: 1.9332, loss: 1.9332, grad_norm: 8.3988 2021-08-17 10:23:52,825 - mmaction - INFO - Epoch [39][1360/2640] lr: 1.000e-03, eta: 3:37:56, time: 0.411, data_time: 0.001, memory: 5694, top1_acc: 0.4906, top5_acc: 0.7906, loss_cls: 1.8926, loss: 1.8926, grad_norm: 8.3030 2021-08-17 10:24:01,078 - mmaction - INFO - Epoch [39][1380/2640] lr: 1.000e-03, eta: 3:37:48, time: 0.413, data_time: 0.001, memory: 5694, top1_acc: 0.5125, top5_acc: 0.7805, loss_cls: 1.8725, loss: 1.8725, grad_norm: 8.2466 2021-08-17 10:24:09,314 - mmaction - INFO - Epoch [39][1400/2640] lr: 1.000e-03, eta: 3:37:39, time: 0.412, data_time: 0.000, memory: 5694, top1_acc: 0.4945, top5_acc: 0.7797, loss_cls: 1.9153, loss: 1.9153, grad_norm: 8.2309 2021-08-17 10:24:17,519 - mmaction - INFO - Epoch [39][1420/2640] lr: 1.000e-03, eta: 3:37:30, time: 0.410, data_time: 0.001, memory: 5694, top1_acc: 0.5062, top5_acc: 0.7898, loss_cls: 1.8562, loss: 1.8562, grad_norm: 8.0660 2021-08-17 10:24:25,717 - mmaction - INFO - Epoch [39][1440/2640] lr: 1.000e-03, eta: 3:37:21, time: 0.410, data_time: 0.001, memory: 5694, top1_acc: 0.5070, top5_acc: 0.7906, loss_cls: 1.9104, loss: 1.9104, grad_norm: 8.2318 2021-08-17 10:24:33,922 - mmaction - INFO - Epoch [39][1460/2640] lr: 1.000e-03, eta: 3:37:13, time: 0.410, data_time: 0.000, memory: 5694, top1_acc: 0.5062, top5_acc: 0.7945, loss_cls: 1.7956, loss: 1.7956, grad_norm: 7.8343 2021-08-17 10:24:42,135 - mmaction - INFO - Epoch [39][1480/2640] lr: 1.000e-03, eta: 3:37:04, time: 0.411, data_time: 0.001, memory: 5694, top1_acc: 0.4938, top5_acc: 0.7961, loss_cls: 1.8893, loss: 1.8893, grad_norm: 8.4411 2021-08-17 10:24:50,341 - mmaction - INFO - Epoch [39][1500/2640] lr: 1.000e-03, eta: 3:36:55, time: 0.410, data_time: 0.001, memory: 5694, top1_acc: 0.5016, top5_acc: 0.7953, loss_cls: 1.8256, loss: 1.8256, grad_norm: 8.2135 2021-08-17 10:24:58,496 - mmaction - INFO - Epoch [39][1520/2640] lr: 1.000e-03, eta: 3:36:46, time: 0.408, data_time: 0.000, memory: 5694, top1_acc: 0.4945, top5_acc: 0.7656, loss_cls: 1.9382, loss: 1.9382, grad_norm: 8.4649 2021-08-17 10:25:06,674 - mmaction - INFO - Epoch [39][1540/2640] lr: 1.000e-03, eta: 3:36:38, time: 0.409, data_time: 0.001, memory: 5694, top1_acc: 0.5062, top5_acc: 0.8086, loss_cls: 1.8305, loss: 1.8305, grad_norm: 8.3271 2021-08-17 10:25:14,855 - mmaction - INFO - Epoch [39][1560/2640] lr: 1.000e-03, eta: 3:36:29, time: 0.409, data_time: 0.000, memory: 5694, top1_acc: 0.4805, top5_acc: 0.7859, loss_cls: 1.9032, loss: 1.9032, grad_norm: 8.4518 2021-08-17 10:25:23,056 - mmaction - INFO - Epoch [39][1580/2640] lr: 1.000e-03, eta: 3:36:20, time: 0.410, data_time: 0.001, memory: 5694, top1_acc: 0.5211, top5_acc: 0.7703, loss_cls: 1.9021, loss: 1.9021, grad_norm: 8.4197 2021-08-17 10:25:31,212 - mmaction - INFO - Epoch [39][1600/2640] lr: 1.000e-03, eta: 3:36:11, time: 0.408, data_time: 0.000, memory: 5694, top1_acc: 0.5133, top5_acc: 0.7937, loss_cls: 1.8539, loss: 1.8539, grad_norm: 8.3302 2021-08-17 10:25:39,365 - mmaction - INFO - Epoch [39][1620/2640] lr: 1.000e-03, eta: 3:36:02, time: 0.408, data_time: 0.001, memory: 5694, top1_acc: 0.4906, top5_acc: 0.7625, loss_cls: 1.9664, loss: 1.9664, grad_norm: 8.4692 2021-08-17 10:25:47,562 - mmaction - INFO - Epoch [39][1640/2640] lr: 1.000e-03, eta: 3:35:54, time: 0.410, data_time: 0.001, memory: 5694, top1_acc: 0.5281, top5_acc: 0.7992, loss_cls: 1.7909, loss: 1.7909, grad_norm: 7.8521 2021-08-17 10:25:55,750 - mmaction - INFO - Epoch [39][1660/2640] lr: 1.000e-03, eta: 3:35:45, time: 0.409, data_time: 0.002, memory: 5694, top1_acc: 0.5055, top5_acc: 0.8008, loss_cls: 1.7925, loss: 1.7925, grad_norm: 8.1750 2021-08-17 10:26:03,944 - mmaction - INFO - Epoch [39][1680/2640] lr: 1.000e-03, eta: 3:35:36, time: 0.410, data_time: 0.000, memory: 5694, top1_acc: 0.5172, top5_acc: 0.7992, loss_cls: 1.8646, loss: 1.8646, grad_norm: 8.3994 2021-08-17 10:26:12,138 - mmaction - INFO - Epoch [39][1700/2640] lr: 1.000e-03, eta: 3:35:27, time: 0.410, data_time: 0.001, memory: 5694, top1_acc: 0.5164, top5_acc: 0.7820, loss_cls: 1.8763, loss: 1.8763, grad_norm: 8.6400 2021-08-17 10:26:20,327 - mmaction - INFO - Epoch [39][1720/2640] lr: 1.000e-03, eta: 3:35:19, time: 0.410, data_time: 0.000, memory: 5694, top1_acc: 0.5141, top5_acc: 0.7937, loss_cls: 1.8396, loss: 1.8396, grad_norm: 8.1974 2021-08-17 10:26:28,548 - mmaction - INFO - Epoch [39][1740/2640] lr: 1.000e-03, eta: 3:35:10, time: 0.411, data_time: 0.001, memory: 5694, top1_acc: 0.5242, top5_acc: 0.8070, loss_cls: 1.8320, loss: 1.8320, grad_norm: 8.4083 2021-08-17 10:26:36,741 - mmaction - INFO - Epoch [39][1760/2640] lr: 1.000e-03, eta: 3:35:01, time: 0.410, data_time: 0.001, memory: 5694, top1_acc: 0.5484, top5_acc: 0.8102, loss_cls: 1.7557, loss: 1.7557, grad_norm: 8.2924 2021-08-17 10:26:44,986 - mmaction - INFO - Epoch [39][1780/2640] lr: 1.000e-03, eta: 3:34:52, time: 0.412, data_time: 0.001, memory: 5694, top1_acc: 0.5188, top5_acc: 0.7797, loss_cls: 1.8984, loss: 1.8984, grad_norm: 8.3111 2021-08-17 10:26:53,241 - mmaction - INFO - Epoch [39][1800/2640] lr: 1.000e-03, eta: 3:34:44, time: 0.413, data_time: 0.001, memory: 5694, top1_acc: 0.5016, top5_acc: 0.7867, loss_cls: 1.9141, loss: 1.9141, grad_norm: 8.3521 2021-08-17 10:27:01,423 - mmaction - INFO - Epoch [39][1820/2640] lr: 1.000e-03, eta: 3:34:35, time: 0.409, data_time: 0.001, memory: 5694, top1_acc: 0.4672, top5_acc: 0.7734, loss_cls: 1.9710, loss: 1.9710, grad_norm: 8.7489 2021-08-17 10:27:09,579 - mmaction - INFO - Epoch [39][1840/2640] lr: 1.000e-03, eta: 3:34:26, time: 0.408, data_time: 0.001, memory: 5694, top1_acc: 0.4953, top5_acc: 0.7789, loss_cls: 1.9001, loss: 1.9001, grad_norm: 8.3032 2021-08-17 10:27:17,753 - mmaction - INFO - Epoch [39][1860/2640] lr: 1.000e-03, eta: 3:34:17, time: 0.409, data_time: 0.001, memory: 5694, top1_acc: 0.4898, top5_acc: 0.7773, loss_cls: 1.9459, loss: 1.9459, grad_norm: 8.1889 2021-08-17 10:27:25,939 - mmaction - INFO - Epoch [39][1880/2640] lr: 1.000e-03, eta: 3:34:09, time: 0.409, data_time: 0.000, memory: 5694, top1_acc: 0.4930, top5_acc: 0.7828, loss_cls: 1.8790, loss: 1.8790, grad_norm: 8.3560 2021-08-17 10:27:34,132 - mmaction - INFO - Epoch [39][1900/2640] lr: 1.000e-03, eta: 3:34:00, time: 0.410, data_time: 0.001, memory: 5694, top1_acc: 0.5227, top5_acc: 0.7859, loss_cls: 1.8823, loss: 1.8823, grad_norm: 8.1758 2021-08-17 10:27:42,371 - mmaction - INFO - Epoch [39][1920/2640] lr: 1.000e-03, eta: 3:33:51, time: 0.412, data_time: 0.001, memory: 5694, top1_acc: 0.5000, top5_acc: 0.7891, loss_cls: 1.8914, loss: 1.8914, grad_norm: 8.3459 2021-08-17 10:27:50,564 - mmaction - INFO - Epoch [39][1940/2640] lr: 1.000e-03, eta: 3:33:43, time: 0.410, data_time: 0.000, memory: 5694, top1_acc: 0.5133, top5_acc: 0.7969, loss_cls: 1.7830, loss: 1.7830, grad_norm: 7.9000 2021-08-17 10:27:58,767 - mmaction - INFO - Epoch [39][1960/2640] lr: 1.000e-03, eta: 3:33:34, time: 0.410, data_time: 0.000, memory: 5694, top1_acc: 0.4914, top5_acc: 0.7898, loss_cls: 1.8958, loss: 1.8958, grad_norm: 8.4503 2021-08-17 10:28:06,965 - mmaction - INFO - Epoch [39][1980/2640] lr: 1.000e-03, eta: 3:33:25, time: 0.410, data_time: 0.001, memory: 5694, top1_acc: 0.5117, top5_acc: 0.7922, loss_cls: 1.8839, loss: 1.8839, grad_norm: 8.4208 2021-08-17 10:28:15,155 - mmaction - INFO - Epoch [39][2000/2640] lr: 1.000e-03, eta: 3:33:16, time: 0.410, data_time: 0.000, memory: 5694, top1_acc: 0.5039, top5_acc: 0.7773, loss_cls: 1.8965, loss: 1.8965, grad_norm: 8.2216 2021-08-17 10:28:23,372 - mmaction - INFO - Epoch [39][2020/2640] lr: 1.000e-03, eta: 3:33:08, time: 0.411, data_time: 0.002, memory: 5694, top1_acc: 0.4969, top5_acc: 0.7805, loss_cls: 1.9368, loss: 1.9368, grad_norm: 8.6707 2021-08-17 10:28:31,583 - mmaction - INFO - Epoch [39][2040/2640] lr: 1.000e-03, eta: 3:32:59, time: 0.411, data_time: 0.000, memory: 5694, top1_acc: 0.5055, top5_acc: 0.7711, loss_cls: 1.9419, loss: 1.9419, grad_norm: 8.2483 2021-08-17 10:28:39,808 - mmaction - INFO - Epoch [39][2060/2640] lr: 1.000e-03, eta: 3:32:50, time: 0.411, data_time: 0.001, memory: 5694, top1_acc: 0.5133, top5_acc: 0.7930, loss_cls: 1.8575, loss: 1.8575, grad_norm: 8.2781 2021-08-17 10:28:48,065 - mmaction - INFO - Epoch [39][2080/2640] lr: 1.000e-03, eta: 3:32:41, time: 0.413, data_time: 0.000, memory: 5694, top1_acc: 0.5023, top5_acc: 0.7898, loss_cls: 1.8936, loss: 1.8936, grad_norm: 8.2313 2021-08-17 10:28:56,299 - mmaction - INFO - Epoch [39][2100/2640] lr: 1.000e-03, eta: 3:32:33, time: 0.412, data_time: 0.001, memory: 5694, top1_acc: 0.5031, top5_acc: 0.7781, loss_cls: 1.9201, loss: 1.9201, grad_norm: 8.4366 2021-08-17 10:29:04,510 - mmaction - INFO - Epoch [39][2120/2640] lr: 1.000e-03, eta: 3:32:24, time: 0.411, data_time: 0.000, memory: 5694, top1_acc: 0.5297, top5_acc: 0.7852, loss_cls: 1.8308, loss: 1.8308, grad_norm: 7.9985 2021-08-17 10:29:12,736 - mmaction - INFO - Epoch [39][2140/2640] lr: 1.000e-03, eta: 3:32:15, time: 0.411, data_time: 0.001, memory: 5694, top1_acc: 0.5125, top5_acc: 0.8023, loss_cls: 1.8504, loss: 1.8504, grad_norm: 8.1801 2021-08-17 10:29:21,022 - mmaction - INFO - Epoch [39][2160/2640] lr: 1.000e-03, eta: 3:32:06, time: 0.414, data_time: 0.001, memory: 5694, top1_acc: 0.5031, top5_acc: 0.7844, loss_cls: 1.9056, loss: 1.9056, grad_norm: 8.6093 2021-08-17 10:29:29,257 - mmaction - INFO - Epoch [39][2180/2640] lr: 1.000e-03, eta: 3:31:58, time: 0.411, data_time: 0.000, memory: 5694, top1_acc: 0.5109, top5_acc: 0.7844, loss_cls: 1.8554, loss: 1.8554, grad_norm: 8.2281 2021-08-17 10:29:37,474 - mmaction - INFO - Epoch [39][2200/2640] lr: 1.000e-03, eta: 3:31:49, time: 0.411, data_time: 0.001, memory: 5694, top1_acc: 0.5031, top5_acc: 0.7836, loss_cls: 1.9273, loss: 1.9273, grad_norm: 8.4938 2021-08-17 10:29:45,713 - mmaction - INFO - Epoch [39][2220/2640] lr: 1.000e-03, eta: 3:31:40, time: 0.412, data_time: 0.000, memory: 5694, top1_acc: 0.4953, top5_acc: 0.7734, loss_cls: 1.9552, loss: 1.9552, grad_norm: 8.3783 2021-08-17 10:29:53,963 - mmaction - INFO - Epoch [39][2240/2640] lr: 1.000e-03, eta: 3:31:31, time: 0.413, data_time: 0.001, memory: 5694, top1_acc: 0.4977, top5_acc: 0.7906, loss_cls: 1.8699, loss: 1.8699, grad_norm: 8.4401 2021-08-17 10:30:02,258 - mmaction - INFO - Epoch [39][2260/2640] lr: 1.000e-03, eta: 3:31:23, time: 0.415, data_time: 0.001, memory: 5694, top1_acc: 0.5141, top5_acc: 0.7906, loss_cls: 1.8643, loss: 1.8643, grad_norm: 8.3397 2021-08-17 10:30:10,479 - mmaction - INFO - Epoch [39][2280/2640] lr: 1.000e-03, eta: 3:31:14, time: 0.411, data_time: 0.000, memory: 5694, top1_acc: 0.4961, top5_acc: 0.7867, loss_cls: 1.8976, loss: 1.8976, grad_norm: 8.3650 2021-08-17 10:30:18,692 - mmaction - INFO - Epoch [39][2300/2640] lr: 1.000e-03, eta: 3:31:05, time: 0.411, data_time: 0.001, memory: 5694, top1_acc: 0.5047, top5_acc: 0.7828, loss_cls: 1.9064, loss: 1.9064, grad_norm: 8.3620 2021-08-17 10:30:26,950 - mmaction - INFO - Epoch [39][2320/2640] lr: 1.000e-03, eta: 3:30:57, time: 0.413, data_time: 0.000, memory: 5694, top1_acc: 0.5164, top5_acc: 0.7875, loss_cls: 1.8811, loss: 1.8811, grad_norm: 8.3171 2021-08-17 10:30:35,201 - mmaction - INFO - Epoch [39][2340/2640] lr: 1.000e-03, eta: 3:30:48, time: 0.413, data_time: 0.001, memory: 5694, top1_acc: 0.5156, top5_acc: 0.7969, loss_cls: 1.8300, loss: 1.8300, grad_norm: 8.4436 2021-08-17 10:30:43,430 - mmaction - INFO - Epoch [39][2360/2640] lr: 1.000e-03, eta: 3:30:39, time: 0.411, data_time: 0.000, memory: 5694, top1_acc: 0.5086, top5_acc: 0.7867, loss_cls: 1.8565, loss: 1.8565, grad_norm: 8.2885 2021-08-17 10:30:51,644 - mmaction - INFO - Epoch [39][2380/2640] lr: 1.000e-03, eta: 3:30:30, time: 0.411, data_time: 0.001, memory: 5694, top1_acc: 0.5148, top5_acc: 0.7961, loss_cls: 1.8339, loss: 1.8339, grad_norm: 8.4155 2021-08-17 10:30:59,831 - mmaction - INFO - Epoch [39][2400/2640] lr: 1.000e-03, eta: 3:30:22, time: 0.409, data_time: 0.000, memory: 5694, top1_acc: 0.5039, top5_acc: 0.7859, loss_cls: 1.8453, loss: 1.8453, grad_norm: 8.5578 2021-08-17 10:31:08,057 - mmaction - INFO - Epoch [39][2420/2640] lr: 1.000e-03, eta: 3:30:13, time: 0.411, data_time: 0.001, memory: 5694, top1_acc: 0.5188, top5_acc: 0.7961, loss_cls: 1.8643, loss: 1.8643, grad_norm: 8.2713 2021-08-17 10:31:16,247 - mmaction - INFO - Epoch [39][2440/2640] lr: 1.000e-03, eta: 3:30:04, time: 0.409, data_time: 0.001, memory: 5694, top1_acc: 0.4852, top5_acc: 0.7547, loss_cls: 1.9816, loss: 1.9816, grad_norm: 8.6640 2021-08-17 10:31:24,490 - mmaction - INFO - Epoch [39][2460/2640] lr: 1.000e-03, eta: 3:29:55, time: 0.412, data_time: 0.001, memory: 5694, top1_acc: 0.4867, top5_acc: 0.7773, loss_cls: 1.8935, loss: 1.8935, grad_norm: 8.5143 2021-08-17 10:31:32,739 - mmaction - INFO - Epoch [39][2480/2640] lr: 1.000e-03, eta: 3:29:47, time: 0.412, data_time: 0.001, memory: 5694, top1_acc: 0.5008, top5_acc: 0.7984, loss_cls: 1.8347, loss: 1.8347, grad_norm: 8.0689 2021-08-17 10:31:40,989 - mmaction - INFO - Epoch [39][2500/2640] lr: 1.000e-03, eta: 3:29:38, time: 0.412, data_time: 0.001, memory: 5694, top1_acc: 0.4852, top5_acc: 0.7945, loss_cls: 1.8791, loss: 1.8791, grad_norm: 8.3076 2021-08-17 10:31:49,197 - mmaction - INFO - Epoch [39][2520/2640] lr: 1.000e-03, eta: 3:29:29, time: 0.410, data_time: 0.000, memory: 5694, top1_acc: 0.4953, top5_acc: 0.7844, loss_cls: 1.8766, loss: 1.8766, grad_norm: 8.2023 2021-08-17 10:31:57,422 - mmaction - INFO - Epoch [39][2540/2640] lr: 1.000e-03, eta: 3:29:20, time: 0.412, data_time: 0.001, memory: 5694, top1_acc: 0.5070, top5_acc: 0.7945, loss_cls: 1.8235, loss: 1.8235, grad_norm: 8.3814 2021-08-17 10:32:05,696 - mmaction - INFO - Epoch [39][2560/2640] lr: 1.000e-03, eta: 3:29:12, time: 0.414, data_time: 0.000, memory: 5694, top1_acc: 0.4898, top5_acc: 0.7578, loss_cls: 1.9731, loss: 1.9731, grad_norm: 8.5769 2021-08-17 10:32:13,960 - mmaction - INFO - Epoch [39][2580/2640] lr: 1.000e-03, eta: 3:29:03, time: 0.413, data_time: 0.001, memory: 5694, top1_acc: 0.5000, top5_acc: 0.7578, loss_cls: 1.9356, loss: 1.9356, grad_norm: 8.4296 2021-08-17 10:32:22,191 - mmaction - INFO - Epoch [39][2600/2640] lr: 1.000e-03, eta: 3:28:54, time: 0.412, data_time: 0.000, memory: 5694, top1_acc: 0.4961, top5_acc: 0.7750, loss_cls: 1.9259, loss: 1.9259, grad_norm: 8.3420 2021-08-17 10:32:30,482 - mmaction - INFO - Epoch [39][2620/2640] lr: 1.000e-03, eta: 3:28:46, time: 0.415, data_time: 0.001, memory: 5694, top1_acc: 0.5047, top5_acc: 0.7891, loss_cls: 1.8718, loss: 1.8718, grad_norm: 8.3423 2021-08-17 10:32:38,500 - mmaction - INFO - Epoch [39][2640/2640] lr: 1.000e-03, eta: 3:28:37, time: 0.401, data_time: 0.001, memory: 5694, top1_acc: 0.5089, top5_acc: 0.7895, loss_cls: 1.8506, loss: 1.8506, grad_norm: 8.2694 2021-08-17 10:32:39,706 - mmaction - INFO - Saving checkpoint at 39 epochs 2021-08-17 10:33:18,967 - mmaction - INFO - Epoch [40][20/2640] lr: 1.000e-03, eta: 3:28:37, time: 1.933, data_time: 1.531, memory: 5694, top1_acc: 0.5086, top5_acc: 0.7930, loss_cls: 1.8610, loss: 1.8610, grad_norm: 8.4329 2021-08-17 10:33:26,926 - mmaction - INFO - Epoch [40][40/2640] lr: 1.000e-03, eta: 3:28:28, time: 0.398, data_time: 0.002, memory: 5694, top1_acc: 0.5289, top5_acc: 0.7969, loss_cls: 1.8103, loss: 1.8103, grad_norm: 8.4783 2021-08-17 10:33:34,928 - mmaction - INFO - Epoch [40][60/2640] lr: 1.000e-03, eta: 3:28:19, time: 0.400, data_time: 0.001, memory: 5694, top1_acc: 0.5227, top5_acc: 0.8187, loss_cls: 1.7336, loss: 1.7336, grad_norm: 8.0074 2021-08-17 10:33:43,005 - mmaction - INFO - Epoch [40][80/2640] lr: 1.000e-03, eta: 3:28:10, time: 0.404, data_time: 0.002, memory: 5694, top1_acc: 0.5086, top5_acc: 0.7844, loss_cls: 1.8883, loss: 1.8883, grad_norm: 8.4097 2021-08-17 10:33:51,111 - mmaction - INFO - Epoch [40][100/2640] lr: 1.000e-03, eta: 3:28:01, time: 0.405, data_time: 0.001, memory: 5694, top1_acc: 0.5133, top5_acc: 0.8047, loss_cls: 1.8150, loss: 1.8150, grad_norm: 8.2469 2021-08-17 10:33:59,342 - mmaction - INFO - Epoch [40][120/2640] lr: 1.000e-03, eta: 3:27:53, time: 0.412, data_time: 0.001, memory: 5694, top1_acc: 0.5359, top5_acc: 0.7898, loss_cls: 1.8539, loss: 1.8539, grad_norm: 8.3664 2021-08-17 10:34:07,643 - mmaction - INFO - Epoch [40][140/2640] lr: 1.000e-03, eta: 3:27:44, time: 0.415, data_time: 0.000, memory: 5694, top1_acc: 0.5000, top5_acc: 0.7727, loss_cls: 1.9672, loss: 1.9672, grad_norm: 8.6278 2021-08-17 10:34:16,001 - mmaction - INFO - Epoch [40][160/2640] lr: 1.000e-03, eta: 3:27:35, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.5141, top5_acc: 0.7797, loss_cls: 1.8724, loss: 1.8724, grad_norm: 8.3876 2021-08-17 10:34:24,312 - mmaction - INFO - Epoch [40][180/2640] lr: 1.000e-03, eta: 3:27:27, time: 0.416, data_time: 0.000, memory: 5694, top1_acc: 0.5203, top5_acc: 0.7773, loss_cls: 1.8393, loss: 1.8393, grad_norm: 8.2039 2021-08-17 10:34:32,624 - mmaction - INFO - Epoch [40][200/2640] lr: 1.000e-03, eta: 3:27:18, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.5125, top5_acc: 0.7805, loss_cls: 1.8831, loss: 1.8831, grad_norm: 8.4132 2021-08-17 10:34:40,931 - mmaction - INFO - Epoch [40][220/2640] lr: 1.000e-03, eta: 3:27:09, time: 0.415, data_time: 0.001, memory: 5694, top1_acc: 0.5234, top5_acc: 0.8016, loss_cls: 1.8091, loss: 1.8091, grad_norm: 8.0921 2021-08-17 10:34:49,208 - mmaction - INFO - Epoch [40][240/2640] lr: 1.000e-03, eta: 3:27:00, time: 0.414, data_time: 0.001, memory: 5694, top1_acc: 0.5180, top5_acc: 0.7789, loss_cls: 1.8630, loss: 1.8630, grad_norm: 8.3110 2021-08-17 10:34:57,487 - mmaction - INFO - Epoch [40][260/2640] lr: 1.000e-03, eta: 3:26:52, time: 0.414, data_time: 0.000, memory: 5694, top1_acc: 0.5195, top5_acc: 0.7992, loss_cls: 1.8253, loss: 1.8253, grad_norm: 8.1985 2021-08-17 10:35:05,779 - mmaction - INFO - Epoch [40][280/2640] lr: 1.000e-03, eta: 3:26:43, time: 0.414, data_time: 0.000, memory: 5694, top1_acc: 0.5148, top5_acc: 0.8086, loss_cls: 1.7877, loss: 1.7877, grad_norm: 8.1997 2021-08-17 10:35:14,015 - mmaction - INFO - Epoch [40][300/2640] lr: 1.000e-03, eta: 3:26:34, time: 0.412, data_time: 0.001, memory: 5694, top1_acc: 0.5023, top5_acc: 0.7875, loss_cls: 1.8917, loss: 1.8917, grad_norm: 8.4233 2021-08-17 10:35:22,304 - mmaction - INFO - Epoch [40][320/2640] lr: 1.000e-03, eta: 3:26:26, time: 0.414, data_time: 0.000, memory: 5694, top1_acc: 0.5047, top5_acc: 0.7953, loss_cls: 1.8274, loss: 1.8274, grad_norm: 8.2330 2021-08-17 10:35:30,569 - mmaction - INFO - Epoch [40][340/2640] lr: 1.000e-03, eta: 3:26:17, time: 0.413, data_time: 0.001, memory: 5694, top1_acc: 0.4992, top5_acc: 0.7953, loss_cls: 1.8565, loss: 1.8565, grad_norm: 8.5139 2021-08-17 10:35:38,778 - mmaction - INFO - Epoch [40][360/2640] lr: 1.000e-03, eta: 3:26:08, time: 0.411, data_time: 0.001, memory: 5694, top1_acc: 0.5312, top5_acc: 0.7945, loss_cls: 1.8222, loss: 1.8222, grad_norm: 8.2916 2021-08-17 10:35:47,027 - mmaction - INFO - Epoch [40][380/2640] lr: 1.000e-03, eta: 3:25:59, time: 0.412, data_time: 0.001, memory: 5694, top1_acc: 0.5141, top5_acc: 0.7828, loss_cls: 1.8752, loss: 1.8752, grad_norm: 8.3071 2021-08-17 10:35:55,303 - mmaction - INFO - Epoch [40][400/2640] lr: 1.000e-03, eta: 3:25:51, time: 0.414, data_time: 0.001, memory: 5694, top1_acc: 0.5148, top5_acc: 0.7961, loss_cls: 1.8246, loss: 1.8246, grad_norm: 8.4199 2021-08-17 10:36:03,563 - mmaction - INFO - Epoch [40][420/2640] lr: 1.000e-03, eta: 3:25:42, time: 0.413, data_time: 0.001, memory: 5694, top1_acc: 0.5125, top5_acc: 0.7937, loss_cls: 1.8511, loss: 1.8511, grad_norm: 8.2044 2021-08-17 10:36:11,833 - mmaction - INFO - Epoch [40][440/2640] lr: 1.000e-03, eta: 3:25:33, time: 0.413, data_time: 0.001, memory: 5694, top1_acc: 0.4961, top5_acc: 0.7797, loss_cls: 1.8962, loss: 1.8962, grad_norm: 8.4939 2021-08-17 10:36:20,089 - mmaction - INFO - Epoch [40][460/2640] lr: 1.000e-03, eta: 3:25:24, time: 0.413, data_time: 0.000, memory: 5694, top1_acc: 0.5211, top5_acc: 0.7914, loss_cls: 1.8040, loss: 1.8040, grad_norm: 8.2351 2021-08-17 10:36:28,315 - mmaction - INFO - Epoch [40][480/2640] lr: 1.000e-03, eta: 3:25:16, time: 0.411, data_time: 0.001, memory: 5694, top1_acc: 0.4961, top5_acc: 0.7859, loss_cls: 1.8522, loss: 1.8522, grad_norm: 8.2779 2021-08-17 10:36:36,547 - mmaction - INFO - Epoch [40][500/2640] lr: 1.000e-03, eta: 3:25:07, time: 0.412, data_time: 0.001, memory: 5694, top1_acc: 0.5102, top5_acc: 0.8063, loss_cls: 1.8006, loss: 1.8006, grad_norm: 8.3564 2021-08-17 10:36:44,834 - mmaction - INFO - Epoch [40][520/2640] lr: 1.000e-03, eta: 3:24:58, time: 0.414, data_time: 0.001, memory: 5694, top1_acc: 0.4844, top5_acc: 0.7930, loss_cls: 1.9088, loss: 1.9088, grad_norm: 8.7028 2021-08-17 10:36:53,067 - mmaction - INFO - Epoch [40][540/2640] lr: 1.000e-03, eta: 3:24:50, time: 0.412, data_time: 0.000, memory: 5694, top1_acc: 0.4883, top5_acc: 0.7758, loss_cls: 1.9693, loss: 1.9693, grad_norm: 8.6763 2021-08-17 10:37:01,305 - mmaction - INFO - Epoch [40][560/2640] lr: 1.000e-03, eta: 3:24:41, time: 0.411, data_time: 0.001, memory: 5694, top1_acc: 0.5047, top5_acc: 0.7844, loss_cls: 1.8690, loss: 1.8690, grad_norm: 8.5457 2021-08-17 10:37:09,591 - mmaction - INFO - Epoch [40][580/2640] lr: 1.000e-03, eta: 3:24:32, time: 0.415, data_time: 0.001, memory: 5694, top1_acc: 0.5203, top5_acc: 0.7867, loss_cls: 1.8491, loss: 1.8491, grad_norm: 8.2561 2021-08-17 10:37:17,876 - mmaction - INFO - Epoch [40][600/2640] lr: 1.000e-03, eta: 3:24:23, time: 0.414, data_time: 0.000, memory: 5694, top1_acc: 0.4883, top5_acc: 0.7680, loss_cls: 1.9433, loss: 1.9433, grad_norm: 8.3696 2021-08-17 10:37:26,124 - mmaction - INFO - Epoch [40][620/2640] lr: 1.000e-03, eta: 3:24:15, time: 0.412, data_time: 0.000, memory: 5694, top1_acc: 0.5117, top5_acc: 0.7969, loss_cls: 1.8085, loss: 1.8085, grad_norm: 8.3814 2021-08-17 10:37:34,418 - mmaction - INFO - Epoch [40][640/2640] lr: 1.000e-03, eta: 3:24:06, time: 0.415, data_time: 0.001, memory: 5694, top1_acc: 0.4984, top5_acc: 0.7867, loss_cls: 1.8746, loss: 1.8746, grad_norm: 8.3790 2021-08-17 10:37:42,684 - mmaction - INFO - Epoch [40][660/2640] lr: 1.000e-03, eta: 3:23:57, time: 0.413, data_time: 0.000, memory: 5694, top1_acc: 0.4813, top5_acc: 0.7625, loss_cls: 1.9639, loss: 1.9639, grad_norm: 8.8649 2021-08-17 10:37:50,932 - mmaction - INFO - Epoch [40][680/2640] lr: 1.000e-03, eta: 3:23:48, time: 0.412, data_time: 0.001, memory: 5694, top1_acc: 0.5055, top5_acc: 0.7711, loss_cls: 1.9017, loss: 1.9017, grad_norm: 8.3354 2021-08-17 10:37:59,237 - mmaction - INFO - Epoch [40][700/2640] lr: 1.000e-03, eta: 3:23:40, time: 0.415, data_time: 0.000, memory: 5694, top1_acc: 0.5102, top5_acc: 0.7969, loss_cls: 1.8282, loss: 1.8282, grad_norm: 8.3634 2021-08-17 10:38:07,464 - mmaction - INFO - Epoch [40][720/2640] lr: 1.000e-03, eta: 3:23:31, time: 0.411, data_time: 0.001, memory: 5694, top1_acc: 0.5156, top5_acc: 0.7758, loss_cls: 1.9035, loss: 1.9035, grad_norm: 8.4313 2021-08-17 10:38:15,682 - mmaction - INFO - Epoch [40][740/2640] lr: 1.000e-03, eta: 3:23:22, time: 0.411, data_time: 0.001, memory: 5694, top1_acc: 0.4914, top5_acc: 0.7953, loss_cls: 1.8841, loss: 1.8841, grad_norm: 8.7620 2021-08-17 10:38:23,978 - mmaction - INFO - Epoch [40][760/2640] lr: 1.000e-03, eta: 3:23:14, time: 0.415, data_time: 0.000, memory: 5694, top1_acc: 0.4977, top5_acc: 0.7930, loss_cls: 1.8452, loss: 1.8452, grad_norm: 8.2193 2021-08-17 10:38:32,230 - mmaction - INFO - Epoch [40][780/2640] lr: 1.000e-03, eta: 3:23:05, time: 0.413, data_time: 0.001, memory: 5694, top1_acc: 0.4867, top5_acc: 0.7875, loss_cls: 1.9107, loss: 1.9107, grad_norm: 8.6078 2021-08-17 10:38:40,444 - mmaction - INFO - Epoch [40][800/2640] lr: 1.000e-03, eta: 3:22:56, time: 0.410, data_time: 0.001, memory: 5694, top1_acc: 0.4828, top5_acc: 0.7750, loss_cls: 1.9280, loss: 1.9280, grad_norm: 8.7792 2021-08-17 10:38:48,632 - mmaction - INFO - Epoch [40][820/2640] lr: 1.000e-03, eta: 3:22:47, time: 0.410, data_time: 0.001, memory: 5694, top1_acc: 0.5125, top5_acc: 0.7883, loss_cls: 1.8270, loss: 1.8270, grad_norm: 8.1783 2021-08-17 10:38:56,851 - mmaction - INFO - Epoch [40][840/2640] lr: 1.000e-03, eta: 3:22:39, time: 0.411, data_time: 0.001, memory: 5694, top1_acc: 0.5031, top5_acc: 0.7836, loss_cls: 1.8533, loss: 1.8533, grad_norm: 8.5502 2021-08-17 10:39:05,059 - mmaction - INFO - Epoch [40][860/2640] lr: 1.000e-03, eta: 3:22:30, time: 0.410, data_time: 0.001, memory: 5694, top1_acc: 0.4938, top5_acc: 0.7602, loss_cls: 1.9629, loss: 1.9629, grad_norm: 8.4036 2021-08-17 10:39:13,340 - mmaction - INFO - Epoch [40][880/2640] lr: 1.000e-03, eta: 3:22:21, time: 0.414, data_time: 0.001, memory: 5694, top1_acc: 0.5047, top5_acc: 0.8047, loss_cls: 1.8232, loss: 1.8232, grad_norm: 8.1887 2021-08-17 10:39:21,579 - mmaction - INFO - Epoch [40][900/2640] lr: 1.000e-03, eta: 3:22:12, time: 0.412, data_time: 0.000, memory: 5694, top1_acc: 0.5172, top5_acc: 0.8117, loss_cls: 1.7986, loss: 1.7986, grad_norm: 8.4281 2021-08-17 10:39:29,807 - mmaction - INFO - Epoch [40][920/2640] lr: 1.000e-03, eta: 3:22:04, time: 0.411, data_time: 0.001, memory: 5694, top1_acc: 0.4953, top5_acc: 0.7836, loss_cls: 1.9264, loss: 1.9264, grad_norm: 8.6157 2021-08-17 10:39:38,006 - mmaction - INFO - Epoch [40][940/2640] lr: 1.000e-03, eta: 3:21:55, time: 0.410, data_time: 0.000, memory: 5694, top1_acc: 0.5016, top5_acc: 0.7797, loss_cls: 1.8614, loss: 1.8614, grad_norm: 8.1975 2021-08-17 10:39:46,219 - mmaction - INFO - Epoch [40][960/2640] lr: 1.000e-03, eta: 3:21:46, time: 0.411, data_time: 0.001, memory: 5694, top1_acc: 0.5234, top5_acc: 0.7969, loss_cls: 1.8033, loss: 1.8033, grad_norm: 8.4809 2021-08-17 10:39:54,415 - mmaction - INFO - Epoch [40][980/2640] lr: 1.000e-03, eta: 3:21:38, time: 0.410, data_time: 0.000, memory: 5694, top1_acc: 0.5227, top5_acc: 0.8070, loss_cls: 1.8180, loss: 1.8180, grad_norm: 8.4162 2021-08-17 10:40:02,703 - mmaction - INFO - Epoch [40][1000/2640] lr: 1.000e-03, eta: 3:21:29, time: 0.414, data_time: 0.001, memory: 5694, top1_acc: 0.4922, top5_acc: 0.7945, loss_cls: 1.9146, loss: 1.9146, grad_norm: 8.5403 2021-08-17 10:40:10,953 - mmaction - INFO - Epoch [40][1020/2640] lr: 1.000e-03, eta: 3:21:20, time: 0.412, data_time: 0.000, memory: 5694, top1_acc: 0.5133, top5_acc: 0.7828, loss_cls: 1.8938, loss: 1.8938, grad_norm: 8.5076 2021-08-17 10:40:19,142 - mmaction - INFO - Epoch [40][1040/2640] lr: 1.000e-03, eta: 3:21:11, time: 0.409, data_time: 0.001, memory: 5694, top1_acc: 0.5328, top5_acc: 0.8102, loss_cls: 1.8013, loss: 1.8013, grad_norm: 8.5071 2021-08-17 10:40:27,340 - mmaction - INFO - Epoch [40][1060/2640] lr: 1.000e-03, eta: 3:21:03, time: 0.410, data_time: 0.001, memory: 5694, top1_acc: 0.4781, top5_acc: 0.7867, loss_cls: 1.9200, loss: 1.9200, grad_norm: 8.6464 2021-08-17 10:40:35,547 - mmaction - INFO - Epoch [40][1080/2640] lr: 1.000e-03, eta: 3:20:54, time: 0.410, data_time: 0.000, memory: 5694, top1_acc: 0.5188, top5_acc: 0.7914, loss_cls: 1.8617, loss: 1.8617, grad_norm: 8.4979 2021-08-17 10:40:43,744 - mmaction - INFO - Epoch [40][1100/2640] lr: 1.000e-03, eta: 3:20:45, time: 0.410, data_time: 0.000, memory: 5694, top1_acc: 0.5141, top5_acc: 0.7773, loss_cls: 1.8790, loss: 1.8790, grad_norm: 8.2782 2021-08-17 10:40:51,964 - mmaction - INFO - Epoch [40][1120/2640] lr: 1.000e-03, eta: 3:20:36, time: 0.411, data_time: 0.001, memory: 5694, top1_acc: 0.5219, top5_acc: 0.7859, loss_cls: 1.8679, loss: 1.8679, grad_norm: 8.4390 2021-08-17 10:41:00,238 - mmaction - INFO - Epoch [40][1140/2640] lr: 1.000e-03, eta: 3:20:28, time: 0.414, data_time: 0.000, memory: 5694, top1_acc: 0.5234, top5_acc: 0.7977, loss_cls: 1.8168, loss: 1.8168, grad_norm: 8.2298 2021-08-17 10:41:08,485 - mmaction - INFO - Epoch [40][1160/2640] lr: 1.000e-03, eta: 3:20:19, time: 0.412, data_time: 0.001, memory: 5694, top1_acc: 0.5070, top5_acc: 0.7930, loss_cls: 1.8597, loss: 1.8597, grad_norm: 8.4518 2021-08-17 10:41:16,699 - mmaction - INFO - Epoch [40][1180/2640] lr: 1.000e-03, eta: 3:20:10, time: 0.411, data_time: 0.000, memory: 5694, top1_acc: 0.5023, top5_acc: 0.7758, loss_cls: 1.8455, loss: 1.8455, grad_norm: 8.4315 2021-08-17 10:41:24,918 - mmaction - INFO - Epoch [40][1200/2640] lr: 1.000e-03, eta: 3:20:01, time: 0.411, data_time: 0.001, memory: 5694, top1_acc: 0.5125, top5_acc: 0.8070, loss_cls: 1.8103, loss: 1.8103, grad_norm: 8.2831 2021-08-17 10:41:33,130 - mmaction - INFO - Epoch [40][1220/2640] lr: 1.000e-03, eta: 3:19:53, time: 0.411, data_time: 0.001, memory: 5694, top1_acc: 0.4891, top5_acc: 0.7695, loss_cls: 1.9930, loss: 1.9930, grad_norm: 8.7450 2021-08-17 10:41:41,402 - mmaction - INFO - Epoch [40][1240/2640] lr: 1.000e-03, eta: 3:19:44, time: 0.414, data_time: 0.001, memory: 5694, top1_acc: 0.5117, top5_acc: 0.7953, loss_cls: 1.8554, loss: 1.8554, grad_norm: 8.5209 2021-08-17 10:41:49,604 - mmaction - INFO - Epoch [40][1260/2640] lr: 1.000e-03, eta: 3:19:35, time: 0.410, data_time: 0.001, memory: 5694, top1_acc: 0.5164, top5_acc: 0.7812, loss_cls: 1.8853, loss: 1.8853, grad_norm: 8.4418 2021-08-17 10:41:57,817 - mmaction - INFO - Epoch [40][1280/2640] lr: 1.000e-03, eta: 3:19:27, time: 0.411, data_time: 0.001, memory: 5694, top1_acc: 0.4891, top5_acc: 0.7766, loss_cls: 1.8911, loss: 1.8911, grad_norm: 8.2348 2021-08-17 10:42:06,073 - mmaction - INFO - Epoch [40][1300/2640] lr: 1.000e-03, eta: 3:19:18, time: 0.413, data_time: 0.001, memory: 5694, top1_acc: 0.5398, top5_acc: 0.7984, loss_cls: 1.8137, loss: 1.8137, grad_norm: 8.2902 2021-08-17 10:42:14,282 - mmaction - INFO - Epoch [40][1320/2640] lr: 1.000e-03, eta: 3:19:09, time: 0.410, data_time: 0.000, memory: 5694, top1_acc: 0.5211, top5_acc: 0.7977, loss_cls: 1.8175, loss: 1.8175, grad_norm: 8.4810 2021-08-17 10:42:22,585 - mmaction - INFO - Epoch [40][1340/2640] lr: 1.000e-03, eta: 3:19:00, time: 0.415, data_time: 0.001, memory: 5694, top1_acc: 0.5008, top5_acc: 0.7852, loss_cls: 1.8700, loss: 1.8700, grad_norm: 8.3954 2021-08-17 10:42:30,816 - mmaction - INFO - Epoch [40][1360/2640] lr: 1.000e-03, eta: 3:18:52, time: 0.412, data_time: 0.001, memory: 5694, top1_acc: 0.5320, top5_acc: 0.8008, loss_cls: 1.7754, loss: 1.7754, grad_norm: 8.1369 2021-08-17 10:42:39,015 - mmaction - INFO - Epoch [40][1380/2640] lr: 1.000e-03, eta: 3:18:43, time: 0.410, data_time: 0.001, memory: 5694, top1_acc: 0.5141, top5_acc: 0.7820, loss_cls: 1.8943, loss: 1.8943, grad_norm: 8.3301 2021-08-17 10:42:47,235 - mmaction - INFO - Epoch [40][1400/2640] lr: 1.000e-03, eta: 3:18:34, time: 0.411, data_time: 0.000, memory: 5694, top1_acc: 0.5109, top5_acc: 0.7898, loss_cls: 1.8510, loss: 1.8510, grad_norm: 8.4697 2021-08-17 10:42:55,438 - mmaction - INFO - Epoch [40][1420/2640] lr: 1.000e-03, eta: 3:18:26, time: 0.410, data_time: 0.000, memory: 5694, top1_acc: 0.5328, top5_acc: 0.8031, loss_cls: 1.7807, loss: 1.7807, grad_norm: 8.1714 2021-08-17 10:43:03,722 - mmaction - INFO - Epoch [40][1440/2640] lr: 1.000e-03, eta: 3:18:17, time: 0.414, data_time: 0.001, memory: 5694, top1_acc: 0.4977, top5_acc: 0.7828, loss_cls: 1.9525, loss: 1.9525, grad_norm: 8.6538 2021-08-17 10:43:11,982 - mmaction - INFO - Epoch [40][1460/2640] lr: 1.000e-03, eta: 3:18:08, time: 0.413, data_time: 0.000, memory: 5694, top1_acc: 0.5336, top5_acc: 0.8063, loss_cls: 1.7705, loss: 1.7705, grad_norm: 8.1437 2021-08-17 10:43:20,207 - mmaction - INFO - Epoch [40][1480/2640] lr: 1.000e-03, eta: 3:17:59, time: 0.411, data_time: 0.001, memory: 5694, top1_acc: 0.5086, top5_acc: 0.7891, loss_cls: 1.8613, loss: 1.8613, grad_norm: 8.5402 2021-08-17 10:43:28,398 - mmaction - INFO - Epoch [40][1500/2640] lr: 1.000e-03, eta: 3:17:51, time: 0.410, data_time: 0.001, memory: 5694, top1_acc: 0.4906, top5_acc: 0.7734, loss_cls: 1.9442, loss: 1.9442, grad_norm: 8.5315 2021-08-17 10:43:36,627 - mmaction - INFO - Epoch [40][1520/2640] lr: 1.000e-03, eta: 3:17:42, time: 0.411, data_time: 0.001, memory: 5694, top1_acc: 0.5070, top5_acc: 0.7781, loss_cls: 1.9024, loss: 1.9024, grad_norm: 8.3006 2021-08-17 10:43:44,897 - mmaction - INFO - Epoch [40][1540/2640] lr: 1.000e-03, eta: 3:17:33, time: 0.414, data_time: 0.001, memory: 5694, top1_acc: 0.5172, top5_acc: 0.7945, loss_cls: 1.8691, loss: 1.8691, grad_norm: 8.1695 2021-08-17 10:43:53,166 - mmaction - INFO - Epoch [40][1560/2640] lr: 1.000e-03, eta: 3:17:24, time: 0.413, data_time: 0.001, memory: 5694, top1_acc: 0.4992, top5_acc: 0.7891, loss_cls: 1.8716, loss: 1.8716, grad_norm: 8.3699 2021-08-17 10:44:01,384 - mmaction - INFO - Epoch [40][1580/2640] lr: 1.000e-03, eta: 3:17:16, time: 0.411, data_time: 0.000, memory: 5694, top1_acc: 0.5180, top5_acc: 0.7758, loss_cls: 1.8692, loss: 1.8692, grad_norm: 8.5011 2021-08-17 10:44:09,615 - mmaction - INFO - Epoch [40][1600/2640] lr: 1.000e-03, eta: 3:17:07, time: 0.412, data_time: 0.001, memory: 5694, top1_acc: 0.5031, top5_acc: 0.7867, loss_cls: 1.8510, loss: 1.8510, grad_norm: 8.4179 2021-08-17 10:44:17,939 - mmaction - INFO - Epoch [40][1620/2640] lr: 1.000e-03, eta: 3:16:58, time: 0.416, data_time: 0.000, memory: 5694, top1_acc: 0.5102, top5_acc: 0.7891, loss_cls: 1.8443, loss: 1.8443, grad_norm: 8.4260 2021-08-17 10:44:26,194 - mmaction - INFO - Epoch [40][1640/2640] lr: 1.000e-03, eta: 3:16:50, time: 0.413, data_time: 0.002, memory: 5694, top1_acc: 0.5250, top5_acc: 0.7891, loss_cls: 1.8514, loss: 1.8514, grad_norm: 8.2442 2021-08-17 10:44:34,469 - mmaction - INFO - Epoch [40][1660/2640] lr: 1.000e-03, eta: 3:16:41, time: 0.414, data_time: 0.001, memory: 5694, top1_acc: 0.4836, top5_acc: 0.7859, loss_cls: 1.9288, loss: 1.9288, grad_norm: 8.7669 2021-08-17 10:44:42,711 - mmaction - INFO - Epoch [40][1680/2640] lr: 1.000e-03, eta: 3:16:32, time: 0.412, data_time: 0.002, memory: 5694, top1_acc: 0.5109, top5_acc: 0.7852, loss_cls: 1.8573, loss: 1.8573, grad_norm: 8.3707 2021-08-17 10:44:50,929 - mmaction - INFO - Epoch [40][1700/2640] lr: 1.000e-03, eta: 3:16:23, time: 0.411, data_time: 0.000, memory: 5694, top1_acc: 0.5078, top5_acc: 0.7984, loss_cls: 1.8546, loss: 1.8546, grad_norm: 8.4349 2021-08-17 10:44:59,158 - mmaction - INFO - Epoch [40][1720/2640] lr: 1.000e-03, eta: 3:16:15, time: 0.411, data_time: 0.000, memory: 5694, top1_acc: 0.5391, top5_acc: 0.7883, loss_cls: 1.8674, loss: 1.8674, grad_norm: 8.4444 2021-08-17 10:45:07,474 - mmaction - INFO - Epoch [40][1740/2640] lr: 1.000e-03, eta: 3:16:06, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.5172, top5_acc: 0.8000, loss_cls: 1.8508, loss: 1.8508, grad_norm: 8.4855 2021-08-17 10:45:15,719 - mmaction - INFO - Epoch [40][1760/2640] lr: 1.000e-03, eta: 3:15:57, time: 0.412, data_time: 0.000, memory: 5694, top1_acc: 0.5258, top5_acc: 0.7922, loss_cls: 1.8029, loss: 1.8029, grad_norm: 8.3565 2021-08-17 10:45:23,948 - mmaction - INFO - Epoch [40][1780/2640] lr: 1.000e-03, eta: 3:15:49, time: 0.412, data_time: 0.001, memory: 5694, top1_acc: 0.5312, top5_acc: 0.8000, loss_cls: 1.8278, loss: 1.8278, grad_norm: 8.0914 2021-08-17 10:45:32,246 - mmaction - INFO - Epoch [40][1800/2640] lr: 1.000e-03, eta: 3:15:40, time: 0.415, data_time: 0.001, memory: 5694, top1_acc: 0.5141, top5_acc: 0.7875, loss_cls: 1.7922, loss: 1.7922, grad_norm: 8.3175 2021-08-17 10:45:40,481 - mmaction - INFO - Epoch [40][1820/2640] lr: 1.000e-03, eta: 3:15:31, time: 0.412, data_time: 0.001, memory: 5694, top1_acc: 0.5258, top5_acc: 0.8031, loss_cls: 1.8165, loss: 1.8165, grad_norm: 8.2991 2021-08-17 10:45:48,742 - mmaction - INFO - Epoch [40][1840/2640] lr: 1.000e-03, eta: 3:15:22, time: 0.413, data_time: 0.001, memory: 5694, top1_acc: 0.4875, top5_acc: 0.7805, loss_cls: 1.9157, loss: 1.9157, grad_norm: 8.7387 2021-08-17 10:45:57,009 - mmaction - INFO - Epoch [40][1860/2640] lr: 1.000e-03, eta: 3:15:14, time: 0.413, data_time: 0.000, memory: 5694, top1_acc: 0.4852, top5_acc: 0.7734, loss_cls: 1.9526, loss: 1.9526, grad_norm: 8.5832 2021-08-17 10:46:05,281 - mmaction - INFO - Epoch [40][1880/2640] lr: 1.000e-03, eta: 3:15:05, time: 0.414, data_time: 0.001, memory: 5694, top1_acc: 0.5039, top5_acc: 0.7977, loss_cls: 1.8613, loss: 1.8613, grad_norm: 8.3702 2021-08-17 10:46:13,520 - mmaction - INFO - Epoch [40][1900/2640] lr: 1.000e-03, eta: 3:14:56, time: 0.412, data_time: 0.000, memory: 5694, top1_acc: 0.4961, top5_acc: 0.7797, loss_cls: 1.9021, loss: 1.9021, grad_norm: 8.6149 2021-08-17 10:46:21,796 - mmaction - INFO - Epoch [40][1920/2640] lr: 1.000e-03, eta: 3:14:48, time: 0.414, data_time: 0.001, memory: 5694, top1_acc: 0.5055, top5_acc: 0.7797, loss_cls: 1.9020, loss: 1.9020, grad_norm: 8.6358 2021-08-17 10:46:30,067 - mmaction - INFO - Epoch [40][1940/2640] lr: 1.000e-03, eta: 3:14:39, time: 0.414, data_time: 0.001, memory: 5694, top1_acc: 0.4859, top5_acc: 0.7734, loss_cls: 1.9614, loss: 1.9614, grad_norm: 8.5743 2021-08-17 10:46:38,359 - mmaction - INFO - Epoch [40][1960/2640] lr: 1.000e-03, eta: 3:14:30, time: 0.415, data_time: 0.002, memory: 5694, top1_acc: 0.4953, top5_acc: 0.7969, loss_cls: 1.8506, loss: 1.8506, grad_norm: 8.6610 2021-08-17 10:46:46,621 - mmaction - INFO - Epoch [40][1980/2640] lr: 1.000e-03, eta: 3:14:21, time: 0.413, data_time: 0.000, memory: 5694, top1_acc: 0.5227, top5_acc: 0.7922, loss_cls: 1.8086, loss: 1.8086, grad_norm: 8.2826 2021-08-17 10:46:54,875 - mmaction - INFO - Epoch [40][2000/2640] lr: 1.000e-03, eta: 3:14:13, time: 0.413, data_time: 0.002, memory: 5694, top1_acc: 0.4984, top5_acc: 0.7867, loss_cls: 1.9405, loss: 1.9405, grad_norm: 8.7525 2021-08-17 10:47:03,139 - mmaction - INFO - Epoch [40][2020/2640] lr: 1.000e-03, eta: 3:14:04, time: 0.413, data_time: 0.000, memory: 5694, top1_acc: 0.5539, top5_acc: 0.7906, loss_cls: 1.7989, loss: 1.7989, grad_norm: 8.3199 2021-08-17 10:47:11,395 - mmaction - INFO - Epoch [40][2040/2640] lr: 1.000e-03, eta: 3:13:55, time: 0.412, data_time: 0.000, memory: 5694, top1_acc: 0.5109, top5_acc: 0.7969, loss_cls: 1.8354, loss: 1.8354, grad_norm: 8.3150 2021-08-17 10:47:19,622 - mmaction - INFO - Epoch [40][2060/2640] lr: 1.000e-03, eta: 3:13:47, time: 0.412, data_time: 0.001, memory: 5694, top1_acc: 0.5188, top5_acc: 0.7766, loss_cls: 1.9234, loss: 1.9234, grad_norm: 8.5594 2021-08-17 10:47:27,851 - mmaction - INFO - Epoch [40][2080/2640] lr: 1.000e-03, eta: 3:13:38, time: 0.411, data_time: 0.000, memory: 5694, top1_acc: 0.4938, top5_acc: 0.7914, loss_cls: 1.8559, loss: 1.8559, grad_norm: 8.6282 2021-08-17 10:47:36,121 - mmaction - INFO - Epoch [40][2100/2640] lr: 1.000e-03, eta: 3:13:29, time: 0.414, data_time: 0.001, memory: 5694, top1_acc: 0.5156, top5_acc: 0.7859, loss_cls: 1.9388, loss: 1.9388, grad_norm: 8.7052 2021-08-17 10:47:44,373 - mmaction - INFO - Epoch [40][2120/2640] lr: 1.000e-03, eta: 3:13:20, time: 0.413, data_time: 0.001, memory: 5694, top1_acc: 0.5031, top5_acc: 0.8008, loss_cls: 1.8526, loss: 1.8526, grad_norm: 8.2956 2021-08-17 10:47:52,575 - mmaction - INFO - Epoch [40][2140/2640] lr: 1.000e-03, eta: 3:13:12, time: 0.410, data_time: 0.001, memory: 5694, top1_acc: 0.4875, top5_acc: 0.7742, loss_cls: 1.9523, loss: 1.9523, grad_norm: 8.6303 2021-08-17 10:48:00,813 - mmaction - INFO - Epoch [40][2160/2640] lr: 1.000e-03, eta: 3:13:03, time: 0.412, data_time: 0.001, memory: 5694, top1_acc: 0.5016, top5_acc: 0.7812, loss_cls: 1.8962, loss: 1.8962, grad_norm: 8.6041 2021-08-17 10:48:09,023 - mmaction - INFO - Epoch [40][2180/2640] lr: 1.000e-03, eta: 3:12:54, time: 0.410, data_time: 0.000, memory: 5694, top1_acc: 0.5156, top5_acc: 0.7750, loss_cls: 1.8809, loss: 1.8809, grad_norm: 8.2741 2021-08-17 10:48:17,286 - mmaction - INFO - Epoch [40][2200/2640] lr: 1.000e-03, eta: 3:12:46, time: 0.413, data_time: 0.001, memory: 5694, top1_acc: 0.5023, top5_acc: 0.7703, loss_cls: 1.9174, loss: 1.9174, grad_norm: 8.4406 2021-08-17 10:48:25,550 - mmaction - INFO - Epoch [40][2220/2640] lr: 1.000e-03, eta: 3:12:37, time: 0.413, data_time: 0.000, memory: 5694, top1_acc: 0.5078, top5_acc: 0.7820, loss_cls: 1.9023, loss: 1.9023, grad_norm: 8.8219 2021-08-17 10:48:33,767 - mmaction - INFO - Epoch [40][2240/2640] lr: 1.000e-03, eta: 3:12:28, time: 0.410, data_time: 0.001, memory: 5694, top1_acc: 0.5039, top5_acc: 0.7836, loss_cls: 1.8507, loss: 1.8507, grad_norm: 8.1983 2021-08-17 10:48:41,971 - mmaction - INFO - Epoch [40][2260/2640] lr: 1.000e-03, eta: 3:12:19, time: 0.411, data_time: 0.001, memory: 5694, top1_acc: 0.4852, top5_acc: 0.7852, loss_cls: 1.9220, loss: 1.9220, grad_norm: 8.7782 2021-08-17 10:48:50,172 - mmaction - INFO - Epoch [40][2280/2640] lr: 1.000e-03, eta: 3:12:11, time: 0.410, data_time: 0.001, memory: 5694, top1_acc: 0.5242, top5_acc: 0.8000, loss_cls: 1.7813, loss: 1.7813, grad_norm: 8.1615 2021-08-17 10:48:58,388 - mmaction - INFO - Epoch [40][2300/2640] lr: 1.000e-03, eta: 3:12:02, time: 0.411, data_time: 0.000, memory: 5694, top1_acc: 0.4914, top5_acc: 0.7766, loss_cls: 1.9385, loss: 1.9385, grad_norm: 8.6476 2021-08-17 10:49:06,689 - mmaction - INFO - Epoch [40][2320/2640] lr: 1.000e-03, eta: 3:11:53, time: 0.415, data_time: 0.001, memory: 5694, top1_acc: 0.5055, top5_acc: 0.7945, loss_cls: 1.8665, loss: 1.8665, grad_norm: 8.3812 2021-08-17 10:49:14,894 - mmaction - INFO - Epoch [40][2340/2640] lr: 1.000e-03, eta: 3:11:45, time: 0.410, data_time: 0.001, memory: 5694, top1_acc: 0.4750, top5_acc: 0.7719, loss_cls: 1.9454, loss: 1.9454, grad_norm: 8.6529 2021-08-17 10:49:23,116 - mmaction - INFO - Epoch [40][2360/2640] lr: 1.000e-03, eta: 3:11:36, time: 0.411, data_time: 0.001, memory: 5694, top1_acc: 0.4766, top5_acc: 0.7719, loss_cls: 1.9487, loss: 1.9487, grad_norm: 8.7528 2021-08-17 10:49:31,308 - mmaction - INFO - Epoch [40][2380/2640] lr: 1.000e-03, eta: 3:11:27, time: 0.410, data_time: 0.000, memory: 5694, top1_acc: 0.5125, top5_acc: 0.7883, loss_cls: 1.8612, loss: 1.8612, grad_norm: 8.3901 2021-08-17 10:49:39,572 - mmaction - INFO - Epoch [40][2400/2640] lr: 1.000e-03, eta: 3:11:18, time: 0.413, data_time: 0.001, memory: 5694, top1_acc: 0.4953, top5_acc: 0.7664, loss_cls: 1.9630, loss: 1.9630, grad_norm: 8.8236 2021-08-17 10:49:47,808 - mmaction - INFO - Epoch [40][2420/2640] lr: 1.000e-03, eta: 3:11:10, time: 0.412, data_time: 0.001, memory: 5694, top1_acc: 0.5117, top5_acc: 0.7852, loss_cls: 1.8939, loss: 1.8939, grad_norm: 8.3738 2021-08-17 10:49:56,046 - mmaction - INFO - Epoch [40][2440/2640] lr: 1.000e-03, eta: 3:11:01, time: 0.412, data_time: 0.001, memory: 5694, top1_acc: 0.5008, top5_acc: 0.7984, loss_cls: 1.8405, loss: 1.8405, grad_norm: 8.3070 2021-08-17 10:50:04,259 - mmaction - INFO - Epoch [40][2460/2640] lr: 1.000e-03, eta: 3:10:52, time: 0.411, data_time: 0.001, memory: 5694, top1_acc: 0.5078, top5_acc: 0.7789, loss_cls: 1.8619, loss: 1.8619, grad_norm: 8.6880 2021-08-17 10:50:12,478 - mmaction - INFO - Epoch [40][2480/2640] lr: 1.000e-03, eta: 3:10:44, time: 0.411, data_time: 0.000, memory: 5694, top1_acc: 0.5164, top5_acc: 0.8008, loss_cls: 1.8407, loss: 1.8407, grad_norm: 8.4504 2021-08-17 10:50:20,670 - mmaction - INFO - Epoch [40][2500/2640] lr: 1.000e-03, eta: 3:10:35, time: 0.410, data_time: 0.000, memory: 5694, top1_acc: 0.5117, top5_acc: 0.7945, loss_cls: 1.8458, loss: 1.8458, grad_norm: 8.6316 2021-08-17 10:50:28,886 - mmaction - INFO - Epoch [40][2520/2640] lr: 1.000e-03, eta: 3:10:26, time: 0.411, data_time: 0.001, memory: 5694, top1_acc: 0.5211, top5_acc: 0.7930, loss_cls: 1.8488, loss: 1.8488, grad_norm: 8.5639 2021-08-17 10:50:37,103 - mmaction - INFO - Epoch [40][2540/2640] lr: 1.000e-03, eta: 3:10:17, time: 0.411, data_time: 0.000, memory: 5694, top1_acc: 0.5078, top5_acc: 0.7742, loss_cls: 1.8869, loss: 1.8869, grad_norm: 8.4046 2021-08-17 10:50:45,356 - mmaction - INFO - Epoch [40][2560/2640] lr: 1.000e-03, eta: 3:10:09, time: 0.413, data_time: 0.001, memory: 5694, top1_acc: 0.5109, top5_acc: 0.7977, loss_cls: 1.8424, loss: 1.8424, grad_norm: 8.3634 2021-08-17 10:50:53,602 - mmaction - INFO - Epoch [40][2580/2640] lr: 1.000e-03, eta: 3:10:00, time: 0.412, data_time: 0.001, memory: 5694, top1_acc: 0.5023, top5_acc: 0.7836, loss_cls: 1.8905, loss: 1.8905, grad_norm: 8.6283 2021-08-17 10:51:01,850 - mmaction - INFO - Epoch [40][2600/2640] lr: 1.000e-03, eta: 3:09:51, time: 0.412, data_time: 0.002, memory: 5694, top1_acc: 0.5352, top5_acc: 0.7953, loss_cls: 1.7796, loss: 1.7796, grad_norm: 7.9574 2021-08-17 10:51:10,065 - mmaction - INFO - Epoch [40][2620/2640] lr: 1.000e-03, eta: 3:09:43, time: 0.411, data_time: 0.000, memory: 5694, top1_acc: 0.4891, top5_acc: 0.7719, loss_cls: 1.9337, loss: 1.9337, grad_norm: 8.5525 2021-08-17 10:51:18,095 - mmaction - INFO - Epoch [40][2640/2640] lr: 1.000e-03, eta: 3:09:34, time: 0.401, data_time: 0.001, memory: 5694, top1_acc: 0.4790, top5_acc: 0.7952, loss_cls: 1.8959, loss: 1.8959, grad_norm: 8.5750 2021-08-17 10:53:18,643 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-08-17 10:53:18,999 - mmaction - INFO - top1_acc 0.2765 top5_acc 0.5764 2021-08-17 10:53:18,999 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-08-17 10:53:19,039 - mmaction - INFO - mean_acc 0.2269 2021-08-17 10:53:19,351 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_40.pth. 2021-08-17 10:53:19,351 - mmaction - INFO - Best top1_acc is 0.2765 at 40 epoch. 