2021-06-06 20:50:09,237 - mmaction - INFO - Environment info: ------------------------------------------------------------ sys.platform: linux Python: 3.7.6 (default, Jan 8 2020, 19:59:22) [GCC 7.3.0] CUDA available: True GPU 0,1,2,3,4,5,6,7: GeForce GTX 1080 Ti CUDA_HOME: /mnt/lustrenvme/share/polaris/dep/cuda-9.0-cudnn7.6.5 NVCC: Cuda compilation tools, release 9.0, V9.0.176 GCC: gcc (GCC) 5.4.0 PyTorch: 1.5.0 PyTorch compiling details: PyTorch built with: - GCC 5.4 - C++ Version: 201402 - Intel(R) Math Kernel Library Version 2020.0.1 Product Build 20200208 for Intel(R) 64 architecture applications - Intel(R) MKL-DNN v0.21.1 (Git Hash 912ce228837d1ce28e1a61806118835de03f5751) - OpenMP 201307 (a.k.a. OpenMP 4.0) - NNPACK is enabled - CPU capability usage: AVX2 - CUDA Runtime 9.0 - NVCC architecture flags: -gencode;arch=compute_52,code=sm_52;-gencode;arch=compute_60,code=sm_60;-gencode;arch=compute_61,code=sm_61;-gencode;arch=compute_70,code=sm_70;-gencode;arch=compute_70,code=compute_70 - CuDNN 7.6.5 - Magma 2.5.0 - Build settings: BLAS=MKL, BUILD_TYPE=Release, CXX_FLAGS= -Wno-deprecated -fvisibility-inlines-hidden -fopenmp -DNDEBUG -DUSE_FBGEMM -DUSE_QNNPACK -DUSE_PYTORCH_QNNPACK -DUSE_XNNPACK -DUSE_INTERNAL_THREADPOOL_IMPL -O2 -fPIC -Wno-narrowing -Wall -Wextra -Werror=return-type -Wno-missing-field-initializers -Wno-type-limits -Wno-array-bounds -Wno-unknown-pragmas -Wno-sign-compare -Wno-unused-parameter -Wno-unused-variable -Wno-unused-function -Wno-unused-result -Wno-strict-overflow -Wno-strict-aliasing -Wno-error=deprecated-declarations -Wno-error=pedantic -Wno-error=redundant-decls -Wno-error=old-style-cast -fdiagnostics-color=always -Wno-unused-but-set-variable -Wno-maybe-uninitialized -fno-math-errno -fno-trapping-math -Werror=format, PERF_WITH_AVX=1, PERF_WITH_AVX2=1, PERF_WITH_AVX512=1, USE_CUDA=ON, USE_EXCEPTION_PTR=1, USE_GFLAGS=OFF, USE_GLOG=OFF, USE_MKL=ON, USE_MKLDNN=ON, USE_MPI=ON, USE_NCCL=ON, USE_NNPACK=ON, USE_OPENMP=ON, USE_STATIC_DISPATCH=OFF, TorchVision: 0.6.0 OpenCV: 4.2.0 MMCV: 1.3.1 MMCV Compiler: GCC 5.4 MMCV CUDA Compiler: 9.0 MMAction2: 0.15.0+985d284 ------------------------------------------------------------ 2021-06-06 20:50:09,238 - mmaction - INFO - Distributed training: True 2021-06-06 20:50:10,468 - mmaction - INFO - Config: checkpoint_config = dict(interval=1, max_keep_ckpts=5) log_config = dict(interval=20, hooks=[dict(type='TextLoggerHook')]) dist_params = dict(backend='nccl') log_level = 'INFO' load_from = None resume_from = None workflow = [('train', 1)] model = dict( type='Recognizer2D', backbone=dict( type='TANet', pretrained='torchvision://resnet50', depth=50, num_segments=8, tam_cfg=dict(use_init=False)), cls_head=dict( type='TSMHead', num_classes=174, num_segments=8, in_channels=2048, spatial_type='avg', consensus=dict(type='AvgConsensus', dim=1), dropout_ratio=0.6, init_std=0.001), train_cfg=None, test_cfg=dict(average_clips='prob')) dataset_type = 'RawframeDataset' data_root = 'data/sth-v1/rawframes_train' data_root_val = 'data/sth-v1/rawframes_val' ann_file_train = 'data/sth-v1/sth-v1_train_list.txt' ann_file_val = 'data/sth-v1/sth-v1_val_list.txt' ann_file_test = 'data/sth-v1/sth-v1_val_list.txt' sthv1_flip_label_map = dict({2: 4, 4: 2, 30: 41, 41: 30, 52: 66, 66: 52}) 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, num_fixed_crops=13), dict(type='Resize', scale=(224, 224), keep_ratio=False), dict( type='Flip', flip_ratio=0.5, flip_label_map=dict({ 2: 4, 4: 2, 30: 41, 41: 30, 52: 66, 66: 52 })), 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='ThreeCrop', crop_size=256), dict( type='Normalize', mean=[123.675, 116.28, 103.53], std=[58.395, 57.12, 57.375], to_bgr=False), dict(type='FormatShape', input_format='NCHW'), dict(type='Collect', keys=['imgs', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['imgs']) ] data = dict( videos_per_gpu=8, workers_per_gpu=4, train=dict( type='RawframeDataset', ann_file='data/sth-v1/sth-v1_train_list.txt', data_prefix='data/sth-v1/rawframes_train', filename_tmpl='{:05}.jpg', pipeline=[ dict( type='SampleFrames', clip_len=1, frame_interval=1, num_clips=8), dict( type='RawFrameDecode', io_backend='memcached', server_list_cfg= '/mnt/lustre/share/memcached_client/server_list.conf', client_cfg='/mnt/lustre/share/memcached_client/client.conf', sys_path='/mnt/lustre/share/pymc/py3'), dict(type='Resize', scale=(-1, 256)), dict( type='MultiScaleCrop', input_size=224, scales=(1, 0.875, 0.75, 0.66), random_crop=False, max_wh_scale_gap=1, num_fixed_crops=13), dict(type='Resize', scale=(224, 224), keep_ratio=False), dict( type='Flip', flip_ratio=0.5, flip_label_map=dict({ 2: 4, 4: 2, 30: 41, 41: 30, 52: 66, 66: 52 })), 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/sth-v1/sth-v1_val_list.txt', data_prefix='data/sth-v1/rawframes_val', filename_tmpl='{:05}.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/sth-v1/sth-v1_val_list.txt', data_prefix='data/sth-v1/rawframes_val', filename_tmpl='{:05}.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='ThreeCrop', crop_size=256), dict( type='Normalize', mean=[123.675, 116.28, 103.53], std=[58.395, 57.12, 57.375], to_bgr=False), dict(type='FormatShape', input_format='NCHW'), dict(type='Collect', keys=['imgs', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['imgs']) ])) evaluation = dict( interval=1, metrics=['top_k_accuracy', 'mean_class_accuracy'], start=40, gpu_collect=True) optimizer = dict( type='SGD', constructor='TSMOptimizerConstructor', paramwise_cfg=dict(fc_lr5=True), lr=0.01, momentum=0.9, weight_decay=0.001) optimizer_config = dict(grad_clip=dict(max_norm=20, norm_type=2)) lr_config = dict(policy='step', step=[30, 40, 45]) total_epochs = 50 work_dir = './work_dirs/tanet_r50_flip_1x1x8_50e_sthv1_rgb_without_init/' gpu_ids = range(0, 8) omnisource = False module_hooks = [] 2021-06-06 20:50:31,373 - mmaction - INFO - These parameters in pretrained checkpoint are not loaded: {'fc.bias', 'fc.weight'} 2021-06-06 20:50:34,059 - mmaction - INFO - Start running, host: linjintao@SH-IDC1-10-5-30-48, work_dir: /mnt/lustre/linjintao/try/mmaction2_dev/work_dirs/tanet_r50_flip_1x1x8_50e_sthv1_rgb_without_init 2021-06-06 20:50:34,059 - mmaction - INFO - workflow: [('train', 1)], max: 50 epochs 2021-06-06 20:58:32,183 - mmaction - INFO - Epoch [1][20/1345] lr: 1.000e-02, eta: 18 days, 14:23:56, time: 23.904, data_time: 22.995, memory: 7127, top1_acc: 0.0070, top5_acc: 0.0531, loss_cls: 5.6004, loss: 5.6004, grad_norm: 4.3233 2021-06-06 20:58:42,165 - mmaction - INFO - Epoch [1][40/1345] lr: 1.000e-02, eta: 9 days, 11:47:10, time: 0.498, data_time: 0.004, memory: 7127, top1_acc: 0.0125, top5_acc: 0.0617, loss_cls: 5.5670, loss: 5.5670, grad_norm: 4.5057 2021-06-06 20:58:52,408 - mmaction - INFO - Epoch [1][60/1345] lr: 1.000e-02, eta: 6 days, 11:00:51, time: 0.515, data_time: 0.003, memory: 7127, top1_acc: 0.0156, top5_acc: 0.0469, loss_cls: 5.2982, loss: 5.2982, grad_norm: 2.6192 2021-06-06 20:59:02,557 - mmaction - INFO - Epoch [1][80/1345] lr: 1.000e-02, eta: 4 days, 22:35:26, time: 0.507, data_time: 0.001, memory: 7127, top1_acc: 0.0133, top5_acc: 0.0375, loss_cls: 5.1699, loss: 5.1699, grad_norm: 1.9864 2021-06-06 20:59:12,547 - mmaction - INFO - Epoch [1][100/1345] lr: 1.000e-02, eta: 4 days, 0:42:30, time: 0.500, data_time: 0.002, memory: 7127, top1_acc: 0.0109, top5_acc: 0.0430, loss_cls: 5.1335, loss: 5.1335, grad_norm: 1.7863 2021-06-06 20:59:22,917 - mmaction - INFO - Epoch [1][120/1345] lr: 1.000e-02, eta: 3 days, 10:10:39, time: 0.518, data_time: 0.001, memory: 7127, top1_acc: 0.0117, top5_acc: 0.0508, loss_cls: 5.0777, loss: 5.0777, grad_norm: 1.4402 2021-06-06 20:59:32,920 - mmaction - INFO - Epoch [1][140/1345] lr: 1.000e-02, eta: 2 days, 23:44:58, time: 0.500, data_time: 0.002, memory: 7127, top1_acc: 0.0141, top5_acc: 0.0539, loss_cls: 5.0717, loss: 5.0717, grad_norm: 1.3858 2021-06-06 20:59:43,173 - mmaction - INFO - Epoch [1][160/1345] lr: 1.000e-02, eta: 2 days, 15:57:26, time: 0.513, data_time: 0.001, memory: 7127, top1_acc: 0.0125, top5_acc: 0.0555, loss_cls: 5.0571, loss: 5.0571, grad_norm: 1.4290 2021-06-06 20:59:53,654 - mmaction - INFO - Epoch [1][180/1345] lr: 1.000e-02, eta: 2 days, 9:55:04, time: 0.524, data_time: 0.001, memory: 7127, top1_acc: 0.0172, top5_acc: 0.0773, loss_cls: 5.0305, loss: 5.0305, grad_norm: 1.7250 2021-06-06 21:00:04,048 - mmaction - INFO - Epoch [1][200/1345] lr: 1.000e-02, eta: 2 days, 5:04:36, time: 0.519, data_time: 0.001, memory: 7127, top1_acc: 0.0117, top5_acc: 0.0547, loss_cls: 5.0403, loss: 5.0403, grad_norm: 1.6341 2021-06-06 21:00:14,856 - mmaction - INFO - Epoch [1][220/1345] lr: 1.000e-02, eta: 2 days, 1:09:08, time: 0.541, data_time: 0.003, memory: 7127, top1_acc: 0.0172, top5_acc: 0.0688, loss_cls: 5.0321, loss: 5.0321, grad_norm: 1.5857 2021-06-06 21:00:26,317 - mmaction - INFO - Epoch [1][240/1345] lr: 1.000e-02, eta: 1 day, 21:55:58, time: 0.574, data_time: 0.002, memory: 7127, top1_acc: 0.0141, top5_acc: 0.0711, loss_cls: 5.0123, loss: 5.0123, grad_norm: 1.7999 2021-06-06 21:00:37,625 - mmaction - INFO - Epoch [1][260/1345] lr: 1.000e-02, eta: 1 day, 19:11:44, time: 0.565, data_time: 0.001, memory: 7127, top1_acc: 0.0187, top5_acc: 0.0773, loss_cls: 4.9884, loss: 4.9884, grad_norm: 1.6069 2021-06-06 21:00:49,632 - mmaction - INFO - Epoch [1][280/1345] lr: 1.000e-02, eta: 1 day, 16:53:47, time: 0.601, data_time: 0.001, memory: 7127, top1_acc: 0.0109, top5_acc: 0.0680, loss_cls: 4.9960, loss: 4.9960, grad_norm: 2.0004 2021-06-06 21:01:01,492 - mmaction - INFO - Epoch [1][300/1345] lr: 1.000e-02, eta: 1 day, 14:53:39, time: 0.593, data_time: 0.001, memory: 7127, top1_acc: 0.0219, top5_acc: 0.0820, loss_cls: 4.9921, loss: 4.9921, grad_norm: 1.8299 2021-06-06 21:01:13,045 - mmaction - INFO - Epoch [1][320/1345] lr: 1.000e-02, eta: 1 day, 13:07:20, time: 0.577, data_time: 0.001, memory: 7127, top1_acc: 0.0195, top5_acc: 0.0797, loss_cls: 4.9788, loss: 4.9788, grad_norm: 1.7786 2021-06-06 21:01:25,078 - mmaction - INFO - Epoch [1][340/1345] lr: 1.000e-02, eta: 1 day, 11:35:12, time: 0.602, data_time: 0.002, memory: 7127, top1_acc: 0.0203, top5_acc: 0.0914, loss_cls: 4.9591, loss: 4.9591, grad_norm: 1.8616 2021-06-06 21:01:37,531 - mmaction - INFO - Epoch [1][360/1345] lr: 1.000e-02, eta: 1 day, 10:14:33, time: 0.623, data_time: 0.003, memory: 7127, top1_acc: 0.0195, top5_acc: 0.0961, loss_cls: 4.9187, loss: 4.9187, grad_norm: 1.8075 2021-06-06 21:01:49,580 - mmaction - INFO - Epoch [1][380/1345] lr: 1.000e-02, eta: 1 day, 9:01:10, time: 0.602, data_time: 0.001, memory: 7127, top1_acc: 0.0227, top5_acc: 0.1008, loss_cls: 4.9330, loss: 4.9330, grad_norm: 1.9674 2021-06-06 21:02:01,803 - mmaction - INFO - Epoch [1][400/1345] lr: 1.000e-02, eta: 1 day, 7:55:31, time: 0.610, data_time: 0.001, memory: 7127, top1_acc: 0.0227, top5_acc: 0.0844, loss_cls: 4.9650, loss: 4.9650, grad_norm: 1.9994 2021-06-06 21:02:14,587 - mmaction - INFO - Epoch [1][420/1345] lr: 1.000e-02, eta: 1 day, 6:57:45, time: 0.641, data_time: 0.003, memory: 7127, top1_acc: 0.0227, top5_acc: 0.0781, loss_cls: 4.9534, loss: 4.9534, grad_norm: 1.8632 2021-06-06 21:02:26,517 - mmaction - INFO - Epoch [1][440/1345] lr: 1.000e-02, eta: 1 day, 6:02:51, time: 0.594, data_time: 0.001, memory: 7127, top1_acc: 0.0266, top5_acc: 0.1102, loss_cls: 4.9094, loss: 4.9094, grad_norm: 2.0504 2021-06-06 21:02:38,471 - mmaction - INFO - Epoch [1][460/1345] lr: 1.000e-02, eta: 1 day, 5:12:59, time: 0.600, data_time: 0.003, memory: 7127, top1_acc: 0.0258, top5_acc: 0.1008, loss_cls: 4.9126, loss: 4.9126, grad_norm: 2.0919 2021-06-06 21:02:50,272 - mmaction - INFO - Epoch [1][480/1345] lr: 1.000e-02, eta: 1 day, 4:26:47, time: 0.590, data_time: 0.001, memory: 7127, top1_acc: 0.0273, top5_acc: 0.1102, loss_cls: 4.8858, loss: 4.8858, grad_norm: 2.2850 2021-06-06 21:03:02,329 - mmaction - INFO - Epoch [1][500/1345] lr: 1.000e-02, eta: 1 day, 3:44:49, time: 0.602, data_time: 0.001, memory: 7127, top1_acc: 0.0289, top5_acc: 0.1117, loss_cls: 4.9191, loss: 4.9191, grad_norm: 2.1079 2021-06-06 21:03:15,133 - mmaction - INFO - Epoch [1][520/1345] lr: 1.000e-02, eta: 1 day, 3:07:42, time: 0.641, data_time: 0.002, memory: 7127, top1_acc: 0.0328, top5_acc: 0.1086, loss_cls: 4.8808, loss: 4.8808, grad_norm: 2.5187 2021-06-06 21:03:27,830 - mmaction - INFO - Epoch [1][540/1345] lr: 1.000e-02, eta: 1 day, 2:33:03, time: 0.634, data_time: 0.002, memory: 7127, top1_acc: 0.0359, top5_acc: 0.1164, loss_cls: 4.8539, loss: 4.8539, grad_norm: 2.2915 2021-06-06 21:03:40,402 - mmaction - INFO - Epoch [1][560/1345] lr: 1.000e-02, eta: 1 day, 2:00:42, time: 0.630, data_time: 0.003, memory: 7127, top1_acc: 0.0242, top5_acc: 0.1164, loss_cls: 4.8624, loss: 4.8624, grad_norm: 2.8474 2021-06-06 21:03:52,600 - mmaction - INFO - Epoch [1][580/1345] lr: 1.000e-02, eta: 1 day, 1:29:48, time: 0.610, data_time: 0.001, memory: 7127, top1_acc: 0.0422, top5_acc: 0.1336, loss_cls: 4.8220, loss: 4.8220, grad_norm: 2.6603 2021-06-06 21:04:04,466 - mmaction - INFO - Epoch [1][600/1345] lr: 1.000e-02, eta: 1 day, 1:00:17, time: 0.592, data_time: 0.001, memory: 7127, top1_acc: 0.0281, top5_acc: 0.1195, loss_cls: 4.8102, loss: 4.8102, grad_norm: 2.7293 2021-06-06 21:04:17,021 - mmaction - INFO - Epoch [1][620/1345] lr: 1.000e-02, eta: 1 day, 0:33:59, time: 0.629, data_time: 0.003, memory: 7127, top1_acc: 0.0297, top5_acc: 0.1172, loss_cls: 4.8066, loss: 4.8066, grad_norm: 2.8350 2021-06-06 21:04:29,408 - mmaction - INFO - Epoch [1][640/1345] lr: 1.000e-02, eta: 1 day, 0:08:59, time: 0.619, data_time: 0.001, memory: 7127, top1_acc: 0.0336, top5_acc: 0.1211, loss_cls: 4.7898, loss: 4.7898, grad_norm: 2.7446 2021-06-06 21:04:42,317 - mmaction - INFO - Epoch [1][660/1345] lr: 1.000e-02, eta: 23:46:21, time: 0.645, data_time: 0.002, memory: 7127, top1_acc: 0.0297, top5_acc: 0.1320, loss_cls: 4.8267, loss: 4.8267, grad_norm: 2.6793 2021-06-06 21:04:54,618 - mmaction - INFO - Epoch [1][680/1345] lr: 1.000e-02, eta: 23:24:04, time: 0.615, data_time: 0.001, memory: 7127, top1_acc: 0.0352, top5_acc: 0.1414, loss_cls: 4.7793, loss: 4.7793, grad_norm: 2.8705 2021-06-06 21:05:07,528 - mmaction - INFO - Epoch [1][700/1345] lr: 1.000e-02, eta: 23:04:00, time: 0.646, data_time: 0.001, memory: 7127, top1_acc: 0.0344, top5_acc: 0.1391, loss_cls: 4.7855, loss: 4.7855, grad_norm: 2.8294 2021-06-06 21:05:20,264 - mmaction - INFO - Epoch [1][720/1345] lr: 1.000e-02, eta: 22:44:44, time: 0.636, data_time: 0.001, memory: 7127, top1_acc: 0.0414, top5_acc: 0.1531, loss_cls: 4.7339, loss: 4.7339, grad_norm: 3.0768 2021-06-06 21:05:32,707 - mmaction - INFO - Epoch [1][740/1345] lr: 1.000e-02, eta: 22:26:07, time: 0.623, data_time: 0.002, memory: 7127, top1_acc: 0.0383, top5_acc: 0.1586, loss_cls: 4.7433, loss: 4.7433, grad_norm: 2.9586 2021-06-06 21:05:46,300 - mmaction - INFO - Epoch [1][760/1345] lr: 1.000e-02, eta: 22:10:06, time: 0.679, data_time: 0.001, memory: 7127, top1_acc: 0.0437, top5_acc: 0.1523, loss_cls: 4.7275, loss: 4.7275, grad_norm: 2.9469 2021-06-06 21:05:59,854 - mmaction - INFO - Epoch [1][780/1345] lr: 1.000e-02, eta: 21:54:52, time: 0.678, data_time: 0.001, memory: 7127, top1_acc: 0.0484, top5_acc: 0.1539, loss_cls: 4.7645, loss: 4.7645, grad_norm: 2.9723 2021-06-06 21:06:12,199 - mmaction - INFO - Epoch [1][800/1345] lr: 1.000e-02, eta: 21:38:42, time: 0.617, data_time: 0.001, memory: 7127, top1_acc: 0.0547, top5_acc: 0.1742, loss_cls: 4.6856, loss: 4.6856, grad_norm: 3.1403 2021-06-06 21:06:24,459 - mmaction - INFO - Epoch [1][820/1345] lr: 1.000e-02, eta: 21:23:11, time: 0.612, data_time: 0.001, memory: 7127, top1_acc: 0.0430, top5_acc: 0.1656, loss_cls: 4.7245, loss: 4.7245, grad_norm: 2.9631 2021-06-06 21:06:37,357 - mmaction - INFO - Epoch [1][840/1345] lr: 1.000e-02, eta: 21:09:16, time: 0.646, data_time: 0.002, memory: 7127, top1_acc: 0.0523, top5_acc: 0.1688, loss_cls: 4.6925, loss: 4.6925, grad_norm: 3.0852 2021-06-06 21:06:49,382 - mmaction - INFO - Epoch [1][860/1345] lr: 1.000e-02, eta: 20:54:51, time: 0.601, data_time: 0.001, memory: 7127, top1_acc: 0.0508, top5_acc: 0.2008, loss_cls: 4.6507, loss: 4.6507, grad_norm: 3.2740 2021-06-06 21:07:01,806 - mmaction - INFO - Epoch [1][880/1345] lr: 1.000e-02, eta: 20:41:33, time: 0.620, data_time: 0.001, memory: 7127, top1_acc: 0.0484, top5_acc: 0.1805, loss_cls: 4.6738, loss: 4.6738, grad_norm: 3.2688 2021-06-06 21:07:14,670 - mmaction - INFO - Epoch [1][900/1345] lr: 1.000e-02, eta: 20:29:25, time: 0.644, data_time: 0.002, memory: 7127, top1_acc: 0.0594, top5_acc: 0.1914, loss_cls: 4.5725, loss: 4.5725, grad_norm: 3.6411 2021-06-06 21:07:26,563 - mmaction - INFO - Epoch [1][920/1345] lr: 1.000e-02, eta: 20:16:37, time: 0.594, data_time: 0.001, memory: 7127, top1_acc: 0.0570, top5_acc: 0.1648, loss_cls: 4.7033, loss: 4.7033, grad_norm: 3.2283 2021-06-06 21:07:38,313 - mmaction - INFO - Epoch [1][940/1345] lr: 1.000e-02, eta: 20:04:11, time: 0.588, data_time: 0.002, memory: 7127, top1_acc: 0.0586, top5_acc: 0.1836, loss_cls: 4.6447, loss: 4.6447, grad_norm: 2.8365 2021-06-06 21:07:51,015 - mmaction - INFO - Epoch [1][960/1345] lr: 1.000e-02, eta: 19:53:22, time: 0.635, data_time: 0.001, memory: 7127, top1_acc: 0.0602, top5_acc: 0.1734, loss_cls: 4.6326, loss: 4.6326, grad_norm: 3.0613 2021-06-06 21:08:02,897 - mmaction - INFO - Epoch [1][980/1345] lr: 1.000e-02, eta: 19:42:02, time: 0.593, data_time: 0.001, memory: 7127, top1_acc: 0.0555, top5_acc: 0.1852, loss_cls: 4.5936, loss: 4.5936, grad_norm: 3.3085 2021-06-06 21:08:14,952 - mmaction - INFO - Epoch [1][1000/1345] lr: 1.000e-02, eta: 19:31:21, time: 0.603, data_time: 0.002, memory: 7127, top1_acc: 0.0539, top5_acc: 0.2023, loss_cls: 4.6014, loss: 4.6014, grad_norm: 3.1125 2021-06-06 21:08:27,286 - mmaction - INFO - Epoch [1][1020/1345] lr: 1.000e-02, eta: 19:21:24, time: 0.617, data_time: 0.002, memory: 7127, top1_acc: 0.0695, top5_acc: 0.1945, loss_cls: 4.5680, loss: 4.5680, grad_norm: 3.2828 2021-06-06 21:08:40,012 - mmaction - INFO - Epoch [1][1040/1345] lr: 1.000e-02, eta: 19:12:13, time: 0.636, data_time: 0.001, memory: 7127, top1_acc: 0.0703, top5_acc: 0.2242, loss_cls: 4.5029, loss: 4.5029, grad_norm: 3.5005 2021-06-06 21:08:52,377 - mmaction - INFO - Epoch [1][1060/1345] lr: 1.000e-02, eta: 19:03:00, time: 0.618, data_time: 0.002, memory: 7127, top1_acc: 0.0602, top5_acc: 0.2172, loss_cls: 4.5180, loss: 4.5180, grad_norm: 3.6047 2021-06-06 21:09:04,367 - mmaction - INFO - Epoch [1][1080/1345] lr: 1.000e-02, eta: 18:53:45, time: 0.599, data_time: 0.002, memory: 7127, top1_acc: 0.0711, top5_acc: 0.1992, loss_cls: 4.5451, loss: 4.5451, grad_norm: 3.5928 2021-06-06 21:09:16,832 - mmaction - INFO - Epoch [1][1100/1345] lr: 1.000e-02, eta: 18:45:18, time: 0.624, data_time: 0.002, memory: 7127, top1_acc: 0.0688, top5_acc: 0.2266, loss_cls: 4.4754, loss: 4.4754, grad_norm: 4.2399 2021-06-06 21:09:30,166 - mmaction - INFO - Epoch [1][1120/1345] lr: 1.000e-02, eta: 18:37:59, time: 0.667, data_time: 0.001, memory: 7127, top1_acc: 0.0711, top5_acc: 0.2273, loss_cls: 4.4475, loss: 4.4475, grad_norm: 3.6921 2021-06-06 21:09:41,950 - mmaction - INFO - Epoch [1][1140/1345] lr: 1.000e-02, eta: 18:29:25, time: 0.589, data_time: 0.001, memory: 7127, top1_acc: 0.0719, top5_acc: 0.2078, loss_cls: 4.5409, loss: 4.5409, grad_norm: 3.6702 2021-06-06 21:09:55,437 - mmaction - INFO - Epoch [1][1160/1345] lr: 1.000e-02, eta: 18:22:46, time: 0.674, data_time: 0.001, memory: 7127, top1_acc: 0.0609, top5_acc: 0.1922, loss_cls: 4.5324, loss: 4.5324, grad_norm: 3.3065 2021-06-06 21:10:07,829 - mmaction - INFO - Epoch [1][1180/1345] lr: 1.000e-02, eta: 18:15:19, time: 0.620, data_time: 0.001, memory: 7127, top1_acc: 0.0578, top5_acc: 0.2109, loss_cls: 4.4904, loss: 4.4904, grad_norm: 3.6074 2021-06-06 21:10:19,315 - mmaction - INFO - Epoch [1][1200/1345] lr: 1.000e-02, eta: 18:07:16, time: 0.574, data_time: 0.001, memory: 7127, top1_acc: 0.0797, top5_acc: 0.2281, loss_cls: 4.4244, loss: 4.4244, grad_norm: 3.5852 2021-06-06 21:10:31,239 - mmaction - INFO - Epoch [1][1220/1345] lr: 1.000e-02, eta: 17:59:51, time: 0.595, data_time: 0.002, memory: 7127, top1_acc: 0.0750, top5_acc: 0.2195, loss_cls: 4.4454, loss: 4.4454, grad_norm: 3.6715 2021-06-06 21:10:44,080 - mmaction - INFO - Epoch [1][1240/1345] lr: 1.000e-02, eta: 17:53:32, time: 0.643, data_time: 0.002, memory: 7127, top1_acc: 0.0758, top5_acc: 0.2273, loss_cls: 4.4132, loss: 4.4132, grad_norm: 3.5339 2021-06-06 21:10:56,016 - mmaction - INFO - Epoch [1][1260/1345] lr: 1.000e-02, eta: 17:46:36, time: 0.597, data_time: 0.001, memory: 7127, top1_acc: 0.0875, top5_acc: 0.2437, loss_cls: 4.4065, loss: 4.4065, grad_norm: 3.6300 2021-06-06 21:11:08,189 - mmaction - INFO - Epoch [1][1280/1345] lr: 1.000e-02, eta: 17:40:04, time: 0.608, data_time: 0.001, memory: 7127, top1_acc: 0.0875, top5_acc: 0.2266, loss_cls: 4.4574, loss: 4.4574, grad_norm: 3.5932 2021-06-06 21:11:20,213 - mmaction - INFO - Epoch [1][1300/1345] lr: 1.000e-02, eta: 17:33:36, time: 0.601, data_time: 0.001, memory: 7127, top1_acc: 0.0789, top5_acc: 0.2359, loss_cls: 4.4082, loss: 4.4082, grad_norm: 3.7567 2021-06-06 21:11:32,375 - mmaction - INFO - Epoch [1][1320/1345] lr: 1.000e-02, eta: 17:27:27, time: 0.607, data_time: 0.001, memory: 7127, top1_acc: 0.0820, top5_acc: 0.2625, loss_cls: 4.3621, loss: 4.3621, grad_norm: 3.6186 2021-06-06 21:11:44,891 - mmaction - INFO - Epoch [1][1340/1345] lr: 1.000e-02, eta: 17:21:46, time: 0.626, data_time: 0.003, memory: 7127, top1_acc: 0.0898, top5_acc: 0.2555, loss_cls: 4.2993, loss: 4.2993, grad_norm: 3.8750 2021-06-06 21:11:52,517 - mmaction - INFO - Saving checkpoint at 1 epochs 2021-06-06 21:19:42,224 - mmaction - INFO - Epoch [2][20/1345] lr: 1.000e-02, eta: 23:19:20, time: 23.434, data_time: 22.811, memory: 7127, top1_acc: 0.0805, top5_acc: 0.2461, loss_cls: 4.3402, loss: 4.3402, grad_norm: 3.6909 2021-06-06 21:19:52,468 - mmaction - INFO - Epoch [2][40/1345] lr: 1.000e-02, eta: 23:06:51, time: 0.513, data_time: 0.004, memory: 7127, top1_acc: 0.0875, top5_acc: 0.2695, loss_cls: 4.3000, loss: 4.3000, grad_norm: 3.8523 2021-06-06 21:20:02,836 - mmaction - INFO - Epoch [2][60/1345] lr: 1.000e-02, eta: 22:54:46, time: 0.517, data_time: 0.002, memory: 7127, top1_acc: 0.0977, top5_acc: 0.2750, loss_cls: 4.2947, loss: 4.2947, grad_norm: 3.9865 2021-06-06 21:20:13,103 - mmaction - INFO - Epoch [2][80/1345] lr: 1.000e-02, eta: 22:43:00, time: 0.516, data_time: 0.004, memory: 7127, top1_acc: 0.0922, top5_acc: 0.2711, loss_cls: 4.3130, loss: 4.3130, grad_norm: 4.1208 2021-06-06 21:20:23,231 - mmaction - INFO - Epoch [2][100/1345] lr: 1.000e-02, eta: 22:31:24, time: 0.505, data_time: 0.001, memory: 7127, top1_acc: 0.1039, top5_acc: 0.2773, loss_cls: 4.2720, loss: 4.2720, grad_norm: 3.9558 2021-06-06 21:20:33,416 - mmaction - INFO - Epoch [2][120/1345] lr: 1.000e-02, eta: 22:20:11, time: 0.510, data_time: 0.002, memory: 7127, top1_acc: 0.0797, top5_acc: 0.2719, loss_cls: 4.3123, loss: 4.3123, grad_norm: 4.0511 2021-06-06 21:20:43,819 - mmaction - INFO - Epoch [2][140/1345] lr: 1.000e-02, eta: 22:09:22, time: 0.518, data_time: 0.001, memory: 7127, top1_acc: 0.1047, top5_acc: 0.2781, loss_cls: 4.2570, loss: 4.2570, grad_norm: 4.3133 2021-06-06 21:20:54,046 - mmaction - INFO - Epoch [2][160/1345] lr: 1.000e-02, eta: 21:58:47, time: 0.513, data_time: 0.003, memory: 7127, top1_acc: 0.0938, top5_acc: 0.2922, loss_cls: 4.2593, loss: 4.2593, grad_norm: 3.9753 2021-06-06 21:21:04,196 - mmaction - INFO - Epoch [2][180/1345] lr: 1.000e-02, eta: 21:48:22, time: 0.507, data_time: 0.001, memory: 7127, top1_acc: 0.1023, top5_acc: 0.2812, loss_cls: 4.2428, loss: 4.2428, grad_norm: 4.1511 2021-06-06 21:21:14,608 - mmaction - INFO - Epoch [2][200/1345] lr: 1.000e-02, eta: 21:38:25, time: 0.521, data_time: 0.002, memory: 7127, top1_acc: 0.0992, top5_acc: 0.2656, loss_cls: 4.2537, loss: 4.2537, grad_norm: 4.1177 2021-06-06 21:21:25,666 - mmaction - INFO - Epoch [2][220/1345] lr: 1.000e-02, eta: 21:29:11, time: 0.554, data_time: 0.002, memory: 7127, top1_acc: 0.1070, top5_acc: 0.2844, loss_cls: 4.2038, loss: 4.2038, grad_norm: 4.1968 2021-06-06 21:21:37,430 - mmaction - INFO - Epoch [2][240/1345] lr: 1.000e-02, eta: 21:20:38, time: 0.588, data_time: 0.001, memory: 7127, top1_acc: 0.1047, top5_acc: 0.2961, loss_cls: 4.2206, loss: 4.2206, grad_norm: 4.2610 2021-06-06 21:21:48,617 - mmaction - INFO - Epoch [2][260/1345] lr: 1.000e-02, eta: 21:11:56, time: 0.560, data_time: 0.002, memory: 7127, top1_acc: 0.1141, top5_acc: 0.2992, loss_cls: 4.2032, loss: 4.2032, grad_norm: 4.3128 2021-06-06 21:21:59,795 - mmaction - INFO - Epoch [2][280/1345] lr: 1.000e-02, eta: 21:03:25, time: 0.559, data_time: 0.001, memory: 7127, top1_acc: 0.1125, top5_acc: 0.3109, loss_cls: 4.2035, loss: 4.2035, grad_norm: 4.0382 2021-06-06 21:22:11,525 - mmaction - INFO - Epoch [2][300/1345] lr: 1.000e-02, eta: 20:55:28, time: 0.587, data_time: 0.001, memory: 7127, top1_acc: 0.1102, top5_acc: 0.3164, loss_cls: 4.1418, loss: 4.1418, grad_norm: 4.4231 2021-06-06 21:22:23,685 - mmaction - INFO - Epoch [2][320/1345] lr: 1.000e-02, eta: 20:48:00, time: 0.608, data_time: 0.002, memory: 7127, top1_acc: 0.0977, top5_acc: 0.2922, loss_cls: 4.2292, loss: 4.2292, grad_norm: 4.3090 2021-06-06 21:22:35,448 - mmaction - INFO - Epoch [2][340/1345] lr: 1.000e-02, eta: 20:40:26, time: 0.588, data_time: 0.001, memory: 7127, top1_acc: 0.1078, top5_acc: 0.3258, loss_cls: 4.1040, loss: 4.1040, grad_norm: 4.1280 2021-06-06 21:22:47,085 - mmaction - INFO - Epoch [2][360/1345] lr: 1.000e-02, eta: 20:32:58, time: 0.582, data_time: 0.002, memory: 7127, top1_acc: 0.1234, top5_acc: 0.3195, loss_cls: 4.1368, loss: 4.1368, grad_norm: 4.1977 2021-06-06 21:22:59,743 - mmaction - INFO - Epoch [2][380/1345] lr: 1.000e-02, eta: 20:26:19, time: 0.633, data_time: 0.001, memory: 7127, top1_acc: 0.1023, top5_acc: 0.3141, loss_cls: 4.1018, loss: 4.1018, grad_norm: 4.3261 2021-06-06 21:23:11,473 - mmaction - INFO - Epoch [2][400/1345] lr: 1.000e-02, eta: 20:19:13, time: 0.586, data_time: 0.001, memory: 7127, top1_acc: 0.1055, top5_acc: 0.3164, loss_cls: 4.1260, loss: 4.1260, grad_norm: 4.0770 2021-06-06 21:23:23,586 - mmaction - INFO - Epoch [2][420/1345] lr: 1.000e-02, eta: 20:12:32, time: 0.606, data_time: 0.001, memory: 7127, top1_acc: 0.1242, top5_acc: 0.3430, loss_cls: 4.0863, loss: 4.0863, grad_norm: 4.3966 2021-06-06 21:23:36,021 - mmaction - INFO - Epoch [2][440/1345] lr: 1.000e-02, eta: 20:06:11, time: 0.621, data_time: 0.001, memory: 7127, top1_acc: 0.1219, top5_acc: 0.3156, loss_cls: 4.1050, loss: 4.1050, grad_norm: 4.2635 2021-06-06 21:23:49,618 - mmaction - INFO - Epoch [2][460/1345] lr: 1.000e-02, eta: 20:00:40, time: 0.680, data_time: 0.001, memory: 7127, top1_acc: 0.1211, top5_acc: 0.3125, loss_cls: 4.1203, loss: 4.1203, grad_norm: 4.3658 2021-06-06 21:24:01,566 - mmaction - INFO - Epoch [2][480/1345] lr: 1.000e-02, eta: 19:54:17, time: 0.597, data_time: 0.001, memory: 7127, top1_acc: 0.1141, top5_acc: 0.3250, loss_cls: 4.0931, loss: 4.0931, grad_norm: 4.1728 2021-06-06 21:24:13,524 - mmaction - INFO - Epoch [2][500/1345] lr: 1.000e-02, eta: 19:48:02, time: 0.598, data_time: 0.001, memory: 7127, top1_acc: 0.1313, top5_acc: 0.3344, loss_cls: 4.0096, loss: 4.0096, grad_norm: 4.4629 2021-06-06 21:24:26,236 - mmaction - INFO - Epoch [2][520/1345] lr: 1.000e-02, eta: 19:42:22, time: 0.636, data_time: 0.002, memory: 7127, top1_acc: 0.1195, top5_acc: 0.3109, loss_cls: 4.1210, loss: 4.1210, grad_norm: 4.2600 2021-06-06 21:24:38,538 - mmaction - INFO - Epoch [2][540/1345] lr: 1.000e-02, eta: 19:36:34, time: 0.615, data_time: 0.001, memory: 7127, top1_acc: 0.1164, top5_acc: 0.3227, loss_cls: 4.1129, loss: 4.1129, grad_norm: 4.2911 2021-06-06 21:24:52,013 - mmaction - INFO - Epoch [2][560/1345] lr: 1.000e-02, eta: 19:31:34, time: 0.674, data_time: 0.002, memory: 7127, top1_acc: 0.1133, top5_acc: 0.3266, loss_cls: 4.1157, loss: 4.1157, grad_norm: 4.0646 2021-06-06 21:25:04,926 - mmaction - INFO - Epoch [2][580/1345] lr: 1.000e-02, eta: 19:26:21, time: 0.646, data_time: 0.001, memory: 7127, top1_acc: 0.1211, top5_acc: 0.3164, loss_cls: 4.0953, loss: 4.0953, grad_norm: 4.4332 2021-06-06 21:25:17,434 - mmaction - INFO - Epoch [2][600/1345] lr: 1.000e-02, eta: 19:21:00, time: 0.625, data_time: 0.001, memory: 7127, top1_acc: 0.1328, top5_acc: 0.3398, loss_cls: 4.0418, loss: 4.0418, grad_norm: 4.2740 2021-06-06 21:25:30,028 - mmaction - INFO - Epoch [2][620/1345] lr: 1.000e-02, eta: 19:15:48, time: 0.630, data_time: 0.001, memory: 7127, top1_acc: 0.1328, top5_acc: 0.3414, loss_cls: 4.0353, loss: 4.0353, grad_norm: 4.3305 2021-06-06 21:25:42,418 - mmaction - INFO - Epoch [2][640/1345] lr: 1.000e-02, eta: 19:10:36, time: 0.620, data_time: 0.001, memory: 7127, top1_acc: 0.1406, top5_acc: 0.3328, loss_cls: 4.0638, loss: 4.0638, grad_norm: 4.6989 2021-06-06 21:25:55,301 - mmaction - INFO - Epoch [2][660/1345] lr: 1.000e-02, eta: 19:05:45, time: 0.644, data_time: 0.001, memory: 7127, top1_acc: 0.1297, top5_acc: 0.3602, loss_cls: 3.9662, loss: 3.9662, grad_norm: 4.4270 2021-06-06 21:26:08,286 - mmaction - INFO - Epoch [2][680/1345] lr: 1.000e-02, eta: 19:01:04, time: 0.649, data_time: 0.002, memory: 7127, top1_acc: 0.1250, top5_acc: 0.3570, loss_cls: 3.9844, loss: 3.9844, grad_norm: 4.6967 2021-06-06 21:26:20,958 - mmaction - INFO - Epoch [2][700/1345] lr: 1.000e-02, eta: 18:56:17, time: 0.633, data_time: 0.001, memory: 7127, top1_acc: 0.1164, top5_acc: 0.3289, loss_cls: 4.0387, loss: 4.0387, grad_norm: 4.5159 2021-06-06 21:26:33,935 - mmaction - INFO - Epoch [2][720/1345] lr: 1.000e-02, eta: 18:51:46, time: 0.648, data_time: 0.002, memory: 7127, top1_acc: 0.1352, top5_acc: 0.3383, loss_cls: 4.0480, loss: 4.0480, grad_norm: 4.2936 2021-06-06 21:26:47,060 - mmaction - INFO - Epoch [2][740/1345] lr: 1.000e-02, eta: 18:47:24, time: 0.657, data_time: 0.002, memory: 7127, top1_acc: 0.1344, top5_acc: 0.3563, loss_cls: 3.9723, loss: 3.9723, grad_norm: 4.5009 2021-06-06 21:26:59,458 - mmaction - INFO - Epoch [2][760/1345] lr: 1.000e-02, eta: 18:42:45, time: 0.620, data_time: 0.002, memory: 7127, top1_acc: 0.1250, top5_acc: 0.3406, loss_cls: 4.0081, loss: 4.0081, grad_norm: 4.5154 2021-06-06 21:27:12,440 - mmaction - INFO - Epoch [2][780/1345] lr: 1.000e-02, eta: 18:38:28, time: 0.649, data_time: 0.001, memory: 7127, top1_acc: 0.1281, top5_acc: 0.3320, loss_cls: 4.0407, loss: 4.0407, grad_norm: 4.2252 2021-06-06 21:27:25,062 - mmaction - INFO - Epoch [2][800/1345] lr: 1.000e-02, eta: 18:34:05, time: 0.631, data_time: 0.001, memory: 7127, top1_acc: 0.1187, top5_acc: 0.3586, loss_cls: 3.9734, loss: 3.9734, grad_norm: 4.6725 2021-06-06 21:27:37,833 - mmaction - INFO - Epoch [2][820/1345] lr: 1.000e-02, eta: 18:29:51, time: 0.639, data_time: 0.001, memory: 7127, top1_acc: 0.1328, top5_acc: 0.3414, loss_cls: 4.0464, loss: 4.0464, grad_norm: 4.3413 2021-06-06 21:27:50,670 - mmaction - INFO - Epoch [2][840/1345] lr: 1.000e-02, eta: 18:25:44, time: 0.642, data_time: 0.001, memory: 7127, top1_acc: 0.1469, top5_acc: 0.3664, loss_cls: 3.9423, loss: 3.9423, grad_norm: 4.5458 2021-06-06 21:28:03,563 - mmaction - INFO - Epoch [2][860/1345] lr: 1.000e-02, eta: 18:21:42, time: 0.644, data_time: 0.001, memory: 7127, top1_acc: 0.1289, top5_acc: 0.3570, loss_cls: 3.9533, loss: 3.9533, grad_norm: 4.3606 2021-06-06 21:28:16,204 - mmaction - INFO - Epoch [2][880/1345] lr: 1.000e-02, eta: 18:17:37, time: 0.633, data_time: 0.002, memory: 7127, top1_acc: 0.1320, top5_acc: 0.3836, loss_cls: 3.8260, loss: 3.8260, grad_norm: 5.0160 2021-06-06 21:28:29,279 - mmaction - INFO - Epoch [2][900/1345] lr: 1.000e-02, eta: 18:13:49, time: 0.654, data_time: 0.001, memory: 7127, top1_acc: 0.1437, top5_acc: 0.3570, loss_cls: 3.9361, loss: 3.9361, grad_norm: 4.4509 2021-06-06 21:28:42,348 - mmaction - INFO - Epoch [2][920/1345] lr: 1.000e-02, eta: 18:10:04, time: 0.654, data_time: 0.001, memory: 7127, top1_acc: 0.1367, top5_acc: 0.3789, loss_cls: 3.9047, loss: 3.9047, grad_norm: 4.5670 2021-06-06 21:28:55,235 - mmaction - INFO - Epoch [2][940/1345] lr: 1.000e-02, eta: 18:06:19, time: 0.645, data_time: 0.001, memory: 7127, top1_acc: 0.1422, top5_acc: 0.3695, loss_cls: 3.9218, loss: 3.9218, grad_norm: 4.6959 2021-06-06 21:29:07,626 - mmaction - INFO - Epoch [2][960/1345] lr: 1.000e-02, eta: 18:02:22, time: 0.620, data_time: 0.001, memory: 7127, top1_acc: 0.1367, top5_acc: 0.3680, loss_cls: 3.9059, loss: 3.9059, grad_norm: 4.9300 2021-06-06 21:29:20,432 - mmaction - INFO - Epoch [2][980/1345] lr: 1.000e-02, eta: 17:58:41, time: 0.640, data_time: 0.001, memory: 7127, top1_acc: 0.1609, top5_acc: 0.3984, loss_cls: 3.7932, loss: 3.7932, grad_norm: 4.8182 2021-06-06 21:29:33,654 - mmaction - INFO - Epoch [2][1000/1345] lr: 1.000e-02, eta: 17:55:15, time: 0.661, data_time: 0.001, memory: 7127, top1_acc: 0.1570, top5_acc: 0.3648, loss_cls: 3.8863, loss: 3.8863, grad_norm: 4.9934 2021-06-06 21:29:46,109 - mmaction - INFO - Epoch [2][1020/1345] lr: 1.000e-02, eta: 17:51:32, time: 0.623, data_time: 0.001, memory: 7127, top1_acc: 0.1422, top5_acc: 0.3688, loss_cls: 3.9212, loss: 3.9212, grad_norm: 4.3855 2021-06-06 21:29:58,662 - mmaction - INFO - Epoch [2][1040/1345] lr: 1.000e-02, eta: 17:47:54, time: 0.628, data_time: 0.002, memory: 7127, top1_acc: 0.1539, top5_acc: 0.3891, loss_cls: 3.8561, loss: 3.8561, grad_norm: 4.9129 2021-06-06 21:30:11,091 - mmaction - INFO - Epoch [2][1060/1345] lr: 1.000e-02, eta: 17:44:17, time: 0.621, data_time: 0.001, memory: 7127, top1_acc: 0.1375, top5_acc: 0.3789, loss_cls: 3.8970, loss: 3.8970, grad_norm: 4.6169 2021-06-06 21:30:23,784 - mmaction - INFO - Epoch [2][1080/1345] lr: 1.000e-02, eta: 17:40:50, time: 0.635, data_time: 0.001, memory: 7127, top1_acc: 0.1367, top5_acc: 0.3578, loss_cls: 3.9147, loss: 3.9147, grad_norm: 4.3780 2021-06-06 21:30:36,334 - mmaction - INFO - Epoch [2][1100/1345] lr: 1.000e-02, eta: 17:37:22, time: 0.627, data_time: 0.001, memory: 7127, top1_acc: 0.1586, top5_acc: 0.3969, loss_cls: 3.8014, loss: 3.8014, grad_norm: 4.8606 2021-06-06 21:30:48,823 - mmaction - INFO - Epoch [2][1120/1345] lr: 1.000e-02, eta: 17:33:56, time: 0.624, data_time: 0.002, memory: 7127, top1_acc: 0.1492, top5_acc: 0.3937, loss_cls: 3.8577, loss: 3.8577, grad_norm: 5.0110 2021-06-06 21:31:01,491 - mmaction - INFO - Epoch [2][1140/1345] lr: 1.000e-02, eta: 17:30:39, time: 0.635, data_time: 0.002, memory: 7127, top1_acc: 0.1602, top5_acc: 0.3984, loss_cls: 3.7813, loss: 3.7813, grad_norm: 5.1729 2021-06-06 21:31:13,562 - mmaction - INFO - Epoch [2][1160/1345] lr: 1.000e-02, eta: 17:27:08, time: 0.604, data_time: 0.001, memory: 7127, top1_acc: 0.1406, top5_acc: 0.3820, loss_cls: 3.9288, loss: 3.9288, grad_norm: 4.7085 2021-06-06 21:31:26,148 - mmaction - INFO - Epoch [2][1180/1345] lr: 1.000e-02, eta: 17:23:53, time: 0.627, data_time: 0.001, memory: 7127, top1_acc: 0.1586, top5_acc: 0.3719, loss_cls: 3.9126, loss: 3.9126, grad_norm: 4.7991 2021-06-06 21:31:38,392 - mmaction - INFO - Epoch [2][1200/1345] lr: 1.000e-02, eta: 17:20:33, time: 0.613, data_time: 0.003, memory: 7127, top1_acc: 0.1547, top5_acc: 0.3734, loss_cls: 3.8806, loss: 3.8806, grad_norm: 4.8758 2021-06-06 21:31:51,247 - mmaction - INFO - Epoch [2][1220/1345] lr: 1.000e-02, eta: 17:17:32, time: 0.643, data_time: 0.001, memory: 7127, top1_acc: 0.1531, top5_acc: 0.4016, loss_cls: 3.7941, loss: 3.7941, grad_norm: 4.6686 2021-06-06 21:32:03,264 - mmaction - INFO - Epoch [2][1240/1345] lr: 1.000e-02, eta: 17:14:11, time: 0.600, data_time: 0.001, memory: 7127, top1_acc: 0.1570, top5_acc: 0.3609, loss_cls: 3.8630, loss: 3.8630, grad_norm: 5.0751 2021-06-06 21:32:15,562 - mmaction - INFO - Epoch [2][1260/1345] lr: 1.000e-02, eta: 17:11:00, time: 0.613, data_time: 0.001, memory: 7127, top1_acc: 0.1648, top5_acc: 0.3875, loss_cls: 3.8305, loss: 3.8305, grad_norm: 4.8442 2021-06-06 21:32:28,050 - mmaction - INFO - Epoch [2][1280/1345] lr: 1.000e-02, eta: 17:07:58, time: 0.626, data_time: 0.003, memory: 7127, top1_acc: 0.1688, top5_acc: 0.4094, loss_cls: 3.7426, loss: 3.7426, grad_norm: 4.9273 2021-06-06 21:32:39,955 - mmaction - INFO - Epoch [2][1300/1345] lr: 1.000e-02, eta: 17:04:44, time: 0.595, data_time: 0.001, memory: 7127, top1_acc: 0.1500, top5_acc: 0.3852, loss_cls: 3.8544, loss: 3.8544, grad_norm: 4.7098 2021-06-06 21:32:52,233 - mmaction - INFO - Epoch [2][1320/1345] lr: 1.000e-02, eta: 17:01:41, time: 0.614, data_time: 0.001, memory: 7127, top1_acc: 0.1516, top5_acc: 0.3977, loss_cls: 3.7614, loss: 3.7614, grad_norm: 4.9033 2021-06-06 21:33:04,545 - mmaction - INFO - Epoch [2][1340/1345] lr: 1.000e-02, eta: 16:58:42, time: 0.616, data_time: 0.001, memory: 7127, top1_acc: 0.1727, top5_acc: 0.4117, loss_cls: 3.7749, loss: 3.7749, grad_norm: 4.9996 2021-06-06 21:33:12,315 - mmaction - INFO - Saving checkpoint at 2 epochs 2021-06-06 21:40:54,776 - mmaction - INFO - Epoch [3][20/1345] lr: 1.000e-02, eta: 19:52:04, time: 23.072, data_time: 22.433, memory: 7127, top1_acc: 0.1555, top5_acc: 0.3828, loss_cls: 3.8092, loss: 3.8092, grad_norm: 4.6938 2021-06-06 21:41:05,176 - mmaction - INFO - Epoch [3][40/1345] lr: 1.000e-02, eta: 19:47:04, time: 0.520, data_time: 0.005, memory: 7127, top1_acc: 0.1609, top5_acc: 0.4133, loss_cls: 3.7262, loss: 3.7262, grad_norm: 4.8411 2021-06-06 21:41:15,170 - mmaction - INFO - Epoch [3][60/1345] lr: 1.000e-02, eta: 19:41:59, time: 0.500, data_time: 0.003, memory: 7127, top1_acc: 0.1648, top5_acc: 0.4031, loss_cls: 3.7627, loss: 3.7627, grad_norm: 4.9012 2021-06-06 21:41:25,386 - mmaction - INFO - Epoch [3][80/1345] lr: 1.000e-02, eta: 19:37:02, time: 0.510, data_time: 0.002, memory: 7127, top1_acc: 0.1578, top5_acc: 0.4117, loss_cls: 3.7980, loss: 3.7980, grad_norm: 5.0182 2021-06-06 21:41:35,492 - mmaction - INFO - Epoch [3][100/1345] lr: 1.000e-02, eta: 19:32:09, time: 0.507, data_time: 0.002, memory: 7127, top1_acc: 0.1648, top5_acc: 0.4289, loss_cls: 3.7113, loss: 3.7113, grad_norm: 4.8121 2021-06-06 21:41:45,510 - mmaction - INFO - Epoch [3][120/1345] lr: 1.000e-02, eta: 19:27:16, time: 0.500, data_time: 0.002, memory: 7127, top1_acc: 0.1727, top5_acc: 0.4117, loss_cls: 3.7015, loss: 3.7015, grad_norm: 5.0824 2021-06-06 21:41:55,705 - mmaction - INFO - Epoch [3][140/1345] lr: 1.000e-02, eta: 19:22:31, time: 0.509, data_time: 0.001, memory: 7127, top1_acc: 0.1508, top5_acc: 0.4117, loss_cls: 3.7618, loss: 3.7618, grad_norm: 4.9873 2021-06-06 21:42:05,946 - mmaction - INFO - Epoch [3][160/1345] lr: 1.000e-02, eta: 19:17:52, time: 0.512, data_time: 0.003, memory: 7127, top1_acc: 0.1664, top5_acc: 0.4266, loss_cls: 3.7004, loss: 3.7004, grad_norm: 5.0697 2021-06-06 21:42:16,127 - mmaction - INFO - Epoch [3][180/1345] lr: 1.000e-02, eta: 19:13:15, time: 0.509, data_time: 0.002, memory: 7127, top1_acc: 0.1789, top5_acc: 0.4172, loss_cls: 3.6298, loss: 3.6298, grad_norm: 4.9772 2021-06-06 21:42:26,917 - mmaction - INFO - Epoch [3][200/1345] lr: 1.000e-02, eta: 19:08:55, time: 0.540, data_time: 0.002, memory: 7127, top1_acc: 0.1727, top5_acc: 0.4078, loss_cls: 3.7228, loss: 3.7228, grad_norm: 4.9790 2021-06-06 21:42:38,382 - mmaction - INFO - Epoch [3][220/1345] lr: 1.000e-02, eta: 19:04:53, time: 0.573, data_time: 0.001, memory: 7127, top1_acc: 0.1773, top5_acc: 0.4445, loss_cls: 3.6267, loss: 3.6267, grad_norm: 5.1096 2021-06-06 21:42:48,887 - mmaction - INFO - Epoch [3][240/1345] lr: 1.000e-02, eta: 19:00:34, time: 0.525, data_time: 0.001, memory: 7127, top1_acc: 0.1977, top5_acc: 0.4227, loss_cls: 3.6085, loss: 3.6085, grad_norm: 5.1994 2021-06-06 21:42:59,604 - mmaction - INFO - Epoch [3][260/1345] lr: 1.000e-02, eta: 18:56:22, time: 0.535, data_time: 0.001, memory: 7127, top1_acc: 0.1836, top5_acc: 0.4352, loss_cls: 3.6902, loss: 3.6902, grad_norm: 5.1239 2021-06-06 21:43:10,364 - mmaction - INFO - Epoch [3][280/1345] lr: 1.000e-02, eta: 18:52:15, time: 0.538, data_time: 0.002, memory: 7127, top1_acc: 0.1719, top5_acc: 0.4219, loss_cls: 3.6932, loss: 3.6932, grad_norm: 4.9532 2021-06-06 21:43:22,647 - mmaction - INFO - Epoch [3][300/1345] lr: 1.000e-02, eta: 18:48:44, time: 0.614, data_time: 0.001, memory: 7127, top1_acc: 0.1727, top5_acc: 0.4203, loss_cls: 3.6786, loss: 3.6786, grad_norm: 5.0913 2021-06-06 21:43:33,696 - mmaction - INFO - Epoch [3][320/1345] lr: 1.000e-02, eta: 18:44:48, time: 0.552, data_time: 0.001, memory: 7127, top1_acc: 0.1797, top5_acc: 0.4117, loss_cls: 3.7142, loss: 3.7142, grad_norm: 5.2643 2021-06-06 21:43:45,446 - mmaction - INFO - Epoch [3][340/1345] lr: 1.000e-02, eta: 18:41:11, time: 0.586, data_time: 0.001, memory: 7127, top1_acc: 0.1688, top5_acc: 0.4242, loss_cls: 3.7073, loss: 3.7073, grad_norm: 5.2029 2021-06-06 21:43:56,995 - mmaction - INFO - Epoch [3][360/1345] lr: 1.000e-02, eta: 18:37:32, time: 0.579, data_time: 0.003, memory: 7127, top1_acc: 0.1953, top5_acc: 0.4461, loss_cls: 3.5702, loss: 3.5702, grad_norm: 5.3308 2021-06-06 21:44:09,098 - mmaction - INFO - Epoch [3][380/1345] lr: 1.000e-02, eta: 18:34:08, time: 0.605, data_time: 0.001, memory: 7127, top1_acc: 0.1742, top5_acc: 0.4367, loss_cls: 3.6909, loss: 3.6909, grad_norm: 5.2430 2021-06-06 21:44:20,688 - mmaction - INFO - Epoch [3][400/1345] lr: 1.000e-02, eta: 18:30:35, time: 0.580, data_time: 0.002, memory: 7127, top1_acc: 0.1797, top5_acc: 0.4430, loss_cls: 3.5966, loss: 3.5966, grad_norm: 5.3136 2021-06-06 21:44:32,398 - mmaction - INFO - Epoch [3][420/1345] lr: 1.000e-02, eta: 18:27:07, time: 0.585, data_time: 0.001, memory: 7127, top1_acc: 0.1719, top5_acc: 0.4406, loss_cls: 3.6522, loss: 3.6522, grad_norm: 5.0342 2021-06-06 21:44:44,363 - mmaction - INFO - Epoch [3][440/1345] lr: 1.000e-02, eta: 18:23:47, time: 0.598, data_time: 0.001, memory: 7127, top1_acc: 0.1883, top5_acc: 0.4273, loss_cls: 3.6881, loss: 3.6881, grad_norm: 5.0114 2021-06-06 21:44:57,398 - mmaction - INFO - Epoch [3][460/1345] lr: 1.000e-02, eta: 18:20:52, time: 0.652, data_time: 0.001, memory: 7127, top1_acc: 0.1734, top5_acc: 0.4328, loss_cls: 3.6268, loss: 3.6268, grad_norm: 5.0890 2021-06-06 21:45:09,543 - mmaction - INFO - Epoch [3][480/1345] lr: 1.000e-02, eta: 18:17:40, time: 0.606, data_time: 0.002, memory: 7127, top1_acc: 0.1781, top5_acc: 0.4414, loss_cls: 3.6375, loss: 3.6375, grad_norm: 4.8594 2021-06-06 21:45:21,390 - mmaction - INFO - Epoch [3][500/1345] lr: 1.000e-02, eta: 18:14:24, time: 0.593, data_time: 0.002, memory: 7127, top1_acc: 0.1883, top5_acc: 0.4258, loss_cls: 3.6932, loss: 3.6932, grad_norm: 5.0173 2021-06-06 21:45:33,857 - mmaction - INFO - Epoch [3][520/1345] lr: 1.000e-02, eta: 18:11:24, time: 0.624, data_time: 0.002, memory: 7127, top1_acc: 0.1844, top5_acc: 0.4477, loss_cls: 3.6267, loss: 3.6267, grad_norm: 5.0949 2021-06-06 21:45:46,605 - mmaction - INFO - Epoch [3][540/1345] lr: 1.000e-02, eta: 18:08:30, time: 0.637, data_time: 0.001, memory: 7127, top1_acc: 0.1766, top5_acc: 0.4227, loss_cls: 3.6623, loss: 3.6623, grad_norm: 5.1845 2021-06-06 21:45:59,326 - mmaction - INFO - Epoch [3][560/1345] lr: 1.000e-02, eta: 18:05:39, time: 0.637, data_time: 0.002, memory: 7127, top1_acc: 0.2008, top5_acc: 0.4516, loss_cls: 3.5697, loss: 3.5697, grad_norm: 5.4400 2021-06-06 21:46:11,274 - mmaction - INFO - Epoch [3][580/1345] lr: 1.000e-02, eta: 18:02:34, time: 0.597, data_time: 0.001, memory: 7127, top1_acc: 0.1750, top5_acc: 0.4500, loss_cls: 3.5673, loss: 3.5673, grad_norm: 5.1174 2021-06-06 21:46:23,947 - mmaction - INFO - Epoch [3][600/1345] lr: 1.000e-02, eta: 17:59:45, time: 0.634, data_time: 0.001, memory: 7127, top1_acc: 0.1758, top5_acc: 0.4320, loss_cls: 3.6488, loss: 3.6488, grad_norm: 5.3034 2021-06-06 21:46:36,766 - mmaction - INFO - Epoch [3][620/1345] lr: 1.000e-02, eta: 17:57:01, time: 0.641, data_time: 0.001, memory: 7127, top1_acc: 0.2008, top5_acc: 0.4453, loss_cls: 3.6358, loss: 3.6358, grad_norm: 5.1122 2021-06-06 21:46:49,447 - mmaction - INFO - Epoch [3][640/1345] lr: 1.000e-02, eta: 17:54:16, time: 0.633, data_time: 0.001, memory: 7127, top1_acc: 0.1977, top5_acc: 0.4508, loss_cls: 3.5651, loss: 3.5651, grad_norm: 5.3235 2021-06-06 21:47:02,832 - mmaction - INFO - Epoch [3][660/1345] lr: 1.000e-02, eta: 17:51:47, time: 0.669, data_time: 0.002, memory: 7127, top1_acc: 0.1852, top5_acc: 0.4547, loss_cls: 3.6249, loss: 3.6249, grad_norm: 5.1701 2021-06-06 21:47:15,087 - mmaction - INFO - Epoch [3][680/1345] lr: 