2021-08-17 10:53:19,359 - mmaction - INFO - Saving checkpoint at 40 epochs 2021-08-17 10:53:20,139 - mmaction - INFO - Epoch(val) [40][194] top1_acc: 0.2765, top5_acc: 0.5764, mean_class_accuracy: 0.2269 2021-08-17 10:53:57,734 - mmaction - INFO - Epoch [41][20/2640] lr: 1.000e-04, eta: 3:09:32, time: 1.879, data_time: 1.454, memory: 5694, top1_acc: 0.5359, top5_acc: 0.8039, loss_cls: 1.7623, loss: 1.7623, grad_norm: 7.8958 2021-08-17 10:54:05,712 - mmaction - INFO - Epoch [41][40/2640] lr: 1.000e-04, eta: 3:09:24, time: 0.399, data_time: 0.003, memory: 5694, top1_acc: 0.4922, top5_acc: 0.7773, loss_cls: 1.9205, loss: 1.9205, grad_norm: 8.3942 2021-08-17 10:54:13,718 - mmaction - INFO - Epoch [41][60/2640] lr: 1.000e-04, eta: 3:09:15, time: 0.400, data_time: 0.001, memory: 5694, top1_acc: 0.5211, top5_acc: 0.8117, loss_cls: 1.7594, loss: 1.7594, grad_norm: 8.2568 2021-08-17 10:54:21,790 - mmaction - INFO - Epoch [41][80/2640] lr: 1.000e-04, eta: 3:09:06, time: 0.404, data_time: 0.002, memory: 5694, top1_acc: 0.5141, top5_acc: 0.8016, loss_cls: 1.7750, loss: 1.7750, grad_norm: 8.0812 2021-08-17 10:54:29,924 - mmaction - INFO - Epoch [41][100/2640] lr: 1.000e-04, eta: 3:08:57, time: 0.406, data_time: 0.001, memory: 5694, top1_acc: 0.5008, top5_acc: 0.7844, loss_cls: 1.8736, loss: 1.8736, grad_norm: 8.5417 2021-08-17 10:54:38,149 - mmaction - INFO - Epoch [41][120/2640] lr: 1.000e-04, eta: 3:08:49, time: 0.411, data_time: 0.002, memory: 5694, top1_acc: 0.5445, top5_acc: 0.8031, loss_cls: 1.7686, loss: 1.7686, grad_norm: 7.9526 2021-08-17 10:54:46,455 - mmaction - INFO - Epoch [41][140/2640] lr: 1.000e-04, eta: 3:08:40, time: 0.415, data_time: 0.000, memory: 5694, top1_acc: 0.5344, top5_acc: 0.7969, loss_cls: 1.7525, loss: 1.7525, grad_norm: 8.0013 2021-08-17 10:54:54,760 - mmaction - INFO - Epoch [41][160/2640] lr: 1.000e-04, eta: 3:08:31, time: 0.415, data_time: 0.000, memory: 5694, top1_acc: 0.5141, top5_acc: 0.7859, loss_cls: 1.8242, loss: 1.8242, grad_norm: 8.4375 2021-08-17 10:55:03,070 - mmaction - INFO - Epoch [41][180/2640] lr: 1.000e-04, eta: 3:08:23, time: 0.416, data_time: 0.000, memory: 5694, top1_acc: 0.5219, top5_acc: 0.7898, loss_cls: 1.8083, loss: 1.8083, grad_norm: 8.3958 2021-08-17 10:55:11,409 - mmaction - INFO - Epoch [41][200/2640] lr: 1.000e-04, eta: 3:08:14, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.5250, top5_acc: 0.7977, loss_cls: 1.7897, loss: 1.7897, grad_norm: 8.4524 2021-08-17 10:55:19,727 - mmaction - INFO - Epoch [41][220/2640] lr: 1.000e-04, eta: 3:08:05, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.5367, top5_acc: 0.8039, loss_cls: 1.7196, loss: 1.7196, grad_norm: 7.9434 2021-08-17 10:55:28,070 - mmaction - INFO - Epoch [41][240/2640] lr: 1.000e-04, eta: 3:07:56, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.5094, top5_acc: 0.7781, loss_cls: 1.8507, loss: 1.8507, grad_norm: 8.4141 2021-08-17 10:55:36,428 - mmaction - INFO - Epoch [41][260/2640] lr: 1.000e-04, eta: 3:07:48, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.5227, top5_acc: 0.7977, loss_cls: 1.8118, loss: 1.8118, grad_norm: 8.1764 2021-08-17 10:55:44,765 - mmaction - INFO - Epoch [41][280/2640] lr: 1.000e-04, eta: 3:07:39, time: 0.417, data_time: 0.000, memory: 5694, top1_acc: 0.5156, top5_acc: 0.8016, loss_cls: 1.8065, loss: 1.8065, grad_norm: 8.3303 2021-08-17 10:55:53,108 - mmaction - INFO - Epoch [41][300/2640] lr: 1.000e-04, eta: 3:07:30, time: 0.417, data_time: 0.000, memory: 5694, top1_acc: 0.5023, top5_acc: 0.7836, loss_cls: 1.8996, loss: 1.8996, grad_norm: 8.6037 2021-08-17 10:56:01,463 - mmaction - INFO - Epoch [41][320/2640] lr: 1.000e-04, eta: 3:07:22, time: 0.418, data_time: 0.000, memory: 5694, top1_acc: 0.5469, top5_acc: 0.7945, loss_cls: 1.7563, loss: 1.7563, grad_norm: 8.2439 2021-08-17 10:56:09,825 - mmaction - INFO - Epoch [41][340/2640] lr: 1.000e-04, eta: 3:07:13, time: 0.418, data_time: 0.000, memory: 5694, top1_acc: 0.5391, top5_acc: 0.8258, loss_cls: 1.7206, loss: 1.7206, grad_norm: 8.2505 2021-08-17 10:56:18,214 - mmaction - INFO - Epoch [41][360/2640] lr: 1.000e-04, eta: 3:07:04, time: 0.419, data_time: 0.002, memory: 5694, top1_acc: 0.5227, top5_acc: 0.8148, loss_cls: 1.7971, loss: 1.7971, grad_norm: 8.3508 2021-08-17 10:56:26,570 - mmaction - INFO - Epoch [41][380/2640] lr: 1.000e-04, eta: 3:06:56, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.5227, top5_acc: 0.8039, loss_cls: 1.8506, loss: 1.8506, grad_norm: 8.7053 2021-08-17 10:56:34,913 - mmaction - INFO - Epoch [41][400/2640] lr: 1.000e-04, eta: 3:06:47, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.5398, top5_acc: 0.7922, loss_cls: 1.7862, loss: 1.7862, grad_norm: 8.4074 2021-08-17 10:56:43,236 - mmaction - INFO - Epoch [41][420/2640] lr: 1.000e-04, eta: 3:06:38, time: 0.416, data_time: 0.000, memory: 5694, top1_acc: 0.4977, top5_acc: 0.7734, loss_cls: 1.9280, loss: 1.9280, grad_norm: 8.7891 2021-08-17 10:56:51,607 - mmaction - INFO - Epoch [41][440/2640] lr: 1.000e-04, eta: 3:06:30, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.5102, top5_acc: 0.8055, loss_cls: 1.8413, loss: 1.8413, grad_norm: 8.2157 2021-08-17 10:56:59,948 - mmaction - INFO - Epoch [41][460/2640] lr: 1.000e-04, eta: 3:06:21, time: 0.417, data_time: 0.000, memory: 5694, top1_acc: 0.5211, top5_acc: 0.7789, loss_cls: 1.8493, loss: 1.8493, grad_norm: 8.4404 2021-08-17 10:57:08,263 - mmaction - INFO - Epoch [41][480/2640] lr: 1.000e-04, eta: 3:06:12, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.5078, top5_acc: 0.7852, loss_cls: 1.8232, loss: 1.8232, grad_norm: 8.0785 2021-08-17 10:57:16,596 - mmaction - INFO - Epoch [41][500/2640] lr: 1.000e-04, eta: 3:06:04, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.5133, top5_acc: 0.7836, loss_cls: 1.8535, loss: 1.8535, grad_norm: 8.3266 2021-08-17 10:57:24,949 - mmaction - INFO - Epoch [41][520/2640] lr: 1.000e-04, eta: 3:05:55, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.5367, top5_acc: 0.8016, loss_cls: 1.8050, loss: 1.8050, grad_norm: 8.2772 2021-08-17 10:57:33,259 - mmaction - INFO - Epoch [41][540/2640] lr: 1.000e-04, eta: 3:05:46, time: 0.416, data_time: 0.000, memory: 5694, top1_acc: 0.5133, top5_acc: 0.8008, loss_cls: 1.8128, loss: 1.8128, grad_norm: 8.4276 2021-08-17 10:57:41,582 - mmaction - INFO - Epoch [41][560/2640] lr: 1.000e-04, eta: 3:05:37, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.5078, top5_acc: 0.8180, loss_cls: 1.7756, loss: 1.7756, grad_norm: 8.1630 2021-08-17 10:57:49,877 - mmaction - INFO - Epoch [41][580/2640] lr: 1.000e-04, eta: 3:05:29, time: 0.415, data_time: 0.001, memory: 5694, top1_acc: 0.5234, top5_acc: 0.7984, loss_cls: 1.8028, loss: 1.8028, grad_norm: 8.2384 2021-08-17 10:57:58,212 - mmaction - INFO - Epoch [41][600/2640] lr: 1.000e-04, eta: 3:05:20, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.5359, top5_acc: 0.7992, loss_cls: 1.7619, loss: 1.7619, grad_norm: 8.1330 2021-08-17 10:58:06,521 - mmaction - INFO - Epoch [41][620/2640] lr: 1.000e-04, eta: 3:05:11, time: 0.415, data_time: 0.001, memory: 5694, top1_acc: 0.5102, top5_acc: 0.7828, loss_cls: 1.8749, loss: 1.8749, grad_norm: 8.4110 2021-08-17 10:58:14,824 - mmaction - INFO - Epoch [41][640/2640] lr: 1.000e-04, eta: 3:05:03, time: 0.415, data_time: 0.001, memory: 5694, top1_acc: 0.5500, top5_acc: 0.8164, loss_cls: 1.7395, loss: 1.7395, grad_norm: 8.3372 2021-08-17 10:58:23,153 - mmaction - INFO - Epoch [41][660/2640] lr: 1.000e-04, eta: 3:04:54, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.5164, top5_acc: 0.8086, loss_cls: 1.7916, loss: 1.7916, grad_norm: 8.5051 2021-08-17 10:58:31,440 - mmaction - INFO - Epoch [41][680/2640] lr: 1.000e-04, eta: 3:04:45, time: 0.414, data_time: 0.000, memory: 5694, top1_acc: 0.5078, top5_acc: 0.7875, loss_cls: 1.8432, loss: 1.8432, grad_norm: 8.2792 2021-08-17 10:58:39,758 - mmaction - INFO - Epoch [41][700/2640] lr: 1.000e-04, eta: 3:04:37, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.5336, top5_acc: 0.8070, loss_cls: 1.7956, loss: 1.7956, grad_norm: 8.5533 2021-08-17 10:58:48,100 - mmaction - INFO - Epoch [41][720/2640] lr: 1.000e-04, eta: 3:04:28, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.5203, top5_acc: 0.7891, loss_cls: 1.8457, loss: 1.8457, grad_norm: 8.4288 2021-08-17 10:58:56,399 - mmaction - INFO - Epoch [41][740/2640] lr: 1.000e-04, eta: 3:04:19, time: 0.415, data_time: 0.000, memory: 5694, top1_acc: 0.5336, top5_acc: 0.7867, loss_cls: 1.7924, loss: 1.7924, grad_norm: 8.2774 2021-08-17 10:59:04,713 - mmaction - INFO - Epoch [41][760/2640] lr: 1.000e-04, eta: 3:04:10, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.5273, top5_acc: 0.7945, loss_cls: 1.8447, loss: 1.8447, grad_norm: 8.4466 2021-08-17 10:59:13,029 - mmaction - INFO - Epoch [41][780/2640] lr: 1.000e-04, eta: 3:04:02, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.5180, top5_acc: 0.8023, loss_cls: 1.8005, loss: 1.8005, grad_norm: 8.5232 2021-08-17 10:59:21,317 - mmaction - INFO - Epoch [41][800/2640] lr: 1.000e-04, eta: 3:03:53, time: 0.414, data_time: 0.000, memory: 5694, top1_acc: 0.5148, top5_acc: 0.7773, loss_cls: 1.8928, loss: 1.8928, grad_norm: 8.5384 2021-08-17 10:59:29,629 - mmaction - INFO - Epoch [41][820/2640] lr: 1.000e-04, eta: 3:03:44, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.5156, top5_acc: 0.8023, loss_cls: 1.7977, loss: 1.7977, grad_norm: 8.4310 2021-08-17 10:59:37,957 - mmaction - INFO - Epoch [41][840/2640] lr: 1.000e-04, eta: 3:03:36, time: 0.416, data_time: 0.000, memory: 5694, top1_acc: 0.5148, top5_acc: 0.7883, loss_cls: 1.8202, loss: 1.8202, grad_norm: 8.1819 2021-08-17 10:59:46,265 - mmaction - INFO - Epoch [41][860/2640] lr: 1.000e-04, eta: 3:03:27, time: 0.415, data_time: 0.001, memory: 5694, top1_acc: 0.5172, top5_acc: 0.7945, loss_cls: 1.7989, loss: 1.7989, grad_norm: 8.3706 2021-08-17 10:59:54,557 - mmaction - INFO - Epoch [41][880/2640] lr: 1.000e-04, eta: 3:03:18, time: 0.415, data_time: 0.001, memory: 5694, top1_acc: 0.5312, top5_acc: 0.8000, loss_cls: 1.7766, loss: 1.7766, grad_norm: 8.2906 2021-08-17 11:00:02,848 - mmaction - INFO - Epoch [41][900/2640] lr: 1.000e-04, eta: 3:03:10, time: 0.415, data_time: 0.001, memory: 5694, top1_acc: 0.5125, top5_acc: 0.8023, loss_cls: 1.7839, loss: 1.7839, grad_norm: 8.3237 2021-08-17 11:00:11,124 - mmaction - INFO - Epoch [41][920/2640] lr: 1.000e-04, eta: 3:03:01, time: 0.414, data_time: 0.000, memory: 5694, top1_acc: 0.5344, top5_acc: 0.8070, loss_cls: 1.7857, loss: 1.7857, grad_norm: 8.4303 2021-08-17 11:00:19,432 - mmaction - INFO - Epoch [41][940/2640] lr: 1.000e-04, eta: 3:02:52, time: 0.415, data_time: 0.000, memory: 5694, top1_acc: 0.5117, top5_acc: 0.8031, loss_cls: 1.7946, loss: 1.7946, grad_norm: 8.3606 2021-08-17 11:00:27,704 - mmaction - INFO - Epoch [41][960/2640] lr: 1.000e-04, eta: 3:02:44, time: 0.414, data_time: 0.000, memory: 5694, top1_acc: 0.5289, top5_acc: 0.8023, loss_cls: 1.7878, loss: 1.7878, grad_norm: 8.2304 2021-08-17 11:00:36,017 - mmaction - INFO - Epoch [41][980/2640] lr: 1.000e-04, eta: 3:02:35, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.5328, top5_acc: 0.8047, loss_cls: 1.7817, loss: 1.7817, grad_norm: 8.1933 2021-08-17 11:00:44,313 - mmaction - INFO - Epoch [41][1000/2640] lr: 1.000e-04, eta: 3:02:26, time: 0.415, data_time: 0.001, memory: 5694, top1_acc: 0.5484, top5_acc: 0.7984, loss_cls: 1.7912, loss: 1.7912, grad_norm: 8.3280 2021-08-17 11:00:52,634 - mmaction - INFO - Epoch [41][1020/2640] lr: 1.000e-04, eta: 3:02:17, time: 0.416, data_time: 0.002, memory: 5694, top1_acc: 0.5180, top5_acc: 0.7945, loss_cls: 1.8491, loss: 1.8491, grad_norm: 8.4607 2021-08-17 11:01:00,920 - mmaction - INFO - Epoch [41][1040/2640] lr: 1.000e-04, eta: 3:02:09, time: 0.414, data_time: 0.000, memory: 5694, top1_acc: 0.5484, top5_acc: 0.8008, loss_cls: 1.7545, loss: 1.7545, grad_norm: 8.1190 2021-08-17 11:01:09,225 - mmaction - INFO - Epoch [41][1060/2640] lr: 1.000e-04, eta: 3:02:00, time: 0.415, data_time: 0.001, memory: 5694, top1_acc: 0.5266, top5_acc: 0.8133, loss_cls: 1.7594, loss: 1.7594, grad_norm: 8.1858 2021-08-17 11:01:17,531 - mmaction - INFO - Epoch [41][1080/2640] lr: 1.000e-04, eta: 3:01:51, time: 0.415, data_time: 0.001, memory: 5694, top1_acc: 0.5250, top5_acc: 0.7922, loss_cls: 1.7911, loss: 1.7911, grad_norm: 8.5490 2021-08-17 11:01:25,858 - mmaction - INFO - Epoch [41][1100/2640] lr: 1.000e-04, eta: 3:01:43, time: 0.416, data_time: 0.002, memory: 5694, top1_acc: 0.5164, top5_acc: 0.8055, loss_cls: 1.8066, loss: 1.8066, grad_norm: 8.5561 2021-08-17 11:01:34,121 - mmaction - INFO - Epoch [41][1120/2640] lr: 1.000e-04, eta: 3:01:34, time: 0.413, data_time: 0.000, memory: 5694, top1_acc: 0.5133, top5_acc: 0.7898, loss_cls: 1.8846, loss: 1.8846, grad_norm: 8.3875 2021-08-17 11:01:42,443 - mmaction - INFO - Epoch [41][1140/2640] lr: 1.000e-04, eta: 3:01:25, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.5500, top5_acc: 0.8078, loss_cls: 1.7308, loss: 1.7308, grad_norm: 8.1432 2021-08-17 11:01:50,749 - mmaction - INFO - Epoch [41][1160/2640] lr: 1.000e-04, eta: 3:01:17, time: 0.415, data_time: 0.001, memory: 5694, top1_acc: 0.5102, top5_acc: 0.7867, loss_cls: 1.8635, loss: 1.8635, grad_norm: 8.5237 2021-08-17 11:01:59,026 - mmaction - INFO - Epoch [41][1180/2640] lr: 1.000e-04, eta: 3:01:08, time: 0.414, data_time: 0.000, memory: 5694, top1_acc: 0.5227, top5_acc: 0.8102, loss_cls: 1.7462, loss: 1.7462, grad_norm: 8.2137 2021-08-17 11:02:07,373 - mmaction - INFO - Epoch [41][1200/2640] lr: 1.000e-04, eta: 3:00:59, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.5289, top5_acc: 0.8117, loss_cls: 1.7761, loss: 1.7761, grad_norm: 8.2773 2021-08-17 11:02:15,636 - mmaction - INFO - Epoch [41][1220/2640] lr: 1.000e-04, eta: 3:00:50, time: 0.413, data_time: 0.000, memory: 5694, top1_acc: 0.5312, top5_acc: 0.8031, loss_cls: 1.7844, loss: 1.7844, grad_norm: 8.3017 2021-08-17 11:02:23,957 - mmaction - INFO - Epoch [41][1240/2640] lr: 1.000e-04, eta: 3:00:42, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.5055, top5_acc: 0.7992, loss_cls: 1.8136, loss: 1.8136, grad_norm: 8.0318 2021-08-17 11:02:32,287 - mmaction - INFO - Epoch [41][1260/2640] lr: 1.000e-04, eta: 3:00:33, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.5172, top5_acc: 0.8063, loss_cls: 1.8038, loss: 1.8038, grad_norm: 8.3584 2021-08-17 11:02:40,598 - mmaction - INFO - Epoch [41][1280/2640] lr: 1.000e-04, eta: 3:00:24, time: 0.416, data_time: 0.000, memory: 5694, top1_acc: 0.5508, top5_acc: 0.8016, loss_cls: 1.7564, loss: 1.7564, grad_norm: 8.2836 2021-08-17 11:02:48,860 - mmaction - INFO - Epoch [41][1300/2640] lr: 1.000e-04, eta: 3:00:16, time: 0.413, data_time: 0.001, memory: 5694, top1_acc: 0.5141, top5_acc: 0.7945, loss_cls: 1.7900, loss: 1.7900, grad_norm: 8.3881 2021-08-17 11:02:57,142 - mmaction - INFO - Epoch [41][1320/2640] lr: 1.000e-04, eta: 3:00:07, time: 0.414, data_time: 0.000, memory: 5694, top1_acc: 0.5195, top5_acc: 0.7930, loss_cls: 1.8571, loss: 1.8571, grad_norm: 8.3550 2021-08-17 11:03:05,416 - mmaction - INFO - Epoch [41][1340/2640] lr: 1.000e-04, eta: 2:59:58, time: 0.414, data_time: 0.001, memory: 5694, top1_acc: 0.5289, top5_acc: 0.7859, loss_cls: 1.7970, loss: 1.7970, grad_norm: 8.3152 2021-08-17 11:03:13,712 - mmaction - INFO - Epoch [41][1360/2640] lr: 1.000e-04, eta: 2:59:50, time: 0.415, data_time: 0.001, memory: 5694, top1_acc: 0.5250, top5_acc: 0.7984, loss_cls: 1.8041, loss: 1.8041, grad_norm: 8.3497 2021-08-17 11:03:22,007 - mmaction - INFO - Epoch [41][1380/2640] lr: 1.000e-04, eta: 2:59:41, time: 0.414, data_time: 0.001, memory: 5694, top1_acc: 0.5227, top5_acc: 0.7961, loss_cls: 1.8148, loss: 1.8148, grad_norm: 8.4448 2021-08-17 11:03:30,295 - mmaction - INFO - Epoch [41][1400/2640] lr: 1.000e-04, eta: 2:59:32, time: 0.415, data_time: 0.001, memory: 5694, top1_acc: 0.5344, top5_acc: 0.7930, loss_cls: 1.8092, loss: 1.8092, grad_norm: 8.3375 2021-08-17 11:03:38,582 - mmaction - INFO - Epoch [41][1420/2640] lr: 1.000e-04, eta: 2:59:24, time: 0.414, data_time: 0.001, memory: 5694, top1_acc: 0.5094, top5_acc: 0.7875, loss_cls: 1.8556, loss: 1.8556, grad_norm: 8.5358 2021-08-17 11:03:46,903 - mmaction - INFO - Epoch [41][1440/2640] lr: 1.000e-04, eta: 2:59:15, time: 0.416, data_time: 0.000, memory: 5694, top1_acc: 0.5086, top5_acc: 0.7844, loss_cls: 1.8507, loss: 1.8507, grad_norm: 8.6011 2021-08-17 11:03:55,194 - mmaction - INFO - Epoch [41][1460/2640] lr: 1.000e-04, eta: 2:59:06, time: 0.414, data_time: 0.001, memory: 5694, top1_acc: 0.5391, top5_acc: 0.8063, loss_cls: 1.7364, loss: 1.7364, grad_norm: 8.2237 2021-08-17 11:04:03,502 - mmaction - INFO - Epoch [41][1480/2640] lr: 1.000e-04, eta: 2:58:57, time: 0.415, data_time: 0.000, memory: 5694, top1_acc: 0.5312, top5_acc: 0.8000, loss_cls: 1.8053, loss: 1.8053, grad_norm: 8.5600 2021-08-17 11:04:11,800 - mmaction - INFO - Epoch [41][1500/2640] lr: 1.000e-04, eta: 2:58:49, time: 0.415, data_time: 0.002, memory: 5694, top1_acc: 0.5367, top5_acc: 0.7922, loss_cls: 1.8119, loss: 1.8119, grad_norm: 8.1082 2021-08-17 11:04:20,095 - mmaction - INFO - Epoch [41][1520/2640] lr: 1.000e-04, eta: 2:58:40, time: 0.415, data_time: 0.001, memory: 5694, top1_acc: 0.5164, top5_acc: 0.7984, loss_cls: 1.7899, loss: 1.7899, grad_norm: 8.0771 2021-08-17 11:04:28,390 - mmaction - INFO - Epoch [41][1540/2640] lr: 1.000e-04, eta: 2:58:31, time: 0.415, data_time: 0.001, memory: 5694, top1_acc: 0.5164, top5_acc: 0.7977, loss_cls: 1.7860, loss: 1.7860, grad_norm: 8.4345 2021-08-17 11:04:36,692 - mmaction - INFO - Epoch [41][1560/2640] lr: 1.000e-04, eta: 2:58:23, time: 0.415, data_time: 0.001, memory: 5694, top1_acc: 0.5625, top5_acc: 0.8156, loss_cls: 1.7274, loss: 1.7274, grad_norm: 8.2147 2021-08-17 11:04:44,939 - mmaction - INFO - Epoch [41][1580/2640] lr: 1.000e-04, eta: 2:58:14, time: 0.412, data_time: 0.000, memory: 5694, top1_acc: 0.5125, top5_acc: 0.7953, loss_cls: 1.8537, loss: 1.8537, grad_norm: 8.4828 2021-08-17 11:04:53,240 - mmaction - INFO - Epoch [41][1600/2640] lr: 1.000e-04, eta: 2:58:05, time: 0.415, data_time: 0.001, memory: 5694, top1_acc: 0.5305, top5_acc: 0.7945, loss_cls: 1.7873, loss: 1.7873, grad_norm: 8.2703 2021-08-17 11:05:01,537 - mmaction - INFO - Epoch [41][1620/2640] lr: 1.000e-04, eta: 2:57:57, time: 0.415, data_time: 0.000, memory: 5694, top1_acc: 0.4922, top5_acc: 0.8031, loss_cls: 1.7857, loss: 1.7857, grad_norm: 8.3084 2021-08-17 11:05:09,834 - mmaction - INFO - Epoch [41][1640/2640] lr: 1.000e-04, eta: 2:57:48, time: 0.415, data_time: 0.001, memory: 5694, top1_acc: 0.5070, top5_acc: 0.8070, loss_cls: 1.8112, loss: 1.8112, grad_norm: 8.1695 2021-08-17 11:05:18,120 - mmaction - INFO - Epoch [41][1660/2640] lr: 1.000e-04, eta: 2:57:39, time: 0.414, data_time: 0.000, memory: 5694, top1_acc: 0.4852, top5_acc: 0.7852, loss_cls: 1.8839, loss: 1.8839, grad_norm: 8.4423 2021-08-17 11:05:26,431 - mmaction - INFO - Epoch [41][1680/2640] lr: 1.000e-04, eta: 2:57:31, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.5234, top5_acc: 0.8055, loss_cls: 1.7835, loss: 1.7835, grad_norm: 8.0898 2021-08-17 11:05:34,721 - mmaction - INFO - Epoch [41][1700/2640] lr: 1.000e-04, eta: 2:57:22, time: 0.414, data_time: 0.001, memory: 5694, top1_acc: 0.5086, top5_acc: 0.7961, loss_cls: 1.8509, loss: 1.8509, grad_norm: 8.5661 2021-08-17 11:05:43,022 - mmaction - INFO - Epoch [41][1720/2640] lr: 1.000e-04, eta: 2:57:13, time: 0.415, data_time: 0.000, memory: 5694, top1_acc: 0.5094, top5_acc: 0.7789, loss_cls: 1.8491, loss: 1.8491, grad_norm: 8.3574 2021-08-17 11:05:51,340 - mmaction - INFO - Epoch [41][1740/2640] lr: 1.000e-04, eta: 2:57:04, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.5109, top5_acc: 0.7906, loss_cls: 1.8428, loss: 1.8428, grad_norm: 8.5465 2021-08-17 11:05:59,641 - mmaction - INFO - Epoch [41][1760/2640] lr: 1.000e-04, eta: 2:56:56, time: 0.415, data_time: 0.000, memory: 5694, top1_acc: 0.5437, top5_acc: 0.8016, loss_cls: 1.7860, loss: 1.7860, grad_norm: 8.3356 2021-08-17 11:06:07,938 - mmaction - INFO - Epoch [41][1780/2640] lr: 1.000e-04, eta: 2:56:47, time: 0.415, data_time: 0.001, memory: 5694, top1_acc: 0.5227, top5_acc: 0.7984, loss_cls: 1.7848, loss: 1.7848, grad_norm: 8.4605 2021-08-17 11:06:16,241 - mmaction - INFO - Epoch [41][1800/2640] lr: 1.000e-04, eta: 2:56:38, time: 0.415, data_time: 0.001, memory: 5694, top1_acc: 0.5352, top5_acc: 0.7953, loss_cls: 1.7918, loss: 1.7918, grad_norm: 8.3741 2021-08-17 11:06:24,524 - mmaction - INFO - Epoch [41][1820/2640] lr: 1.000e-04, eta: 2:56:30, time: 0.414, data_time: 0.002, memory: 5694, top1_acc: 0.5211, top5_acc: 0.8117, loss_cls: 1.7567, loss: 1.7567, grad_norm: 8.1009 2021-08-17 11:06:32,846 - mmaction - INFO - Epoch [41][1840/2640] lr: 1.000e-04, eta: 2:56:21, time: 0.416, data_time: 0.000, memory: 5694, top1_acc: 0.5117, top5_acc: 0.7945, loss_cls: 1.8516, loss: 1.8516, grad_norm: 8.4378 2021-08-17 11:06:41,145 - mmaction - INFO - Epoch [41][1860/2640] lr: 1.000e-04, eta: 2:56:12, time: 0.415, data_time: 0.001, memory: 5694, top1_acc: 0.5086, top5_acc: 0.8008, loss_cls: 1.7686, loss: 1.7686, grad_norm: 8.4301 2021-08-17 11:06:49,448 - mmaction - INFO - Epoch [41][1880/2640] lr: 1.000e-04, eta: 2:56:04, time: 0.415, data_time: 0.000, memory: 5694, top1_acc: 0.5125, top5_acc: 0.7914, loss_cls: 1.7960, loss: 1.7960, grad_norm: 8.3717 2021-08-17 11:06:57,766 - mmaction - INFO - Epoch [41][1900/2640] lr: 1.000e-04, eta: 2:55:55, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.5359, top5_acc: 0.7992, loss_cls: 1.7697, loss: 1.7697, grad_norm: 8.3980 2021-08-17 11:07:06,070 - mmaction - INFO - Epoch [41][1920/2640] lr: 1.000e-04, eta: 2:55:46, time: 0.415, data_time: 0.000, memory: 5694, top1_acc: 0.5359, top5_acc: 0.7961, loss_cls: 1.7843, loss: 1.7843, grad_norm: 8.4142 2021-08-17 11:07:14,380 - mmaction - INFO - Epoch [41][1940/2640] lr: 1.000e-04, eta: 2:55:38, time: 0.415, data_time: 0.001, memory: 5694, top1_acc: 0.5312, top5_acc: 0.8008, loss_cls: 1.7921, loss: 1.7921, grad_norm: 8.4603 2021-08-17 11:07:22,677 - mmaction - INFO - Epoch [41][1960/2640] lr: 1.000e-04, eta: 2:55:29, time: 0.415, data_time: 0.001, memory: 5694, top1_acc: 0.5148, top5_acc: 0.8031, loss_cls: 1.8149, loss: 1.8149, grad_norm: 8.4604 2021-08-17 11:07:30,990 - mmaction - INFO - Epoch [41][1980/2640] lr: 1.000e-04, eta: 2:55:20, time: 0.416, data_time: 0.000, memory: 5694, top1_acc: 0.5070, top5_acc: 0.7930, loss_cls: 1.8392, loss: 1.8392, grad_norm: 8.3487 2021-08-17 11:07:39,307 - mmaction - INFO - Epoch [41][2000/2640] lr: 1.000e-04, eta: 2:55:12, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.5344, top5_acc: 0.8008, loss_cls: 1.7236, loss: 1.7236, grad_norm: 8.4324 2021-08-17 11:07:47,622 - mmaction - INFO - Epoch [41][2020/2640] lr: 1.000e-04, eta: 2:55:03, time: 0.416, data_time: 0.002, memory: 5694, top1_acc: 0.5125, top5_acc: 0.7992, loss_cls: 1.8372, loss: 1.8372, grad_norm: 8.3013 2021-08-17 11:07:55,937 - mmaction - INFO - Epoch [41][2040/2640] lr: 1.000e-04, eta: 2:54:54, time: 0.416, data_time: 0.000, memory: 5694, top1_acc: 0.5141, top5_acc: 0.7680, loss_cls: 1.8957, loss: 1.8957, grad_norm: 8.2993 2021-08-17 11:08:04,237 - mmaction - INFO - Epoch [41][2060/2640] lr: 1.000e-04, eta: 2:54:45, time: 0.415, data_time: 0.001, memory: 5694, top1_acc: 0.5422, top5_acc: 0.8047, loss_cls: 1.7611, loss: 1.7611, grad_norm: 8.4293 2021-08-17 11:08:12,544 - mmaction - INFO - Epoch [41][2080/2640] lr: 1.000e-04, eta: 2:54:37, time: 0.415, data_time: 0.000, memory: 5694, top1_acc: 0.5070, top5_acc: 0.7992, loss_cls: 1.8034, loss: 1.8034, grad_norm: 8.5484 2021-08-17 11:08:20,873 - mmaction - INFO - Epoch [41][2100/2640] lr: 1.000e-04, eta: 2:54:28, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.5391, top5_acc: 0.8086, loss_cls: 1.7465, loss: 1.7465, grad_norm: 8.4097 2021-08-17 11:08:29,177 - mmaction - INFO - Epoch [41][2120/2640] lr: 1.000e-04, eta: 2:54:19, time: 0.415, data_time: 0.001, memory: 5694, top1_acc: 0.5477, top5_acc: 0.8070, loss_cls: 1.7266, loss: 1.7266, grad_norm: 8.2031 2021-08-17 11:08:37,510 - mmaction - INFO - Epoch [41][2140/2640] lr: 1.000e-04, eta: 2:54:11, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.5516, top5_acc: 0.8219, loss_cls: 1.7453, loss: 1.7453, grad_norm: 8.2647 2021-08-17 11:08:45,787 - mmaction - INFO - Epoch [41][2160/2640] lr: 1.000e-04, eta: 2:54:02, time: 0.414, data_time: 0.001, memory: 5694, top1_acc: 0.5109, top5_acc: 0.7883, loss_cls: 1.8174, loss: 1.8174, grad_norm: 8.3404 2021-08-17 11:08:54,103 - mmaction - INFO - Epoch [41][2180/2640] lr: 1.000e-04, eta: 2:53:53, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.5273, top5_acc: 0.8109, loss_cls: 1.7605, loss: 1.7605, grad_norm: 8.4407 2021-08-17 11:09:02,378 - mmaction - INFO - Epoch [41][2200/2640] lr: 1.000e-04, eta: 2:53:45, time: 0.414, data_time: 0.001, memory: 5694, top1_acc: 0.5047, top5_acc: 0.7844, loss_cls: 1.9250, loss: 1.9250, grad_norm: 8.6126 2021-08-17 11:09:10,693 - mmaction - INFO - Epoch [41][2220/2640] lr: 1.000e-04, eta: 2:53:36, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.5109, top5_acc: 0.8117, loss_cls: 1.7987, loss: 1.7987, grad_norm: 8.5517 2021-08-17 11:09:18,978 - mmaction - INFO - Epoch [41][2240/2640] lr: 1.000e-04, eta: 2:53:27, time: 0.414, data_time: 0.000, memory: 5694, top1_acc: 0.5102, top5_acc: 0.7984, loss_cls: 1.8446, loss: 1.8446, grad_norm: 8.5083 2021-08-17 11:09:27,305 - mmaction - INFO - Epoch [41][2260/2640] lr: 1.000e-04, eta: 2:53:19, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.5195, top5_acc: 0.7844, loss_cls: 1.8907, loss: 1.8907, grad_norm: 8.7626 2021-08-17 11:09:35,593 - mmaction - INFO - Epoch [41][2280/2640] lr: 1.000e-04, eta: 2:53:10, time: 0.414, data_time: 0.001, memory: 5694, top1_acc: 0.5148, top5_acc: 0.8031, loss_cls: 1.7972, loss: 1.7972, grad_norm: 8.4511 2021-08-17 11:09:43,916 - mmaction - INFO - Epoch [41][2300/2640] lr: 1.000e-04, eta: 2:53:01, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.5219, top5_acc: 0.7930, loss_cls: 1.8429, loss: 1.8429, grad_norm: 8.3271 2021-08-17 11:09:52,243 - mmaction - INFO - Epoch [41][2320/2640] lr: 1.000e-04, eta: 2:52:53, time: 0.416, data_time: 0.000, memory: 5694, top1_acc: 0.5383, top5_acc: 0.8156, loss_cls: 1.6921, loss: 1.6921, grad_norm: 8.1674 2021-08-17 11:10:00,562 - mmaction - INFO - Epoch [41][2340/2640] lr: 1.000e-04, eta: 2:52:44, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.5250, top5_acc: 0.7961, loss_cls: 1.8108, loss: 1.8108, grad_norm: 8.6218 2021-08-17 11:10:08,897 - mmaction - INFO - Epoch [41][2360/2640] lr: 1.000e-04, eta: 2:52:35, time: 0.417, data_time: 0.000, memory: 5694, top1_acc: 0.5156, top5_acc: 0.7977, loss_cls: 1.8302, loss: 1.8302, grad_norm: 8.6393 2021-08-17 11:10:17,255 - mmaction - INFO - Epoch [41][2380/2640] lr: 1.000e-04, eta: 2:52:27, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.5352, top5_acc: 0.8000, loss_cls: 1.7857, loss: 1.7857, grad_norm: 8.4491 2021-08-17 11:10:25,516 - mmaction - INFO - Epoch [41][2400/2640] lr: 1.000e-04, eta: 2:52:18, time: 0.413, data_time: 0.000, memory: 5694, top1_acc: 0.5336, top5_acc: 0.8086, loss_cls: 1.7487, loss: 1.7487, grad_norm: 8.3655 2021-08-17 11:10:33,842 - mmaction - INFO - Epoch [41][2420/2640] lr: 1.000e-04, eta: 2:52:09, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.5242, top5_acc: 0.8055, loss_cls: 1.7899, loss: 1.7899, grad_norm: 8.2327 2021-08-17 11:10:42,119 - mmaction - INFO - Epoch [41][2440/2640] lr: 1.000e-04, eta: 2:52:00, time: 0.414, data_time: 0.001, memory: 5694, top1_acc: 0.5281, top5_acc: 0.8102, loss_cls: 1.7649, loss: 1.7649, grad_norm: 8.3836 2021-08-17 11:10:50,422 - mmaction - INFO - Epoch [41][2460/2640] lr: 1.000e-04, eta: 2:51:52, time: 0.415, data_time: 0.000, memory: 5694, top1_acc: 0.5289, top5_acc: 0.7945, loss_cls: 1.7652, loss: 1.7652, grad_norm: 8.2190 2021-08-17 11:10:58,693 - mmaction - INFO - Epoch [41][2480/2640] lr: 1.000e-04, eta: 2:51:43, time: 0.414, data_time: 0.000, memory: 5694, top1_acc: 0.5133, top5_acc: 0.8016, loss_cls: 1.7898, loss: 1.7898, grad_norm: 8.3956 2021-08-17 11:11:07,020 - mmaction - INFO - Epoch [41][2500/2640] lr: 1.000e-04, eta: 2:51:34, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.5320, top5_acc: 0.8063, loss_cls: 1.7855, loss: 1.7855, grad_norm: 8.2661 2021-08-17 11:11:15,328 - mmaction - INFO - Epoch [41][2520/2640] lr: 1.000e-04, eta: 2:51:26, time: 0.415, data_time: 0.000, memory: 5694, top1_acc: 0.5219, top5_acc: 0.8125, loss_cls: 1.7648, loss: 1.7648, grad_norm: 8.4120 2021-08-17 11:11:23,648 - mmaction - INFO - Epoch [41][2540/2640] lr: 1.000e-04, eta: 2:51:17, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.5391, top5_acc: 0.8070, loss_cls: 1.7575, loss: 1.7575, grad_norm: 8.3525 2021-08-17 11:11:31,963 - mmaction - INFO - Epoch [41][2560/2640] lr: 1.000e-04, eta: 2:51:08, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.5148, top5_acc: 0.8187, loss_cls: 1.7495, loss: 1.7495, grad_norm: 8.2454 2021-08-17 11:11:40,316 - mmaction - INFO - Epoch [41][2580/2640] lr: 1.000e-04, eta: 2:51:00, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.5359, top5_acc: 0.8086, loss_cls: 1.7710, loss: 1.7710, grad_norm: 8.2625 2021-08-17 11:11:48,622 - mmaction - INFO - Epoch [41][2600/2640] lr: 1.000e-04, eta: 2:50:51, time: 0.415, data_time: 0.000, memory: 5694, top1_acc: 0.5164, top5_acc: 0.8055, loss_cls: 1.8080, loss: 1.8080, grad_norm: 8.4725 2021-08-17 11:11:56,897 - mmaction - INFO - Epoch [41][2620/2640] lr: 1.000e-04, eta: 2:50:42, time: 0.414, data_time: 0.001, memory: 5694, top1_acc: 0.5266, top5_acc: 0.7867, loss_cls: 1.8403, loss: 1.8403, grad_norm: 8.5735 2021-08-17 11:12:04,973 - mmaction - INFO - Epoch [41][2640/2640] lr: 1.000e-04, eta: 2:50:34, time: 0.404, data_time: 0.000, memory: 5694, top1_acc: 0.5218, top5_acc: 0.8073, loss_cls: 1.8309, loss: 1.8309, grad_norm: 8.4310 2021-08-17 11:13:35,925 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-08-17 11:13:36,298 - mmaction - INFO - top1_acc 0.2767 top5_acc 0.5737 2021-08-17 11:13:36,298 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-08-17 11:13:36,321 - mmaction - INFO - mean_acc 0.2298 2021-08-17 11:13:36,715 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_41.pth. 2021-08-17 11:13:36,715 - mmaction - INFO - Best top1_acc is 0.2767 at 41 epoch. 2021-08-17 11:13:36,723 - mmaction - INFO - Saving checkpoint at 41 epochs 2021-08-17 11:13:37,251 - mmaction - INFO - Epoch(val) [41][194] top1_acc: 0.2767, top5_acc: 0.5737, mean_class_accuracy: 0.2298 2021-08-17 11:14:14,108 - mmaction - INFO - Epoch [42][20/2640] lr: 1.000e-04, eta: 2:50:31, time: 1.842, data_time: 1.438, memory: 5694, top1_acc: 0.5242, top5_acc: 0.8063, loss_cls: 1.8417, loss: 1.8417, grad_norm: 8.5284 2021-08-17 11:14:22,075 - mmaction - INFO - Epoch [42][40/2640] lr: 1.000e-04, eta: 2:50:22, time: 0.399, data_time: 0.002, memory: 5694, top1_acc: 0.5109, top5_acc: 0.8008, loss_cls: 1.7954, loss: 1.7954, grad_norm: 8.3087 2021-08-17 11:14:30,124 - mmaction - INFO - Epoch [42][60/2640] lr: 1.000e-04, eta: 2:50:14, time: 0.402, data_time: 0.002, memory: 5694, top1_acc: 0.5445, top5_acc: 0.8281, loss_cls: 1.7413, loss: 1.7413, grad_norm: 8.3009 2021-08-17 11:14:38,161 - mmaction - INFO - Epoch [42][80/2640] lr: 1.000e-04, eta: 2:50:05, time: 0.402, data_time: 0.000, memory: 5694, top1_acc: 0.5586, top5_acc: 0.8039, loss_cls: 1.6946, loss: 1.6946, grad_norm: 7.9166 2021-08-17 11:14:46,297 - mmaction - INFO - Epoch [42][100/2640] lr: 1.000e-04, eta: 2:49:56, time: 0.407, data_time: 0.001, memory: 5694, top1_acc: 0.5227, top5_acc: 0.7984, loss_cls: 1.8590, loss: 1.8590, grad_norm: 8.5937 2021-08-17 11:14:54,514 - mmaction - INFO - Epoch [42][120/2640] lr: 1.000e-04, eta: 2:49:47, time: 0.411, data_time: 0.001, memory: 5694, top1_acc: 0.5352, top5_acc: 0.8164, loss_cls: 1.7065, loss: 1.7065, grad_norm: 8.0775 2021-08-17 11:15:02,844 - mmaction - INFO - Epoch [42][140/2640] lr: 1.000e-04, eta: 2:49:39, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.5312, top5_acc: 0.8063, loss_cls: 1.7650, loss: 1.7650, grad_norm: 8.3169 2021-08-17 11:15:11,182 - mmaction - INFO - Epoch [42][160/2640] lr: 1.000e-04, eta: 2:49:30, time: 0.417, data_time: 0.000, memory: 5694, top1_acc: 0.5172, top5_acc: 0.8117, loss_cls: 1.7776, loss: 1.7776, grad_norm: 8.1033 2021-08-17 11:15:19,536 - mmaction - INFO - Epoch [42][180/2640] lr: 1.000e-04, eta: 2:49:21, time: 0.418, data_time: 0.002, memory: 5694, top1_acc: 0.5336, top5_acc: 0.7930, loss_cls: 1.8089, loss: 1.8089, grad_norm: 8.3119 2021-08-17 11:15:27,924 - mmaction - INFO - Epoch [42][200/2640] lr: 1.000e-04, eta: 2:49:13, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.5055, top5_acc: 0.8055, loss_cls: 1.8368, loss: 1.8368, grad_norm: 8.6393 2021-08-17 11:15:36,251 - mmaction - INFO - Epoch [42][220/2640] lr: 1.000e-04, eta: 2:49:04, time: 0.416, data_time: 0.000, memory: 5694, top1_acc: 0.5336, top5_acc: 0.7891, loss_cls: 1.8499, loss: 1.8499, grad_norm: 8.4765 2021-08-17 11:15:44,609 - mmaction - INFO - Epoch [42][240/2640] lr: 1.000e-04, eta: 2:48:55, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.5094, top5_acc: 0.8078, loss_cls: 1.8290, loss: 1.8290, grad_norm: 8.3092 2021-08-17 11:15:52,949 - mmaction - INFO - Epoch [42][260/2640] lr: 1.000e-04, eta: 2:48:47, time: 0.416, data_time: 0.000, memory: 5694, top1_acc: 0.5453, top5_acc: 0.8023, loss_cls: 1.7468, loss: 1.7468, grad_norm: 8.0655 2021-08-17 11:16:01,262 - mmaction - INFO - Epoch [42][280/2640] lr: 1.000e-04, eta: 2:48:38, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.5312, top5_acc: 0.8195, loss_cls: 1.7415, loss: 1.7415, grad_norm: 8.2892 2021-08-17 11:16:09,599 - mmaction - INFO - Epoch [42][300/2640] lr: 1.000e-04, eta: 2:48:29, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.5070, top5_acc: 0.7820, loss_cls: 1.8562, loss: 1.8562, grad_norm: 8.5909 2021-08-17 11:16:17,953 - mmaction - INFO - Epoch [42][320/2640] lr: 1.000e-04, eta: 2:48:21, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.5133, top5_acc: 0.8016, loss_cls: 1.8044, loss: 1.8044, grad_norm: 8.5035 2021-08-17 11:16:26,264 - mmaction - INFO - Epoch [42][340/2640] lr: 1.000e-04, eta: 2:48:12, time: 0.416, data_time: 0.000, memory: 5694, top1_acc: 0.5203, top5_acc: 0.7906, loss_cls: 1.8377, loss: 1.8377, grad_norm: 8.3775 2021-08-17 11:16:34,610 - mmaction - INFO - Epoch [42][360/2640] lr: 1.000e-04, eta: 2:48:03, time: 0.417, data_time: 0.000, memory: 5694, top1_acc: 0.5000, top5_acc: 0.8031, loss_cls: 1.8038, loss: 1.8038, grad_norm: 8.5502 2021-08-17 11:16:42,942 - mmaction - INFO - Epoch [42][380/2640] lr: 1.000e-04, eta: 2:47:55, time: 0.417, data_time: 0.000, memory: 5694, top1_acc: 0.5422, top5_acc: 0.7961, loss_cls: 1.7654, loss: 1.7654, grad_norm: 8.4866 2021-08-17 11:16:51,266 - mmaction - INFO - Epoch [42][400/2640] lr: 1.000e-04, eta: 2:47:46, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.5328, top5_acc: 0.7930, loss_cls: 1.8052, loss: 1.8052, grad_norm: 8.3013 2021-08-17 11:16:59,595 - mmaction - INFO - Epoch [42][420/2640] lr: 1.000e-04, eta: 2:47:37, time: 0.417, data_time: 0.000, memory: 5694, top1_acc: 0.5305, top5_acc: 0.8219, loss_cls: 1.7475, loss: 1.7475, grad_norm: 8.4188 2021-08-17 11:17:07,934 - mmaction - INFO - Epoch [42][440/2640] lr: 1.000e-04, eta: 2:47:29, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.5078, top5_acc: 0.7922, loss_cls: 1.8355, loss: 1.8355, grad_norm: 8.2893 2021-08-17 11:17:16,250 - mmaction - INFO - Epoch [42][460/2640] lr: 1.000e-04, eta: 2:47:20, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.5172, top5_acc: 0.8023, loss_cls: 1.8442, loss: 1.8442, grad_norm: 8.7247 2021-08-17 11:17:24,567 - mmaction - INFO - Epoch [42][480/2640] lr: 1.000e-04, eta: 2:47:11, time: 0.416, data_time: 0.000, memory: 5694, top1_acc: 0.5547, top5_acc: 0.8086, loss_cls: 1.7523, loss: 1.7523, grad_norm: 8.1589 2021-08-17 11:17:32,861 - mmaction - INFO - Epoch [42][500/2640] lr: 1.000e-04, eta: 2:47:03, time: 0.415, data_time: 0.001, memory: 5694, top1_acc: 0.5133, top5_acc: 0.7664, loss_cls: 1.8984, loss: 1.8984, grad_norm: 8.5542 2021-08-17 11:17:41,165 - mmaction - INFO - Epoch [42][520/2640] lr: 1.000e-04, eta: 2:46:54, time: 0.415, data_time: 0.001, memory: 5694, top1_acc: 0.5414, top5_acc: 0.8242, loss_cls: 1.7277, loss: 1.7277, grad_norm: 8.0942 2021-08-17 11:17:49,490 - mmaction - INFO - Epoch [42][540/2640] lr: 1.000e-04, eta: 2:46:45, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.5297, top5_acc: 0.8031, loss_cls: 1.7586, loss: 1.7586, grad_norm: 8.1496 2021-08-17 11:17:57,790 - mmaction - INFO - Epoch [42][560/2640] lr: 1.000e-04, eta: 2:46:37, time: 0.415, data_time: 0.001, memory: 5694, top1_acc: 0.5234, top5_acc: 0.8039, loss_cls: 1.7840, loss: 1.7840, grad_norm: 8.3918 2021-08-17 11:18:06,089 - mmaction - INFO - Epoch [42][580/2640] lr: 1.000e-04, eta: 2:46:28, time: 0.415, data_time: 0.000, memory: 5694, top1_acc: 0.5203, top5_acc: 0.8250, loss_cls: 1.7041, loss: 1.7041, grad_norm: 8.2243 2021-08-17 11:18:14,403 - mmaction - INFO - Epoch [42][600/2640] lr: 1.000e-04, eta: 2:46:19, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.5289, top5_acc: 0.8008, loss_cls: 1.7770, loss: 1.7770, grad_norm: 8.3883 2021-08-17 11:18:22,672 - mmaction - INFO - Epoch [42][620/2640] lr: 1.000e-04, eta: 2:46:10, time: 0.413, data_time: 0.001, memory: 5694, top1_acc: 0.5242, top5_acc: 0.8063, loss_cls: 1.8028, loss: 1.8028, grad_norm: 8.5639 2021-08-17 11:18:30,945 - mmaction - INFO - Epoch [42][640/2640] lr: 1.000e-04, eta: 2:46:02, time: 0.414, data_time: 0.001, memory: 5694, top1_acc: 0.5375, top5_acc: 0.8117, loss_cls: 1.7434, loss: 1.7434, grad_norm: 8.2776 2021-08-17 11:18:39,250 - mmaction - INFO - Epoch [42][660/2640] lr: 1.000e-04, eta: 2:45:53, time: 0.415, data_time: 0.000, memory: 5694, top1_acc: 0.5422, top5_acc: 0.8063, loss_cls: 1.7217, loss: 1.7217, grad_norm: 8.1401 2021-08-17 11:18:47,518 - mmaction - INFO - Epoch [42][680/2640] lr: 1.000e-04, eta: 2:45:44, time: 0.413, data_time: 0.001, memory: 5694, top1_acc: 0.5305, top5_acc: 0.8141, loss_cls: 1.7084, loss: 1.7084, grad_norm: 8.2250 2021-08-17 11:18:55,790 - mmaction - INFO - Epoch [42][700/2640] lr: 1.000e-04, eta: 2:45:36, time: 0.414, data_time: 0.000, memory: 5694, top1_acc: 0.5305, top5_acc: 0.8070, loss_cls: 1.7698, loss: 1.7698, grad_norm: 8.4941 2021-08-17 11:19:04,056 - mmaction - INFO - Epoch [42][720/2640] lr: 1.000e-04, eta: 2:45:27, time: 0.413, data_time: 0.001, memory: 5694, top1_acc: 0.5398, top5_acc: 0.8164, loss_cls: 1.7428, loss: 1.7428, grad_norm: 8.4954 2021-08-17 11:19:12,332 - mmaction - INFO - Epoch [42][740/2640] lr: 1.000e-04, eta: 2:45:18, time: 0.414, data_time: 0.000, memory: 5694, top1_acc: 0.5109, top5_acc: 0.7828, loss_cls: 1.8921, loss: 1.8921, grad_norm: 8.8276 2021-08-17 11:19:20,632 - mmaction - INFO - Epoch [42][760/2640] lr: 1.000e-04, eta: 2:45:10, time: 0.415, data_time: 0.001, memory: 5694, top1_acc: 0.5336, top5_acc: 0.7953, loss_cls: 1.7872, loss: 1.7872, grad_norm: 8.3732 2021-08-17 11:19:28,904 - mmaction - INFO - Epoch [42][780/2640] lr: 1.000e-04, eta: 2:45:01, time: 0.414, data_time: 0.001, memory: 5694, top1_acc: 0.5133, top5_acc: 0.7922, loss_cls: 1.8729, loss: 1.8729, grad_norm: 8.5327 2021-08-17 11:19:37,208 - mmaction - INFO - Epoch [42][800/2640] lr: 1.000e-04, eta: 2:44:52, time: 0.415, data_time: 0.000, memory: 5694, top1_acc: 0.5211, top5_acc: 0.7969, loss_cls: 1.8024, loss: 1.8024, grad_norm: 8.3441 2021-08-17 11:19:45,487 - mmaction - INFO - Epoch [42][820/2640] lr: 1.000e-04, eta: 2:44:44, time: 0.413, data_time: 0.000, memory: 5694, top1_acc: 0.5352, top5_acc: 0.8195, loss_cls: 1.7375, loss: 1.7375, grad_norm: 8.3660 2021-08-17 11:19:53,810 - mmaction - INFO - Epoch [42][840/2640] lr: 1.000e-04, eta: 2:44:35, time: 0.417, data_time: 0.002, memory: 5694, top1_acc: 0.5523, top5_acc: 0.8211, loss_cls: 1.7000, loss: 1.7000, grad_norm: 8.2614 2021-08-17 11:20:02,056 - mmaction - INFO - Epoch [42][860/2640] lr: 1.000e-04, eta: 2:44:26, time: 0.412, data_time: 0.000, memory: 5694, top1_acc: 0.5273, top5_acc: 0.7867, loss_cls: 1.8198, loss: 1.8198, grad_norm: 8.6281 2021-08-17 11:20:10,386 - mmaction - INFO - Epoch [42][880/2640] lr: 1.000e-04, eta: 2:44:18, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.5414, top5_acc: 0.7992, loss_cls: 1.8244, loss: 1.8244, grad_norm: 8.7596 2021-08-17 11:20:18,666 - mmaction - INFO - Epoch [42][900/2640] lr: 1.000e-04, eta: 2:44:09, time: 0.414, data_time: 0.000, memory: 5694, top1_acc: 0.5344, top5_acc: 0.8016, loss_cls: 1.7755, loss: 1.7755, grad_norm: 7.9570 2021-08-17 11:20:26,994 - mmaction - INFO - Epoch [42][920/2640] lr: 1.000e-04, eta: 2:44:00, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.5500, top5_acc: 0.8070, loss_cls: 1.7514, loss: 1.7514, grad_norm: 8.4543 2021-08-17 11:20:35,289 - mmaction - INFO - Epoch [42][940/2640] lr: 1.000e-04, eta: 2:43:51, time: 0.415, data_time: 0.001, memory: 5694, top1_acc: 0.5359, top5_acc: 0.8195, loss_cls: 1.7190, loss: 1.7190, grad_norm: 8.2497 2021-08-17 11:20:43,579 - mmaction - INFO - Epoch [42][960/2640] lr: 1.000e-04, eta: 2:43:43, time: 0.415, data_time: 0.001, memory: 5694, top1_acc: 0.5289, top5_acc: 0.8094, loss_cls: 1.7628, loss: 1.7628, grad_norm: 8.2745 2021-08-17 11:20:51,865 - mmaction - INFO - Epoch [42][980/2640] lr: 1.000e-04, eta: 2:43:34, time: 0.414, data_time: 0.001, memory: 5694, top1_acc: 0.5227, top5_acc: 0.7883, loss_cls: 1.8013, loss: 1.8013, grad_norm: 8.4573 2021-08-17 11:21:00,204 - mmaction - INFO - Epoch [42][1000/2640] lr: 1.000e-04, eta: 