1.000e-02, eta: 17:48:58, time: 0.613, data_time: 0.002, memory: 7127, top1_acc: 0.1844, top5_acc: 0.4547, loss_cls: 3.6144, loss: 3.6144, grad_norm: 5.2348 2021-06-06 21:47:27,195 - mmaction - INFO - Epoch [3][700/1345] lr: 1.000e-02, eta: 17:46:07, time: 0.605, data_time: 0.001, memory: 7127, top1_acc: 0.1891, top5_acc: 0.4562, loss_cls: 3.5932, loss: 3.5932, grad_norm: 5.2660 2021-06-06 21:47:40,563 - mmaction - INFO - Epoch [3][720/1345] lr: 1.000e-02, eta: 17:43:43, time: 0.668, data_time: 0.001, memory: 7127, top1_acc: 0.1977, top5_acc: 0.4656, loss_cls: 3.5045, loss: 3.5045, grad_norm: 5.1978 2021-06-06 21:47:53,836 - mmaction - INFO - Epoch [3][740/1345] lr: 1.000e-02, eta: 17:41:17, time: 0.663, data_time: 0.001, memory: 7127, top1_acc: 0.1797, top5_acc: 0.4641, loss_cls: 3.5898, loss: 3.5898, grad_norm: 5.4864 2021-06-06 21:48:05,807 - mmaction - INFO - Epoch [3][760/1345] lr: 1.000e-02, eta: 17:38:30, time: 0.599, data_time: 0.002, memory: 7127, top1_acc: 0.1875, top5_acc: 0.4227, loss_cls: 3.6898, loss: 3.6898, grad_norm: 5.1950 2021-06-06 21:48:18,974 - mmaction - INFO - Epoch [3][780/1345] lr: 1.000e-02, eta: 17:36:06, time: 0.658, data_time: 0.001, memory: 7127, top1_acc: 0.1930, top5_acc: 0.4375, loss_cls: 3.5856, loss: 3.5856, grad_norm: 5.1969 2021-06-06 21:48:32,108 - mmaction - INFO - Epoch [3][800/1345] lr: 1.000e-02, eta: 17:33:43, time: 0.657, data_time: 0.001, memory: 7127, top1_acc: 0.1938, top5_acc: 0.4656, loss_cls: 3.5325, loss: 3.5325, grad_norm: 5.0843 2021-06-06 21:48:45,195 - mmaction - INFO - Epoch [3][820/1345] lr: 1.000e-02, eta: 17:31:21, time: 0.654, data_time: 0.001, memory: 7127, top1_acc: 0.2055, top5_acc: 0.4695, loss_cls: 3.5096, loss: 3.5096, grad_norm: 5.0774 2021-06-06 21:48:57,362 - mmaction - INFO - Epoch [3][840/1345] lr: 1.000e-02, eta: 17:28:43, time: 0.609, data_time: 0.002, memory: 7127, top1_acc: 0.1867, top5_acc: 0.4508, loss_cls: 3.5479, loss: 3.5479, grad_norm: 5.2419 2021-06-06 21:49:10,495 - mmaction - INFO - Epoch [3][860/1345] lr: 1.000e-02, eta: 17:26:25, time: 0.656, data_time: 0.001, memory: 7127, top1_acc: 0.1977, top5_acc: 0.4695, loss_cls: 3.5677, loss: 3.5677, grad_norm: 5.2124 2021-06-06 21:49:24,089 - mmaction - INFO - Epoch [3][880/1345] lr: 1.000e-02, eta: 17:24:16, time: 0.680, data_time: 0.002, memory: 7127, top1_acc: 0.1906, top5_acc: 0.4781, loss_cls: 3.5405, loss: 3.5405, grad_norm: 5.2169 2021-06-06 21:49:37,171 - mmaction - INFO - Epoch [3][900/1345] lr: 1.000e-02, eta: 17:21:59, time: 0.654, data_time: 0.001, memory: 7127, top1_acc: 0.2141, top5_acc: 0.4813, loss_cls: 3.4709, loss: 3.4709, grad_norm: 5.3965 2021-06-06 21:49:49,777 - mmaction - INFO - Epoch [3][920/1345] lr: 1.000e-02, eta: 17:19:36, time: 0.630, data_time: 0.001, memory: 7127, top1_acc: 0.2023, top5_acc: 0.4586, loss_cls: 3.5145, loss: 3.5145, grad_norm: 5.5624 2021-06-06 21:50:02,123 - mmaction - INFO - Epoch [3][940/1345] lr: 1.000e-02, eta: 17:17:09, time: 0.617, data_time: 0.001, memory: 7127, top1_acc: 0.2062, top5_acc: 0.4562, loss_cls: 3.4689, loss: 3.4689, grad_norm: 5.3464 2021-06-06 21:50:15,012 - mmaction - INFO - Epoch [3][960/1345] lr: 1.000e-02, eta: 17:14:53, time: 0.644, data_time: 0.002, memory: 7127, top1_acc: 0.2172, top5_acc: 0.4773, loss_cls: 3.4852, loss: 3.4852, grad_norm: 5.2347 2021-06-06 21:50:27,417 - mmaction - INFO - Epoch [3][980/1345] lr: 1.000e-02, eta: 17:12:30, time: 0.621, data_time: 0.002, memory: 7127, top1_acc: 0.2109, top5_acc: 0.4805, loss_cls: 3.4478, loss: 3.4478, grad_norm: 5.4393 2021-06-06 21:50:39,797 - mmaction - INFO - Epoch [3][1000/1345] lr: 1.000e-02, eta: 17:10:08, time: 0.619, data_time: 0.002, memory: 7127, top1_acc: 0.1969, top5_acc: 0.4711, loss_cls: 3.5271, loss: 3.5271, grad_norm: 5.2463 2021-06-06 21:50:52,602 - mmaction - INFO - Epoch [3][1020/1345] lr: 1.000e-02, eta: 17:07:55, time: 0.639, data_time: 0.001, memory: 7127, top1_acc: 0.2039, top5_acc: 0.4672, loss_cls: 3.4530, loss: 3.4530, grad_norm: 5.6216 2021-06-06 21:51:05,174 - mmaction - INFO - Epoch [3][1040/1345] lr: 1.000e-02, eta: 17:05:39, time: 0.629, data_time: 0.002, memory: 7127, top1_acc: 0.1859, top5_acc: 0.4422, loss_cls: 3.6092, loss: 3.6092, grad_norm: 5.1825 2021-06-06 21:51:18,807 - mmaction - INFO - Epoch [3][1060/1345] lr: 1.000e-02, eta: 17:03:42, time: 0.682, data_time: 0.001, memory: 7127, top1_acc: 0.1977, top5_acc: 0.4766, loss_cls: 3.5211, loss: 3.5211, grad_norm: 5.4119 2021-06-06 21:51:30,384 - mmaction - INFO - Epoch [3][1080/1345] lr: 1.000e-02, eta: 17:01:12, time: 0.579, data_time: 0.001, memory: 7127, top1_acc: 0.2102, top5_acc: 0.4680, loss_cls: 3.4997, loss: 3.4997, grad_norm: 5.2670 2021-06-06 21:51:42,397 - mmaction - INFO - Epoch [3][1100/1345] lr: 1.000e-02, eta: 16:58:51, time: 0.601, data_time: 0.001, memory: 7127, top1_acc: 0.1992, top5_acc: 0.4531, loss_cls: 3.5315, loss: 3.5315, grad_norm: 5.4730 2021-06-06 21:51:55,471 - mmaction - INFO - Epoch [3][1120/1345] lr: 1.000e-02, eta: 16:56:48, time: 0.653, data_time: 0.001, memory: 7127, top1_acc: 0.2234, top5_acc: 0.4914, loss_cls: 3.4058, loss: 3.4058, grad_norm: 5.0705 2021-06-06 21:52:07,632 - mmaction - INFO - Epoch [3][1140/1345] lr: 1.000e-02, eta: 16:54:32, time: 0.608, data_time: 0.001, memory: 7127, top1_acc: 0.2234, top5_acc: 0.4836, loss_cls: 3.4251, loss: 3.4251, grad_norm: 5.4286 2021-06-06 21:52:19,714 - mmaction - INFO - Epoch [3][1160/1345] lr: 1.000e-02, eta: 16:52:16, time: 0.604, data_time: 0.001, memory: 7127, top1_acc: 0.2062, top5_acc: 0.4805, loss_cls: 3.4899, loss: 3.4899, grad_norm: 5.0976 2021-06-06 21:52:32,185 - mmaction - INFO - Epoch [3][1180/1345] lr: 1.000e-02, eta: 16:50:07, time: 0.624, data_time: 0.002, memory: 7127, top1_acc: 0.2320, top5_acc: 0.4938, loss_cls: 3.4242, loss: 3.4242, grad_norm: 5.4879 2021-06-06 21:52:45,645 - mmaction - INFO - Epoch [3][1200/1345] lr: 1.000e-02, eta: 16:48:15, time: 0.672, data_time: 0.001, memory: 7127, top1_acc: 0.2047, top5_acc: 0.4703, loss_cls: 3.4920, loss: 3.4920, grad_norm: 5.2468 2021-06-06 21:52:56,974 - mmaction - INFO - Epoch [3][1220/1345] lr: 1.000e-02, eta: 16:45:50, time: 0.566, data_time: 0.002, memory: 7127, top1_acc: 0.2008, top5_acc: 0.4781, loss_cls: 3.4823, loss: 3.4823, grad_norm: 6.0912 2021-06-06 21:53:08,711 - mmaction - INFO - Epoch [3][1240/1345] lr: 1.000e-02, eta: 16:43:34, time: 0.588, data_time: 0.002, memory: 7127, top1_acc: 0.1891, top5_acc: 0.4508, loss_cls: 3.5440, loss: 3.5440, grad_norm: 5.4190 2021-06-06 21:53:21,477 - mmaction - INFO - Epoch [3][1260/1345] lr: 1.000e-02, eta: 16:41:35, time: 0.638, data_time: 0.001, memory: 7127, top1_acc: 0.2117, top5_acc: 0.4727, loss_cls: 3.4548, loss: 3.4548, grad_norm: 5.1559 2021-06-06 21:53:33,128 - mmaction - INFO - Epoch [3][1280/1345] lr: 1.000e-02, eta: 16:39:19, time: 0.583, data_time: 0.001, memory: 7127, top1_acc: 0.2188, top5_acc: 0.4773, loss_cls: 3.4827, loss: 3.4827, grad_norm: 5.5418 2021-06-06 21:53:46,060 - mmaction - INFO - Epoch [3][1300/1345] lr: 1.000e-02, eta: 16:37:24, time: 0.646, data_time: 0.001, memory: 7127, top1_acc: 0.2117, top5_acc: 0.4781, loss_cls: 3.4588, loss: 3.4588, grad_norm: 5.2480 2021-06-06 21:53:58,390 - mmaction - INFO - Epoch [3][1320/1345] lr: 1.000e-02, eta: 16:35:21, time: 0.617, data_time: 0.001, memory: 7127, top1_acc: 0.2188, top5_acc: 0.4797, loss_cls: 3.4757, loss: 3.4757, grad_norm: 5.3009 2021-06-06 21:54:10,396 - mmaction - INFO - Epoch [3][1340/1345] lr: 1.000e-02, eta: 16:33:15, time: 0.600, data_time: 0.002, memory: 7127, top1_acc: 0.2109, top5_acc: 0.4844, loss_cls: 3.4388, loss: 3.4388, grad_norm: 5.3294 2021-06-06 21:54:18,132 - mmaction - INFO - Saving checkpoint at 3 epochs 2021-06-06 22:02:07,131 - mmaction - INFO - Epoch [4][20/1345] lr: 1.000e-02, eta: 18:28:17, time: 23.400, data_time: 22.761, memory: 7127, top1_acc: 0.2258, top5_acc: 0.4805, loss_cls: 3.4078, loss: 3.4078, grad_norm: 5.1611 2021-06-06 22:02:17,372 - mmaction - INFO - Epoch [4][40/1345] lr: 1.000e-02, eta: 18:25:09, time: 0.512, data_time: 0.003, memory: 7127, top1_acc: 0.2305, top5_acc: 0.4961, loss_cls: 3.3982, loss: 3.3982, grad_norm: 5.6083 2021-06-06 22:02:27,603 - mmaction - INFO - Epoch [4][60/1345] lr: 1.000e-02, eta: 18:22:01, time: 0.510, data_time: 0.002, memory: 7127, top1_acc: 0.2289, top5_acc: 0.4914, loss_cls: 3.3759, loss: 3.3759, grad_norm: 5.6654 2021-06-06 22:02:37,843 - mmaction - INFO - Epoch [4][80/1345] lr: 1.000e-02, eta: 18:18:57, time: 0.514, data_time: 0.003, memory: 7127, top1_acc: 0.2234, top5_acc: 0.4969, loss_cls: 3.3634, loss: 3.3634, grad_norm: 5.4776 2021-06-06 22:02:48,033 - mmaction - INFO - Epoch [4][100/1345] lr: 1.000e-02, eta: 18:15:52, time: 0.508, data_time: 0.003, memory: 7127, top1_acc: 0.2344, top5_acc: 0.4953, loss_cls: 3.3742, loss: 3.3742, grad_norm: 5.3922 2021-06-06 22:02:58,459 - mmaction - INFO - Epoch [4][120/1345] lr: 1.000e-02, eta: 18:12:54, time: 0.522, data_time: 0.002, memory: 7127, top1_acc: 0.2266, top5_acc: 0.5008, loss_cls: 3.3967, loss: 3.3967, grad_norm: 5.6484 2021-06-06 22:03:08,612 - mmaction - INFO - Epoch [4][140/1345] lr: 1.000e-02, eta: 18:09:52, time: 0.508, data_time: 0.002, memory: 7127, top1_acc: 0.2375, top5_acc: 0.5000, loss_cls: 3.3371, loss: 3.3371, grad_norm: 5.4862 2021-06-06 22:03:18,944 - mmaction - INFO - Epoch [4][160/1345] lr: 1.000e-02, eta: 18:06:55, time: 0.517, data_time: 0.002, memory: 7127, top1_acc: 0.2430, top5_acc: 0.5094, loss_cls: 3.2816, loss: 3.2816, grad_norm: 5.5948 2021-06-06 22:03:29,228 - mmaction - INFO - Epoch [4][180/1345] lr: 1.000e-02, eta: 18:03:59, time: 0.515, data_time: 0.002, memory: 7127, top1_acc: 0.2437, top5_acc: 0.5117, loss_cls: 3.3121, loss: 3.3121, grad_norm: 5.5912 2021-06-06 22:03:40,193 - mmaction - INFO - Epoch [4][200/1345] lr: 1.000e-02, eta: 18:01:15, time: 0.548, data_time: 0.001, memory: 7127, top1_acc: 0.2172, top5_acc: 0.4906, loss_cls: 3.4398, loss: 3.4398, grad_norm: 5.6536 2021-06-06 22:03:50,784 - mmaction - INFO - Epoch [4][220/1345] lr: 1.000e-02, eta: 17:58:26, time: 0.530, data_time: 0.001, memory: 7127, top1_acc: 0.2383, top5_acc: 0.5000, loss_cls: 3.3544, loss: 3.3544, grad_norm: 5.4600 2021-06-06 22:04:01,919 - mmaction - INFO - Epoch [4][240/1345] lr: 1.000e-02, eta: 17:55:47, time: 0.557, data_time: 0.001, memory: 7127, top1_acc: 0.2469, top5_acc: 0.5172, loss_cls: 3.3294, loss: 3.3294, grad_norm: 5.6728 2021-06-06 22:04:13,571 - mmaction - INFO - Epoch [4][260/1345] lr: 1.000e-02, eta: 17:53:17, time: 0.582, data_time: 0.001, memory: 7127, top1_acc: 0.2422, top5_acc: 0.4961, loss_cls: 3.4278, loss: 3.4278, grad_norm: 5.6230 2021-06-06 22:04:25,571 - mmaction - INFO - Epoch [4][280/1345] lr: 1.000e-02, eta: 17:50:53, time: 0.600, data_time: 0.001, memory: 7127, top1_acc: 0.2266, top5_acc: 0.4945, loss_cls: 3.3854, loss: 3.3854, grad_norm: 5.3270 2021-06-06 22:04:38,179 - mmaction - INFO - Epoch [4][300/1345] lr: 1.000e-02, eta: 17:48:38, time: 0.629, data_time: 0.001, memory: 7127, top1_acc: 0.2273, top5_acc: 0.4828, loss_cls: 3.4114, loss: 3.4114, grad_norm: 5.5598 2021-06-06 22:04:50,618 - mmaction - INFO - Epoch [4][320/1345] lr: 1.000e-02, eta: 17:46:24, time: 0.624, data_time: 0.003, memory: 7127, top1_acc: 0.2414, top5_acc: 0.5070, loss_cls: 3.2745, loss: 3.2745, grad_norm: 5.7074 2021-06-06 22:05:03,144 - mmaction - INFO - Epoch [4][340/1345] lr: 1.000e-02, eta: 17:44:10, time: 0.621, data_time: 0.001, memory: 7127, top1_acc: 0.2227, top5_acc: 0.5016, loss_cls: 3.4238, loss: 3.4238, grad_norm: 5.6392 2021-06-06 22:05:14,937 - mmaction - INFO - Epoch [4][360/1345] lr: 1.000e-02, eta: 17:41:49, time: 0.595, data_time: 0.017, memory: 7127, top1_acc: 0.2422, top5_acc: 0.5430, loss_cls: 3.2605, loss: 3.2605, grad_norm: 5.5421 2021-06-06 22:05:27,336 - mmaction - INFO - Epoch [4][380/1345] lr: 1.000e-02, eta: 17:39:37, time: 0.620, data_time: 0.001, memory: 7127, top1_acc: 0.2406, top5_acc: 0.5195, loss_cls: 3.3553, loss: 3.3553, grad_norm: 5.4475 2021-06-06 22:05:39,876 - mmaction - INFO - Epoch [4][400/1345] lr: 1.000e-02, eta: 17:37:27, time: 0.626, data_time: 0.001, memory: 7127, top1_acc: 0.2367, top5_acc: 0.5297, loss_cls: 3.2823, loss: 3.2823, grad_norm: 5.8289 2021-06-06 22:05:51,786 - mmaction - INFO - Epoch [4][420/1345] lr: 1.000e-02, eta: 17:35:10, time: 0.596, data_time: 0.002, memory: 7127, top1_acc: 0.2219, top5_acc: 0.5016, loss_cls: 3.3499, loss: 3.3499, grad_norm: 5.4017 2021-06-06 22:06:04,916 - mmaction - INFO - Epoch [4][440/1345] lr: 1.000e-02, eta: 17:33:12, time: 0.657, data_time: 0.002, memory: 7127, top1_acc: 0.2297, top5_acc: 0.5109, loss_cls: 3.3453, loss: 3.3453, grad_norm: 5.5979 2021-06-06 22:06:17,100 - mmaction - INFO - Epoch [4][460/1345] lr: 1.000e-02, eta: 17:31:00, time: 0.608, data_time: 0.001, memory: 7127, top1_acc: 0.2234, top5_acc: 0.5117, loss_cls: 3.3353, loss: 3.3353, grad_norm: 5.7234 2021-06-06 22:06:29,011 - mmaction - INFO - Epoch [4][480/1345] lr: 1.000e-02, eta: 17:28:47, time: 0.596, data_time: 0.002, memory: 7127, top1_acc: 0.2500, top5_acc: 0.5180, loss_cls: 3.3041, loss: 3.3041, grad_norm: 5.6412 2021-06-06 22:06:41,187 - mmaction - INFO - Epoch [4][500/1345] lr: 1.000e-02, eta: 17:26:38, time: 0.609, data_time: 0.001, memory: 7127, top1_acc: 0.2070, top5_acc: 0.4891, loss_cls: 3.4211, loss: 3.4211, grad_norm: 5.3168 2021-06-06 22:06:53,565 - mmaction - INFO - Epoch [4][520/1345] lr: 1.000e-02, eta: 17:24:32, time: 0.619, data_time: 0.001, memory: 7127, top1_acc: 0.2336, top5_acc: 0.5047, loss_cls: 3.2996, loss: 3.2996, grad_norm: 5.7493 2021-06-06 22:07:05,792 - mmaction - INFO - Epoch [4][540/1345] lr: 1.000e-02, eta: 17:22:26, time: 0.612, data_time: 0.001, memory: 7127, top1_acc: 0.2500, top5_acc: 0.5211, loss_cls: 3.2664, loss: 3.2664, grad_norm: 5.4761 2021-06-06 22:07:18,830 - mmaction - INFO - Epoch [4][560/1345] lr: 1.000e-02, eta: 17:20:31, time: 0.652, data_time: 0.001, memory: 7127, top1_acc: 0.2531, top5_acc: 0.5383, loss_cls: 3.2198, loss: 3.2198, grad_norm: 5.9170 2021-06-06 22:07:32,109 - mmaction - INFO - Epoch [4][580/1345] lr: 1.000e-02, eta: 17:18:41, time: 0.664, data_time: 0.001, memory: 7127, top1_acc: 0.2320, top5_acc: 0.5039, loss_cls: 3.3687, loss: 3.3687, grad_norm: 5.6240 2021-06-06 22:07:44,551 - mmaction - INFO - Epoch [4][600/1345] lr: 1.000e-02, eta: 17:16:41, time: 0.622, data_time: 0.001, memory: 7127, top1_acc: 0.2305, top5_acc: 0.5047, loss_cls: 3.3389, loss: 3.3389, grad_norm: 5.6417 2021-06-06 22:07:57,831 - mmaction - INFO - Epoch [4][620/1345] lr: 1.000e-02, eta: 17:14:52, time: 0.664, data_time: 0.001, memory: 7127, top1_acc: 0.2250, top5_acc: 0.5164, loss_cls: 3.3311, loss: 3.3311, grad_norm: 5.6389 2021-06-06 22:08:10,688 - mmaction - INFO - Epoch [4][640/1345] lr: 1.000e-02, eta: 17:12:59, time: 0.643, data_time: 0.002, memory: 7127, top1_acc: 0.2477, top5_acc: 0.5219, loss_cls: 3.3093, loss: 3.3093, grad_norm: 5.4863 2021-06-06 22:08:22,122 - mmaction - INFO - Epoch [4][660/1345] lr: 1.000e-02, eta: 17:10:47, time: 0.571, data_time: 0.001, memory: 7127, top1_acc: 0.2523, top5_acc: 0.5297, loss_cls: 3.2866, loss: 3.2866, grad_norm: 5.3967 2021-06-06 22:08:33,917 - mmaction - INFO - Epoch [4][680/1345] lr: 1.000e-02, eta: 17:08:42, time: 0.590, data_time: 0.002, memory: 7127, top1_acc: 0.2422, top5_acc: 0.5375, loss_cls: 3.2542, loss: 3.2542, grad_norm: 5.6692 2021-06-06 22:08:46,479 - mmaction - INFO - Epoch [4][700/1345] lr: 1.000e-02, eta: 17:06:47, time: 0.628, data_time: 0.002, memory: 7127, top1_acc: 0.2664, top5_acc: 0.5344, loss_cls: 3.2498, loss: 3.2498, grad_norm: 5.6034 2021-06-06 22:08:58,964 - mmaction - INFO - Epoch [4][720/1345] lr: 1.000e-02, eta: 17:04:52, time: 0.624, data_time: 0.001, memory: 7127, top1_acc: 0.2523, top5_acc: 0.5195, loss_cls: 3.2815, loss: 3.2815, grad_norm: 5.6032 2021-06-06 22:09:11,167 - mmaction - INFO - Epoch [4][740/1345] lr: 1.000e-02, eta: 17:02:55, time: 0.610, data_time: 0.002, memory: 7127, top1_acc: 0.2656, top5_acc: 0.5227, loss_cls: 3.2319, loss: 3.2319, grad_norm: 5.7785 2021-06-06 22:09:22,956 - mmaction - INFO - Epoch [4][760/1345] lr: 1.000e-02, eta: 17:00:53, time: 0.590, data_time: 0.002, memory: 7127, top1_acc: 0.2477, top5_acc: 0.5180, loss_cls: 3.2879, loss: 3.2879, grad_norm: 5.7424 2021-06-06 22:09:35,631 - mmaction - INFO - Epoch [4][780/1345] lr: 1.000e-02, eta: 16:59:03, time: 0.633, data_time: 0.001, memory: 7127, top1_acc: 0.2547, top5_acc: 0.5344, loss_cls: 3.1485, loss: 3.1485, grad_norm: 5.4745 2021-06-06 22:09:47,773 - mmaction - INFO - Epoch [4][800/1345] lr: 1.000e-02, eta: 16:57:08, time: 0.607, data_time: 0.001, memory: 7127, top1_acc: 0.2313, top5_acc: 0.5141, loss_cls: 3.3191, loss: 3.3191, grad_norm: 5.8233 2021-06-06 22:09:59,465 - mmaction - INFO - Epoch [4][820/1345] lr: 1.000e-02, eta: 16:55:07, time: 0.585, data_time: 0.002, memory: 7127, top1_acc: 0.2398, top5_acc: 0.5227, loss_cls: 3.3538, loss: 3.3538, grad_norm: 5.6388 2021-06-06 22:10:12,233 - mmaction - INFO - Epoch [4][840/1345] lr: 1.000e-02, eta: 16:53:21, time: 0.639, data_time: 0.001, memory: 7127, top1_acc: 0.2562, top5_acc: 0.5273, loss_cls: 3.2387, loss: 3.2387, grad_norm: 5.3863 2021-06-06 22:10:23,976 - mmaction - INFO - Epoch [4][860/1345] lr: 1.000e-02, eta: 16:51:23, time: 0.587, data_time: 0.002, memory: 7127, top1_acc: 0.2430, top5_acc: 0.5117, loss_cls: 3.2877, loss: 3.2877, grad_norm: 5.6273 2021-06-06 22:10:35,826 - mmaction - INFO - Epoch [4][880/1345] lr: 1.000e-02, eta: 16:49:27, time: 0.593, data_time: 0.001, memory: 7127, top1_acc: 0.2727, top5_acc: 0.5516, loss_cls: 3.1668, loss: 3.1668, grad_norm: 5.7251 2021-06-06 22:10:47,861 - mmaction - INFO - Epoch [4][900/1345] lr: 1.000e-02, eta: 16:47:34, time: 0.601, data_time: 0.001, memory: 7127, top1_acc: 0.2594, top5_acc: 0.5141, loss_cls: 3.2706, loss: 3.2706, grad_norm: 5.5046 2021-06-06 22:10:59,444 - mmaction - INFO - Epoch [4][920/1345] lr: 1.000e-02, eta: 16:45:36, time: 0.580, data_time: 0.002, memory: 7127, top1_acc: 0.2711, top5_acc: 0.5477, loss_cls: 3.1605, loss: 3.1605, grad_norm: 5.5293 2021-06-06 22:11:11,411 - mmaction - INFO - Epoch [4][940/1345] lr: 1.000e-02, eta: 16:43:44, time: 0.598, data_time: 0.001, memory: 7127, top1_acc: 0.2391, top5_acc: 0.5016, loss_cls: 3.3396, loss: 3.3396, grad_norm: 5.6957 2021-06-06 22:11:23,738 - mmaction - INFO - Epoch [4][960/1345] lr: 1.000e-02, eta: 16:41:58, time: 0.616, data_time: 0.001, memory: 7127, top1_acc: 0.2508, top5_acc: 0.5320, loss_cls: 3.2537, loss: 3.2537, grad_norm: 5.8120 2021-06-06 22:11:35,968 - mmaction - INFO - Epoch [4][980/1345] lr: 1.000e-02, eta: 16:40:10, time: 0.612, data_time: 0.002, memory: 7127, top1_acc: 0.2492, top5_acc: 0.5477, loss_cls: 3.1956, loss: 3.1956, grad_norm: 5.8513 2021-06-06 22:11:48,429 - mmaction - INFO - Epoch [4][1000/1345] lr: 1.000e-02, eta: 16:38:27, time: 0.622, data_time: 0.001, memory: 7127, top1_acc: 0.2523, top5_acc: 0.5250, loss_cls: 3.2739, loss: 3.2739, grad_norm: 5.5043 2021-06-06 22:12:00,130 - mmaction - INFO - Epoch [4][1020/1345] lr: 1.000e-02, eta: 16:36:34, time: 0.586, data_time: 0.002, memory: 7127, top1_acc: 0.2531, top5_acc: 0.5242, loss_cls: 3.2286, loss: 3.2286, grad_norm: 5.8122 2021-06-06 22:12:12,533 - mmaction - INFO - Epoch [4][1040/1345] lr: 1.000e-02, eta: 16:34:52, time: 0.620, data_time: 0.001, memory: 7127, top1_acc: 0.2648, top5_acc: 0.5414, loss_cls: 3.2399, loss: 3.2399, grad_norm: 5.6233 2021-06-06 22:12:25,046 - mmaction - INFO - Epoch [4][1060/1345] lr: 1.000e-02, eta: 16:33:11, time: 0.625, data_time: 0.001, memory: 7127, top1_acc: 0.2797, top5_acc: 0.5648, loss_cls: 3.1225, loss: 3.1225, grad_norm: 6.0783 2021-06-06 22:12:37,725 - mmaction - INFO - Epoch [4][1080/1345] lr: 1.000e-02, eta: 16:31:33, time: 0.635, data_time: 0.001, memory: 7127, top1_acc: 0.2508, top5_acc: 0.5133, loss_cls: 3.3197, loss: 3.3197, grad_norm: 5.7087 2021-06-06 22:12:49,822 - mmaction - INFO - Epoch [4][1100/1345] lr: 1.000e-02, eta: 16:29:48, time: 0.605, data_time: 0.001, memory: 7127, top1_acc: 0.2633, top5_acc: 0.5500, loss_cls: 3.1951, loss: 3.1951, grad_norm: 5.8151 2021-06-06 22:13:01,513 - mmaction - INFO - Epoch [4][1120/1345] lr: 1.000e-02, eta: 16:28:00, time: 0.585, data_time: 0.001, memory: 7127, top1_acc: 0.2445, top5_acc: 0.5102, loss_cls: 3.3403, loss: 3.3403, grad_norm: 5.4448 2021-06-06 22:13:13,346 - mmaction - INFO - Epoch [4][1140/1345] lr: 1.000e-02, eta: 16:26:13, time: 0.589, data_time: 0.001, memory: 7127, top1_acc: 0.2695, top5_acc: 0.5398, loss_cls: 3.2663, loss: 3.2663, grad_norm: 5.5476 2021-06-06 22:13:25,634 - mmaction - INFO - Epoch [4][1160/1345] lr: 1.000e-02, eta: 16:24:33, time: 0.617, data_time: 0.003, memory: 7127, top1_acc: 0.2453, top5_acc: 0.5391, loss_cls: 3.1902, loss: 3.1902, grad_norm: 5.5871 2021-06-06 22:13:38,076 - mmaction - INFO - Epoch [4][1180/1345] lr: 1.000e-02, eta: 16:22:56, time: 0.622, data_time: 0.002, memory: 7127, top1_acc: 0.2781, top5_acc: 0.5570, loss_cls: 3.1017, loss: 3.1017, grad_norm: 5.9350 2021-06-06 22:13:50,136 - mmaction - INFO - Epoch [4][1200/1345] lr: 1.000e-02, eta: 16:21:14, time: 0.601, data_time: 0.001, memory: 7127, top1_acc: 0.2508, top5_acc: 0.5414, loss_cls: 3.1772, loss: 3.1772, grad_norm: 5.5479 2021-06-06 22:14:02,003 - mmaction - INFO - Epoch [4][1220/1345] lr: 1.000e-02, eta: 16:19:31, time: 0.594, data_time: 0.003, memory: 7127, top1_acc: 0.2664, top5_acc: 0.5125, loss_cls: 3.2639, loss: 3.2639, grad_norm: 5.6150 2021-06-06 22:14:13,945 - mmaction - INFO - Epoch [4][1240/1345] lr: 1.000e-02, eta: 16:17:50, time: 0.597, data_time: 0.001, memory: 7127, top1_acc: 0.2734, top5_acc: 0.5180, loss_cls: 3.2160, loss: 3.2160, grad_norm: 5.5110 2021-06-06 22:14:26,254 - mmaction - INFO - Epoch [4][1260/1345] lr: 1.000e-02, eta: 16:16:14, time: 0.615, data_time: 0.001, memory: 7127, top1_acc: 0.2539, top5_acc: 0.5281, loss_cls: 3.2362, loss: 3.2362, grad_norm: 5.6573 2021-06-06 22:14:37,864 - mmaction - INFO - Epoch [4][1280/1345] lr: 1.000e-02, eta: 16:14:30, time: 0.581, data_time: 0.002, memory: 7127, top1_acc: 0.2773, top5_acc: 0.5266, loss_cls: 3.2151, loss: 3.2151, grad_norm: 5.8821 2021-06-06 22:14:49,816 - mmaction - INFO - Epoch [4][1300/1345] lr: 1.000e-02, eta: 16:12:50, time: 0.597, data_time: 0.001, memory: 7127, top1_acc: 0.2414, top5_acc: 0.5203, loss_cls: 3.2554, loss: 3.2554, grad_norm: 5.5775 2021-06-06 22:15:02,604 - mmaction - INFO - Epoch [4][1320/1345] lr: 1.000e-02, eta: 16:11:21, time: 0.639, data_time: 0.001, memory: 7127, top1_acc: 0.2594, top5_acc: 0.4898, loss_cls: 3.3285, loss: 3.3285, grad_norm: 5.5128 2021-06-06 22:15:14,842 - mmaction - INFO - Epoch [4][1340/1345] lr: 1.000e-02, eta: 16:09:47, time: 0.612, data_time: 0.002, memory: 7127, top1_acc: 0.2648, top5_acc: 0.5641, loss_cls: 3.1409, loss: 3.1409, grad_norm: 5.4774 2021-06-06 22:15:22,520 - mmaction - INFO - Saving checkpoint at 4 epochs 2021-06-06 22:23:10,322 - mmaction - INFO - Epoch [5][20/1345] lr: 1.000e-02, eta: 17:34:00, time: 23.339, data_time: 22.688, memory: 7127, top1_acc: 0.2703, top5_acc: 0.5594, loss_cls: 3.1569, loss: 3.1569, grad_norm: 5.5832 2021-06-06 22:23:20,645 - mmaction - INFO - Epoch [5][40/1345] lr: 1.000e-02, eta: 17:31:45, time: 0.518, data_time: 0.005, memory: 7127, top1_acc: 0.2797, top5_acc: 0.5602, loss_cls: 3.1220, loss: 3.1220, grad_norm: 5.8186 2021-06-06 22:23:31,162 - mmaction - INFO - Epoch [5][60/1345] lr: 1.000e-02, eta: 17:29:32, time: 0.526, data_time: 0.002, memory: 7127, top1_acc: 0.2711, top5_acc: 0.5602, loss_cls: 3.1123, loss: 3.1123, grad_norm: 6.0469 2021-06-06 22:23:41,427 - mmaction - INFO - Epoch [5][80/1345] lr: 1.000e-02, eta: 17:27:17, time: 0.514, data_time: 0.002, memory: 7127, top1_acc: 0.2867, top5_acc: 0.5602, loss_cls: 3.0492, loss: 3.0492, grad_norm: 5.7471 2021-06-06 22:23:51,581 - mmaction - INFO - Epoch [5][100/1345] lr: 1.000e-02, eta: 17:25:02, time: 0.508, data_time: 0.001, memory: 7127, top1_acc: 0.2734, top5_acc: 0.5445, loss_cls: 3.1656, loss: 3.1656, grad_norm: 5.6807 2021-06-06 22:24:01,630 - mmaction - INFO - Epoch [5][120/1345] lr: 1.000e-02, eta: 17:22:46, time: 0.502, data_time: 0.001, memory: 7127, top1_acc: 0.2789, top5_acc: 0.5469, loss_cls: 3.1055, loss: 3.1055, grad_norm: 5.7709 2021-06-06 22:24:12,020 - mmaction - INFO - Epoch [5][140/1345] lr: 1.000e-02, eta: 17:20:36, time: 0.520, data_time: 0.001, memory: 7127, top1_acc: 0.2633, top5_acc: 0.5414, loss_cls: 3.1917, loss: 3.1917, grad_norm: 5.8582 2021-06-06 22:24:22,253 - mmaction - INFO - Epoch [5][160/1345] lr: 1.000e-02, eta: 17:18:24, time: 0.511, data_time: 0.001, memory: 7127, top1_acc: 0.2508, top5_acc: 0.5367, loss_cls: 3.1851, loss: 3.1851, grad_norm: 5.8675 2021-06-06 22:24:32,762 - mmaction - INFO - Epoch [5][180/1345] lr: 1.000e-02, eta: 17:16:17, time: 0.526, data_time: 0.001, memory: 7127, top1_acc: 0.3055, top5_acc: 0.5672, loss_cls: 2.9992, loss: 2.9992, grad_norm: 6.0441 2021-06-06 22:24:43,802 - mmaction - INFO - Epoch [5][200/1345] lr: 1.000e-02, eta: 17:14:16, time: 0.552, data_time: 0.001, memory: 7127, top1_acc: 0.2789, top5_acc: 0.5367, loss_cls: 3.1791, loss: 3.1791, grad_norm: 5.7865 2021-06-06 22:24:54,903 - mmaction - INFO - Epoch [5][220/1345] lr: 1.000e-02, eta: 17:12:16, time: 0.555, data_time: 0.001, memory: 7127, top1_acc: 0.2648, top5_acc: 0.5500, loss_cls: 3.1182, loss: 3.1182, grad_norm: 5.8341 2021-06-06 22:25:05,515 - mmaction - INFO - Epoch [5][240/1345] lr: 1.000e-02, eta: 17:10:12, time: 0.530, data_time: 0.001, memory: 7127, top1_acc: 0.2641, top5_acc: 0.5484, loss_cls: 3.1735, loss: 3.1735, grad_norm: 5.5576 2021-06-06 22:25:17,301 - mmaction - INFO - Epoch [5][260/1345] lr: 1.000e-02, eta: 17:08:22, time: 0.590, data_time: 0.001, memory: 7127, top1_acc: 0.2891, top5_acc: 0.5781, loss_cls: 3.0275, loss: 3.0275, grad_norm: 6.0590 2021-06-06 22:25:28,727 - mmaction - INFO - Epoch [5][280/1345] lr: 1.000e-02, eta: 17:06:28, time: 0.571, data_time: 0.001, memory: 7127, top1_acc: 0.2562, top5_acc: 0.5352, loss_cls: 3.1629, loss: 3.1629, grad_norm: 5.7872 2021-06-06 22:25:40,794 - mmaction - INFO - Epoch [5][300/1345] lr: 1.000e-02, eta: 17:04:42, time: 0.603, data_time: 0.001, memory: 7127, top1_acc: 0.2789, top5_acc: 0.5547, loss_cls: 3.1393, loss: 3.1393, grad_norm: 5.7566 2021-06-06 22:25:53,236 - mmaction - INFO - Epoch [5][320/1345] lr: 1.000e-02, eta: 17:03:01, time: 0.622, data_time: 0.002, memory: 7127, top1_acc: 0.2609, top5_acc: 0.5500, loss_cls: 3.1774, loss: 3.1774, grad_norm: 5.7680 2021-06-06 22:26:05,046 - mmaction - INFO - Epoch [5][340/1345] lr: 1.000e-02, eta: 17:01:13, time: 0.590, data_time: 0.002, memory: 7127, top1_acc: 0.2758, top5_acc: 0.5344, loss_cls: 3.1356, loss: 3.1356, grad_norm: 5.7285 2021-06-06 22:26:17,901 - mmaction - INFO - Epoch [5][360/1345] lr: 1.000e-02, eta: 16:59:38, time: 0.644, data_time: 0.002, memory: 7127, top1_acc: 0.2781, top5_acc: 0.5391, loss_cls: 3.1101, loss: 3.1101, grad_norm: 5.6633 2021-06-06 22:26:30,245 - mmaction - INFO - Epoch [5][380/1345] lr: 1.000e-02, eta: 16:57:57, time: 0.616, data_time: 0.001, memory: 7127, top1_acc: 0.2695, top5_acc: 0.5430, loss_cls: 3.0994, loss: 3.0994, grad_norm: 6.0186 2021-06-06 22:26:42,559 - mmaction - INFO - Epoch [5][400/1345] lr: 1.000e-02, eta: 16:56:17, time: 0.616, data_time: 0.002, memory: 7127, top1_acc: 0.2742, top5_acc: 0.5281, loss_cls: 3.2570, loss: 3.2570, grad_norm: 5.6677 2021-06-06 22:26:54,874 - mmaction - INFO - Epoch [5][420/1345] lr: 1.000e-02, eta: 16:54:37, time: 0.616, data_time: 0.001, memory: 7127, top1_acc: 0.2812, top5_acc: 0.5672, loss_cls: 3.0898, loss: 3.0898, grad_norm: 5.8300 2021-06-06 22:27:07,477 - mmaction - INFO - Epoch [5][440/1345] lr: 1.000e-02, eta: 16:53:02, time: 0.630, data_time: 0.001, memory: 7127, top1_acc: 0.2680, top5_acc: 0.5445, loss_cls: 3.1617, loss: 3.1617, grad_norm: 5.7270 2021-06-06 22:27:19,402 - mmaction - INFO - Epoch [5][460/1345] lr: 1.000e-02, eta: 16:51:19, time: 0.597, data_time: 0.001, memory: 7127, top1_acc: 0.2805, top5_acc: 0.5484, loss_cls: 3.1164, loss: 3.1164, grad_norm: 5.6103 2021-06-06 22:27:32,145 - mmaction - INFO - Epoch [5][480/1345] lr: 1.000e-02, eta: 16:49:46, time: 0.637, data_time: 0.001, memory: 7127, top1_acc: 0.2805, top5_acc: 0.5359, loss_cls: 3.1817, loss: 3.1817, grad_norm: 5.8887 2021-06-06 22:27:44,417 - mmaction - INFO - Epoch [5][500/1345] lr: 1.000e-02, eta: 16:48:08, time: 0.613, data_time: 0.001, memory: 7127, top1_acc: 0.2781, top5_acc: 0.5656, loss_cls: 3.1161, loss: 3.1161, grad_norm: 5.8557 2021-06-06 22:27:56,530 - mmaction - INFO - Epoch [5][520/1345] lr: 1.000e-02, eta: 16:46:29, time: 0.606, data_time: 0.002, memory: 7127, top1_acc: 0.2844, top5_acc: 0.5641, loss_cls: 3.0797, loss: 3.0797, grad_norm: 5.6341 2021-06-06 22:28:08,524 - mmaction - INFO - Epoch [5][540/1345] lr: 1.000e-02, eta: 16:44:50, time: 0.600, data_time: 0.001, memory: 7127, top1_acc: 0.2906, top5_acc: 0.5633, loss_cls: 3.1020, loss: 3.1020, grad_norm: 5.8862 2021-06-06 22:28:20,927 - mmaction - INFO - Epoch [5][560/1345] lr: 1.000e-02, eta: 16:43:15, time: 0.620, data_time: 0.001, memory: 7127, top1_acc: 0.2641, top5_acc: 0.5586, loss_cls: 3.1617, loss: 3.1617, grad_norm: 5.9120 2021-06-06 22:28:33,382 - mmaction - INFO - Epoch [5][580/1345] lr: 1.000e-02, eta: 16:41:42, time: 0.622, data_time: 0.001, memory: 7127, top1_acc: 0.2773, top5_acc: 0.5469, loss_cls: 3.1784, loss: 3.1784, grad_norm: 5.7557 2021-06-06 22:28:45,471 - mmaction - INFO - Epoch [5][600/1345] lr: 1.000e-02, eta: 16:40:05, time: 0.604, data_time: 0.001, memory: 7127, top1_acc: 0.2852, top5_acc: 0.5641, loss_cls: 3.0750, loss: 3.0750, grad_norm: 6.0466 2021-06-06 22:28:58,599 - mmaction - INFO - Epoch [5][620/1345] lr: 1.000e-02, eta: 16:38:40, time: 0.656, data_time: 0.001, memory: 7127, top1_acc: 0.2672, top5_acc: 0.5430, loss_cls: 3.1489, loss: 3.1489, grad_norm: 5.9575 2021-06-06 22:29:10,296 - mmaction - INFO - Epoch [5][640/1345] lr: 1.000e-02, eta: 16:37:00, time: 0.585, data_time: 0.002, memory: 7127, top1_acc: 0.2734, top5_acc: 0.5523, loss_cls: 3.1185, loss: 3.1185, grad_norm: 5.8417 2021-06-06 22:29:22,287 - mmaction - INFO - Epoch [5][660/1345] lr: 1.000e-02, eta: 16:35:24, time: 0.600, data_time: 0.001, memory: 7127, top1_acc: 0.2453, top5_acc: 0.5281, loss_cls: 3.1756, loss: 3.1756, grad_norm: 5.8236 2021-06-06 22:29:35,116 - mmaction - INFO - Epoch [5][680/1345] lr: 1.000e-02, eta: 16:33:57, time: 0.641, data_time: 0.001, memory: 7127, top1_acc: 0.2820, top5_acc: 0.5539, loss_cls: 3.1728, loss: 3.1728, grad_norm: 5.7747 2021-06-06 22:29:47,733 - mmaction - INFO - Epoch [5][700/1345] lr: 1.000e-02, eta: 16:32:28, time: 0.631, data_time: 0.002, memory: 7127, top1_acc: 0.2789, top5_acc: 0.5633, loss_cls: 3.0959, loss: 3.0959, grad_norm: 5.8510 2021-06-06 22:30:00,363 - mmaction - INFO - Epoch [5][720/1345] lr: 1.000e-02, eta: 16:31:00, time: 0.631, data_time: 0.001, memory: 7127, top1_acc: 0.2766, top5_acc: 0.5633, loss_cls: 3.1113, loss: 3.1113, grad_norm: 5.6656 2021-06-06 22:30:13,153 - mmaction - INFO - Epoch [5][740/1345] lr: 1.000e-02, eta: 16:29:34, time: 0.640, data_time: 0.001, memory: 7127, top1_acc: 0.2742, top5_acc: 0.5594, loss_cls: 3.1008, loss: 3.1008, grad_norm: 5.6477 2021-06-06 22:30:26,424 - mmaction - INFO - Epoch [5][760/1345] lr: 1.000e-02, eta: 16:28:14, time: 0.663, data_time: 0.002, memory: 7127, top1_acc: 0.2836, top5_acc: 0.5648, loss_cls: 3.0555, loss: 3.0555, grad_norm: 6.0125 2021-06-06 22:30:38,516 - mmaction - INFO - Epoch [5][780/1345] lr: 1.000e-02, eta: 16:26:42, time: 0.605, data_time: 0.001, memory: 7127, top1_acc: 0.2758, top5_acc: 0.5352, loss_cls: 3.1594, loss: 3.1594, grad_norm: 5.7470 2021-06-06 22:30:50,658 - mmaction - INFO - Epoch [5][800/1345] lr: 1.000e-02, eta: 16:25:11, time: 0.607, data_time: 0.002, memory: 7127, top1_acc: 0.2844, top5_acc: 0.5414, loss_cls: 3.1229, loss: 3.1229, grad_norm: 5.7796 2021-06-06 22:31:02,385 - mmaction - INFO - Epoch [5][820/1345] lr: 1.000e-02, eta: 16:23:36, time: 0.586, data_time: 0.001, memory: 7127, top1_acc: 0.3148, top5_acc: 0.5992, loss_cls: 2.9546, loss: 2.9546, grad_norm: 6.2012 2021-06-06 22:31:14,506 - mmaction - INFO - Epoch [5][840/1345] lr: 1.000e-02, eta: 16:22:06, time: 0.606, data_time: 0.002, memory: 7127, top1_acc: 0.2750, top5_acc: 0.5563, loss_cls: 3.1253, loss: 3.1253, grad_norm: 5.6698 2021-06-06 22:31:27,165 - mmaction - INFO - Epoch [5][860/1345] lr: 1.000e-02, eta: 16:20:42, time: 0.633, data_time: 0.001, memory: 7127, top1_acc: 0.3000, top5_acc: 0.5719, loss_cls: 3.0756, loss: 3.0756, grad_norm: 5.6536 2021-06-06 22:31:40,178 - mmaction - INFO - Epoch [5][880/1345] lr: 1.000e-02, eta: 16:19:21, time: 0.651, data_time: 0.001, memory: 7127, top1_acc: 0.3086, top5_acc: 0.5828, loss_cls: 3.0129, loss: 3.0129, grad_norm: 5.8146 2021-06-06 22:31:51,576 - mmaction - INFO - Epoch [5][900/1345] lr: 1.000e-02, eta: 16:17:46, time: 0.570, data_time: 0.001, memory: 7127, top1_acc: 0.2734, top5_acc: 0.5492, loss_cls: 3.1324, loss: 3.1324, grad_norm: 6.0149 2021-06-06 22:32:03,473 - mmaction - INFO - Epoch [5][920/1345] lr: 1.000e-02, eta: 16:16:15, time: 0.595, data_time: 0.001, memory: 7127, top1_acc: 0.2836, top5_acc: 0.5594, loss_cls: 3.0722, loss: 3.0722, grad_norm: 5.7663 2021-06-06 22:32:16,727 - mmaction - INFO - Epoch [5][940/1345] lr: 1.000e-02, eta: 16:14:59, time: 0.663, data_time: 0.001, memory: 7127, top1_acc: 0.2719, top5_acc: 0.5758, loss_cls: 3.0628, loss: 3.0628, grad_norm: 5.8604 2021-06-06 22:32:29,356 - mmaction - INFO - Epoch [5][960/1345] lr: 1.000e-02, eta: 16:13:36, time: 0.631, data_time: 0.001, memory: 7127, top1_acc: 0.2977, top5_acc: 0.5586, loss_cls: 3.0718, loss: 3.0718, grad_norm: 6.1104 2021-06-06 22:32:40,774 - mmaction - INFO - Epoch [5][980/1345] lr: 1.000e-02, eta: 16:12:03, time: 0.570, data_time: 0.001, memory: 7127, top1_acc: 0.2750, top5_acc: 0.5477, loss_cls: 3.1400, loss: 3.1400, grad_norm: 5.9475 2021-06-06 22:32:52,639 - mmaction - INFO - Epoch [5][1000/1345] lr: 1.000e-02, eta: 16:10:34, time: 0.594, data_time: 0.002, memory: 7127, top1_acc: 0.2969, top5_acc: 0.5656, loss_cls: 3.0348, loss: 3.0348, grad_norm: 5.8740 2021-06-06 22:33:04,675 - mmaction - INFO - Epoch [5][1020/1345] lr: 1.000e-02, eta: 16:09:07, time: 0.602, data_time: 0.001, memory: 7127, top1_acc: 0.2750, top5_acc: 0.5609, loss_cls: 3.0652, loss: 3.0652, grad_norm: 5.9055 2021-06-06 22:33:17,327 - mmaction - INFO - Epoch [5][1040/1345] lr: 1.000e-02, eta: 16:07:47, time: 0.633, data_time: 0.002, memory: 7127, top1_acc: 0.2859, top5_acc: 0.5742, loss_cls: 3.0483, loss: 3.0483, grad_norm: 6.0214 2021-06-06 22:33:30,207 - mmaction - INFO - Epoch [5][1060/1345] lr: 1.000e-02, eta: 16:06:29, time: 0.644, data_time: 0.001, memory: 7127, top1_acc: 0.2687, top5_acc: 0.5469, loss_cls: 3.1165, loss: 3.1165, grad_norm: 5.9316 2021-06-06 22:33:41,358 - mmaction - INFO - Epoch [5][1080/1345] lr: 1.000e-02, eta: 16:04:56, time: 0.557, data_time: 0.001, memory: 7127, top1_acc: 0.2961, top5_acc: 0.5547, loss_cls: 3.0644, loss: 3.0644, grad_norm: 5.7281 2021-06-06 22:33:53,050 - mmaction - INFO - Epoch [5][1100/1345] lr: 1.000e-02, eta: 16:03:28, time: 0.584, data_time: 0.001, memory: 7127, top1_acc: 0.3070, top5_acc: 0.5781, loss_cls: 3.0181, loss: 3.0181, grad_norm: 5.9355 2021-06-06 22:34:04,845 - mmaction - INFO - Epoch [5][1120/1345] lr: 1.000e-02, eta: 16:02:01, time: 0.590, data_time: 0.002, memory: 7127, top1_acc: 0.3055, top5_acc: 0.5570, loss_cls: 3.0989, loss: 3.0989, grad_norm: 5.8700 2021-06-06 22:34:17,267 - mmaction - INFO - Epoch [5][1140/1345] lr: 1.000e-02, eta: 16:00:41, time: 0.621, data_time: 0.001, memory: 7127, top1_acc: 0.2773, top5_acc: 0.5797, loss_cls: 3.0481, loss: 3.0481, grad_norm: 5.8264 2021-06-06 22:34:29,471 - mmaction - INFO - Epoch [5][1160/1345] lr: 1.000e-02, eta: 15:59:19, time: 0.610, data_time: 0.002, memory: 7127, top1_acc: 0.2797, top5_acc: 0.5781, loss_cls: 3.0551, loss: 3.0551, grad_norm: 5.8707 2021-06-06 22:34:41,596 - mmaction - INFO - Epoch [5][1180/1345] lr: 1.000e-02, eta: 15:57:57, time: 0.606, data_time: 0.001, memory: 7127, top1_acc: 0.2805, top5_acc: 0.5680, loss_cls: 3.0774, loss: 3.0774, grad_norm: 5.9784 2021-06-06 22:34:54,279 - mmaction - INFO - Epoch [5][1200/1345] lr: 1.000e-02, eta: 15:56:40, time: 0.633, data_time: 0.001, memory: 7127, top1_acc: 0.3219, top5_acc: 0.5898, loss_cls: 2.9497, loss: 2.9497, grad_norm: 6.0094 2021-06-06 22:35:05,873 - mmaction - INFO - Epoch [5][1220/1345] lr: 1.000e-02, eta: 15:55:14, time: 0.580, data_time: 0.002, memory: 7127, top1_acc: 0.2852, top5_acc: 0.5719, loss_cls: 3.0422, loss: 3.0422, grad_norm: 5.8523 2021-06-06 22:35:18,042 - mmaction - INFO - Epoch [5][1240/1345] lr: 1.000e-02, eta: 15:53:53, time: 0.608, data_time: 0.001, memory: 7127, top1_acc: 0.2680, top5_acc: 0.5531, loss_cls: 3.1115, loss: 3.1115, grad_norm: 6.1066 2021-06-06 22:35:30,105 - mmaction - INFO - Epoch [5][1260/1345] lr: 1.000e-02, eta: 15:52:32, time: 0.603, data_time: 0.001, memory: 7127, top1_acc: 0.3133, top5_acc: 0.5883, loss_cls: 3.0378, loss: 3.0378, grad_norm: 5.9811 2021-06-06 22:35:42,034 - mmaction - INFO - Epoch [5][1280/1345] lr: 1.000e-02, eta: 15:51:10, time: 0.596, data_time: 0.001, memory: 7127, top1_acc: 0.3141, top5_acc: 0.6031, loss_cls: 2.8810, loss: 2.8810, grad_norm: 5.9466 2021-06-06 22:35:53,919 - mmaction - INFO - Epoch [5][1300/1345] lr: 1.000e-02, eta: 15:49:48, time: 0.595, data_time: 0.002, memory: 7127, top1_acc: 0.2961, top5_acc: 0.5820, loss_cls: 2.9786, loss: 2.9786, grad_norm: 6.0558 2021-06-06 22:36:07,116 - mmaction - INFO - Epoch [5][1320/1345] lr: 1.000e-02, eta: 15:48:39, time: 0.660, data_time: 0.002, memory: 7127, top1_acc: 0.2969, top5_acc: 0.5805, loss_cls: 3.0205, loss: 3.0205, grad_norm: 5.7374 2021-06-06 22:36:19,155 - mmaction - INFO - Epoch [5][1340/1345] lr: 1.000e-02, eta: 15:47:19, time: 0.602, data_time: 0.001, memory: 7127, top1_acc: 0.2992, top5_acc: 0.5727, loss_cls: 3.0346, loss: 3.0346, grad_norm: 5.7662 2021-06-06 22:36:26,938 - mmaction - INFO - Saving checkpoint at 5 epochs 2021-06-06 22:44:19,358 - mmaction - INFO - Epoch [6][20/1345] lr: 1.000e-02, eta: 16:53:54, time: 23.571, data_time: 22.936, memory: 7127, top1_acc: 0.2977, top5_acc: 0.5781, loss_cls: 3.0170, loss: 3.0170, grad_norm: 5.6264 2021-06-06 22:44:29,636 - mmaction - INFO - Epoch [6][40/1345] lr: 1.000e-02, eta: 16:52:06, time: 0.514, data_time: 0.003, memory: 7127, top1_acc: 0.3031, top5_acc: 0.6125, loss_cls: 2.9152, loss: 2.9152, grad_norm: 6.1114 2021-06-06 22:44:39,622 - mmaction - INFO - Epoch [6][60/1345] lr: 1.000e-02, eta: 16:50:16, time: 0.498, data_time: 0.001, memory: 7127, top1_acc: 0.2984, top5_acc: 0.5906, loss_cls: 2.9502, loss: 2.9502, grad_norm: 5.9311 2021-06-06 22:44:49,958 - mmaction - INFO - Epoch [6][80/1345] lr: 1.000e-02, eta: 16:48:30, time: 0.518, data_time: 0.002, memory: 7127, top1_acc: 0.3117, top5_acc: 0.5922, loss_cls: 2.9219, loss: 2.9219, grad_norm: 5.9112 2021-06-06 22:45:00,291 - mmaction - INFO - Epoch [6][100/1345] lr: 1.000e-02, eta: 16:46:44, time: 0.517, data_time: 0.001, memory: 7127, top1_acc: 0.3219, top5_acc: 0.5922, loss_cls: 2.9073, loss: 2.9073, grad_norm: 6.2063 2021-06-06 22:45:10,352 - mmaction - INFO - Epoch [6][120/1345] lr: 1.000e-02, eta: 16:44:56, time: 0.502, data_time: 0.001, memory: 7127, top1_acc: 0.3023, top5_acc: 0.5875, loss_cls: 2.9917, loss: 2.9917, grad_norm: 5.9625 2021-06-06 22:45:20,484 - mmaction - INFO - Epoch [6][140/1345] lr: 1.000e-02, eta: 16:43:10, time: 0.508, data_time: 0.004, memory: 7127, top1_acc: 0.3086, top5_acc: 0.6055, loss_cls: 2.9317, loss: 2.9317, grad_norm: 6.0240 2021-06-06 22:45:31,123 - mmaction - INFO - Epoch [6][160/1345] lr: 1.000e-02, eta: 16:41:28, time: 0.532, data_time: 0.001, memory: 7127, top1_acc: 0.2984, top5_acc: 0.5805, loss_cls: 2.9940, loss: 2.9940, grad_norm: 6.2311 2021-06-06 22:45:41,557 - mmaction - INFO - Epoch [6][180/1345] lr: 1.000e-02, eta: 16:39:46, time: 0.522, data_time: 0.001, memory: 7127, top1_acc: 0.2852, top5_acc: 0.5570, loss_cls: 3.0399, loss: 3.0399, grad_norm: 5.9650 2021-06-06 22:45:52,114 - mmaction - INFO - Epoch [6][200/1345] lr: 1.000e-02, eta: 16:38:04, time: 0.528, data_time: 0.001, memory: 7127, top1_acc: 0.3086, top5_acc: 0.5828, loss_cls: 2.9725, loss: 2.9725, grad_norm: 5.8780 2021-06-06 22:46:02,924 - mmaction - INFO - Epoch [6][220/1345] lr: 1.000e-02, eta: 16:36:26, time: 0.540, data_time: 0.001, memory: 7127, top1_acc: 0.3320, top5_acc: 0.5961, loss_cls: 2.8800, loss: 2.8800, grad_norm: 5.9864 2021-06-06 22:46:14,282 - mmaction - INFO - Epoch [6][240/1345] lr: 1.000e-02, eta: 16:34:53, time: 0.567, data_time: 0.001, memory: 7127, top1_acc: 0.3023, top5_acc: 0.5977, loss_cls: 2.9582, loss: 2.9582, grad_norm: 5.8805 2021-06-06 22:46:25,573 - mmaction - INFO - Epoch [6][260/1345] lr: 1.000e-02, eta: 16:33:20, time: 0.565, data_time: 0.002, memory: 7127, top1_acc: 0.3281, top5_acc: 0.5922, loss_cls: 2.8929, loss: 2.8929, grad_norm: 5.9409 2021-06-06 22:46:37,549 - mmaction - INFO - Epoch [6][280/1345] lr: 1.000e-02, eta: 16:31:53, time: 0.599, data_time: 0.001, memory: 7127, top1_acc: 0.3063, top5_acc: 0.5859, loss_cls: 2.9543, loss: 2.9543, grad_norm: 6.0755 2021-06-06 22:46:49,756 - mmaction - INFO - Epoch [6][300/1345] lr: 1.000e-02, eta: 16:30:28, time: 0.610, data_time: 0.001, memory: 7127, top1_acc: 0.3094, top5_acc: 0.5891, loss_cls: 2.9843, loss: 2.9843, grad_norm: 5.9908 2021-06-06 22:47:02,872 - mmaction - INFO - Epoch [6][320/1345] lr: 1.000e-02, eta: 16:29:12, time: 0.656, data_time: 0.002, memory: 7127, top1_acc: 0.2984, top5_acc: 0.5867, loss_cls: 3.0027, loss: 3.0027, grad_norm: 6.1267 2021-06-06 22:47:14,147 - mmaction - INFO - Epoch [6][340/1345] lr: 1.000e-02, eta: 16:27:40, time: 0.563, data_time: 0.001, memory: 7127, top1_acc: 0.2969, top5_acc: 0.5711, loss_cls: 3.0082, loss: 3.0082, grad_norm: 5.8660 2021-06-06 22:47:26,022 - mmaction - INFO - Epoch [6][360/1345] lr: 1.000e-02, eta: 16:26:14, time: 0.594, data_time: 0.002, memory: 7127, top1_acc: 0.3203, top5_acc: 0.6016, loss_cls: 2.8886, loss: 2.8886, grad_norm: 6.1656 2021-06-06 22:47:38,425 - mmaction - INFO - Epoch [6][380/1345] lr: 1.000e-02, eta: 16:24:53, time: 0.619, data_time: 0.001, memory: 7127, top1_acc: 0.2945, top5_acc: 0.5992, loss_cls: 2.9691, loss: 2.9691, grad_norm: 6.0277 2021-06-06 22:47:50,196 - mmaction - INFO - Epoch [6][400/1345] lr: 1.000e-02, eta: 16:23:27, time: 0.589, data_time: 0.002, memory: 7127, top1_acc: 0.3211, top5_acc: 0.6023, loss_cls: 2.8668, loss: 2.8668, grad_norm: 6.1837 2021-06-06 22:48:02,848 - mmaction - INFO - Epoch [6][420/1345] lr: 1.000e-02, eta: 16:22:09, time: 0.633, data_time: 0.001, memory: 7127, top1_acc: 0.2945, top5_acc: 0.5531, loss_cls: 3.0598, loss: 3.0598, grad_norm: 5.7934 2021-06-06 22:48:14,600 - mmaction - INFO - Epoch [6][440/1345] lr: 1.000e-02, eta: 16:20:43, time: 0.588, data_time: 0.001, memory: 7127, top1_acc: 0.3008, top5_acc: 0.5891, loss_cls: 3.0076, loss: 3.0076, grad_norm: 5.7446 2021-06-06 22:48:27,298 - mmaction - INFO - Epoch [6][460/1345] lr: 1.000e-02, eta: 16:19:26, time: 0.635, data_time: 0.001, memory: 7127, top1_acc: 0.2984, top5_acc: 0.6109, loss_cls: 2.9298, loss: 2.9298, grad_norm: 6.0866 2021-06-06 22:48:39,950 - mmaction - INFO - Epoch [6][480/1345] lr: 1.000e-02, eta: 16:18:09, time: 0.632, data_time: 0.001, memory: 7127, top1_acc: 0.3023, top5_acc: 0.5820, loss_cls: 2.9860, loss: 2.9860, grad_norm: 5.7886 2021-06-06 22:48:51,639 - mmaction - INFO - Epoch [6][500/1345] lr: 1.000e-02, eta: 16:16:44, time: 0.584, data_time: 0.002, memory: 7127, top1_acc: 0.3172, top5_acc: 0.5891, loss_cls: 2.9765, loss: 2.9765, grad_norm: 6.0720 2021-06-06 22:49:03,906 - mmaction - INFO - Epoch [6][520/1345] lr: 1.000e-02, eta: 16:15:24, time: 0.614, data_time: 0.002, memory: 7127, top1_acc: 0.3289, top5_acc: 0.6031, loss_cls: 2.9025, loss: 2.9025, grad_norm: 6.1055 2021-06-06 22:49:16,295 - mmaction - INFO - Epoch [6][540/1345] lr: 1.000e-02, eta: 16:14:06, time: 0.619, data_time: 0.001, memory: 7127, top1_acc: 0.3055, top5_acc: 0.5766, loss_cls: 2.9804, loss: 2.9804, grad_norm: 6.0523 2021-06-06 22:49:28,068 - mmaction - INFO - Epoch [6][560/1345] lr: 1.000e-02, eta: 16:12:43, time: 0.589, data_time: 0.001, memory: 7127, top1_acc: 0.3023, top5_acc: 0.5703, loss_cls: 2.9852, loss: 2.9852, grad_norm: 6.0343 