2:43:25, time: 0.417, data_time: 0.000, memory: 5694, top1_acc: 0.5344, top5_acc: 0.7852, loss_cls: 1.8398, loss: 1.8398, grad_norm: 8.3643 2021-08-17 11:21:08,578 - mmaction - INFO - Epoch [42][1020/2640] lr: 1.000e-04, eta: 2:43:17, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.5164, top5_acc: 0.7977, loss_cls: 1.8125, loss: 1.8125, grad_norm: 8.5464 2021-08-17 11:21:16,874 - mmaction - INFO - Epoch [42][1040/2640] lr: 1.000e-04, eta: 2:43:08, time: 0.415, data_time: 0.000, memory: 5694, top1_acc: 0.5211, top5_acc: 0.8000, loss_cls: 1.8537, loss: 1.8537, grad_norm: 8.5978 2021-08-17 11:21:25,180 - mmaction - INFO - Epoch [42][1060/2640] lr: 1.000e-04, eta: 2:42:59, time: 0.415, data_time: 0.000, memory: 5694, top1_acc: 0.5586, top5_acc: 0.8086, loss_cls: 1.7167, loss: 1.7167, grad_norm: 8.3726 2021-08-17 11:21:33,476 - mmaction - INFO - Epoch [42][1080/2640] lr: 1.000e-04, eta: 2:42:51, time: 0.415, data_time: 0.001, memory: 5694, top1_acc: 0.5250, top5_acc: 0.8094, loss_cls: 1.8332, loss: 1.8332, grad_norm: 8.5850 2021-08-17 11:21:41,775 - mmaction - INFO - Epoch [42][1100/2640] lr: 1.000e-04, eta: 2:42:42, time: 0.415, data_time: 0.000, memory: 5694, top1_acc: 0.5008, top5_acc: 0.7914, loss_cls: 1.8389, loss: 1.8389, grad_norm: 8.5941 2021-08-17 11:21:50,118 - mmaction - INFO - Epoch [42][1120/2640] lr: 1.000e-04, eta: 2:42:33, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.4891, top5_acc: 0.8000, loss_cls: 1.8276, loss: 1.8276, grad_norm: 8.4165 2021-08-17 11:21:58,415 - mmaction - INFO - Epoch [42][1140/2640] lr: 1.000e-04, eta: 2:42:25, time: 0.415, data_time: 0.000, memory: 5694, top1_acc: 0.5242, top5_acc: 0.7992, loss_cls: 1.7933, loss: 1.7933, grad_norm: 8.4672 2021-08-17 11:22:06,766 - mmaction - INFO - Epoch [42][1160/2640] lr: 1.000e-04, eta: 2:42:16, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.5281, top5_acc: 0.8031, loss_cls: 1.7672, loss: 1.7672, grad_norm: 8.3387 2021-08-17 11:22:15,056 - mmaction - INFO - Epoch [42][1180/2640] lr: 1.000e-04, eta: 2:42:07, time: 0.414, data_time: 0.001, memory: 5694, top1_acc: 0.5594, top5_acc: 0.8195, loss_cls: 1.7060, loss: 1.7060, grad_norm: 8.2131 2021-08-17 11:22:23,375 - mmaction - INFO - Epoch [42][1200/2640] lr: 1.000e-04, eta: 2:41:59, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.5375, top5_acc: 0.8180, loss_cls: 1.7082, loss: 1.7082, grad_norm: 8.4873 2021-08-17 11:22:31,713 - mmaction - INFO - Epoch [42][1220/2640] lr: 1.000e-04, eta: 2:41:50, time: 0.417, data_time: 0.000, memory: 5694, top1_acc: 0.5266, top5_acc: 0.8008, loss_cls: 1.7818, loss: 1.7818, grad_norm: 8.1373 2021-08-17 11:22:40,062 - mmaction - INFO - Epoch [42][1240/2640] lr: 1.000e-04, eta: 2:41:41, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.5258, top5_acc: 0.8023, loss_cls: 1.7789, loss: 1.7789, grad_norm: 8.3561 2021-08-17 11:22:48,362 - mmaction - INFO - Epoch [42][1260/2640] lr: 1.000e-04, eta: 2:41:33, time: 0.415, data_time: 0.000, memory: 5694, top1_acc: 0.5266, top5_acc: 0.8086, loss_cls: 1.7581, loss: 1.7581, grad_norm: 8.3986 2021-08-17 11:22:56,704 - mmaction - INFO - Epoch [42][1280/2640] lr: 1.000e-04, eta: 2:41:24, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.5109, top5_acc: 0.7844, loss_cls: 1.8460, loss: 1.8460, grad_norm: 8.7261 2021-08-17 11:23:05,019 - mmaction - INFO - Epoch [42][1300/2640] lr: 1.000e-04, eta: 2:41:15, time: 0.416, data_time: 0.000, memory: 5694, top1_acc: 0.5180, top5_acc: 0.7953, loss_cls: 1.8347, loss: 1.8347, grad_norm: 8.5713 2021-08-17 11:23:13,346 - mmaction - INFO - Epoch [42][1320/2640] lr: 1.000e-04, eta: 2:41:07, time: 0.416, data_time: 0.002, memory: 5694, top1_acc: 0.5234, top5_acc: 0.7914, loss_cls: 1.8055, loss: 1.8055, grad_norm: 8.5079 2021-08-17 11:23:21,680 - mmaction - INFO - Epoch [42][1340/2640] lr: 1.000e-04, eta: 2:40:58, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.5195, top5_acc: 0.7875, loss_cls: 1.8055, loss: 1.8055, grad_norm: 8.4417 2021-08-17 11:23:30,005 - mmaction - INFO - Epoch [42][1360/2640] lr: 1.000e-04, eta: 2:40:49, time: 0.416, data_time: 0.002, memory: 5694, top1_acc: 0.5086, top5_acc: 0.7766, loss_cls: 1.8500, loss: 1.8500, grad_norm: 8.6090 2021-08-17 11:23:38,321 - mmaction - INFO - Epoch [42][1380/2640] lr: 1.000e-04, eta: 2:40:41, time: 0.416, data_time: 0.000, memory: 5694, top1_acc: 0.5188, top5_acc: 0.8117, loss_cls: 1.7826, loss: 1.7826, grad_norm: 8.3558 2021-08-17 11:23:46,637 - mmaction - INFO - Epoch [42][1400/2640] lr: 1.000e-04, eta: 2:40:32, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.5164, top5_acc: 0.8078, loss_cls: 1.7833, loss: 1.7833, grad_norm: 8.4614 2021-08-17 11:23:54,934 - mmaction - INFO - Epoch [42][1420/2640] lr: 1.000e-04, eta: 2:40:23, time: 0.415, data_time: 0.001, memory: 5694, top1_acc: 0.5359, top5_acc: 0.8133, loss_cls: 1.7476, loss: 1.7476, grad_norm: 8.2785 2021-08-17 11:24:03,307 - mmaction - INFO - Epoch [42][1440/2640] lr: 1.000e-04, eta: 2:40:15, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.5273, top5_acc: 0.8070, loss_cls: 1.7630, loss: 1.7630, grad_norm: 8.2465 2021-08-17 11:24:11,637 - mmaction - INFO - Epoch [42][1460/2640] lr: 1.000e-04, eta: 2:40:06, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.5398, top5_acc: 0.8031, loss_cls: 1.7679, loss: 1.7679, grad_norm: 8.0819 2021-08-17 11:24:19,959 - mmaction - INFO - Epoch [42][1480/2640] lr: 1.000e-04, eta: 2:39:57, time: 0.416, data_time: 0.000, memory: 5694, top1_acc: 0.5234, top5_acc: 0.7961, loss_cls: 1.8016, loss: 1.8016, grad_norm: 8.1542 2021-08-17 11:24:28,289 - mmaction - INFO - Epoch [42][1500/2640] lr: 1.000e-04, eta: 2:39:49, time: 0.416, data_time: 0.000, memory: 5694, top1_acc: 0.5367, top5_acc: 0.7859, loss_cls: 1.7964, loss: 1.7964, grad_norm: 8.3738 2021-08-17 11:24:36,623 - mmaction - INFO - Epoch [42][1520/2640] lr: 1.000e-04, eta: 2:39:40, time: 0.417, data_time: 0.000, memory: 5694, top1_acc: 0.4961, top5_acc: 0.7844, loss_cls: 1.8655, loss: 1.8655, grad_norm: 8.5023 2021-08-17 11:24:44,949 - mmaction - INFO - Epoch [42][1540/2640] lr: 1.000e-04, eta: 2:39:31, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.5133, top5_acc: 0.7961, loss_cls: 1.8350, loss: 1.8350, grad_norm: 8.5925 2021-08-17 11:24:53,252 - mmaction - INFO - Epoch [42][1560/2640] lr: 1.000e-04, eta: 2:39:22, time: 0.415, data_time: 0.000, memory: 5694, top1_acc: 0.5172, top5_acc: 0.8078, loss_cls: 1.8136, loss: 1.8136, grad_norm: 8.4341 2021-08-17 11:25:01,592 - mmaction - INFO - Epoch [42][1580/2640] lr: 1.000e-04, eta: 2:39:14, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.5398, top5_acc: 0.8008, loss_cls: 1.7654, loss: 1.7654, grad_norm: 8.2371 2021-08-17 11:25:09,896 - mmaction - INFO - Epoch [42][1600/2640] lr: 1.000e-04, eta: 2:39:05, time: 0.415, data_time: 0.000, memory: 5694, top1_acc: 0.5312, top5_acc: 0.8148, loss_cls: 1.7702, loss: 1.7702, grad_norm: 8.4253 2021-08-17 11:25:18,234 - mmaction - INFO - Epoch [42][1620/2640] lr: 1.000e-04, eta: 2:38:56, time: 0.417, data_time: 0.002, memory: 5694, top1_acc: 0.5414, top5_acc: 0.8078, loss_cls: 1.7503, loss: 1.7503, grad_norm: 8.3418 2021-08-17 11:25:26,538 - mmaction - INFO - Epoch [42][1640/2640] lr: 1.000e-04, eta: 2:38:48, time: 0.415, data_time: 0.000, memory: 5694, top1_acc: 0.5242, top5_acc: 0.8047, loss_cls: 1.7740, loss: 1.7740, grad_norm: 8.3692 2021-08-17 11:25:34,860 - mmaction - INFO - Epoch [42][1660/2640] lr: 1.000e-04, eta: 2:38:39, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.5242, top5_acc: 0.8086, loss_cls: 1.7728, loss: 1.7728, grad_norm: 8.2401 2021-08-17 11:25:43,212 - mmaction - INFO - Epoch [42][1680/2640] lr: 1.000e-04, eta: 2:38:30, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.5156, top5_acc: 0.8070, loss_cls: 1.8403, loss: 1.8403, grad_norm: 8.5440 2021-08-17 11:25:51,520 - mmaction - INFO - Epoch [42][1700/2640] lr: 1.000e-04, eta: 2:38:22, time: 0.415, data_time: 0.001, memory: 5694, top1_acc: 0.5211, top5_acc: 0.8172, loss_cls: 1.7709, loss: 1.7709, grad_norm: 8.4448 2021-08-17 11:25:59,854 - mmaction - INFO - Epoch [42][1720/2640] lr: 1.000e-04, eta: 2:38:13, time: 0.417, data_time: 0.000, memory: 5694, top1_acc: 0.5250, top5_acc: 0.7891, loss_cls: 1.8423, loss: 1.8423, grad_norm: 8.4628 2021-08-17 11:26:08,234 - mmaction - INFO - Epoch [42][1740/2640] lr: 1.000e-04, eta: 2:38:04, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.5234, top5_acc: 0.7945, loss_cls: 1.7879, loss: 1.7879, grad_norm: 8.4960 2021-08-17 11:26:16,568 - mmaction - INFO - Epoch [42][1760/2640] lr: 1.000e-04, eta: 2:37:56, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.5570, top5_acc: 0.8227, loss_cls: 1.6764, loss: 1.6764, grad_norm: 8.1866 2021-08-17 11:26:24,883 - mmaction - INFO - Epoch [42][1780/2640] lr: 1.000e-04, eta: 2:37:47, time: 0.416, data_time: 0.000, memory: 5694, top1_acc: 0.5305, top5_acc: 0.8047, loss_cls: 1.7775, loss: 1.7775, grad_norm: 8.3913 2021-08-17 11:26:33,208 - mmaction - INFO - Epoch [42][1800/2640] lr: 1.000e-04, eta: 2:37:38, time: 0.416, data_time: 0.000, memory: 5694, top1_acc: 0.5406, top5_acc: 0.8148, loss_cls: 1.7082, loss: 1.7082, grad_norm: 8.1968 2021-08-17 11:26:41,516 - mmaction - INFO - Epoch [42][1820/2640] lr: 1.000e-04, eta: 2:37:30, time: 0.415, data_time: 0.001, memory: 5694, top1_acc: 0.5164, top5_acc: 0.8086, loss_cls: 1.7811, loss: 1.7811, grad_norm: 8.1516 2021-08-17 11:26:49,835 - mmaction - INFO - Epoch [42][1840/2640] lr: 1.000e-04, eta: 2:37:21, time: 0.416, data_time: 0.000, memory: 5694, top1_acc: 0.5312, top5_acc: 0.8023, loss_cls: 1.8085, loss: 1.8085, grad_norm: 8.5838 2021-08-17 11:26:58,171 - mmaction - INFO - Epoch [42][1860/2640] lr: 1.000e-04, eta: 2:37:12, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.5188, top5_acc: 0.8039, loss_cls: 1.8098, loss: 1.8098, grad_norm: 8.5338 2021-08-17 11:27:06,470 - mmaction - INFO - Epoch [42][1880/2640] lr: 1.000e-04, eta: 2:37:04, time: 0.415, data_time: 0.001, memory: 5694, top1_acc: 0.5242, top5_acc: 0.7992, loss_cls: 1.7844, loss: 1.7844, grad_norm: 8.2747 2021-08-17 11:27:14,772 - mmaction - INFO - Epoch [42][1900/2640] lr: 1.000e-04, eta: 2:36:55, time: 0.415, data_time: 0.000, memory: 5694, top1_acc: 0.5047, top5_acc: 0.8000, loss_cls: 1.8446, loss: 1.8446, grad_norm: 8.5845 2021-08-17 11:27:23,094 - mmaction - INFO - Epoch [42][1920/2640] lr: 1.000e-04, eta: 2:36:46, time: 0.416, data_time: 0.000, memory: 5694, top1_acc: 0.5242, top5_acc: 0.7945, loss_cls: 1.8360, loss: 1.8360, grad_norm: 8.5041 2021-08-17 11:27:31,380 - mmaction - INFO - Epoch [42][1940/2640] lr: 1.000e-04, eta: 2:36:38, time: 0.414, data_time: 0.000, memory: 5694, top1_acc: 0.5352, top5_acc: 0.8031, loss_cls: 1.7648, loss: 1.7648, grad_norm: 8.2204 2021-08-17 11:27:39,694 - mmaction - INFO - Epoch [42][1960/2640] lr: 1.000e-04, eta: 2:36:29, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.5305, top5_acc: 0.7977, loss_cls: 1.8150, loss: 1.8150, grad_norm: 8.3530 2021-08-17 11:27:48,005 - mmaction - INFO - Epoch [42][1980/2640] lr: 1.000e-04, eta: 2:36:20, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.5258, top5_acc: 0.8281, loss_cls: 1.7091, loss: 1.7091, grad_norm: 8.1501 2021-08-17 11:27:56,297 - mmaction - INFO - Epoch [42][2000/2640] lr: 1.000e-04, eta: 2:36:12, time: 0.415, data_time: 0.000, memory: 5694, top1_acc: 0.5336, top5_acc: 0.7969, loss_cls: 1.8085, loss: 1.8085, grad_norm: 8.3634 2021-08-17 11:28:04,588 - mmaction - INFO - Epoch [42][2020/2640] lr: 1.000e-04, eta: 2:36:03, time: 0.415, data_time: 0.001, memory: 5694, top1_acc: 0.5141, top5_acc: 0.7914, loss_cls: 1.8052, loss: 1.8052, grad_norm: 8.5234 2021-08-17 11:28:12,870 - mmaction - INFO - Epoch [42][2040/2640] lr: 1.000e-04, eta: 2:35:54, time: 0.414, data_time: 0.000, memory: 5694, top1_acc: 0.5414, top5_acc: 0.8055, loss_cls: 1.7531, loss: 1.7531, grad_norm: 8.3199 2021-08-17 11:28:21,200 - mmaction - INFO - Epoch [42][2060/2640] lr: 1.000e-04, eta: 2:35:46, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.5445, top5_acc: 0.8094, loss_cls: 1.7512, loss: 1.7512, grad_norm: 8.3495 2021-08-17 11:28:29,508 - mmaction - INFO - Epoch [42][2080/2640] lr: 1.000e-04, eta: 2:35:37, time: 0.415, data_time: 0.000, memory: 5694, top1_acc: 0.5227, top5_acc: 0.8055, loss_cls: 1.7561, loss: 1.7561, grad_norm: 8.6892 2021-08-17 11:28:37,828 - mmaction - INFO - Epoch [42][2100/2640] lr: 1.000e-04, eta: 2:35:28, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.5273, top5_acc: 0.7828, loss_cls: 1.7912, loss: 1.7912, grad_norm: 8.4351 2021-08-17 11:28:46,119 - mmaction - INFO - Epoch [42][2120/2640] lr: 1.000e-04, eta: 2:35:20, time: 0.415, data_time: 0.001, memory: 5694, top1_acc: 0.5383, top5_acc: 0.8109, loss_cls: 1.7470, loss: 1.7470, grad_norm: 8.5731 2021-08-17 11:28:54,425 - mmaction - INFO - Epoch [42][2140/2640] lr: 1.000e-04, eta: 2:35:11, time: 0.415, data_time: 0.001, memory: 5694, top1_acc: 0.5172, top5_acc: 0.7984, loss_cls: 1.8135, loss: 1.8135, grad_norm: 8.5743 2021-08-17 11:29:02,720 - mmaction - INFO - Epoch [42][2160/2640] lr: 1.000e-04, eta: 2:35:02, time: 0.415, data_time: 0.000, memory: 5694, top1_acc: 0.5297, top5_acc: 0.7953, loss_cls: 1.7747, loss: 1.7747, grad_norm: 8.3311 2021-08-17 11:29:11,019 - mmaction - INFO - Epoch [42][2180/2640] lr: 1.000e-04, eta: 2:34:54, time: 0.415, data_time: 0.001, memory: 5694, top1_acc: 0.5344, top5_acc: 0.8102, loss_cls: 1.7667, loss: 1.7667, grad_norm: 8.3495 2021-08-17 11:29:19,302 - mmaction - INFO - Epoch [42][2200/2640] lr: 1.000e-04, eta: 2:34:45, time: 0.414, data_time: 0.001, memory: 5694, top1_acc: 0.5250, top5_acc: 0.8008, loss_cls: 1.7475, loss: 1.7475, grad_norm: 8.4232 2021-08-17 11:29:27,593 - mmaction - INFO - Epoch [42][2220/2640] lr: 1.000e-04, eta: 2:34:36, time: 0.415, data_time: 0.000, memory: 5694, top1_acc: 0.5367, top5_acc: 0.8055, loss_cls: 1.7304, loss: 1.7304, grad_norm: 8.2704 2021-08-17 11:29:35,892 - mmaction - INFO - Epoch [42][2240/2640] lr: 1.000e-04, eta: 2:34:28, time: 0.415, data_time: 0.000, memory: 5694, top1_acc: 0.5180, top5_acc: 0.7852, loss_cls: 1.8696, loss: 1.8696, grad_norm: 8.8436 2021-08-17 11:29:44,197 - mmaction - INFO - Epoch [42][2260/2640] lr: 1.000e-04, eta: 2:34:19, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.5242, top5_acc: 0.8078, loss_cls: 1.7617, loss: 1.7617, grad_norm: 8.3113 2021-08-17 11:29:52,522 - mmaction - INFO - Epoch [42][2280/2640] lr: 1.000e-04, eta: 2:34:10, time: 0.416, data_time: 0.000, memory: 5694, top1_acc: 0.5172, top5_acc: 0.7859, loss_cls: 1.8300, loss: 1.8300, grad_norm: 8.6318 2021-08-17 11:30:00,840 - mmaction - INFO - Epoch [42][2300/2640] lr: 1.000e-04, eta: 2:34:02, time: 0.416, data_time: 0.000, memory: 5694, top1_acc: 0.5094, top5_acc: 0.7844, loss_cls: 1.8497, loss: 1.8497, grad_norm: 8.7149 2021-08-17 11:30:09,141 - mmaction - INFO - Epoch [42][2320/2640] lr: 1.000e-04, eta: 2:33:53, time: 0.415, data_time: 0.001, memory: 5694, top1_acc: 0.5102, top5_acc: 0.7719, loss_cls: 1.8723, loss: 1.8723, grad_norm: 8.4246 2021-08-17 11:30:17,480 - mmaction - INFO - Epoch [42][2340/2640] lr: 1.000e-04, eta: 2:33:44, time: 0.417, data_time: 0.000, memory: 5694, top1_acc: 0.5516, top5_acc: 0.8219, loss_cls: 1.6404, loss: 1.6404, grad_norm: 8.2382 2021-08-17 11:30:25,765 - mmaction - INFO - Epoch [42][2360/2640] lr: 1.000e-04, eta: 2:33:36, time: 0.414, data_time: 0.000, memory: 5694, top1_acc: 0.5531, top5_acc: 0.8117, loss_cls: 1.7097, loss: 1.7097, grad_norm: 8.4466 2021-08-17 11:30:34,071 - mmaction - INFO - Epoch [42][2380/2640] lr: 1.000e-04, eta: 2:33:27, time: 0.415, data_time: 0.000, memory: 5694, top1_acc: 0.4938, top5_acc: 0.7945, loss_cls: 1.8623, loss: 1.8623, grad_norm: 8.6219 2021-08-17 11:30:42,384 - mmaction - INFO - Epoch [42][2400/2640] lr: 1.000e-04, eta: 2:33:18, time: 0.416, data_time: 0.002, memory: 5694, top1_acc: 0.5320, top5_acc: 0.8047, loss_cls: 1.8000, loss: 1.8000, grad_norm: 8.5433 2021-08-17 11:30:50,680 - mmaction - INFO - Epoch [42][2420/2640] lr: 1.000e-04, eta: 2:33:10, time: 0.415, data_time: 0.000, memory: 5694, top1_acc: 0.5398, top5_acc: 0.8164, loss_cls: 1.7497, loss: 1.7497, grad_norm: 8.2428 2021-08-17 11:30:58,996 - mmaction - INFO - Epoch [42][2440/2640] lr: 1.000e-04, eta: 2:33:01, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.5023, top5_acc: 0.7820, loss_cls: 1.8527, loss: 1.8527, grad_norm: 8.4308 2021-08-17 11:31:07,324 - mmaction - INFO - Epoch [42][2460/2640] lr: 1.000e-04, eta: 2:32:52, time: 0.416, data_time: 0.000, memory: 5694, top1_acc: 0.5414, top5_acc: 0.7945, loss_cls: 1.7555, loss: 1.7555, grad_norm: 8.2999 2021-08-17 11:31:15,660 - mmaction - INFO - Epoch [42][2480/2640] lr: 1.000e-04, eta: 2:32:43, time: 0.416, data_time: 0.000, memory: 5694, top1_acc: 0.5141, top5_acc: 0.7820, loss_cls: 1.8497, loss: 1.8497, grad_norm: 8.5026 2021-08-17 11:31:23,966 - mmaction - INFO - Epoch [42][2500/2640] lr: 1.000e-04, eta: 2:32:35, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.5070, top5_acc: 0.7789, loss_cls: 1.8708, loss: 1.8708, grad_norm: 8.6458 2021-08-17 11:31:32,278 - mmaction - INFO - Epoch [42][2520/2640] lr: 1.000e-04, eta: 2:32:26, time: 0.416, data_time: 0.000, memory: 5694, top1_acc: 0.5281, top5_acc: 0.7930, loss_cls: 1.8127, loss: 1.8127, grad_norm: 8.3975 2021-08-17 11:31:40,605 - mmaction - INFO - Epoch [42][2540/2640] lr: 1.000e-04, eta: 2:32:17, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.5242, top5_acc: 0.7805, loss_cls: 1.8217, loss: 1.8217, grad_norm: 8.3960 2021-08-17 11:31:48,911 - mmaction - INFO - Epoch [42][2560/2640] lr: 1.000e-04, eta: 2:32:09, time: 0.415, data_time: 0.001, memory: 5694, top1_acc: 0.5492, top5_acc: 0.8141, loss_cls: 1.7242, loss: 1.7242, grad_norm: 8.0673 2021-08-17 11:31:57,216 - mmaction - INFO - Epoch [42][2580/2640] lr: 1.000e-04, eta: 2:32:00, time: 0.415, data_time: 0.000, memory: 5694, top1_acc: 0.5172, top5_acc: 0.7883, loss_cls: 1.8706, loss: 1.8706, grad_norm: 8.4377 2021-08-17 11:32:05,546 - mmaction - INFO - Epoch [42][2600/2640] lr: 1.000e-04, eta: 2:31:51, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.5391, top5_acc: 0.8187, loss_cls: 1.6684, loss: 1.6684, grad_norm: 8.0596 2021-08-17 11:32:13,866 - mmaction - INFO - Epoch [42][2620/2640] lr: 1.000e-04, eta: 2:31:43, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.5602, top5_acc: 0.8172, loss_cls: 1.6791, loss: 1.6791, grad_norm: 8.2538 2021-08-17 11:32:21,958 - mmaction - INFO - Epoch [42][2640/2640] lr: 1.000e-04, eta: 2:31:34, time: 0.404, data_time: 0.000, memory: 5694, top1_acc: 0.5363, top5_acc: 0.8121, loss_cls: 1.7211, loss: 1.7211, grad_norm: 8.1890 2021-08-17 11:33:52,438 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-08-17 11:33:52,783 - mmaction - INFO - top1_acc 0.2826 top5_acc 0.5848 2021-08-17 11:33:52,783 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-08-17 11:33:52,805 - mmaction - INFO - mean_acc 0.2332 2021-08-17 11:33:53,661 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_42.pth. 2021-08-17 11:33:53,661 - mmaction - INFO - Best top1_acc is 0.2826 at 42 epoch. 2021-08-17 11:33:53,670 - mmaction - INFO - Saving checkpoint at 42 epochs 2021-08-17 11:33:54,621 - mmaction - INFO - Epoch(val) [42][194] top1_acc: 0.2826, top5_acc: 0.5848, mean_class_accuracy: 0.2332 2021-08-17 11:34:34,474 - mmaction - INFO - Epoch [43][20/2640] lr: 1.000e-04, eta: 2:31:31, time: 1.992, data_time: 1.595, memory: 5694, top1_acc: 0.5234, top5_acc: 0.8055, loss_cls: 1.7692, loss: 1.7692, grad_norm: 8.4152 2021-08-17 11:34:42,425 - mmaction - INFO - Epoch [43][40/2640] lr: 1.000e-04, eta: 2:31:23, time: 0.398, data_time: 0.001, memory: 5694, top1_acc: 0.5406, top5_acc: 0.7922, loss_cls: 1.7990, loss: 1.7990, grad_norm: 8.3472 2021-08-17 11:34:50,438 - mmaction - INFO - Epoch [43][60/2640] lr: 1.000e-04, eta: 2:31:14, time: 0.400, data_time: 0.002, memory: 5694, top1_acc: 0.5078, top5_acc: 0.7820, loss_cls: 1.8370, loss: 1.8370, grad_norm: 8.6002 2021-08-17 11:34:58,468 - mmaction - INFO - Epoch [43][80/2640] lr: 1.000e-04, eta: 2:31:05, time: 0.402, data_time: 0.001, memory: 5694, top1_acc: 0.5266, top5_acc: 0.8047, loss_cls: 1.7727, loss: 1.7727, grad_norm: 8.4093 2021-08-17 11:35:06,610 - mmaction - INFO - Epoch [43][100/2640] lr: 1.000e-04, eta: 2:30:57, time: 0.407, data_time: 0.002, memory: 5694, top1_acc: 0.5344, top5_acc: 0.8063, loss_cls: 1.7637, loss: 1.7637, grad_norm: 8.0762 2021-08-17 11:35:14,814 - mmaction - INFO - Epoch [43][120/2640] lr: 1.000e-04, eta: 2:30:48, time: 0.410, data_time: 0.000, memory: 5694, top1_acc: 0.5258, top5_acc: 0.8086, loss_cls: 1.7941, loss: 1.7941, grad_norm: 8.4819 2021-08-17 11:35:23,081 - mmaction - INFO - Epoch [43][140/2640] lr: 1.000e-04, eta: 2:30:39, time: 0.413, data_time: 0.000, memory: 5694, top1_acc: 0.5211, top5_acc: 0.7961, loss_cls: 1.8000, loss: 1.8000, grad_norm: 8.3305 2021-08-17 11:35:31,429 - mmaction - INFO - Epoch [43][160/2640] lr: 1.000e-04, eta: 2:30:30, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.5250, top5_acc: 0.8023, loss_cls: 1.7767, loss: 1.7767, grad_norm: 8.4452 2021-08-17 11:35:39,779 - mmaction - INFO - Epoch [43][180/2640] lr: 1.000e-04, eta: 2:30:22, time: 0.417, data_time: 0.000, memory: 5694, top1_acc: 0.5195, top5_acc: 0.8047, loss_cls: 1.7696, loss: 1.7696, grad_norm: 8.5309 2021-08-17 11:35:48,142 - mmaction - INFO - Epoch [43][200/2640] lr: 1.000e-04, eta: 2:30:13, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.5281, top5_acc: 0.8008, loss_cls: 1.7563, loss: 1.7563, grad_norm: 8.2787 2021-08-17 11:35:56,487 - mmaction - INFO - Epoch [43][220/2640] lr: 1.000e-04, eta: 2:30:04, time: 0.417, data_time: 0.000, memory: 5694, top1_acc: 0.5320, top5_acc: 0.8016, loss_cls: 1.7786, loss: 1.7786, grad_norm: 8.5792 2021-08-17 11:36:04,860 - mmaction - INFO - Epoch [43][240/2640] lr: 1.000e-04, eta: 2:29:56, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.5672, top5_acc: 0.8273, loss_cls: 1.6458, loss: 1.6458, grad_norm: 8.0599 2021-08-17 11:36:13,191 - mmaction - INFO - Epoch [43][260/2640] lr: 1.000e-04, eta: 2:29:47, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.5289, top5_acc: 0.7984, loss_cls: 1.7595, loss: 1.7595, grad_norm: 8.2188 2021-08-17 11:36:21,504 - mmaction - INFO - Epoch [43][280/2640] lr: 1.000e-04, eta: 2:29:38, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.5195, top5_acc: 0.7937, loss_cls: 1.7901, loss: 1.7901, grad_norm: 8.3625 2021-08-17 11:36:29,822 - mmaction - INFO - Epoch [43][300/2640] lr: 1.000e-04, eta: 2:29:30, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.5133, top5_acc: 0.7812, loss_cls: 1.8584, loss: 1.8584, grad_norm: 8.3008 2021-08-17 11:36:38,149 - mmaction - INFO - Epoch [43][320/2640] lr: 1.000e-04, eta: 2:29:21, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.5414, top5_acc: 0.8187, loss_cls: 1.7153, loss: 1.7153, grad_norm: 8.3628 2021-08-17 11:36:46,459 - mmaction - INFO - Epoch [43][340/2640] lr: 1.000e-04, eta: 2:29:12, time: 0.415, data_time: 0.000, memory: 5694, top1_acc: 0.5383, top5_acc: 0.8117, loss_cls: 1.7100, loss: 1.7100, grad_norm: 8.3370 2021-08-17 11:36:54,771 - mmaction - INFO - Epoch [43][360/2640] lr: 1.000e-04, eta: 2:29:04, time: 0.416, data_time: 0.002, memory: 5694, top1_acc: 0.5195, top5_acc: 0.8109, loss_cls: 1.7990, loss: 1.7990, grad_norm: 8.5516 2021-08-17 11:37:03,103 - mmaction - INFO - Epoch [43][380/2640] lr: 1.000e-04, eta: 2:28:55, time: 0.417, data_time: 0.000, memory: 5694, top1_acc: 0.5320, top5_acc: 0.8031, loss_cls: 1.7877, loss: 1.7877, grad_norm: 8.4772 2021-08-17 11:37:11,415 - mmaction - INFO - Epoch [43][400/2640] lr: 1.000e-04, eta: 2:28:46, time: 0.416, data_time: 0.000, memory: 5694, top1_acc: 0.5344, top5_acc: 0.8086, loss_cls: 1.7810, loss: 1.7810, grad_norm: 8.4681 2021-08-17 11:37:19,710 - mmaction - INFO - Epoch [43][420/2640] lr: 1.000e-04, eta: 2:28:38, time: 0.415, data_time: 0.000, memory: 5694, top1_acc: 0.5375, top5_acc: 0.8156, loss_cls: 1.7348, loss: 1.7348, grad_norm: 8.3912 2021-08-17 11:37:28,027 - mmaction - INFO - Epoch [43][440/2640] lr: 1.000e-04, eta: 2:28:29, time: 0.416, data_time: 0.000, memory: 5694, top1_acc: 0.5430, top5_acc: 0.8187, loss_cls: 1.6994, loss: 1.6994, grad_norm: 8.3493 2021-08-17 11:37:36,339 - mmaction - INFO - Epoch [43][460/2640] lr: 1.000e-04, eta: 2:28:20, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.5281, top5_acc: 0.8203, loss_cls: 1.7654, loss: 1.7654, grad_norm: 8.4618 2021-08-17 11:37:44,648 - mmaction - INFO - Epoch [43][480/2640] lr: 1.000e-04, eta: 2:28:12, time: 0.415, data_time: 0.001, memory: 5694, top1_acc: 0.5125, top5_acc: 0.7992, loss_cls: 1.7910, loss: 1.7910, grad_norm: 8.4591 2021-08-17 11:37:52,965 - mmaction - INFO - Epoch [43][500/2640] lr: 1.000e-04, eta: 2:28:03, time: 0.416, data_time: 0.000, memory: 5694, top1_acc: 0.5273, top5_acc: 0.8180, loss_cls: 1.7282, loss: 1.7282, grad_norm: 8.2937 2021-08-17 11:38:01,300 - mmaction - INFO - Epoch [43][520/2640] lr: 1.000e-04, eta: 2:27:54, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.5195, top5_acc: 0.7875, loss_cls: 1.8195, loss: 1.8195, grad_norm: 8.4397 2021-08-17 11:38:09,599 - mmaction - INFO - Epoch [43][540/2640] lr: 1.000e-04, eta: 2:27:46, time: 0.415, data_time: 0.000, memory: 5694, top1_acc: 0.5086, top5_acc: 0.7961, loss_cls: 1.8284, loss: 1.8284, grad_norm: 8.6843 2021-08-17 11:38:17,927 - mmaction - INFO - Epoch [43][560/2640] lr: 1.000e-04, eta: 2:27:37, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.5164, top5_acc: 0.8016, loss_cls: 1.8018, loss: 1.8018, grad_norm: 8.4991 2021-08-17 11:38:26,186 - mmaction - INFO - Epoch [43][580/2640] lr: 1.000e-04, eta: 2:27:28, time: 0.413, data_time: 0.000, memory: 5694, top1_acc: 0.5219, top5_acc: 0.8063, loss_cls: 1.7544, loss: 1.7544, grad_norm: 8.4186 2021-08-17 11:38:34,512 - mmaction - INFO - Epoch [43][600/2640] lr: 1.000e-04, eta: 2:27:20, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.5172, top5_acc: 0.8008, loss_cls: 1.8355, loss: 1.8355, grad_norm: 8.6638 2021-08-17 11:38:42,825 - mmaction - INFO - Epoch [43][620/2640] lr: 1.000e-04, eta: 2:27:11, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.5133, top5_acc: 0.7859, loss_cls: 1.8696, loss: 1.8696, grad_norm: 8.6411 2021-08-17 11:38:51,153 - mmaction - INFO - Epoch [43][640/2640] lr: 1.000e-04, eta: 2:27:02, time: 0.416, data_time: 0.002, memory: 5694, top1_acc: 0.5477, top5_acc: 0.7914, loss_cls: 1.7539, loss: 1.7539, grad_norm: 8.3243 2021-08-17 11:38:59,445 - mmaction - INFO - Epoch [43][660/2640] lr: 1.000e-04, eta: 2:26:54, time: 0.415, data_time: 0.000, memory: 5694, top1_acc: 0.5094, top5_acc: 0.8016, loss_cls: 1.8095, loss: 1.8095, grad_norm: 8.4439 2021-08-17 11:39:07,747 - mmaction - INFO - Epoch [43][680/2640] lr: 1.000e-04, eta: 2:26:45, time: 0.415, data_time: 0.001, memory: 5694, top1_acc: 0.4953, top5_acc: 0.7820, loss_cls: 1.9145, loss: 1.9145, grad_norm: 8.8664 2021-08-17 11:39:16,008 - mmaction - INFO - Epoch [43][700/2640] lr: 1.000e-04, eta: 2:26:36, time: 0.413, data_time: 0.001, memory: 5694, top1_acc: 0.5219, top5_acc: 0.8008, loss_cls: 1.7699, loss: 1.7699, grad_norm: 8.1210 2021-08-17 11:39:24,276 - mmaction - INFO - Epoch [43][720/2640] lr: 1.000e-04, eta: 2:26:28, time: 0.413, data_time: 0.001, memory: 5694, top1_acc: 0.5414, top5_acc: 0.8102, loss_cls: 1.7281, loss: 1.7281, grad_norm: 8.1364 2021-08-17 11:39:32,567 - mmaction - INFO - Epoch [43][740/2640] lr: 1.000e-04, eta: 2:26:19, time: 0.415, data_time: 0.001, memory: 5694, top1_acc: 0.5641, top5_acc: 0.8141, loss_cls: 1.6852, loss: 1.6852, grad_norm: 8.2072 2021-08-17 11:39:40,865 - mmaction - INFO - Epoch [43][760/2640] lr: 1.000e-04, eta: 2:26:10, time: 0.415, data_time: 0.001, memory: 5694, top1_acc: 0.5398, top5_acc: 0.8219, loss_cls: 1.6845, loss: 1.6845, grad_norm: 8.0190 2021-08-17 11:39:49,142 - mmaction - INFO - Epoch [43][780/2640] lr: 1.000e-04, eta: 2:26:02, time: 0.414, data_time: 0.001, memory: 5694, top1_acc: 0.4891, top5_acc: 0.7945, loss_cls: 1.8196, loss: 1.8196, grad_norm: 8.4810 2021-08-17 11:39:57,431 - mmaction - INFO - Epoch [43][800/2640] lr: 1.000e-04, eta: 2:25:53, time: 0.414, data_time: 0.001, memory: 5694, top1_acc: 0.5297, top5_acc: 0.8078, loss_cls: 1.7275, loss: 1.7275, grad_norm: 8.3780 2021-08-17 11:40:05,721 - mmaction - INFO - Epoch [43][820/2640] lr: 1.000e-04, eta: 2:25:44, time: 0.414, data_time: 0.000, memory: 5694, top1_acc: 0.5227, top5_acc: 0.7828, loss_cls: 1.8670, loss: 1.8670, grad_norm: 8.8653 2021-08-17 11:40:14,032 - mmaction - INFO - Epoch [43][840/2640] lr: 1.000e-04, eta: 2:25:36, time: 0.415, data_time: 0.001, memory: 5694, top1_acc: 0.5461, top5_acc: 0.8141, loss_cls: 1.7307, loss: 1.7307, grad_norm: 8.0796 2021-08-17 11:40:22,342 - mmaction - INFO - Epoch [43][860/2640] lr: 1.000e-04, eta: 2:25:27, time: 0.415, data_time: 0.000, memory: 5694, top1_acc: 0.5344, top5_acc: 0.7961, loss_cls: 1.8210, loss: 1.8210, grad_norm: 8.6705 2021-08-17 11:40:30,693 - mmaction - INFO - Epoch [43][880/2640] lr: 1.000e-04, eta: 2:25:18, time: 0.418, data_time: 0.002, memory: 5694, top1_acc: 0.5172, top5_acc: 0.7820, loss_cls: 1.8143, loss: 1.8143, grad_norm: 8.4868 2021-08-17 11:40:38,972 - mmaction - INFO - Epoch [43][900/2640] lr: 1.000e-04, eta: 2:25:10, time: 0.414, data_time: 0.001, memory: 5694, top1_acc: 0.5406, top5_acc: 0.8297, loss_cls: 1.6895, loss: 1.6895, grad_norm: 8.5371 2021-08-17 11:40:47,286 - mmaction - INFO - Epoch [43][920/2640] lr: 1.000e-04, eta: 2:25:01, time: 0.415, data_time: 0.000, memory: 5694, top1_acc: 0.5414, top5_acc: 0.8086, loss_cls: 1.7600, loss: 1.7600, grad_norm: 8.2264 2021-08-17 11:40:55,578 - mmaction - INFO - Epoch [43][940/2640] lr: 1.000e-04, eta: 2:24:52, time: 0.415, data_time: 0.001, memory: 5694, top1_acc: 0.5320, top5_acc: 0.8102, loss_cls: 1.7378, loss: 1.7378, grad_norm: 8.4186 2021-08-17 11:41:03,899 - mmaction - INFO - Epoch [43][960/2640] lr: 1.000e-04, eta: 2:24:44, time: 0.416, data_time: 0.000, memory: 5694, top1_acc: 0.5430, top5_acc: 0.8016, loss_cls: 1.7531, loss: 1.7531, grad_norm: 8.2473 2021-08-17 11:41:12,169 - mmaction - INFO - Epoch [43][980/2640] lr: 1.000e-04, eta: 2:24:35, time: 0.413, data_time: 0.000, memory: 5694, top1_acc: 0.5258, top5_acc: 0.8078, loss_cls: 1.8072, loss: 1.8072, grad_norm: 8.7872 2021-08-17 11:41:20,496 - mmaction - INFO - Epoch [43][1000/2640] lr: 1.000e-04, eta: 2:24:26, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.5484, top5_acc: 0.7984, loss_cls: 1.7367, loss: 1.7367, grad_norm: 8.0528 2021-08-17 11:41:28,794 - mmaction - INFO - Epoch [43][1020/2640] lr: 1.000e-04, eta: 2:24:18, time: 0.415, data_time: 0.001, memory: 5694, top1_acc: 0.5148, top5_acc: 0.7992, loss_cls: 1.7796, loss: 1.7796, grad_norm: 8.3263 2021-08-17 11:41:37,130 - mmaction - INFO - Epoch [43][1040/2640] lr: 1.000e-04, eta: 2:24:09, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.5180, top5_acc: 0.7961, loss_cls: 1.7506, loss: 1.7506, grad_norm: 8.3006 2021-08-17 11:41:45,461 - mmaction - INFO - Epoch [43][1060/2640] lr: 1.000e-04, eta: 2:24:00, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.5312, top5_acc: 0.8078, loss_cls: 1.7466, loss: 1.7466, grad_norm: 8.2494 2021-08-17 11:41:53,775 - mmaction - INFO - Epoch [43][1080/2640] lr: 1.000e-04, eta: 2:23:52, time: 0.416, data_time: 0.002, memory: 5694, top1_acc: 0.5484, top5_acc: 0.8203, loss_cls: 1.6867, loss: 1.6867, grad_norm: 8.3721 2021-08-17 11:42:02,106 - mmaction - INFO - Epoch [43][1100/2640] lr: 1.000e-04, eta: 2:23:43, time: 0.417, data_time: 0.000, memory: 5694, top1_acc: 0.5242, top5_acc: 0.8023, loss_cls: 1.7748, loss: 1.7748, grad_norm: 8.4803 2021-08-17 11:42:10,413 - mmaction - INFO - Epoch [43][1120/2640] lr: 1.000e-04, eta: 2:23:34, time: 0.415, data_time: 0.002, memory: 5694, top1_acc: 0.5414, top5_acc: 0.8250, loss_cls: 1.7172, loss: 1.7172, grad_norm: 8.1938 2021-08-17 11:42:18,723 - mmaction - INFO - Epoch [43][1140/2640] lr: 1.000e-04, eta: 2:23:26, time: 0.415, data_time: 0.000, memory: 5694, top1_acc: 0.5367, top5_acc: 0.8109, loss_cls: 1.7459, loss: 1.7459, grad_norm: 8.6416 2021-08-17 11:42:27,037 - mmaction - INFO - Epoch [43][1160/2640] lr: 1.000e-04, eta: 2:23:17, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.5398, top5_acc: 0.8211, loss_cls: 1.7307, loss: 1.7307, grad_norm: 8.3502 2021-08-17 11:42:35,339 - mmaction - INFO - Epoch [43][1180/2640] lr: 1.000e-04, eta: 2:23:08, time: 0.415, data_time: 0.000, memory: 5694, top1_acc: 0.5133, top5_acc: 0.8023, loss_cls: 1.8077, loss: 1.8077, grad_norm: 8.7255 2021-08-17 11:42:43,685 - mmaction - INFO - Epoch [43][1200/2640] lr: 1.000e-04, eta: 2:23:00, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.5398, top5_acc: 0.8133, loss_cls: 1.6958, loss: 1.6958, grad_norm: 8.3332 2021-08-17 11:42:51,982 - mmaction - INFO - Epoch [43][1220/2640] lr: 1.000e-04, eta: 2:22:51, time: 0.415, data_time: 0.001, memory: 5694, top1_acc: 0.5219, top5_acc: 0.7805, loss_cls: 1.8650, loss: 1.8650, grad_norm: 8.6931 2021-08-17 11:43:00,300 - mmaction - INFO - Epoch [43][1240/2640] lr: 1.000e-04, eta: 2:22:42, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.5336, top5_acc: 0.7906, loss_cls: 1.7720, loss: 1.7720, grad_norm: 8.3544 2021-08-17 11:43:08,615 - mmaction - INFO - Epoch [43][1260/2640] lr: 1.000e-04, eta: 2:22:34, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.5383, top5_acc: 0.8273, loss_cls: 1.7012, loss: 1.7012, grad_norm: 8.1919 2021-08-17 11:43:16,936 - mmaction - INFO - Epoch [43][1280/2640] lr: 1.000e-04, eta: 2:22:25, time: 0.416, data_time: 0.000, memory: 5694, top1_acc: 0.5359, top5_acc: 0.8156, loss_cls: 1.7434, loss: 1.7434, grad_norm: 8.4872 2021-08-17 11:43:25,237 - mmaction - INFO - Epoch [43][1300/2640] lr: 1.000e-04, eta: 2:22:16, time: 0.415, data_time: 0.001, memory: 5694, top1_acc: 0.5000, top5_acc: 0.7930, loss_cls: 1.8199, loss: 1.8199, grad_norm: 8.6575 2021-08-17 11:43:33,537 - mmaction - INFO - Epoch [43][1320/2640] lr: 1.000e-04, eta: 2:22:08, time: 0.415, data_time: 0.000, memory: 5694, top1_acc: 0.5102, top5_acc: 0.7977, loss_cls: 1.8250, loss: 1.8250, grad_norm: 8.4364 2021-08-17 11:43:41,836 - mmaction - INFO - Epoch [43][1340/2640] lr: 1.000e-04, eta: 2:21:59, time: 0.415, data_time: 0.001, memory: 5694, top1_acc: 0.5125, top5_acc: 0.7930, loss_cls: 1.8251, loss: 1.8251, grad_norm: 8.5918 2021-08-17 11:43:50,154 - mmaction - INFO - Epoch [43][1360/2640] lr: 1.000e-04, eta: 2:21:50, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.5367, top5_acc: 0.8016, loss_cls: 1.7820, loss: 1.7820, grad_norm: 8.7420 2021-08-17 11:43:58,488 - mmaction - INFO - Epoch [43][1380/2640] lr: 1.000e-04, eta: 2:21:42, time: 0.417, data_time: 0.000, memory: 5694, top1_acc: 0.5258, top5_acc: 0.7906, loss_cls: 1.7677, loss: 1.7677, grad_norm: 8.5349 2021-08-17 11:44:06,825 - mmaction - INFO - Epoch [43][1400/2640] lr: 1.000e-04, eta: 2:21:33, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.5281, top5_acc: 0.8078, loss_cls: 1.7958, loss: 1.7958, grad_norm: 8.6290 2021-08-17 11:44:15,132 - mmaction - INFO - Epoch [43][1420/2640] lr: 1.000e-04, eta: 2:21:24, time: 0.415, data_time: 0.000, memory: 5694, top1_acc: 0.5203, top5_acc: 0.7844, loss_cls: 1.8841, loss: 1.8841, grad_norm: 8.6542 2021-08-17 11:44:23,438 - mmaction - INFO - Epoch [43][1440/2640] lr: 1.000e-04, eta: 2:21:16, time: 0.415, data_time: 0.001, memory: 5694, top1_acc: 0.5523, top5_acc: 0.8008, loss_cls: 1.7894, loss: 1.7894, grad_norm: 8.4728 2021-08-17 11:44:31,742 - mmaction - INFO - Epoch [43][1460/2640] lr: 1.000e-04, eta: 2:21:07, time: 0.415, data_time: 0.000, memory: 5694, top1_acc: 0.5516, top5_acc: 0.7977, loss_cls: 1.7522, loss: 1.7522, grad_norm: 8.4482 2021-08-17 11:44:40,065 - mmaction - INFO - Epoch [43][1480/2640] lr: 1.000e-04, eta: 2:20:58, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.5180, top5_acc: 0.8203, loss_cls: 1.7527, loss: 1.7527, grad_norm: 8.5509 2021-08-17 11:44:48,380 - mmaction - INFO - Epoch [43][1500/2640] lr: 1.000e-04, eta: 2:20:50, time: 0.416, data_time: 0.000, memory: 5694, top1_acc: 0.5047, top5_acc: 0.7961, loss_cls: 1.8469, loss: 1.8469, grad_norm: 8.6365 2021-08-17 11:44:56,698 - mmaction - INFO - Epoch [43][1520/2640] lr: 1.000e-04, eta: 2:20:41, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.5422, top5_acc: 0.7945, loss_cls: 1.7823, loss: 1.7823, grad_norm: 8.3226 2021-08-17 11:45:05,087 - mmaction - INFO - Epoch [43][1540/2640] lr: 1.000e-04, eta: 2:20:32, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.5398, top5_acc: 0.8102, loss_cls: 1.7199, loss: 1.7199, grad_norm: 8.5046 2021-08-17 11:45:13,403 - mmaction - INFO - Epoch [43][1560/2640] lr: 1.000e-04, eta: 2:20:24, time: 0.416, data_time: 0.000, memory: 5694, top1_acc: 0.5273, top5_acc: 0.7969, loss_cls: 1.8147, loss: 1.8147, grad_norm: 8.5379 2021-08-17 11:45:21,718 - mmaction - INFO - Epoch [43][1580/2640] lr: 1.000e-04, eta: 2:20:15, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.5195, top5_acc: 0.8078, loss_cls: 1.7901, loss: 1.7901, grad_norm: 8.6134 2021-08-17 11:45:30,005 - mmaction - INFO - Epoch [43][1600/2640] lr: 1.000e-04, eta: 2:20:06, time: 0.414, data_time: 0.000, memory: 5694, top1_acc: 0.5484, top5_acc: 0.8242, loss_cls: 1.6823, loss: 1.6823, grad_norm: 8.0605 2021-08-17 11:45:38,334 - mmaction - INFO - Epoch [43][1620/2640] lr: 1.000e-04, eta: 2:19:58, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.5273, top5_acc: 0.7961, loss_cls: 1.7952, loss: 1.7952, grad_norm: 8.5540 2021-08-17 11:45:46,647 - mmaction - INFO - Epoch [43][1640/2640] lr: 1.000e-04, eta: 2:19:49, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.5305, top5_acc: 0.7937, loss_cls: 1.7902, loss: 1.7902, grad_norm: 8.1881 2021-08-17 11:45:54,945 - mmaction - INFO - Epoch [43][1660/2640] lr: 1.000e-04, eta: 2:19:40, time: 0.415, data_time: 0.001, memory: 5694, top1_acc: 0.5273, top5_acc: 0.8055, loss_cls: 1.7985, loss: 1.7985, grad_norm: 8.5899 2021-08-17 11:46:03,273 - mmaction - INFO - Epoch [43][1680/2640] lr: 1.000e-04, eta: 2:19:32, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.5406, top5_acc: 0.8016, loss_cls: 1.7653, loss: 1.7653, grad_norm: 8.3288 2021-08-17 11:46:11,571 - mmaction - INFO - Epoch [43][1700/2640] lr: 1.000e-04, eta: 2:19:23, time: 0.415, data_time: 0.000, memory: 5694, top1_acc: 0.5336, top5_acc: 0.8187, loss_cls: 1.7339, loss: 1.7339, grad_norm: 8.6301 2021-08-17 11:46:19,922 - mmaction - INFO - Epoch [43][1720/2640] lr: 1.000e-04, eta: 2:19:14, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.5172, top5_acc: 0.7906, loss_cls: 1.8135, loss: 1.8135, grad_norm: 8.4841 2021-08-17 11:46:28,198 - mmaction - INFO - Epoch [43][1740/2640] lr: 1.000e-04, eta: 2:19:06, time: 0.414, data_time: 0.001, memory: 5694, top1_acc: 0.5352, top5_acc: 0.8141, loss_cls: 1.7344, loss: 1.7344, grad_norm: 8.3866 2021-08-17 11:46:36,541 - mmaction - INFO - Epoch [43][1760/2640] lr: 1.000e-04, eta: 2:18:57, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.5203, top5_acc: 0.7961, loss_cls: 1.8035, loss: 1.8035, grad_norm: 8.6877 2021-08-17 11:46:44,851 - mmaction - INFO - Epoch [43][1780/2640] lr: 1.000e-04, eta: 2:18:48, time: 0.415, data_time: 0.001, memory: 5694, top1_acc: 0.5141, top5_acc: 0.7891, loss_cls: 1.8077, loss: 1.8077, grad_norm: 8.3340 2021-08-17 11:46:53,191 - mmaction - INFO - Epoch [43][1800/2640] lr: 1.000e-04, eta: 2:18:40, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.5289, top5_acc: 0.8000, loss_cls: 1.7865, loss: 1.7865, grad_norm: 8.4552 2021-08-17 11:47:01,523 - mmaction - INFO - Epoch [43][1820/2640] lr: 1.000e-04, eta: 2:18:31, time: 0.417, data_time: 0.000, memory: 5694, top1_acc: 0.5117, top5_acc: 0.8047, loss_cls: 1.7749, loss: 1.7749, grad_norm: 8.6146 2021-08-17 11:47:09,855 - mmaction - INFO - Epoch [43][1840/2640] lr: 1.000e-04, eta: 2:18:22, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.5555, top5_acc: 0.8211, loss_cls: 1.6750, loss: 1.6750, grad_norm: 8.1589 2021-08-17 11:47:18,194 - mmaction - INFO - Epoch [43][1860/2640] lr: 1.000e-04, eta: 2:18:14, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.5148, top5_acc: 0.7984, loss_cls: 1.7956, loss: 1.7956, grad_norm: 8.4505 2021-08-17 11:47:26,556 - mmaction - INFO - Epoch [43][1880/2640] lr: 1.000e-04, eta: 2:18:05, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.5336, top5_acc: 0.8172, loss_cls: 1.6852, loss: 1.6852, grad_norm: 8.2331 2021-08-17 11:47:34,862 - mmaction - INFO - Epoch [43][1900/2640] lr: 1.000e-04, eta: 2:17:56, time: 0.415, data_time: 0.000, memory: 5694, top1_acc: 0.5320, top5_acc: 0.7969, loss_cls: 1.8032, loss: 1.8032, grad_norm: 8.6631 2021-08-17 11:47:43,182 - mmaction - INFO - Epoch [43][1920/2640] lr: 1.000e-04, eta: 2:17:48, time: 0.416, data_time: 0.002, memory: 5694, top1_acc: 0.5469, top5_acc: 0.8281, loss_cls: 1.6783, loss: 1.6783, grad_norm: 8.1492 2021-08-17 11:47:51,526 - mmaction - INFO - Epoch [43][1940/2640] lr: 1.000e-04, eta: 2:17:39, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.5102, top5_acc: 0.7969, loss_cls: 1.8187, loss: 1.8187, grad_norm: 8.6232 2021-08-17 11:47:59,858 - mmaction - INFO - Epoch [43][1960/2640] lr: 1.000e-04, eta: 2:17:30, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.5109, top5_acc: 0.8047, loss_cls: 1.7974, loss: 1.7974, grad_norm: 8.6131 2021-08-17 11:48:08,182 - mmaction - INFO - Epoch [43][1980/2640] lr: 1.000e-04, eta: 2:17:22, time: 0.416, data_time: 0.000, memory: 5694, top1_acc: 0.5352, top5_acc: 0.8141, loss_cls: 1.7035, loss: 1.7035, grad_norm: 8.4574 2021-08-17 11:48:16,497 - mmaction - INFO - Epoch [43][2000/2640] lr: 1.000e-04, eta: 2:17:13, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.5406, top5_acc: 0.8125, loss_cls: 1.7418, loss: 1.7418, grad_norm: 8.2793 2021-08-17 11:48:24,826 - mmaction - INFO - Epoch [43][2020/2640] lr: 1.000e-04, eta: 2:17:04, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.5289, top5_acc: 0.7992, loss_cls: 1.7502, loss: 1.7502, grad_norm: 8.3988 2021-08-17 11:48:33,173 - mmaction - INFO - Epoch [43][2040/2640] lr: 1.000e-04, eta: 2:16:56, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.5211, top5_acc: 0.8008, loss_cls: 1.8232, loss: 1.8232, grad_norm: 8.7972 2021-08-17 11:48:41,497 - mmaction - INFO - Epoch [43][2060/2640] lr: 1.000e-04, eta: 2:16:47, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.5352, top5_acc: 0.8047, loss_cls: 1.7767, loss: 1.7767, grad_norm: 8.4119 2021-08-17 11:48:49,836 - mmaction - INFO - Epoch [43][2080/2640] lr: 1.000e-04, eta: 2:16:38, time: 0.417, data_time: 0.000, memory: 5694, top1_acc: 0.5133, top5_acc: 0.7984, loss_cls: 1.8108, loss: 1.8108, grad_norm: 8.6902 2021-08-17 11:48:58,140 - mmaction - INFO - Epoch [43][2100/2640] lr: 1.000e-04, eta: 2:16:30, time: 0.415, data_time: 0.000, memory: 5694, top1_acc: 0.5250, top5_acc: 0.8055, loss_cls: 1.7993, loss: 1.7993, grad_norm: 8.2596 2021-08-17 11:49:06,454 - mmaction - INFO - Epoch [43][2120/2640] lr: 1.000e-04, eta: 2:16:21, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.5328, top5_acc: 0.8219, loss_cls: 1.7301, loss: 1.7301, grad_norm: 8.3874 2021-08-17 11:49:14,753 - mmaction - INFO - Epoch [43][2140/2640] lr: 1.000e-04, eta: 2:16:12, time: 0.415, data_time: 0.000, memory: 5694, top1_acc: 0.5266, top5_acc: 0.7906, loss_cls: 1.8055, loss: 1.8055, grad_norm: 8.5963 2021-08-17 11:49:23,090 - mmaction - INFO - Epoch [43][2160/2640] lr: 1.000e-04, eta: 2:16:04, time: 