2021-06-06 22:49:40,262 - mmaction - INFO - Epoch [6][580/1345] lr: 1.000e-02, eta: 16:11:24, time: 0.610, data_time: 0.001, memory: 7127, top1_acc: 0.3383, top5_acc: 0.5977, loss_cls: 2.8849, loss: 2.8849, grad_norm: 6.1610 2021-06-06 22:49:51,948 - mmaction - INFO - Epoch [6][600/1345] lr: 1.000e-02, eta: 16:10:01, time: 0.584, data_time: 0.001, memory: 7127, top1_acc: 0.3180, top5_acc: 0.6234, loss_cls: 2.8352, loss: 2.8352, grad_norm: 5.8338 2021-06-06 22:50:04,898 - mmaction - INFO - Epoch [6][620/1345] lr: 1.000e-02, eta: 16:08:49, time: 0.647, data_time: 0.001, memory: 7127, top1_acc: 0.3078, top5_acc: 0.5977, loss_cls: 2.9793, loss: 2.9793, grad_norm: 6.0141 2021-06-06 22:50:16,008 - mmaction - INFO - Epoch [6][640/1345] lr: 1.000e-02, eta: 16:07:22, time: 0.555, data_time: 0.001, memory: 7127, top1_acc: 0.3156, top5_acc: 0.5969, loss_cls: 2.9213, loss: 2.9213, grad_norm: 6.1830 2021-06-06 22:50:29,620 - mmaction - INFO - Epoch [6][660/1345] lr: 1.000e-02, eta: 16:06:16, time: 0.681, data_time: 0.002, memory: 7127, top1_acc: 0.2867, top5_acc: 0.5594, loss_cls: 3.0844, loss: 3.0844, grad_norm: 5.8656 2021-06-06 22:50:41,680 - mmaction - INFO - Epoch [6][680/1345] lr: 1.000e-02, eta: 16:04:57, time: 0.603, data_time: 0.001, memory: 7127, top1_acc: 0.3023, top5_acc: 0.5828, loss_cls: 2.9645, loss: 2.9645, grad_norm: 5.8294 2021-06-06 22:50:53,992 - mmaction - INFO - Epoch [6][700/1345] lr: 1.000e-02, eta: 16:03:41, time: 0.615, data_time: 0.001, memory: 7127, top1_acc: 0.3000, top5_acc: 0.5977, loss_cls: 2.9197, loss: 2.9197, grad_norm: 6.2887 2021-06-06 22:51:06,404 - mmaction - INFO - Epoch [6][720/1345] lr: 1.000e-02, eta: 16:02:26, time: 0.620, data_time: 0.001, memory: 7127, top1_acc: 0.3063, top5_acc: 0.5820, loss_cls: 2.9601, loss: 2.9601, grad_norm: 6.1336 2021-06-06 22:51:18,983 - mmaction - INFO - Epoch [6][740/1345] lr: 1.000e-02, eta: 16:01:13, time: 0.630, data_time: 0.002, memory: 7127, top1_acc: 0.3102, top5_acc: 0.5898, loss_cls: 2.9104, loss: 2.9104, grad_norm: 5.9523 2021-06-06 22:51:30,615 - mmaction - INFO - Epoch [6][760/1345] lr: 1.000e-02, eta: 15:59:52, time: 0.582, data_time: 0.001, memory: 7127, top1_acc: 0.2883, top5_acc: 0.5930, loss_cls: 3.0162, loss: 3.0162, grad_norm: 5.8445 2021-06-06 22:51:43,356 - mmaction - INFO - Epoch [6][780/1345] lr: 1.000e-02, eta: 15:58:41, time: 0.637, data_time: 0.001, memory: 7127, top1_acc: 0.2836, top5_acc: 0.5648, loss_cls: 3.0202, loss: 3.0202, grad_norm: 5.9527 2021-06-06 22:51:54,689 - mmaction - INFO - Epoch [6][800/1345] lr: 1.000e-02, eta: 15:57:19, time: 0.567, data_time: 0.001, memory: 7127, top1_acc: 0.3273, top5_acc: 0.5852, loss_cls: 2.9093, loss: 2.9093, grad_norm: 5.8213 2021-06-06 22:52:06,536 - mmaction - INFO - Epoch [6][820/1345] lr: 1.000e-02, eta: 15:56:01, time: 0.592, data_time: 0.001, memory: 7127, top1_acc: 0.3344, top5_acc: 0.6109, loss_cls: 2.8070, loss: 2.8070, grad_norm: 6.0127 2021-06-06 22:52:18,981 - mmaction - INFO - Epoch [6][840/1345] lr: 1.000e-02, eta: 15:54:49, time: 0.623, data_time: 0.001, memory: 7127, top1_acc: 0.3320, top5_acc: 0.5922, loss_cls: 2.9401, loss: 2.9401, grad_norm: 6.5341 2021-06-06 22:52:30,979 - mmaction - INFO - Epoch [6][860/1345] lr: 1.000e-02, eta: 15:53:33, time: 0.599, data_time: 0.001, memory: 7127, top1_acc: 0.2992, top5_acc: 0.5891, loss_cls: 2.9690, loss: 2.9690, grad_norm: 5.9301 2021-06-06 22:52:42,694 - mmaction - INFO - Epoch [6][880/1345] lr: 1.000e-02, eta: 15:52:15, time: 0.586, data_time: 0.001, memory: 7127, top1_acc: 0.3109, top5_acc: 0.5797, loss_cls: 2.9739, loss: 2.9739, grad_norm: 5.8748 2021-06-06 22:52:54,601 - mmaction - INFO - Epoch [6][900/1345] lr: 1.000e-02, eta: 15:50:59, time: 0.595, data_time: 0.001, memory: 7127, top1_acc: 0.3086, top5_acc: 0.6016, loss_cls: 2.9507, loss: 2.9507, grad_norm: 5.9151 2021-06-06 22:53:06,792 - mmaction - INFO - Epoch [6][920/1345] lr: 1.000e-02, eta: 15:49:46, time: 0.609, data_time: 0.001, memory: 7127, top1_acc: 0.3102, top5_acc: 0.5820, loss_cls: 2.9352, loss: 2.9352, grad_norm: 6.1456 2021-06-06 22:53:18,815 - mmaction - INFO - Epoch [6][940/1345] lr: 1.000e-02, eta: 15:48:32, time: 0.601, data_time: 0.002, memory: 7127, top1_acc: 0.3273, top5_acc: 0.5852, loss_cls: 2.9397, loss: 2.9397, grad_norm: 5.9079 2021-06-06 22:53:31,914 - mmaction - INFO - Epoch [6][960/1345] lr: 1.000e-02, eta: 15:47:26, time: 0.655, data_time: 0.001, memory: 7127, top1_acc: 0.3125, top5_acc: 0.6031, loss_cls: 2.8876, loss: 2.8876, grad_norm: 6.1768 2021-06-06 22:53:45,458 - mmaction - INFO - Epoch [6][980/1345] lr: 1.000e-02, eta: 15:46:24, time: 0.677, data_time: 0.001, memory: 7127, top1_acc: 0.3148, top5_acc: 0.5695, loss_cls: 2.9925, loss: 2.9925, grad_norm: 5.8166 2021-06-06 22:53:58,524 - mmaction - INFO - Epoch [6][1000/1345] lr: 1.000e-02, eta: 15:45:19, time: 0.653, data_time: 0.001, memory: 7127, top1_acc: 0.2961, top5_acc: 0.5891, loss_cls: 2.9751, loss: 2.9751, grad_norm: 6.1015 2021-06-06 22:54:10,281 - mmaction - INFO - Epoch [6][1020/1345] lr: 1.000e-02, eta: 15:44:04, time: 0.588, data_time: 0.001, memory: 7127, top1_acc: 0.3297, top5_acc: 0.6086, loss_cls: 2.8689, loss: 2.8689, grad_norm: 5.8827 2021-06-06 22:54:22,404 - mmaction - INFO - Epoch [6][1040/1345] lr: 1.000e-02, eta: 15:42:52, time: 0.606, data_time: 0.001, memory: 7127, top1_acc: 0.3344, top5_acc: 0.6039, loss_cls: 2.8565, loss: 2.8565, grad_norm: 5.9130 2021-06-06 22:54:35,199 - mmaction - INFO - Epoch [6][1060/1345] lr: 1.000e-02, eta: 15:41:45, time: 0.640, data_time: 0.002, memory: 7127, top1_acc: 0.3023, top5_acc: 0.5984, loss_cls: 2.9609, loss: 2.9609, grad_norm: 6.0822 2021-06-06 22:54:47,873 - mmaction - INFO - Epoch [6][1080/1345] lr: 1.000e-02, eta: 15:40:38, time: 0.633, data_time: 0.001, memory: 7127, top1_acc: 0.3117, top5_acc: 0.6023, loss_cls: 2.8874, loss: 2.8874, grad_norm: 5.9517 2021-06-06 22:55:01,273 - mmaction - INFO - Epoch [6][1100/1345] lr: 1.000e-02, eta: 15:39:36, time: 0.671, data_time: 0.002, memory: 7127, top1_acc: 0.3438, top5_acc: 0.6141, loss_cls: 2.8348, loss: 2.8348, grad_norm: 5.9503 2021-06-06 22:55:13,098 - mmaction - INFO - Epoch [6][1120/1345] lr: 1.000e-02, eta: 15:38:23, time: 0.591, data_time: 0.001, memory: 7127, top1_acc: 0.3109, top5_acc: 0.5773, loss_cls: 2.9533, loss: 2.9533, grad_norm: 5.9162 2021-06-06 22:55:25,745 - mmaction - INFO - Epoch [6][1140/1345] lr: 1.000e-02, eta: 15:37:17, time: 0.632, data_time: 0.003, memory: 7127, top1_acc: 0.3141, top5_acc: 0.5852, loss_cls: 3.0224, loss: 3.0224, grad_norm: 5.7218 2021-06-06 22:55:38,565 - mmaction - INFO - Epoch [6][1160/1345] lr: 1.000e-02, eta: 15:36:12, time: 0.641, data_time: 0.001, memory: 7127, top1_acc: 0.3336, top5_acc: 0.6086, loss_cls: 2.8730, loss: 2.8730, grad_norm: 5.8979 2021-06-06 22:55:50,551 - mmaction - INFO - Epoch [6][1180/1345] lr: 1.000e-02, eta: 15:35:01, time: 0.600, data_time: 0.001, memory: 7127, top1_acc: 0.3000, top5_acc: 0.5813, loss_cls: 2.9857, loss: 2.9857, grad_norm: 6.2470 2021-06-06 22:56:03,074 - mmaction - INFO - Epoch [6][1200/1345] lr: 1.000e-02, eta: 15:33:54, time: 0.626, data_time: 0.001, memory: 7127, top1_acc: 0.3367, top5_acc: 0.6094, loss_cls: 2.8968, loss: 2.8968, grad_norm: 5.8859 2021-06-06 22:56:15,585 - mmaction - INFO - Epoch [6][1220/1345] lr: 1.000e-02, eta: 15:32:47, time: 0.626, data_time: 0.001, memory: 7127, top1_acc: 0.3344, top5_acc: 0.6172, loss_cls: 2.8445, loss: 2.8445, grad_norm: 6.1246 2021-06-06 22:56:28,036 - mmaction - INFO - Epoch [6][1240/1345] lr: 1.000e-02, eta: 15:31:41, time: 0.622, data_time: 0.001, memory: 7127, top1_acc: 0.3305, top5_acc: 0.6000, loss_cls: 2.8728, loss: 2.8728, grad_norm: 6.2039 2021-06-06 22:56:41,295 - mmaction - INFO - Epoch [6][1260/1345] lr: 1.000e-02, eta: 15:30:40, time: 0.662, data_time: 0.001, memory: 7127, top1_acc: 0.3203, top5_acc: 0.6039, loss_cls: 2.9313, loss: 2.9313, grad_norm: 6.1373 2021-06-06 22:56:53,687 - mmaction - INFO - Epoch [6][1280/1345] lr: 1.000e-02, eta: 15:29:34, time: 0.620, data_time: 0.002, memory: 7127, top1_acc: 0.3367, top5_acc: 0.5992, loss_cls: 2.9360, loss: 2.9360, grad_norm: 5.8065 2021-06-06 22:57:06,717 - mmaction - INFO - Epoch [6][1300/1345] lr: 1.000e-02, eta: 15:28:32, time: 0.652, data_time: 0.002, memory: 7127, top1_acc: 0.3094, top5_acc: 0.5977, loss_cls: 2.9177, loss: 2.9177, grad_norm: 5.9653 2021-06-06 22:57:19,638 - mmaction - INFO - Epoch [6][1320/1345] lr: 1.000e-02, eta: 15:27:30, time: 0.646, data_time: 0.001, memory: 7127, top1_acc: 0.3211, top5_acc: 0.5922, loss_cls: 2.9427, loss: 2.9427, grad_norm: 6.1158 2021-06-06 22:57:32,287 - mmaction - INFO - Epoch [6][1340/1345] lr: 1.000e-02, eta: 15:26:26, time: 0.633, data_time: 0.001, memory: 7127, top1_acc: 0.3273, top5_acc: 0.5992, loss_cls: 2.9080, loss: 2.9080, grad_norm: 5.9972 2021-06-06 22:57:39,956 - mmaction - INFO - Saving checkpoint at 6 epochs 2021-06-06 23:05:30,775 - mmaction - INFO - Epoch [7][20/1345] lr: 1.000e-02, eta: 16:20:26, time: 23.488, data_time: 22.835, memory: 7127, top1_acc: 0.3156, top5_acc: 0.6047, loss_cls: 2.8882, loss: 2.8882, grad_norm: 5.9882 2021-06-06 23:05:41,120 - mmaction - INFO - Epoch [7][40/1345] lr: 1.000e-02, eta: 16:18:57, time: 0.520, data_time: 0.005, memory: 7127, top1_acc: 0.3109, top5_acc: 0.5820, loss_cls: 2.9427, loss: 2.9427, grad_norm: 6.2312 2021-06-06 23:05:51,303 - mmaction - INFO - Epoch [7][60/1345] lr: 1.000e-02, eta: 16:17:27, time: 0.510, data_time: 0.002, memory: 7127, top1_acc: 0.3219, top5_acc: 0.6133, loss_cls: 2.8593, loss: 2.8593, grad_norm: 6.2331 2021-06-06 23:06:01,459 - mmaction - INFO - Epoch [7][80/1345] lr: 1.000e-02, eta: 16:15:57, time: 0.507, data_time: 0.001, memory: 7127, top1_acc: 0.3172, top5_acc: 0.6102, loss_cls: 2.8345, loss: 2.8345, grad_norm: 6.1379 2021-06-06 23:06:11,738 - mmaction - INFO - Epoch [7][100/1345] lr: 1.000e-02, eta: 16:14:28, time: 0.515, data_time: 0.002, memory: 7127, top1_acc: 0.3172, top5_acc: 0.5945, loss_cls: 2.9055, loss: 2.9055, grad_norm: 6.3313 2021-06-06 23:06:21,887 - mmaction - INFO - Epoch [7][120/1345] lr: 1.000e-02, eta: 16:12:59, time: 0.507, data_time: 0.001, memory: 7127, top1_acc: 0.3258, top5_acc: 0.6070, loss_cls: 2.8334, loss: 2.8334, grad_norm: 5.9054 2021-06-06 23:06:32,239 - mmaction - INFO - Epoch [7][140/1345] lr: 1.000e-02, eta: 16:11:31, time: 0.518, data_time: 0.001, memory: 7127, top1_acc: 0.3133, top5_acc: 0.5867, loss_cls: 2.9698, loss: 2.9698, grad_norm: 6.1746 2021-06-06 23:06:42,481 - mmaction - INFO - Epoch [7][160/1345] lr: 1.000e-02, eta: 16:10:03, time: 0.512, data_time: 0.001, memory: 7127, top1_acc: 0.3359, top5_acc: 0.6102, loss_cls: 2.8430, loss: 2.8430, grad_norm: 5.9690 2021-06-06 23:06:52,668 - mmaction - INFO - Epoch [7][180/1345] lr: 1.000e-02, eta: 16:08:35, time: 0.509, data_time: 0.001, memory: 7127, top1_acc: 0.3273, top5_acc: 0.6242, loss_cls: 2.8970, loss: 2.8970, grad_norm: 6.2011 2021-06-06 23:07:03,046 - mmaction - INFO - Epoch [7][200/1345] lr: 1.000e-02, eta: 16:07:09, time: 0.519, data_time: 0.001, memory: 7127, top1_acc: 0.3398, top5_acc: 0.6156, loss_cls: 2.7933, loss: 2.7933, grad_norm: 6.2019 2021-06-06 23:07:13,765 - mmaction - INFO - Epoch [7][220/1345] lr: 1.000e-02, eta: 16:05:46, time: 0.536, data_time: 0.001, memory: 7127, top1_acc: 0.3187, top5_acc: 0.5898, loss_cls: 2.9379, loss: 2.9379, grad_norm: 6.0157 2021-06-06 23:07:24,687 - mmaction - INFO - Epoch [7][240/1345] lr: 1.000e-02, eta: 16:04:24, time: 0.545, data_time: 0.002, memory: 7127, top1_acc: 0.3344, top5_acc: 0.6047, loss_cls: 2.8538, loss: 2.8538, grad_norm: 5.9491 2021-06-06 23:07:35,800 - mmaction - INFO - Epoch [7][260/1345] lr: 1.000e-02, eta: 16:03:04, time: 0.556, data_time: 0.002, memory: 7127, top1_acc: 0.3180, top5_acc: 0.6133, loss_cls: 2.8528, loss: 2.8528, grad_norm: 5.9911 2021-06-06 23:07:47,212 - mmaction - INFO - Epoch [7][280/1345] lr: 1.000e-02, eta: 16:01:47, time: 0.571, data_time: 0.002, memory: 7127, top1_acc: 0.3406, top5_acc: 0.6156, loss_cls: 2.8445, loss: 2.8445, grad_norm: 5.8426 2021-06-06 23:07:58,675 - mmaction - INFO - Epoch [7][300/1345] lr: 1.000e-02, eta: 16:00:30, time: 0.574, data_time: 0.002, memory: 7127, top1_acc: 0.3406, top5_acc: 0.6336, loss_cls: 2.7782, loss: 2.7782, grad_norm: 6.0739 2021-06-06 23:08:11,224 - mmaction - INFO - Epoch [7][320/1345] lr: 1.000e-02, eta: 15:59:21, time: 0.627, data_time: 0.001, memory: 7127, top1_acc: 0.3391, top5_acc: 0.6297, loss_cls: 2.8042, loss: 2.8042, grad_norm: 6.2931 2021-06-06 23:08:23,277 - mmaction - INFO - Epoch [7][340/1345] lr: 1.000e-02, eta: 15:58:09, time: 0.602, data_time: 0.001, memory: 7127, top1_acc: 0.3289, top5_acc: 0.6148, loss_cls: 2.7984, loss: 2.7984, grad_norm: 6.1610 2021-06-06 23:08:34,775 - mmaction - INFO - Epoch [7][360/1345] lr: 1.000e-02, eta: 15:56:53, time: 0.575, data_time: 0.002, memory: 7127, top1_acc: 0.3289, top5_acc: 0.6141, loss_cls: 2.8442, loss: 2.8442, grad_norm: 6.1652 2021-06-06 23:08:45,905 - mmaction - INFO - Epoch [7][380/1345] lr: 1.000e-02, eta: 15:55:35, time: 0.556, data_time: 0.001, memory: 7127, top1_acc: 0.3539, top5_acc: 0.6070, loss_cls: 2.8648, loss: 2.8648, grad_norm: 5.9080 2021-06-06 23:08:56,935 - mmaction - INFO - Epoch [7][400/1345] lr: 1.000e-02, eta: 15:54:17, time: 0.551, data_time: 0.001, memory: 7127, top1_acc: 0.3086, top5_acc: 0.6148, loss_cls: 2.8533, loss: 2.8533, grad_norm: 6.3393 2021-06-06 23:09:09,580 - mmaction - INFO - Epoch [7][420/1345] lr: 1.000e-02, eta: 15:53:10, time: 0.632, data_time: 0.001, memory: 7127, top1_acc: 0.3297, top5_acc: 0.6109, loss_cls: 2.8496, loss: 2.8496, grad_norm: 6.2692 2021-06-06 23:09:21,188 - mmaction - INFO - Epoch [7][440/1345] lr: 1.000e-02, eta: 15:51:57, time: 0.581, data_time: 0.002, memory: 7127, top1_acc: 0.3383, top5_acc: 0.6070, loss_cls: 2.8334, loss: 2.8334, grad_norm: 5.8972 2021-06-06 23:09:33,563 - mmaction - INFO - Epoch [7][460/1345] lr: 1.000e-02, eta: 15:50:48, time: 0.618, data_time: 0.001, memory: 7127, top1_acc: 0.3297, top5_acc: 0.6055, loss_cls: 2.9055, loss: 2.9055, grad_norm: 6.1945 2021-06-06 23:09:45,941 - mmaction - INFO - Epoch [7][480/1345] lr: 1.000e-02, eta: 15:49:41, time: 0.619, data_time: 0.002, memory: 7127, top1_acc: 0.3250, top5_acc: 0.6078, loss_cls: 2.8571, loss: 2.8571, grad_norm: 6.0769 2021-06-06 23:09:57,614 - mmaction - INFO - Epoch [7][500/1345] lr: 1.000e-02, eta: 15:48:28, time: 0.584, data_time: 0.001, memory: 7127, top1_acc: 0.3383, top5_acc: 0.5992, loss_cls: 2.8690, loss: 2.8690, grad_norm: 6.0791 2021-06-06 23:10:10,420 - mmaction - INFO - Epoch [7][520/1345] lr: 1.000e-02, eta: 15:47:23, time: 0.638, data_time: 0.012, memory: 7127, top1_acc: 0.3508, top5_acc: 0.6273, loss_cls: 2.8236, loss: 2.8236, grad_norm: 6.1265 2021-06-06 23:10:22,597 - mmaction - INFO - Epoch [7][540/1345] lr: 1.000e-02, eta: 15:46:15, time: 0.610, data_time: 0.007, memory: 7127, top1_acc: 0.3328, top5_acc: 0.6180, loss_cls: 2.8176, loss: 2.8176, grad_norm: 5.8550 2021-06-06 23:10:35,196 - mmaction - INFO - Epoch [7][560/1345] lr: 1.000e-02, eta: 15:45:10, time: 0.630, data_time: 0.002, memory: 7127, top1_acc: 0.3633, top5_acc: 0.6219, loss_cls: 2.7535, loss: 2.7535, grad_norm: 6.0857 2021-06-06 23:10:47,390 - mmaction - INFO - Epoch [7][580/1345] lr: 1.000e-02, eta: 15:44:02, time: 0.610, data_time: 0.001, memory: 7127, top1_acc: 0.3289, top5_acc: 0.6258, loss_cls: 2.8197, loss: 2.8197, grad_norm: 6.3328 2021-06-06 23:10:59,083 - mmaction - INFO - Epoch [7][600/1345] lr: 1.000e-02, eta: 15:42:51, time: 0.583, data_time: 0.001, memory: 7127, top1_acc: 0.3508, top5_acc: 0.6242, loss_cls: 2.7798, loss: 2.7798, grad_norm: 6.2232 2021-06-06 23:11:11,148 - mmaction - INFO - Epoch [7][620/1345] lr: 1.000e-02, eta: 15:41:43, time: 0.605, data_time: 0.002, memory: 7127, top1_acc: 0.3211, top5_acc: 0.6266, loss_cls: 2.8619, loss: 2.8619, grad_norm: 6.1282 2021-06-06 23:11:23,357 - mmaction - INFO - Epoch [7][640/1345] lr: 1.000e-02, eta: 15:40:36, time: 0.610, data_time: 0.001, memory: 7127, top1_acc: 0.3281, top5_acc: 0.6031, loss_cls: 2.8634, loss: 2.8634, grad_norm: 6.2184 2021-06-06 23:11:35,797 - mmaction - INFO - Epoch [7][660/1345] lr: 1.000e-02, eta: 15:39:31, time: 0.622, data_time: 0.001, memory: 7127, top1_acc: 0.3281, top5_acc: 0.6125, loss_cls: 2.8734, loss: 2.8734, grad_norm: 6.3779 2021-06-06 23:11:48,715 - mmaction - INFO - Epoch [7][680/1345] lr: 1.000e-02, eta: 15:38:29, time: 0.645, data_time: 0.001, memory: 7127, top1_acc: 0.3297, top5_acc: 0.6125, loss_cls: 2.8770, loss: 2.8770, grad_norm: 6.1459 2021-06-06 23:12:00,323 - mmaction - INFO - Epoch [7][700/1345] lr: 1.000e-02, eta: 15:37:19, time: 0.581, data_time: 0.001, memory: 7127, top1_acc: 0.3125, top5_acc: 0.6109, loss_cls: 2.8501, loss: 2.8501, grad_norm: 5.9802 2021-06-06 23:12:13,388 - mmaction - INFO - Epoch [7][720/1345] lr: 1.000e-02, eta: 15:36:19, time: 0.653, data_time: 0.001, memory: 7127, top1_acc: 0.3453, top5_acc: 0.6023, loss_cls: 2.8536, loss: 2.8536, grad_norm: 5.9642 2021-06-06 23:12:25,419 - mmaction - INFO - Epoch [7][740/1345] lr: 1.000e-02, eta: 15:35:12, time: 0.601, data_time: 0.001, memory: 7127, top1_acc: 0.3375, top5_acc: 0.6086, loss_cls: 2.8058, loss: 2.8058, grad_norm: 5.8021 2021-06-06 23:12:38,129 - mmaction - INFO - Epoch [7][760/1345] lr: 1.000e-02, eta: 15:34:10, time: 0.636, data_time: 0.002, memory: 7127, top1_acc: 0.3406, top5_acc: 0.6305, loss_cls: 2.7756, loss: 2.7756, grad_norm: 6.1491 2021-06-06 23:12:50,326 - mmaction - INFO - Epoch [7][780/1345] lr: 1.000e-02, eta: 15:33:04, time: 0.609, data_time: 0.001, memory: 7127, top1_acc: 0.3164, top5_acc: 0.6195, loss_cls: 2.8383, loss: 2.8383, grad_norm: 6.0132 2021-06-06 23:13:02,748 - mmaction - INFO - Epoch [7][800/1345] lr: 1.000e-02, eta: 15:32:01, time: 0.621, data_time: 0.002, memory: 7127, top1_acc: 0.3141, top5_acc: 0.5914, loss_cls: 2.9076, loss: 2.9076, grad_norm: 5.9240 2021-06-06 23:13:16,517 - mmaction - INFO - Epoch [7][820/1345] lr: 1.000e-02, eta: 15:31:06, time: 0.689, data_time: 0.001, memory: 7127, top1_acc: 0.3461, top5_acc: 0.6195, loss_cls: 2.8129, loss: 2.8129, grad_norm: 6.3709 2021-06-06 23:13:29,078 - mmaction - INFO - Epoch [7][840/1345] lr: 1.000e-02, eta: 15:30:04, time: 0.628, data_time: 0.001, memory: 7127, top1_acc: 0.3320, top5_acc: 0.6070, loss_cls: 2.8435, loss: 2.8435, grad_norm: 6.0776 2021-06-06 23:13:42,828 - mmaction - INFO - Epoch [7][860/1345] lr: 1.000e-02, eta: 15:29:10, time: 0.687, data_time: 0.001, memory: 7127, top1_acc: 0.3320, top5_acc: 0.6055, loss_cls: 2.8774, loss: 2.8774, grad_norm: 5.9344 2021-06-06 23:13:54,452 - mmaction - INFO - Epoch [7][880/1345] lr: 1.000e-02, eta: 15:28:02, time: 0.581, data_time: 0.001, memory: 7127, top1_acc: 0.3242, top5_acc: 0.6172, loss_cls: 2.8693, loss: 2.8693, grad_norm: 6.0570 2021-06-06 23:14:06,934 - mmaction - INFO - Epoch [7][900/1345] lr: 1.000e-02, eta: 15:27:00, time: 0.623, data_time: 0.001, memory: 7127, top1_acc: 0.3094, top5_acc: 0.5891, loss_cls: 2.9155, loss: 2.9155, grad_norm: 5.7282 2021-06-06 23:14:19,610 - mmaction - INFO - Epoch [7][920/1345] lr: 1.000e-02, eta: 15:25:59, time: 0.634, data_time: 0.002, memory: 7127, top1_acc: 0.3375, top5_acc: 0.6234, loss_cls: 2.8481, loss: 2.8481, grad_norm: 5.9655 2021-06-06 23:14:32,119 - mmaction - INFO - Epoch [7][940/1345] lr: 1.000e-02, eta: 15:24:57, time: 0.625, data_time: 0.001, memory: 7127, top1_acc: 0.3484, top5_acc: 0.6289, loss_cls: 2.8163, loss: 2.8163, grad_norm: 6.2212 2021-06-06 23:14:45,064 - mmaction - INFO - Epoch [7][960/1345] lr: 1.000e-02, eta: 15:23:59, time: 0.644, data_time: 0.002, memory: 7127, top1_acc: 0.3406, top5_acc: 0.6219, loss_cls: 2.8068, loss: 2.8068, grad_norm: 6.1684 2021-06-06 23:14:57,945 - mmaction - INFO - Epoch [7][980/1345] lr: 1.000e-02, eta: 15:23:00, time: 0.647, data_time: 0.005, memory: 7127, top1_acc: 0.3141, top5_acc: 0.5836, loss_cls: 2.9442, loss: 2.9442, grad_norm: 6.0718 2021-06-06 23:15:10,204 - mmaction - INFO - Epoch [7][1000/1345] lr: 1.000e-02, eta: 15:21:58, time: 0.614, data_time: 0.002, memory: 7127, top1_acc: 0.3438, top5_acc: 0.5984, loss_cls: 2.8701, loss: 2.8701, grad_norm: 6.1860 2021-06-06 23:15:23,110 - mmaction - INFO - Epoch [7][1020/1345] lr: 1.000e-02, eta: 15:21:00, time: 0.645, data_time: 0.001, memory: 7127, top1_acc: 0.3461, top5_acc: 0.6211, loss_cls: 2.7774, loss: 2.7774, grad_norm: 5.9982 2021-06-06 23:15:35,624 - mmaction - INFO - Epoch [7][1040/1345] lr: 1.000e-02, eta: 15:19:59, time: 0.625, data_time: 0.001, memory: 7127, top1_acc: 0.3563, top5_acc: 0.6414, loss_cls: 2.7231, loss: 2.7231, grad_norm: 6.3190 2021-06-06 23:15:48,516 - mmaction - INFO - Epoch [7][1060/1345] lr: 1.000e-02, eta: 15:19:02, time: 0.645, data_time: 0.001, memory: 7127, top1_acc: 0.3336, top5_acc: 0.5758, loss_cls: 2.9517, loss: 2.9517, grad_norm: 6.0853 2021-06-06 23:16:00,955 - mmaction - INFO - Epoch [7][1080/1345] lr: 1.000e-02, eta: 15:18:01, time: 0.622, data_time: 0.001, memory: 7127, top1_acc: 0.3414, top5_acc: 0.6125, loss_cls: 2.7799, loss: 2.7799, grad_norm: 6.1895 2021-06-06 23:16:13,285 - mmaction - INFO - Epoch [7][1100/1345] lr: 1.000e-02, eta: 15:17:00, time: 0.616, data_time: 0.001, memory: 7127, top1_acc: 0.3297, top5_acc: 0.5984, loss_cls: 2.8606, loss: 2.8606, grad_norm: 6.0218 2021-06-06 23:16:26,004 - mmaction - INFO - Epoch [7][1120/1345] lr: 1.000e-02, eta: 15:16:02, time: 0.636, data_time: 0.001, memory: 7127, top1_acc: 0.3547, top5_acc: 0.6328, loss_cls: 2.6947, loss: 2.6947, grad_norm: 6.1134 2021-06-06 23:16:39,111 - mmaction - INFO - Epoch [7][1140/1345] lr: 1.000e-02, eta: 15:15:06, time: 0.655, data_time: 0.001, memory: 7127, top1_acc: 0.3430, top5_acc: 0.6141, loss_cls: 2.8586, loss: 2.8586, grad_norm: 6.0663 2021-06-06 23:16:51,217 - mmaction - INFO - Epoch [7][1160/1345] lr: 1.000e-02, eta: 15:14:04, time: 0.606, data_time: 0.001, memory: 7127, top1_acc: 0.3438, top5_acc: 0.6188, loss_cls: 2.8118, loss: 2.8118, grad_norm: 6.0426 2021-06-06 23:17:03,667 - mmaction - INFO - Epoch [7][1180/1345] lr: 1.000e-02, eta: 15:13:05, time: 0.622, data_time: 0.001, memory: 7127, top1_acc: 0.3297, top5_acc: 0.6305, loss_cls: 2.8245, loss: 2.8245, grad_norm: 