0.417, data_time: 0.002, memory: 5694, top1_acc: 0.5078, top5_acc: 0.8008, loss_cls: 1.8362, loss: 1.8362, grad_norm: 8.5153 2021-08-17 11:49:31,417 - mmaction - INFO - Epoch [43][2180/2640] lr: 1.000e-04, eta: 2:15:55, time: 0.416, data_time: 0.000, memory: 5694, top1_acc: 0.5430, top5_acc: 0.8023, loss_cls: 1.7602, loss: 1.7602, grad_norm: 8.4553 2021-08-17 11:49:39,726 - mmaction - INFO - Epoch [43][2200/2640] lr: 1.000e-04, eta: 2:15:46, time: 0.415, data_time: 0.001, memory: 5694, top1_acc: 0.5227, top5_acc: 0.8047, loss_cls: 1.8014, loss: 1.8014, grad_norm: 8.3888 2021-08-17 11:49:48,033 - mmaction - INFO - Epoch [43][2220/2640] lr: 1.000e-04, eta: 2:15:38, time: 0.415, data_time: 0.000, memory: 5694, top1_acc: 0.5297, top5_acc: 0.7992, loss_cls: 1.7745, loss: 1.7745, grad_norm: 8.5302 2021-08-17 11:49:56,346 - mmaction - INFO - Epoch [43][2240/2640] lr: 1.000e-04, eta: 2:15:29, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.5234, top5_acc: 0.8039, loss_cls: 1.8003, loss: 1.8003, grad_norm: 8.5181 2021-08-17 11:50:04,659 - mmaction - INFO - Epoch [43][2260/2640] lr: 1.000e-04, eta: 2:15:20, time: 0.416, data_time: 0.000, memory: 5694, top1_acc: 0.5352, top5_acc: 0.7930, loss_cls: 1.8320, loss: 1.8320, grad_norm: 8.4274 2021-08-17 11:50:12,996 - mmaction - INFO - Epoch [43][2280/2640] lr: 1.000e-04, eta: 2:15:12, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.5117, top5_acc: 0.8047, loss_cls: 1.7856, loss: 1.7856, grad_norm: 8.2553 2021-08-17 11:50:21,285 - mmaction - INFO - Epoch [43][2300/2640] lr: 1.000e-04, eta: 2:15:03, time: 0.415, data_time: 0.001, memory: 5694, top1_acc: 0.5258, top5_acc: 0.8070, loss_cls: 1.7541, loss: 1.7541, grad_norm: 8.5023 2021-08-17 11:50:29,602 - mmaction - INFO - Epoch [43][2320/2640] lr: 1.000e-04, eta: 2:14:54, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.5344, top5_acc: 0.8016, loss_cls: 1.7448, loss: 1.7448, grad_norm: 8.3579 2021-08-17 11:50:37,889 - mmaction - INFO - Epoch [43][2340/2640] lr: 1.000e-04, eta: 2:14:46, time: 0.414, data_time: 0.000, memory: 5694, top1_acc: 0.5258, top5_acc: 0.8328, loss_cls: 1.6980, loss: 1.6980, grad_norm: 8.3979 2021-08-17 11:50:46,201 - mmaction - INFO - Epoch [43][2360/2640] lr: 1.000e-04, eta: 2:14:37, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.5141, top5_acc: 0.8016, loss_cls: 1.7691, loss: 1.7691, grad_norm: 8.2656 2021-08-17 11:50:54,518 - mmaction - INFO - Epoch [43][2380/2640] lr: 1.000e-04, eta: 2:14:28, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.5523, top5_acc: 0.8156, loss_cls: 1.6990, loss: 1.6990, grad_norm: 8.2354 2021-08-17 11:51:02,809 - mmaction - INFO - Epoch [43][2400/2640] lr: 1.000e-04, eta: 2:14:20, time: 0.415, data_time: 0.000, memory: 5694, top1_acc: 0.5195, top5_acc: 0.7937, loss_cls: 1.8091, loss: 1.8091, grad_norm: 8.4138 2021-08-17 11:51:11,124 - mmaction - INFO - Epoch [43][2420/2640] lr: 1.000e-04, eta: 2:14:11, time: 0.415, data_time: 0.000, memory: 5694, top1_acc: 0.5461, top5_acc: 0.8086, loss_cls: 1.7333, loss: 1.7333, grad_norm: 8.3378 2021-08-17 11:51:19,477 - mmaction - INFO - Epoch [43][2440/2640] lr: 1.000e-04, eta: 2:14:02, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.5281, top5_acc: 0.8141, loss_cls: 1.7221, loss: 1.7221, grad_norm: 8.1499 2021-08-17 11:51:27,791 - mmaction - INFO - Epoch [43][2460/2640] lr: 1.000e-04, eta: 2:13:54, time: 0.416, data_time: 0.000, memory: 5694, top1_acc: 0.5172, top5_acc: 0.8031, loss_cls: 1.7733, loss: 1.7733, grad_norm: 8.4240 2021-08-17 11:51:36,118 - mmaction - INFO - Epoch [43][2480/2640] lr: 1.000e-04, eta: 2:13:45, time: 0.416, data_time: 0.000, memory: 5694, top1_acc: 0.5125, top5_acc: 0.7852, loss_cls: 1.8449, loss: 1.8449, grad_norm: 8.6936 2021-08-17 11:51:44,424 - mmaction - INFO - Epoch [43][2500/2640] lr: 1.000e-04, eta: 2:13:36, time: 0.415, data_time: 0.002, memory: 5694, top1_acc: 0.5102, top5_acc: 0.7836, loss_cls: 1.8387, loss: 1.8387, grad_norm: 8.6019 2021-08-17 11:51:52,727 - mmaction - INFO - Epoch [43][2520/2640] lr: 1.000e-04, eta: 2:13:28, time: 0.415, data_time: 0.000, memory: 5694, top1_acc: 0.5406, top5_acc: 0.8016, loss_cls: 1.8027, loss: 1.8027, grad_norm: 8.4404 2021-08-17 11:52:01,069 - mmaction - INFO - Epoch [43][2540/2640] lr: 1.000e-04, eta: 2:13:19, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.5320, top5_acc: 0.8172, loss_cls: 1.7224, loss: 1.7224, grad_norm: 8.2446 2021-08-17 11:52:09,407 - mmaction - INFO - Epoch [43][2560/2640] lr: 1.000e-04, eta: 2:13:10, time: 0.417, data_time: 0.000, memory: 5694, top1_acc: 0.5062, top5_acc: 0.8031, loss_cls: 1.7938, loss: 1.7938, grad_norm: 8.4796 2021-08-17 11:52:17,726 - mmaction - INFO - Epoch [43][2580/2640] lr: 1.000e-04, eta: 2:13:02, time: 0.416, data_time: 0.002, memory: 5694, top1_acc: 0.5258, top5_acc: 0.8000, loss_cls: 1.7750, loss: 1.7750, grad_norm: 8.5368 2021-08-17 11:52:26,034 - mmaction - INFO - Epoch [43][2600/2640] lr: 1.000e-04, eta: 2:12:53, time: 0.415, data_time: 0.000, memory: 5694, top1_acc: 0.5125, top5_acc: 0.8102, loss_cls: 1.7808, loss: 1.7808, grad_norm: 8.3576 2021-08-17 11:52:34,344 - mmaction - INFO - Epoch [43][2620/2640] lr: 1.000e-04, eta: 2:12:45, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.5109, top5_acc: 0.8070, loss_cls: 1.8143, loss: 1.8143, grad_norm: 8.6571 2021-08-17 11:52:42,422 - mmaction - INFO - Epoch [43][2640/2640] lr: 1.000e-04, eta: 2:12:36, time: 0.404, data_time: 0.001, memory: 5694, top1_acc: 0.5290, top5_acc: 0.8089, loss_cls: 1.7964, loss: 1.7964, grad_norm: 8.5193 2021-08-17 11:54:11,606 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-08-17 11:54:11,949 - mmaction - INFO - top1_acc 0.2758 top5_acc 0.5715 2021-08-17 11:54:11,949 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-08-17 11:54:11,971 - mmaction - INFO - mean_acc 0.2277 2021-08-17 11:54:11,977 - mmaction - INFO - Saving checkpoint at 43 epochs 2021-08-17 11:54:12,755 - mmaction - INFO - Epoch(val) [43][194] top1_acc: 0.2758, top5_acc: 0.5715, mean_class_accuracy: 0.2277 2021-08-17 11:54:50,049 - mmaction - INFO - Epoch [44][20/2640] lr: 1.000e-04, eta: 2:12:32, time: 1.864, data_time: 1.465, memory: 5694, top1_acc: 0.5367, top5_acc: 0.8031, loss_cls: 1.7309, loss: 1.7309, grad_norm: 8.6090 2021-08-17 11:54:58,024 - mmaction - INFO - Epoch [44][40/2640] lr: 1.000e-04, eta: 2:12:23, time: 0.399, data_time: 0.002, memory: 5694, top1_acc: 0.5547, top5_acc: 0.8211, loss_cls: 1.6799, loss: 1.6799, grad_norm: 8.2311 2021-08-17 11:55:06,014 - mmaction - INFO - Epoch [44][60/2640] lr: 1.000e-04, eta: 2:12:14, time: 0.400, data_time: 0.000, memory: 5694, top1_acc: 0.5188, top5_acc: 0.7930, loss_cls: 1.8330, loss: 1.8330, grad_norm: 8.5004 2021-08-17 11:55:14,071 - mmaction - INFO - Epoch [44][80/2640] lr: 1.000e-04, eta: 2:12:06, time: 0.403, data_time: 0.001, memory: 5694, top1_acc: 0.5492, top5_acc: 0.8039, loss_cls: 1.7254, loss: 1.7254, grad_norm: 8.2925 2021-08-17 11:55:22,216 - mmaction - INFO - Epoch [44][100/2640] lr: 1.000e-04, eta: 2:11:57, time: 0.407, data_time: 0.001, memory: 5694, top1_acc: 0.5031, top5_acc: 0.7750, loss_cls: 1.8789, loss: 1.8789, grad_norm: 8.6134 2021-08-17 11:55:30,448 - mmaction - INFO - Epoch [44][120/2640] lr: 1.000e-04, eta: 2:11:48, time: 0.411, data_time: 0.000, memory: 5694, top1_acc: 0.5281, top5_acc: 0.8250, loss_cls: 1.6941, loss: 1.6941, grad_norm: 8.5019 2021-08-17 11:55:38,787 - mmaction - INFO - Epoch [44][140/2640] lr: 1.000e-04, eta: 2:11:40, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.5391, top5_acc: 0.8016, loss_cls: 1.7383, loss: 1.7383, grad_norm: 8.6714 2021-08-17 11:55:47,131 - mmaction - INFO - Epoch [44][160/2640] lr: 1.000e-04, eta: 2:11:31, time: 0.417, data_time: 0.000, memory: 5694, top1_acc: 0.5320, top5_acc: 0.7992, loss_cls: 1.7610, loss: 1.7610, grad_norm: 8.3596 2021-08-17 11:55:55,487 - mmaction - INFO - Epoch [44][180/2640] lr: 1.000e-04, eta: 2:11:22, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.5352, top5_acc: 0.8148, loss_cls: 1.7144, loss: 1.7144, grad_norm: 8.3349 2021-08-17 11:56:03,841 - mmaction - INFO - Epoch [44][200/2640] lr: 1.000e-04, eta: 2:11:14, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.5461, top5_acc: 0.8016, loss_cls: 1.7553, loss: 1.7553, grad_norm: 8.2698 2021-08-17 11:56:12,188 - mmaction - INFO - Epoch [44][220/2640] lr: 1.000e-04, eta: 2:11:05, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.5344, top5_acc: 0.8180, loss_cls: 1.7224, loss: 1.7224, grad_norm: 8.4950 2021-08-17 11:56:20,555 - mmaction - INFO - Epoch [44][240/2640] lr: 1.000e-04, eta: 2:10:56, time: 0.418, data_time: 0.002, memory: 5694, top1_acc: 0.5242, top5_acc: 0.8094, loss_cls: 1.7823, loss: 1.7823, grad_norm: 8.8332 2021-08-17 11:56:28,861 - mmaction - INFO - Epoch [44][260/2640] lr: 1.000e-04, eta: 2:10:48, time: 0.415, data_time: 0.001, memory: 5694, top1_acc: 0.5188, top5_acc: 0.7945, loss_cls: 1.8188, loss: 1.8188, grad_norm: 8.5225 2021-08-17 11:56:37,200 - mmaction - INFO - Epoch [44][280/2640] lr: 1.000e-04, eta: 2:10:39, time: 0.417, data_time: 0.000, memory: 5694, top1_acc: 0.5352, top5_acc: 0.8172, loss_cls: 1.7430, loss: 1.7430, grad_norm: 8.4620 2021-08-17 11:56:45,515 - mmaction - INFO - Epoch [44][300/2640] lr: 1.000e-04, eta: 2:10:30, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.5242, top5_acc: 0.7797, loss_cls: 1.8477, loss: 1.8477, grad_norm: 8.5799 2021-08-17 11:56:53,845 - mmaction - INFO - Epoch [44][320/2640] lr: 1.000e-04, eta: 2:10:22, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.5219, top5_acc: 0.7953, loss_cls: 1.8100, loss: 1.8100, grad_norm: 8.3815 2021-08-17 11:57:02,174 - mmaction - INFO - Epoch [44][340/2640] lr: 1.000e-04, eta: 2:10:13, time: 0.416, data_time: 0.000, memory: 5694, top1_acc: 0.5344, top5_acc: 0.8086, loss_cls: 1.7376, loss: 1.7376, grad_norm: 8.2670 2021-08-17 11:57:10,522 - mmaction - INFO - Epoch [44][360/2640] lr: 1.000e-04, eta: 2:10:04, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.5516, top5_acc: 0.8164, loss_cls: 1.7402, loss: 1.7402, grad_norm: 8.5868 2021-08-17 11:57:18,863 - mmaction - INFO - Epoch [44][380/2640] lr: 1.000e-04, eta: 2:09:56, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.5125, top5_acc: 0.8016, loss_cls: 1.8029, loss: 1.8029, grad_norm: 8.5332 2021-08-17 11:57:27,201 - mmaction - INFO - Epoch [44][400/2640] lr: 1.000e-04, eta: 2:09:47, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.5359, top5_acc: 0.8133, loss_cls: 1.7677, loss: 1.7677, grad_norm: 8.3115 2021-08-17 11:57:35,532 - mmaction - INFO - Epoch [44][420/2640] lr: 1.000e-04, eta: 2:09:38, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.5359, top5_acc: 0.7953, loss_cls: 1.7832, loss: 1.7832, grad_norm: 8.8281 2021-08-17 11:57:43,890 - mmaction - INFO - Epoch [44][440/2640] lr: 1.000e-04, eta: 2:09:30, time: 0.418, data_time: 0.000, memory: 5694, top1_acc: 0.5211, top5_acc: 0.8078, loss_cls: 1.8103, loss: 1.8103, grad_norm: 8.3408 2021-08-17 11:57:52,210 - mmaction - INFO - Epoch [44][460/2640] lr: 1.000e-04, eta: 2:09:21, time: 0.416, data_time: 0.000, memory: 5694, top1_acc: 0.5469, top5_acc: 0.8039, loss_cls: 1.7098, loss: 1.7098, grad_norm: 8.2435 2021-08-17 11:58:00,574 - mmaction - INFO - Epoch [44][480/2640] lr: 1.000e-04, eta: 2:09:12, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.5422, top5_acc: 0.8070, loss_cls: 1.7756, loss: 1.7756, grad_norm: 8.4069 2021-08-17 11:58:08,893 - mmaction - INFO - Epoch [44][500/2640] lr: 1.000e-04, eta: 2:09:04, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.5180, top5_acc: 0.8016, loss_cls: 1.7976, loss: 1.7976, grad_norm: 8.5766 2021-08-17 11:58:17,233 - mmaction - INFO - Epoch [44][520/2640] lr: 1.000e-04, eta: 2:08:55, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.5453, top5_acc: 0.8117, loss_cls: 1.7277, loss: 1.7277, grad_norm: 8.5027 2021-08-17 11:58:25,587 - mmaction - INFO - Epoch [44][540/2640] lr: 1.000e-04, eta: 2:08:47, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.5258, top5_acc: 0.7930, loss_cls: 1.7839, loss: 1.7839, grad_norm: 8.3971 2021-08-17 11:58:33,927 - mmaction - INFO - Epoch [44][560/2640] lr: 1.000e-04, eta: 2:08:38, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.5477, top5_acc: 0.8234, loss_cls: 1.6759, loss: 1.6759, grad_norm: 8.5077 2021-08-17 11:58:42,279 - mmaction - INFO - Epoch [44][580/2640] lr: 1.000e-04, eta: 2:08:29, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.5359, top5_acc: 0.7922, loss_cls: 1.8138, loss: 1.8138, grad_norm: 8.5394 2021-08-17 11:58:50,611 - mmaction - INFO - Epoch [44][600/2640] lr: 1.000e-04, eta: 2:08:21, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.5406, top5_acc: 0.8031, loss_cls: 1.7531, loss: 1.7531, grad_norm: 8.5685 2021-08-17 11:58:58,975 - mmaction - INFO - Epoch [44][620/2640] lr: 1.000e-04, eta: 2:08:12, time: 0.418, data_time: 0.000, memory: 5694, top1_acc: 0.5320, top5_acc: 0.8172, loss_cls: 1.7482, loss: 1.7482, grad_norm: 8.3381 2021-08-17 11:59:07,369 - mmaction - INFO - Epoch [44][640/2640] lr: 1.000e-04, eta: 2:08:03, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.5258, top5_acc: 0.8172, loss_cls: 1.7741, loss: 1.7741, grad_norm: 8.6846 2021-08-17 11:59:15,713 - mmaction - INFO - Epoch [44][660/2640] lr: 1.000e-04, eta: 2:07:55, time: 0.417, data_time: 0.000, memory: 5694, top1_acc: 0.5367, top5_acc: 0.8125, loss_cls: 1.7459, loss: 1.7459, grad_norm: 8.4798 2021-08-17 11:59:24,053 - mmaction - INFO - Epoch [44][680/2640] lr: 1.000e-04, eta: 2:07:46, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.5234, top5_acc: 0.7953, loss_cls: 1.8099, loss: 1.8099, grad_norm: 8.6490 2021-08-17 11:59:32,402 - mmaction - INFO - Epoch [44][700/2640] lr: 1.000e-04, eta: 2:07:37, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.5516, top5_acc: 0.8250, loss_cls: 1.6830, loss: 1.6830, grad_norm: 8.2281 2021-08-17 11:59:40,771 - mmaction - INFO - Epoch [44][720/2640] lr: 1.000e-04, eta: 2:07:29, time: 0.418, data_time: 0.000, memory: 5694, top1_acc: 0.5242, top5_acc: 0.8039, loss_cls: 1.7802, loss: 1.7802, grad_norm: 8.5262 2021-08-17 11:59:49,170 - mmaction - INFO - Epoch [44][740/2640] lr: 1.000e-04, eta: 2:07:20, time: 0.421, data_time: 0.001, memory: 5694, top1_acc: 0.5031, top5_acc: 0.8055, loss_cls: 1.8047, loss: 1.8047, grad_norm: 8.6304 2021-08-17 11:59:57,565 - mmaction - INFO - Epoch [44][760/2640] lr: 1.000e-04, eta: 2:07:11, time: 0.420, data_time: 0.000, memory: 5694, top1_acc: 0.5578, top5_acc: 0.8172, loss_cls: 1.7018, loss: 1.7018, grad_norm: 8.2910 2021-08-17 12:00:07,515 - mmaction - INFO - Epoch [44][780/2640] lr: 1.000e-04, eta: 2:07:03, time: 0.497, data_time: 0.001, memory: 5694, top1_acc: 0.5531, top5_acc: 0.8055, loss_cls: 1.7272, loss: 1.7272, grad_norm: 8.4805 2021-08-17 12:00:15,719 - mmaction - INFO - Epoch [44][800/2640] lr: 1.000e-04, eta: 2:06:54, time: 0.411, data_time: 0.001, memory: 5694, top1_acc: 0.5188, top5_acc: 0.7883, loss_cls: 1.8553, loss: 1.8553, grad_norm: 8.9120 2021-08-17 12:00:23,975 - mmaction - INFO - Epoch [44][820/2640] lr: 1.000e-04, eta: 2:06:46, time: 0.413, data_time: 0.001, memory: 5694, top1_acc: 0.5219, top5_acc: 0.7992, loss_cls: 1.7682, loss: 1.7682, grad_norm: 8.3789 2021-08-17 12:00:32,268 - mmaction - INFO - Epoch [44][840/2640] lr: 1.000e-04, eta: 2:06:37, time: 0.415, data_time: 0.000, memory: 5694, top1_acc: 0.5086, top5_acc: 0.7883, loss_cls: 1.8656, loss: 1.8656, grad_norm: 8.7684 2021-08-17 12:00:40,562 - mmaction - INFO - Epoch [44][860/2640] lr: 1.000e-04, eta: 2:06:28, time: 0.415, data_time: 0.001, memory: 5694, top1_acc: 0.5328, top5_acc: 0.8094, loss_cls: 1.7411, loss: 1.7411, grad_norm: 8.5125 2021-08-17 12:00:48,912 - mmaction - INFO - Epoch [44][880/2640] lr: 1.000e-04, eta: 2:06:20, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.5258, top5_acc: 0.8141, loss_cls: 1.7331, loss: 1.7331, grad_norm: 8.4355 2021-08-17 12:00:57,229 - mmaction - INFO - Epoch [44][900/2640] lr: 1.000e-04, eta: 2:06:11, time: 0.416, data_time: 0.000, memory: 5694, top1_acc: 0.5164, top5_acc: 0.8047, loss_cls: 1.7903, loss: 1.7903, grad_norm: 8.5660 2021-08-17 12:01:05,570 - mmaction - INFO - Epoch [44][920/2640] lr: 1.000e-04, eta: 2:06:02, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.5602, top5_acc: 0.8219, loss_cls: 1.6893, loss: 1.6893, grad_norm: 8.3869 2021-08-17 12:01:13,941 - mmaction - INFO - Epoch [44][940/2640] lr: 1.000e-04, eta: 2:05:54, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.5453, top5_acc: 0.8047, loss_cls: 1.7502, loss: 1.7502, grad_norm: 8.4532 2021-08-17 12:01:22,302 - mmaction - INFO - Epoch [44][960/2640] lr: 1.000e-04, eta: 2:05:45, time: 0.418, data_time: 0.000, memory: 5694, top1_acc: 0.4922, top5_acc: 0.8016, loss_cls: 1.8844, loss: 1.8844, grad_norm: 8.7422 2021-08-17 12:01:30,662 - mmaction - INFO - Epoch [44][980/2640] lr: 1.000e-04, eta: 2:05:36, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.5086, top5_acc: 0.8063, loss_cls: 1.8336, loss: 1.8336, grad_norm: 8.7666 2021-08-17 12:01:38,982 - mmaction - INFO - Epoch [44][1000/2640] lr: 1.000e-04, eta: 2:05:28, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.5312, top5_acc: 0.8141, loss_cls: 1.7593, loss: 1.7593, grad_norm: 8.4997 2021-08-17 12:01:47,331 - mmaction - INFO - Epoch [44][1020/2640] lr: 1.000e-04, eta: 2:05:19, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.5352, top5_acc: 0.8078, loss_cls: 1.7781, loss: 1.7781, grad_norm: 8.5978 2021-08-17 12:01:55,671 - mmaction - INFO - Epoch [44][1040/2640] lr: 1.000e-04, eta: 2:05:10, time: 0.417, data_time: 0.000, memory: 5694, top1_acc: 0.5523, top5_acc: 0.8156, loss_cls: 1.6939, loss: 1.6939, grad_norm: 8.1867 2021-08-17 12:02:04,066 - mmaction - INFO - Epoch [44][1060/2640] lr: 1.000e-04, eta: 2:05:02, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.5078, top5_acc: 0.8000, loss_cls: 1.8013, loss: 1.8013, grad_norm: 8.6490 2021-08-17 12:02:12,412 - mmaction - INFO - Epoch [44][1080/2640] lr: 1.000e-04, eta: 2:04:53, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.5266, top5_acc: 0.8172, loss_cls: 1.7707, loss: 1.7707, grad_norm: 8.5848 2021-08-17 12:02:20,773 - mmaction - INFO - Epoch [44][1100/2640] lr: 1.000e-04, eta: 2:04:44, time: 0.418, data_time: 0.000, memory: 5694, top1_acc: 0.5125, top5_acc: 0.7891, loss_cls: 1.8286, loss: 1.8286, grad_norm: 8.6180 2021-08-17 12:02:29,131 - mmaction - INFO - Epoch [44][1120/2640] lr: 1.000e-04, eta: 2:04:36, time: 0.418, data_time: 0.000, memory: 5694, top1_acc: 0.5289, top5_acc: 0.8102, loss_cls: 1.7962, loss: 1.7962, grad_norm: 8.5825 2021-08-17 12:02:37,521 - mmaction - INFO - Epoch [44][1140/2640] lr: 1.000e-04, eta: 2:04:27, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.5359, top5_acc: 0.8164, loss_cls: 1.7176, loss: 1.7176, grad_norm: 8.3921 2021-08-17 12:02:45,897 - mmaction - INFO - Epoch [44][1160/2640] lr: 1.000e-04, eta: 2:04:18, time: 0.419, data_time: 0.000, memory: 5694, top1_acc: 0.5117, top5_acc: 0.7953, loss_cls: 1.7924, loss: 1.7924, grad_norm: 8.5016 2021-08-17 12:02:54,256 - mmaction - INFO - Epoch [44][1180/2640] lr: 1.000e-04, eta: 2:04:10, time: 0.418, data_time: 0.000, memory: 5694, top1_acc: 0.5180, top5_acc: 0.7930, loss_cls: 1.8072, loss: 1.8072, grad_norm: 8.3292 2021-08-17 12:03:02,632 - mmaction - INFO - Epoch [44][1200/2640] lr: 1.000e-04, eta: 2:04:01, time: 0.419, data_time: 0.000, memory: 5694, top1_acc: 0.5141, top5_acc: 0.7930, loss_cls: 1.8255, loss: 1.8255, grad_norm: 8.7481 2021-08-17 12:03:10,986 - mmaction - INFO - Epoch [44][1220/2640] lr: 1.000e-04, eta: 2:03:53, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.5227, top5_acc: 0.7781, loss_cls: 1.8134, loss: 1.8134, grad_norm: 8.6540 2021-08-17 12:03:19,372 - mmaction - INFO - Epoch [44][1240/2640] lr: 1.000e-04, eta: 2:03:44, time: 0.419, data_time: 0.000, memory: 5694, top1_acc: 0.5437, top5_acc: 0.8016, loss_cls: 1.7438, loss: 1.7438, grad_norm: 8.3110 2021-08-17 12:03:27,757 - mmaction - INFO - Epoch [44][1260/2640] lr: 1.000e-04, eta: 2:03:35, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.5383, top5_acc: 0.7992, loss_cls: 1.7619, loss: 1.7619, grad_norm: 8.4236 2021-08-17 12:03:36,148 - mmaction - INFO - Epoch [44][1280/2640] lr: 1.000e-04, eta: 2:03:27, time: 0.420, data_time: 0.000, memory: 5694, top1_acc: 0.5305, top5_acc: 0.8070, loss_cls: 1.7598, loss: 1.7598, grad_norm: 8.5732 2021-08-17 12:03:44,560 - mmaction - INFO - Epoch [44][1300/2640] lr: 1.000e-04, eta: 2:03:18, time: 0.421, data_time: 0.001, memory: 5694, top1_acc: 0.5359, top5_acc: 0.8180, loss_cls: 1.7255, loss: 1.7255, grad_norm: 8.6614 2021-08-17 12:03:52,950 - mmaction - INFO - Epoch [44][1320/2640] lr: 1.000e-04, eta: 2:03:09, time: 0.420, data_time: 0.000, memory: 5694, top1_acc: 0.5000, top5_acc: 0.8063, loss_cls: 1.8199, loss: 1.8199, grad_norm: 8.7601 2021-08-17 12:04:01,321 - mmaction - INFO - Epoch [44][1340/2640] lr: 1.000e-04, eta: 2:03:01, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.5109, top5_acc: 0.8102, loss_cls: 1.7472, loss: 1.7472, grad_norm: 8.5414 2021-08-17 12:04:09,737 - mmaction - INFO - Epoch [44][1360/2640] lr: 1.000e-04, eta: 2:02:52, time: 0.421, data_time: 0.000, memory: 5694, top1_acc: 0.5242, top5_acc: 0.7930, loss_cls: 1.8373, loss: 1.8373, grad_norm: 8.4232 2021-08-17 12:04:18,159 - mmaction - INFO - Epoch [44][1380/2640] lr: 1.000e-04, eta: 2:02:43, time: 0.421, data_time: 0.001, memory: 5694, top1_acc: 0.5297, top5_acc: 0.7961, loss_cls: 1.7463, loss: 1.7463, grad_norm: 8.2410 2021-08-17 12:04:26,548 - mmaction - INFO - Epoch [44][1400/2640] lr: 1.000e-04, eta: 2:02:35, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.5484, top5_acc: 0.8047, loss_cls: 1.7305, loss: 1.7305, grad_norm: 8.2522 2021-08-17 12:04:34,955 - mmaction - INFO - Epoch [44][1420/2640] lr: 1.000e-04, eta: 2:02:26, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.5437, top5_acc: 0.8078, loss_cls: 1.7679, loss: 1.7679, grad_norm: 8.5649 2021-08-17 12:04:43,361 - mmaction - INFO - Epoch [44][1440/2640] lr: 1.000e-04, eta: 2:02:17, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.5062, top5_acc: 0.7992, loss_cls: 1.7846, loss: 1.7846, grad_norm: 8.5058 2021-08-17 12:04:51,768 - mmaction - INFO - Epoch [44][1460/2640] lr: 1.000e-04, eta: 2:02:09, time: 0.420, data_time: 0.000, memory: 5694, top1_acc: 0.5086, top5_acc: 0.8063, loss_cls: 1.8039, loss: 1.8039, grad_norm: 8.5064 2021-08-17 12:05:00,194 - mmaction - INFO - Epoch [44][1480/2640] lr: 1.000e-04, eta: 2:02:00, time: 0.421, data_time: 0.000, memory: 5694, top1_acc: 0.5211, top5_acc: 0.8023, loss_cls: 1.8371, loss: 1.8371, grad_norm: 8.7411 2021-08-17 12:05:08,610 - mmaction - INFO - Epoch [44][1500/2640] lr: 1.000e-04, eta: 2:01:51, time: 0.421, data_time: 0.001, memory: 5694, top1_acc: 0.5203, top5_acc: 0.7766, loss_cls: 1.8759, loss: 1.8759, grad_norm: 8.3033 2021-08-17 12:05:17,013 - mmaction - INFO - Epoch [44][1520/2640] lr: 1.000e-04, eta: 2:01:43, time: 0.420, data_time: 0.000, memory: 5694, top1_acc: 0.5273, top5_acc: 0.8070, loss_cls: 1.7416, loss: 1.7416, grad_norm: 8.4788 2021-08-17 12:05:25,400 - mmaction - INFO - Epoch [44][1540/2640] lr: 1.000e-04, eta: 2:01:34, time: 0.419, data_time: 0.000, memory: 5694, top1_acc: 0.5430, top5_acc: 0.8086, loss_cls: 1.7489, loss: 1.7489, grad_norm: 8.8208 2021-08-17 12:05:33,777 - mmaction - INFO - Epoch [44][1560/2640] lr: 1.000e-04, eta: 2:01:26, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.5211, top5_acc: 0.8078, loss_cls: 1.7837, loss: 1.7837, grad_norm: 8.5394 2021-08-17 12:05:42,184 - mmaction - INFO - Epoch [44][1580/2640] lr: 1.000e-04, eta: 2:01:17, time: 0.420, data_time: 0.000, memory: 5694, top1_acc: 0.5422, top5_acc: 0.8133, loss_cls: 1.7514, loss: 1.7514, grad_norm: 8.2542 2021-08-17 12:05:50,567 - mmaction - INFO - Epoch [44][1600/2640] lr: 1.000e-04, eta: 2:01:08, time: 0.419, data_time: 0.000, memory: 5694, top1_acc: 0.5328, top5_acc: 0.8008, loss_cls: 1.7843, loss: 1.7843, grad_norm: 8.3633 2021-08-17 12:05:58,917 - mmaction - INFO - Epoch [44][1620/2640] lr: 1.000e-04, eta: 2:01:00, time: 0.417, data_time: 0.000, memory: 5694, top1_acc: 0.5281, top5_acc: 0.7945, loss_cls: 1.7943, loss: 1.7943, grad_norm: 8.5229 2021-08-17 12:06:07,316 - mmaction - INFO - Epoch [44][1640/2640] lr: 1.000e-04, eta: 2:00:51, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.5500, top5_acc: 0.8070, loss_cls: 1.7367, loss: 1.7367, grad_norm: 8.3307 2021-08-17 12:06:15,718 - mmaction - INFO - Epoch [44][1660/2640] lr: 1.000e-04, eta: 2:00:42, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.5031, top5_acc: 0.7820, loss_cls: 1.8600, loss: 1.8600, grad_norm: 8.7011 2021-08-17 12:06:24,109 - mmaction - INFO - Epoch [44][1680/2640] lr: 1.000e-04, eta: 2:00:34, time: 0.420, data_time: 0.002, memory: 5694, top1_acc: 0.5391, top5_acc: 0.8031, loss_cls: 1.7498, loss: 1.7498, grad_norm: 8.4651 2021-08-17 12:06:32,491 - mmaction - INFO - Epoch [44][1700/2640] lr: 1.000e-04, eta: 2:00:25, time: 0.419, data_time: 0.000, memory: 5694, top1_acc: 0.5672, top5_acc: 0.8070, loss_cls: 1.6929, loss: 1.6929, grad_norm: 8.1278 2021-08-17 12:06:40,923 - mmaction - INFO - Epoch [44][1720/2640] lr: 1.000e-04, eta: 2:00:16, time: 0.422, data_time: 0.001, memory: 5694, top1_acc: 0.5484, top5_acc: 0.8164, loss_cls: 1.7031, loss: 1.7031, grad_norm: 8.3153 2021-08-17 12:06:49,313 - mmaction - INFO - Epoch [44][1740/2640] lr: 1.000e-04, eta: 2:00:08, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.5102, top5_acc: 0.8000, loss_cls: 1.8022, loss: 1.8022, grad_norm: 8.5274 2021-08-17 12:06:57,733 - mmaction - INFO - Epoch [44][1760/2640] lr: 1.000e-04, eta: 1:59:59, time: 0.421, data_time: 0.001, memory: 5694, top1_acc: 0.5422, top5_acc: 0.8094, loss_cls: 1.7643, loss: 1.7643, grad_norm: 8.6179 2021-08-17 12:07:06,140 - mmaction - INFO - Epoch [44][1780/2640] lr: 1.000e-04, eta: 1:59:50, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.5008, top5_acc: 0.8141, loss_cls: 1.7799, loss: 1.7799, grad_norm: 8.5174 2021-08-17 12:07:14,542 - mmaction - INFO - Epoch [44][1800/2640] lr: 1.000e-04, eta: 1:59:42, time: 0.420, data_time: 0.002, memory: 5694, top1_acc: 0.5188, top5_acc: 0.7930, loss_cls: 1.8219, loss: 1.8219, grad_norm: 8.5856 2021-08-17 12:07:22,944 - mmaction - INFO - Epoch [44][1820/2640] lr: 1.000e-04, eta: 1:59:33, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.5172, top5_acc: 0.7914, loss_cls: 1.8083, loss: 1.8083, grad_norm: 8.5728 2021-08-17 12:07:31,344 - mmaction - INFO - Epoch [44][1840/2640] lr: 1.000e-04, eta: 1:59:25, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.5320, top5_acc: 0.7820, loss_cls: 1.8141, loss: 1.8141, grad_norm: 8.3539 2021-08-17 12:07:39,753 - mmaction - INFO - Epoch [44][1860/2640] lr: 1.000e-04, eta: 1:59:16, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.5398, top5_acc: 0.8117, loss_cls: 1.7225, loss: 1.7225, grad_norm: 8.4436 2021-08-17 12:07:48,154 - mmaction - INFO - Epoch [44][1880/2640] lr: 1.000e-04, eta: 1:59:07, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.5414, top5_acc: 0.8000, loss_cls: 1.7934, loss: 1.7934, grad_norm: 8.5798 2021-08-17 12:07:56,548 - mmaction - INFO - Epoch [44][1900/2640] lr: 1.000e-04, eta: 1:58:59, time: 0.420, data_time: 0.000, memory: 5694, top1_acc: 0.5234, top5_acc: 0.8164, loss_cls: 1.7477, loss: 1.7477, grad_norm: 8.4221 2021-08-17 12:08:04,928 - mmaction - INFO - Epoch [44][1920/2640] lr: 1.000e-04, eta: 1:58:50, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.5437, top5_acc: 0.7922, loss_cls: 1.8285, loss: 1.8285, grad_norm: 8.5704 2021-08-17 12:08:13,312 - mmaction - INFO - Epoch [44][1940/2640] lr: 1.000e-04, eta: 1:58:41, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.5320, top5_acc: 0.8008, loss_cls: 1.7916, loss: 1.7916, grad_norm: 8.4683 2021-08-17 12:08:21,717 - mmaction - INFO - Epoch [44][1960/2640] lr: 1.000e-04, eta: 1:58:33, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.5109, top5_acc: 0.8023, loss_cls: 1.8109, loss: 1.8109, grad_norm: 8.7381 2021-08-17 12:08:30,108 - mmaction - INFO - Epoch [44][1980/2640] lr: 1.000e-04, eta: 1:58:24, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.5070, top5_acc: 0.7859, loss_cls: 1.8714, loss: 1.8714, grad_norm: 8.7923 2021-08-17 12:08:38,492 - mmaction - INFO - Epoch [44][2000/2640] lr: 1.000e-04, eta: 1:58:15, time: 0.419, data_time: 0.000, memory: 5694, top1_acc: 0.5258, top5_acc: 0.8102, loss_cls: 1.7323, loss: 1.7323, grad_norm: 8.4659 2021-08-17 12:08:46,889 - mmaction - INFO - Epoch [44][2020/2640] lr: 1.000e-04, eta: 1:58:07, time: 0.420, data_time: 0.000, memory: 5694, top1_acc: 0.5320, top5_acc: 0.8055, loss_cls: 1.7383, loss: 1.7383, grad_norm: 8.2475 2021-08-17 12:08:55,270 - mmaction - INFO - Epoch [44][2040/2640] lr: 1.000e-04, eta: 1:57:58, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.4969, top5_acc: 0.7828, loss_cls: 1.8686, loss: 1.8686, grad_norm: 9.1528 2021-08-17 12:09:03,652 - mmaction - INFO - Epoch [44][2060/2640] lr: 1.000e-04, eta: 1:57:49, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.5336, top5_acc: 0.7875, loss_cls: 1.8107, loss: 1.8107, grad_norm: 8.8859 2021-08-17 12:09:12,067 - mmaction - INFO - Epoch [44][2080/2640] lr: 1.000e-04, eta: 1:57:41, time: 0.421, data_time: 0.002, memory: 5694, top1_acc: 0.5312, top5_acc: 0.8039, loss_cls: 1.7013, loss: 1.7013, grad_norm: 8.4004 2021-08-17 12:09:20,455 - mmaction - INFO - Epoch [44][2100/2640] lr: 1.000e-04, eta: 1:57:32, time: 0.419, data_time: 0.000, memory: 5694, top1_acc: 0.5352, top5_acc: 0.8031, loss_cls: 1.7570, loss: 1.7570, grad_norm: 8.5845 2021-08-17 12:09:28,838 - mmaction - INFO - Epoch [44][2120/2640] lr: 1.000e-04, eta: 1:57:24, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.5375, top5_acc: 0.8203, loss_cls: 1.6698, loss: 1.6698, grad_norm: 8.3885 2021-08-17 12:09:37,221 - mmaction - INFO - Epoch [44][2140/2640] lr: 1.000e-04, eta: 1:57:15, time: 0.419, data_time: 0.000, memory: 5694, top1_acc: 0.5195, top5_acc: 0.7977, loss_cls: 1.7786, loss: 1.7786, grad_norm: 8.5697 2021-08-17 12:09:45,624 - mmaction - INFO - Epoch [44][2160/2640] lr: 1.000e-04, eta: 1:57:06, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.5477, top5_acc: 0.8055, loss_cls: 1.7191, loss: 1.7191, grad_norm: 8.4620 2021-08-17 12:09:53,986 - mmaction - INFO - Epoch [44][2180/2640] lr: 1.000e-04, eta: 1:56:58, time: 0.418, data_time: 0.000, memory: 5694, top1_acc: 0.5320, top5_acc: 0.8023, loss_cls: 1.7605, loss: 1.7605, grad_norm: 8.5448 2021-08-17 12:10:02,367 - mmaction - INFO - Epoch [44][2200/2640] lr: 1.000e-04, eta: 1:56:49, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.5406, top5_acc: 0.8039, loss_cls: 1.7471, loss: 1.7471, grad_norm: 8.4569 2021-08-17 12:10:10,759 - mmaction - INFO - Epoch [44][2220/2640] lr: 1.000e-04, eta: 1:56:40, time: 0.420, data_time: 0.000, memory: 5694, top1_acc: 0.5445, top5_acc: 0.7992, loss_cls: 1.7227, loss: 1.7227, grad_norm: 8.1587 2021-08-17 12:10:19,145 - mmaction - INFO - Epoch [44][2240/2640] lr: 1.000e-04, eta: 1:56:32, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.5258, top5_acc: 0.7859, loss_cls: 1.8552, loss: 1.8552, grad_norm: 9.0526 2021-08-17 12:10:27,565 - mmaction - INFO - Epoch [44][2260/2640] lr: 1.000e-04, eta: 1:56:23, time: 0.421, data_time: 0.000, memory: 5694, top1_acc: 0.5531, top5_acc: 0.8266, loss_cls: 1.7025, loss: 1.7025, grad_norm: 8.6209 2021-08-17 12:10:35,960 - mmaction - INFO - Epoch [44][2280/2640] lr: 1.000e-04, eta: 1:56:14, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.5266, top5_acc: 0.7766, loss_cls: 1.8423, loss: 1.8423, grad_norm: 8.6254 2021-08-17 12:10:44,350 - mmaction - INFO - Epoch [44][2300/2640] lr: 1.000e-04, eta: 1:56:06, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.5016, top5_acc: 0.7953, loss_cls: 1.8630, loss: 1.8630, grad_norm: 8.7800 2021-08-17 12:10:52,752 - mmaction - INFO - Epoch [44][2320/2640] lr: 1.000e-04, eta: 1:55:57, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.5344, top5_acc: 0.8094, loss_cls: 1.7615, loss: 1.7615, grad_norm: 8.4222 2021-08-17 12:11:01,146 - mmaction - INFO - Epoch [44][2340/2640] lr: 1.000e-04, eta: 1:55:48, time: 0.420, data_time: 0.000, memory: 5694, top1_acc: 0.5023, top5_acc: 0.7789, loss_cls: 1.8658, loss: 1.8658, grad_norm: 8.5278 2021-08-17 12:11:09,551 - mmaction - INFO - Epoch [44][2360/2640] lr: 1.000e-04, eta: 1:55:40, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.5437, top5_acc: 0.8109, loss_cls: 1.7490, loss: 1.7490, grad_norm: 8.6792 2021-08-17 12:11:17,954 - mmaction - INFO - Epoch [44][2380/2640] lr: 1.000e-04, eta: 1:55:31, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.5141, top5_acc: 0.8086, loss_cls: 1.8179, loss: 1.8179, grad_norm: 8.5204 2021-08-17 12:11:26,330 - mmaction - INFO - Epoch [44][2400/2640] lr: 1.000e-04, eta: 1:55:23, time: 0.419, data_time: 0.000, memory: 5694, top1_acc: 0.5320, top5_acc: 0.8086, loss_cls: 1.7772, loss: 1.7772, grad_norm: 8.5234 2021-08-17 12:11:34,716 - mmaction - INFO - Epoch [44][2420/2640] lr: 1.000e-04, eta: 1:55:14, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.5469, top5_acc: 0.8039, loss_cls: 1.7412, loss: 1.7412, grad_norm: 8.4702 2021-08-17 12:11:43,104 - mmaction - INFO - Epoch [44][2440/2640] lr: 1.000e-04, eta: 1:55:05, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.5242, top5_acc: 0.8023, loss_cls: 1.8038, loss: 1.8038, grad_norm: 8.7917 2021-08-17 12:11:51,478 - mmaction - INFO - Epoch [44][2460/2640] lr: 1.000e-04, eta: 1:54:57, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.5227, top5_acc: 0.8023, loss_cls: 1.8077, loss: 1.8077, grad_norm: 8.5363 2021-08-17 12:11:59,861 - mmaction - INFO - Epoch [44][2480/2640] lr: 1.000e-04, eta: 1:54:48, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.5281, top5_acc: 0.8023, loss_cls: 1.7670, loss: 1.7670, grad_norm: 8.6405 2021-08-17 12:12:08,243 - mmaction - INFO - Epoch [44][2500/2640] lr: 1.000e-04, eta: 1:54:39, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.5258, top5_acc: 0.8102, loss_cls: 1.7638, loss: 1.7638, grad_norm: 8.5632 2021-08-17 12:12:16,619 - mmaction - INFO - Epoch [44][2520/2640] lr: 1.000e-04, eta: 1:54:31, time: 0.419, data_time: 0.000, memory: 5694, top1_acc: 0.5445, top5_acc: 0.8180, loss_cls: 1.7122, loss: 1.7122, grad_norm: 8.3950 2021-08-17 12:12:25,010 - mmaction - INFO - Epoch [44][2540/2640] lr: 1.000e-04, eta: 1:54:22, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.5453, top5_acc: 0.8141, loss_cls: 1.7076, loss: 1.7076, grad_norm: 8.1913 2021-08-17 12:12:33,364 - mmaction - INFO - Epoch [44][2560/2640] lr: 1.000e-04, eta: 1:54:13, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.5008, top5_acc: 0.7930, loss_cls: 1.8133, loss: 1.8133, grad_norm: 8.9048 2021-08-17 12:12:41,757 - mmaction - INFO - Epoch [44][2580/2640] lr: 1.000e-04, eta: 1:54:05, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.5289, top5_acc: 0.8156, loss_cls: 1.7189, loss: 1.7189, grad_norm: 8.3654 2021-08-17 12:12:50,127 - mmaction - INFO - Epoch [44][2600/2640] lr: 1.000e-04, eta: 1:53:56, time: 0.419, data_time: 0.000, memory: 5694, top1_acc: 0.5437, top5_acc: 0.8117, loss_cls: 1.7758, loss: 1.7758, grad_norm: 8.5864 2021-08-17 12:12:58,492 - mmaction - INFO - Epoch [44][2620/2640] lr: 1.000e-04, eta: 1:53:47, time: 0.418, data_time: 0.000, memory: 5694, top1_acc: 0.5516, top5_acc: 0.8078, loss_cls: 1.7227, loss: 1.7227, grad_norm: 8.3758 2021-08-17 12:13:06,637 - mmaction - INFO - Epoch [44][2640/2640] lr: 1.000e-04, eta: 1:53:39, time: 0.407, data_time: 0.001, memory: 5694, top1_acc: 0.5331, top5_acc: 0.8161, loss_cls: 1.7382, loss: 1.7382, grad_norm: 8.5135 2021-08-17 12:14:38,697 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-08-17 12:14:39,042 - mmaction - INFO - top1_acc 0.2741 top5_acc 0.5723 2021-08-17 12:14:39,042 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-08-17 12:14:39,076 - mmaction - INFO - mean_acc 0.2244 2021-08-17 12:14:39,082 - mmaction - INFO - Saving checkpoint at 44 epochs 2021-08-17 12:14:39,448 - mmaction - INFO - Epoch(val) [44][194] top1_acc: 0.2741, top5_acc: 0.5723, mean_class_accuracy: 0.2244 2021-08-17 12:15:16,720 - mmaction - INFO - Epoch [45][20/2640] lr: 1.000e-04, eta: 1:53:34, time: 1.863, data_time: 1.467, memory: 5694, top1_acc: 0.5352, top5_acc: 0.8086, loss_cls: 1.7478, loss: 1.7478, grad_norm: 8.5183 2021-08-17 12:15:24,683 - mmaction - INFO - Epoch [45][40/2640] lr: 1.000e-04, eta: 1:53:25, time: 0.398, data_time: 0.002, memory: 5694, top1_acc: 0.5328, top5_acc: 0.8078, loss_cls: 1.7535, loss: 1.7535, grad_norm: 8.5387 2021-08-17 12:15:32,714 - mmaction - INFO - Epoch [45][60/2640] lr: 1.000e-04, eta: 1:53:17, time: 0.401, data_time: 0.002, memory: 5694, top1_acc: 0.5312, top5_acc: 0.7898, loss_cls: 1.8319, loss: 1.8319, grad_norm: 8.7845 2021-08-17 12:15:40,765 - mmaction - INFO - Epoch [45][80/2640] lr: 1.000e-04, eta: 1:53:08, time: 0.403, data_time: 0.000, memory: 5694, top1_acc: 0.5273, top5_acc: 0.7875, loss_cls: 1.8001, loss: 1.8001, grad_norm: 8.5797 2021-08-17 12:15:48,923 - mmaction - INFO - Epoch [45][100/2640] lr: 1.000e-04, eta: 1:52:59, time: 0.408, data_time: 0.001, memory: 5694, top1_acc: 0.5273, top5_acc: 0.8086, loss_cls: 1.7471, loss: 1.7471, grad_norm: 8.2667 2021-08-17 12:15:57,180 - mmaction - INFO - Epoch [45][120/2640] lr: 1.000e-04, eta: 1:52:51, time: 0.413, data_time: 0.000, memory: 5694, top1_acc: 0.5195, top5_acc: 0.8063, loss_cls: 1.8139, loss: 1.8139, grad_norm: 8.5772 2021-08-17 12:16:05,471 - mmaction - INFO - Epoch [45][140/2640] lr: 1.000e-04, eta: 1:52:42, time: 0.414, data_time: 0.001, memory: 5694, top1_acc: 0.5273, top5_acc: 0.8078, loss_cls: 1.7829, loss: 1.7829, grad_norm: 8.8233 2021-08-17 12:16:13,814 - mmaction - INFO - Epoch [45][160/2640] lr: 1.000e-04, eta: 1:52:33, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.5469, top5_acc: 0.7992, loss_cls: 1.7087, loss: 1.7087, grad_norm: 8.2919 2021-08-17 12:16:22,157 - mmaction - INFO - Epoch [45][180/2640] lr: 1.000e-04, eta: 1:52:25, time: 0.417, data_time: 0.000, memory: 5694, top1_acc: 0.5430, top5_acc: 0.8187, loss_cls: 1.7279, loss: 1.7279, grad_norm: 8.6513 2021-08-17 12:16:30,546 - mmaction - INFO - Epoch [45][200/2640] lr: 1.000e-04, eta: 1:52:16, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.5391, top5_acc: 0.7977, loss_cls: 1.7399, loss: 1.7399, grad_norm: 8.4013 2021-08-17 12:16:38,856 - mmaction - INFO - Epoch [45][220/2640] lr: 1.000e-04, eta: 1:52:07, time: 0.415, data_time: 0.000, memory: 5694, top1_acc: 0.5305, top5_acc: 0.7953, loss_cls: 1.7985, loss: 1.7985, grad_norm: 8.3590 2021-08-17 12:16:47,201 - mmaction - INFO - Epoch [45][240/2640] lr: 1.000e-04, eta: 1:51:59, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.5445, top5_acc: 0.8016, loss_cls: 1.7610, loss: 1.7610, grad_norm: 8.6011 2021-08-17 12:16:55,497 - mmaction - INFO - Epoch [45][260/2640] lr: 1.000e-04, eta: 1:51:50, time: 0.415, data_time: 0.001, memory: 5694, top1_acc: 0.5188, top5_acc: 0.8133, loss_cls: 1.7432, loss: 1.7432, grad_norm: 8.6088 2021-08-17 12:17:03,842 - mmaction - INFO - Epoch [45][280/2640] lr: 1.000e-04, eta: 1:51:41, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.5195, top5_acc: 0.7914, loss_cls: 1.8172, loss: 1.8172, grad_norm: 8.6314 2021-08-17 12:17:12,176 - mmaction - INFO - Epoch [45][300/2640] lr: 1.000e-04, eta: 1:51:33, time: 0.417, data_time: 0.000, memory: 5694, top1_acc: 0.5289, top5_acc: 0.7961, loss_cls: 1.7893, loss: 1.7893, grad_norm: 8.4343 2021-08-17 12:17:20,479 - mmaction - INFO - Epoch [45][320/2640] lr: 1.000e-04, eta: 1:51:24, time: 0.415, data_time: 0.001, memory: 5694, top1_acc: 0.5414, top5_acc: 0.8047, loss_cls: 1.7724, loss: 1.7724, grad_norm: 8.5843 2021-08-17 12:17:28,801 - mmaction - INFO - Epoch [45][340/2640] lr: 1.000e-04, eta: 1:51:15, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.5469, top5_acc: 0.8008, loss_cls: 1.7052, loss: 1.7052, grad_norm: 8.4170 2021-08-17 12:17:37,141 - mmaction - INFO - Epoch [45][360/2640] lr: 1.000e-04, eta: 1:51:07, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.5305, top5_acc: 0.8047, loss_cls: 1.7547, loss: 1.7547, grad_norm: 8.4747 2021-08-17 12:17:45,487 - mmaction - INFO - Epoch [45][380/2640] lr: 1.000e-04, eta: 1:50:58, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.5320, top5_acc: 0.8195, loss_cls: 1.7423, loss: 1.7423, grad_norm: 8.5161 2021-08-17 12:17:53,803 - mmaction - INFO - Epoch [45][400/2640] lr: 1.000e-04, eta: 1:50:50, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.5523, top5_acc: 0.8234, loss_cls: 1.6793, loss: 1.6793, grad_norm: 8.3835 2021-08-17 12:18:02,153 - mmaction - INFO - Epoch [45][420/2640] lr: 1.000e-04, eta: 1:50:41, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.5773, top5_acc: 0.8102, loss_cls: 1.7026, loss: 1.7026, grad_norm: 8.3320 2021-08-17 12:18:10,450 - mmaction - INFO - Epoch [45][440/2640] lr: 1.000e-04, eta: 1:50:32, time: 0.415, data_time: 0.001, memory: 5694, top1_acc: 0.5469, top5_acc: 0.8172, loss_cls: 1.6888, loss: 1.6888, grad_norm: 8.5192 2021-08-17 12:18:18,790 - mmaction - INFO - Epoch [45][460/2640] lr: 1.000e-04, eta: 1:50:24, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.5312, top5_acc: 0.8102, loss_cls: 1.7468, loss: 1.7468, grad_norm: 8.9326 2021-08-17 12:18:27,117 - mmaction - INFO - Epoch [45][480/2640] lr: 1.000e-04, eta: 1:50:15, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.5586, top5_acc: 0.8125, loss_cls: 1.6637, loss: 1.6637, grad_norm: 8.2586 2021-08-17 12:18:35,421 - mmaction - INFO - Epoch [45][500/2640] lr: 1.000e-04, eta: 1:50:06, time: 0.415, data_time: 0.001, memory: 5694, top1_acc: 0.5102, top5_acc: 0.8031, loss_cls: 1.7671, loss: 1.7671, grad_norm: 8.5887 2021-08-17 12:18:43,750 - mmaction - INFO - Epoch [45][520/2640] lr: 1.000e-04, eta: 1:49:58, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.5227, top5_acc: 0.8273, loss_cls: 1.6843, loss: 1.6843, grad_norm: 8.4551 2021-08-17 12:18:52,085 - mmaction - INFO - Epoch [45][540/2640] lr: 1.000e-04, eta: 1:49:49, time: 0.417, data_time: 0.000, memory: 5694, top1_acc: 0.5141, top5_acc: 0.7719, loss_cls: 1.9026, loss: 1.9026, grad_norm: 8.8157 2021-08-17 12:19:00,381 - mmaction - INFO - Epoch [45][560/2640] lr: 1.000e-04, eta: 1:49:40, time: 0.415, data_time: 0.000, memory: 5694, top1_acc: 0.5281, top5_acc: 0.8016, loss_cls: 1.7847, loss: 1.7847, grad_norm: 8.5391 2021-08-17 12:19:08,734 - mmaction - INFO - Epoch [45][580/2640] lr: 1.000e-04, eta: 1:49:32, time: 0.418, data_time: 0.002, memory: 5694, top1_acc: 0.5117, top5_acc: 0.7906, loss_cls: 1.8576, loss: 1.8576, grad_norm: 8.8417 2021-08-17 12:19:17,060 - mmaction - INFO - Epoch [45][600/2640] lr: 1.000e-04, eta: 1:49:23, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.5016, top5_acc: 0.7820, loss_cls: 1.8664, loss: 1.8664, grad_norm: 8.6063 2021-08-17 12:19:25,404 - mmaction - INFO - Epoch [45][620/2640] lr: 1.000e-04, eta: 1:49:14, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.5477, top5_acc: 0.8070, loss_cls: 1.7289, loss: 1.7289, grad_norm: 8.3013 2021-08-17 12:19:33,729 - mmaction - INFO - Epoch [45][640/2640] lr: 1.000e-04, eta: 1:49:06, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.5305, top5_acc: 0.8141, loss_cls: 1.7780, loss: 1.7780, grad_norm: 8.6101 2021-08-17 12:19:42,054 - mmaction - INFO - Epoch [45][660/2640] lr: 1.000e-04, eta: 1:48:57, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.5406, top5_acc: 