5.9950 2021-06-06 23:17:16,146 - mmaction - INFO - Epoch [7][1200/1345] lr: 1.000e-02, eta: 15:12:06, time: 0.623, data_time: 0.001, memory: 7127, top1_acc: 0.3461, top5_acc: 0.6297, loss_cls: 2.7383, loss: 2.7383, grad_norm: 6.1729 2021-06-06 23:17:28,678 - mmaction - INFO - Epoch [7][1220/1345] lr: 1.000e-02, eta: 15:11:08, time: 0.627, data_time: 0.001, memory: 7127, top1_acc: 0.3547, top5_acc: 0.6195, loss_cls: 2.7869, loss: 2.7869, grad_norm: 6.2268 2021-06-06 23:17:41,938 - mmaction - INFO - Epoch [7][1240/1345] lr: 1.000e-02, eta: 15:10:14, time: 0.663, data_time: 0.001, memory: 7127, top1_acc: 0.3219, top5_acc: 0.6055, loss_cls: 2.8243, loss: 2.8243, grad_norm: 6.1987 2021-06-06 23:17:53,976 - mmaction - INFO - Epoch [7][1260/1345] lr: 1.000e-02, eta: 15:09:12, time: 0.600, data_time: 0.001, memory: 7127, top1_acc: 0.3391, top5_acc: 0.6359, loss_cls: 2.7417, loss: 2.7417, grad_norm: 6.1335 2021-06-06 23:18:06,155 - mmaction - INFO - Epoch [7][1280/1345] lr: 1.000e-02, eta: 15:08:13, time: 0.611, data_time: 0.003, memory: 7127, top1_acc: 0.3352, top5_acc: 0.6141, loss_cls: 2.8300, loss: 2.8300, grad_norm: 6.2430 2021-06-06 23:18:18,477 - mmaction - INFO - Epoch [7][1300/1345] lr: 1.000e-02, eta: 15:07:13, time: 0.615, data_time: 0.001, memory: 7127, top1_acc: 0.3281, top5_acc: 0.5867, loss_cls: 2.9558, loss: 2.9558, grad_norm: 5.9853 2021-06-06 23:18:30,864 - mmaction - INFO - Epoch [7][1320/1345] lr: 1.000e-02, eta: 15:06:15, time: 0.620, data_time: 0.003, memory: 7127, top1_acc: 0.3242, top5_acc: 0.6039, loss_cls: 2.8673, loss: 2.8673, grad_norm: 5.7628 2021-06-06 23:18:43,178 - mmaction - INFO - Epoch [7][1340/1345] lr: 1.000e-02, eta: 15:05:17, time: 0.616, data_time: 0.001, memory: 7127, top1_acc: 0.3109, top5_acc: 0.5969, loss_cls: 2.9125, loss: 2.9125, grad_norm: 5.9753 2021-06-06 23:18:51,082 - mmaction - INFO - Saving checkpoint at 7 epochs 2021-06-06 23:26:08,965 - mmaction - INFO - Epoch [8][20/1345] lr: 1.000e-02, eta: 15:47:06, time: 21.842, data_time: 21.239, memory: 7127, top1_acc: 0.3219, top5_acc: 0.6250, loss_cls: 2.8556, loss: 2.8556, grad_norm: 5.8019 2021-06-06 23:26:19,169 - mmaction - INFO - Epoch [8][40/1345] lr: 1.000e-02, eta: 15:45:49, time: 0.511, data_time: 0.004, memory: 7127, top1_acc: 0.3508, top5_acc: 0.6148, loss_cls: 2.8052, loss: 2.8052, grad_norm: 6.1113 2021-06-06 23:26:29,474 - mmaction - INFO - Epoch [8][60/1345] lr: 1.000e-02, eta: 15:44:32, time: 0.515, data_time: 0.002, memory: 7127, top1_acc: 0.3570, top5_acc: 0.6336, loss_cls: 2.7113, loss: 2.7113, grad_norm: 6.0589 2021-06-06 23:26:39,573 - mmaction - INFO - Epoch [8][80/1345] lr: 1.000e-02, eta: 15:43:15, time: 0.506, data_time: 0.003, memory: 7127, top1_acc: 0.3547, top5_acc: 0.6312, loss_cls: 2.7582, loss: 2.7582, grad_norm: 6.0975 2021-06-06 23:26:49,724 - mmaction - INFO - Epoch [8][100/1345] lr: 1.000e-02, eta: 15:41:58, time: 0.506, data_time: 0.001, memory: 7127, top1_acc: 0.3172, top5_acc: 0.6234, loss_cls: 2.8471, loss: 2.8471, grad_norm: 6.2612 2021-06-06 23:26:59,746 - mmaction - INFO - Epoch [8][120/1345] lr: 1.000e-02, eta: 15:40:40, time: 0.502, data_time: 0.003, memory: 7127, top1_acc: 0.3586, top5_acc: 0.6281, loss_cls: 2.7109, loss: 2.7109, grad_norm: 5.9827 2021-06-06 23:27:10,151 - mmaction - INFO - Epoch [8][140/1345] lr: 1.000e-02, eta: 15:39:26, time: 0.521, data_time: 0.002, memory: 7127, top1_acc: 0.3570, top5_acc: 0.6273, loss_cls: 2.7879, loss: 2.7879, grad_norm: 6.0229 2021-06-06 23:27:20,465 - mmaction - INFO - Epoch [8][160/1345] lr: 1.000e-02, eta: 15:38:10, time: 0.516, data_time: 0.002, memory: 7127, top1_acc: 0.3555, top5_acc: 0.6469, loss_cls: 2.7414, loss: 2.7414, grad_norm: 6.5175 2021-06-06 23:27:30,720 - mmaction - INFO - Epoch [8][180/1345] lr: 1.000e-02, eta: 15:36:55, time: 0.513, data_time: 0.001, memory: 7127, top1_acc: 0.3570, top5_acc: 0.6305, loss_cls: 2.7382, loss: 2.7382, grad_norm: 5.9711 2021-06-06 23:27:41,326 - mmaction - INFO - Epoch [8][200/1345] lr: 1.000e-02, eta: 15:35:43, time: 0.530, data_time: 0.001, memory: 7127, top1_acc: 0.3516, top5_acc: 0.6305, loss_cls: 2.7629, loss: 2.7629, grad_norm: 6.1488 2021-06-06 23:27:53,700 - mmaction - INFO - Epoch [8][220/1345] lr: 1.000e-02, eta: 15:34:40, time: 0.618, data_time: 0.001, memory: 7127, top1_acc: 0.3391, top5_acc: 0.6359, loss_cls: 2.7561, loss: 2.7561, grad_norm: 6.3385 2021-06-06 23:28:04,700 - mmaction - INFO - Epoch [8][240/1345] lr: 1.000e-02, eta: 15:33:30, time: 0.549, data_time: 0.001, memory: 7127, top1_acc: 0.3531, top5_acc: 0.6555, loss_cls: 2.7030, loss: 2.7030, grad_norm: 6.3360 2021-06-06 23:28:15,424 - mmaction - INFO - Epoch [8][260/1345] lr: 1.000e-02, eta: 15:32:19, time: 0.537, data_time: 0.002, memory: 7127, top1_acc: 0.3438, top5_acc: 0.6180, loss_cls: 2.8438, loss: 2.8438, grad_norm: 6.1161 2021-06-06 23:28:27,454 - mmaction - INFO - Epoch [8][280/1345] lr: 1.000e-02, eta: 15:31:16, time: 0.601, data_time: 0.002, memory: 7127, top1_acc: 0.3570, top5_acc: 0.6328, loss_cls: 2.7410, loss: 2.7410, grad_norm: 6.2995 2021-06-06 23:28:40,225 - mmaction - INFO - Epoch [8][300/1345] lr: 1.000e-02, eta: 15:30:17, time: 0.639, data_time: 0.002, memory: 7127, top1_acc: 0.3578, top5_acc: 0.6516, loss_cls: 2.6492, loss: 2.6492, grad_norm: 6.4476 2021-06-06 23:28:51,465 - mmaction - INFO - Epoch [8][320/1345] lr: 1.000e-02, eta: 15:29:09, time: 0.562, data_time: 0.002, memory: 7127, top1_acc: 0.3367, top5_acc: 0.6078, loss_cls: 2.8570, loss: 2.8570, grad_norm: 6.2329 2021-06-06 23:29:03,649 - mmaction - INFO - Epoch [8][340/1345] lr: 1.000e-02, eta: 15:28:07, time: 0.610, data_time: 0.002, memory: 7127, top1_acc: 0.3555, top5_acc: 0.6312, loss_cls: 2.7168, loss: 2.7168, grad_norm: 6.3785 2021-06-06 23:29:15,710 - mmaction - INFO - Epoch [8][360/1345] lr: 1.000e-02, eta: 15:27:05, time: 0.603, data_time: 0.002, memory: 7127, top1_acc: 0.3242, top5_acc: 0.6273, loss_cls: 2.8109, loss: 2.8109, grad_norm: 6.1590 2021-06-06 23:29:27,742 - mmaction - INFO - Epoch [8][380/1345] lr: 1.000e-02, eta: 15:26:03, time: 0.601, data_time: 0.001, memory: 7127, top1_acc: 0.3656, top5_acc: 0.6516, loss_cls: 2.6918, loss: 2.6918, grad_norm: 6.3358 2021-06-06 23:29:39,973 - mmaction - INFO - Epoch [8][400/1345] lr: 1.000e-02, eta: 15:25:02, time: 0.612, data_time: 0.002, memory: 7127, top1_acc: 0.3281, top5_acc: 0.6250, loss_cls: 2.8147, loss: 2.8147, grad_norm: 6.0901 2021-06-06 23:29:52,791 - mmaction - INFO - Epoch [8][420/1345] lr: 1.000e-02, eta: 15:24:05, time: 0.641, data_time: 0.001, memory: 7127, top1_acc: 0.3516, top5_acc: 0.6203, loss_cls: 2.8115, loss: 2.8115, grad_norm: 5.9513 2021-06-06 23:30:05,177 - mmaction - INFO - Epoch [8][440/1345] lr: 1.000e-02, eta: 15:23:05, time: 0.618, data_time: 0.001, memory: 7127, top1_acc: 0.3563, top5_acc: 0.6336, loss_cls: 2.7151, loss: 2.7151, grad_norm: 5.8800 2021-06-06 23:30:17,385 - mmaction - INFO - Epoch [8][460/1345] lr: 1.000e-02, eta: 15:22:04, time: 0.612, data_time: 0.002, memory: 7127, top1_acc: 0.3398, top5_acc: 0.6281, loss_cls: 2.7749, loss: 2.7749, grad_norm: 6.1125 2021-06-06 23:30:29,750 - mmaction - INFO - Epoch [8][480/1345] lr: 1.000e-02, eta: 15:21:05, time: 0.618, data_time: 0.001, memory: 7127, top1_acc: 0.3336, top5_acc: 0.6242, loss_cls: 2.7885, loss: 2.7885, grad_norm: 6.1188 2021-06-06 23:30:42,166 - mmaction - INFO - Epoch [8][500/1345] lr: 1.000e-02, eta: 15:20:06, time: 0.621, data_time: 0.001, memory: 7127, top1_acc: 0.3484, top5_acc: 0.6336, loss_cls: 2.7683, loss: 2.7683, grad_norm: 6.2203 2021-06-06 23:30:54,786 - mmaction - INFO - Epoch [8][520/1345] lr: 1.000e-02, eta: 15:19:08, time: 0.630, data_time: 0.001, memory: 7127, top1_acc: 0.3336, top5_acc: 0.6281, loss_cls: 2.8239, loss: 2.8239, grad_norm: 6.0588 2021-06-06 23:31:07,636 - mmaction - INFO - Epoch [8][540/1345] lr: 1.000e-02, eta: 15:18:12, time: 0.643, data_time: 0.002, memory: 7127, top1_acc: 0.3281, top5_acc: 0.6297, loss_cls: 2.7906, loss: 2.7906, grad_norm: 6.3974 2021-06-06 23:31:20,609 - mmaction - INFO - Epoch [8][560/1345] lr: 1.000e-02, eta: 15:17:17, time: 0.649, data_time: 0.002, memory: 7127, top1_acc: 0.3531, top5_acc: 0.6352, loss_cls: 2.7733, loss: 2.7733, grad_norm: 5.9108 2021-06-06 23:31:33,452 - mmaction - INFO - Epoch [8][580/1345] lr: 1.000e-02, eta: 15:16:22, time: 0.642, data_time: 0.001, memory: 7127, top1_acc: 0.3383, top5_acc: 0.6188, loss_cls: 2.7793, loss: 2.7793, grad_norm: 6.1941 2021-06-06 23:31:45,495 - mmaction - INFO - Epoch [8][600/1345] lr: 1.000e-02, eta: 15:15:21, time: 0.602, data_time: 0.002, memory: 7127, top1_acc: 0.3359, top5_acc: 0.6016, loss_cls: 2.8489, loss: 2.8489, grad_norm: 6.0394 2021-06-06 23:31:58,172 - mmaction - INFO - Epoch [8][620/1345] lr: 1.000e-02, eta: 15:14:25, time: 0.634, data_time: 0.001, memory: 7127, top1_acc: 0.3609, top5_acc: 0.6258, loss_cls: 2.7693, loss: 2.7693, grad_norm: 6.1230 2021-06-06 23:32:11,570 - mmaction - INFO - Epoch [8][640/1345] lr: 1.000e-02, eta: 15:13:33, time: 0.670, data_time: 0.001, memory: 7127, top1_acc: 0.3516, top5_acc: 0.6305, loss_cls: 2.7074, loss: 2.7074, grad_norm: 6.2244 2021-06-06 23:32:23,295 - mmaction - INFO - Epoch [8][660/1345] lr: 1.000e-02, eta: 15:12:32, time: 0.585, data_time: 0.001, memory: 7127, top1_acc: 0.3766, top5_acc: 0.6508, loss_cls: 2.6972, loss: 2.6972, grad_norm: 6.2195 2021-06-06 23:32:37,273 - mmaction - INFO - Epoch [8][680/1345] lr: 1.000e-02, eta: 15:11:43, time: 0.700, data_time: 0.002, memory: 7127, top1_acc: 0.3492, top5_acc: 0.6438, loss_cls: 2.7017, loss: 2.7017, grad_norm: 6.2137 2021-06-06 23:32:48,795 - mmaction - INFO - Epoch [8][700/1345] lr: 1.000e-02, eta: 15:10:41, time: 0.576, data_time: 0.001, memory: 7127, top1_acc: 0.3453, top5_acc: 0.6062, loss_cls: 2.8121, loss: 2.8121, grad_norm: 6.0045 2021-06-06 23:33:00,984 - mmaction - INFO - Epoch [8][720/1345] lr: 1.000e-02, eta: 15:09:43, time: 0.610, data_time: 0.002, memory: 7127, top1_acc: 0.3672, top5_acc: 0.6562, loss_cls: 2.6807, loss: 2.6807, grad_norm: 6.3166 2021-06-06 23:33:13,212 - mmaction - INFO - Epoch [8][740/1345] lr: 1.000e-02, eta: 15:08:45, time: 0.611, data_time: 0.001, memory: 7127, top1_acc: 0.3250, top5_acc: 0.6133, loss_cls: 2.8454, loss: 2.8454, grad_norm: 6.1223 2021-06-06 23:33:25,433 - mmaction - INFO - Epoch [8][760/1345] lr: 1.000e-02, eta: 15:07:47, time: 0.611, data_time: 0.001, memory: 7127, top1_acc: 0.3312, top5_acc: 0.6125, loss_cls: 2.7926, loss: 2.7926, grad_norm: 6.1605 2021-06-06 23:33:39,059 - mmaction - INFO - Epoch [8][780/1345] lr: 1.000e-02, eta: 15:06:57, time: 0.681, data_time: 0.001, memory: 7127, top1_acc: 0.3453, top5_acc: 0.6250, loss_cls: 2.7385, loss: 2.7385, grad_norm: 5.9231 2021-06-06 23:33:51,477 - mmaction - INFO - Epoch [8][800/1345] lr: 1.000e-02, eta: 15:06:01, time: 0.622, data_time: 0.002, memory: 7127, top1_acc: 0.3586, top5_acc: 0.6305, loss_cls: 2.7306, loss: 2.7306, grad_norm: 6.1771 2021-06-06 23:34:04,042 - mmaction - INFO - Epoch [8][820/1345] lr: 1.000e-02, eta: 15:05:06, time: 0.628, data_time: 0.001, memory: 7127, top1_acc: 0.3414, top5_acc: 0.6422, loss_cls: 2.7511, loss: 2.7511, grad_norm: 6.3581 2021-06-06 23:34:17,358 - mmaction - INFO - Epoch [8][840/1345] lr: 1.000e-02, eta: 15:04:15, time: 0.666, data_time: 0.001, memory: 7127, top1_acc: 0.3266, top5_acc: 0.6312, loss_cls: 2.8285, loss: 2.8285, grad_norm: 6.0650 2021-06-06 23:34:28,758 - mmaction - INFO - Epoch [8][860/1345] lr: 1.000e-02, eta: 15:03:14, time: 0.570, data_time: 0.001, memory: 7127, top1_acc: 0.3617, top5_acc: 0.6422, loss_cls: 2.6855, loss: 2.6855, grad_norm: 6.0799 2021-06-06 23:34:41,266 - mmaction - INFO - Epoch [8][880/1345] lr: 1.000e-02, eta: 15:02:19, time: 0.626, data_time: 0.002, memory: 7127, top1_acc: 0.3781, top5_acc: 0.6469, loss_cls: 2.6677, loss: 2.6677, grad_norm: 6.2013 2021-06-06 23:34:53,820 - mmaction - INFO - Epoch [8][900/1345] lr: 1.000e-02, eta: 15:01:24, time: 0.627, data_time: 0.001, memory: 7127, top1_acc: 0.3375, top5_acc: 0.6500, loss_cls: 2.7124, loss: 2.7124, grad_norm: 6.4172 2021-06-06 23:35:05,879 - mmaction - INFO - Epoch [8][920/1345] lr: 1.000e-02, eta: 15:00:27, time: 0.603, data_time: 0.001, memory: 7127, top1_acc: 0.3570, top5_acc: 0.6406, loss_cls: 2.6853, loss: 2.6853, grad_norm: 6.1925 2021-06-06 23:35:18,194 - mmaction - INFO - Epoch [8][940/1345] lr: 1.000e-02, eta: 14:59:31, time: 0.615, data_time: 0.001, memory: 7127, top1_acc: 0.3320, top5_acc: 0.6188, loss_cls: 2.7826, loss: 2.7826, grad_norm: 5.9667 2021-06-06 23:35:30,168 - mmaction - INFO - Epoch [8][960/1345] lr: 1.000e-02, eta: 14:58:34, time: 0.599, data_time: 0.002, memory: 7127, top1_acc: 0.3555, top5_acc: 0.6406, loss_cls: 2.7223, loss: 2.7223, grad_norm: 6.2305 2021-06-06 23:35:42,559 - mmaction - INFO - Epoch [8][980/1345] lr: 1.000e-02, eta: 14:57:39, time: 0.620, data_time: 0.002, memory: 7127, top1_acc: 0.3438, top5_acc: 0.6352, loss_cls: 2.7837, loss: 2.7837, grad_norm: 6.5687 2021-06-06 23:35:54,744 - mmaction - INFO - Epoch [8][1000/1345] lr: 1.000e-02, eta: 14:56:43, time: 0.609, data_time: 0.001, memory: 7127, top1_acc: 0.3305, top5_acc: 0.6000, loss_cls: 2.8774, loss: 2.8774, grad_norm: 5.8799 2021-06-06 23:36:08,063 - mmaction - INFO - Epoch [8][1020/1345] lr: 1.000e-02, eta: 14:55:54, time: 0.666, data_time: 0.001, memory: 7127, top1_acc: 0.3570, top5_acc: 0.6617, loss_cls: 2.6497, loss: 2.6497, grad_norm: 6.3725 2021-06-06 23:36:20,044 - mmaction - INFO - Epoch [8][1040/1345] lr: 1.000e-02, eta: 14:54:57, time: 0.599, data_time: 0.002, memory: 7127, top1_acc: 0.3258, top5_acc: 0.5961, loss_cls: 2.8136, loss: 2.8136, grad_norm: 6.0827 2021-06-06 23:36:32,550 - mmaction - INFO - Epoch [8][1060/1345] lr: 1.000e-02, eta: 14:54:03, time: 0.625, data_time: 0.001, memory: 7127, top1_acc: 0.3641, top5_acc: 0.6383, loss_cls: 2.6971, loss: 2.6971, grad_norm: 6.4499 2021-06-06 23:36:44,829 - mmaction - INFO - Epoch [8][1080/1345] lr: 1.000e-02, eta: 14:53:09, time: 0.614, data_time: 0.001, memory: 7127, top1_acc: 0.3500, top5_acc: 0.6438, loss_cls: 2.7515, loss: 2.7515, grad_norm: 6.1839 2021-06-06 23:36:56,605 - mmaction - INFO - Epoch [8][1100/1345] lr: 1.000e-02, eta: 14:52:11, time: 0.589, data_time: 0.001, memory: 7127, top1_acc: 0.3445, top5_acc: 0.6445, loss_cls: 2.7340, loss: 2.7340, grad_norm: 6.4971 2021-06-06 23:37:08,748 - mmaction - INFO - Epoch [8][1120/1345] lr: 1.000e-02, eta: 14:51:16, time: 0.606, data_time: 0.001, memory: 7127, top1_acc: 0.3578, top5_acc: 0.6164, loss_cls: 2.7968, loss: 2.7968, grad_norm: 6.1468 2021-06-06 23:37:20,712 - mmaction - INFO - Epoch [8][1140/1345] lr: 1.000e-02, eta: 14:50:20, time: 0.599, data_time: 0.002, memory: 7127, top1_acc: 0.3539, top5_acc: 0.6250, loss_cls: 2.7605, loss: 2.7605, grad_norm: 6.1581 2021-06-06 23:37:32,742 - mmaction - INFO - Epoch [8][1160/1345] lr: 1.000e-02, eta: 14:49:25, time: 0.601, data_time: 0.001, memory: 7127, top1_acc: 0.3445, top5_acc: 0.6156, loss_cls: 2.7601, loss: 2.7601, grad_norm: 5.8575 2021-06-06 23:37:46,128 - mmaction - INFO - Epoch [8][1180/1345] lr: 1.000e-02, eta: 14:48:37, time: 0.669, data_time: 0.001, memory: 7127, top1_acc: 0.3602, top5_acc: 0.6352, loss_cls: 2.7005, loss: 2.7005, grad_norm: 6.4148 2021-06-06 23:37:57,475 - mmaction - INFO - Epoch [8][1200/1345] lr: 1.000e-02, eta: 14:47:38, time: 0.567, data_time: 0.001, memory: 7127, top1_acc: 0.3695, top5_acc: 0.6508, loss_cls: 2.6421, loss: 2.6421, grad_norm: 6.4069 2021-06-06 23:38:09,730 - mmaction - INFO - Epoch [8][1220/1345] lr: 1.000e-02, eta: 14:46:45, time: 0.612, data_time: 0.001, memory: 7127, top1_acc: 0.3367, top5_acc: 0.6195, loss_cls: 2.7996, loss: 2.7996, grad_norm: 6.0764 2021-06-06 23:38:22,437 - mmaction - INFO - Epoch [8][1240/1345] lr: 1.000e-02, eta: 14:45:53, time: 0.635, data_time: 0.002, memory: 7127, top1_acc: 0.3187, top5_acc: 0.6227, loss_cls: 2.8135, loss: 2.8135, grad_norm: 6.1327 2021-06-06 23:38:34,797 - mmaction - INFO - Epoch [8][1260/1345] lr: 1.000e-02, eta: 14:45:01, time: 0.619, data_time: 0.003, memory: 7127, top1_acc: 0.3633, top5_acc: 0.6250, loss_cls: 2.7676, loss: 2.7676, grad_norm: 6.2419 2021-06-06 23:38:46,232 - mmaction - INFO - Epoch [8][1280/1345] lr: 1.000e-02, eta: 14:44:03, time: 0.573, data_time: 0.002, memory: 7127, top1_acc: 0.3547, top5_acc: 0.6148, loss_cls: 2.7776, loss: 2.7776, grad_norm: 6.1660 2021-06-06 23:38:59,075 - mmaction - INFO - Epoch [8][1300/1345] lr: 1.000e-02, eta: 14:43:13, time: 0.643, data_time: 0.001, memory: 7127, top1_acc: 0.3539, top5_acc: 0.6391, loss_cls: 2.7354, loss: 2.7354, grad_norm: 6.2859 2021-06-06 23:39:10,698 - mmaction - INFO - Epoch [8][1320/1345] lr: 1.000e-02, eta: 14:42:17, time: 0.581, data_time: 0.001, memory: 7127, top1_acc: 0.3617, top5_acc: 0.6281, loss_cls: 2.7537, loss: 2.7537, grad_norm: 6.2228 2021-06-06 23:39:22,352 - mmaction - INFO - Epoch [8][1340/1345] lr: 1.000e-02, eta: 14:41:21, time: 0.583, data_time: 0.001, memory: 7127, top1_acc: 0.3453, top5_acc: 0.6344, loss_cls: 2.7269, loss: 2.7269, grad_norm: 6.1851 2021-06-06 23:39:28,167 - mmaction - INFO - Saving checkpoint at 8 epochs 2021-06-06 23:47:05,323 - mmaction - INFO - Epoch [9][20/1345] lr: 1.000e-02, eta: 15:18:45, time: 22.808, data_time: 22.180, memory: 7127, top1_acc: 0.3297, top5_acc: 0.6141, loss_cls: 2.8419, loss: 2.8419, grad_norm: 5.7156 2021-06-06 23:47:15,655 - mmaction - INFO - Epoch [9][40/1345] lr: 1.000e-02, eta: 15:17:37, time: 0.517, data_time: 0.003, memory: 7127, top1_acc: 0.3430, top5_acc: 0.6203, loss_cls: 2.7610, loss: 2.7610, grad_norm: 6.2784 2021-06-06 23:47:25,766 - mmaction - INFO - Epoch [9][60/1345] lr: 1.000e-02, eta: 15:16:29, time: 0.506, data_time: 0.002, memory: 7127, top1_acc: 0.3578, top5_acc: 0.6539, loss_cls: 2.6653, loss: 2.6653, grad_norm: 6.3323 2021-06-06 23:47:36,229 - mmaction - INFO - Epoch [9][80/1345] lr: 1.000e-02, eta: 15:15:22, time: 0.524, data_time: 0.002, memory: 7127, top1_acc: 0.3680, top5_acc: 0.6578, loss_cls: 2.6056, loss: 2.6056, grad_norm: 6.1313 2021-06-06 23:47:46,252 - mmaction - INFO - Epoch [9][100/1345] lr: 1.000e-02, eta: 15:14:14, time: 0.501, data_time: 0.001, memory: 7127, top1_acc: 0.3750, top5_acc: 0.6344, loss_cls: 2.6993, loss: 2.6993, grad_norm: 6.0987 2021-06-06 23:47:56,545 - mmaction - INFO - Epoch [9][120/1345] lr: 1.000e-02, eta: 15:13:07, time: 0.514, data_time: 0.001, memory: 7127, top1_acc: 0.3438, top5_acc: 0.6117, loss_cls: 2.7855, loss: 2.7855, grad_norm: 6.2314 2021-06-06 23:48:06,878 - mmaction - INFO - Epoch [9][140/1345] lr: 1.000e-02, eta: 15:12:00, time: 0.517, data_time: 0.002, memory: 7127, top1_acc: 0.3789, top5_acc: 0.6547, loss_cls: 2.6109, loss: 2.6109, grad_norm: 5.9762 2021-06-06 23:48:17,177 - mmaction - INFO - Epoch [9][160/1345] lr: 1.000e-02, eta: 15:10:54, time: 0.515, data_time: 0.002, memory: 7127, top1_acc: 0.3734, top5_acc: 0.6516, loss_cls: 2.6383, loss: 2.6383, grad_norm: 6.2792 2021-06-06 23:48:27,579 - mmaction - INFO - Epoch [9][180/1345] lr: 1.000e-02, eta: 15:09:48, time: 0.520, data_time: 0.002, memory: 7127, top1_acc: 0.3531, top5_acc: 0.6195, loss_cls: 2.7398, loss: 2.7398, grad_norm: 6.0674 2021-06-06 23:48:38,045 - mmaction - INFO - Epoch [9][200/1345] lr: 1.000e-02, eta: 15:08:43, time: 0.523, data_time: 0.002, memory: 7127, top1_acc: 0.3641, top5_acc: 0.6539, loss_cls: 2.6535, loss: 2.6535, grad_norm: 6.2148 2021-06-06 23:48:49,258 - mmaction - INFO - Epoch [9][220/1345] lr: 1.000e-02, eta: 15:07:42, time: 0.562, data_time: 0.002, memory: 7127, top1_acc: 0.3492, top5_acc: 0.6195, loss_cls: 2.7826, loss: 2.7826, grad_norm: 6.0646 2021-06-06 23:49:00,124 - mmaction - INFO - Epoch [9][240/1345] lr: 1.000e-02, eta: 15:06:39, time: 0.544, data_time: 0.001, memory: 7127, top1_acc: 0.3664, top5_acc: 0.6297, loss_cls: 2.7048, loss: 2.7048, grad_norm: 6.0710 2021-06-06 23:49:11,816 - mmaction - INFO - Epoch [9][260/1345] lr: 1.000e-02, eta: 15:05:40, time: 0.584, data_time: 0.001, memory: 7127, top1_acc: 0.3992, top5_acc: 0.6578, loss_cls: 2.6029, loss: 2.6029, grad_norm: 6.2933 2021-06-06 23:49:23,820 - mmaction - INFO - Epoch [9][280/1345] lr: 1.000e-02, eta: 15:04:44, time: 0.600, data_time: 0.001, memory: 7127, top1_acc: 0.3570, top5_acc: 0.6320, loss_cls: 2.7249, loss: 2.7249, grad_norm: 6.1603 2021-06-06 23:49:35,057 - mmaction - INFO - Epoch [9][300/1345] lr: 1.000e-02, eta: 15:03:43, time: 0.562, data_time: 0.001, memory: 7127, top1_acc: 0.3461, top5_acc: 0.6586, loss_cls: 2.6169, loss: 2.6169, grad_norm: 6.3620 2021-06-06 23:49:47,112 - mmaction - INFO - Epoch [9][320/1345] lr: 1.000e-02, eta: 15:02:47, time: 0.602, data_time: 0.001, memory: 7127, top1_acc: 0.3734, top5_acc: 0.6680, loss_cls: 2.5520, loss: 2.5520, grad_norm: 6.3377 2021-06-06 23:49:58,514 - mmaction - INFO - Epoch [9][340/1345] lr: 1.000e-02, eta: 15:01:48, time: 0.570, data_time: 0.002, memory: 7127, top1_acc: 0.3422, top5_acc: 0.6336, loss_cls: 2.7770, loss: 2.7770, grad_norm: 6.1351 2021-06-06 23:50:10,467 - mmaction - INFO - Epoch [9][360/1345] lr: 1.000e-02, eta: 15:00:52, time: 0.598, data_time: 0.002, memory: 7127, top1_acc: 0.3500, top5_acc: 0.6289, loss_cls: 2.7410, loss: 2.7410, grad_norm: 5.8898 2021-06-06 23:50:22,472 - mmaction - INFO - Epoch [9][380/1345] lr: 1.000e-02, eta: 14:59:56, time: 0.600, data_time: 0.002, memory: 7127, top1_acc: 0.3641, top5_acc: 0.6492, loss_cls: 2.6629, loss: 2.6629, grad_norm: 6.1980 2021-06-06 23:50:35,675 - mmaction - INFO - Epoch [9][400/1345] lr: 1.000e-02, eta: 14:59:07, time: 0.660, data_time: 0.002, memory: 7127, top1_acc: 0.3375, top5_acc: 0.6375, loss_cls: 2.7292, loss: 2.7292, grad_norm: 6.4356 2021-06-06 23:50:47,817 - mmaction - INFO - Epoch [9][420/1345] lr: 1.000e-02, eta: 14:58:12, time: 0.607, data_time: 0.001, memory: 7127, top1_acc: 0.3469, top5_acc: 0.6484, loss_cls: 2.6743, loss: 2.6743, grad_norm: 6.2777 2021-06-06 23:51:00,021 - mmaction - INFO - Epoch [9][440/1345] lr: 1.000e-02, eta: 14:57:17, time: 0.610, data_time: 0.001, memory: 7127, top1_acc: 0.3500, top5_acc: 0.6352, loss_cls: 2.7920, loss: 2.7920, grad_norm: 6.1925 2021-06-06 23:51:13,683 - mmaction - INFO - Epoch [9][460/1345] lr: 1.000e-02, eta: 14:56:30, time: 0.681, data_time: 0.001, memory: 7127, top1_acc: 