0.8180, loss_cls: 1.6933, loss: 1.6933, grad_norm: 8.4195 2021-08-17 12:19:50,341 - mmaction - INFO - Epoch [45][680/2640] lr: 1.000e-04, eta: 1:48:48, time: 0.414, data_time: 0.001, memory: 5694, top1_acc: 0.5398, top5_acc: 0.8016, loss_cls: 1.7795, loss: 1.7795, grad_norm: 8.4822 2021-08-17 12:19:58,699 - mmaction - INFO - Epoch [45][700/2640] lr: 1.000e-04, eta: 1:48:40, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.4914, top5_acc: 0.7984, loss_cls: 1.8623, loss: 1.8623, grad_norm: 8.6459 2021-08-17 12:20:07,007 - mmaction - INFO - Epoch [45][720/2640] lr: 1.000e-04, eta: 1:48:31, time: 0.415, data_time: 0.001, memory: 5694, top1_acc: 0.5328, top5_acc: 0.8273, loss_cls: 1.7122, loss: 1.7122, grad_norm: 8.5465 2021-08-17 12:20:15,356 - mmaction - INFO - Epoch [45][740/2640] lr: 1.000e-04, eta: 1:48:22, time: 0.417, data_time: 0.002, memory: 5694, top1_acc: 0.5516, top5_acc: 0.8133, loss_cls: 1.6956, loss: 1.6956, grad_norm: 8.2482 2021-08-17 12:20:23,677 - mmaction - INFO - Epoch [45][760/2640] lr: 1.000e-04, eta: 1:48:14, time: 0.416, data_time: 0.000, memory: 5694, top1_acc: 0.5008, top5_acc: 0.8000, loss_cls: 1.8046, loss: 1.8046, grad_norm: 8.4836 2021-08-17 12:20:32,017 - mmaction - INFO - Epoch [45][780/2640] lr: 1.000e-04, eta: 1:48:05, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.5281, top5_acc: 0.7953, loss_cls: 1.7819, loss: 1.7819, grad_norm: 8.7924 2021-08-17 12:20:40,348 - mmaction - INFO - Epoch [45][800/2640] lr: 1.000e-04, eta: 1:47:57, time: 0.417, data_time: 0.000, memory: 5694, top1_acc: 0.5359, top5_acc: 0.8141, loss_cls: 1.7490, loss: 1.7490, grad_norm: 8.3468 2021-08-17 12:20:48,717 - mmaction - INFO - Epoch [45][820/2640] lr: 1.000e-04, eta: 1:47:48, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.5211, top5_acc: 0.8023, loss_cls: 1.7682, loss: 1.7682, grad_norm: 8.5934 2021-08-17 12:20:57,054 - mmaction - INFO - Epoch [45][840/2640] lr: 1.000e-04, eta: 1:47:39, time: 0.417, data_time: 0.000, memory: 5694, top1_acc: 0.5383, top5_acc: 0.8141, loss_cls: 1.7294, loss: 1.7294, grad_norm: 8.5499 2021-08-17 12:21:05,420 - mmaction - INFO - Epoch [45][860/2640] lr: 1.000e-04, eta: 1:47:31, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.5398, top5_acc: 0.7992, loss_cls: 1.7806, loss: 1.7806, grad_norm: 8.5119 2021-08-17 12:21:13,732 - mmaction - INFO - Epoch [45][880/2640] lr: 1.000e-04, eta: 1:47:22, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.5188, top5_acc: 0.8094, loss_cls: 1.7870, loss: 1.7870, grad_norm: 8.5556 2021-08-17 12:21:22,079 - mmaction - INFO - Epoch [45][900/2640] lr: 1.000e-04, eta: 1:47:13, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.5422, top5_acc: 0.8102, loss_cls: 1.7004, loss: 1.7004, grad_norm: 8.5142 2021-08-17 12:21:30,435 - mmaction - INFO - Epoch [45][920/2640] lr: 1.000e-04, eta: 1:47:05, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.5227, top5_acc: 0.8109, loss_cls: 1.7763, loss: 1.7763, grad_norm: 8.5365 2021-08-17 12:21:38,780 - mmaction - INFO - Epoch [45][940/2640] lr: 1.000e-04, eta: 1:46:56, time: 0.417, data_time: 0.000, memory: 5694, top1_acc: 0.5266, top5_acc: 0.7969, loss_cls: 1.8154, loss: 1.8154, grad_norm: 8.5496 2021-08-17 12:21:47,151 - mmaction - INFO - Epoch [45][960/2640] lr: 1.000e-04, eta: 1:46:47, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.5375, top5_acc: 0.8023, loss_cls: 1.7154, loss: 1.7154, grad_norm: 8.4513 2021-08-17 12:21:55,515 - mmaction - INFO - Epoch [45][980/2640] lr: 1.000e-04, eta: 1:46:39, time: 0.418, data_time: 0.000, memory: 5694, top1_acc: 0.5359, top5_acc: 0.7953, loss_cls: 1.7355, loss: 1.7355, grad_norm: 8.3333 2021-08-17 12:22:03,883 - mmaction - INFO - Epoch [45][1000/2640] lr: 1.000e-04, eta: 1:46:30, time: 0.418, data_time: 0.000, memory: 5694, top1_acc: 0.5156, top5_acc: 0.7883, loss_cls: 1.8280, loss: 1.8280, grad_norm: 8.6840 2021-08-17 12:22:12,239 - mmaction - INFO - Epoch [45][1020/2640] lr: 1.000e-04, eta: 1:46:21, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.5234, top5_acc: 0.8086, loss_cls: 1.7502, loss: 1.7502, grad_norm: 8.4687 2021-08-17 12:22:20,590 - mmaction - INFO - Epoch [45][1040/2640] lr: 1.000e-04, eta: 1:46:13, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.5484, top5_acc: 0.7969, loss_cls: 1.7386, loss: 1.7386, grad_norm: 8.5239 2021-08-17 12:22:28,946 - mmaction - INFO - Epoch [45][1060/2640] lr: 1.000e-04, eta: 1:46:04, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.5266, top5_acc: 0.8164, loss_cls: 1.7259, loss: 1.7259, grad_norm: 8.7211 2021-08-17 12:22:37,286 - mmaction - INFO - Epoch [45][1080/2640] lr: 1.000e-04, eta: 1:45:55, time: 0.417, data_time: 0.000, memory: 5694, top1_acc: 0.5477, top5_acc: 0.8117, loss_cls: 1.7273, loss: 1.7273, grad_norm: 8.4906 2021-08-17 12:22:45,652 - mmaction - INFO - Epoch [45][1100/2640] lr: 1.000e-04, eta: 1:45:47, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.5352, top5_acc: 0.7867, loss_cls: 1.8510, loss: 1.8510, grad_norm: 8.7473 2021-08-17 12:22:53,992 - mmaction - INFO - Epoch [45][1120/2640] lr: 1.000e-04, eta: 1:45:38, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.5359, top5_acc: 0.8008, loss_cls: 1.7659, loss: 1.7659, grad_norm: 8.2994 2021-08-17 12:23:02,342 - mmaction - INFO - Epoch [45][1140/2640] lr: 1.000e-04, eta: 1:45:30, time: 0.417, data_time: 0.000, memory: 5694, top1_acc: 0.5328, top5_acc: 0.8000, loss_cls: 1.7675, loss: 1.7675, grad_norm: 8.4531 2021-08-17 12:23:10,667 - mmaction - INFO - Epoch [45][1160/2640] lr: 1.000e-04, eta: 1:45:21, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.5328, top5_acc: 0.8141, loss_cls: 1.7104, loss: 1.7104, grad_norm: 8.4650 2021-08-17 12:23:19,030 - mmaction - INFO - Epoch [45][1180/2640] lr: 1.000e-04, eta: 1:45:12, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.5477, top5_acc: 0.8148, loss_cls: 1.7528, loss: 1.7528, grad_norm: 8.7977 2021-08-17 12:23:27,392 - mmaction - INFO - Epoch [45][1200/2640] lr: 1.000e-04, eta: 1:45:04, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.5406, top5_acc: 0.8172, loss_cls: 1.7269, loss: 1.7269, grad_norm: 8.4179 2021-08-17 12:23:35,762 - mmaction - INFO - Epoch [45][1220/2640] lr: 1.000e-04, eta: 1:44:55, time: 0.418, data_time: 0.000, memory: 5694, top1_acc: 0.5516, top5_acc: 0.8117, loss_cls: 1.6821, loss: 1.6821, grad_norm: 8.1542 2021-08-17 12:23:44,108 - mmaction - INFO - Epoch [45][1240/2640] lr: 1.000e-04, eta: 1:44:46, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.5508, top5_acc: 0.8008, loss_cls: 1.7671, loss: 1.7671, grad_norm: 8.4276 2021-08-17 12:23:52,451 - mmaction - INFO - Epoch [45][1260/2640] lr: 1.000e-04, eta: 1:44:38, time: 0.417, data_time: 0.000, memory: 5694, top1_acc: 0.5102, top5_acc: 0.7875, loss_cls: 1.8511, loss: 1.8511, grad_norm: 8.7144 2021-08-17 12:24:00,815 - mmaction - INFO - Epoch [45][1280/2640] lr: 1.000e-04, eta: 1:44:29, time: 0.418, data_time: 0.000, memory: 5694, top1_acc: 0.5258, top5_acc: 0.8180, loss_cls: 1.7314, loss: 1.7314, grad_norm: 8.4221 2021-08-17 12:24:09,160 - mmaction - INFO - Epoch [45][1300/2640] lr: 1.000e-04, eta: 1:44:20, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.5320, top5_acc: 0.7992, loss_cls: 1.7868, loss: 1.7868, grad_norm: 8.7373 2021-08-17 12:24:17,505 - mmaction - INFO - Epoch [45][1320/2640] lr: 1.000e-04, eta: 1:44:12, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.5164, top5_acc: 0.8055, loss_cls: 1.7683, loss: 1.7683, grad_norm: 8.6627 2021-08-17 12:24:25,843 - mmaction - INFO - Epoch [45][1340/2640] lr: 1.000e-04, eta: 1:44:03, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.5375, top5_acc: 0.8063, loss_cls: 1.7410, loss: 1.7410, grad_norm: 8.4166 2021-08-17 12:24:34,179 - mmaction - INFO - Epoch [45][1360/2640] lr: 1.000e-04, eta: 1:43:54, time: 0.417, data_time: 0.000, memory: 5694, top1_acc: 0.5266, top5_acc: 0.8016, loss_cls: 1.7704, loss: 1.7704, grad_norm: 8.6036 2021-08-17 12:24:42,531 - mmaction - INFO - Epoch [45][1380/2640] lr: 1.000e-04, eta: 1:43:46, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.4914, top5_acc: 0.7898, loss_cls: 1.8422, loss: 1.8422, grad_norm: 8.6920 2021-08-17 12:24:50,885 - mmaction - INFO - Epoch [45][1400/2640] lr: 1.000e-04, eta: 1:43:37, time: 0.418, data_time: 0.000, memory: 5694, top1_acc: 0.5352, top5_acc: 0.8000, loss_cls: 1.7899, loss: 1.7899, grad_norm: 8.3882 2021-08-17 12:24:59,201 - mmaction - INFO - Epoch [45][1420/2640] lr: 1.000e-04, eta: 1:43:29, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.5336, top5_acc: 0.7977, loss_cls: 1.7693, loss: 1.7693, grad_norm: 8.4001 2021-08-17 12:25:07,537 - mmaction - INFO - Epoch [45][1440/2640] lr: 1.000e-04, eta: 1:43:20, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.4891, top5_acc: 0.7891, loss_cls: 1.8458, loss: 1.8458, grad_norm: 8.7130 2021-08-17 12:25:15,876 - mmaction - INFO - Epoch [45][1460/2640] lr: 1.000e-04, eta: 1:43:11, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.5430, top5_acc: 0.8172, loss_cls: 1.7398, loss: 1.7398, grad_norm: 8.3691 2021-08-17 12:25:24,232 - mmaction - INFO - Epoch [45][1480/2640] lr: 1.000e-04, eta: 1:43:03, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.5547, top5_acc: 0.8016, loss_cls: 1.7390, loss: 1.7390, grad_norm: 8.5710 2021-08-17 12:25:32,572 - mmaction - INFO - Epoch [45][1500/2640] lr: 1.000e-04, eta: 1:42:54, time: 0.417, data_time: 0.000, memory: 5694, top1_acc: 0.5055, top5_acc: 0.8023, loss_cls: 1.8038, loss: 1.8038, grad_norm: 8.4243 2021-08-17 12:25:40,909 - mmaction - INFO - Epoch [45][1520/2640] lr: 1.000e-04, eta: 1:42:45, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.5320, top5_acc: 0.8102, loss_cls: 1.7400, loss: 1.7400, grad_norm: 8.3323 2021-08-17 12:25:49,262 - mmaction - INFO - Epoch [45][1540/2640] lr: 1.000e-04, eta: 1:42:37, time: 0.418, data_time: 0.000, memory: 5694, top1_acc: 0.5305, top5_acc: 0.8078, loss_cls: 1.7515, loss: 1.7515, grad_norm: 8.7213 2021-08-17 12:25:57,567 - mmaction - INFO - Epoch [45][1560/2640] lr: 1.000e-04, eta: 1:42:28, time: 0.415, data_time: 0.000, memory: 5694, top1_acc: 0.5437, top5_acc: 0.8094, loss_cls: 1.7502, loss: 1.7502, grad_norm: 8.3077 2021-08-17 12:26:05,916 - mmaction - INFO - Epoch [45][1580/2640] lr: 1.000e-04, eta: 1:42:19, time: 0.417, data_time: 0.002, memory: 5694, top1_acc: 0.5211, top5_acc: 0.8047, loss_cls: 1.8008, loss: 1.8008, grad_norm: 8.6641 2021-08-17 12:26:14,259 - mmaction - INFO - Epoch [45][1600/2640] lr: 1.000e-04, eta: 1:42:11, time: 0.417, data_time: 0.000, memory: 5694, top1_acc: 0.5141, top5_acc: 0.7898, loss_cls: 1.8241, loss: 1.8241, grad_norm: 8.5829 2021-08-17 12:26:22,607 - mmaction - INFO - Epoch [45][1620/2640] lr: 1.000e-04, eta: 1:42:02, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.5352, top5_acc: 0.8063, loss_cls: 1.7297, loss: 1.7297, grad_norm: 8.3960 2021-08-17 12:26:30,924 - mmaction - INFO - Epoch [45][1640/2640] lr: 1.000e-04, eta: 1:41:53, time: 0.416, data_time: 0.000, memory: 5694, top1_acc: 0.5242, top5_acc: 0.8242, loss_cls: 1.7369, loss: 1.7369, grad_norm: 8.5617 2021-08-17 12:26:39,265 - mmaction - INFO - Epoch [45][1660/2640] lr: 1.000e-04, eta: 1:41:45, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.5117, top5_acc: 0.7906, loss_cls: 1.8234, loss: 1.8234, grad_norm: 8.6404 2021-08-17 12:26:47,600 - mmaction - INFO - Epoch [45][1680/2640] lr: 1.000e-04, eta: 1:41:36, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.5312, top5_acc: 0.8102, loss_cls: 1.7533, loss: 1.7533, grad_norm: 8.5850 2021-08-17 12:26:55,933 - mmaction - INFO - Epoch [45][1700/2640] lr: 1.000e-04, eta: 1:41:27, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.5555, top5_acc: 0.8078, loss_cls: 1.7502, loss: 1.7502, grad_norm: 8.3879 2021-08-17 12:27:04,247 - mmaction - INFO - Epoch [45][1720/2640] lr: 1.000e-04, eta: 1:41:19, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.5422, top5_acc: 0.8195, loss_cls: 1.6978, loss: 1.6978, grad_norm: 8.4794 2021-08-17 12:27:12,558 - mmaction - INFO - Epoch [45][1740/2640] lr: 1.000e-04, eta: 1:41:10, time: 0.415, data_time: 0.001, memory: 5694, top1_acc: 0.5359, top5_acc: 0.7992, loss_cls: 1.8056, loss: 1.8056, grad_norm: 8.6182 2021-08-17 12:27:20,862 - mmaction - INFO - Epoch [45][1760/2640] lr: 1.000e-04, eta: 1:41:02, time: 0.415, data_time: 0.001, memory: 5694, top1_acc: 0.5344, top5_acc: 0.8063, loss_cls: 1.7303, loss: 1.7303, grad_norm: 8.3356 2021-08-17 12:27:29,151 - mmaction - INFO - Epoch [45][1780/2640] lr: 1.000e-04, eta: 1:40:53, time: 0.415, data_time: 0.001, memory: 5694, top1_acc: 0.5406, top5_acc: 0.8063, loss_cls: 1.7405, loss: 1.7405, grad_norm: 8.7814 2021-08-17 12:27:37,449 - mmaction - INFO - Epoch [45][1800/2640] lr: 1.000e-04, eta: 1:40:44, time: 0.415, data_time: 0.001, memory: 5694, top1_acc: 0.5352, top5_acc: 0.8133, loss_cls: 1.7570, loss: 1.7570, grad_norm: 8.7161 2021-08-17 12:27:45,722 - mmaction - INFO - Epoch [45][1820/2640] lr: 1.000e-04, eta: 1:40:36, time: 0.414, data_time: 0.001, memory: 5694, top1_acc: 0.5383, top5_acc: 0.8273, loss_cls: 1.7018, loss: 1.7018, grad_norm: 8.5698 2021-08-17 12:27:54,006 - mmaction - INFO - Epoch [45][1840/2640] lr: 1.000e-04, eta: 1:40:27, time: 0.414, data_time: 0.001, memory: 5694, top1_acc: 0.5219, top5_acc: 0.8008, loss_cls: 1.8114, loss: 1.8114, grad_norm: 8.5391 2021-08-17 12:28:02,281 - mmaction - INFO - Epoch [45][1860/2640] lr: 1.000e-04, eta: 1:40:18, time: 0.414, data_time: 0.002, memory: 5694, top1_acc: 0.5398, top5_acc: 0.7930, loss_cls: 1.8044, loss: 1.8044, grad_norm: 8.8634 2021-08-17 12:28:10,561 - mmaction - INFO - Epoch [45][1880/2640] lr: 1.000e-04, eta: 1:40:10, time: 0.414, data_time: 0.001, memory: 5694, top1_acc: 0.5461, top5_acc: 0.8031, loss_cls: 1.7406, loss: 1.7406, grad_norm: 8.4546 2021-08-17 12:28:18,841 - mmaction - INFO - Epoch [45][1900/2640] lr: 1.000e-04, eta: 1:40:01, time: 0.414, data_time: 0.001, memory: 5694, top1_acc: 0.5203, top5_acc: 0.8063, loss_cls: 1.7745, loss: 1.7745, grad_norm: 8.7222 2021-08-17 12:28:27,101 - mmaction - INFO - Epoch [45][1920/2640] lr: 1.000e-04, eta: 1:39:52, time: 0.413, data_time: 0.001, memory: 5694, top1_acc: 0.5156, top5_acc: 0.8031, loss_cls: 1.8097, loss: 1.8097, grad_norm: 8.7744 2021-08-17 12:28:35,376 - mmaction - INFO - Epoch [45][1940/2640] lr: 1.000e-04, eta: 1:39:44, time: 0.414, data_time: 0.001, memory: 5694, top1_acc: 0.5437, top5_acc: 0.8320, loss_cls: 1.7088, loss: 1.7088, grad_norm: 8.4839 2021-08-17 12:28:43,655 - mmaction - INFO - Epoch [45][1960/2640] lr: 1.000e-04, eta: 1:39:35, time: 0.414, data_time: 0.001, memory: 5694, top1_acc: 0.5062, top5_acc: 0.7797, loss_cls: 1.8473, loss: 1.8473, grad_norm: 8.6384 2021-08-17 12:28:51,951 - mmaction - INFO - Epoch [45][1980/2640] lr: 1.000e-04, eta: 1:39:26, time: 0.415, data_time: 0.001, memory: 5694, top1_acc: 0.5188, top5_acc: 0.8203, loss_cls: 1.7633, loss: 1.7633, grad_norm: 8.7846 2021-08-17 12:29:00,200 - mmaction - INFO - Epoch [45][2000/2640] lr: 1.000e-04, eta: 1:39:18, time: 0.412, data_time: 0.000, memory: 5694, top1_acc: 0.5289, top5_acc: 0.7930, loss_cls: 1.8168, loss: 1.8168, grad_norm: 8.8773 2021-08-17 12:29:08,441 - mmaction - INFO - Epoch [45][2020/2640] lr: 1.000e-04, eta: 1:39:09, time: 0.412, data_time: 0.002, memory: 5694, top1_acc: 0.5109, top5_acc: 0.7828, loss_cls: 1.8830, loss: 1.8830, grad_norm: 8.9347 2021-08-17 12:29:16,733 - mmaction - INFO - Epoch [45][2040/2640] lr: 1.000e-04, eta: 1:39:00, time: 0.415, data_time: 0.001, memory: 5694, top1_acc: 0.5227, top5_acc: 0.8039, loss_cls: 1.7780, loss: 1.7780, grad_norm: 8.5230 2021-08-17 12:29:25,011 - mmaction - INFO - Epoch [45][2060/2640] lr: 1.000e-04, eta: 1:38:52, time: 0.414, data_time: 0.000, memory: 5694, top1_acc: 0.5234, top5_acc: 0.7953, loss_cls: 1.7830, loss: 1.7830, grad_norm: 8.7095 2021-08-17 12:29:33,247 - mmaction - INFO - Epoch [45][2080/2640] lr: 1.000e-04, eta: 1:38:43, time: 0.412, data_time: 0.000, memory: 5694, top1_acc: 0.5297, top5_acc: 0.7852, loss_cls: 1.8258, loss: 1.8258, grad_norm: 8.7507 2021-08-17 12:29:41,513 - mmaction - INFO - Epoch [45][2100/2640] lr: 1.000e-04, eta: 1:38:35, time: 0.413, data_time: 0.001, memory: 5694, top1_acc: 0.4992, top5_acc: 0.7969, loss_cls: 1.8135, loss: 1.8135, grad_norm: 8.6035 2021-08-17 12:29:49,784 - mmaction - INFO - Epoch [45][2120/2640] lr: 1.000e-04, eta: 1:38:26, time: 0.414, data_time: 0.001, memory: 5694, top1_acc: 0.5383, top5_acc: 0.7992, loss_cls: 1.7753, loss: 1.7753, grad_norm: 8.6919 2021-08-17 12:29:58,036 - mmaction - INFO - Epoch [45][2140/2640] lr: 1.000e-04, eta: 1:38:17, time: 0.413, data_time: 0.001, memory: 5694, top1_acc: 0.5164, top5_acc: 0.7875, loss_cls: 1.8748, loss: 1.8748, grad_norm: 8.6791 2021-08-17 12:30:06,313 - mmaction - INFO - Epoch [45][2160/2640] lr: 1.000e-04, eta: 1:38:09, time: 0.414, data_time: 0.001, memory: 5694, top1_acc: 0.5422, top5_acc: 0.8008, loss_cls: 1.7716, loss: 1.7716, grad_norm: 8.6838 2021-08-17 12:30:14,560 - mmaction - INFO - Epoch [45][2180/2640] lr: 1.000e-04, eta: 1:38:00, time: 0.412, data_time: 0.000, memory: 5694, top1_acc: 0.5484, top5_acc: 0.8203, loss_cls: 1.6885, loss: 1.6885, grad_norm: 8.3162 2021-08-17 12:30:22,804 - mmaction - INFO - Epoch [45][2200/2640] lr: 1.000e-04, eta: 1:37:51, time: 0.412, data_time: 0.001, memory: 5694, top1_acc: 0.5297, top5_acc: 0.8063, loss_cls: 1.7798, loss: 1.7798, grad_norm: 8.3261 2021-08-17 12:30:31,097 - mmaction - INFO - Epoch [45][2220/2640] lr: 1.000e-04, eta: 1:37:43, time: 0.415, data_time: 0.000, memory: 5694, top1_acc: 0.5312, top5_acc: 0.8078, loss_cls: 1.7285, loss: 1.7285, grad_norm: 8.5624 2021-08-17 12:30:39,378 - mmaction - INFO - Epoch [45][2240/2640] lr: 1.000e-04, eta: 1:37:34, time: 0.414, data_time: 0.001, memory: 5694, top1_acc: 0.5148, top5_acc: 0.8070, loss_cls: 1.7963, loss: 1.7963, grad_norm: 8.6351 2021-08-17 12:30:47,637 - mmaction - INFO - Epoch [45][2260/2640] lr: 1.000e-04, eta: 1:37:25, time: 0.413, data_time: 0.001, memory: 5694, top1_acc: 0.5453, top5_acc: 0.7953, loss_cls: 1.7796, loss: 1.7796, grad_norm: 8.4715 2021-08-17 12:30:55,916 - mmaction - INFO - Epoch [45][2280/2640] lr: 1.000e-04, eta: 1:37:17, time: 0.414, data_time: 0.001, memory: 5694, top1_acc: 0.5484, top5_acc: 0.7992, loss_cls: 1.7579, loss: 1.7579, grad_norm: 8.4938 2021-08-17 12:31:04,173 - mmaction - INFO - Epoch [45][2300/2640] lr: 1.000e-04, eta: 1:37:08, time: 0.413, data_time: 0.001, memory: 5694, top1_acc: 0.5195, top5_acc: 0.8000, loss_cls: 1.7995, loss: 1.7995, grad_norm: 8.6308 2021-08-17 12:31:12,458 - mmaction - INFO - Epoch [45][2320/2640] lr: 1.000e-04, eta: 1:36:59, time: 0.414, data_time: 0.000, memory: 5694, top1_acc: 0.5687, top5_acc: 0.8359, loss_cls: 1.6252, loss: 1.6252, grad_norm: 8.2679 2021-08-17 12:31:20,731 - mmaction - INFO - Epoch [45][2340/2640] lr: 1.000e-04, eta: 1:36:51, time: 0.414, data_time: 0.001, memory: 5694, top1_acc: 0.5180, top5_acc: 0.8125, loss_cls: 1.7753, loss: 1.7753, grad_norm: 8.6687 2021-08-17 12:31:29,025 - mmaction - INFO - Epoch [45][2360/2640] lr: 1.000e-04, eta: 1:36:42, time: 0.415, data_time: 0.000, memory: 5694, top1_acc: 0.5297, top5_acc: 0.8156, loss_cls: 1.7798, loss: 1.7798, grad_norm: 8.6542 2021-08-17 12:31:37,315 - mmaction - INFO - Epoch [45][2380/2640] lr: 1.000e-04, eta: 1:36:33, time: 0.414, data_time: 0.001, memory: 5694, top1_acc: 0.5086, top5_acc: 0.7922, loss_cls: 1.8628, loss: 1.8628, grad_norm: 8.9385 2021-08-17 12:31:45,596 - mmaction - INFO - Epoch [45][2400/2640] lr: 1.000e-04, eta: 1:36:25, time: 0.414, data_time: 0.000, memory: 5694, top1_acc: 0.5266, top5_acc: 0.8055, loss_cls: 1.7547, loss: 1.7547, grad_norm: 8.5331 2021-08-17 12:31:53,891 - mmaction - INFO - Epoch [45][2420/2640] lr: 1.000e-04, eta: 1:36:16, time: 0.415, data_time: 0.000, memory: 5694, top1_acc: 0.5359, top5_acc: 0.8148, loss_cls: 1.7241, loss: 1.7241, grad_norm: 8.6216 2021-08-17 12:32:02,143 - mmaction - INFO - Epoch [45][2440/2640] lr: 1.000e-04, eta: 1:36:07, time: 0.413, data_time: 0.000, memory: 5694, top1_acc: 0.5633, top5_acc: 0.8117, loss_cls: 1.6747, loss: 1.6747, grad_norm: 8.2188 2021-08-17 12:32:10,416 - mmaction - INFO - Epoch [45][2460/2640] lr: 1.000e-04, eta: 1:35:59, time: 0.414, data_time: 0.000, memory: 5694, top1_acc: 0.5203, top5_acc: 0.8008, loss_cls: 1.8116, loss: 1.8116, grad_norm: 8.6057 2021-08-17 12:32:18,690 - mmaction - INFO - Epoch [45][2480/2640] lr: 1.000e-04, eta: 1:35:50, time: 0.414, data_time: 0.001, memory: 5694, top1_acc: 0.5164, top5_acc: 0.8016, loss_cls: 1.8110, loss: 1.8110, grad_norm: 8.6452 2021-08-17 12:32:26,950 - mmaction - INFO - Epoch [45][2500/2640] lr: 1.000e-04, eta: 1:35:42, time: 0.413, data_time: 0.000, memory: 5694, top1_acc: 0.5641, top5_acc: 0.8078, loss_cls: 1.7427, loss: 1.7427, grad_norm: 8.4094 2021-08-17 12:32:35,249 - mmaction - INFO - Epoch [45][2520/2640] lr: 1.000e-04, eta: 1:35:33, time: 0.415, data_time: 0.001, memory: 5694, top1_acc: 0.5242, top5_acc: 0.8063, loss_cls: 1.7646, loss: 1.7646, grad_norm: 8.2412 2021-08-17 12:32:43,534 - mmaction - INFO - Epoch [45][2540/2640] lr: 1.000e-04, eta: 1:35:24, time: 0.414, data_time: 0.000, memory: 5694, top1_acc: 0.5242, top5_acc: 0.8164, loss_cls: 1.7288, loss: 1.7288, grad_norm: 8.7161 2021-08-17 12:32:51,833 - mmaction - INFO - Epoch [45][2560/2640] lr: 1.000e-04, eta: 1:35:16, time: 0.415, data_time: 0.000, memory: 5694, top1_acc: 0.5188, top5_acc: 0.8055, loss_cls: 1.7630, loss: 1.7630, grad_norm: 8.2931 2021-08-17 12:33:00,116 - mmaction - INFO - Epoch [45][2580/2640] lr: 1.000e-04, eta: 1:35:07, time: 0.414, data_time: 0.001, memory: 5694, top1_acc: 0.5422, top5_acc: 0.8187, loss_cls: 1.7051, loss: 1.7051, grad_norm: 8.5813 2021-08-17 12:33:08,423 - mmaction - INFO - Epoch [45][2600/2640] lr: 1.000e-04, eta: 1:34:58, time: 0.415, data_time: 0.000, memory: 5694, top1_acc: 0.5422, top5_acc: 0.8156, loss_cls: 1.7059, loss: 1.7059, grad_norm: 8.6043 2021-08-17 12:33:16,716 - mmaction - INFO - Epoch [45][2620/2640] lr: 1.000e-04, eta: 1:34:50, time: 0.414, data_time: 0.001, memory: 5694, top1_acc: 0.5391, top5_acc: 0.7969, loss_cls: 1.7410, loss: 1.7410, grad_norm: 8.5335 2021-08-17 12:33:24,801 - mmaction - INFO - Epoch [45][2640/2640] lr: 1.000e-04, eta: 1:34:41, time: 0.404, data_time: 0.001, memory: 5694, top1_acc: 0.5315, top5_acc: 0.7976, loss_cls: 1.7793, loss: 1.7793, grad_norm: 8.6327 2021-08-17 12:34:52,365 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-08-17 12:34:52,710 - mmaction - INFO - top1_acc 0.2790 top5_acc 0.5765 2021-08-17 12:34:52,710 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-08-17 12:34:52,732 - mmaction - INFO - mean_acc 0.2313 2021-08-17 12:34:52,738 - mmaction - INFO - Saving checkpoint at 45 epochs 2021-08-17 12:34:53,270 - mmaction - INFO - Epoch(val) [45][194] top1_acc: 0.2790, top5_acc: 0.5765, mean_class_accuracy: 0.2313 2021-08-17 12:35:30,538 - mmaction - INFO - Epoch [46][20/2640] lr: 1.000e-04, eta: 1:34:36, time: 1.863, data_time: 1.467, memory: 5694, top1_acc: 0.5148, top5_acc: 0.8086, loss_cls: 1.8169, loss: 1.8169, grad_norm: 8.7317 2021-08-17 12:35:38,488 - mmaction - INFO - Epoch [46][40/2640] lr: 1.000e-04, eta: 1:34:27, time: 0.398, data_time: 0.002, memory: 5694, top1_acc: 0.5453, top5_acc: 0.8117, loss_cls: 1.7541, loss: 1.7541, grad_norm: 8.6899 2021-08-17 12:35:46,504 - mmaction - INFO - Epoch [46][60/2640] lr: 1.000e-04, eta: 1:34:18, time: 0.400, data_time: 0.001, memory: 5694, top1_acc: 0.5156, top5_acc: 0.7906, loss_cls: 1.8313, loss: 1.8313, grad_norm: 8.7444 2021-08-17 12:35:54,534 - mmaction - INFO - Epoch [46][80/2640] lr: 1.000e-04, eta: 1:34:10, time: 0.402, data_time: 0.001, memory: 5694, top1_acc: 0.5383, top5_acc: 0.8273, loss_cls: 1.7149, loss: 1.7149, grad_norm: 8.3322 2021-08-17 12:36:02,685 - mmaction - INFO - Epoch [46][100/2640] lr: 1.000e-04, eta: 1:34:01, time: 0.408, data_time: 0.001, memory: 5694, top1_acc: 0.5617, top5_acc: 0.8125, loss_cls: 1.7000, loss: 1.7000, grad_norm: 8.5427 2021-08-17 12:36:10,903 - mmaction - INFO - Epoch [46][120/2640] lr: 1.000e-04, eta: 1:33:52, time: 0.411, data_time: 0.000, memory: 5694, top1_acc: 0.5406, top5_acc: 0.8102, loss_cls: 1.7069, loss: 1.7069, grad_norm: 8.5760 2021-08-17 12:36:19,244 - mmaction - INFO - Epoch [46][140/2640] lr: 1.000e-04, eta: 1:33:44, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.5273, top5_acc: 0.8109, loss_cls: 1.7836, loss: 1.7836, grad_norm: 8.6260 2021-08-17 12:36:27,576 - mmaction - INFO - Epoch [46][160/2640] lr: 1.000e-04, eta: 1:33:35, time: 0.417, data_time: 0.000, memory: 5694, top1_acc: 0.5312, top5_acc: 0.8141, loss_cls: 1.7068, loss: 1.7068, grad_norm: 8.4551 2021-08-17 12:36:35,917 - mmaction - INFO - Epoch [46][180/2640] lr: 1.000e-04, eta: 1:33:26, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.5141, top5_acc: 0.7945, loss_cls: 1.8025, loss: 1.8025, grad_norm: 8.5870 2021-08-17 12:36:44,287 - mmaction - INFO - Epoch [46][200/2640] lr: 1.000e-04, eta: 1:33:18, time: 0.418, data_time: 0.002, memory: 5694, top1_acc: 0.5266, top5_acc: 0.8148, loss_cls: 1.7546, loss: 1.7546, grad_norm: 8.3898 2021-08-17 12:36:52,635 - mmaction - INFO - Epoch [46][220/2640] lr: 1.000e-04, eta: 1:33:09, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.5367, top5_acc: 0.8055, loss_cls: 1.7783, loss: 1.7783, grad_norm: 8.3641 2021-08-17 12:37:00,988 - mmaction - INFO - Epoch [46][240/2640] lr: 1.000e-04, eta: 1:33:00, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.5227, top5_acc: 0.8141, loss_cls: 1.7351, loss: 1.7351, grad_norm: 8.4355 2021-08-17 12:37:09,333 - mmaction - INFO - Epoch [46][260/2640] lr: 1.000e-04, eta: 1:32:52, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.5188, top5_acc: 0.7977, loss_cls: 1.8214, loss: 1.8214, grad_norm: 8.7087 2021-08-17 12:37:17,678 - mmaction - INFO - Epoch [46][280/2640] lr: 1.000e-04, eta: 1:32:43, time: 0.417, data_time: 0.000, memory: 5694, top1_acc: 0.5523, top5_acc: 0.8055, loss_cls: 1.7215, loss: 1.7215, grad_norm: 8.4769 2021-08-17 12:37:26,017 - mmaction - INFO - Epoch [46][300/2640] lr: 1.000e-04, eta: 1:32:34, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.5406, top5_acc: 0.8141, loss_cls: 1.7316, loss: 1.7316, grad_norm: 8.6592 2021-08-17 12:37:34,344 - mmaction - INFO - Epoch [46][320/2640] lr: 1.000e-04, eta: 1:32:26, time: 0.416, data_time: 0.000, memory: 5694, top1_acc: 0.5211, top5_acc: 0.7945, loss_cls: 1.8165, loss: 1.8165, grad_norm: 8.5050 2021-08-17 12:37:42,707 - mmaction - INFO - Epoch [46][340/2640] lr: 1.000e-04, eta: 1:32:17, time: 0.418, data_time: 0.000, memory: 5694, top1_acc: 0.5117, top5_acc: 0.8000, loss_cls: 1.7959, loss: 1.7959, grad_norm: 8.8627 2021-08-17 12:37:51,058 - mmaction - INFO - Epoch [46][360/2640] lr: 1.000e-04, eta: 1:32:09, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.5719, top5_acc: 0.8375, loss_cls: 1.5959, loss: 1.5959, grad_norm: 8.3338 2021-08-17 12:37:59,418 - mmaction - INFO - Epoch [46][380/2640] lr: 1.000e-04, eta: 1:32:00, time: 0.418, data_time: 0.000, memory: 5694, top1_acc: 0.5391, top5_acc: 0.8164, loss_cls: 1.7056, loss: 1.7056, grad_norm: 8.3957 2021-08-17 12:38:07,777 - mmaction - INFO - Epoch [46][400/2640] lr: 1.000e-04, eta: 1:31:51, time: 0.418, data_time: 0.002, memory: 5694, top1_acc: 0.5383, top5_acc: 0.7984, loss_cls: 1.7613, loss: 1.7613, grad_norm: 8.7081 2021-08-17 12:38:16,093 - mmaction - INFO - Epoch [46][420/2640] lr: 1.000e-04, eta: 1:31:43, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.5102, top5_acc: 0.8086, loss_cls: 1.7889, loss: 1.7889, grad_norm: 8.5863 2021-08-17 12:38:24,446 - mmaction - INFO - Epoch [46][440/2640] lr: 1.000e-04, eta: 1:31:34, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.5281, top5_acc: 0.7977, loss_cls: 1.8205, loss: 1.8205, grad_norm: 8.3490 2021-08-17 12:38:32,799 - mmaction - INFO - Epoch [46][460/2640] lr: 1.000e-04, eta: 1:31:25, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.5266, top5_acc: 0.8023, loss_cls: 1.7982, loss: 1.7982, grad_norm: 8.8590 2021-08-17 12:38:41,192 - mmaction - INFO - Epoch [46][480/2640] lr: 1.000e-04, eta: 1:31:17, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.5727, top5_acc: 0.8156, loss_cls: 1.6480, loss: 1.6480, grad_norm: 8.2549 2021-08-17 12:38:49,588 - mmaction - INFO - Epoch [46][500/2640] lr: 1.000e-04, eta: 1:31:08, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.5375, top5_acc: 0.8086, loss_cls: 1.7382, loss: 1.7382, grad_norm: 8.5184 2021-08-17 12:38:57,980 - mmaction - INFO - Epoch [46][520/2640] lr: 1.000e-04, eta: 1:30:59, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.5320, top5_acc: 0.8148, loss_cls: 1.7459, loss: 1.7459, grad_norm: 8.5277 2021-08-17 12:39:06,376 - mmaction - INFO - Epoch [46][540/2640] lr: 1.000e-04, eta: 1:30:51, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.5344, top5_acc: 0.8266, loss_cls: 1.6909, loss: 1.6909, grad_norm: 8.4849 2021-08-17 12:39:14,759 - mmaction - INFO - Epoch [46][560/2640] lr: 1.000e-04, eta: 1:30:42, time: 0.419, data_time: 0.000, memory: 5694, top1_acc: 0.5281, top5_acc: 0.8055, loss_cls: 1.7335, loss: 1.7335, grad_norm: 8.5230 2021-08-17 12:39:23,142 - mmaction - INFO - Epoch [46][580/2640] lr: 1.000e-04, eta: 1:30:34, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.5398, top5_acc: 0.8125, loss_cls: 1.7362, loss: 1.7362, grad_norm: 8.4602 2021-08-17 12:39:31,531 - mmaction - INFO - Epoch [46][600/2640] lr: 1.000e-04, eta: 1:30:25, time: 0.419, data_time: 0.000, memory: 5694, top1_acc: 0.5227, top5_acc: 0.8133, loss_cls: 1.7878, loss: 1.7878, grad_norm: 8.6372 2021-08-17 12:39:39,886 - mmaction - INFO - Epoch [46][620/2640] lr: 1.000e-04, eta: 1:30:16, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.5312, top5_acc: 0.8141, loss_cls: 1.7320, loss: 1.7320, grad_norm: 8.8455 2021-08-17 12:39:48,269 - mmaction - INFO - Epoch [46][640/2640] lr: 1.000e-04, eta: 1:30:08, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.5195, top5_acc: 0.8008, loss_cls: 1.8033, loss: 1.8033, grad_norm: 8.8679 2021-08-17 12:39:56,667 - mmaction - INFO - Epoch [46][660/2640] lr: 1.000e-04, eta: 1:29:59, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.5281, top5_acc: 0.8063, loss_cls: 1.8013, loss: 1.8013, grad_norm: 8.6216 2021-08-17 12:40:05,079 - mmaction - INFO - Epoch [46][680/2640] lr: 1.000e-04, eta: 1:29:50, time: 0.421, data_time: 0.001, memory: 5694, top1_acc: 0.5117, top5_acc: 0.8063, loss_cls: 1.7958, loss: 1.7958, grad_norm: 8.5432 2021-08-17 12:40:13,492 - mmaction - INFO - Epoch [46][700/2640] lr: 1.000e-04, eta: 1:29:42, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.5422, top5_acc: 0.8078, loss_cls: 1.6853, loss: 1.6853, grad_norm: 8.6492 2021-08-17 12:40:21,918 - mmaction - INFO - Epoch [46][720/2640] lr: 1.000e-04, eta: 1:29:33, time: 0.422, data_time: 0.001, memory: 5694, top1_acc: 0.5203, top5_acc: 0.7922, loss_cls: 1.8406, loss: 1.8406, grad_norm: 8.7765 2021-08-17 12:40:30,326 - mmaction - INFO - Epoch [46][740/2640] lr: 1.000e-04, eta: 1:29:24, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.5148, top5_acc: 0.7797, loss_cls: 1.8446, loss: 1.8446, grad_norm: 8.5592 2021-08-17 12:40:38,704 - mmaction - INFO - Epoch [46][760/2640] lr: 1.000e-04, eta: 1:29:16, time: 0.419, data_time: 0.000, memory: 5694, top1_acc: 0.5430, top5_acc: 0.8133, loss_cls: 1.7272, loss: 1.7272, grad_norm: 8.4770 2021-08-17 12:40:47,105 - mmaction - INFO - Epoch [46][780/2640] lr: 1.000e-04, eta: 1:29:07, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.5234, top5_acc: 0.8016, loss_cls: 1.7708, loss: 1.7708, grad_norm: 8.4325 2021-08-17 12:40:55,513 - mmaction - INFO - Epoch [46][800/2640] lr: 1.000e-04, eta: 1:28:59, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.5148, top5_acc: 0.7945, loss_cls: 1.7954, loss: 1.7954, grad_norm: 8.7641 2021-08-17 12:41:03,956 - mmaction - INFO - Epoch [46][820/2640] lr: 1.000e-04, eta: 1:28:50, time: 0.422, data_time: 0.000, memory: 5694, top1_acc: 0.5406, top5_acc: 0.8172, loss_cls: 1.7269, loss: 1.7269, grad_norm: 8.4886 2021-08-17 12:41:12,365 - mmaction - INFO - Epoch [46][840/2640] lr: 1.000e-04, eta: 1:28:41, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.5477, top5_acc: 0.7898, loss_cls: 1.7225, loss: 1.7225, grad_norm: 8.4703 2021-08-17 12:41:20,818 - mmaction - INFO - Epoch [46][860/2640] lr: 1.000e-04, eta: 1:28:33, time: 0.423, data_time: 0.000, memory: 5694, top1_acc: 0.5148, top5_acc: 0.8055, loss_cls: 1.7360, loss: 1.7360, grad_norm: 8.6417 2021-08-17 12:41:29,259 - mmaction - INFO - Epoch [46][880/2640] lr: 1.000e-04, eta: 1:28:24, time: 0.422, data_time: 0.000, memory: 5694, top1_acc: 0.5328, top5_acc: 0.7961, loss_cls: 1.7717, loss: 1.7717, grad_norm: 8.6295 2021-08-17 12:41:37,705 - mmaction - INFO - Epoch [46][900/2640] lr: 1.000e-04, eta: 1:28:15, time: 0.422, data_time: 0.001, memory: 5694, top1_acc: 0.5422, top5_acc: 0.8125, loss_cls: 1.6969, loss: 1.6969, grad_norm: 8.5280 2021-08-17 12:41:46,141 - mmaction - INFO - Epoch [46][920/2640] lr: 1.000e-04, eta: 1:28:07, time: 0.422, data_time: 0.001, memory: 5694, top1_acc: 0.5359, top5_acc: 0.8172, loss_cls: 1.7176, loss: 1.7176, grad_norm: 8.6934 2021-08-17 12:41:54,597 - mmaction - INFO - Epoch [46][940/2640] lr: 1.000e-04, eta: 1:27:58, time: 0.423, data_time: 0.001, memory: 5694, top1_acc: 0.5344, top5_acc: 0.8031, loss_cls: 1.7374, loss: 1.7374, grad_norm: 8.5437 2021-08-17 12:42:03,026 - mmaction - INFO - Epoch [46][960/2640] lr: 1.000e-04, eta: 1:27:50, time: 0.422, data_time: 0.001, memory: 5694, top1_acc: 0.5281, top5_acc: 0.8070, loss_cls: 1.7582, loss: 1.7582, grad_norm: 8.5279 2021-08-17 12:42:11,484 - mmaction - INFO - Epoch [46][980/2640] lr: 1.000e-04, eta: 1:27:41, time: 0.423, data_time: 0.001, memory: 5694, top1_acc: 0.5289, top5_acc: 0.8203, loss_cls: 1.7327, loss: 1.7327, grad_norm: 8.6770 2021-08-17 12:42:19,951 - mmaction - INFO - Epoch [46][1000/2640] lr: 1.000e-04, eta: 1:27:32, time: 0.423, data_time: 0.000, memory: 5694, top1_acc: 0.5398, top5_acc: 0.8297, loss_cls: 1.6710, loss: 1.6710, grad_norm: 8.3853 2021-08-17 12:42:28,401 - mmaction - INFO - Epoch [46][1020/2640] lr: 1.000e-04, eta: 1:27:24, time: 0.423, data_time: 0.001, memory: 5694, top1_acc: 0.4977, top5_acc: 0.7859, loss_cls: 1.8806, loss: 1.8806, grad_norm: 8.7768 2021-08-17 12:42:36,855 - mmaction - INFO - Epoch [46][1040/2640] lr: 1.000e-04, eta: 1:27:15, time: 0.423, data_time: 0.001, memory: 5694, top1_acc: 0.5258, top5_acc: 0.7914, loss_cls: 1.8254, loss: 1.8254, grad_norm: 8.8682 2021-08-17 12:42:45,290 - mmaction - INFO - Epoch [46][1060/2640] lr: 1.000e-04, eta: 1:27:06, time: 0.422, data_time: 0.000, memory: 5694, top1_acc: 0.5555, top5_acc: 0.8148, loss_cls: 1.6879, loss: 1.6879, grad_norm: 8.6447 2021-08-17 12:42:53,739 - mmaction - INFO - Epoch [46][1080/2640] lr: 1.000e-04, eta: 1:26:58, time: 0.422, data_time: 0.001, memory: 5694, top1_acc: 0.5109, top5_acc: 0.8047, loss_cls: 1.7904, loss: 1.7904, grad_norm: 8.5242 2021-08-17 12:43:02,175 - mmaction - INFO - Epoch [46][1100/2640] lr: 1.000e-04, eta: 1:26:49, time: 0.422, data_time: 0.001, memory: 5694, top1_acc: 0.5289, top5_acc: 0.8211, loss_cls: 1.7093, loss: 1.7093, grad_norm: 8.4887 2021-08-17 12:43:10,590 - mmaction - INFO - Epoch [46][1120/2640] lr: 1.000e-04, eta: 1:26:40, time: 0.421, data_time: 0.001, memory: 5694, top1_acc: 0.5406, top5_acc: 0.8031, loss_cls: 1.7905, loss: 1.7905, grad_norm: 8.7149 2021-08-17 12:43:19,018 - mmaction - INFO - Epoch [46][1140/2640] lr: 1.000e-04, eta: 1:26:32, time: 0.421, data_time: 0.001, memory: 5694, top1_acc: 0.5242, top5_acc: 0.8016, loss_cls: 1.8016, loss: 1.8016, grad_norm: 8.6036 2021-08-17 12:43:27,443 - mmaction - INFO - Epoch [46][1160/2640] lr: 1.000e-04, eta: 1:26:23, time: 0.421, data_time: 0.001, memory: 5694, top1_acc: 0.5148, top5_acc: 0.8117, loss_cls: 1.7636, loss: 1.7636, grad_norm: 8.6959 2021-08-17 12:43:35,899 - mmaction - INFO - Epoch [46][1180/2640] lr: 1.000e-04, eta: 1:26:15, time: 0.423, data_time: 0.001, memory: 5694, top1_acc: 0.5227, top5_acc: 0.8078, loss_cls: 1.7662, loss: 1.7662, grad_norm: 8.6863 2021-08-17 12:43:44,293 - mmaction - INFO - Epoch [46][1200/2640] lr: 1.000e-04, eta: 1:26:06, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.5414, top5_acc: 0.7984, loss_cls: 1.7681, loss: 1.7681, grad_norm: 8.7356 2021-08-17 12:43:52,726 - mmaction - INFO - Epoch [46][1220/2640] lr: 1.000e-04, eta: 1:25:57, time: 0.421, data_time: 0.000, memory: 5694, top1_acc: 0.5055, top5_acc: 0.8008, loss_cls: 1.8280, loss: 1.8280, grad_norm: 8.6671 2021-08-17 12:44:01,161 - mmaction - INFO - Epoch [46][1240/2640] lr: 1.000e-04, eta: 1:25:49, time: 0.422, data_time: 0.001, memory: 5694, top1_acc: 0.5547, top5_acc: 0.8172, loss_cls: 1.6706, loss: 1.6706, grad_norm: 8.4054 2021-08-17 12:44:09,604 - mmaction - INFO - Epoch [46][1260/2640] lr: 1.000e-04, eta: 1:25:40, time: 0.422, data_time: 0.000, memory: 5694, top1_acc: 0.5109, top5_acc: 0.8047, loss_cls: 1.7706, loss: 1.7706, grad_norm: 8.6933 2021-08-17 12:44:18,048 - mmaction - INFO - Epoch [46][1280/2640] lr: 1.000e-04, eta: 1:25:31, time: 0.422, data_time: 0.001, memory: 5694, top1_acc: 0.5141, top5_acc: 0.7930, loss_cls: 1.8325, loss: 1.8325, grad_norm: 8.6703 2021-08-17 12:44:26,465 - mmaction - INFO - Epoch [46][1300/2640] lr: 1.000e-04, eta: 1:25:23, time: 0.421, data_time: 0.002, memory: 5694, top1_acc: 0.5391, top5_acc: 0.7992, loss_cls: 1.7621, loss: 1.7621, grad_norm: 8.5388 2021-08-17 12:44:34,873 - mmaction - INFO - Epoch [46][1320/2640] lr: 1.000e-04, eta: 1:25:14, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.5133, top5_acc: 0.8031, loss_cls: 1.7606, loss: 1.7606, grad_norm: 8.6964 2021-08-17 12:44:43,281 - mmaction - INFO - Epoch [46][1340/2640] lr: 1.000e-04, eta: 1:25:06, time: 0.420, data_time: 0.000, memory: 5694, top1_acc: 0.5102, top5_acc: 0.7859, loss_cls: 1.8253, loss: 1.8253, grad_norm: 8.9402 2021-08-17 12:44:51,730 - mmaction - INFO - Epoch [46][1360/2640] lr: 1.000e-04, eta: 1:24:57, time: 0.422, data_time: 0.000, memory: 5694, top1_acc: 0.5148, top5_acc: 0.8148, loss_cls: 1.7387, loss: 1.7387, grad_norm: 8.4932 2021-08-17 12:45:00,156 - mmaction - INFO - Epoch [46][1380/2640] lr: 1.000e-04, eta: 1:24:48, time: 0.421, data_time: 0.001, memory: 5694, top1_acc: 0.5563, top5_acc: 0.8187, loss_cls: 1.6990, loss: 1.6990, grad_norm: 8.4642 2021-08-17 12:45:08,627 - mmaction - INFO - Epoch [46][1400/2640] lr: 1.000e-04, eta: 1:24:40, time: 0.423, data_time: 0.001, memory: 5694, top1_acc: 0.5109, top5_acc: 0.7914, loss_cls: 1.8666, loss: 1.8666, grad_norm: 8.9494 2021-08-17 12:45:17,093 - mmaction - INFO - Epoch [46][1420/2640] lr: 1.000e-04, eta: 1:24:31, time: 0.423, data_time: 0.000, memory: 5694, top1_acc: 0.5180, top5_acc: 0.8008, loss_cls: 1.8250, loss: 1.8250, grad_norm: 8.7072 2021-08-17 12:45:25,517 - mmaction - INFO - Epoch [46][1440/2640] lr: 1.000e-04, eta: 1:24:22, time: 0.422, data_time: 0.001, memory: 5694, top1_acc: 0.4961, top5_acc: 0.7898, loss_cls: 1.8567, loss: 1.8567, grad_norm: 8.9041 2021-08-17 12:45:33,947 - mmaction - INFO - Epoch [46][1460/2640] lr: 1.000e-04, eta: 1:24:14, time: 0.421, data_time: 0.001, memory: 5694, top1_acc: 0.5172, top5_acc: 0.8039, loss_cls: 1.7932, loss: 1.7932, grad_norm: 8.6720 2021-08-17 12:45:42,388 - mmaction - INFO - Epoch [46][1480/2640] lr: 1.000e-04, eta: 1:24:05, time: 0.422, data_time: 0.001, memory: 5694, top1_acc: 0.5383, top5_acc: 0.8109, loss_cls: 1.7372, loss: 1.7372, grad_norm: 8.6670 2021-08-17 12:45:50,854 - mmaction - INFO - Epoch [46][1500/2640] lr: 1.000e-04, eta: 1:23:57, time: 0.423, data_time: 0.001, memory: 5694, top1_acc: 0.5328, top5_acc: 0.8094, loss_cls: 1.7063, loss: 1.7063, grad_norm: 8.2670 2021-08-17 12:45:59,308 - mmaction - INFO - Epoch [46][1520/2640] lr: 1.000e-04, eta: 1:23:48, time: 0.423, data_time: 0.000, memory: 5694, top1_acc: 0.5242, top5_acc: 0.7937, loss_cls: 1.7615, loss: 1.7615, grad_norm: 8.5676 2021-08-17 12:46:07,735 - mmaction - INFO - Epoch [46][1540/2640] lr: 1.000e-04, eta: 1:23:39, time: 0.421, data_time: 0.000, memory: 5694, top1_acc: 0.5500, top5_acc: 0.8039, loss_cls: 1.7671, loss: 1.7671, grad_norm: 8.6972 2021-08-17 12:46:16,194 - mmaction - INFO - Epoch [46][1560/2640] lr: 1.000e-04, eta: 1:23:31, time: 0.423, data_time: 0.001, memory: 5694, top1_acc: 0.5281, top5_acc: 0.8133, loss_cls: 1.7487, loss: 1.7487, grad_norm: 8.5471 2021-08-17 12:46:24,663 - mmaction - INFO - Epoch [46][1580/2640] lr: 1.000e-04, eta: 1:23:22, time: 0.424, data_time: 0.002, memory: 5694, top1_acc: 0.5258, top5_acc: 0.8055, loss_cls: 1.7586, loss: 1.7586, grad_norm: 8.4290 2021-08-17 12:46:33,111 - mmaction - INFO - Epoch [46][1600/2640] lr: 1.000e-04, eta: 1:23:13, time: 0.422, data_time: 0.001, memory: 5694, top1_acc: 0.5125, top5_acc: 0.7969, loss_cls: 1.8599, loss: 1.8599, grad_norm: 8.6536 2021-08-17 12:46:41,564 - mmaction - INFO - Epoch [46][1620/2640] lr: 1.000e-04, eta: 1:23:05, time: 0.423, data_time: 0.001, memory: 5694, top1_acc: 0.5312, top5_acc: 0.8109, loss_cls: 1.7499, loss: 1.7499, grad_norm: 8.6214 2021-08-17 12:46:49,981 - mmaction - INFO - Epoch [46][1640/2640] lr: 1.000e-04, eta: 1:22:56, time: 0.421, data_time: 0.001, memory: 5694, top1_acc: 0.5547, top5_acc: 0.7906, loss_cls: 1.7952, loss: 1.7952, grad_norm: 8.5189 2021-08-17 12:46:58,446 - mmaction - INFO - Epoch [46][1660/2640] lr: 1.000e-04, eta: 1:22:48, time: 0.423, data_time: 0.001, memory: 5694, top1_acc: 0.5469, top5_acc: 0.8102, loss_cls: 1.7445, loss: 1.7445, grad_norm: 8.5791 2021-08-17 12:47:06,856 - mmaction - INFO - Epoch [46][1680/2640] lr: 1.000e-04, eta: 1:22:39, time: 0.421, data_time: 0.001, memory: 5694, top1_acc: 0.5398, top5_acc: 0.8164, loss_cls: 1.7195, loss: 1.7195, grad_norm: 8.4353 2021-08-17 12:47:15,308 - mmaction - INFO - Epoch [46][1700/2640] lr: 1.000e-04, eta: 1:22:30, time: 0.423, data_time: 0.001, memory: 5694, top1_acc: 0.5250, top5_acc: 0.7906, loss_cls: 1.8374, loss: 1.8374, grad_norm: 8.4322 2021-08-17 12:47:23,729 - mmaction - INFO - Epoch [46][1720/2640] lr: 1.000e-04, eta: 1:22:22, time: 0.421, data_time: 0.001, memory: 5694, top1_acc: 0.5500, top5_acc: 0.8328, loss_cls: 1.6631, loss: 1.6631, grad_norm: 8.2931 2021-08-17 12:47:32,154 - mmaction - INFO - Epoch [46][1740/2640] lr: 1.000e-04, eta: 1:22:13, time: 0.421, data_time: 0.001, memory: 5694, top1_acc: 0.5266, top5_acc: 0.7945, loss_cls: 1.8044, loss: 1.8044, grad_norm: 8.6006 2021-08-17 12:47:40,603 - mmaction - INFO - Epoch [46][1760/2640] lr: 1.000e-04, eta: 1:22:04, time: 0.422, data_time: 0.001, memory: 5694, top1_acc: 0.5203, top5_acc: 0.8031, loss_cls: 1.7814, loss: 1.7814, grad_norm: 8.6781 2021-08-17 12:47:49,098 - mmaction - INFO - Epoch [46][1780/2640] lr: 1.000e-04, eta: 1:21:56, time: 0.425, data_time: 0.002, memory: 5694, top1_acc: 0.5336, top5_acc: 0.8156, loss_cls: 1.6993, loss: 1.6993, grad_norm: 8.4190 2021-08-17 12:47:57,530 - mmaction - INFO - Epoch [46][1800/2640] lr: 1.000e-04, eta: 1:21:47, time: 0.422, data_time: 0.000, memory: 5694, top1_acc: 0.5555, top5_acc: 0.8172, loss_cls: 1.6990, loss: 1.6990, grad_norm: 8.4211 2021-08-17 12:48:05,968 - mmaction - INFO - Epoch [46][1820/2640] lr: 1.000e-04, eta: 1:21:39, time: 0.422, data_time: 0.001, memory: 5694, top1_acc: 0.5141, top5_acc: 0.8078, loss_cls: 1.7817, loss: 1.7817, grad_norm: 8.8732 2021-08-17 12:48:14,422 - mmaction - INFO - Epoch [46][1840/2640] lr: 1.000e-04, eta: 1:21:30, time: 0.423, data_time: 0.000, memory: 5694, top1_acc: 0.5289, top5_acc: 0.8109, loss_cls: 1.7414, loss: 1.7414, grad_norm: 8.5775 2021-08-17 12:48:22,840 - mmaction - INFO - Epoch [46][1860/2640] lr: 1.000e-04, eta: 1:21:21, time: 0.421, data_time: 0.001, memory: 5694, top1_acc: 0.5406, top5_acc: 0.8164, loss_cls: 1.7298, loss: 1.7298, grad_norm: 8.5824 2021-08-17 12:48:31,262 - mmaction - INFO - Epoch [46][1880/2640] lr: 1.000e-04, eta: 1:21:13, time: 0.421, data_time: 0.001, memory: 5694, top1_acc: 0.5352, top5_acc: 0.8219, loss_cls: 1.7079, loss: 1.7079, grad_norm: 8.6812 2021-08-17 12:48:39,706 - mmaction - INFO - Epoch [46][1900/2640] lr: 1.000e-04, eta: 1:21:04, time: 0.422, data_time: 0.002, memory: 5694, top1_acc: 0.5367, top5_acc: 0.8273, loss_cls: 1.6710, loss: 1.6710, grad_norm: 8.4033 2021-08-17 12:48:48,120 - mmaction - INFO - Epoch [46][1920/2640] lr: 1.000e-04, eta: 1:20:55, time: 0.421, data_time: 0.001, memory: 5694, top1_acc: 0.5430, top5_acc: 0.8187, loss_cls: 1.6727, loss: 1.6727, grad_norm: 8.3620 2021-08-17 12:48:56,545 - mmaction - INFO - Epoch [46][1940/2640] lr: 1.000e-04, eta: 1:20:47, time: 0.421, data_time: 0.001, memory: 5694, top1_acc: 0.5391, top5_acc: 0.7961, loss_cls: 1.7868, loss: 1.7868, grad_norm: 8.7848 2021-08-17 12:49:04,989 - mmaction - INFO - Epoch [46][1960/2640] lr: 1.000e-04, eta: 1:20:38, time: 0.422, data_time: 0.001, memory: 5694, top1_acc: 0.5297, top5_acc: 0.7953, loss_cls: 1.8184, loss: 1.8184, grad_norm: 8.6897 2021-08-17 12:49:13,452 - mmaction - INFO - Epoch [46][1980/2640] lr: 1.000e-04, eta: 1:20:30, time: 0.423, data_time: 0.001, memory: 5694, top1_acc: 0.5398, top5_acc: 0.8187, loss_cls: 1.7153, loss: 1.7153, grad_norm: 8.5958 2021-08-17 12:49:21,884 - mmaction - INFO - Epoch [46][2000/2640] lr: 1.000e-04, eta: 1:20:21, time: 0.422, data_time: 0.000, memory: 5694, top1_acc: 0.5453, top5_acc: 0.8242, loss_cls: 1.6693, loss: 1.6693, grad_norm: 8.4641 2021-08-17 12:49:30,339 - mmaction - INFO - Epoch [46][2020/2640] lr: 1.000e-04, eta: 1:20:12, time: 0.423, data_time: 0.001, memory: 5694, top1_acc: 0.5453, top5_acc: 0.7984, loss_cls: 1.7816, loss: 1.7816, grad_norm: 8.5112 2021-08-17 12:49:38,750 - mmaction - INFO - Epoch [46][2040/2640] lr: 1.000e-04, eta: 1:20:04, time: 0.421, data_time: 0.001, memory: 5694, top1_acc: 0.5008, top5_acc: 0.7859, loss_cls: 1.8848, loss: 1.8848, grad_norm: 8.7935 2021-08-17 12:49:47,221 - mmaction - INFO - Epoch [46][2060/2640] lr: 1.000e-04, eta: 1:19:55, time: 0.424, data_time: 0.001, memory: 5694, top1_acc: 0.5258, top5_acc: 0.7906, loss_cls: 1.8264, loss: 1.8264, grad_norm: 8.8215 2021-08-17 12:49:55,687 - mmaction - INFO - Epoch [46][2080/2640] lr: 1.000e-04, eta: 1:19:46, time: 0.423, data_time: 0.001, memory: 5694, top1_acc: 0.5547, top5_acc: 0.8031, loss_cls: 1.7564, loss: 1.7564, grad_norm: 8.8707 2021-08-17 12:50:04,118 - mmaction - INFO - Epoch [46][2100/2640] lr: 1.000e-04, eta: 1:19:38, time: 0.422, data_time: 0.000, memory: 5694, top1_acc: 0.5234, top5_acc: 0.8016, loss_cls: 1.8008, loss: 1.8008, grad_norm: 8.6949 2021-08-17 12:50:12,548 - mmaction - INFO - Epoch [46][2120/2640] lr: 1.000e-04, eta: 1:19:29, time: 0.421, data_time: 0.001, memory: 5694, top1_acc: 0.5312, top5_acc: 0.8195, loss_cls: 1.7536, loss: 1.7536, grad_norm: 8.8018 2021-08-17 12:50:20,966 - mmaction - INFO - Epoch [46][2140/2640] lr: 1.000e-04, eta: 1:19:21, time: 0.421, data_time: 0.000, memory: 5694, top1_acc: 0.5312, top5_acc: 0.8078, loss_cls: 1.7710, loss: 1.7710, grad_norm: 8.8036 2021-08-17 12:50:29,367 - mmaction - INFO - Epoch [46][2160/2640] lr: 1.000e-04, eta: 1:19:12, time: 0.420, data_time: 0.000, memory: 5694, top1_acc: 0.5383, top5_acc: 0.7961, loss_cls: 1.7842, loss: 1.7842, grad_norm: 8.5330 2021-08-17 12:50:37,805 - mmaction - INFO - Epoch [46][2180/2640] lr: 1.000e-04, eta: 1:19:03, time: 0.422, data_time: 0.001, memory: 5694, top1_acc: 0.5180, top5_acc: 0.8219, loss_cls: 1.7373, loss: 1.7373, grad_norm: 8.6543 2021-08-17 12:50:46,157 - mmaction - INFO - Epoch [46][2200/2640] lr: 1.000e-04, eta: 1:18:55, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.5156, top5_acc: 0.7930, loss_cls: 1.8236, loss: 1.8236, grad_norm: 8.7421 2021-08-17 12:50:54,535 - mmaction - INFO - Epoch [46][2220/2640] lr: 1.000e-04, eta: 1:18:46, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.5203, top5_acc: 0.7953, loss_cls: 1.8167, loss: 1.8167, grad_norm: 8.7494 2021-08-17 12:51:02,887 - mmaction - INFO - Epoch [46][2240/2640] lr: 1.000e-04, eta: 1:18:37, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.5211, top5_acc: 0.7953, loss_cls: 1.7951, loss: 1.7951, grad_norm: 8.5951 2021-08-17 12:51:11,253 - mmaction - INFO - Epoch [46][2260/2640] lr: 1.000e-04, eta: 1:18:29, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.5258, top5_acc: 0.8203, loss_cls: 1.7308, loss: 1.7308, grad_norm: 8.8097 2021-08-17 12:51:19,607 - mmaction - INFO - Epoch [46][2280/2640] lr: 1.000e-04, eta: 1:18:20, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.5320, top5_acc: 0.8031, loss_cls: 1.7217, loss: 1.7217, grad_norm: 8.3083 2021-08-17 12:51:27,991 - mmaction - INFO - Epoch [46][2300/2640] lr: 1.000e-04, eta: 1:18:11, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.5258, top5_acc: 0.8008, loss_cls: 1.7872, loss: 1.7872, grad_norm: 8.6515 2021-08-17 12:51:36,327 - mmaction - INFO - Epoch [46][2320/2640] lr: 1.000e-04, eta: 1:18:03, time: 0.417, data_time: 0.000, memory: 5694, top1_acc: 0.5344, top5_acc: 0.7883, loss_cls: 1.8190, loss: 1.8190, grad_norm: 8.6099 2021-08-17 12:51:44,701 - mmaction - INFO - Epoch [46][2340/2640] lr: 1.000e-04, eta: 1:17:54, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.5570, top5_acc: 0.8102, loss_cls: 1.7217, loss: 1.7217, grad_norm: 8.3639 2021-08-17 12:51:53,051 - mmaction - INFO - Epoch [46][2360/2640] lr: 1.000e-04, eta: 1:17:46, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.5281, top5_acc: 0.8156, loss_cls: 1.7824, loss: 1.7824, grad_norm: 8.6652 2021-08-17 12:52:01,424 - mmaction - INFO - Epoch [46][2380/2640] lr: 1.000e-04, eta: 1:17:37, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.5250, top5_acc: 0.8180, loss_cls: 1.7420, loss: 1.7420, grad_norm: 8.5898 2021-08-17 12:52:09,778 - mmaction - INFO - Epoch [46][2400/2640] lr: 1.000e-04, eta: 1:17:28, time: 0.418, data_time: 0.000, memory: 5694, top1_acc: 0.5328, top5_acc: 0.8258, loss_cls: 1.7462, loss: 1.7462, grad_norm: 8.4567 2021-08-17 12:52:18,177 - mmaction - INFO - Epoch [46][2420/2640] lr: 1.000e-04, eta: 1:17:20, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.5328, top5_acc: 0.8047, loss_cls: 1.7541, loss: 1.7541, grad_norm: 8.7460 2021-08-17 12:52:26,498 - mmaction - INFO - Epoch [46][2440/2640] lr: 1.000e-04, eta: 1:17:11, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.5227, top5_acc: 0.8156, loss_cls: 1.7581, loss: 1.7581, grad_norm: 8.6993 2021-08-17 12:52:34,860 - mmaction - INFO - Epoch [46][2460/2640] lr: 1.000e-04, eta: 1:17:02, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.5367, top5_acc: 0.8203, loss_cls: 1.6964, loss: 1.6964, grad_norm: 8.5717 2021-08-17 12:52:43,209 - mmaction - INFO - Epoch [46][2480/2640] lr: 1.000e-04, eta: 1:16:54, time: 0.417, data_time: 0.000, memory: 5694, top1_acc: 0.5297, top5_acc: 0.8016, loss_cls: 1.7855, loss: 1.7855, grad_norm: 8.5844 2021-08-17 12:52:51,561 - mmaction - INFO - Epoch [46][2500/2640] lr: 1.000e-04, eta: 1:16:45, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.5391, top5_acc: 0.8109, loss_cls: 1.6827, loss: 1.6827, grad_norm: 8.3524 2021-08-17 12:52:59,923 - mmaction - INFO - Epoch [46][2520/2640] lr: 1.000e-04, eta: 1:16:37, time: 0.418, data_time: 0.000, memory: 5694, top1_acc: 0.5453, top5_acc: 0.8109, loss_cls: 1.7175, loss: 1.7175, grad_norm: 8.6971 2021-08-17 12:53:08,245 - mmaction - INFO - Epoch [46][2540/2640] lr: 1.000e-04, eta: 1:16:28, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.5070, top5_acc: 0.7828, loss_cls: 1.8716, loss: 1.8716, grad_norm: 9.1067 2021-08-17 12:53:16,574 - mmaction - INFO - Epoch [46][2560/2640] lr: 1.000e-04, eta: 1:16:19, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.5297, top5_acc: 0.8039, loss_cls: 1.7663, loss: 1.7663, grad_norm: 8.8750 2021-08-17 12:53:24,906 - mmaction - INFO - Epoch [46][2580/2640] lr: 1.000e-04, eta: 1:16:11, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.5422, top5_acc: 0.8000, loss_cls: 1.7475, loss: 1.7475, grad_norm: 8.5809 2021-08-17 12:53:33,244 - mmaction - INFO - Epoch [46][2600/2640] lr: 1.000e-04, eta: 1:16:02, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.5242, top5_acc: 0.8117, loss_cls: 1.7720, loss: 1.7720, grad_norm: 8.6015 2021-08-17 12:53:41,585 - mmaction - INFO - Epoch [46][2620/2640] lr: 1.000e-04, eta: 1:15:53, time: 0.417, data_time: 0.000, memory: 5694, top1_acc: 0.5508, top5_acc: 0.8109, loss_cls: 1.6835, loss: 1.6835, grad_norm: 8.4664 2021-08-17 12:53:49,697 - mmaction - INFO - Epoch [46][2640/2640] lr: 1.000e-04, eta: 1:15:45, time: 0.406, data_time: 0.001, memory: 5694, top1_acc: 0.5056, top5_acc: 0.7903, loss_cls: 1.8665, loss: 1.8665, grad_norm: 8.9913 2021-08-17 12:55:21,281 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-08-17 12:55:21,633 - mmaction - INFO - top1_acc 0.2824 top5_acc 0.5809 2021-08-17 12:55:21,633 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-08-17 12:55:21,655 - mmaction - INFO - mean_acc 0.2333 2021-08-17 12:55:21,661 - mmaction - INFO - Saving checkpoint at 46 epochs 2021-08-17 12:55:21,935 - mmaction - INFO - Epoch(val) [46][194] top1_acc: 0.2824, top5_acc: 0.5809, mean_class_accuracy: 0.2333 2021-08-17 12:56:35,229 - mmaction - INFO - Epoch [47][20/2640] lr: 1.000e-04, eta: 1:15:42, time: 3.664, data_time: 3.254, memory: 5694, top1_acc: 0.5312, top5_acc: 0.8094, loss_cls: 1.7510, loss: 1.7510, grad_norm: 8.7328 2021-08-17 12:56:43,199 - mmaction - INFO - Epoch [47][40/2640] lr: 1.000e-04, eta: 1:15:33, time: 0.398, data_time: 0.003, memory: 5694, top1_acc: 0.5555, top5_acc: 0.8141, loss_cls: 1.6906, loss: 1.6906, grad_norm: 8.3153 2021-08-17 12:56:51,129 - mmaction - INFO - Epoch [47][60/2640] lr: 1.000e-04, eta: 1:15:24, time: 0.397, data_time: 0.001, memory: 5694, top1_acc: 0.5203, top5_acc: 0.7867, loss_cls: 1.8491, loss: 1.8491, grad_norm: 8.9187 2021-08-17 12:56:59,109 - mmaction - INFO - Epoch [47][80/2640] lr: 1.000e-04, eta: 1:15:16, time: 0.399, data_time: 0.000, memory: 5694, top1_acc: 0.5492, top5_acc: 0.8211, loss_cls: 1.7204, loss: 1.7204, grad_norm: 8.3839 2021-08-17 12:57:07,105 - mmaction - INFO - Epoch [47][100/2640] lr: 1.000e-04, eta: 1:15:07, time: 0.400, data_time: 0.000, memory: 5694, top1_acc: 0.5195, top5_acc: 0.8195, loss_cls: 1.7365, loss: 1.7365, grad_norm: 8.6697 2021-08-17 12:57:15,167 - mmaction - INFO - Epoch [47][120/2640] lr: 1.000e-04, eta: 1:14:58, time: 0.403, data_time: 0.001, memory: 5694, top1_acc: 0.5344, top5_acc: 0.8047, loss_cls: 1.7570, loss: 1.7570, grad_norm: 8.6367 2021-08-17 12:57:23,320 - mmaction - INFO - Epoch [47][140/2640] lr: 1.000e-04, eta: 1:14:50, time: 0.408, data_time: 0.000, memory: 5694, top1_acc: 0.5242, top5_acc: 0.8031, loss_cls: 1.7483, loss: 1.7483, grad_norm: 8.8073 2021-08-17 12:57:31,546 - mmaction - INFO - Epoch [47][160/2640] lr: 1.000e-04, eta: 1:14:41, time: 0.411, data_time: 0.001, memory: 5694, top1_acc: 0.5180, top5_acc: 0.8008, loss_cls: 1.7804, loss: 1.7804, grad_norm: 8.6277 2021-08-17 12:57:39,822 - mmaction - INFO - Epoch [47][180/2640] lr: 1.000e-04, eta: 1:14:32, time: 0.414, data_time: 0.001, memory: 5694, top1_acc: 0.5219, top5_acc: 0.8047, loss_cls: 1.7671, loss: 1.7671, grad_norm: 8.6154 2021-08-17 12:57:48,180 - mmaction - INFO - Epoch [47][200/2640] lr: 1.000e-04, eta: 1:14:24, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.5375, top5_acc: 0.8047, loss_cls: 1.6981, loss: 1.6981, grad_norm: 8.2212 2021-08-17 12:57:56,546 - mmaction - INFO - Epoch [47][220/2640] lr: 1.000e-04, eta: 1:14:15, time: 0.418, data_time: 0.000, memory: 5694, top1_acc: 0.5469, top5_acc: 0.8141, loss_cls: 1.7169, loss: 1.7169, grad_norm: 8.5751 2021-08-17 12:58:04,904 - mmaction - INFO - Epoch [47][240/2640] lr: 1.000e-04, eta: 1:14:06, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.5250, top5_acc: 0.8109, loss_cls: 1.8133, loss: 1.8133, grad_norm: 8.9375 2021-08-17 12:58:13,258 - mmaction - INFO - Epoch [47][260/2640] lr: 1.000e-04, eta: 1:13:58, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.5453, top5_acc: 0.8117, loss_cls: 1.7489, loss: 1.7489, grad_norm: 8.4244 2021-08-17 12:58:21,630 - mmaction - INFO - Epoch [47][280/2640] lr: 1.000e-04, eta: 1:13:49, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.5250, top5_acc: 0.7945, loss_cls: 1.7947, loss: 1.7947, grad_norm: 8.6245 2021-08-17 12:58:30,010 - mmaction - INFO - Epoch [47][300/2640] lr: 1.000e-04, eta: 1:13:41, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.5203, top5_acc: 0.8180, loss_cls: 1.7521, loss: 1.7521, grad_norm: 8.8234 2021-08-17 12:58:38,385 - mmaction - INFO - Epoch [47][320/2640] lr: 1.000e-04, eta: 1:13:32, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.5305, top5_acc: 0.8063, loss_cls: 1.7867, loss: 1.7867, grad_norm: 8.6998 2021-08-17 12:58:46,772 - mmaction - INFO - Epoch [47][340/2640] lr: 1.000e-04, eta: 1:13:23, time: 0.419, data_time: 0.000, memory: 5694, top1_acc: 0.5188, top5_acc: 0.7937, loss_cls: 1.7818, loss: 1.7818, grad_norm: 8.4926 2021-08-17 12:58:55,162 - mmaction - INFO - Epoch [47][360/2640] lr: 1.000e-04, eta: 1:13:15, time: 0.420, data_time: 0.000, memory: 5694, top1_acc: 0.5367, top5_acc: 0.8008, loss_cls: 1.7554, loss: 1.7554, grad_norm: 8.6871 2021-08-17 12:59:03,560 - mmaction - INFO - Epoch [47][380/2640] lr: 1.000e-04, eta: 1:13:06, time: 0.420, data_time: 0.000, memory: 5694, top1_acc: 0.5477, top5_acc: 0.8133, loss_cls: 1.7043, loss: 1.7043, grad_norm: 8.6929 2021-08-17 12:59:12,001 - mmaction - INFO - Epoch [47][400/2640] lr: 1.000e-04, eta: 1:12:57, time: 0.422, data_time: 0.001, memory: 5694, top1_acc: 0.5375, top5_acc: 0.8023, loss_cls: 1.7659, loss: 1.7659, grad_norm: 8.9071 2021-08-17 12:59:20,415 - mmaction - INFO - Epoch [47][420/2640] lr: 1.000e-04, eta: 1:12:49, time: 0.421, data_time: 0.000, memory: 5694, top1_acc: 0.5352, top5_acc: 0.8055, loss_cls: 1.7173, loss: 1.7173, grad_norm: 8.3026 2021-08-17 12:59:28,831 - mmaction - INFO - Epoch [47][440/2640] lr: 1.000e-04, eta: 1:12:40, time: 0.421, data_time: 0.001, memory: 5694, top1_acc: 0.5414, top5_acc: 0.8133, loss_cls: 1.7474, loss: 1.7474, grad_norm: 8.8693 2021-08-17 12:59:37,232 - mmaction - INFO - Epoch [47][460/2640] lr: 1.000e-04, eta: 1:12:31, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.5398, top5_acc: 0.8063, loss_cls: 1.7484, loss: 1.7484, grad_norm: 8.5902 2021-08-17 12:59:45,666 - mmaction - INFO - Epoch [47][480/2640] lr: 1.000e-04, eta: 1:12:23, time: 0.422, data_time: 0.001, memory: 5694, top1_acc: 0.5398, top5_acc: 0.7984, loss_cls: 1.7300, loss: 1.7300, grad_norm: 8.6291 2021-08-17 12:59:54,084 - mmaction - INFO - Epoch [47][500/2640] lr: 1.000e-04, eta: 1:12:14, time: 0.421, data_time: 0.001, memory: 5694, top1_acc: 0.5555, top5_acc: 0.8219, loss_cls: 1.7102, loss: 1.7102, grad_norm: 8.5783 2021-08-17 13:00:02,492 - mmaction - INFO - Epoch [47][520/2640] lr: 1.000e-04, eta: 1:12:06, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.5320, top5_acc: 0.8039, loss_cls: 1.7680, loss: 1.7680, grad_norm: 8.6903 2021-08-17 13:00:10,895 - mmaction - INFO - Epoch [47][540/2640] lr: 1.000e-04, eta: 1:11:57, time: 0.420, data_time: 0.000, memory: 5694, top1_acc: 0.5500, top5_acc: 0.8109, loss_cls: 1.7600, loss: 1.7600, grad_norm: 8.5035 2021-08-17 13:00:19,303 - mmaction - INFO - Epoch [47][560/2640] lr: 1.000e-04, eta: 1:11:48, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.5422, top5_acc: 0.8078, loss_cls: 1.7343, loss: 1.7343, grad_norm: 8.5570 2021-08-17 13:00:27,700 - mmaction - INFO - Epoch [47][580/2640] lr: 1.000e-04, eta: 1:11:40, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.5328, top5_acc: 0.7992, loss_cls: 1.7542, loss: 1.7542, grad_norm: 8.6600 2021-08-17 13:00:36,082 - mmaction - INFO - Epoch [47][600/2640] lr: 1.000e-04, eta: 1:11:31, time: 0.419, data_time: 0.002, memory: 5694, top1_acc: 0.5406, top5_acc: 0.8055, loss_cls: 1.7249, loss: 1.7249, grad_norm: 8.6574 2021-08-17 13:00:44,475 - mmaction - INFO - Epoch [47][620/2640] lr: 1.000e-04, eta: 1:11:22, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.5352, top5_acc: 0.7922, loss_cls: 1.8206, loss: 1.8206, grad_norm: 9.0403 2021-08-17 13:00:52,860 - mmaction - INFO - Epoch [47][640/2640] lr: 1.000e-04, eta: 1:11:14, time: 0.419, data_time: 0.000, memory: 5694, top1_acc: 0.5344, top5_acc: 0.8078, loss_cls: 1.7553, loss: 1.7553, grad_norm: 8.5254 2021-08-17 13:01:01,222 - mmaction - INFO - Epoch [47][660/2640] lr: 1.000e-04, eta: 1:11:05, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.5414, top5_acc: 0.8141, loss_cls: 1.7499, loss: 1.7499, grad_norm: 8.6581 2021-08-17 13:01:09,616 - mmaction - INFO - Epoch [47][680/2640] lr: 1.000e-04, eta: 1:10:56, time: 0.420, data_time: 0.000, memory: 5694, top1_acc: 0.5437, top5_acc: 0.7977, loss_cls: 1.7754, loss: 1.7754, grad_norm: 8.7283 2021-08-17 13:01:17,985 - mmaction - INFO - Epoch [47][700/2640] lr: 1.000e-04, eta: 1:10:48, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.5445, top5_acc: 0.8008, loss_cls: 1.7774, loss: 1.7774, grad_norm: 8.7459 2021-08-17 13:01:26,322 - mmaction - INFO - Epoch [47][720/2640] lr: 1.000e-04, eta: 1:10:39, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.5289, top5_acc: 0.8258, loss_cls: 1.7293, loss: 1.7293, grad_norm: 8.3150 2021-08-17 13:01:34,675 - mmaction - INFO - Epoch [47][740/2640] lr: 1.000e-04, eta: 1:10:31, time: 0.417, data_time: 0.000, memory: 5694, top1_acc: 0.5578, top5_acc: 0.8156, loss_cls: 1.6935, loss: 1.6935, grad_norm: 8.5110 2021-08-17 13:01:43,070 - mmaction - INFO - Epoch [47][760/2640] lr: 1.000e-04, eta: 1:10:22, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.5422, top5_acc: 0.8164, loss_cls: 1.7278, loss: 1.7278, grad_norm: 8.6539 2021-08-17 13:01:51,444 - mmaction - INFO - Epoch [47][780/2640] lr: 1.000e-04, eta: 1:10:13, time: 0.419, data_time: 0.000, memory: 5694, top1_acc: 0.5352, top5_acc: 0.8250, loss_cls: 1.6953, loss: 1.6953, grad_norm: 8.7868 2021-08-17 13:01:59,818 - mmaction - INFO - Epoch [47][800/2640] lr: 1.000e-04, eta: 1:10:05, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.5359, top5_acc: 0.8023, loss_cls: 1.7907, loss: 1.7907, grad_norm: 8.7875 2021-08-17 13:02:08,153 - mmaction - INFO - Epoch [47][820/2640] lr: 1.000e-04, eta: 1:09:56, time: 0.417, data_time: 0.000, memory: 5694, top1_acc: 0.5117, top5_acc: 0.8063, loss_cls: 1.7990, loss: 1.7990, grad_norm: 8.9523 2021-08-17 13:02:16,527 - mmaction - INFO - Epoch [47][840/2640] lr: 1.000e-04, eta: 1:09:47, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.5352, top5_acc: 0.8187, loss_cls: 1.6972, loss: 1.6972, grad_norm: 8.5608 2021-08-17 13:02:24,911 - mmaction - INFO - Epoch [47][860/2640] lr: 1.000e-04, eta: 1:09:39, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.5281, top5_acc: 0.8148, loss_cls: 1.7211, loss: 1.7211, grad_norm: 8.2924 2021-08-17 13:02:33,271 - mmaction - INFO - Epoch [47][880/2640] lr: 1.000e-04, eta: 1:09:30, time: 0.418, data_time: 0.000, memory: 5694, top1_acc: 0.5109, top5_acc: 0.8016, loss_cls: 1.8039, loss: 1.8039, grad_norm: 9.0061 2021-08-17 13:02:41,632 - mmaction - INFO - Epoch [47][900/2640] lr: 1.000e-04, eta: 1:09:21, time: 0.417, data_time: 0.000, memory: 5694, top1_acc: 0.5195, top5_acc: 0.8148, loss_cls: 1.8069, loss: 1.8069, grad_norm: 9.0058 2021-08-17 13:02:49,980 - mmaction - INFO - Epoch [47][920/2640] lr: 1.000e-04, eta: 1:09:13, time: 0.418, data_time: 0.002, memory: 5694, top1_acc: 0.5125, top5_acc: 0.7891, loss_cls: 1.8012, loss: 1.8012, grad_norm: 8.7098 2021-08-17 13:02:58,328 - mmaction - INFO - Epoch [47][940/2640] lr: 1.000e-04, eta: 1:09:04, time: 0.417, data_time: 0.000, memory: 5694, top1_acc: 0.5352, top5_acc: 0.8063, loss_cls: 1.7727, loss: 1.7727, grad_norm: 8.6061 2021-08-17 13:03:06,701 - mmaction - INFO - Epoch [47][960/2640] lr: 1.000e-04, eta: 1:08:56, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.5312, top5_acc: 0.7914, loss_cls: 1.8261, loss: 1.8261, grad_norm: 8.8166 2021-08-17 13:03:15,047 - mmaction - INFO - Epoch [47][980/2640] lr: 1.000e-04, eta: 1:08:47, time: 0.417, data_time: 0.000, memory: 5694, top1_acc: 0.5242, top5_acc: 0.8078, loss_cls: 1.7849, loss: 1.7849, grad_norm: 8.7223 2021-08-17 13:03:23,393 - mmaction - INFO - Epoch [47][1000/2640] lr: 1.000e-04, eta: 1:08:38, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.5312, top5_acc: 0.8133, loss_cls: 1.7353, loss: 1.7353, grad_norm: 8.6255 2021-08-17 13:03:31,750 - mmaction - INFO - Epoch [47][1020/2640] lr: 1.000e-04, eta: 1:08:30, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.5242, top5_acc: 0.8195, loss_cls: 1.6952, loss: 1.6952, grad_norm: 8.3172 2021-08-17 13:03:40,100 - mmaction - INFO - Epoch [47][1040/2640] lr: 1.000e-04, eta: 1:08:21, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.5398, top5_acc: 0.8148, loss_cls: 1.7008, loss: 1.7008, grad_norm: 8.5245 2021-08-17 13:03:48,443 - mmaction - INFO - Epoch [47][1060/2640] lr: 1.000e-04, eta: 1:08:12, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.5352, top5_acc: 0.8187, loss_cls: 1.7338, loss: 1.7338, grad_norm: 8.5350 2021-08-17 13:03:56,793 - mmaction - INFO - Epoch [47][1080/2640] lr: 1.000e-04, eta: 1:08:04, time: 0.417, data_time: 0.000, memory: 5694, top1_acc: 0.5461, top5_acc: 0.8109, loss_cls: 1.7044, loss: 1.7044, grad_norm: 8.6765 2021-08-17 13:04:05,160 - mmaction - INFO - Epoch [47][1100/2640] lr: 1.000e-04, eta: 1:07:55, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.5273, top5_acc: 0.8023, loss_cls: 1.8089, loss: 1.8089, grad_norm: 8.9777 2021-08-17 13:04:13,521 - mmaction - INFO - Epoch [47][1120/2640] lr: 1.000e-04, eta: 1:07:46, time: 0.418, data_time: 0.000, memory: 5694, top1_acc: 0.5477, top5_acc: 0.8289, loss_cls: 1.6806, loss: 1.6806, grad_norm: 8.6576 2021-08-17 13:04:21,832 - mmaction - INFO - Epoch [47][1140/2640] lr: 1.000e-04, eta: 1:07:38, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.5164, top5_acc: 0.7906, loss_cls: 1.7914, loss: 1.7914, grad_norm: 8.6864 2021-08-17 13:04:30,187 - mmaction - INFO - Epoch [47][1160/2640] lr: 1.000e-04, eta: 1:07:29, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.5328, top5_acc: 0.8047, loss_cls: 1.7559, loss: 1.7559, grad_norm: 8.7795 2021-08-17 13:04:38,557 - mmaction - INFO - Epoch [47][1180/2640] lr: 1.000e-04, eta: 1:07:21, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.5312, top5_acc: 0.8047, loss_cls: 1.7358, loss: 1.7358, grad_norm: 8.6430 2021-08-17 13:04:46,915 - mmaction - INFO - Epoch [47][1200/2640] lr: 1.000e-04, eta: 1:07:12, time: 0.418, data_time: 0.000, memory: 5694, top1_acc: 0.5250, top5_acc: 0.8133, loss_cls: 1.7553, loss: 1.7553, grad_norm: 8.6013 2021-08-17 13:04:55,281 - mmaction - INFO - Epoch [47][1220/2640] lr: 1.000e-04, eta: 1:07:03, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.5281, top5_acc: 0.8039, loss_cls: 1.7478, loss: 1.7478, grad_norm: 8.7240 2021-08-17 13:05:03,639 - mmaction - INFO - Epoch [47][1240/2640] lr: 1.000e-04, eta: 1:06:55, time: 0.418, data_time: 0.000, memory: 5694, top1_acc: 0.5484, top5_acc: 0.8242, loss_cls: 1.6998, loss: 1.6998, grad_norm: 8.8223 2021-08-17 13:05:11,986 - mmaction - INFO - Epoch [47][1260/2640] lr: 1.000e-04, eta: 1:06:46, time: 0.417, data_time: 0.000, memory: 5694, top1_acc: 0.5219, top5_acc: 0.8148, loss_cls: 1.7556, loss: 1.7556, grad_norm: 8.5772 2021-08-17 13:05:20,338 - mmaction - INFO - Epoch [47][1280/2640] lr: 1.000e-04, eta: 1:06:37, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.5539, top5_acc: 0.8039, loss_cls: 1.7112, loss: 1.7112, grad_norm: 8.3656 2021-08-17 13:05:28,709 - mmaction - INFO - Epoch [47][1300/2640] lr: 1.000e-04, eta: 1:06:29, time: 0.418, data_time: 0.000, memory: 5694, top1_acc: 0.5125, top5_acc: 0.7961, loss_cls: 1.8438, loss: 1.8438, grad_norm: 8.6936 2021-08-17 13:05:37,083 - mmaction - INFO - Epoch [47][1320/2640] lr: 1.000e-04, eta: 1:06:20, time: 0.419, data_time: 0.002, memory: 5694, top1_acc: 0.5359, top5_acc: 0.8133, loss_cls: 1.7108, loss: 1.7108, grad_norm: 8.4173 2021-08-17 13:05:45,453 - mmaction - INFO - Epoch [47][1340/2640] lr: 1.000e-04, eta: 1:06:11, time: 0.419, data_time: 0.000, memory: 5694, top1_acc: 0.5320, top5_acc: 0.7992, loss_cls: 1.7492, loss: 1.7492, grad_norm: 8.4448 2021-08-17 13:05:53,786 - mmaction - INFO - Epoch [47][1360/2640] lr: 1.000e-04, eta: 1:06:03, time: 0.417, data_time: 0.000, memory: 5694, top1_acc: 0.5141, top5_acc: 0.7953, loss_cls: 1.7818, loss: 1.7818, grad_norm: 8.6306 2021-08-17 13:06:02,164 - mmaction - INFO - Epoch [47][1380/2640] lr: 1.000e-04, eta: 1:05:54, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.5437, top5_acc: 0.8031, loss_cls: 1.7514, loss: 1.7514, grad_norm: 8.5458 2021-08-17 13:06:10,537 - mmaction - INFO - Epoch [47][1400/2640] lr: 1.000e-04, eta: 1:05:46, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.5109, top5_acc: 0.7969, loss_cls: 1.8327, loss: 1.8327, grad_norm: 8.7659 2021-08-17 13:06:18,894 - mmaction - INFO - Epoch [47][1420/2640] lr: 1.000e-04, eta: 1:05:37, time: 0.417, data_time: 0.000, memory: 5694, top1_acc: 0.5312, top5_acc: 0.8055, loss_cls: 1.7545, loss: 1.7545, grad_norm: 8.6805 2021-08-17 13:06:27,281 - mmaction - INFO - Epoch [47][1440/2640] lr: 1.000e-04, eta: 1:05:28, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.5422, top5_acc: 0.8070, loss_cls: 1.7487, loss: 1.7487, grad_norm: 8.4469 2021-08-17 13:06:35,680 - mmaction - INFO - Epoch [47][1460/2640] lr: 1.000e-04, eta: 1:05:20, time: 0.420, data_time: 0.000, memory: 5694, top1_acc: 0.5500, top5_acc: 0.8195, loss_cls: 1.7023, loss: 1.7023, grad_norm: 8.3780 2021-08-17 13:06:44,038 - mmaction - INFO - Epoch [47][1480/2640] lr: 1.000e-04, eta: 1:05:11, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.5578, top5_acc: 0.8273, loss_cls: 1.6937, loss: 1.6937, grad_norm: 8.3759 2021-08-17 13:06:52,438 - mmaction - INFO - Epoch [47][1500/2640] lr: 1.000e-04, eta: 1:05:02, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.5516, top5_acc: 0.8125, loss_cls: 1.7038, loss: 1.7038, grad_norm: 8.4063 2021-08-17 13:07:00,813 - mmaction - INFO - Epoch [47][1520/2640] lr: 1.000e-04, eta: 1:04:54, time: 0.419, data_time: 0.000, memory: 5694, top1_acc: 0.5305, top5_acc: 0.7930, loss_cls: 1.7706, loss: 1.7706, grad_norm: 8.6131 2021-08-17 13:07:09,189 - mmaction - INFO - Epoch [47][1540/2640] lr: 1.000e-04, eta: 1:04:45, time: 0.419, data_time: 0.000, memory: 5694, top1_acc: 0.5352, top5_acc: 0.8117, loss_cls: 1.7510, loss: 1.7510, grad_norm: 8.6212 2021-08-17 13:07:17,566 - mmaction - INFO - Epoch [47][1560/2640] lr: 1.000e-04, eta: 1:04:36, time: 0.418, data_time: 0.000, memory: 5694, top1_acc: 0.5227, top5_acc: 0.8039, loss_cls: 1.7796, loss: 1.7796, grad_norm: 8.8210 2021-08-17 13:07:25,975 - mmaction - INFO - Epoch [47][1580/2640] lr: 1.000e-04, eta: 1:04:28, time: 0.421, data_time: 0.001, memory: 5694, top1_acc: 0.5172, top5_acc: 0.8039, loss_cls: 1.7946, loss: 1.7946, grad_norm: 8.8375 2021-08-17 13:07:34,333 - mmaction - INFO - Epoch [47][1600/2640] lr: 1.000e-04, eta: 1:04:19, time: 0.418, data_time: 0.000, memory: 5694, top1_acc: 0.5469, top5_acc: 0.8164, loss_cls: 1.7509, loss: 1.7509, grad_norm: 8.6513 2021-08-17 13:07:42,691 - mmaction - INFO - Epoch [47][1620/2640] lr: 1.000e-04, eta: 1:04:11, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.5477, top5_acc: 0.8141, loss_cls: 1.7492, loss: 1.7492, grad_norm: 8.7161 2021-08-17 13:07:51,067 - mmaction - INFO - Epoch [47][1640/2640] lr: 1.000e-04, eta: 1:04:02, time: 0.419, data_time: 0.000, memory: 5694, top1_acc: 0.5594, top5_acc: 0.8125, loss_cls: 1.6940, loss: 1.6940, grad_norm: 8.4629 2021-08-17 13:07:59,446 - mmaction - INFO - Epoch [47][1660/2640] lr: 1.000e-04, eta: 1:03:53, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.5336, top5_acc: 0.8117, loss_cls: 1.7604, loss: 1.7604, grad_norm: 8.8929 2021-08-17 13:08:07,807 - mmaction - INFO - Epoch [47][1680/2640] lr: 1.000e-04, eta: 1:03:45, time: 0.418, data_time: 0.000, memory: 5694, top1_acc: 0.5500, top5_acc: 0.8164, loss_cls: 1.6864, loss: 1.6864, grad_norm: 8.2866 2021-08-17 13:08:16,149 - mmaction - INFO - Epoch [47][1700/2640] lr: 1.000e-04, eta: 1:03:36, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.5250, top5_acc: 0.8156, loss_cls: 1.7464, loss: 1.7464, grad_norm: 8.7911 2021-08-17 13:08:24,519 - mmaction - INFO - Epoch [47][1720/2640] lr: 1.000e-04, eta: 1:03:27, time: 0.418, data_time: 0.002, memory: 5694, top1_acc: 0.5375, top5_acc: 0.8047, loss_cls: 1.7467, loss: 1.7467, grad_norm: 8.4380 2021-08-17 13:08:32,864 - mmaction - INFO - Epoch [47][1740/2640] lr: 1.000e-04, eta: 1:03:19, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.5320, top5_acc: 0.8063, loss_cls: 1.7498, loss: 1.7498, grad_norm: 8.7876 2021-08-17 13:08:41,240 - mmaction - INFO - Epoch [47][1760/2640] lr: 1.000e-04, eta: 1:03:10, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.5414, top5_acc: 0.8008, loss_cls: 1.7302, loss: 1.7302, grad_norm: 8.6207 2021-08-17 13:08:49,585 - mmaction - INFO - Epoch [47][1780/2640] lr: 1.000e-04, eta: 1:03:02, time: 0.417, data_time: 0.000, memory: 5694, top1_acc: 0.5430, top5_acc: 0.8242, loss_cls: 1.6972, loss: 1.6972, grad_norm: 8.4582 2021-08-17 13:08:57,976 - mmaction - INFO - Epoch [47][1800/2640] lr: 1.000e-04, eta: 1:02:53, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.5320, top5_acc: 0.7977, loss_cls: 1.7712, loss: 1.7712, grad_norm: 8.6887 2021-08-17 13:09:06,341 - mmaction - INFO - Epoch [47][1820/2640] lr: 1.000e-04, eta: 1:02:44, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.5711, top5_acc: 0.8281, loss_cls: 1.6465, loss: 1.6465, grad_norm: 8.3005 2021-08-17 13:09:14,709 - mmaction - INFO - Epoch [47][1840/2640] lr: 1.000e-04, eta: 1:02:36, time: 0.418, data_time: 0.000, memory: 5694, top1_acc: 0.5062, top5_acc: 0.8172, loss_cls: 1.7615, loss: 1.7615, grad_norm: 8.7673 2021-08-17 13:09:23,077 - mmaction - INFO - Epoch [47][1860/2640] lr: 1.000e-04, eta: 1:02:27, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.5227, top5_acc: 0.7969, loss_cls: 1.8370, loss: 1.8370, grad_norm: 8.7869 2021-08-17 13:09:31,465 - mmaction - INFO - Epoch [47][1880/2640] lr: 1.000e-04, eta: 1:02:18, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.5312, top5_acc: 0.8125, loss_cls: 1.7986, loss: 1.7986, grad_norm: 8.5690 2021-08-17 13:09:39,845 - mmaction - INFO - Epoch [47][1900/2640] lr: 1.000e-04, eta: 1:02:10, time: 0.419, data_time: 0.000, memory: 5694, top1_acc: 0.5219, top5_acc: 0.7953, loss_cls: 1.8243, loss: 1.8243, grad_norm: 8.7797 2021-08-17 13:09:48,221 - mmaction - INFO - Epoch [47][1920/2640] lr: 1.000e-04, eta: 1:02:01, time: 0.419, data_time: 0.000, memory: 5694, top1_acc: 0.5109, top5_acc: 0.7828, loss_cls: 1.8474, loss: 1.8474, grad_norm: 8.7007 2021-08-17 13:09:56,594 - mmaction - INFO - Epoch [47][1940/2640] lr: 1.000e-04, eta: 1:01:52, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.5242, top5_acc: 0.8133, loss_cls: 1.7409, loss: 1.7409, grad_norm: 8.4519 2021-08-17 13:10:04,966 - mmaction - INFO - Epoch [47][1960/2640] lr: 1.000e-04, eta: 1:01:44, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.5242, top5_acc: 0.7953, loss_cls: 1.7761, loss: 1.7761, grad_norm: 8.3672 2021-08-17 13:10:13,313 - mmaction - INFO - Epoch [47][1980/2640] lr: 1.000e-04, eta: 1:01:35, time: 0.417, data_time: 0.000, memory: 5694, top1_acc: 0.5664, top5_acc: 0.8164, loss_cls: 1.6654, loss: 1.6654, grad_norm: 8.4934 2021-08-17 13:10:21,669 - mmaction - INFO - Epoch [47][2000/2640] lr: 1.000e-04, eta: 1:01:27, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.5328, top5_acc: 0.8180, loss_cls: 1.7671, loss: 1.7671, grad_norm: 8.7067 2021-08-17 13:10:30,039 - mmaction - INFO - Epoch [47][2020/2640] lr: 1.000e-04, eta: 1:01:18, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.5508, top5_acc: 0.8211, loss_cls: 1.7327, loss: 1.7327, grad_norm: 8.4869 2021-08-17 13:10:38,448 - mmaction - INFO - Epoch [47][2040/2640] lr: 1.000e-04, eta: 1:01:09, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.5211, top5_acc: 0.7977, loss_cls: 1.8198, loss: 1.8198, grad_norm: 8.9238 2021-08-17 13:10:46,810 - mmaction - INFO - Epoch [47][2060/2640] lr: 1.000e-04, eta: 1:01:01, time: 0.418, data_time: 0.000, memory: 5694, top1_acc: 0.5172, top5_acc: 0.8039, loss_cls: 1.7920, loss: 1.7920, grad_norm: 8.9473 2021-08-17 13:10:55,187 - mmaction - INFO - Epoch [47][2080/2640] lr: 1.000e-04, eta: 1:00:52, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.5203, top5_acc: 0.8172, loss_cls: 1.7654, loss: 1.7654, grad_norm: 8.4458 2021-08-17 13:11:03,528 - mmaction - INFO - Epoch [47][2100/2640] lr: 1.000e-04, eta: 1:00:43, time: 0.417, data_time: 0.000, memory: 5694, top1_acc: 0.5102, top5_acc: 0.7898, loss_cls: 1.8449, loss: 1.8449, grad_norm: 9.2527 2021-08-17 13:11:11,890 - mmaction - INFO - Epoch [47][2120/2640] lr: 1.000e-04, eta: 1:00:35, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.5617, top5_acc: 0.8242, loss_cls: 1.7035, loss: 1.7035, grad_norm: 8.3848 2021-08-17 13:11:20,212 - mmaction - INFO - Epoch [47][2140/2640] lr: 1.000e-04, eta: 1:00:26, time: 0.416, data_time: 0.000, memory: 5694, top1_acc: 0.5289, top5_acc: 0.7977, loss_cls: 1.7864, loss: 1.7864, grad_norm: 8.7697 2021-08-17 13:11:28,580 - mmaction - INFO - Epoch [47][2160/2640] lr: 1.000e-04, eta: 1:00:18, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.5547, top5_acc: 0.8187, loss_cls: 1.7015, loss: 1.7015, grad_norm: 8.6013 2021-08-17 13:11:36,907 - mmaction - INFO - Epoch [47][2180/2640] lr: 1.000e-04, eta: 1:00:09, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.5375, top5_acc: 0.8094, loss_cls: 1.7518, loss: 1.7518, grad_norm: 8.6577 2021-08-17 13:11:45,279 - mmaction - INFO - Epoch [47][2200/2640] lr: 1.000e-04, eta: 1:00:00, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.5383, top5_acc: 0.8070, loss_cls: 1.7742, loss: 1.7742, grad_norm: 8.9554 2021-08-17 13:11:53,627 - mmaction - INFO - Epoch [47][2220/2640] lr: 1.000e-04, eta: 0:59:52, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.5492, top5_acc: 0.8063, loss_cls: 1.7557, loss: 1.7557, grad_norm: 8.5394 2021-08-17 13:12:01,987 - mmaction - INFO - Epoch [47][2240/2640] lr: 1.000e-04, eta: 0:59:43, time: 0.418, data_time: 0.002, memory: 5694, top1_acc: 0.5258, top5_acc: 0.8055, loss_cls: 1.7339, loss: 1.7339, grad_norm: 8.4871 2021-08-17 13:12:10,323 - mmaction - INFO - Epoch [47][2260/2640] lr: 1.000e-04, eta: 0:59:34, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.5125, top5_acc: 0.8039, loss_cls: 1.7573, loss: 1.7573, grad_norm: 8.7498 2021-08-17 13:12:18,695 - mmaction - INFO - Epoch [47][2280/2640] lr: 1.000e-04, eta: 0:59:26, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.5352, top5_acc: 0.8109, loss_cls: 1.7355, loss: 1.7355, grad_norm: 8.4896 2021-08-17 13:12:27,023 - mmaction - INFO - Epoch [47][2300/2640] lr: 1.000e-04, eta: 0:59:17, time: 0.416, data_time: 0.000, memory: 5694, top1_acc: 0.5102, top5_acc: 0.7914, loss_cls: 1.8034, loss: 1.8034, grad_norm: 8.6668 2021-08-17 13:12:35,361 - mmaction - INFO - Epoch [47][2320/2640] lr: 1.000e-04, eta: 0:59:08, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.5266, top5_acc: 0.7781, loss_cls: 1.8500, loss: 1.8500, grad_norm: 9.0491 2021-08-17 13:12:43,672 - mmaction - INFO - Epoch [47][2340/2640] lr: 1.000e-04, eta: 0:59:00, time: 0.416, data_time: 0.000, memory: 5694, top1_acc: 0.5297, top5_acc: 0.8000, loss_cls: 1.8022, loss: 1.8022, grad_norm: 8.8425 2021-08-17 13:12:51,971 - mmaction - INFO - Epoch [47][2360/2640] lr: 1.000e-04, eta: 0:58:51, time: 0.415, data_time: 0.001, memory: 5694, top1_acc: 0.5266, top5_acc: 0.8016, loss_cls: 1.7980, loss: 1.7980, grad_norm: 8.6564 2021-08-17 13:13:00,322 - mmaction - INFO - Epoch [47][2380/2640] lr: 1.000e-04, eta: 0:58:43, time: 0.418, data_time: 0.000, memory: 5694, top1_acc: 0.5273, top5_acc: 0.7937, loss_cls: 1.8162, loss: 1.8162, grad_norm: 8.8954 2021-08-17 13:13:08,650 - mmaction - INFO - Epoch [47][2400/2640] lr: 1.000e-04, eta: 0:58:34, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.5367, top5_acc: 0.7891, loss_cls: 1.7864, loss: 1.7864, grad_norm: 8.6959 2021-08-17 13:13:16,964 - mmaction - INFO - Epoch [47][2420/2640] lr: 1.000e-04, eta: 0:58:25, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.5602, top5_acc: 0.8281, loss_cls: 1.6386, loss: 1.6386, grad_norm: 8.3895 2021-08-17 13:13:25,328 - mmaction - INFO - Epoch [47][2440/2640] lr: 1.000e-04, eta: 0:58:17, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.5320, top5_acc: 0.8117, loss_cls: 1.7539, loss: 1.7539, grad_norm: 8.6828 2021-08-17 13:13:33,649 - mmaction - INFO - Epoch [47][2460/2640] lr: 1.000e-04, eta: 0:58:08, time: 0.416, data_time: 0.000, memory: 5694, top1_acc: 0.4977, top5_acc: 0.7930, loss_cls: 1.8269, loss: 1.8269, grad_norm: 8.8145 2021-08-17 13:13:42,000 - mmaction - INFO - Epoch [47][2480/2640] lr: 1.000e-04, eta: 0:57:59, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.5258, top5_acc: 0.8133, loss_cls: 1.7869, loss: 1.7869, grad_norm: 8.6672 2021-08-17 13:13:50,338 - mmaction - INFO - Epoch [47][2500/2640] lr: 1.000e-04, eta: 0:57:51, time: 0.417, data_time: 0.000, memory: 5694, top1_acc: 0.5188, top5_acc: 0.8055, loss_cls: 1.7893, loss: 1.7893, grad_norm: 8.9252 2021-08-17 13:13:58,663 - mmaction - INFO - Epoch [47][2520/2640] lr: 1.000e-04, eta: 0:57:42, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.5328, top5_acc: 0.8164, loss_cls: 1.7447, loss: 1.7447, grad_norm: 8.6472 2021-08-17 13:14:06,959 - mmaction - INFO - Epoch [47][2540/2640] lr: 1.000e-04, eta: 0:57:34, time: 0.415, data_time: 0.000, memory: 5694, top1_acc: 0.5305, top5_acc: 0.8039, loss_cls: 1.7815, loss: 1.7815, grad_norm: 8.5817 2021-08-17 13:14:15,300 - mmaction - INFO - Epoch [47][2560/2640] lr: 1.000e-04, eta: 0:57:25, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.5281, top5_acc: 0.8016, loss_cls: 1.7470, loss: 1.7470, grad_norm: 8.6236 2021-08-17 13:14:23,629 - mmaction - INFO - Epoch [47][2580/2640] lr: 1.000e-04, eta: 0:57:16, time: 0.416, data_time: 0.000, memory: 5694, top1_acc: 0.5422, top5_acc: 0.8016, loss_cls: 1.7695, loss: 1.7695, grad_norm: 8.7178 2021-08-17 13:14:31,984 - mmaction - INFO - Epoch [47][2600/2640] lr: 1.000e-04, eta: 0:57:08, time: 0.418, data_time: 0.002, memory: 5694, top1_acc: 0.5188, top5_acc: 0.7984, loss_cls: 1.8070, loss: 1.8070, grad_norm: 8.7641 2021-08-17 13:14:40,287 - mmaction - INFO - Epoch [47][2620/2640] lr: 1.000e-04, eta: 0:56:59, time: 0.415, data_time: 0.000, memory: 5694, top1_acc: 0.5336, top5_acc: 0.8078, loss_cls: 1.7382, loss: 1.7382, grad_norm: 8.5231 2021-08-17 13:14:48,367 - mmaction - INFO - Epoch [47][2640/2640] lr: 1.000e-04, eta: 0:56:50, time: 0.404, data_time: 0.001, memory: 5694, top1_acc: 0.5444, top5_acc: 0.8081, loss_cls: 1.7686, loss: 1.7686, grad_norm: 8.7360 2021-08-17 13:16:32,376 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-08-17 13:16:32,721 - mmaction - INFO - top1_acc 0.2755 top5_acc 0.5690 2021-08-17 13:16:32,721 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-08-17 13:16:32,743 - mmaction - INFO - mean_acc 0.2274 2021-08-17 13:16:32,749 - mmaction - INFO - Saving checkpoint at 47 epochs 2021-08-17 13:16:33,407 - mmaction - INFO - Epoch(val) [47][194] top1_acc: 0.2755, top5_acc: 0.5690, mean_class_accuracy: 0.2274 2021-08-17 13:17:13,156 - mmaction - INFO - Epoch [48][20/2640] lr: 1.000e-04, eta: 0:56:44, time: 1.986, data_time: 1.530, memory: 5694, top1_acc: 0.5359, top5_acc: 0.8078, loss_cls: 1.7266, loss: 1.7266, grad_norm: 8.5105 2021-08-17 13:17:21,127 - mmaction - INFO - Epoch [48][40/2640] lr: 1.000e-04, eta: 0:56:35, time: 0.400, data_time: 0.003, memory: 5694, top1_acc: 0.5125, top5_acc: 0.7875, loss_cls: 1.8240, loss: 1.8240, grad_norm: 8.8264 2021-08-17 13:17:29,161 - mmaction - INFO - Epoch [48][60/2640] lr: 1.000e-04, eta: 0:56:26, time: 0.401, data_time: 0.002, memory: 5694, top1_acc: 0.5234, top5_acc: 0.8055, loss_cls: 1.7535, loss: 1.7535, grad_norm: 8.6830 2021-08-17 13:17:37,186 - mmaction - INFO - Epoch [48][80/2640] lr: 1.000e-04, eta: 0:56:18, time: 0.402, data_time: 0.001, memory: 5694, top1_acc: 0.5695, top5_acc: 0.8406, loss_cls: 1.5898, loss: 1.5898, grad_norm: 8.0362 2021-08-17 13:17:45,305 - mmaction - INFO - Epoch [48][100/2640] lr: 1.000e-04, eta: 0:56:09, time: 0.406, data_time: 0.001, memory: 5694, top1_acc: 0.5359, top5_acc: 0.8125, loss_cls: 1.7346, loss: 1.7346, grad_norm: 8.6316 2021-08-17 13:17:53,591 - mmaction - INFO - Epoch [48][120/2640] lr: 1.000e-04, eta: 0:56:00, time: 0.414, data_time: 0.001, memory: 5694, top1_acc: 0.5336, top5_acc: 0.8031, loss_cls: 1.7660, loss: 1.7660, grad_norm: 8.9941 2021-08-17 13:18:01,906 - mmaction - INFO - Epoch [48][140/2640] lr: 1.000e-04, eta: 0:55:52, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.5594, top5_acc: 0.8031, loss_cls: 1.7165, loss: 1.7165, grad_norm: 8.6776 2021-08-17 13:18:10,252 - mmaction - INFO - Epoch [48][160/2640] lr: 1.000e-04, eta: 0:55:43, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.5281, top5_acc: 0.8023, loss_cls: 1.7389, loss: 1.7389, grad_norm: 8.6591 2021-08-17 13:18:18,608 - mmaction - INFO - Epoch [48][180/2640] lr: 1.000e-04, eta: 0:55:35, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.5555, top5_acc: 0.8141, loss_cls: 1.6875, loss: 1.6875, grad_norm: 8.3408 2021-08-17 13:18:26,947 - mmaction - INFO - Epoch [48][200/2640] lr: 1.000e-04, eta: 0:55:26, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.5570, top5_acc: 0.8109, loss_cls: 1.6861, loss: 1.6861, grad_norm: 8.5461 2021-08-17 13:18:35,312 - mmaction - INFO - Epoch [48][220/2640] lr: 1.000e-04, eta: 0:55:17, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.5258, top5_acc: 0.7836, loss_cls: 1.8406, loss: 1.8406, grad_norm: 8.8037 2021-08-17 13:18:43,677 - mmaction - INFO - Epoch [48][240/2640] lr: 1.000e-04, eta: 0:55:09, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.5273, top5_acc: 0.8008, loss_cls: 1.7676, loss: 1.7676, grad_norm: 8.6802 2021-08-17 13:18:52,005 - mmaction - INFO - Epoch [48][260/2640] lr: 1.000e-04, eta: 0:55:00, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.5312, top5_acc: 0.7875, loss_cls: 1.8154, loss: 1.8154, grad_norm: 8.8903 2021-08-17 13:19:00,387 - mmaction - INFO - Epoch [48][280/2640] lr: 1.000e-04, eta: 0:54:51, time: 0.419, data_time: 0.000, memory: 5694, top1_acc: 0.5469, top5_acc: 0.8141, loss_cls: 1.7238, loss: 1.7238, grad_norm: 8.4503 2021-08-17 13:19:08,744 - mmaction - INFO - Epoch [48][300/2640] lr: 1.000e-04, eta: 0:54:43, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.5281, top5_acc: 0.8125, loss_cls: 1.7463, loss: 1.7463, grad_norm: 8.8190 2021-08-17 13:19:17,100 - mmaction - INFO - Epoch [48][320/2640] lr: 1.000e-04, eta: 0:54:34, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.5406, top5_acc: 0.8172, loss_cls: 1.6996, loss: 1.6996, grad_norm: 8.2364 2021-08-17 13:19:25,454 - mmaction - INFO - Epoch [48][340/2640] lr: 