0.4008, top5_acc: 0.6625, loss_cls: 2.6199, loss: 2.6199, grad_norm: 6.1225 2021-06-06 23:51:26,379 - mmaction - INFO - Epoch [9][480/1345] lr: 1.000e-02, eta: 14:55:39, time: 0.636, data_time: 0.002, memory: 7127, top1_acc: 0.3586, top5_acc: 0.6469, loss_cls: 2.6669, loss: 2.6669, grad_norm: 6.1833 2021-06-06 23:51:39,501 - mmaction - INFO - Epoch [9][500/1345] lr: 1.000e-02, eta: 14:54:50, time: 0.656, data_time: 0.001, memory: 7127, top1_acc: 0.3586, top5_acc: 0.6438, loss_cls: 2.6812, loss: 2.6812, grad_norm: 6.3058 2021-06-06 23:51:51,982 - mmaction - INFO - Epoch [9][520/1345] lr: 1.000e-02, eta: 14:53:57, time: 0.624, data_time: 0.001, memory: 7127, top1_acc: 0.3664, top5_acc: 0.6359, loss_cls: 2.7087, loss: 2.7087, grad_norm: 6.2686 2021-06-06 23:52:05,091 - mmaction - INFO - Epoch [9][540/1345] lr: 1.000e-02, eta: 14:53:08, time: 0.655, data_time: 0.001, memory: 7127, top1_acc: 0.3500, top5_acc: 0.6344, loss_cls: 2.7162, loss: 2.7162, grad_norm: 6.0547 2021-06-06 23:52:17,503 - mmaction - INFO - Epoch [9][560/1345] lr: 1.000e-02, eta: 14:52:15, time: 0.621, data_time: 0.001, memory: 7127, top1_acc: 0.3523, top5_acc: 0.6430, loss_cls: 2.7225, loss: 2.7225, grad_norm: 6.4598 2021-06-06 23:52:29,761 - mmaction - INFO - Epoch [9][580/1345] lr: 1.000e-02, eta: 14:51:22, time: 0.612, data_time: 0.001, memory: 7127, top1_acc: 0.3477, top5_acc: 0.6344, loss_cls: 2.7442, loss: 2.7442, grad_norm: 6.3251 2021-06-06 23:52:43,702 - mmaction - INFO - Epoch [9][600/1345] lr: 1.000e-02, eta: 14:50:38, time: 0.697, data_time: 0.001, memory: 7127, top1_acc: 0.3359, top5_acc: 0.6172, loss_cls: 2.7949, loss: 2.7949, grad_norm: 6.3327 2021-06-06 23:52:55,458 - mmaction - INFO - Epoch [9][620/1345] lr: 1.000e-02, eta: 14:49:42, time: 0.588, data_time: 0.002, memory: 7127, top1_acc: 0.3695, top5_acc: 0.6359, loss_cls: 2.7072, loss: 2.7072, grad_norm: 6.0872 2021-06-06 23:53:08,557 - mmaction - INFO - Epoch [9][640/1345] lr: 1.000e-02, eta: 14:48:54, time: 0.655, data_time: 0.001, memory: 7127, top1_acc: 0.3617, top5_acc: 0.6539, loss_cls: 2.6938, loss: 2.6938, grad_norm: 6.3852 2021-06-06 23:53:20,856 - mmaction - INFO - Epoch [9][660/1345] lr: 1.000e-02, eta: 14:48:02, time: 0.615, data_time: 0.001, memory: 7127, top1_acc: 0.3680, top5_acc: 0.6367, loss_cls: 2.6803, loss: 2.6803, grad_norm: 6.4163 2021-06-06 23:53:33,460 - mmaction - INFO - Epoch [9][680/1345] lr: 1.000e-02, eta: 14:47:11, time: 0.630, data_time: 0.001, memory: 7127, top1_acc: 0.3859, top5_acc: 0.6578, loss_cls: 2.6123, loss: 2.6123, grad_norm: 6.2871 2021-06-06 23:53:46,616 - mmaction - INFO - Epoch [9][700/1345] lr: 1.000e-02, eta: 14:46:23, time: 0.657, data_time: 0.001, memory: 7127, top1_acc: 0.3625, top5_acc: 0.6297, loss_cls: 2.7154, loss: 2.7154, grad_norm: 6.0514 2021-06-06 23:53:59,035 - mmaction - INFO - Epoch [9][720/1345] lr: 1.000e-02, eta: 14:45:32, time: 0.621, data_time: 0.002, memory: 7127, top1_acc: 0.3680, top5_acc: 0.6445, loss_cls: 2.7186, loss: 2.7186, grad_norm: 5.8348 2021-06-06 23:54:11,614 - mmaction - INFO - Epoch [9][740/1345] lr: 1.000e-02, eta: 14:44:41, time: 0.629, data_time: 0.001, memory: 7127, top1_acc: 0.3555, top5_acc: 0.6555, loss_cls: 2.7018, loss: 2.7018, grad_norm: 6.1963 2021-06-06 23:54:24,934 - mmaction - INFO - Epoch [9][760/1345] lr: 1.000e-02, eta: 14:43:54, time: 0.666, data_time: 0.001, memory: 7127, top1_acc: 0.3672, top5_acc: 0.6602, loss_cls: 2.6515, loss: 2.6515, grad_norm: 6.1123 2021-06-06 23:54:37,818 - mmaction - INFO - Epoch [9][780/1345] lr: 1.000e-02, eta: 14:43:06, time: 0.644, data_time: 0.002, memory: 7127, top1_acc: 0.3852, top5_acc: 0.6656, loss_cls: 2.5589, loss: 2.5589, grad_norm: 6.4195 2021-06-06 23:54:50,529 - mmaction - INFO - Epoch [9][800/1345] lr: 1.000e-02, eta: 14:42:16, time: 0.635, data_time: 0.001, memory: 7127, top1_acc: 0.3469, top5_acc: 0.6266, loss_cls: 2.6969, loss: 2.6969, grad_norm: 6.1589 2021-06-06 23:55:03,086 - mmaction - INFO - Epoch [9][820/1345] lr: 1.000e-02, eta: 14:41:26, time: 0.628, data_time: 0.002, memory: 7127, top1_acc: 0.3539, top5_acc: 0.6375, loss_cls: 2.6917, loss: 2.6917, grad_norm: 6.2897 2021-06-06 23:55:15,996 - mmaction - INFO - Epoch [9][840/1345] lr: 1.000e-02, eta: 14:40:38, time: 0.645, data_time: 0.001, memory: 7127, top1_acc: 0.3719, top5_acc: 0.6453, loss_cls: 2.6861, loss: 2.6861, grad_norm: 6.2839 2021-06-06 23:55:28,851 - mmaction - INFO - Epoch [9][860/1345] lr: 1.000e-02, eta: 14:39:50, time: 0.642, data_time: 0.001, memory: 7127, top1_acc: 0.3812, top5_acc: 0.6594, loss_cls: 2.6485, loss: 2.6485, grad_norm: 6.3420 2021-06-06 23:55:41,565 - mmaction - INFO - Epoch [9][880/1345] lr: 1.000e-02, eta: 14:39:01, time: 0.636, data_time: 0.001, memory: 7127, top1_acc: 0.3453, top5_acc: 0.6477, loss_cls: 2.7250, loss: 2.7250, grad_norm: 6.0628 2021-06-06 23:55:54,476 - mmaction - INFO - Epoch [9][900/1345] lr: 1.000e-02, eta: 14:38:13, time: 0.646, data_time: 0.001, memory: 7127, top1_acc: 0.3500, top5_acc: 0.6305, loss_cls: 2.7698, loss: 2.7698, grad_norm: 6.1729 2021-06-06 23:56:06,809 - mmaction - INFO - Epoch [9][920/1345] lr: 1.000e-02, eta: 14:37:22, time: 0.616, data_time: 0.001, memory: 7127, top1_acc: 0.3609, top5_acc: 0.6336, loss_cls: 2.7184, loss: 2.7184, grad_norm: 5.9961 2021-06-06 23:56:20,119 - mmaction - INFO - Epoch [9][940/1345] lr: 1.000e-02, eta: 14:36:37, time: 0.666, data_time: 0.002, memory: 7127, top1_acc: 0.3836, top5_acc: 0.6562, loss_cls: 2.6104, loss: 2.6104, grad_norm: 6.0837 2021-06-06 23:56:33,403 - mmaction - INFO - Epoch [9][960/1345] lr: 1.000e-02, eta: 14:35:51, time: 0.664, data_time: 0.001, memory: 7127, top1_acc: 0.3508, top5_acc: 0.6352, loss_cls: 2.7234, loss: 2.7234, grad_norm: 6.2200 2021-06-06 23:56:45,763 - mmaction - INFO - Epoch [9][980/1345] lr: 1.000e-02, eta: 14:35:01, time: 0.619, data_time: 0.002, memory: 7127, top1_acc: 0.3641, top5_acc: 0.6508, loss_cls: 2.7183, loss: 2.7183, grad_norm: 6.1632 2021-06-06 23:56:57,451 - mmaction - INFO - Epoch [9][1000/1345] lr: 1.000e-02, eta: 14:34:08, time: 0.583, data_time: 0.001, memory: 7127, top1_acc: 0.3750, top5_acc: 0.6508, loss_cls: 2.6059, loss: 2.6059, grad_norm: 6.5148 2021-06-06 23:57:10,143 - mmaction - INFO - Epoch [9][1020/1345] lr: 1.000e-02, eta: 14:33:20, time: 0.635, data_time: 0.002, memory: 7127, top1_acc: 0.3523, top5_acc: 0.6312, loss_cls: 2.7466, loss: 2.7466, grad_norm: 6.0767 2021-06-06 23:57:22,406 - mmaction - INFO - Epoch [9][1040/1345] lr: 1.000e-02, eta: 14:32:30, time: 0.613, data_time: 0.002, memory: 7127, top1_acc: 0.3461, top5_acc: 0.6406, loss_cls: 2.7246, loss: 2.7246, grad_norm: 6.0994 2021-06-06 23:57:34,239 - mmaction - INFO - Epoch [9][1060/1345] lr: 1.000e-02, eta: 14:31:38, time: 0.592, data_time: 0.002, memory: 7127, top1_acc: 0.3625, top5_acc: 0.6367, loss_cls: 2.7037, loss: 2.7037, grad_norm: 5.9439 2021-06-06 23:57:46,996 - mmaction - INFO - Epoch [9][1080/1345] lr: 1.000e-02, eta: 14:30:50, time: 0.638, data_time: 0.001, memory: 7127, top1_acc: 0.3688, top5_acc: 0.6406, loss_cls: 2.6347, loss: 2.6347, grad_norm: 5.9001 2021-06-06 23:57:58,909 - mmaction - INFO - Epoch [9][1100/1345] lr: 1.000e-02, eta: 14:29:59, time: 0.595, data_time: 0.001, memory: 7127, top1_acc: 0.3703, top5_acc: 0.6273, loss_cls: 2.6948, loss: 2.6948, grad_norm: 6.2062 2021-06-06 23:58:10,688 - mmaction - INFO - Epoch [9][1120/1345] lr: 1.000e-02, eta: 14:29:07, time: 0.590, data_time: 0.002, memory: 7127, top1_acc: 0.3539, top5_acc: 0.6344, loss_cls: 2.7522, loss: 2.7522, grad_norm: 6.0798 2021-06-06 23:58:24,622 - mmaction - INFO - Epoch [9][1140/1345] lr: 1.000e-02, eta: 14:28:26, time: 0.696, data_time: 0.001, memory: 7127, top1_acc: 0.3844, top5_acc: 0.6687, loss_cls: 2.5652, loss: 2.5652, grad_norm: 6.2823 2021-06-06 23:58:36,363 - mmaction - INFO - Epoch [9][1160/1345] lr: 1.000e-02, eta: 14:27:34, time: 0.587, data_time: 0.001, memory: 7127, top1_acc: 0.3664, top5_acc: 0.6398, loss_cls: 2.7016, loss: 2.7016, grad_norm: 6.1055 2021-06-06 23:58:48,439 - mmaction - INFO - Epoch [9][1180/1345] lr: 1.000e-02, eta: 14:26:44, time: 0.604, data_time: 0.002, memory: 7127, top1_acc: 0.3555, top5_acc: 0.6555, loss_cls: 2.6641, loss: 2.6641, grad_norm: 6.4008 2021-06-06 23:59:00,512 - mmaction - INFO - Epoch [9][1200/1345] lr: 1.000e-02, eta: 14:25:54, time: 0.603, data_time: 0.001, memory: 7127, top1_acc: 0.3594, top5_acc: 0.6047, loss_cls: 2.7707, loss: 2.7707, grad_norm: 5.8949 2021-06-06 23:59:12,726 - mmaction - INFO - Epoch [9][1220/1345] lr: 1.000e-02, eta: 14:25:05, time: 0.611, data_time: 0.002, memory: 7127, top1_acc: 0.3602, top5_acc: 0.6453, loss_cls: 2.7038, loss: 2.7038, grad_norm: 6.0583 2021-06-06 23:59:25,234 - mmaction - INFO - Epoch [9][1240/1345] lr: 1.000e-02, eta: 14:24:17, time: 0.626, data_time: 0.001, memory: 7127, top1_acc: 0.3695, top5_acc: 0.6664, loss_cls: 2.6193, loss: 2.6193, grad_norm: 6.2058 2021-06-06 23:59:37,792 - mmaction - INFO - Epoch [9][1260/1345] lr: 1.000e-02, eta: 14:23:30, time: 0.628, data_time: 0.001, memory: 7127, top1_acc: 0.3547, top5_acc: 0.6367, loss_cls: 2.7279, loss: 2.7279, grad_norm: 6.1073 2021-06-06 23:59:51,351 - mmaction - INFO - Epoch [9][1280/1345] lr: 1.000e-02, eta: 14:22:47, time: 0.677, data_time: 0.001, memory: 7127, top1_acc: 0.3719, top5_acc: 0.6398, loss_cls: 2.6949, loss: 2.6949, grad_norm: 6.0685 2021-06-07 00:00:07,230 - mmaction - INFO - Epoch [9][1300/1345] lr: 1.000e-02, eta: 14:22:10, time: 0.735, data_time: 0.002, memory: 7127, top1_acc: 0.3625, top5_acc: 0.6578, loss_cls: 2.6289, loss: 2.6289, grad_norm: 5.9719 2021-06-07 00:00:21,170 - mmaction - INFO - Epoch [9][1320/1345] lr: 1.000e-02, eta: 14:21:34, time: 0.756, data_time: 0.065, memory: 7127, top1_acc: 0.3797, top5_acc: 0.6461, loss_cls: 2.6656, loss: 2.6656, grad_norm: 6.0822 2021-06-07 00:00:32,863 - mmaction - INFO - Epoch [9][1340/1345] lr: 1.000e-02, eta: 14:20:44, time: 0.585, data_time: 0.002, memory: 7127, top1_acc: 0.3609, top5_acc: 0.6328, loss_cls: 2.7367, loss: 2.7367, grad_norm: 6.2285 2021-06-07 00:00:41,611 - mmaction - INFO - Saving checkpoint at 9 epochs 2021-06-07 00:08:18,122 - mmaction - INFO - Epoch [10][20/1345] lr: 1.000e-02, eta: 14:53:05, time: 22.775, data_time: 22.146, memory: 7127, top1_acc: 0.3672, top5_acc: 0.6586, loss_cls: 2.6220, loss: 2.6220, grad_norm: 6.0738 2021-06-07 00:08:28,241 - mmaction - INFO - Epoch [10][40/1345] lr: 1.000e-02, eta: 14:52:03, time: 0.507, data_time: 0.004, memory: 7127, top1_acc: 0.3750, top5_acc: 0.6539, loss_cls: 2.5633, loss: 2.5633, grad_norm: 6.3617 2021-06-07 00:08:38,488 - mmaction - INFO - Epoch [10][60/1345] lr: 1.000e-02, eta: 14:51:02, time: 0.513, data_time: 0.001, memory: 7127, top1_acc: 0.3836, top5_acc: 0.6703, loss_cls: 2.5931, loss: 2.5931, grad_norm: 6.4172 2021-06-07 00:08:48,676 - mmaction - INFO - Epoch [10][80/1345] lr: 1.000e-02, eta: 14:50:01, time: 0.508, data_time: 0.001, memory: 7127, top1_acc: 0.3805, top5_acc: 0.6508, loss_cls: 2.6188, loss: 2.6188, grad_norm: 6.2355 2021-06-07 00:08:58,840 - mmaction - INFO - Epoch [10][100/1345] lr: 1.000e-02, eta: 14:49:00, time: 0.509, data_time: 0.002, memory: 7127, top1_acc: 0.3742, top5_acc: 0.6516, loss_cls: 2.6233, loss: 2.6233, grad_norm: 6.2357 2021-06-07 00:09:09,126 - mmaction - INFO - Epoch [10][120/1345] lr: 1.000e-02, eta: 14:48:00, time: 0.515, data_time: 0.002, memory: 7127, top1_acc: 0.3664, top5_acc: 0.6602, loss_cls: 2.6040, loss: 2.6040, grad_norm: 6.2337 2021-06-07 00:09:19,401 - mmaction - INFO - Epoch [10][140/1345] lr: 1.000e-02, eta: 14:46:59, time: 0.513, data_time: 0.001, memory: 7127, top1_acc: 0.3789, top5_acc: 0.6719, loss_cls: 2.5744, loss: 2.5744, grad_norm: 6.2560 2021-06-07 00:09:29,693 - mmaction - INFO - Epoch [10][160/1345] lr: 1.000e-02, eta: 14:45:59, time: 0.516, data_time: 0.002, memory: 7127, top1_acc: 0.3836, top5_acc: 0.6625, loss_cls: 2.6340, loss: 2.6340, grad_norm: 6.1425 2021-06-07 00:09:40,104 - mmaction - INFO - Epoch [10][180/1345] lr: 1.000e-02, eta: 14:45:00, time: 0.519, data_time: 0.001, memory: 7127, top1_acc: 0.3836, top5_acc: 0.6641, loss_cls: 2.5761, loss: 2.5761, grad_norm: 6.4031 2021-06-07 00:09:50,674 - mmaction - INFO - Epoch [10][200/1345] lr: 1.000e-02, eta: 14:44:02, time: 0.530, data_time: 0.002, memory: 7127, top1_acc: 0.3625, top5_acc: 0.6609, loss_cls: 2.6233, loss: 2.6233, grad_norm: 5.8403 2021-06-07 00:10:01,708 - mmaction - INFO - Epoch [10][220/1345] lr: 1.000e-02, eta: 14:43:06, time: 0.551, data_time: 0.001, memory: 7127, top1_acc: 0.3781, top5_acc: 0.6570, loss_cls: 2.6206, loss: 2.6206, grad_norm: 6.0921 2021-06-07 00:10:13,747 - mmaction - INFO - Epoch [10][240/1345] lr: 1.000e-02, eta: 14:42:14, time: 0.601, data_time: 0.003, memory: 7127, top1_acc: 0.3773, top5_acc: 0.6578, loss_cls: 2.6048, loss: 2.6048, grad_norm: 6.3133 2021-06-07 00:10:24,931 - mmaction - INFO - Epoch [10][260/1345] lr: 1.000e-02, eta: 14:41:19, time: 0.559, data_time: 0.003, memory: 7127, top1_acc: 0.3734, top5_acc: 0.6531, loss_cls: 2.6479, loss: 2.6479, grad_norm: 6.2889 2021-06-07 00:10:36,199 - mmaction - INFO - Epoch [10][280/1345] lr: 1.000e-02, eta: 14:40:24, time: 0.565, data_time: 0.002, memory: 7127, top1_acc: 0.3828, top5_acc: 0.6602, loss_cls: 2.5714, loss: 2.5714, grad_norm: 6.2651 2021-06-07 00:10:48,428 - mmaction - INFO - Epoch [10][300/1345] lr: 1.000e-02, eta: 14:39:34, time: 0.611, data_time: 0.001, memory: 7127, top1_acc: 0.3602, top5_acc: 0.6562, loss_cls: 2.6759, loss: 2.6759, grad_norm: 6.3041 2021-06-07 00:10:59,852 - mmaction - INFO - Epoch [10][320/1345] lr: 1.000e-02, eta: 14:38:40, time: 0.572, data_time: 0.002, memory: 7127, top1_acc: 0.3734, top5_acc: 0.6500, loss_cls: 2.6780, loss: 2.6780, grad_norm: 6.2753 2021-06-07 00:11:13,531 - mmaction - INFO - Epoch [10][340/1345] lr: 1.000e-02, eta: 14:37:56, time: 0.684, data_time: 0.001, memory: 7127, top1_acc: 0.3781, top5_acc: 0.6609, loss_cls: 2.6276, loss: 2.6276, grad_norm: 6.2793 2021-06-07 00:11:25,762 - mmaction - INFO - Epoch [10][360/1345] lr: 1.000e-02, eta: 14:37:06, time: 0.611, data_time: 0.001, memory: 7127, top1_acc: 0.3695, top5_acc: 0.6328, loss_cls: 2.6194, loss: 2.6194, grad_norm: 6.2335 2021-06-07 00:11:37,793 - mmaction - INFO - Epoch [10][380/1345] lr: 1.000e-02, eta: 14:36:16, time: 0.601, data_time: 0.001, memory: 7127, top1_acc: 0.3703, top5_acc: 0.6633, loss_cls: 2.6438, loss: 2.6438, grad_norm: 6.3659 2021-06-07 00:11:49,653 - mmaction - INFO - Epoch [10][400/1345] lr: 1.000e-02, eta: 14:35:24, time: 0.592, data_time: 0.002, memory: 7127, top1_acc: 0.3766, top5_acc: 0.6625, loss_cls: 2.6002, loss: 2.6002, grad_norm: 6.1780 2021-06-07 00:12:02,030 - mmaction - INFO - Epoch [10][420/1345] lr: 1.000e-02, eta: 14:34:35, time: 0.621, data_time: 0.003, memory: 7127, top1_acc: 0.3711, top5_acc: 0.6445, loss_cls: 2.6075, loss: 2.6075, grad_norm: 6.5295 2021-06-07 00:12:14,728 - mmaction - INFO - Epoch [10][440/1345] lr: 1.000e-02, eta: 14:33:48, time: 0.635, data_time: 0.001, memory: 7127, top1_acc: 0.4008, top5_acc: 0.6797, loss_cls: 2.5358, loss: 2.5358, grad_norm: 6.1110 2021-06-07 00:12:27,275 - mmaction - INFO - Epoch [10][460/1345] lr: 1.000e-02, eta: 14:33:00, time: 0.626, data_time: 0.001, memory: 7127, top1_acc: 0.3500, top5_acc: 0.6375, loss_cls: 2.7089, loss: 2.7089, grad_norm: 6.4507 2021-06-07 00:12:40,139 - mmaction - INFO - Epoch [10][480/1345] lr: 1.000e-02, eta: 14:32:13, time: 0.644, data_time: 0.003, memory: 7127, top1_acc: 0.3195, top5_acc: 0.6258, loss_cls: 2.7901, loss: 2.7901, grad_norm: 6.2446 2021-06-07 00:12:52,643 - mmaction - INFO - Epoch [10][500/1345] lr: 1.000e-02, eta: 14:31:25, time: 0.624, data_time: 0.001, memory: 7127, top1_acc: 0.3844, top5_acc: 0.6578, loss_cls: 2.5783, loss: 2.5783, grad_norm: 6.3062 2021-06-07 00:13:05,111 - mmaction - INFO - Epoch [10][520/1345] lr: 1.000e-02, eta: 14:30:37, time: 0.624, data_time: 0.002, memory: 7127, top1_acc: 0.3883, top5_acc: 0.6367, loss_cls: 2.6709, loss: 2.6709, grad_norm: 6.4543 2021-06-07 00:13:17,650 - mmaction - INFO - Epoch [10][540/1345] lr: 1.000e-02, eta: 14:29:50, time: 0.628, data_time: 0.002, memory: 7127, top1_acc: 0.3563, top5_acc: 0.6500, loss_cls: 2.6572, loss: 2.6572, grad_norm: 6.1275 2021-06-07 00:13:31,191 - mmaction - INFO - Epoch [10][560/1345] lr: 1.000e-02, eta: 14:29:07, time: 0.677, data_time: 0.001, memory: 7127, top1_acc: 0.3563, top5_acc: 0.6484, loss_cls: 2.6923, loss: 2.6923, grad_norm: 6.1570 2021-06-07 00:13:43,114 - mmaction - INFO - Epoch [10][580/1345] lr: 1.000e-02, eta: 14:28:17, time: 0.595, data_time: 0.001, memory: 7127, top1_acc: 0.3750, top5_acc: 0.6367, loss_cls: 2.6612, loss: 2.6612, grad_norm: 6.2486 2021-06-07 00:13:55,347 - mmaction - INFO - Epoch [10][600/1345] lr: 1.000e-02, eta: 14:27:28, time: 0.613, data_time: 0.002, memory: 7127, top1_acc: 0.3734, top5_acc: 0.6539, loss_cls: 2.6203, loss: 2.6203, grad_norm: 6.3340 2021-06-07 00:14:07,883 - mmaction - INFO - Epoch [10][620/1345] lr: 1.000e-02, eta: 14:26:41, time: 0.627, data_time: 0.001, memory: 7127, top1_acc: 0.3492, top5_acc: 0.6344, loss_cls: 2.6905, loss: 2.6905, grad_norm: 6.2794 2021-06-07 00:14:20,745 - mmaction - INFO - Epoch [10][640/1345] lr: 1.000e-02, eta: 14:25:55, time: 0.643, data_time: 0.001, memory: 7127, top1_acc: 0.3508, top5_acc: 0.6328, loss_cls: 2.7132, loss: 2.7132, grad_norm: 6.2631 2021-06-07 00:14:33,647 - mmaction - INFO - Epoch [10][660/1345] lr: 1.000e-02, eta: 14:25:10, time: 0.645, data_time: 0.001, memory: 7127, top1_acc: 0.3664, top5_acc: 0.6383, loss_cls: 2.6943, loss: 2.6943, grad_norm: 6.2672 2021-06-07 00:14:46,018 - mmaction - INFO - Epoch [10][680/1345] lr: 1.000e-02, eta: 14:24:23, time: 0.618, data_time: 0.001, memory: 7127, top1_acc: 0.3758, top5_acc: 0.6641, loss_cls: 2.5687, loss: 2.5687, grad_norm: 6.6081 2021-06-07 00:14:58,584 - mmaction - INFO - Epoch [10][700/1345] lr: 1.000e-02, eta: 14:23:36, time: 0.628, data_time: 0.001, memory: 7127, top1_acc: 0.3680, top5_acc: 0.6508, loss_cls: 2.6148, loss: 2.6148, grad_norm: 6.3074 2021-06-07 00:15:11,417 - mmaction - INFO - Epoch [10][720/1345] lr: 1.000e-02, eta: 14:22:51, time: 0.641, data_time: 0.001, memory: 7127, top1_acc: 0.3664, top5_acc: 0.6430, loss_cls: 2.6878, loss: 2.6878, grad_norm: 6.0793 2021-06-07 00:15:24,072 - mmaction - INFO - Epoch [10][740/1345] lr: 1.000e-02, eta: 14:22:05, time: 0.633, data_time: 0.001, memory: 7127, top1_acc: 0.3359, top5_acc: 0.6492, loss_cls: 2.6814, loss: 2.6814, grad_norm: 6.2659 2021-06-07 00:15:36,724 - mmaction - INFO - Epoch [10][760/1345] lr: 1.000e-02, eta: 14:21:19, time: 0.633, data_time: 0.001, memory: 7127, top1_acc: 0.3586, top5_acc: 0.6469, loss_cls: 2.6425, loss: 2.6425, grad_norm: 6.1474 2021-06-07 00:15:49,380 - mmaction - INFO - Epoch [10][780/1345] lr: 1.000e-02, eta: 14:20:33, time: 0.633, data_time: 0.001, memory: 7127, top1_acc: 0.3555, top5_acc: 0.6383, loss_cls: 2.7155, loss: 2.7155, grad_norm: 6.0368 2021-06-07 00:16:01,857 - mmaction - INFO - Epoch [10][800/1345] lr: 1.000e-02, eta: 14:19:46, time: 0.623, data_time: 0.001, memory: 7127, top1_acc: 0.3633, top5_acc: 0.6516, loss_cls: 2.6425, loss: 2.6425, grad_norm: 6.4354 2021-06-07 00:16:14,783 - mmaction - INFO - Epoch [10][820/1345] lr: 1.000e-02, eta: 14:19:02, time: 0.646, data_time: 0.001, memory: 7127, top1_acc: 0.3719, top5_acc: 0.6422, loss_cls: 2.6359, loss: 2.6359, grad_norm: 6.1721 2021-06-07 00:16:27,615 - mmaction - INFO - Epoch [10][840/1345] lr: 1.000e-02, eta: 14:18:17, time: 0.642, data_time: 0.002, memory: 7127, top1_acc: 0.3961, top5_acc: 0.6633, loss_cls: 2.6278, loss: 2.6278, grad_norm: 6.0146 2021-06-07 00:16:39,996 - mmaction - INFO - Epoch [10][860/1345] lr: 1.000e-02, eta: 14:17:31, time: 0.619, data_time: 0.001, memory: 7127, top1_acc: 0.3641, top5_acc: 0.6672, loss_cls: 2.6143, loss: 2.6143, grad_norm: 6.5027 2021-06-07 00:16:52,552 - mmaction - INFO - Epoch [10][880/1345] lr: 1.000e-02, eta: 14:16:45, time: 0.627, data_time: 0.001, memory: 7127, top1_acc: 0.3656, top5_acc: 0.6188, loss_cls: 2.7002, loss: 2.7002, grad_norm: 6.0000 2021-06-07 00:17:04,959 - mmaction - INFO - Epoch [10][900/1345] lr: 1.000e-02, eta: 14:15:59, time: 0.621, data_time: 0.001, memory: 7127, top1_acc: 0.3461, top5_acc: 0.6531, loss_cls: 2.6472, loss: 2.6472, grad_norm: 6.4428 2021-06-07 00:17:17,528 - mmaction - INFO - Epoch [10][920/1345] lr: 1.000e-02, eta: 14:15:13, time: 0.628, data_time: 0.001, memory: 7127, top1_acc: 0.3773, top5_acc: 0.6570, loss_cls: 2.6203, loss: 2.6203, grad_norm: 6.0137 2021-06-07 00:17:30,145 - mmaction - INFO - Epoch [10][940/1345] lr: 1.000e-02, eta: 14:14:28, time: 0.631, data_time: 0.001, memory: 7127, top1_acc: 0.3898, top5_acc: 0.6641, loss_cls: 2.5460, loss: 2.5460, grad_norm: 6.0713 2021-06-07 00:17:43,747 - mmaction - INFO - Epoch [10][960/1345] lr: 1.000e-02, eta: 14:13:47, time: 0.680, data_time: 0.001, memory: 7127, top1_acc: 0.3836, top5_acc: 0.6578, loss_cls: 2.5947, loss: 2.5947, grad_norm: 6.2635 2021-06-07 00:17:55,638 - mmaction - INFO - Epoch [10][980/1345] lr: 1.000e-02, eta: 14:12:59, time: 0.594, data_time: 0.001, memory: 7127, top1_acc: 0.4000, top5_acc: 0.6875, loss_cls: 2.4917, loss: 2.4917, grad_norm: 6.2353 2021-06-07 00:18:09,683 - mmaction - INFO - Epoch [10][1000/1345] lr: 1.000e-02, eta: 14:12:20, time: 0.702, data_time: 0.002, memory: 7127, top1_acc: 0.3812, top5_acc: 0.6781, loss_cls: 2.5452, loss: 2.5452, grad_norm: 6.2566 2021-06-07 00:18:21,682 - mmaction - INFO - Epoch [10][1020/1345] lr: 1.000e-02, eta: 14:11:33, time: 0.600, data_time: 0.001, memory: 7127, top1_acc: 0.3820, top5_acc: 0.6438, loss_cls: 2.6483, loss: 2.6483, grad_norm: 6.2051 2021-06-07 00:18:34,079 - mmaction - INFO - Epoch [10][1040/1345] lr: 1.000e-02, eta: 14:10:47, time: 0.620, data_time: 0.001, memory: 7127, top1_acc: 0.3812, top5_acc: 0.6492, loss_cls: 2.6399, loss: 2.6399, grad_norm: 6.2815 2021-06-07 00:18:46,524 - mmaction - INFO - Epoch [10][1060/1345] lr: 1.000e-02, eta: 14:10:02, time: 0.622, data_time: 0.001, memory: 7127, top1_acc: 0.3695, top5_acc: 0.6391, loss_cls: 2.6377, loss: 2.6377, grad_norm: 6.1131 2021-06-07 00:18:58,859 - mmaction - INFO - Epoch [10][1080/1345] lr: 1.000e-02, eta: 14:09:17, time: 