1.000e-04, eta: 0:54:25, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.5328, top5_acc: 0.8008, loss_cls: 1.7469, loss: 1.7469, grad_norm: 8.4082 2021-08-17 13:19:33,781 - mmaction - INFO - Epoch [48][360/2640] lr: 1.000e-04, eta: 0:54:17, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.5219, top5_acc: 0.8234, loss_cls: 1.7358, loss: 1.7358, grad_norm: 8.8363 2021-08-17 13:19:42,133 - mmaction - INFO - Epoch [48][380/2640] lr: 1.000e-04, eta: 0:54:08, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.5375, top5_acc: 0.8391, loss_cls: 1.6552, loss: 1.6552, grad_norm: 8.5643 2021-08-17 13:19:50,482 - mmaction - INFO - Epoch [48][400/2640] lr: 1.000e-04, eta: 0:54:00, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.5242, top5_acc: 0.8180, loss_cls: 1.7422, loss: 1.7422, grad_norm: 8.8234 2021-08-17 13:19:58,868 - mmaction - INFO - Epoch [48][420/2640] lr: 1.000e-04, eta: 0:53:51, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.5578, top5_acc: 0.8016, loss_cls: 1.7447, loss: 1.7447, grad_norm: 8.6246 2021-08-17 13:20:07,228 - mmaction - INFO - Epoch [48][440/2640] lr: 1.000e-04, eta: 0:53:42, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.5289, top5_acc: 0.8227, loss_cls: 1.7423, loss: 1.7423, grad_norm: 8.7180 2021-08-17 13:20:15,611 - mmaction - INFO - Epoch [48][460/2640] lr: 1.000e-04, eta: 0:53:34, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.5750, top5_acc: 0.8398, loss_cls: 1.6052, loss: 1.6052, grad_norm: 8.4636 2021-08-17 13:20:23,952 - mmaction - INFO - Epoch [48][480/2640] lr: 1.000e-04, eta: 0:53:25, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.5414, top5_acc: 0.8187, loss_cls: 1.7155, loss: 1.7155, grad_norm: 8.6651 2021-08-17 13:20:32,332 - mmaction - INFO - Epoch [48][500/2640] lr: 1.000e-04, eta: 0:53:16, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.5219, top5_acc: 0.7891, loss_cls: 1.8292, loss: 1.8292, grad_norm: 8.7911 2021-08-17 13:20:40,688 - mmaction - INFO - Epoch [48][520/2640] lr: 1.000e-04, eta: 0:53:08, time: 0.418, data_time: 0.000, memory: 5694, top1_acc: 0.5328, top5_acc: 0.8055, loss_cls: 1.7469, loss: 1.7469, grad_norm: 8.5547 2021-08-17 13:20:49,034 - mmaction - INFO - Epoch [48][540/2640] lr: 1.000e-04, eta: 0:52:59, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.5141, top5_acc: 0.8000, loss_cls: 1.7800, loss: 1.7800, grad_norm: 8.8030 2021-08-17 13:20:57,365 - mmaction - INFO - Epoch [48][560/2640] lr: 1.000e-04, eta: 0:52:51, time: 0.417, data_time: 0.000, memory: 5694, top1_acc: 0.5336, top5_acc: 0.8133, loss_cls: 1.7477, loss: 1.7477, grad_norm: 9.0166 2021-08-17 13:21:05,715 - mmaction - INFO - Epoch [48][580/2640] lr: 1.000e-04, eta: 0:52:42, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.5281, top5_acc: 0.7883, loss_cls: 1.7741, loss: 1.7741, grad_norm: 8.7647 2021-08-17 13:21:14,032 - mmaction - INFO - Epoch [48][600/2640] lr: 1.000e-04, eta: 0:52:33, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.5312, top5_acc: 0.8078, loss_cls: 1.7724, loss: 1.7724, grad_norm: 8.7054 2021-08-17 13:21:22,382 - mmaction - INFO - Epoch [48][620/2640] lr: 1.000e-04, eta: 0:52:25, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.5516, top5_acc: 0.8117, loss_cls: 1.7382, loss: 1.7382, grad_norm: 8.6948 2021-08-17 13:21:30,724 - mmaction - INFO - Epoch [48][640/2640] lr: 1.000e-04, eta: 0:52:16, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.5359, top5_acc: 0.8234, loss_cls: 1.7406, loss: 1.7406, grad_norm: 8.4143 2021-08-17 13:21:39,049 - mmaction - INFO - Epoch [48][660/2640] lr: 1.000e-04, eta: 0:52:07, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.5141, top5_acc: 0.8047, loss_cls: 1.7809, loss: 1.7809, grad_norm: 8.7427 2021-08-17 13:21:47,373 - mmaction - INFO - Epoch [48][680/2640] lr: 1.000e-04, eta: 0:51:59, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.5461, top5_acc: 0.8141, loss_cls: 1.7289, loss: 1.7289, grad_norm: 8.8019 2021-08-17 13:21:55,700 - mmaction - INFO - Epoch [48][700/2640] lr: 1.000e-04, eta: 0:51:50, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.5250, top5_acc: 0.7961, loss_cls: 1.8020, loss: 1.8020, grad_norm: 8.6230 2021-08-17 13:22:04,019 - mmaction - INFO - Epoch [48][720/2640] lr: 1.000e-04, eta: 0:51:41, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.5406, top5_acc: 0.8148, loss_cls: 1.7043, loss: 1.7043, grad_norm: 8.6637 2021-08-17 13:22:12,352 - mmaction - INFO - Epoch [48][740/2640] lr: 1.000e-04, eta: 0:51:33, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.5297, top5_acc: 0.8047, loss_cls: 1.7418, loss: 1.7418, grad_norm: 8.7883 2021-08-17 13:22:20,717 - mmaction - INFO - Epoch [48][760/2640] lr: 1.000e-04, eta: 0:51:24, time: 0.418, data_time: 0.000, memory: 5694, top1_acc: 0.5414, top5_acc: 0.7836, loss_cls: 1.8119, loss: 1.8119, grad_norm: 8.7598 2021-08-17 13:22:29,025 - mmaction - INFO - Epoch [48][780/2640] lr: 1.000e-04, eta: 0:51:16, time: 0.415, data_time: 0.001, memory: 5694, top1_acc: 0.5141, top5_acc: 0.8070, loss_cls: 1.7983, loss: 1.7983, grad_norm: 8.7296 2021-08-17 13:22:37,360 - mmaction - INFO - Epoch [48][800/2640] lr: 1.000e-04, eta: 0:51:07, time: 0.417, data_time: 0.000, memory: 5694, top1_acc: 0.5211, top5_acc: 0.8055, loss_cls: 1.7657, loss: 1.7657, grad_norm: 8.8302 2021-08-17 13:22:45,707 - mmaction - INFO - Epoch [48][820/2640] lr: 1.000e-04, eta: 0:50:58, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.5555, top5_acc: 0.8148, loss_cls: 1.7016, loss: 1.7016, grad_norm: 8.3192 2021-08-17 13:22:54,046 - mmaction - INFO - Epoch [48][840/2640] lr: 1.000e-04, eta: 0:50:50, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.5273, top5_acc: 0.7984, loss_cls: 1.7814, loss: 1.7814, grad_norm: 8.6142 2021-08-17 13:23:02,395 - mmaction - INFO - Epoch [48][860/2640] lr: 1.000e-04, eta: 0:50:41, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.5687, top5_acc: 0.8234, loss_cls: 1.6713, loss: 1.6713, grad_norm: 8.4723 2021-08-17 13:23:10,740 - mmaction - INFO - Epoch [48][880/2640] lr: 1.000e-04, eta: 0:50:32, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.5344, top5_acc: 0.8023, loss_cls: 1.7600, loss: 1.7600, grad_norm: 8.4421 2021-08-17 13:23:19,085 - mmaction - INFO - Epoch [48][900/2640] lr: 1.000e-04, eta: 0:50:24, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.5563, top5_acc: 0.8125, loss_cls: 1.7054, loss: 1.7054, grad_norm: 8.4232 2021-08-17 13:23:27,435 - mmaction - INFO - Epoch [48][920/2640] lr: 1.000e-04, eta: 0:50:15, time: 0.418, data_time: 0.000, memory: 5694, top1_acc: 0.5125, top5_acc: 0.7930, loss_cls: 1.8108, loss: 1.8108, grad_norm: 8.6807 2021-08-17 13:23:35,765 - mmaction - INFO - Epoch [48][940/2640] lr: 1.000e-04, eta: 0:50:06, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.5336, top5_acc: 0.7992, loss_cls: 1.7738, loss: 1.7738, grad_norm: 8.7070 2021-08-17 13:23:44,093 - mmaction - INFO - Epoch [48][960/2640] lr: 1.000e-04, eta: 0:49:58, time: 0.416, data_time: 0.000, memory: 5694, top1_acc: 0.5172, top5_acc: 0.8016, loss_cls: 1.7806, loss: 1.7806, grad_norm: 8.8123 2021-08-17 13:23:52,426 - mmaction - INFO - Epoch [48][980/2640] lr: 1.000e-04, eta: 0:49:49, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.5266, top5_acc: 0.8227, loss_cls: 1.6931, loss: 1.6931, grad_norm: 8.5456 2021-08-17 13:24:00,728 - mmaction - INFO - Epoch [48][1000/2640] lr: 1.000e-04, eta: 0:49:41, time: 0.415, data_time: 0.000, memory: 5694, top1_acc: 0.5477, top5_acc: 0.8234, loss_cls: 1.6933, loss: 1.6933, grad_norm: 8.6291 2021-08-17 13:24:09,084 - mmaction - INFO - Epoch [48][1020/2640] lr: 1.000e-04, eta: 0:49:32, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.5508, top5_acc: 0.8063, loss_cls: 1.7238, loss: 1.7238, grad_norm: 8.5828 2021-08-17 13:24:17,428 - mmaction - INFO - Epoch [48][1040/2640] lr: 1.000e-04, eta: 0:49:23, time: 0.417, data_time: 0.000, memory: 5694, top1_acc: 0.5070, top5_acc: 0.7836, loss_cls: 1.8278, loss: 1.8278, grad_norm: 8.8016 2021-08-17 13:24:25,768 - mmaction - INFO - Epoch [48][1060/2640] lr: 1.000e-04, eta: 0:49:15, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.5375, top5_acc: 0.8164, loss_cls: 1.6907, loss: 1.6907, grad_norm: 8.4947 2021-08-17 13:24:34,102 - mmaction - INFO - Epoch [48][1080/2640] lr: 1.000e-04, eta: 0:49:06, time: 0.417, data_time: 0.000, memory: 5694, top1_acc: 0.5031, top5_acc: 0.7969, loss_cls: 1.8111, loss: 1.8111, grad_norm: 8.9514 2021-08-17 13:24:42,407 - mmaction - INFO - Epoch [48][1100/2640] lr: 1.000e-04, eta: 0:48:57, time: 0.415, data_time: 0.001, memory: 5694, top1_acc: 0.5062, top5_acc: 0.7906, loss_cls: 1.8234, loss: 1.8234, grad_norm: 8.7659 2021-08-17 13:24:50,730 - mmaction - INFO - Epoch [48][1120/2640] lr: 1.000e-04, eta: 0:48:49, time: 0.416, data_time: 0.000, memory: 5694, top1_acc: 0.5352, top5_acc: 0.8172, loss_cls: 1.7112, loss: 1.7112, grad_norm: 8.4959 2021-08-17 13:24:59,052 - mmaction - INFO - Epoch [48][1140/2640] lr: 1.000e-04, eta: 0:48:40, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.5430, top5_acc: 0.8117, loss_cls: 1.7268, loss: 1.7268, grad_norm: 8.3408 2021-08-17 13:25:07,398 - mmaction - INFO - Epoch [48][1160/2640] lr: 1.000e-04, eta: 0:48:32, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.5492, top5_acc: 0.8078, loss_cls: 1.7310, loss: 1.7310, grad_norm: 8.6495 2021-08-17 13:25:15,738 - mmaction - INFO - Epoch [48][1180/2640] lr: 1.000e-04, eta: 0:48:23, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.5305, top5_acc: 0.8039, loss_cls: 1.7490, loss: 1.7490, grad_norm: 8.5931 2021-08-17 13:25:24,092 - mmaction - INFO - Epoch [48][1200/2640] lr: 1.000e-04, eta: 0:48:14, time: 0.418, data_time: 0.000, memory: 5694, top1_acc: 0.5320, top5_acc: 0.8211, loss_cls: 1.6953, loss: 1.6953, grad_norm: 8.7159 2021-08-17 13:25:32,417 - mmaction - INFO - Epoch [48][1220/2640] lr: 1.000e-04, eta: 0:48:06, time: 0.416, data_time: 0.000, memory: 5694, top1_acc: 0.5266, top5_acc: 0.8086, loss_cls: 1.7555, loss: 1.7555, grad_norm: 8.9292 2021-08-17 13:25:40,740 - mmaction - INFO - Epoch [48][1240/2640] lr: 1.000e-04, eta: 0:47:57, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.5352, top5_acc: 0.8063, loss_cls: 1.7278, loss: 1.7278, grad_norm: 8.4575 2021-08-17 13:25:49,073 - mmaction - INFO - Epoch [48][1260/2640] lr: 1.000e-04, eta: 0:47:48, time: 0.417, data_time: 0.000, memory: 5694, top1_acc: 0.5539, top5_acc: 0.8187, loss_cls: 1.6985, loss: 1.6985, grad_norm: 8.8214 2021-08-17 13:25:57,413 - mmaction - INFO - Epoch [48][1280/2640] lr: 1.000e-04, eta: 0:47:40, time: 0.417, data_time: 0.000, memory: 5694, top1_acc: 0.5398, top5_acc: 0.8109, loss_cls: 1.7489, loss: 1.7489, grad_norm: 8.9314 2021-08-17 13:26:05,808 - mmaction - INFO - Epoch [48][1300/2640] lr: 1.000e-04, eta: 0:47:31, time: 0.420, data_time: 0.001, memory: 5694, top1_acc: 0.5422, top5_acc: 0.8148, loss_cls: 1.7256, loss: 1.7256, grad_norm: 8.6050 2021-08-17 13:26:14,134 - mmaction - INFO - Epoch [48][1320/2640] lr: 1.000e-04, eta: 0:47:23, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.5242, top5_acc: 0.7953, loss_cls: 1.7733, loss: 1.7733, grad_norm: 8.6451 2021-08-17 13:26:22,462 - mmaction - INFO - Epoch [48][1340/2640] lr: 1.000e-04, eta: 0:47:14, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.5445, top5_acc: 0.8039, loss_cls: 1.7338, loss: 1.7338, grad_norm: 8.4255 2021-08-17 13:26:30,767 - mmaction - INFO - Epoch [48][1360/2640] lr: 1.000e-04, eta: 0:47:05, time: 0.415, data_time: 0.000, memory: 5694, top1_acc: 0.5391, top5_acc: 0.8133, loss_cls: 1.7239, loss: 1.7239, grad_norm: 8.4106 2021-08-17 13:26:39,083 - mmaction - INFO - Epoch [48][1380/2640] lr: 1.000e-04, eta: 0:46:57, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.5430, top5_acc: 0.8141, loss_cls: 1.7083, loss: 1.7083, grad_norm: 8.4720 2021-08-17 13:26:47,403 - mmaction - INFO - Epoch [48][1400/2640] lr: 1.000e-04, eta: 0:46:48, time: 0.416, data_time: 0.000, memory: 5694, top1_acc: 0.5305, top5_acc: 0.7891, loss_cls: 1.7853, loss: 1.7853, grad_norm: 8.6198 2021-08-17 13:26:55,725 - mmaction - INFO - Epoch [48][1420/2640] lr: 1.000e-04, eta: 0:46:39, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.5453, top5_acc: 0.8148, loss_cls: 1.7065, loss: 1.7065, grad_norm: 8.5630 2021-08-17 13:27:04,041 - mmaction - INFO - Epoch [48][1440/2640] lr: 1.000e-04, eta: 0:46:31, time: 0.416, data_time: 0.000, memory: 5694, top1_acc: 0.5219, top5_acc: 0.7961, loss_cls: 1.8085, loss: 1.8085, grad_norm: 8.8104 2021-08-17 13:27:12,387 - mmaction - INFO - Epoch [48][1460/2640] lr: 1.000e-04, eta: 0:46:22, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.5195, top5_acc: 0.8195, loss_cls: 1.7211, loss: 1.7211, grad_norm: 8.7046 2021-08-17 13:27:20,727 - mmaction - INFO - Epoch [48][1480/2640] lr: 1.000e-04, eta: 0:46:13, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.5180, top5_acc: 0.7891, loss_cls: 1.8015, loss: 1.8015, grad_norm: 8.8539 2021-08-17 13:27:29,055 - mmaction - INFO - Epoch [48][1500/2640] lr: 1.000e-04, eta: 0:46:05, time: 0.416, data_time: 0.000, memory: 5694, top1_acc: 0.5414, top5_acc: 0.8047, loss_cls: 1.7589, loss: 1.7589, grad_norm: 8.6715 2021-08-17 13:27:37,391 - mmaction - INFO - Epoch [48][1520/2640] lr: 1.000e-04, eta: 0:45:56, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.5328, top5_acc: 0.8187, loss_cls: 1.7465, loss: 1.7465, grad_norm: 8.6601 2021-08-17 13:27:45,718 - mmaction - INFO - Epoch [48][1540/2640] lr: 1.000e-04, eta: 0:45:48, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.5500, top5_acc: 0.8164, loss_cls: 1.7039, loss: 1.7039, grad_norm: 8.6442 2021-08-17 13:27:54,020 - mmaction - INFO - Epoch [48][1560/2640] lr: 1.000e-04, eta: 0:45:39, time: 0.415, data_time: 0.001, memory: 5694, top1_acc: 0.5258, top5_acc: 0.8000, loss_cls: 1.7620, loss: 1.7620, grad_norm: 8.7279 2021-08-17 13:28:02,377 - mmaction - INFO - Epoch [48][1580/2640] lr: 1.000e-04, eta: 0:45:30, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.5328, top5_acc: 0.8078, loss_cls: 1.7737, loss: 1.7737, grad_norm: 8.9838 2021-08-17 13:28:10,700 - mmaction - INFO - Epoch [48][1600/2640] lr: 1.000e-04, eta: 0:45:22, time: 0.416, data_time: 0.000, memory: 5694, top1_acc: 0.5305, top5_acc: 0.7961, loss_cls: 1.7695, loss: 1.7695, grad_norm: 8.6866 2021-08-17 13:28:19,042 - mmaction - INFO - Epoch [48][1620/2640] lr: 1.000e-04, eta: 0:45:13, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.5234, top5_acc: 0.7984, loss_cls: 1.8025, loss: 1.8025, grad_norm: 8.4789 2021-08-17 13:28:27,392 - mmaction - INFO - Epoch [48][1640/2640] lr: 1.000e-04, eta: 0:45:04, time: 0.418, data_time: 0.000, memory: 5694, top1_acc: 0.5633, top5_acc: 0.8234, loss_cls: 1.6774, loss: 1.6774, grad_norm: 8.4287 2021-08-17 13:28:35,735 - mmaction - INFO - Epoch [48][1660/2640] lr: 1.000e-04, eta: 0:44:56, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.5273, top5_acc: 0.8008, loss_cls: 1.7462, loss: 1.7462, grad_norm: 8.7395 2021-08-17 13:28:44,033 - mmaction - INFO - Epoch [48][1680/2640] lr: 1.000e-04, eta: 0:44:47, time: 0.415, data_time: 0.001, memory: 5694, top1_acc: 0.5406, top5_acc: 0.8008, loss_cls: 1.7389, loss: 1.7389, grad_norm: 8.4705 2021-08-17 13:28:52,354 - mmaction - INFO - Epoch [48][1700/2640] lr: 1.000e-04, eta: 0:44:39, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.5070, top5_acc: 0.8008, loss_cls: 1.8166, loss: 1.8166, grad_norm: 9.0015 2021-08-17 13:29:00,673 - mmaction - INFO - Epoch [48][1720/2640] lr: 1.000e-04, eta: 0:44:30, time: 0.416, data_time: 0.000, memory: 5694, top1_acc: 0.5273, top5_acc: 0.7969, loss_cls: 1.7722, loss: 1.7722, grad_norm: 8.9250 2021-08-17 13:29:08,992 - mmaction - INFO - Epoch [48][1740/2640] lr: 1.000e-04, eta: 0:44:21, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.5086, top5_acc: 0.7875, loss_cls: 1.8668, loss: 1.8668, grad_norm: 8.9159 2021-08-17 13:29:17,331 - mmaction - INFO - Epoch [48][1760/2640] lr: 1.000e-04, eta: 0:44:13, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.5203, top5_acc: 0.7953, loss_cls: 1.7821, loss: 1.7821, grad_norm: 8.6438 2021-08-17 13:29:25,621 - mmaction - INFO - Epoch [48][1780/2640] lr: 1.000e-04, eta: 0:44:04, time: 0.415, data_time: 0.000, memory: 5694, top1_acc: 0.5211, top5_acc: 0.7992, loss_cls: 1.7957, loss: 1.7957, grad_norm: 8.6933 2021-08-17 13:29:34,004 - mmaction - INFO - Epoch [48][1800/2640] lr: 1.000e-04, eta: 0:43:55, time: 0.419, data_time: 0.000, memory: 5694, top1_acc: 0.5297, top5_acc: 0.8180, loss_cls: 1.7009, loss: 1.7009, grad_norm: 8.3507 2021-08-17 13:29:42,334 - mmaction - INFO - Epoch [48][1820/2640] lr: 1.000e-04, eta: 0:43:47, time: 0.417, data_time: 0.000, memory: 5694, top1_acc: 0.5164, top5_acc: 0.7930, loss_cls: 1.8241, loss: 1.8241, grad_norm: 8.7564 2021-08-17 13:29:50,667 - mmaction - INFO - Epoch [48][1840/2640] lr: 1.000e-04, eta: 0:43:38, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.5195, top5_acc: 0.7922, loss_cls: 1.8493, loss: 1.8493, grad_norm: 8.8562 2021-08-17 13:29:59,026 - mmaction - INFO - Epoch [48][1860/2640] lr: 1.000e-04, eta: 0:43:30, time: 0.418, data_time: 0.000, memory: 5694, top1_acc: 0.5352, top5_acc: 0.8211, loss_cls: 1.7320, loss: 1.7320, grad_norm: 8.5381 2021-08-17 13:30:07,358 - mmaction - INFO - Epoch [48][1880/2640] lr: 1.000e-04, eta: 0:43:21, time: 0.417, data_time: 0.000, memory: 5694, top1_acc: 0.5453, top5_acc: 0.7969, loss_cls: 1.7458, loss: 1.7458, grad_norm: 8.6388 2021-08-17 13:30:15,707 - mmaction - INFO - Epoch [48][1900/2640] lr: 1.000e-04, eta: 0:43:12, time: 0.418, data_time: 0.000, memory: 5694, top1_acc: 0.5078, top5_acc: 0.8047, loss_cls: 1.8025, loss: 1.8025, grad_norm: 8.5338 2021-08-17 13:30:24,095 - mmaction - INFO - Epoch [48][1920/2640] lr: 1.000e-04, eta: 0:43:04, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.5523, top5_acc: 0.8211, loss_cls: 1.7073, loss: 1.7073, grad_norm: 8.4749 2021-08-17 13:30:32,430 - mmaction - INFO - Epoch [48][1940/2640] lr: 1.000e-04, eta: 0:42:55, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.5266, top5_acc: 0.8125, loss_cls: 1.7849, loss: 1.7849, grad_norm: 8.8615 2021-08-17 13:30:40,748 - mmaction - INFO - Epoch [48][1960/2640] lr: 1.000e-04, eta: 0:42:46, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.5414, top5_acc: 0.8031, loss_cls: 1.7993, loss: 1.7993, grad_norm: 8.6231 2021-08-17 13:30:49,096 - mmaction - INFO - Epoch [48][1980/2640] lr: 1.000e-04, eta: 0:42:38, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.5219, top5_acc: 0.7883, loss_cls: 1.7918, loss: 1.7918, grad_norm: 8.5649 2021-08-17 13:30:57,470 - mmaction - INFO - Epoch [48][2000/2640] lr: 1.000e-04, eta: 0:42:29, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.5336, top5_acc: 0.7992, loss_cls: 1.7811, loss: 1.7811, grad_norm: 8.7004 2021-08-17 13:31:05,817 - mmaction - INFO - Epoch [48][2020/2640] lr: 1.000e-04, eta: 0:42:21, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.5273, top5_acc: 0.8109, loss_cls: 1.7625, loss: 1.7625, grad_norm: 8.4164 2021-08-17 13:31:14,155 - mmaction - INFO - Epoch [48][2040/2640] lr: 1.000e-04, eta: 0:42:12, time: 0.417, data_time: 0.000, memory: 5694, top1_acc: 0.5203, top5_acc: 0.8063, loss_cls: 1.8124, loss: 1.8124, grad_norm: 8.8275 2021-08-17 13:31:22,483 - mmaction - INFO - Epoch [48][2060/2640] lr: 1.000e-04, eta: 0:42:03, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.5156, top5_acc: 0.8141, loss_cls: 1.8001, loss: 1.8001, grad_norm: 9.1262 2021-08-17 13:31:30,820 - mmaction - INFO - Epoch [48][2080/2640] lr: 1.000e-04, eta: 0:41:55, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.5437, top5_acc: 0.8102, loss_cls: 1.7143, loss: 1.7143, grad_norm: 8.6520 2021-08-17 13:31:39,169 - mmaction - INFO - Epoch [48][2100/2640] lr: 1.000e-04, eta: 0:41:46, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.5328, top5_acc: 0.8023, loss_cls: 1.8088, loss: 1.8088, grad_norm: 8.9201 2021-08-17 13:31:47,545 - mmaction - INFO - Epoch [48][2120/2640] lr: 1.000e-04, eta: 0:41:37, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.5594, top5_acc: 0.8195, loss_cls: 1.7127, loss: 1.7127, grad_norm: 8.4785 2021-08-17 13:31:55,883 - mmaction - INFO - Epoch [48][2140/2640] lr: 1.000e-04, eta: 0:41:29, time: 0.417, data_time: 0.000, memory: 5694, top1_acc: 0.5523, top5_acc: 0.7992, loss_cls: 1.7578, loss: 1.7578, grad_norm: 8.7651 2021-08-17 13:32:04,258 - mmaction - INFO - Epoch [48][2160/2640] lr: 1.000e-04, eta: 0:41:20, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.5430, top5_acc: 0.8086, loss_cls: 1.7415, loss: 1.7415, grad_norm: 8.6956 2021-08-17 13:32:12,635 - mmaction - INFO - Epoch [48][2180/2640] lr: 1.000e-04, eta: 0:41:12, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.5273, top5_acc: 0.8102, loss_cls: 1.7136, loss: 1.7136, grad_norm: 8.5759 2021-08-17 13:32:20,979 - mmaction - INFO - Epoch [48][2200/2640] lr: 1.000e-04, eta: 0:41:03, time: 0.417, data_time: 0.000, memory: 5694, top1_acc: 0.5305, top5_acc: 0.7945, loss_cls: 1.7812, loss: 1.7812, grad_norm: 8.7540 2021-08-17 13:32:29,317 - mmaction - INFO - Epoch [48][2220/2640] lr: 1.000e-04, eta: 0:40:54, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.5453, top5_acc: 0.8141, loss_cls: 1.6915, loss: 1.6915, grad_norm: 8.5897 2021-08-17 13:32:37,663 - mmaction - INFO - Epoch [48][2240/2640] lr: 1.000e-04, eta: 0:40:46, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.5531, top5_acc: 0.8117, loss_cls: 1.6853, loss: 1.6853, grad_norm: 8.2589 2021-08-17 13:32:46,025 - mmaction - INFO - Epoch [48][2260/2640] lr: 1.000e-04, eta: 0:40:37, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.5414, top5_acc: 0.8180, loss_cls: 1.7423, loss: 1.7423, grad_norm: 8.6768 2021-08-17 13:32:54,363 - mmaction - INFO - Epoch [48][2280/2640] lr: 1.000e-04, eta: 0:40:28, time: 0.417, data_time: 0.002, memory: 5694, top1_acc: 0.5203, top5_acc: 0.8125, loss_cls: 1.7929, loss: 1.7929, grad_norm: 8.9860 2021-08-17 13:33:02,696 - mmaction - INFO - Epoch [48][2300/2640] lr: 1.000e-04, eta: 0:40:20, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.5281, top5_acc: 0.8016, loss_cls: 1.7752, loss: 1.7752, grad_norm: 8.6207 2021-08-17 13:33:11,057 - mmaction - INFO - Epoch [48][2320/2640] lr: 1.000e-04, eta: 0:40:11, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.5078, top5_acc: 0.7977, loss_cls: 1.8011, loss: 1.8011, grad_norm: 8.7813 2021-08-17 13:33:19,386 - mmaction - INFO - Epoch [48][2340/2640] lr: 1.000e-04, eta: 0:40:03, time: 0.416, data_time: 0.000, memory: 5694, top1_acc: 0.5203, top5_acc: 0.8102, loss_cls: 1.7095, loss: 1.7095, grad_norm: 8.5622 2021-08-17 13:33:27,706 - mmaction - INFO - Epoch [48][2360/2640] lr: 1.000e-04, eta: 0:39:54, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.5328, top5_acc: 0.8094, loss_cls: 1.7826, loss: 1.7826, grad_norm: 8.5448 2021-08-17 13:33:36,034 - mmaction - INFO - Epoch [48][2380/2640] lr: 1.000e-04, eta: 0:39:45, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.5414, top5_acc: 0.8109, loss_cls: 1.7016, loss: 1.7016, grad_norm: 8.4180 2021-08-17 13:33:44,399 - mmaction - INFO - Epoch [48][2400/2640] lr: 1.000e-04, eta: 0:39:37, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.5555, top5_acc: 0.8109, loss_cls: 1.6874, loss: 1.6874, grad_norm: 8.2691 2021-08-17 13:33:52,746 - mmaction - INFO - Epoch [48][2420/2640] lr: 1.000e-04, eta: 0:39:28, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.5352, top5_acc: 0.7992, loss_cls: 1.7603, loss: 1.7603, grad_norm: 8.8255 2021-08-17 13:34:01,072 - mmaction - INFO - Epoch [48][2440/2640] lr: 1.000e-04, eta: 0:39:19, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.5320, top5_acc: 0.8047, loss_cls: 1.7822, loss: 1.7822, grad_norm: 8.6940 2021-08-17 13:34:09,419 - mmaction - INFO - Epoch [48][2460/2640] lr: 1.000e-04, eta: 0:39:11, time: 0.417, data_time: 0.000, memory: 5694, top1_acc: 0.5344, top5_acc: 0.7883, loss_cls: 1.7944, loss: 1.7944, grad_norm: 8.6058 2021-08-17 13:34:17,794 - mmaction - INFO - Epoch [48][2480/2640] lr: 1.000e-04, eta: 0:39:02, time: 0.419, data_time: 0.000, memory: 5694, top1_acc: 0.5281, top5_acc: 0.8039, loss_cls: 1.7978, loss: 1.7978, grad_norm: 8.7724 2021-08-17 13:34:26,115 - mmaction - INFO - Epoch [48][2500/2640] lr: 1.000e-04, eta: 0:38:54, time: 0.416, data_time: 0.000, memory: 5694, top1_acc: 0.5422, top5_acc: 0.8086, loss_cls: 1.7178, loss: 1.7178, grad_norm: 8.5723 2021-08-17 13:34:34,455 - mmaction - INFO - Epoch [48][2520/2640] lr: 1.000e-04, eta: 0:38:45, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.5117, top5_acc: 0.8117, loss_cls: 1.7606, loss: 1.7606, grad_norm: 8.7860 2021-08-17 13:34:42,801 - mmaction - INFO - Epoch [48][2540/2640] lr: 1.000e-04, eta: 0:38:36, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.5336, top5_acc: 0.8109, loss_cls: 1.7431, loss: 1.7431, grad_norm: 8.8283 2021-08-17 13:34:51,166 - mmaction - INFO - Epoch [48][2560/2640] lr: 1.000e-04, eta: 0:38:28, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.5250, top5_acc: 0.8180, loss_cls: 1.7343, loss: 1.7343, grad_norm: 8.6175 2021-08-17 13:34:59,491 - mmaction - INFO - Epoch [48][2580/2640] lr: 1.000e-04, eta: 0:38:19, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.5188, top5_acc: 0.8008, loss_cls: 1.7779, loss: 1.7779, grad_norm: 8.5839 2021-08-17 13:35:07,858 - mmaction - INFO - Epoch [48][2600/2640] lr: 1.000e-04, eta: 0:38:10, time: 0.418, data_time: 0.000, memory: 5694, top1_acc: 0.5375, top5_acc: 0.8008, loss_cls: 1.7533, loss: 1.7533, grad_norm: 8.7353 2021-08-17 13:35:16,181 - mmaction - INFO - Epoch [48][2620/2640] lr: 1.000e-04, eta: 0:38:02, time: 0.416, data_time: 0.000, memory: 5694, top1_acc: 0.5680, top5_acc: 0.8227, loss_cls: 1.6465, loss: 1.6465, grad_norm: 8.3599 2021-08-17 13:35:24,267 - mmaction - INFO - Epoch [48][2640/2640] lr: 1.000e-04, eta: 0:37:53, time: 0.405, data_time: 0.001, memory: 5694, top1_acc: 0.5234, top5_acc: 0.8113, loss_cls: 1.7599, loss: 1.7599, grad_norm: 8.7902 2021-08-17 13:36:52,428 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-08-17 13:36:52,772 - mmaction - INFO - top1_acc 0.2762 top5_acc 0.5759 2021-08-17 13:36:52,772 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-08-17 13:36:52,794 - mmaction - INFO - mean_acc 0.2276 2021-08-17 13:36:52,800 - mmaction - INFO - Saving checkpoint at 48 epochs 2021-08-17 13:36:53,836 - mmaction - INFO - Epoch(val) [48][194] top1_acc: 0.2762, top5_acc: 0.5759, mean_class_accuracy: 0.2276 2021-08-17 13:37:30,752 - mmaction - INFO - Epoch [49][20/2640] lr: 1.000e-04, eta: 0:37:46, time: 1.845, data_time: 1.448, memory: 5694, top1_acc: 0.5391, top5_acc: 0.8219, loss_cls: 1.6875, loss: 1.6875, grad_norm: 8.7556 2021-08-17 13:37:38,732 - mmaction - INFO - Epoch [49][40/2640] lr: 1.000e-04, eta: 0:37:37, time: 0.399, data_time: 0.002, memory: 5694, top1_acc: 0.5266, top5_acc: 0.8148, loss_cls: 1.7123, loss: 1.7123, grad_norm: 8.4830 2021-08-17 13:37:46,706 - mmaction - INFO - Epoch [49][60/2640] lr: 1.000e-04, eta: 0:37:28, time: 0.399, data_time: 0.000, memory: 5694, top1_acc: 0.5453, top5_acc: 0.8133, loss_cls: 1.7143, loss: 1.7143, grad_norm: 8.7706 2021-08-17 13:37:54,764 - mmaction - INFO - Epoch [49][80/2640] lr: 1.000e-04, eta: 0:37:20, time: 0.403, data_time: 0.002, memory: 5694, top1_acc: 0.5344, top5_acc: 0.8250, loss_cls: 1.6871, loss: 1.6871, grad_norm: 8.5097 2021-08-17 13:38:02,895 - mmaction - INFO - Epoch [49][100/2640] lr: 1.000e-04, eta: 0:37:11, time: 0.406, data_time: 0.000, memory: 5694, top1_acc: 0.5406, top5_acc: 0.8102, loss_cls: 1.7440, loss: 1.7440, grad_norm: 8.6327 2021-08-17 13:38:11,125 - mmaction - INFO - Epoch [49][120/2640] lr: 1.000e-04, eta: 0:37:03, time: 0.412, data_time: 0.000, memory: 5694, top1_acc: 0.5180, top5_acc: 0.8133, loss_cls: 1.7634, loss: 1.7634, grad_norm: 9.0480 2021-08-17 13:38:19,446 - mmaction - INFO - Epoch [49][140/2640] lr: 1.000e-04, eta: 0:36:54, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.5320, top5_acc: 0.8078, loss_cls: 1.7277, loss: 1.7277, grad_norm: 8.5270 2021-08-17 13:38:27,789 - mmaction - INFO - Epoch [49][160/2640] lr: 1.000e-04, eta: 0:36:45, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.5508, top5_acc: 0.8031, loss_cls: 1.7403, loss: 1.7403, grad_norm: 8.8333 2021-08-17 13:38:36,128 - mmaction - INFO - Epoch [49][180/2640] lr: 1.000e-04, eta: 0:36:37, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.5289, top5_acc: 0.8023, loss_cls: 1.7613, loss: 1.7613, grad_norm: 8.8905 2021-08-17 13:38:44,471 - mmaction - INFO - Epoch [49][200/2640] lr: 1.000e-04, eta: 0:36:28, time: 0.417, data_time: 0.000, memory: 5694, top1_acc: 0.5219, top5_acc: 0.8078, loss_cls: 1.7631, loss: 1.7631, grad_norm: 8.6896 2021-08-17 13:38:52,830 - mmaction - INFO - Epoch [49][220/2640] lr: 1.000e-04, eta: 0:36:19, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.5367, top5_acc: 0.7922, loss_cls: 1.7898, loss: 1.7898, grad_norm: 8.6955 2021-08-17 13:39:01,163 - mmaction - INFO - Epoch [49][240/2640] lr: 1.000e-04, eta: 0:36:11, time: 0.417, data_time: 0.000, memory: 5694, top1_acc: 0.5625, top5_acc: 0.8258, loss_cls: 1.6418, loss: 1.6418, grad_norm: 8.3511 2021-08-17 13:39:09,506 - mmaction - INFO - Epoch [49][260/2640] lr: 1.000e-04, eta: 0:36:02, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.5344, top5_acc: 0.8133, loss_cls: 1.7100, loss: 1.7100, grad_norm: 8.4158 2021-08-17 13:39:17,848 - mmaction - INFO - Epoch [49][280/2640] lr: 1.000e-04, eta: 0:35:53, time: 0.417, data_time: 0.000, memory: 5694, top1_acc: 0.5055, top5_acc: 0.7945, loss_cls: 1.8351, loss: 1.8351, grad_norm: 8.8274 2021-08-17 13:39:26,211 - mmaction - INFO - Epoch [49][300/2640] lr: 1.000e-04, eta: 0:35:45, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.5070, top5_acc: 0.7922, loss_cls: 1.8069, loss: 1.8069, grad_norm: 8.8950 2021-08-17 13:39:34,535 - mmaction - INFO - Epoch [49][320/2640] lr: 1.000e-04, eta: 0:35:36, time: 0.416, data_time: 0.000, memory: 5694, top1_acc: 0.5578, top5_acc: 0.8016, loss_cls: 1.7214, loss: 1.7214, grad_norm: 8.5456 2021-08-17 13:39:42,874 - mmaction - INFO - Epoch [49][340/2640] lr: 1.000e-04, eta: 0:35:28, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.5164, top5_acc: 0.8086, loss_cls: 1.7734, loss: 1.7734, grad_norm: 8.4595 2021-08-17 13:39:51,211 - mmaction - INFO - Epoch [49][360/2640] lr: 1.000e-04, eta: 0:35:19, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.5469, top5_acc: 0.8234, loss_cls: 1.6977, loss: 1.6977, grad_norm: 8.5874 2021-08-17 13:39:59,537 - mmaction - INFO - Epoch [49][380/2640] lr: 1.000e-04, eta: 0:35:10, time: 0.416, data_time: 0.000, memory: 5694, top1_acc: 0.5000, top5_acc: 0.7781, loss_cls: 1.8402, loss: 1.8402, grad_norm: 9.0275 2021-08-17 13:40:07,899 - mmaction - INFO - Epoch [49][400/2640] lr: 1.000e-04, eta: 0:35:02, time: 0.419, data_time: 0.002, memory: 5694, top1_acc: 0.5281, top5_acc: 0.7922, loss_cls: 1.7948, loss: 1.7948, grad_norm: 8.7970 2021-08-17 13:40:16,222 - mmaction - INFO - Epoch [49][420/2640] lr: 1.000e-04, eta: 0:34:53, time: 0.416, data_time: 0.000, memory: 5694, top1_acc: 0.5281, top5_acc: 0.8180, loss_cls: 1.7402, loss: 1.7402, grad_norm: 8.8312 2021-08-17 13:40:24,541 - mmaction - INFO - Epoch [49][440/2640] lr: 1.000e-04, eta: 0:34:44, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.5422, top5_acc: 0.8109, loss_cls: 1.7306, loss: 1.7306, grad_norm: 8.4073 2021-08-17 13:40:32,865 - mmaction - INFO - Epoch [49][460/2640] lr: 1.000e-04, eta: 0:34:36, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.5437, top5_acc: 0.8109, loss_cls: 1.7386, loss: 1.7386, grad_norm: 8.5934 2021-08-17 13:40:41,194 - mmaction - INFO - Epoch [49][480/2640] lr: 1.000e-04, eta: 0:34:27, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.5437, top5_acc: 0.8039, loss_cls: 1.7390, loss: 1.7390, grad_norm: 8.6402 2021-08-17 13:40:49,507 - mmaction - INFO - Epoch [49][500/2640] lr: 1.000e-04, eta: 0:34:19, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.5477, top5_acc: 0.8125, loss_cls: 1.7232, loss: 1.7232, grad_norm: 8.3953 2021-08-17 13:40:57,826 - mmaction - INFO - Epoch [49][520/2640] lr: 1.000e-04, eta: 0:34:10, time: 0.416, data_time: 0.000, memory: 5694, top1_acc: 0.5477, top5_acc: 0.8148, loss_cls: 1.7420, loss: 1.7420, grad_norm: 8.6712 2021-08-17 13:41:06,179 - mmaction - INFO - Epoch [49][540/2640] lr: 1.000e-04, eta: 0:34:01, time: 0.418, data_time: 0.000, memory: 5694, top1_acc: 0.5273, top5_acc: 0.8156, loss_cls: 1.7672, loss: 1.7672, grad_norm: 8.8442 2021-08-17 13:41:14,486 - mmaction - INFO - Epoch [49][560/2640] lr: 1.000e-04, eta: 0:33:53, time: 0.415, data_time: 0.000, memory: 5694, top1_acc: 0.5250, top5_acc: 0.8156, loss_cls: 1.7357, loss: 1.7357, grad_norm: 8.9511 2021-08-17 13:41:22,801 - mmaction - INFO - Epoch [49][580/2640] lr: 1.000e-04, eta: 0:33:44, time: 0.416, data_time: 0.000, memory: 5694, top1_acc: 0.5555, top5_acc: 0.8109, loss_cls: 1.7157, loss: 1.7157, grad_norm: 8.6557 2021-08-17 13:41:31,123 - mmaction - INFO - Epoch [49][600/2640] lr: 1.000e-04, eta: 0:33:35, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.5461, top5_acc: 0.8172, loss_cls: 1.7004, loss: 1.7004, grad_norm: 8.6491 2021-08-17 13:41:39,437 - mmaction - INFO - Epoch [49][620/2640] lr: 1.000e-04, eta: 0:33:27, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.5188, top5_acc: 0.7937, loss_cls: 1.8140, loss: 1.8140, grad_norm: 8.9244 2021-08-17 13:41:47,757 - mmaction - INFO - Epoch [49][640/2640] lr: 1.000e-04, eta: 0:33:18, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.5398, top5_acc: 0.8125, loss_cls: 1.7307, loss: 1.7307, grad_norm: 8.7871 2021-08-17 13:41:56,097 - mmaction - INFO - Epoch [49][660/2640] lr: 1.000e-04, eta: 0:33:10, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.5492, top5_acc: 0.8094, loss_cls: 1.7551, loss: 1.7551, grad_norm: 8.8353 2021-08-17 13:42:04,410 - mmaction - INFO - Epoch [49][680/2640] lr: 1.000e-04, eta: 0:33:01, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.5383, top5_acc: 0.7961, loss_cls: 1.7808, loss: 1.7808, grad_norm: 8.6707 2021-08-17 13:42:12,726 - mmaction - INFO - Epoch [49][700/2640] lr: 1.000e-04, eta: 0:32:52, time: 0.416, data_time: 0.000, memory: 5694, top1_acc: 0.5445, top5_acc: 0.8273, loss_cls: 1.6763, loss: 1.6763, grad_norm: 8.5173 2021-08-17 13:42:21,082 - mmaction - INFO - Epoch [49][720/2640] lr: 1.000e-04, eta: 0:32:44, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.5461, top5_acc: 0.8023, loss_cls: 1.7453, loss: 1.7453, grad_norm: 8.6449 2021-08-17 13:42:29,409 - mmaction - INFO - Epoch [49][740/2640] lr: 1.000e-04, eta: 0:32:35, time: 0.416, data_time: 0.000, memory: 5694, top1_acc: 0.5258, top5_acc: 0.7977, loss_cls: 1.8177, loss: 1.8177, grad_norm: 8.9214 2021-08-17 13:42:37,743 - mmaction - INFO - Epoch [49][760/2640] lr: 1.000e-04, eta: 0:32:26, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.5109, top5_acc: 0.8031, loss_cls: 1.8285, loss: 1.8285, grad_norm: 8.9343 2021-08-17 13:42:46,074 - mmaction - INFO - Epoch [49][780/2640] lr: 1.000e-04, eta: 0:32:18, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.5422, top5_acc: 0.8180, loss_cls: 1.7305, loss: 1.7305, grad_norm: 8.7533 2021-08-17 13:42:54,379 - mmaction - INFO - Epoch [49][800/2640] lr: 1.000e-04, eta: 0:32:09, time: 0.415, data_time: 0.001, memory: 5694, top1_acc: 0.5586, top5_acc: 0.8031, loss_cls: 1.7491, loss: 1.7491, grad_norm: 8.6527 2021-08-17 13:43:02,718 - mmaction - INFO - Epoch [49][820/2640] lr: 1.000e-04, eta: 0:32:01, time: 0.417, data_time: 0.002, memory: 5694, top1_acc: 0.5234, top5_acc: 0.8180, loss_cls: 1.7526, loss: 1.7526, grad_norm: 8.7465 2021-08-17 13:43:11,031 - mmaction - INFO - Epoch [49][840/2640] lr: 1.000e-04, eta: 0:31:52, time: 0.416, data_time: 0.000, memory: 5694, top1_acc: 0.5406, top5_acc: 0.8148, loss_cls: 1.7358, loss: 1.7358, grad_norm: 8.7500 2021-08-17 13:43:19,359 - mmaction - INFO - Epoch [49][860/2640] lr: 1.000e-04, eta: 0:31:43, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.5437, top5_acc: 0.7961, loss_cls: 1.7468, loss: 1.7468, grad_norm: 8.5605 2021-08-17 13:43:27,718 - mmaction - INFO - Epoch [49][880/2640] lr: 1.000e-04, eta: 0:31:35, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.5273, top5_acc: 0.7883, loss_cls: 1.8477, loss: 1.8477, grad_norm: 9.0710 2021-08-17 13:43:36,052 - mmaction - INFO - Epoch [49][900/2640] lr: 1.000e-04, eta: 0:31:26, time: 0.417, data_time: 0.002, memory: 5694, top1_acc: 0.5281, top5_acc: 0.7930, loss_cls: 1.7159, loss: 1.7159, grad_norm: 8.4748 2021-08-17 13:43:44,357 - mmaction - INFO - Epoch [49][920/2640] lr: 1.000e-04, eta: 0:31:17, time: 0.415, data_time: 0.001, memory: 5694, top1_acc: 0.5219, top5_acc: 0.7945, loss_cls: 1.7899, loss: 1.7899, grad_norm: 8.7942 2021-08-17 13:43:52,705 - mmaction - INFO - Epoch [49][940/2640] lr: 1.000e-04, eta: 0:31:09, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.5273, top5_acc: 0.8148, loss_cls: 1.7158, loss: 1.7158, grad_norm: 8.6421 2021-08-17 13:44:01,054 - mmaction - INFO - Epoch [49][960/2640] lr: 1.000e-04, eta: 0:31:00, time: 0.417, data_time: 0.000, memory: 5694, top1_acc: 0.5375, top5_acc: 0.8305, loss_cls: 1.7457, loss: 1.7457, grad_norm: 8.9885 2021-08-17 13:44:09,363 - mmaction - INFO - Epoch [49][980/2640] lr: 1.000e-04, eta: 0:30:52, time: 0.415, data_time: 0.001, memory: 5694, top1_acc: 0.5234, top5_acc: 0.8023, loss_cls: 1.7745, loss: 1.7745, grad_norm: 8.5598 2021-08-17 13:44:17,689 - mmaction - INFO - Epoch [49][1000/2640] lr: 1.000e-04, eta: 0:30:43, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.5398, top5_acc: 0.8273, loss_cls: 1.6882, loss: 1.6882, grad_norm: 8.6522 2021-08-17 13:44:26,056 - mmaction - INFO - Epoch [49][1020/2640] lr: 1.000e-04, eta: 0:30:34, time: 0.418, data_time: 0.000, memory: 5694, top1_acc: 0.5445, top5_acc: 0.8031, loss_cls: 1.7004, loss: 1.7004, grad_norm: 8.5905 2021-08-17 13:44:34,353 - mmaction - INFO - Epoch [49][1040/2640] lr: 1.000e-04, eta: 0:30:26, time: 0.415, data_time: 0.001, memory: 5694, top1_acc: 0.5445, top5_acc: 0.8203, loss_cls: 1.7224, loss: 1.7224, grad_norm: 8.8022 2021-08-17 13:44:42,691 - mmaction - INFO - Epoch [49][1060/2640] lr: 1.000e-04, eta: 0:30:17, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.5266, top5_acc: 0.8125, loss_cls: 1.7431, loss: 1.7431, grad_norm: 8.6520 2021-08-17 13:44:51,032 - mmaction - INFO - Epoch [49][1080/2640] lr: 1.000e-04, eta: 0:30:08, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.5375, top5_acc: 0.8164, loss_cls: 1.7303, loss: 1.7303, grad_norm: 8.9134 2021-08-17 13:44:59,342 - mmaction - INFO - Epoch [49][1100/2640] lr: 1.000e-04, eta: 0:30:00, time: 0.415, data_time: 0.000, memory: 5694, top1_acc: 0.5406, top5_acc: 0.7984, loss_cls: 1.7881, loss: 1.7881, grad_norm: 8.6363 2021-08-17 13:45:07,675 - mmaction - INFO - Epoch [49][1120/2640] lr: 1.000e-04, eta: 0:29:51, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.5461, top5_acc: 0.8016, loss_cls: 1.7370, loss: 1.7370, grad_norm: 8.6400 2021-08-17 13:45:16,003 - mmaction - INFO - Epoch [49][1140/2640] lr: 1.000e-04, eta: 0:29:43, time: 0.416, data_time: 0.000, memory: 5694, top1_acc: 0.5195, top5_acc: 0.8000, loss_cls: 1.7586, loss: 1.7586, grad_norm: 8.5575 2021-08-17 13:45:24,302 - mmaction - INFO - Epoch [49][1160/2640] lr: 1.000e-04, eta: 0:29:34, time: 0.415, data_time: 0.001, memory: 5694, top1_acc: 0.4938, top5_acc: 0.7875, loss_cls: 1.8365, loss: 1.8365, grad_norm: 8.8004 2021-08-17 13:45:32,627 - mmaction - INFO - Epoch [49][1180/2640] lr: 1.000e-04, eta: 0:29:25, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.5305, top5_acc: 0.8125, loss_cls: 1.7356, loss: 1.7356, grad_norm: 8.3952 2021-08-17 13:45:40,927 - mmaction - INFO - Epoch [49][1200/2640] lr: 1.000e-04, eta: 0:29:17, time: 0.415, data_time: 0.001, memory: 5694, top1_acc: 0.5383, top5_acc: 0.8023, loss_cls: 1.7307, loss: 1.7307, grad_norm: 8.7376 2021-08-17 13:45:49,265 - mmaction - INFO - Epoch [49][1220/2640] lr: 1.000e-04, eta: 0:29:08, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.5164, top5_acc: 0.8016, loss_cls: 1.7376, loss: 1.7376, grad_norm: 8.6399 2021-08-17 13:45:57,598 - mmaction - INFO - Epoch [49][1240/2640] lr: 1.000e-04, eta: 0:28:59, time: 0.417, data_time: 0.000, memory: 5694, top1_acc: 0.5508, top5_acc: 0.8289, loss_cls: 1.6505, loss: 1.6505, grad_norm: 8.4489 2021-08-17 13:46:05,932 - mmaction - INFO - Epoch [49][1260/2640] lr: 1.000e-04, eta: 0:28:51, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.5398, top5_acc: 0.8234, loss_cls: 1.6849, loss: 1.6849, grad_norm: 8.5840 2021-08-17 13:46:14,267 - mmaction - INFO - Epoch [49][1280/2640] lr: 1.000e-04, eta: 0:28:42, time: 0.417, data_time: 0.000, memory: 5694, top1_acc: 0.5234, top5_acc: 0.7969, loss_cls: 1.7962, loss: 1.7962, grad_norm: 8.8232 2021-08-17 13:46:22,598 - mmaction - INFO - Epoch [49][1300/2640] lr: 1.000e-04, eta: 0:28:34, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.5180, top5_acc: 0.8125, loss_cls: 1.7533, loss: 1.7533, grad_norm: 8.8562 2021-08-17 13:46:30,923 - mmaction - INFO - Epoch [49][1320/2640] lr: 1.000e-04, eta: 0:28:25, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.5250, top5_acc: 0.7969, loss_cls: 1.7849, loss: 1.7849, grad_norm: 8.8396 2021-08-17 13:46:39,266 - mmaction - INFO - Epoch [49][1340/2640] lr: 1.000e-04, eta: 0:28:16, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.5305, top5_acc: 0.8117, loss_cls: 1.7495, loss: 1.7495, grad_norm: 8.6604 2021-08-17 13:46:47,598 - mmaction - INFO - Epoch [49][1360/2640] lr: 1.000e-04, eta: 0:28:08, time: 0.417, data_time: 0.000, memory: 5694, top1_acc: 0.5398, top5_acc: 0.8172, loss_cls: 1.7968, loss: 1.7968, grad_norm: 8.8646 2021-08-17 13:46:55,953 - mmaction - INFO - Epoch [49][1380/2640] lr: 1.000e-04, eta: 0:27:59, time: 0.418, data_time: 0.002, memory: 5694, top1_acc: 0.5500, top5_acc: 0.8063, loss_cls: 1.7270, loss: 1.7270, grad_norm: 8.5657 2021-08-17 13:47:04,298 - mmaction - INFO - Epoch [49][1400/2640] lr: 1.000e-04, eta: 0:27:51, time: 0.417, data_time: 0.000, memory: 5694, top1_acc: 0.5383, top5_acc: 0.8047, loss_cls: 1.7407, loss: 1.7407, grad_norm: 8.7941 2021-08-17 13:47:12,624 - mmaction - INFO - Epoch [49][1420/2640] lr: 1.000e-04, eta: 0:27:42, time: 0.416, data_time: 0.000, memory: 5694, top1_acc: 0.5266, top5_acc: 0.8148, loss_cls: 1.7471, loss: 1.7471, grad_norm: 8.6923 2021-08-17 13:47:20,966 - mmaction - INFO - Epoch [49][1440/2640] lr: 1.000e-04, eta: 0:27:33, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.5469, top5_acc: 0.8102, loss_cls: 1.7513, loss: 1.7513, grad_norm: 8.5657 2021-08-17 13:47:29,337 - mmaction - INFO - Epoch [49][1460/2640] lr: 1.000e-04, eta: 0:27:25, time: 0.419, data_time: 0.001, memory: 5694, top1_acc: 0.5406, top5_acc: 0.8008, loss_cls: 1.7386, loss: 1.7386, grad_norm: 8.5396 2021-08-17 13:47:37,645 - mmaction - INFO - Epoch [49][1480/2640] lr: 1.000e-04, eta: 0:27:16, time: 0.415, data_time: 0.001, memory: 5694, top1_acc: 0.5367, top5_acc: 0.7953, loss_cls: 1.7584, loss: 1.7584, grad_norm: 8.4739 2021-08-17 13:47:45,983 - mmaction - INFO - Epoch [49][1500/2640] lr: 1.000e-04, eta: 0:27:07, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.5492, top5_acc: 0.8133, loss_cls: 1.7126, loss: 1.7126, grad_norm: 8.4924 2021-08-17 13:47:54,321 - mmaction - INFO - Epoch [49][1520/2640] lr: 1.000e-04, eta: 0:26:59, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.5430, top5_acc: 0.8063, loss_cls: 1.7111, loss: 1.7111, grad_norm: 8.7334 2021-08-17 13:48:02,674 - mmaction - INFO - Epoch [49][1540/2640] lr: 1.000e-04, eta: 0:26:50, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.5289, top5_acc: 0.8070, loss_cls: 1.7265, loss: 1.7265, grad_norm: 8.6952 2021-08-17 13:48:11,005 - mmaction - INFO - Epoch [49][1560/2640] lr: 1.000e-04, eta: 0:26:42, time: 0.417, data_time: 0.000, memory: 5694, top1_acc: 0.5195, top5_acc: 0.8039, loss_cls: 1.7800, loss: 1.7800, grad_norm: 8.5040 2021-08-17 13:48:19,353 - mmaction - INFO - Epoch [49][1580/2640] lr: 1.000e-04, eta: 0:26:33, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.5180, top5_acc: 0.8023, loss_cls: 1.8057, loss: 1.8057, grad_norm: 8.9466 2021-08-17 13:48:27,699 - mmaction - INFO - Epoch [49][1600/2640] lr: 1.000e-04, eta: 0:26:24, time: 0.417, data_time: 0.000, memory: 5694, top1_acc: 0.5383, top5_acc: 0.8102, loss_cls: 1.7594, loss: 1.7594, grad_norm: 9.0431 2021-08-17 13:48:36,005 - mmaction - INFO - Epoch [49][1620/2640] lr: 1.000e-04, eta: 0:26:16, time: 0.415, data_time: 0.000, memory: 5694, top1_acc: 0.5570, top5_acc: 0.8234, loss_cls: 1.6870, loss: 1.6870, grad_norm: 8.5971 2021-08-17 13:48:44,383 - mmaction - INFO - Epoch [49][1640/2640] lr: 1.000e-04, eta: 0:26:07, time: 0.419, data_time: 0.002, memory: 5694, top1_acc: 0.5414, top5_acc: 0.8195, loss_cls: 1.6904, loss: 1.6904, grad_norm: 8.5216 2021-08-17 13:48:52,724 - mmaction - INFO - Epoch [49][1660/2640] lr: 1.000e-04, eta: 0:25:58, time: 0.417, data_time: 0.000, memory: 5694, top1_acc: 0.5312, top5_acc: 0.8039, loss_cls: 1.6961, loss: 1.6961, grad_norm: 8.6966 2021-08-17 13:49:01,050 - mmaction - INFO - Epoch [49][1680/2640] lr: 1.000e-04, eta: 0:25:50, time: 0.416, data_time: 0.000, memory: 5694, top1_acc: 0.5289, top5_acc: 0.8047, loss_cls: 1.7520, loss: 1.7520, grad_norm: 8.6695 2021-08-17 13:49:09,395 - mmaction - INFO - Epoch [49][1700/2640] lr: 1.000e-04, eta: 0:25:41, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.5188, top5_acc: 0.7984, loss_cls: 1.8074, loss: 1.8074, grad_norm: 8.9153 2021-08-17 13:49:17,706 - mmaction - INFO - Epoch [49][1720/2640] lr: 1.000e-04, eta: 0:25:33, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.5383, top5_acc: 0.7992, loss_cls: 1.7528, loss: 1.7528, grad_norm: 8.7423 2021-08-17 13:49:26,047 - mmaction - INFO - Epoch [49][1740/2640] lr: 1.000e-04, eta: 0:25:24, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.5406, top5_acc: 0.8125, loss_cls: 1.7161, loss: 1.7161, grad_norm: 8.3673 2021-08-17 13:49:34,375 - mmaction - INFO - Epoch [49][1760/2640] lr: 1.000e-04, eta: 0:25:15, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.5305, top5_acc: 0.8023, loss_cls: 1.7594, loss: 1.7594, grad_norm: 8.6728 2021-08-17 13:49:42,714 - mmaction - INFO - Epoch [49][1780/2640] lr: 1.000e-04, eta: 0:25:07, time: 0.417, data_time: 0.002, memory: 5694, top1_acc: 0.5492, top5_acc: 0.8125, loss_cls: 1.7084, loss: 1.7084, grad_norm: 8.5439 2021-08-17 13:49:51,047 - mmaction - INFO - Epoch [49][1800/2640] lr: 1.000e-04, eta: 0:24:58, time: 0.417, data_time: 0.000, memory: 5694, top1_acc: 0.5422, top5_acc: 0.8172, loss_cls: 1.7182, loss: 1.7182, grad_norm: 8.7565 2021-08-17 13:49:59,376 - mmaction - INFO - Epoch [49][1820/2640] lr: 1.000e-04, eta: 0:24:49, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.5164, top5_acc: 0.8234, loss_cls: 1.7403, loss: 1.7403, grad_norm: 8.8739 2021-08-17 13:50:07,708 - mmaction - INFO - Epoch [49][1840/2640] lr: 1.000e-04, eta: 0:24:41, time: 0.417, data_time: 0.000, memory: 5694, top1_acc: 0.5375, top5_acc: 0.8078, loss_cls: 1.7463, loss: 1.7463, grad_norm: 8.7155 2021-08-17 13:50:16,044 - mmaction - INFO - Epoch [49][1860/2640] lr: 1.000e-04, eta: 0:24:32, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.5477, top5_acc: 0.8133, loss_cls: 1.7152, loss: 1.7152, grad_norm: 8.6130 2021-08-17 13:50:24,355 - mmaction - INFO - Epoch [49][1880/2640] lr: 1.000e-04, eta: 0:24:24, time: 0.416, data_time: 0.000, memory: 5694, top1_acc: 0.5586, top5_acc: 0.8164, loss_cls: 1.6944, loss: 1.6944, grad_norm: 8.5041 2021-08-17 13:50:32,676 - mmaction - INFO - Epoch [49][1900/2640] lr: 1.000e-04, eta: 0:24:15, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.5289, top5_acc: 0.8047, loss_cls: 1.7583, loss: 1.7583, grad_norm: 8.6952 2021-08-17 13:50:41,000 - mmaction - INFO - Epoch [49][1920/2640] lr: 1.000e-04, eta: 0:24:06, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.5305, top5_acc: 0.7875, loss_cls: 1.8317, loss: 1.8317, grad_norm: 8.9776 2021-08-17 13:50:49,351 - mmaction - INFO - Epoch [49][1940/2640] lr: 1.000e-04, eta: 0:23:58, time: 0.418, data_time: 0.002, memory: 5694, top1_acc: 0.5508, top5_acc: 0.8070, loss_cls: 1.7596, loss: 1.7596, grad_norm: 8.8569 2021-08-17 13:50:57,667 - mmaction - INFO - Epoch [49][1960/2640] lr: 1.000e-04, eta: 0:23:49, time: 0.416, data_time: 0.000, memory: 5694, top1_acc: 0.5430, top5_acc: 0.8125, loss_cls: 1.7137, loss: 1.7137, grad_norm: 8.7652 2021-08-17 13:51:05,966 - mmaction - INFO - Epoch [49][1980/2640] lr: 1.000e-04, eta: 0:23:41, time: 0.415, data_time: 0.001, memory: 5694, top1_acc: 0.5359, top5_acc: 0.8016, loss_cls: 1.7436, loss: 1.7436, grad_norm: 8.7627 2021-08-17 13:51:14,279 - mmaction - INFO - Epoch [49][2000/2640] lr: 1.000e-04, eta: 0:23:32, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.5227, top5_acc: 0.7914, loss_cls: 1.8219, loss: 1.8219, grad_norm: 8.8144 2021-08-17 13:51:22,612 - mmaction - INFO - Epoch [49][2020/2640] lr: 1.000e-04, eta: 0:23:23, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.5266, top5_acc: 0.8109, loss_cls: 1.7694, loss: 1.7694, grad_norm: 8.8879 2021-08-17 13:51:30,929 - mmaction - INFO - Epoch [49][2040/2640] lr: 1.000e-04, eta: 0:23:15, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.5391, top5_acc: 0.8094, loss_cls: 1.7454, loss: 1.7454, grad_norm: 8.6549 2021-08-17 13:51:39,236 - mmaction - INFO - Epoch [49][2060/2640] lr: 1.000e-04, eta: 0:23:06, time: 0.415, data_time: 0.001, memory: 5694, top1_acc: 0.5383, top5_acc: 0.8148, loss_cls: 1.7216, loss: 1.7216, grad_norm: 8.7605 2021-08-17 13:51:47,557 - mmaction - INFO - Epoch [49][2080/2640] lr: 1.000e-04, eta: 0:22:57, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.5250, top5_acc: 0.7945, loss_cls: 1.7996, loss: 1.7996, grad_norm: 8.7279 2021-08-17 13:51:55,879 - mmaction - INFO - Epoch [49][2100/2640] lr: 1.000e-04, eta: 0:22:49, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.5156, top5_acc: 0.7898, loss_cls: 1.8184, loss: 1.8184, grad_norm: 8.7280 2021-08-17 13:52:04,199 - mmaction - INFO - Epoch [49][2120/2640] lr: 1.000e-04, eta: 0:22:40, time: 0.416, data_time: 0.000, memory: 5694, top1_acc: 0.5273, top5_acc: 0.8109, loss_cls: 1.7845, loss: 1.7845, grad_norm: 8.9219 2021-08-17 13:52:12,497 - mmaction - INFO - Epoch [49][2140/2640] lr: 1.000e-04, eta: 0:22:32, time: 0.415, data_time: 0.001, memory: 5694, top1_acc: 0.5484, top5_acc: 0.8109, loss_cls: 1.6678, loss: 1.6678, grad_norm: 8.4227 2021-08-17 13:52:20,810 - mmaction - INFO - Epoch [49][2160/2640] lr: 1.000e-04, eta: 0:22:23, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.5344, top5_acc: 0.8148, loss_cls: 1.7079, loss: 1.7079, grad_norm: 8.8055 2021-08-17 13:52:29,165 - mmaction - INFO - Epoch [49][2180/2640] lr: 1.000e-04, eta: 0:22:14, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.5367, top5_acc: 0.8039, loss_cls: 1.8048, loss: 1.8048, grad_norm: 9.0508 2021-08-17 13:52:37,467 - mmaction - INFO - Epoch [49][2200/2640] lr: 1.000e-04, eta: 0:22:06, time: 0.415, data_time: 0.001, memory: 5694, top1_acc: 0.5297, top5_acc: 0.8125, loss_cls: 1.7262, loss: 1.7262, grad_norm: 8.6383 2021-08-17 13:52:45,794 - mmaction - INFO - Epoch [49][2220/2640] lr: 1.000e-04, eta: 0:21:57, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.5281, top5_acc: 0.8187, loss_cls: 1.7225, loss: 1.7225, grad_norm: 8.9030 2021-08-17 13:52:54,106 - mmaction - INFO - Epoch [49][2240/2640] lr: 1.000e-04, eta: 0:21:48, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.5211, top5_acc: 0.8102, loss_cls: 1.7708, loss: 1.7708, grad_norm: 8.7055 2021-08-17 13:53:02,421 - mmaction - INFO - Epoch [49][2260/2640] lr: 1.000e-04, eta: 0:21:40, time: 0.416, data_time: 0.000, memory: 5694, top1_acc: 0.5516, top5_acc: 0.8125, loss_cls: 1.7466, loss: 1.7466, grad_norm: 8.7021 2021-08-17 13:53:10,704 - mmaction - INFO - Epoch [49][2280/2640] lr: 1.000e-04, eta: 0:21:31, time: 0.414, data_time: 0.001, memory: 5694, top1_acc: 0.5305, top5_acc: 0.7984, loss_cls: 1.7604, loss: 1.7604, grad_norm: 8.5564 2021-08-17 13:53:19,017 - mmaction - INFO - Epoch [49][2300/2640] lr: 1.000e-04, eta: 0:21:23, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.5250, top5_acc: 0.8187, loss_cls: 1.7417, loss: 1.7417, grad_norm: 8.8339 2021-08-17 13:53:27,327 - mmaction - INFO - Epoch [49][2320/2640] lr: 1.000e-04, eta: 0:21:14, time: 0.416, data_time: 0.000, memory: 5694, top1_acc: 0.5547, top5_acc: 0.8086, loss_cls: 1.7148, loss: 1.7148, grad_norm: 8.8675 2021-08-17 13:53:35,628 - mmaction - INFO - Epoch [49][2340/2640] lr: 1.000e-04, eta: 0:21:05, time: 0.415, data_time: 0.001, memory: 5694, top1_acc: 0.5336, top5_acc: 0.8133, loss_cls: 1.7319, loss: 1.7319, grad_norm: 8.7991 2021-08-17 13:53:43,949 - mmaction - INFO - Epoch [49][2360/2640] lr: 1.000e-04, eta: 0:20:57, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.5336, top5_acc: 0.8078, loss_cls: 1.7492, loss: 1.7492, grad_norm: 8.7840 2021-08-17 13:53:52,292 - mmaction - INFO - Epoch [49][2380/2640] lr: 1.000e-04, eta: 0:20:48, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.5180, top5_acc: 0.8047, loss_cls: 1.7596, loss: 1.7596, grad_norm: 8.7917 2021-08-17 13:54:00,584 - mmaction - INFO - Epoch [49][2400/2640] lr: 1.000e-04, eta: 0:20:40, time: 0.415, data_time: 0.000, memory: 5694, top1_acc: 0.5312, top5_acc: 0.8117, loss_cls: 1.7079, loss: 1.7079, grad_norm: 8.6618 2021-08-17 13:54:08,911 - mmaction - INFO - Epoch [49][2420/2640] lr: 1.000e-04, eta: 0:20:31, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.5234, top5_acc: 0.8117, loss_cls: 1.7608, loss: 1.7608, grad_norm: 8.6334 2021-08-17 13:54:17,216 - mmaction - INFO - Epoch [49][2440/2640] lr: 1.000e-04, eta: 0:20:22, time: 0.415, data_time: 0.000, memory: 5694, top1_acc: 0.5258, top5_acc: 0.8250, loss_cls: 1.6950, loss: 1.6950, grad_norm: 8.9207 2021-08-17 13:54:25,545 - mmaction - INFO - Epoch [49][2460/2640] lr: 1.000e-04, eta: 0:20:14, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.5508, top5_acc: 0.8070, loss_cls: 1.7627, loss: 1.7627, grad_norm: 8.8058 2021-08-17 13:54:33,822 - mmaction - INFO - Epoch [49][2480/2640] lr: 1.000e-04, eta: 0:20:05, time: 0.414, data_time: 0.001, memory: 5694, top1_acc: 0.5320, top5_acc: 0.7930, loss_cls: 1.8010, loss: 1.8010, grad_norm: 9.0544 2021-08-17 13:54:42,106 - mmaction - INFO - Epoch [49][2500/2640] lr: 1.000e-04, eta: 0:19:56, time: 0.414, data_time: 0.001, memory: 5694, top1_acc: 0.5156, top5_acc: 0.7898, loss_cls: 1.8407, loss: 1.8407, grad_norm: 8.8455 2021-08-17 13:54:50,389 - mmaction - INFO - Epoch [49][2520/2640] lr: 1.000e-04, eta: 0:19:48, time: 0.414, data_time: 0.000, memory: 5694, top1_acc: 0.5250, top5_acc: 0.8031, loss_cls: 1.7316, loss: 1.7316, grad_norm: 8.8205 2021-08-17 13:54:58,695 - mmaction - INFO - Epoch [49][2540/2640] lr: 1.000e-04, eta: 0:19:39, time: 0.415, data_time: 0.001, memory: 5694, top1_acc: 0.5289, top5_acc: 0.8102, loss_cls: 1.7633, loss: 1.7633, grad_norm: 8.8155 2021-08-17 13:55:06,975 - mmaction - INFO - Epoch [49][2560/2640] lr: 1.000e-04, eta: 0:19:31, time: 0.414, data_time: 0.000, memory: 5694, top1_acc: 0.5281, top5_acc: 0.7992, loss_cls: 1.8111, loss: 1.8111, grad_norm: 8.9594 2021-08-17 13:55:15,308 - mmaction - INFO - Epoch [49][2580/2640] lr: 1.000e-04, eta: 0:19:22, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.5281, top5_acc: 0.7992, loss_cls: 1.8035, loss: 1.8035, grad_norm: 8.9413 2021-08-17 13:55:23,563 - mmaction - INFO - Epoch [49][2600/2640] lr: 1.000e-04, eta: 0:19:13, time: 0.413, data_time: 0.000, memory: 5694, top1_acc: 0.5266, top5_acc: 0.7906, loss_cls: 1.8339, loss: 1.8339, grad_norm: 8.8634 2021-08-17 13:55:31,877 - mmaction - INFO - Epoch [49][2620/2640] lr: 1.000e-04, eta: 0:19:05, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.5039, top5_acc: 0.8109, loss_cls: 1.7505, loss: 1.7505, grad_norm: 8.8569 2021-08-17 13:55:39,973 - mmaction - INFO - Epoch [49][2640/2640] lr: 1.000e-04, eta: 0:18:56, time: 0.405, data_time: 0.001, memory: 5694, top1_acc: 0.5315, top5_acc: 0.8048, loss_cls: 1.7658, loss: 1.7658, grad_norm: 8.6904 2021-08-17 13:57:11,511 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-08-17 13:57:11,859 - mmaction - INFO - top1_acc 0.2809 top5_acc 0.5782 2021-08-17 13:57:11,859 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-08-17 13:57:11,881 - mmaction - INFO - mean_acc 0.2315 2021-08-17 13:57:11,887 - mmaction - INFO - Saving checkpoint at 49 epochs 2021-08-17 13:57:12,192 - mmaction - INFO - Epoch(val) [49][194] top1_acc: 0.2809, top5_acc: 0.5782, mean_class_accuracy: 0.2315 2021-08-17 13:57:49,490 - mmaction - INFO - Epoch [50][20/2640] lr: 1.000e-04, eta: 0:18:48, time: 1.863, data_time: 1.451, memory: 5694, top1_acc: 0.5445, top5_acc: 0.8070, loss_cls: 1.7666, loss: 1.7666, grad_norm: 9.0203 2021-08-17 13:57:57,458 - mmaction - INFO - Epoch [50][40/2640] lr: 1.000e-04, eta: 0:18:39, time: 0.399, data_time: 0.003, memory: 5694, top1_acc: 0.5305, top5_acc: 0.8047, loss_cls: 1.7321, loss: 1.7321, grad_norm: 8.3903 2021-08-17 13:58:05,444 - mmaction - INFO - Epoch [50][60/2640] lr: 1.000e-04, eta: 0:18:31, time: 0.399, data_time: 0.001, memory: 5694, top1_acc: 0.5539, top5_acc: 0.8195, loss_cls: 1.7041, loss: 1.7041, grad_norm: 8.5591 2021-08-17 13:58:13,511 - mmaction - INFO - Epoch [50][80/2640] lr: 1.000e-04, eta: 0:18:22, time: 0.403, data_time: 0.002, memory: 5694, top1_acc: 0.5352, top5_acc: 0.8133, loss_cls: 1.7451, loss: 1.7451, grad_norm: 8.7395 2021-08-17 13:58:21,628 - mmaction - INFO - Epoch [50][100/2640] lr: 1.000e-04, eta: 0:18:14, time: 0.406, data_time: 0.001, memory: 5694, top1_acc: 0.5398, top5_acc: 0.8023, loss_cls: 1.7612, loss: 1.7612, grad_norm: 8.7600 2021-08-17 13:58:29,853 - mmaction - INFO - Epoch [50][120/2640] lr: 1.000e-04, eta: 0:18:05, time: 0.411, data_time: 0.000, memory: 5694, top1_acc: 0.5211, top5_acc: 0.7977, loss_cls: 1.7763, loss: 1.7763, grad_norm: 8.6669 2021-08-17 13:58:38,205 - mmaction - INFO - Epoch [50][140/2640] lr: 1.000e-04, eta: 0:17:56, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.5477, top5_acc: 0.8187, loss_cls: 1.7353, loss: 1.7353, grad_norm: 8.6800 2021-08-17 13:58:46,535 - mmaction - INFO - Epoch [50][160/2640] lr: 1.000e-04, eta: 0:17:48, time: 0.416, data_time: 0.000, memory: 5694, top1_acc: 0.5398, top5_acc: 0.8086, loss_cls: 1.7081, loss: 1.7081, grad_norm: 8.7232 2021-08-17 13:58:54,888 - mmaction - INFO - Epoch [50][180/2640] lr: 1.000e-04, eta: 0:17:39, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.5570, top5_acc: 0.8078, loss_cls: 1.6714, loss: 1.6714, grad_norm: 8.6637 2021-08-17 13:59:03,236 - mmaction - INFO - Epoch [50][200/2640] lr: 1.000e-04, eta: 0:17:30, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.5406, top5_acc: 0.8039, loss_cls: 1.7085, loss: 1.7085, grad_norm: 8.6811 2021-08-17 13:59:11,562 - mmaction - INFO - Epoch [50][220/2640] lr: 1.000e-04, eta: 0:17:22, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.5305, top5_acc: 0.8148, loss_cls: 1.7503, loss: 1.7503, grad_norm: 8.5908 2021-08-17 13:59:19,895 - mmaction - INFO - Epoch [50][240/2640] lr: 1.000e-04, eta: 0:17:13, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.5320, top5_acc: 0.8039, loss_cls: 1.7420, loss: 1.7420, grad_norm: 8.8121 2021-08-17 13:59:28,233 - mmaction - INFO - Epoch [50][260/2640] lr: 1.000e-04, eta: 0:17:05, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.5336, top5_acc: 0.7883, loss_cls: 1.8118, loss: 1.8118, grad_norm: 8.8648 2021-08-17 13:59:36,586 - mmaction - INFO - Epoch [50][280/2640] lr: 1.000e-04, eta: 0:16:56, time: 0.418, data_time: 0.001, memory: 5694, top1_acc: 0.5273, top5_acc: 0.7984, loss_cls: 1.7429, loss: 1.7429, grad_norm: 8.7145 2021-08-17 13:59:44,888 - mmaction - INFO - Epoch [50][300/2640] lr: 1.000e-04, eta: 0:16:47, time: 0.415, data_time: 0.000, memory: 5694, top1_acc: 0.5492, top5_acc: 0.8078, loss_cls: 1.7119, loss: 1.7119, grad_norm: 8.5071 2021-08-17 13:59:53,199 - mmaction - INFO - Epoch [50][320/2640] lr: 1.000e-04, eta: 0:16:39, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.5352, top5_acc: 0.8109, loss_cls: 1.7684, loss: 1.7684, grad_norm: 8.6212 2021-08-17 14:00:01,495 - mmaction - INFO - Epoch [50][340/2640] lr: 1.000e-04, eta: 0:16:30, time: 0.415, data_time: 0.000, memory: 5694, top1_acc: 0.5273, top5_acc: 0.8086, loss_cls: 1.7539, loss: 1.7539, grad_norm: 8.6307 2021-08-17 14:00:09,832 - mmaction - INFO - Epoch [50][360/2640] lr: 1.000e-04, eta: 0:16:22, time: 0.417, data_time: 0.002, memory: 5694, top1_acc: 0.5391, top5_acc: 0.8156, loss_cls: 1.7203, loss: 1.7203, grad_norm: 8.5285 2021-08-17 14:00:18,138 - mmaction - INFO - Epoch [50][380/2640] lr: 1.000e-04, eta: 0:16:13, time: 0.415, data_time: 0.000, memory: 5694, top1_acc: 0.5391, top5_acc: 0.8070, loss_cls: 1.7555, loss: 1.7555, grad_norm: 8.6947 2021-08-17 14:00:26,484 - mmaction - INFO - Epoch [50][400/2640] lr: 1.000e-04, eta: 0:16:04, time: 0.417, data_time: 0.001, memory: 5694, top1_acc: 0.5336, top5_acc: 0.8086, loss_cls: 1.7941, loss: 1.7941, grad_norm: 8.6247 2021-08-17 14:00:34,780 - mmaction - INFO - Epoch [50][420/2640] lr: 1.000e-04, eta: 0:15:56, time: 0.415, data_time: 0.001, memory: 5694, top1_acc: 0.5578, top5_acc: 0.8156, loss_cls: 1.7236, loss: 1.7236, grad_norm: 8.6413 2021-08-17 14:00:43,074 - mmaction - INFO - Epoch [50][440/2640] lr: 1.000e-04, eta: 0:15:47, time: 0.415, data_time: 0.001, memory: 5694, top1_acc: 0.5437, top5_acc: 0.8289, loss_cls: 1.6823, loss: 1.6823, grad_norm: 8.6663 2021-08-17 14:00:51,361 - mmaction - INFO - Epoch [50][460/2640] lr: 1.000e-04, eta: 0:15:38, time: 0.414, data_time: 0.000, memory: 5694, top1_acc: 0.5516, top5_acc: 0.8141, loss_cls: 1.7426, loss: 1.7426, grad_norm: 8.7938 2021-08-17 14:00:59,657 - mmaction - INFO - Epoch [50][480/2640] lr: 1.000e-04, eta: 0:15:30, time: 0.415, data_time: 0.001, memory: 5694, top1_acc: 0.5484, top5_acc: 0.8117, loss_cls: 1.7190, loss: 1.7190, grad_norm: 8.8889 2021-08-17 14:01:07,977 - mmaction - INFO - Epoch [50][500/2640] lr: 1.000e-04, eta: 0:15:21, time: 0.416, data_time: 0.001, memory: 5694, top1_acc: 0.5406, top5_acc: 0.8063, loss_cls: 1.7251, loss: 1.7251, grad_norm: 8.8004 2021-08-17 14:01:16,280 - mmaction - INFO - Epoch [50][520/2640] lr: 1.000e-04, eta: 0:15:13, time: 0.415, data_time: 0.001, memory: 5694, top1_acc: 0.5445, top5_acc: 0.7984, loss_cls: 1.7488, loss: 1.7488, grad_norm: 8.5191 2021-08-17 14:01:24,575 - mmaction - INFO - Epoch [50][540/2640] lr: 1.000e-04, eta: 0:15:04, time: 0.415, data_time: 0.001, memory: 5694, top1_acc: 0.5273, top5_acc: 0.8055, loss_cls: 1.7507, loss: 1.7507, grad_norm: 8.5562 2021-08-17 14:01:32,885 - mmaction - INFO - Epoch [50][560/2640] lr: 1.000e-04, eta: 0:14:55, time: 0.415, data_time: 0.001, memory: 5694, top1_acc: 0.5250, top5_acc: 0.8055, loss_cls: 1.7753, loss: 1.7753, grad_norm: 8.8227 2021-08-17 14:01:41,165 - mmaction - INFO - Epoch [50][580/2640] lr: 1.000e-04, eta: 0:14:47, time: 0.414, data_time: 0.001, memory: 5694, top1_acc: 0.5305, top5_acc: 0.8094, loss_cls: 1.7791, loss: 1.7791, grad_norm: 8.9412 2021-08-17 14:01:49,445 - mmaction - INFO - Epoch [50][600/2640] lr: 1.000e-04, eta: 0:14:38, time: 0.414, data_time: 0.001, memory: 5694, top1_acc: 0.5312, top5_acc: 0.8195, loss_cls: 1.7308, loss: 1.7308, grad_norm: 8.6432 2021-08-17 14:01:57,730 - mmaction - INFO - Epoch [50][620/2640] lr: 1.000e-04, eta: 0:14:29, time: 0.414, data_time: 0.000, memory: 5694, top1_acc: 0.5437, top5_acc: 0.8172, loss_cls: 1.6797, loss: 1.6797, grad_norm: 8.6883 2021-08-17 14:02:06,010 - mmaction - INFO - Epoch [50][640/2640] lr: 1.000e-04, eta: 0:14:21, time: 0.414, data_time: 0.001, memory: 5694, top1_acc: 0.5484, top5_acc: 0.8000, loss_cls: 1.7542, loss: 1.7542, grad_norm: 8.5876 2021-08-17 14:02:14,288 - mmaction - INFO - Epoch [50][660/2640] lr: 1.000e-04, eta: 0:14:12, time: 0.414, data_time: 0.000, memory: 5694, top1_acc: 0.5258, top5_acc: 0.7906, loss_cls: 1.7738, loss: 1.7738, grad_norm: 8.5747 2021-08-17 14:02:22,591 - mmaction - INFO - Epoch [50][680/2640] lr: 1.000e-04, eta: 0:14:04, time: 0.415, data_time: 0.001, memory: 5694, top1_acc: 0.5437, top5_acc: 0.8016, loss_cls: 1.7362, loss: 1.7362, grad_norm: 8.2659 2021-08-17 14:02:30,875 - mmaction - INFO - Epoch [50][700/2640] lr: 1.000e-04, eta: 0:13:55, time: 0.414, data_time: 0.001, memory: 5694, top1_acc: 0.5047, top5_acc: 0.7930, loss_cls: 1.8328, loss: 1.8328, grad_norm: 9.0563 2021-08-17 14:02:39,142 - mmaction - INFO - Epoch [50][720/2640] lr: 1.000e-04, eta: 0:13:46, time: 0.413, data_time: 0.001, memory: 5694, top1_acc: 0.5094, top5_acc: 0.7836, loss_cls: 1.8447, loss: 1.8447, grad_norm: 8.9655 2021-08-17 14:02:47,409 - mmaction - INFO - Epoch [50][740/2640] lr: 1.000e-04, eta: 0:13:38, time: 0.413, data_time: 0.001, memory: 5694, top1_acc: 0.5406, top5_acc: 0.8102, loss_cls: 1.7426, loss: 1.7426, grad_norm: 8.5343 2021-08-17 14:02:55,718 - mmaction - INFO - Epoch [50][760/2640] lr: 1.000e-04, eta: 0:13:29, time: 0.415, data_time: 0.000, memory: 5694, top1_acc: 0.5336, top5_acc: 0.8008, loss_cls: 1.7428, loss: 1.7428, grad_norm: 8.8508 2021-08-17 14:03:03,946 - mmaction - INFO - Epoch [50][780/2640] lr: 1.000e-04, eta: 0:13:21, time: 0.411, data_time: 0.000, memory: 5694, top1_acc: 0.5477, top5_acc: 0.8133, loss_cls: 1.7428, loss: 1.7428, grad_norm: 8.3574 2021-08-17 14:03:12,207 - mmaction - INFO - Epoch [50][800/2640] lr: 1.000e-04, eta: 0:13:12, time: 0.413, data_time: 0.000, memory: 5694, top1_acc: 0.5336, top5_acc: 0.8070, loss_cls: 1.7411, loss: 1.7411, grad_norm: 8.4581 2021-08-17 14:03:20,460 - mmaction - INFO - Epoch [50][820/2640] lr: 1.000e-04, eta: 0:13:03, time: 0.413, data_time: 0.001, memory: 5694, top1_acc: 0.5508, top5_acc: 0.8195, loss_cls: 1.7346, loss: 1.7346, grad_norm: 8.5876 2021-08-17 14:03:28,735 - mmaction - INFO - Epoch [50][840/2640] lr: 1.000e-04, eta: 0:12:55, time: 0.414, data_time: 0.002, memory: 5694, top1_acc: 0.5320, top5_acc: 0.7984, loss_cls: 1.7509, loss: 1.7509, grad_norm: 8.7548 2021-08-17 14:03:36,972 - mmaction - INFO - Epoch [50][860/2640] lr: 1.000e-04, eta: 0:12:46, time: 0.412, data_time: 0.001, memory: 5694, top1_acc: 0.5312, top5_acc: 0.7937, loss_cls: 1.7883, loss: 1.7883, grad_norm: 8.6344 2021-08-17 14:03:45,279 - mmaction - INFO - Epoch [50][880/2640] lr: 1.000e-04, eta: 0:12:37, time: 0.415, data_time: 0.001, memory: 5694, top1_acc: 0.5320, top5_acc: 0.8125, loss_cls: 1.7101, loss: 1.7101, grad_norm: 8.6951 2021-08-17 14:03:53,530 - mmaction - INFO - Epoch [50][900/2640] lr: 1.000e-04, eta: 0:12:29, time: 0.413, data_time: 0.000, memory: 5694, top1_acc: 0.5273, top5_acc: 0.8086, loss_cls: 1.7473, loss: 1.7473, grad_norm: 8.5957 2021-08-17 14:04:01,829 - mmaction - INFO - Epoch [50][920/2640] lr: 1.000e-04, eta: 0:12:20, time: 0.415, data_time: 0.001, memory: 5694, top1_acc: 0.5391, top5_acc: 0.8133, loss_cls: 1.6985, loss: 1.6985, grad_norm: 8.4322 2021-08-17 14:04:10,065 - mmaction - INFO - Epoch [50][940/2640] lr: 1.000e-04, eta: 0:12:12, time: 0.412, data_time: 0.000, memory: 5694, top1_acc: 0.5617, top5_acc: 0.8383, loss_cls: 1.6317, loss: 1.6317, grad_norm: 8.4794 2021-08-17 14:04:18,327 - mmaction - INFO - Epoch [50][960/2640] lr: 1.000e-04, eta: 0:12:03, time: 0.413, data_time: 0.001, memory: 5694, top1_acc: 0.5289, top5_acc: 0.8000, loss_cls: 1.7926, loss: 1.7926, grad_norm: 8.9519 2021-08-17 14:04:26,613 - mmaction - INFO - Epoch [50][980/2640] lr: 1.000e-04, eta: 0:11:54, time: 0.414, data_time: 0.001, memory: 5694, top1_acc: 0.5328, top5_acc: 0.8008, loss_cls: 1.7751, loss: 1.7751, grad_norm: 8.6525 2021-08-17 14:04:34,852 - mmaction - INFO - Epoch [50][1000/2640] lr: 1.000e-04, eta: 0:11:46, time: 0.412, data_time: 0.001, memory: 5694, top1_acc: 0.5547, top5_acc: 0.8148, loss_cls: 1.6883, loss: 1.6883, grad_norm: 8.6279 2021-08-17 14:04:43,104 - mmaction - INFO - Epoch [50][1020/2640] lr: 1.000e-04, eta: 0:11:37, time: 0.412, data_time: 0.001, memory: 5694, top1_acc: 0.5156, top5_acc: 0.7937, loss_cls: 1.8000, loss: 1.8000, grad_norm: 8.8345 2021-08-17 14:04:51,373 - mmaction - INFO - Epoch [50][1040/2640] lr: 1.000e-04, eta: 0:11:28, time: 0.414, data_time: 0.001, memory: 5694, top1_acc: 0.5406, top5_acc: 0.8078, loss_cls: 1.7456, loss: 1.7456, grad_norm: 8.7167 2021-08-17 14:04:59,618 - mmaction - INFO - Epoch [50][1060/2640] lr: 1.000e-04, eta: 0:11:20, time: 0.412, data_time: 0.000, memory: 5694, top1_acc: 0.5555, top5_acc: 0.8133, loss_cls: 1.7273, loss: 1.7273, grad_norm: 8.7418 2021-08-17 14:05:07,869 - mmaction - INFO - Epoch [50][1080/2640] lr: 1.000e-04, eta: 0:11:11, time: 0.412, data_time: 0.001, memory: 5694, top1_acc: 0.5273, top5_acc: 0.8164, loss_cls: 1.7278, loss: 1.7278, grad_norm: 8.5998 2021-08-17 14:05:16,101 - mmaction - INFO - Epoch [50][1100/2640] lr: 1.000e-04, eta: 0:11:03, time: 0.412, data_time: 0.001, memory: 5694, top1_acc: 0.5359, top5_acc: 0.7961, loss_cls: 1.7562, loss: 1.7562, grad_norm: 8.8755 2021-08-17 14:05:24,342 - mmaction - INFO - Epoch [50][1120/2640] lr: 1.000e-04, eta: 0:10:54, time: 0.412, data_time: 0.001, memory: 5694, top1_acc: 0.5055, top5_acc: 0.7883, loss_cls: 1.8329, loss: 1.8329, grad_norm: 8.8898 2021-08-17 14:05:32,626 - mmaction - INFO - Epoch [50][1140/2640] lr: 1.000e-04, eta: 0:10:45, time: 0.414, data_time: 0.001, memory: 5694, top1_acc: 0.5406, top5_acc: 0.7945, loss_cls: 1.7341, loss: 1.7341, grad_norm: 8.5608 2021-08-17 14:05:40,854 - mmaction - INFO - Epoch [50][1160/2640] lr: 1.000e-04, eta: 0:10:37, time: 0.411, data_time: 0.000, memory: 5694, top1_acc: 0.5266, top5_acc: 0.7875, loss_cls: 1.7959, loss: 1.7959, grad_norm: 8.8030 2021-08-17 14:05:49,125 - mmaction - INFO - Epoch [50][1180/2640] lr: 1.000e-04, eta: 0:10:28, time: 0.414, data_time: 0.001, memory: 5694, top1_acc: 0.5234, top5_acc: 0.8086, loss_cls: 1.7987, loss: 1.7987, grad_norm: 9.0456 2021-08-17 14:05:57,384 - mmaction - INFO - Epoch [50][1200/2640] lr: 1.000e-04, eta: 0:10:20, time: 0.413, data_time: 0.000, memory: 5694, top1_acc: 0.5117, top5_acc: 0.8039, loss_cls: 1.7896, loss: 1.7896, grad_norm: 9.1066 2021-08-17 14:06:05,639 - mmaction - INFO - Epoch [50][1220/2640] lr: 1.000e-04, eta: 0:10:11, time: 0.413, data_time: 0.001, memory: 5694, top1_acc: 0.5531, top5_acc: 0.8141, loss_cls: 1.7311, loss: 1.7311, grad_norm: 8.5610 2021-08-17 14:06:13,912 - mmaction - INFO - Epoch [50][1240/2640] lr: 1.000e-04, eta: 0:10:02, time: 0.414, data_time: 0.001, memory: 5694, top1_acc: 0.5227, top5_acc: 0.8117, loss_cls: 1.7700, loss: 1.7700, grad_norm: 8.9327 2021-08-17 14:06:22,158 - mmaction - INFO - Epoch [50][1260/2640] lr: 1.000e-04, eta: 0:09:54, time: 0.412, data_time: 0.000, memory: 5694, top1_acc: 0.5359, top5_acc: 0.8070, loss_cls: 1.7480, loss: 1.7480, grad_norm: 8.9854 2021-08-17 14:06:30,412 - mmaction - INFO - Epoch [50][1280/2640] lr: 1.000e-04, eta: 0:09:45, time: 0.412, data_time: 0.001, memory: 5694, top1_acc: 0.5531, top5_acc: 0.8289, loss_cls: 1.6785, loss: 1.6785, grad_norm: 8.5702 2021-08-17 14:06:38,708 - mmaction - INFO - Epoch [50][1300/2640] lr: 1.000e-04, eta: 0:09:36, time: 0.415, data_time: 0.001, memory: 5694, top1_acc: 0.5586, top5_acc: 0.8227, loss_cls: 1.6639, loss: 1.6639, grad_norm: 8.6493 2021-08-17 14:06:46,975 - mmaction - INFO - Epoch [50][1320/2640] lr: 1.000e-04, eta: 0:09:28, time: 0.413, data_time: 0.001, memory: 5694, top1_acc: 0.5281, top5_acc: 0.8078, loss_cls: 1.7621, loss: 1.7621, grad_norm: 8.8148 2021-08-17 14:06:55,225 - mmaction - INFO - Epoch [50][1340/2640] lr: 1.000e-04, eta: 0:09:19, time: 0.413, data_time: 0.000, memory: 5694, top1_acc: 0.5492, top5_acc: 0.8313, loss_cls: 1.6624, loss: 1.6624, grad_norm: 8.9576 2021-08-17 14:07:03,509 - mmaction - INFO - Epoch [50][1360/2640] lr: 1.000e-04, eta: 0:09:11, time: 0.414, data_time: 0.001, memory: 5694, top1_acc: 0.5422, top5_acc: 0.8047, loss_cls: 1.7228, loss: 1.7228, grad_norm: 8.6463 2021-08-17 14:07:11,773 - mmaction - INFO - Epoch [50][1380/2640] lr: 1.000e-04, eta: 0:09:02, time: 0.413, data_time: 0.001, memory: 5694, top1_acc: 0.5305, top5_acc: 0.8086, loss_cls: 1.7399, loss: 1.7399, grad_norm: 8.8447 2021-08-17 14:07:20,068 - mmaction - INFO - Epoch [50][1400/2640] lr: 1.000e-04, eta: 0:08:53, time: 0.414, data_time: 0.001, memory: 5694, top1_acc: 0.5453, top5_acc: 0.8156, loss_cls: 1.6950, loss: 1.6950, grad_norm: 8.6508 2021-08-17 14:07:28,326 - mmaction - INFO - Epoch [50][1420/2640] lr: 1.000e-04, eta: 0:08:45, time: 0.413, data_time: 0.001, memory: 5694, top1_acc: 0.5273, top5_acc: 0.8133, loss_cls: 1.7253, loss: 1.7253, grad_norm: 8.7619 2021-08-17 14:07:36,573 - mmaction - INFO - Epoch [50][1440/2640] lr: 1.000e-04, eta: 0:08:36, time: 0.412, data_time: 0.001, memory: 5694, top1_acc: 0.5133, top5_acc: 0.8180, loss_cls: 1.7568, loss: 1.7568, grad_norm: 9.0213 2021-08-17 14:07:44,841 - mmaction - INFO - Epoch [50][1460/2640] lr: 1.000e-04, eta: 0:08:28, time: 0.414, data_time: 0.001, memory: 5694, top1_acc: 0.5375, top5_acc: 0.8109, loss_cls: 1.7616, loss: 1.7616, grad_norm: 8.8228 2021-08-17 14:07:53,121 - mmaction - INFO - Epoch [50][1480/2640] lr: 1.000e-04, eta: 0:08:19, time: 0.414, data_time: 0.001, memory: 5694, top1_acc: 0.5195, top5_acc: 0.8063, loss_cls: 1.7804, loss: 1.7804, grad_norm: 8.8567 2021-08-17 14:08:01,378 - mmaction - INFO - Epoch [50][1500/2640] lr: 1.000e-04, eta: 0:08:10, time: 0.413, data_time: 0.001, memory: 5694, top1_acc: 0.5219, top5_acc: 0.7930, loss_cls: 1.8390, loss: 1.8390, grad_norm: 9.0225 2021-08-17 14:08:09,637 - mmaction - INFO - Epoch [50][1520/2640] lr: 1.000e-04, eta: 0:08:02, time: 0.413, data_time: 0.001, memory: 5694, top1_acc: 0.5242, top5_acc: 0.8141, loss_cls: 1.7346, loss: 1.7346, grad_norm: 8.7898 2021-08-17 14:08:17,908 - mmaction - INFO - Epoch [50][1540/2640] lr: 1.000e-04, eta: 0:07:53, time: 0.414, data_time: 0.001, memory: 5694, top1_acc: 0.5172, top5_acc: 0.8070, loss_cls: 1.7829, loss: 1.7829, grad_norm: 8.9662 2021-08-17 14:08:26,151 - mmaction - INFO - Epoch [50][1560/2640] lr: 1.000e-04, eta: 0:07:44, time: 0.412, data_time: 0.000, memory: 5694, top1_acc: 0.5195, top5_acc: 0.7867, loss_cls: 1.8017, loss: 1.8017, grad_norm: 8.9091 2021-08-17 14:08:34,406 - mmaction - INFO - Epoch [50][1580/2640] lr: 1.000e-04, eta: 0:07:36, time: 0.413, data_time: 0.000, memory: 5694, top1_acc: 0.5414, top5_acc: 0.8148, loss_cls: 1.7183, loss: 1.7183, grad_norm: 8.6191 2021-08-17 14:08:42,667 - mmaction - INFO - Epoch [50][1600/2640] lr: 1.000e-04, eta: 0:07:27, time: 0.413, data_time: 0.001, memory: 5694, top1_acc: 0.5422, top5_acc: 0.8258, loss_cls: 1.7288, loss: 1.7288, grad_norm: 8.5880 2021-08-17 14:08:50,900 - mmaction - INFO - Epoch [50][1620/2640] lr: 1.000e-04, eta: 0:07:19, time: 0.412, data_time: 0.000, memory: 5694, top1_acc: 0.5203, top5_acc: 0.7867, loss_cls: 1.8488, loss: 1.8488, grad_norm: 8.8725 2021-08-17 14:08:59,178 - mmaction - INFO - Epoch [50][1640/2640] lr: 1.000e-04, eta: 0:07:10, time: 0.414, data_time: 0.001, memory: 5694, top1_acc: 0.5383, top5_acc: 0.8094, loss_cls: 1.7103, loss: 1.7103, grad_norm: 8.5293 2021-08-17 14:09:07,459 - mmaction - INFO - Epoch [50][1660/2640] lr: 1.000e-04, eta: 0:07:01, time: 0.414, data_time: 0.000, memory: 5694, top1_acc: 0.5563, top5_acc: 0.8187, loss_cls: 1.7134, loss: 1.7134, grad_norm: 8.5397 2021-08-17 14:09:15,698 - mmaction - INFO - Epoch [50][1680/2640] lr: 1.000e-04, eta: 0:06:53, time: 0.412, data_time: 0.000, memory: 5694, top1_acc: 0.5453, top5_acc: 0.8000, loss_cls: 1.7804, loss: 1.7804, grad_norm: 8.7981 2021-08-17 14:09:23,970 - mmaction - INFO - Epoch [50][1700/2640] lr: 1.000e-04, eta: 0:06:44, time: 0.414, data_time: 0.001, memory: 5694, top1_acc: 0.5492, top5_acc: 0.8234, loss_cls: 1.6713, loss: 1.6713, grad_norm: 8.4792 2021-08-17 14:09:32,245 - mmaction - INFO - Epoch [50][1720/2640] lr: 1.000e-04, eta: 0:06:36, time: 0.414, data_time: 0.001, memory: 5694, top1_acc: 0.5266, top5_acc: 0.8008, loss_cls: 1.7758, loss: 1.7758, grad_norm: 8.7680 2021-08-17 14:09:40,469 - mmaction - INFO - Epoch [50][1740/2640] lr: 1.000e-04, eta: 0:06:27, time: 0.411, data_time: 0.000, memory: 5694, top1_acc: 0.5094, top5_acc: 0.8039, loss_cls: 1.8190, loss: 1.8190, grad_norm: 9.1183 2021-08-17 14:09:48,750 - mmaction - INFO - Epoch [50][1760/2640] lr: 1.000e-04, eta: 0:06:18, time: 0.414, data_time: 0.001, memory: 5694, top1_acc: 0.5375, top5_acc: 0.8055, loss_cls: 1.7292, loss: 1.7292, grad_norm: 8.5334 2021-08-17 14:09:56,989 - mmaction - INFO - Epoch [50][1780/2640] lr: 1.000e-04, eta: 0:06:10, time: 0.412, data_time: 0.000, memory: 5694, top1_acc: 0.5344, top5_acc: 0.7945, loss_cls: 1.7825, loss: 1.7825, grad_norm: 9.0467 2021-08-17 14:10:05,267 - mmaction - INFO - Epoch [50][1800/2640] lr: 1.000e-04, eta: 0:06:01, time: 0.414, data_time: 0.001, memory: 5694, top1_acc: 0.5461, top5_acc: 0.8047, loss_cls: 1.7414, loss: 1.7414, grad_norm: 8.4184 2021-08-17 14:10:13,548 - mmaction - INFO - Epoch [50][1820/2640] lr: 1.000e-04, eta: 0:05:53, time: 0.414, data_time: 0.000, memory: 5694, top1_acc: 0.5109, top5_acc: 0.8039, loss_cls: 1.7782, loss: 1.7782, grad_norm: 8.8508 2021-08-17 14:10:21,813 - mmaction - INFO - Epoch [50][1840/2640] lr: 1.000e-04, eta: 0:05:44, time: 0.413, data_time: 0.001, memory: 5694, top1_acc: 0.5297, top5_acc: 0.7906, loss_cls: 1.7955, loss: 1.7955, grad_norm: 8.8773 2021-08-17 14:10:30,043 - mmaction - INFO - Epoch [50][1860/2640] lr: 1.000e-04, eta: 0:05:35, time: 0.411, data_time: 0.001, memory: 5694, top1_acc: 0.5453, top5_acc: 0.8180, loss_cls: 1.6996, loss: 1.6996, grad_norm: 8.6609 2021-08-17 14:10:38,298 - mmaction - INFO - Epoch [50][1880/2640] lr: 1.000e-04, eta: 0:05:27, time: 0.413, data_time: 0.002, memory: 5694, top1_acc: 0.5383, top5_acc: 0.8180, loss_cls: 1.6898, loss: 1.6898, grad_norm: 8.7627 2021-08-17 14:10:46,532 - mmaction - INFO - Epoch [50][1900/2640] lr: 1.000e-04, eta: 0:05:18, time: 0.412, data_time: 0.000, memory: 5694, top1_acc: 0.5797, top5_acc: 0.8219, loss_cls: 1.6216, loss: 1.6216, grad_norm: 8.4292 2021-08-17 14:10:54,786 - mmaction - INFO - Epoch [50][1920/2640] lr: 1.000e-04, eta: 0:05:09, time: 0.413, data_time: 0.001, memory: 5694, top1_acc: 0.5352, top5_acc: 0.8047, loss_cls: 1.7751, loss: 1.7751, grad_norm: 8.6813 2021-08-17 14:11:03,015 - mmaction - INFO - Epoch [50][1940/2640] lr: 1.000e-04, eta: 0:05:01, time: 0.411, data_time: 0.000, memory: 5694, top1_acc: 0.5172, top5_acc: 0.8063, loss_cls: 1.8130, loss: 1.8130, grad_norm: 9.0430 2021-08-17 14:11:11,283 - mmaction - INFO - Epoch [50][1960/2640] lr: 1.000e-04, eta: 0:04:52, time: 0.413, data_time: 0.001, memory: 5694, top1_acc: 0.5250, top5_acc: 0.8008, loss_cls: 1.7742, loss: 1.7742, grad_norm: 8.9634 2021-08-17 14:11:19,551 - mmaction - INFO - Epoch [50][1980/2640] lr: 1.000e-04, eta: 0:04:44, time: 0.413, data_time: 0.001, memory: 5694, top1_acc: 0.5234, top5_acc: 0.8031, loss_cls: 1.7533, loss: 1.7533, grad_norm: 8.8954 2021-08-17 14:11:27,815 - mmaction - INFO - Epoch [50][2000/2640] lr: 1.000e-04, eta: 0:04:35, time: 0.413, data_time: 0.001, memory: 5694, top1_acc: 0.5336, top5_acc: 0.8109, loss_cls: 1.7296, loss: 1.7296, grad_norm: 8.7677 2021-08-17 14:11:36,102 - mmaction - INFO - Epoch [50][2020/2640] lr: 1.000e-04, eta: 0:04:26, time: 0.414, data_time: 0.001, memory: 5694, top1_acc: 0.5195, top5_acc: 0.8016, loss_cls: 1.7716, loss: 1.7716, grad_norm: 8.8645 2021-08-17 14:11:44,351 - mmaction - INFO - Epoch [50][2040/2640] lr: 1.000e-04, eta: 0:04:18, time: 0.412, data_time: 0.000, memory: 5694, top1_acc: 0.5375, top5_acc: 0.8117, loss_cls: 1.7408, loss: 1.7408, grad_norm: 8.6697 2021-08-17 14:11:52,632 - mmaction - INFO - Epoch [50][2060/2640] lr: 1.000e-04, eta: 0:04:09, time: 0.414, data_time: 0.000, memory: 5694, top1_acc: 0.5398, top5_acc: 0.8047, loss_cls: 1.7157, loss: 1.7157, grad_norm: 8.6984 2021-08-17 14:12:00,888 - mmaction - INFO - Epoch [50][2080/2640] lr: 1.000e-04, eta: 0:04:01, time: 0.413, data_time: 0.000, memory: 5694, top1_acc: 0.5680, top5_acc: 0.8180, loss_cls: 1.6619, loss: 1.6619, grad_norm: 8.4847 2021-08-17 14:12:09,164 - mmaction - INFO - Epoch [50][2100/2640] lr: 1.000e-04, eta: 0:03:52, time: 0.414, data_time: 0.001, memory: 5694, top1_acc: 0.5375, top5_acc: 0.7969, loss_cls: 1.7439, loss: 1.7439, grad_norm: 8.7503 2021-08-17 14:12:17,439 - mmaction - INFO - Epoch [50][2120/2640] lr: 1.000e-04, eta: 0:03:43, time: 0.414, data_time: 0.001, memory: 5694, top1_acc: 0.5219, top5_acc: 0.8008, loss_cls: 1.8087, loss: 1.8087, grad_norm: 8.9525 2021-08-17 14:12:25,723 - mmaction - INFO - Epoch [50][2140/2640] lr: 1.000e-04, eta: 0:03:35, time: 0.414, data_time: 0.001, memory: 5694, top1_acc: 0.5211, top5_acc: 0.8109, loss_cls: 1.7302, loss: 1.7302, grad_norm: 8.5865 2021-08-17 14:12:33,980 - mmaction - INFO - Epoch [50][2160/2640] lr: 1.000e-04, eta: 0:03:26, time: 0.413, data_time: 0.001, memory: 5694, top1_acc: 0.5320, top5_acc: 0.8039, loss_cls: 1.7702, loss: 1.7702, grad_norm: 8.7807 2021-08-17 14:12:42,239 - mmaction - INFO - Epoch [50][2180/2640] lr: 1.000e-04, eta: 0:03:18, time: 0.413, data_time: 0.000, memory: 5694, top1_acc: 0.5469, top5_acc: 0.8164, loss_cls: 1.6613, loss: 1.6613, grad_norm: 8.3977 2021-08-17 14:12:50,535 - mmaction - INFO - Epoch [50][2200/2640] lr: 1.000e-04, eta: 0:03:09, time: 0.414, data_time: 0.000, memory: 5694, top1_acc: 0.5211, top5_acc: 0.8078, loss_cls: 1.7475, loss: 1.7475, grad_norm: 8.6125 2021-08-17 14:12:58,800 - mmaction - INFO - Epoch [50][2220/2640] lr: 1.000e-04, eta: 0:03:00, time: 0.414, data_time: 0.001, memory: 5694, top1_acc: 0.5094, top5_acc: 0.7930, loss_cls: 1.8091, loss: 1.8091, grad_norm: 8.6226 2021-08-17 14:13:07,027 - mmaction - INFO - Epoch [50][2240/2640] lr: 1.000e-04, eta: 0:02:52, time: 0.411, data_time: 0.000, memory: 5694, top1_acc: 0.5406, top5_acc: 0.8219, loss_cls: 1.6586, loss: 1.6586, grad_norm: 8.7662 2021-08-17 14:13:15,300 - mmaction - INFO - Epoch [50][2260/2640] lr: 1.000e-04, eta: 0:02:43, time: 0.414, data_time: 0.002, memory: 5694, top1_acc: 0.5281, top5_acc: 0.8172, loss_cls: 1.7457, loss: 1.7457, grad_norm: 8.9454 2021-08-17 14:13:23,577 - mmaction - INFO - Epoch [50][2280/2640] lr: 1.000e-04, eta: 0:02:34, time: 0.414, data_time: 0.000, memory: 5694, top1_acc: 0.5211, top5_acc: 0.7953, loss_cls: 1.8140, loss: 1.8140, grad_norm: 8.9080 2021-08-17 14:13:31,844 - mmaction - INFO - Epoch [50][2300/2640] lr: 1.000e-04, eta: 0:02:26, time: 0.413, data_time: 0.001, memory: 5694, top1_acc: 0.5148, top5_acc: 0.7812, loss_cls: 1.8083, loss: 1.8083, grad_norm: 8.7243 2021-08-17 14:13:40,079 - mmaction - INFO - Epoch [50][2320/2640] lr: 1.000e-04, eta: 0:02:17, time: 0.412, data_time: 0.001, memory: 5694, top1_acc: 0.5281, top5_acc: 0.8141, loss_cls: 1.7159, loss: 1.7159, grad_norm: 8.6892 2021-08-17 14:13:48,327 - mmaction - INFO - Epoch [50][2340/2640] lr: 1.000e-04, eta: 0:02:09, time: 0.412, data_time: 0.001, memory: 5694, top1_acc: 0.5312, top5_acc: 0.8109, loss_cls: 1.7701, loss: 1.7701, grad_norm: 8.8582 2021-08-17 14:13:56,589 - mmaction - INFO - Epoch [50][2360/2640] lr: 1.000e-04, eta: 0:02:00, time: 0.413, data_time: 0.000, memory: 5694, top1_acc: 0.5234, top5_acc: 0.8070, loss_cls: 1.7633, loss: 1.7633, grad_norm: 8.9642 2021-08-17 14:14:04,855 - mmaction - INFO - Epoch [50][2380/2640] lr: 1.000e-04, eta: 0:01:51, time: 0.413, data_time: 0.000, memory: 5694, top1_acc: 0.5508, top5_acc: 0.8031, loss_cls: 1.7178, loss: 1.7178, grad_norm: 8.8165 2021-08-17 14:14:13,066 - mmaction - INFO - Epoch [50][2400/2640] lr: 1.000e-04, eta: 0:01:43, time: 0.411, data_time: 0.001, memory: 5694, top1_acc: 0.5289, top5_acc: 0.8102, loss_cls: 1.7544, loss: 1.7544, grad_norm: 8.9295 2021-08-17 14:14:21,287 - mmaction - INFO - Epoch [50][2420/2640] lr: 1.000e-04, eta: 0:01:34, time: 0.411, data_time: 0.000, memory: 5694, top1_acc: 0.5531, top5_acc: 0.8281, loss_cls: 1.6468, loss: 1.6468, grad_norm: 8.6478 2021-08-17 14:14:29,530 - mmaction - INFO - Epoch [50][2440/2640] lr: 1.000e-04, eta: 0:01:26, time: 0.412, data_time: 0.001, memory: 5694, top1_acc: 0.5344, top5_acc: 0.8203, loss_cls: 1.7159, loss: 1.7159, grad_norm: 8.7126 2021-08-17 14:14:37,788 - mmaction - INFO - Epoch [50][2460/2640] lr: 1.000e-04, eta: 0:01:17, time: 0.413, data_time: 0.001, memory: 5694, top1_acc: 0.5430, top5_acc: 0.8094, loss_cls: 1.7484, loss: 1.7484, grad_norm: 8.7299 2021-08-17 14:14:46,012 - mmaction - INFO - Epoch [50][2480/2640] lr: 1.000e-04, eta: 0:01:08, time: 0.411, data_time: 0.000, memory: 5694, top1_acc: 0.5406, top5_acc: 0.8086, loss_cls: 1.7545, loss: 1.7545, grad_norm: 8.6312 2021-08-17 14:14:54,304 - mmaction - INFO - Epoch [50][2500/2640] lr: 1.000e-04, eta: 0:01:00, time: 0.415, data_time: 0.002, memory: 5694, top1_acc: 0.5234, top5_acc: 0.8133, loss_cls: 1.7629, loss: 1.7629, grad_norm: 8.6809 2021-08-17 14:15:02,527 - mmaction - INFO - Epoch [50][2520/2640] lr: 1.000e-04, eta: 0:00:51, time: 0.411, data_time: 0.000, memory: 5694, top1_acc: 0.5125, top5_acc: 0.7937, loss_cls: 1.7770, loss: 1.7770, grad_norm: 8.8711 2021-08-17 14:15:10,767 - mmaction - INFO - Epoch [50][2540/2640] lr: 1.000e-04, eta: 0:00:43, time: 0.412, data_time: 0.000, memory: 5694, top1_acc: 0.5258, top5_acc: 0.8055, loss_cls: 1.7803, loss: 1.7803, grad_norm: 8.8138 2021-08-17 14:15:19,004 - mmaction - INFO - Epoch [50][2560/2640] lr: 1.000e-04, eta: 0:00:34, time: 0.412, data_time: 0.001, memory: 5694, top1_acc: 0.5500, top5_acc: 0.8281, loss_cls: 1.7082, loss: 1.7082, grad_norm: 8.9015 2021-08-17 14:15:27,230 - mmaction - INFO - Epoch [50][2580/2640] lr: 1.000e-04, eta: 0:00:25, time: 0.412, data_time: 0.001, memory: 5694, top1_acc: 0.5258, top5_acc: 0.8094, loss_cls: 1.7381, loss: 1.7381, grad_norm: 8.9170 2021-08-17 14:15:35,486 - mmaction - INFO - Epoch [50][2600/2640] lr: 1.000e-04, eta: 0:00:17, time: 0.413, data_time: 0.000, memory: 5694, top1_acc: 0.5359, top5_acc: 0.8086, loss_cls: 1.7306, loss: 1.7306, grad_norm: 8.5775 2021-08-17 14:15:43,756 - mmaction - INFO - Epoch [50][2620/2640] lr: 1.000e-04, eta: 0:00:08, time: 0.413, data_time: 0.001, memory: 5694, top1_acc: 0.5414, top5_acc: 0.8164, loss_cls: 1.6990, loss: 1.6990, grad_norm: 8.6317 2021-08-17 14:15:51,774 - mmaction - INFO - Epoch [50][2640/2640] lr: 1.000e-04, eta: 0:00:00, time: 0.401, data_time: 0.001, memory: 5694, top1_acc: 0.5548, top5_acc: 0.8298, loss_cls: 1.6185, loss: 1.6185, grad_norm: 8.2984 2021-08-17 14:18:06,469 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-08-17 14:18:06,862 - mmaction - INFO - top1_acc 0.2812 top5_acc 0.5785 2021-08-17 14:18:06,862 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-08-17 14:18:06,906 - mmaction - INFO - mean_acc 0.2311 2021-08-17 14:18:06,912 - mmaction - INFO - Saving checkpoint at 50 epochs 2021-08-17 14:18:07,862 - mmaction - INFO - Epoch(val) [50][194] top1_acc: 0.2812, top5_acc: 0.5785, mean_class_accuracy: 0.2311