0.617, data_time: 0.001, memory: 7127, top1_acc: 0.3820, top5_acc: 0.6492, loss_cls: 2.6508, loss: 2.6508, grad_norm: 6.2229 2021-06-07 00:19:11,409 - mmaction - INFO - Epoch [10][1100/1345] lr: 1.000e-02, eta: 14:08:32, time: 0.627, data_time: 0.001, memory: 7127, top1_acc: 0.3703, top5_acc: 0.6758, loss_cls: 2.6061, loss: 2.6061, grad_norm: 6.2821 2021-06-07 00:19:24,404 - mmaction - INFO - Epoch [10][1120/1345] lr: 1.000e-02, eta: 14:07:49, time: 0.650, data_time: 0.002, memory: 7127, top1_acc: 0.3828, top5_acc: 0.6758, loss_cls: 2.5911, loss: 2.5911, grad_norm: 6.0059 2021-06-07 00:19:36,466 - mmaction - INFO - Epoch [10][1140/1345] lr: 1.000e-02, eta: 14:07:03, time: 0.603, data_time: 0.001, memory: 7127, top1_acc: 0.3555, top5_acc: 0.6266, loss_cls: 2.7179, loss: 2.7179, grad_norm: 6.3686 2021-06-07 00:19:48,860 - mmaction - INFO - Epoch [10][1160/1345] lr: 1.000e-02, eta: 14:06:18, time: 0.619, data_time: 0.001, memory: 7127, top1_acc: 0.3633, top5_acc: 0.6469, loss_cls: 2.6563, loss: 2.6563, grad_norm: 6.3095 2021-06-07 00:20:02,168 - mmaction - INFO - Epoch [10][1180/1345] lr: 1.000e-02, eta: 14:05:37, time: 0.665, data_time: 0.002, memory: 7127, top1_acc: 0.3781, top5_acc: 0.6375, loss_cls: 2.6512, loss: 2.6512, grad_norm: 6.2969 2021-06-07 00:20:13,866 - mmaction - INFO - Epoch [10][1200/1345] lr: 1.000e-02, eta: 14:04:49, time: 0.587, data_time: 0.003, memory: 7127, top1_acc: 0.3914, top5_acc: 0.6531, loss_cls: 2.6249, loss: 2.6249, grad_norm: 6.1577 2021-06-07 00:20:26,303 - mmaction - INFO - Epoch [10][1220/1345] lr: 1.000e-02, eta: 14:04:04, time: 0.621, data_time: 0.001, memory: 7127, top1_acc: 0.3875, top5_acc: 0.6625, loss_cls: 2.5763, loss: 2.5763, grad_norm: 6.3547 2021-06-07 00:20:39,673 - mmaction - INFO - Epoch [10][1240/1345] lr: 1.000e-02, eta: 14:03:24, time: 0.668, data_time: 0.002, memory: 7127, top1_acc: 0.3688, top5_acc: 0.6570, loss_cls: 2.5941, loss: 2.5941, grad_norm: 6.2167 2021-06-07 00:20:51,449 - mmaction - INFO - Epoch [10][1260/1345] lr: 1.000e-02, eta: 14:02:37, time: 0.588, data_time: 0.001, memory: 7127, top1_acc: 0.3742, top5_acc: 0.6508, loss_cls: 2.6937, loss: 2.6937, grad_norm: 6.2500 2021-06-07 00:21:03,734 - mmaction - INFO - Epoch [10][1280/1345] lr: 1.000e-02, eta: 14:01:52, time: 0.615, data_time: 0.002, memory: 7127, top1_acc: 0.3750, top5_acc: 0.6375, loss_cls: 2.7461, loss: 2.7461, grad_norm: 6.1428 2021-06-07 00:21:15,642 - mmaction - INFO - Epoch [10][1300/1345] lr: 1.000e-02, eta: 14:01:06, time: 0.595, data_time: 0.001, memory: 7127, top1_acc: 0.3937, top5_acc: 0.6828, loss_cls: 2.5080, loss: 2.5080, grad_norm: 6.1210 2021-06-07 00:21:28,093 - mmaction - INFO - Epoch [10][1320/1345] lr: 1.000e-02, eta: 14:00:22, time: 0.623, data_time: 0.002, memory: 7127, top1_acc: 0.3766, top5_acc: 0.6609, loss_cls: 2.5788, loss: 2.5788, grad_norm: 6.3404 2021-06-07 00:21:40,090 - mmaction - INFO - Epoch [10][1340/1345] lr: 1.000e-02, eta: 13:59:36, time: 0.600, data_time: 0.001, memory: 7127, top1_acc: 0.3812, top5_acc: 0.6617, loss_cls: 2.5681, loss: 2.5681, grad_norm: 6.4200 2021-06-07 00:21:47,715 - mmaction - INFO - Saving checkpoint at 10 epochs 2021-06-07 00:28:51,460 - mmaction - INFO - Epoch [11][20/1345] lr: 1.000e-02, eta: 14:25:47, time: 21.131, data_time: 20.512, memory: 7127, top1_acc: 0.3633, top5_acc: 0.6352, loss_cls: 2.7097, loss: 2.7097, grad_norm: 6.2096 2021-06-07 00:29:01,484 - mmaction - INFO - Epoch [11][40/1345] lr: 1.000e-02, eta: 14:24:50, time: 0.504, data_time: 0.005, memory: 7127, top1_acc: 0.3844, top5_acc: 0.6648, loss_cls: 2.5872, loss: 2.5872, grad_norm: 6.1907 2021-06-07 00:29:11,544 - mmaction - INFO - Epoch [11][60/1345] lr: 1.000e-02, eta: 14:23:54, time: 0.503, data_time: 0.002, memory: 7127, top1_acc: 0.3875, top5_acc: 0.6430, loss_cls: 2.6835, loss: 2.6835, grad_norm: 5.9730 2021-06-07 00:29:21,870 - mmaction - INFO - Epoch [11][80/1345] lr: 1.000e-02, eta: 14:23:00, time: 0.517, data_time: 0.003, memory: 7127, top1_acc: 0.3867, top5_acc: 0.6625, loss_cls: 2.5361, loss: 2.5361, grad_norm: 6.4160 2021-06-07 00:29:31,942 - mmaction - INFO - Epoch [11][100/1345] lr: 1.000e-02, eta: 14:22:04, time: 0.503, data_time: 0.001, memory: 7127, top1_acc: 0.3711, top5_acc: 0.6523, loss_cls: 2.5778, loss: 2.5778, grad_norm: 5.9597 2021-06-07 00:29:42,272 - mmaction - INFO - Epoch [11][120/1345] lr: 1.000e-02, eta: 14:21:09, time: 0.516, data_time: 0.002, memory: 7127, top1_acc: 0.3586, top5_acc: 0.6648, loss_cls: 2.6396, loss: 2.6396, grad_norm: 6.2560 2021-06-07 00:29:52,582 - mmaction - INFO - Epoch [11][140/1345] lr: 1.000e-02, eta: 14:20:15, time: 0.516, data_time: 0.002, memory: 7127, top1_acc: 0.3883, top5_acc: 0.6867, loss_cls: 2.5201, loss: 2.5201, grad_norm: 6.2168 2021-06-07 00:30:02,758 - mmaction - INFO - Epoch [11][160/1345] lr: 1.000e-02, eta: 14:19:20, time: 0.509, data_time: 0.002, memory: 7127, top1_acc: 0.3688, top5_acc: 0.6617, loss_cls: 2.5637, loss: 2.5637, grad_norm: 6.3359 2021-06-07 00:30:13,165 - mmaction - INFO - Epoch [11][180/1345] lr: 1.000e-02, eta: 14:18:26, time: 0.520, data_time: 0.002, memory: 7127, top1_acc: 0.3891, top5_acc: 0.6687, loss_cls: 2.5302, loss: 2.5302, grad_norm: 6.5311 2021-06-07 00:30:24,828 - mmaction - INFO - Epoch [11][200/1345] lr: 1.000e-02, eta: 14:17:37, time: 0.583, data_time: 0.002, memory: 7127, top1_acc: 0.3680, top5_acc: 0.6555, loss_cls: 2.5978, loss: 2.5978, grad_norm: 6.4604 2021-06-07 00:30:35,459 - mmaction - INFO - Epoch [11][220/1345] lr: 1.000e-02, eta: 14:16:44, time: 0.532, data_time: 0.001, memory: 7127, top1_acc: 0.3719, top5_acc: 0.6750, loss_cls: 2.5679, loss: 2.5679, grad_norm: 6.2776 2021-06-07 00:30:46,995 - mmaction - INFO - Epoch [11][240/1345] lr: 1.000e-02, eta: 14:15:55, time: 0.577, data_time: 0.001, memory: 7127, top1_acc: 0.3820, top5_acc: 0.6352, loss_cls: 2.6417, loss: 2.6417, grad_norm: 6.1663 2021-06-07 00:30:58,342 - mmaction - INFO - Epoch [11][260/1345] lr: 1.000e-02, eta: 14:15:05, time: 0.567, data_time: 0.002, memory: 7127, top1_acc: 0.3523, top5_acc: 0.6687, loss_cls: 2.6025, loss: 2.6025, grad_norm: 6.5005 2021-06-07 00:31:09,710 - mmaction - INFO - Epoch [11][280/1345] lr: 1.000e-02, eta: 14:14:16, time: 0.569, data_time: 0.002, memory: 7127, top1_acc: 0.3781, top5_acc: 0.6469, loss_cls: 2.5902, loss: 2.5902, grad_norm: 6.3996 2021-06-07 00:31:21,475 - mmaction - INFO - Epoch [11][300/1345] lr: 1.000e-02, eta: 14:13:28, time: 0.587, data_time: 0.001, memory: 7127, top1_acc: 0.3633, top5_acc: 0.6430, loss_cls: 2.6962, loss: 2.6962, grad_norm: 6.1418 2021-06-07 00:31:34,033 - mmaction - INFO - Epoch [11][320/1345] lr: 1.000e-02, eta: 14:12:43, time: 0.629, data_time: 0.002, memory: 7127, top1_acc: 0.3609, top5_acc: 0.6477, loss_cls: 2.6308, loss: 2.6308, grad_norm: 6.2004 2021-06-07 00:31:47,346 - mmaction - INFO - Epoch [11][340/1345] lr: 1.000e-02, eta: 14:12:01, time: 0.666, data_time: 0.001, memory: 7127, top1_acc: 0.3719, top5_acc: 0.6453, loss_cls: 2.6317, loss: 2.6317, grad_norm: 6.0589 2021-06-07 00:31:59,620 - mmaction - INFO - Epoch [11][360/1345] lr: 1.000e-02, eta: 14:11:16, time: 0.614, data_time: 0.001, memory: 7127, top1_acc: 0.3836, top5_acc: 0.6664, loss_cls: 2.5844, loss: 2.5844, grad_norm: 6.4152 2021-06-07 00:32:13,179 - mmaction - INFO - Epoch [11][380/1345] lr: 1.000e-02, eta: 14:10:35, time: 0.677, data_time: 0.001, memory: 7127, top1_acc: 0.4000, top5_acc: 0.6680, loss_cls: 2.5059, loss: 2.5059, grad_norm: 6.1010 2021-06-07 00:32:25,033 - mmaction - INFO - Epoch [11][400/1345] lr: 1.000e-02, eta: 14:09:48, time: 0.592, data_time: 0.001, memory: 7127, top1_acc: 0.3859, top5_acc: 0.6516, loss_cls: 2.5638, loss: 2.5638, grad_norm: 6.5689 2021-06-07 00:32:37,717 - mmaction - INFO - Epoch [11][420/1345] lr: 1.000e-02, eta: 14:09:04, time: 0.635, data_time: 0.002, memory: 7127, top1_acc: 0.3820, top5_acc: 0.6539, loss_cls: 2.5465, loss: 2.5465, grad_norm: 6.2521 2021-06-07 00:32:50,618 - mmaction - INFO - Epoch [11][440/1345] lr: 1.000e-02, eta: 14:08:21, time: 0.645, data_time: 0.001, memory: 7127, top1_acc: 0.3930, top5_acc: 0.6562, loss_cls: 2.5751, loss: 2.5751, grad_norm: 6.4710 2021-06-07 00:33:02,681 - mmaction - INFO - Epoch [11][460/1345] lr: 1.000e-02, eta: 14:07:35, time: 0.603, data_time: 0.001, memory: 7127, top1_acc: 0.3852, top5_acc: 0.6656, loss_cls: 2.6002, loss: 2.6002, grad_norm: 6.0692 2021-06-07 00:33:16,635 - mmaction - INFO - Epoch [11][480/1345] lr: 1.000e-02, eta: 14:06:57, time: 0.697, data_time: 0.001, memory: 7127, top1_acc: 0.3867, top5_acc: 0.6609, loss_cls: 2.5171, loss: 2.5171, grad_norm: 6.3843 2021-06-07 00:33:29,097 - mmaction - INFO - Epoch [11][500/1345] lr: 1.000e-02, eta: 14:06:13, time: 0.625, data_time: 0.003, memory: 7127, top1_acc: 0.3992, top5_acc: 0.6875, loss_cls: 2.5197, loss: 2.5197, grad_norm: 6.0970 2021-06-07 00:33:41,537 - mmaction - INFO - Epoch [11][520/1345] lr: 1.000e-02, eta: 14:05:28, time: 0.621, data_time: 0.001, memory: 7127, top1_acc: 0.3859, top5_acc: 0.6789, loss_cls: 2.5428, loss: 2.5428, grad_norm: 6.4861 2021-06-07 00:33:54,469 - mmaction - INFO - Epoch [11][540/1345] lr: 1.000e-02, eta: 14:04:46, time: 0.647, data_time: 0.002, memory: 7127, top1_acc: 0.3969, top5_acc: 0.6594, loss_cls: 2.5638, loss: 2.5638, grad_norm: 6.3138 2021-06-07 00:34:07,584 - mmaction - INFO - Epoch [11][560/1345] lr: 1.000e-02, eta: 14:04:04, time: 0.655, data_time: 0.001, memory: 7127, top1_acc: 0.4039, top5_acc: 0.6734, loss_cls: 2.5377, loss: 2.5377, grad_norm: 6.5089 2021-06-07 00:34:21,270 - mmaction - INFO - Epoch [11][580/1345] lr: 1.000e-02, eta: 14:03:25, time: 0.685, data_time: 0.002, memory: 7127, top1_acc: 0.3656, top5_acc: 0.6750, loss_cls: 2.5765, loss: 2.5765, grad_norm: 6.2905 2021-06-07 00:34:34,249 - mmaction - INFO - Epoch [11][600/1345] lr: 1.000e-02, eta: 14:02:43, time: 0.649, data_time: 0.001, memory: 7127, top1_acc: 0.4078, top5_acc: 0.6492, loss_cls: 2.5560, loss: 2.5560, grad_norm: 6.2339 2021-06-07 00:34:46,780 - mmaction - INFO - Epoch [11][620/1345] lr: 1.000e-02, eta: 14:02:00, time: 0.627, data_time: 0.002, memory: 7127, top1_acc: 0.3820, top5_acc: 0.6500, loss_cls: 2.6472, loss: 2.6472, grad_norm: 6.0592 2021-06-07 00:34:59,755 - mmaction - INFO - Epoch [11][640/1345] lr: 1.000e-02, eta: 14:01:18, time: 0.648, data_time: 0.001, memory: 7127, top1_acc: 0.3711, top5_acc: 0.6617, loss_cls: 2.6161, loss: 2.6161, grad_norm: 6.2092 2021-06-07 00:35:12,118 - mmaction - INFO - Epoch [11][660/1345] lr: 1.000e-02, eta: 14:00:34, time: 0.618, data_time: 0.002, memory: 7127, top1_acc: 0.3898, top5_acc: 0.6727, loss_cls: 2.5401, loss: 2.5401, grad_norm: 6.6922 2021-06-07 00:35:24,353 - mmaction - INFO - Epoch [11][680/1345] lr: 1.000e-02, eta: 13:59:50, time: 0.612, data_time: 0.002, memory: 7127, top1_acc: 0.3633, top5_acc: 0.6586, loss_cls: 2.6100, loss: 2.6100, grad_norm: 6.3816 2021-06-07 00:35:37,730 - mmaction - INFO - Epoch [11][700/1345] lr: 1.000e-02, eta: 13:59:10, time: 0.669, data_time: 0.001, memory: 7127, top1_acc: 0.3820, top5_acc: 0.6539, loss_cls: 2.5815, loss: 2.5815, grad_norm: 6.3374 2021-06-07 00:35:50,160 - mmaction - INFO - Epoch [11][720/1345] lr: 1.000e-02, eta: 13:58:26, time: 0.621, data_time: 0.001, memory: 7127, top1_acc: 0.3664, top5_acc: 0.6813, loss_cls: 2.5661, loss: 2.5661, grad_norm: 6.0499 2021-06-07 00:36:02,567 - mmaction - INFO - Epoch [11][740/1345] lr: 1.000e-02, eta: 13:57:43, time: 0.621, data_time: 0.001, memory: 7127, top1_acc: 0.3883, top5_acc: 0.6750, loss_cls: 2.5728, loss: 2.5728, grad_norm: 6.2346 2021-06-07 00:36:14,585 - mmaction - INFO - Epoch [11][760/1345] lr: 1.000e-02, eta: 13:56:58, time: 0.601, data_time: 0.001, memory: 7127, top1_acc: 0.3695, top5_acc: 0.6516, loss_cls: 2.5950, loss: 2.5950, grad_norm: 6.4087 2021-06-07 00:36:28,180 - mmaction - INFO - Epoch [11][780/1345] lr: 1.000e-02, eta: 13:56:19, time: 0.679, data_time: 0.001, memory: 7127, top1_acc: 0.3836, top5_acc: 0.6758, loss_cls: 2.5212, loss: 2.5212, grad_norm: 6.0476 2021-06-07 00:36:40,026 - mmaction - INFO - Epoch [11][800/1345] lr: 1.000e-02, eta: 13:55:34, time: 0.592, data_time: 0.001, memory: 7127, top1_acc: 0.3672, top5_acc: 0.6664, loss_cls: 2.6116, loss: 2.6116, grad_norm: 6.3337 2021-06-07 00:36:52,115 - mmaction - INFO - Epoch [11][820/1345] lr: 1.000e-02, eta: 13:54:50, time: 0.605, data_time: 0.001, memory: 7127, top1_acc: 0.3969, top5_acc: 0.6672, loss_cls: 2.5307, loss: 2.5307, grad_norm: 6.3522 2021-06-07 00:37:04,342 - mmaction - INFO - Epoch [11][840/1345] lr: 1.000e-02, eta: 13:54:06, time: 0.611, data_time: 0.001, memory: 7127, top1_acc: 0.3961, top5_acc: 0.6859, loss_cls: 2.4938, loss: 2.4938, grad_norm: 6.3721 2021-06-07 00:37:17,077 - mmaction - INFO - Epoch [11][860/1345] lr: 1.000e-02, eta: 13:53:24, time: 0.637, data_time: 0.001, memory: 7127, top1_acc: 0.3695, top5_acc: 0.6727, loss_cls: 2.6249, loss: 2.6249, grad_norm: 6.3711 2021-06-07 00:37:29,253 - mmaction - INFO - Epoch [11][880/1345] lr: 1.000e-02, eta: 13:52:41, time: 0.609, data_time: 0.002, memory: 7127, top1_acc: 0.3695, top5_acc: 0.6547, loss_cls: 2.6240, loss: 2.6240, grad_norm: 5.9969 2021-06-07 00:37:42,276 - mmaction - INFO - Epoch [11][900/1345] lr: 1.000e-02, eta: 13:52:00, time: 0.652, data_time: 0.001, memory: 7127, top1_acc: 0.3883, top5_acc: 0.6664, loss_cls: 2.5865, loss: 2.5865, grad_norm: 6.2215 2021-06-07 00:37:54,662 - mmaction - INFO - Epoch [11][920/1345] lr: 1.000e-02, eta: 13:51:17, time: 0.617, data_time: 0.001, memory: 7127, top1_acc: 0.3891, top5_acc: 0.6742, loss_cls: 2.5600, loss: 2.5600, grad_norm: 6.1351 2021-06-07 00:38:07,143 - mmaction - INFO - Epoch [11][940/1345] lr: 1.000e-02, eta: 13:50:35, time: 0.626, data_time: 0.003, memory: 7127, top1_acc: 0.3664, top5_acc: 0.6633, loss_cls: 2.5770, loss: 2.5770, grad_norm: 6.2938 2021-06-07 00:38:19,142 - mmaction - INFO - Epoch [11][960/1345] lr: 1.000e-02, eta: 13:49:51, time: 0.600, data_time: 0.001, memory: 7127, top1_acc: 0.3727, top5_acc: 0.6602, loss_cls: 2.5923, loss: 2.5923, grad_norm: 6.1402 2021-06-07 00:38:32,344 - mmaction - INFO - Epoch [11][980/1345] lr: 1.000e-02, eta: 13:49:12, time: 0.660, data_time: 0.001, memory: 7127, top1_acc: 0.3898, top5_acc: 0.6711, loss_cls: 2.5602, loss: 2.5602, grad_norm: 6.2209 2021-06-07 00:38:44,493 - mmaction - INFO - Epoch [11][1000/1345] lr: 1.000e-02, eta: 13:48:28, time: 0.608, data_time: 0.002, memory: 7127, top1_acc: 0.3734, top5_acc: 0.6430, loss_cls: 2.6381, loss: 2.6381, grad_norm: 6.3549 2021-06-07 00:38:56,387 - mmaction - INFO - Epoch [11][1020/1345] lr: 1.000e-02, eta: 13:47:44, time: 0.595, data_time: 0.001, memory: 7127, top1_acc: 0.3742, top5_acc: 0.6500, loss_cls: 2.6639, loss: 2.6639, grad_norm: 6.2472 2021-06-07 00:39:08,650 - mmaction - INFO - Epoch [11][1040/1345] lr: 1.000e-02, eta: 13:47:01, time: 0.613, data_time: 0.001, memory: 7127, top1_acc: 0.4125, top5_acc: 0.6711, loss_cls: 2.4924, loss: 2.4924, grad_norm: 6.2177 2021-06-07 00:39:20,905 - mmaction - INFO - Epoch [11][1060/1345] lr: 1.000e-02, eta: 13:46:19, time: 0.612, data_time: 0.001, memory: 7127, top1_acc: 0.3844, top5_acc: 0.6531, loss_cls: 2.6194, loss: 2.6194, grad_norm: 6.3103 2021-06-07 00:39:33,231 - mmaction - INFO - Epoch [11][1080/1345] lr: 1.000e-02, eta: 13:45:37, time: 0.617, data_time: 0.001, memory: 7127, top1_acc: 0.4141, top5_acc: 0.6758, loss_cls: 2.4574, loss: 2.4574, grad_norm: 6.1848 2021-06-07 00:39:45,070 - mmaction - INFO - Epoch [11][1100/1345] lr: 1.000e-02, eta: 13:44:53, time: 0.592, data_time: 0.001, memory: 7127, top1_acc: 0.3789, top5_acc: 0.6422, loss_cls: 2.6945, loss: 2.6945, grad_norm: 6.3114 2021-06-07 00:39:58,052 - mmaction - INFO - Epoch [11][1120/1345] lr: 1.000e-02, eta: 13:44:13, time: 0.649, data_time: 0.001, memory: 7127, top1_acc: 0.4094, top5_acc: 0.6898, loss_cls: 2.4558, loss: 2.4558, grad_norm: 6.3151 2021-06-07 00:40:10,859 - mmaction - INFO - Epoch [11][1140/1345] lr: 1.000e-02, eta: 13:43:32, time: 0.641, data_time: 0.001, memory: 7127, top1_acc: 0.3758, top5_acc: 0.6586, loss_cls: 2.6184, loss: 2.6184, grad_norm: 6.5441 2021-06-07 00:40:22,801 - mmaction - INFO - Epoch [11][1160/1345] lr: 1.000e-02, eta: 13:42:49, time: 0.597, data_time: 0.001, memory: 7127, top1_acc: 0.3789, top5_acc: 0.6430, loss_cls: 2.6143, loss: 2.6143, grad_norm: 6.2429 2021-06-07 00:40:35,490 - mmaction - INFO - Epoch [11][1180/1345] lr: 1.000e-02, eta: 13:42:08, time: 0.634, data_time: 0.001, memory: 7127, top1_acc: 0.3563, top5_acc: 0.6625, loss_cls: 2.6307, loss: 2.6307, grad_norm: 6.3196 2021-06-07 00:40:47,797 - mmaction - INFO - Epoch [11][1200/1345] lr: 1.000e-02, eta: 13:41:27, time: 0.615, data_time: 0.001, memory: 7127, top1_acc: 0.3688, top5_acc: 0.6461, loss_cls: 2.6457, loss: 2.6457, grad_norm: 6.2687 2021-06-07 00:40:59,435 - mmaction - INFO - Epoch [11][1220/1345] lr: 1.000e-02, eta: 13:40:42, time: 0.582, data_time: 0.002, memory: 7127, top1_acc: 0.3937, top5_acc: 0.6617, loss_cls: 2.6112, loss: 2.6112, grad_norm: 6.2743 2021-06-07 00:41:11,720 - mmaction - INFO - Epoch [11][1240/1345] lr: 1.000e-02, eta: 13:40:01, time: 0.614, data_time: 0.001, memory: 7127, top1_acc: 0.3961, top5_acc: 0.6680, loss_cls: 2.5051, loss: 2.5051, grad_norm: 6.2337 2021-06-07 00:41:24,765 - mmaction - INFO - Epoch [11][1260/1345] lr: 1.000e-02, eta: 13:39:22, time: 0.652, data_time: 0.001, memory: 7127, top1_acc: 0.3695, top5_acc: 0.6602, loss_cls: 2.6157, loss: 2.6157, grad_norm: 6.3915 2021-06-07 00:41:36,265 - mmaction - INFO - Epoch [11][1280/1345] lr: 1.000e-02, eta: 13:38:37, time: 0.575, data_time: 0.001, memory: 7127, top1_acc: 0.3555, top5_acc: 0.6500, loss_cls: 2.7036, loss: 2.7036, grad_norm: 6.3599 2021-06-07 00:41:48,976 - mmaction - INFO - Epoch [11][1300/1345] lr: 1.000e-02, eta: 13:37:57, time: 0.635, data_time: 0.001, memory: 7127, top1_acc: 0.3805, top5_acc: 0.6656, loss_cls: 2.5967, loss: 2.5967, grad_norm: 6.3280 2021-06-07 00:42:00,427 - mmaction - INFO - Epoch [11][1320/1345] lr: 1.000e-02, eta: 13:37:13, time: 0.573, data_time: 0.001, memory: 7127, top1_acc: 0.3648, top5_acc: 0.6570, loss_cls: 2.6075, loss: 2.6075, grad_norm: 6.1390 2021-06-07 00:42:12,405 - mmaction - INFO - Epoch [11][1340/1345] lr: 1.000e-02, eta: 13:36:30, time: 0.599, data_time: 0.001, memory: 7127, top1_acc: 0.3883, top5_acc: 0.6516, loss_cls: 2.5829, loss: 2.5829, grad_norm: 6.1492 2021-06-07 00:42:18,640 - mmaction - INFO - Saving checkpoint at 11 epochs 2021-06-07 00:49:54,688 - mmaction - INFO - Epoch [12][20/1345] lr: 1.000e-02, eta: 14:01:35, time: 22.751, data_time: 22.157, memory: 7127, top1_acc: 0.3641, top5_acc: 0.6562, loss_cls: 2.6032, loss: 2.6032, grad_norm: 6.1442 2021-06-07 00:50:04,999 - mmaction - INFO - Epoch [12][40/1345] lr: 1.000e-02, eta: 14:00:44, time: 0.515, data_time: 0.003, memory: 7127, top1_acc: 0.4047, top5_acc: 0.6859, loss_cls: 2.4898, loss: 2.4898, grad_norm: 6.3479 2021-06-07 00:50:15,297 - mmaction - INFO - Epoch [12][60/1345] lr: 1.000e-02, eta: 13:59:53, time: 0.517, data_time: 0.003, memory: 7127, top1_acc: 0.4102, top5_acc: 0.6836, loss_cls: 2.4649, loss: 2.4649, grad_norm: 6.5545 2021-06-07 00:50:25,552 - mmaction - INFO - Epoch [12][80/1345] lr: 1.000e-02, eta: 13:59:02, time: 0.513, data_time: 0.001, memory: 7127, top1_acc: 0.3914, top5_acc: 0.6836, loss_cls: 2.5470, loss: 2.5470, grad_norm: 6.1365 2021-06-07 00:50:35,761 - mmaction - INFO - Epoch [12][100/1345] lr: 1.000e-02, eta: 13:58:11, time: 0.510, data_time: 0.001, memory: 7127, top1_acc: 0.4023, top5_acc: 0.6875, loss_cls: 2.4542, loss: 2.4542, grad_norm: 6.1038 2021-06-07 00:50:45,930 - mmaction - INFO - Epoch [12][120/1345] lr: 1.000e-02, eta: 13:57:20, time: 0.508, data_time: 0.002, memory: 7127, top1_acc: 0.4078, top5_acc: 0.6820, loss_cls: 2.4861, loss: 2.4861, grad_norm: 6.6894 2021-06-07 00:50:56,115 - mmaction - INFO - Epoch [12][140/1345] lr: 1.000e-02, eta: 13:56:30, time: 0.510, data_time: 0.002, memory: 7127, top1_acc: 0.3875, top5_acc: 0.6625, loss_cls: 2.5752, loss: 2.5752, grad_norm: 6.5482 2021-06-07 00:51:06,365 - mmaction - INFO - Epoch [12][160/1345] lr: 1.000e-02, eta: 13:55:39, time: 0.513, data_time: 0.002, memory: 7127, top1_acc: 0.3609, top5_acc: 0.6719, loss_cls: 2.6096, loss: 2.6096, grad_norm: 6.4684 2021-06-07 00:51:17,219 - mmaction - INFO - Epoch [12][180/1345] lr: 1.000e-02, eta: 13:54:51, time: 0.543, data_time: 0.001, memory: 7127, top1_acc: 0.4109, top5_acc: 0.6766, loss_cls: 2.4560, loss: 2.4560, grad_norm: 6.3230 2021-06-07 00:51:27,786 - mmaction - INFO - Epoch [12][200/1345] lr: 1.000e-02, eta: 13:54:02, time: 0.528, data_time: 0.001, memory: 7127, top1_acc: 0.3852, top5_acc: 0.6555, loss_cls: 2.5638, loss: 2.5638, grad_norm: 6.2139 2021-06-07 00:51:39,057 - mmaction - INFO - Epoch [12][220/1345] lr: 1.000e-02, eta: 13:53:15, time: 0.563, data_time: 0.001, memory: 7127, top1_acc: 0.3937, top5_acc: 0.6695, loss_cls: 2.5303, loss: 2.5303, grad_norm: 6.3200 2021-06-07 00:51:50,746 - mmaction - INFO - Epoch [12][240/1345] lr: 1.000e-02, eta: 13:52:30, time: 0.584, data_time: 0.001, memory: 7127, top1_acc: 0.3945, top5_acc: 0.6836, loss_cls: 2.4648, loss: 2.4648, grad_norm: 6.3403 2021-06-07 00:52:02,020 - mmaction - INFO - Epoch [12][260/1345] lr: 1.000e-02, eta: 13:51:44, time: 0.564, data_time: 0.001, memory: 7127, top1_acc: 0.3898, top5_acc: 0.6953, loss_cls: 2.5300, loss: 2.5300, grad_norm: 6.3322 2021-06-07 00:52:13,215 - mmaction - INFO - Epoch [12][280/1345] lr: 1.000e-02, eta: 13:50:57, time: 0.559, data_time: 0.002, memory: 7127, top1_acc: 0.3984, top5_acc: 0.6828, loss_cls: 2.4644, loss: 2.4644, grad_norm: 6.6773 2021-06-07 00:52:25,154 - mmaction - INFO - Epoch [12][300/1345] lr: 1.000e-02, eta: 13:50:13, time: 0.597, data_time: 0.002, memory: 7127, top1_acc: 0.3797, top5_acc: 0.6750, loss_cls: 2.5944, loss: 2.5944, grad_norm: 6.4390 2021-06-07 00:52:37,786 - mmaction - INFO - Epoch [12][320/1345] lr: 1.000e-02, eta: 13:49:32, time: 0.632, data_time: 0.002, memory: 7127, top1_acc: 0.4203, top5_acc: 0.6781, loss_cls: 2.4919, loss: 2.4919, grad_norm: 6.2788 2021-06-07 00:52:49,737 - mmaction - INFO - Epoch [12][340/1345] lr: 1.000e-02, eta: 13:48:48, time: 0.596, data_time: 0.001, memory: 7127, top1_acc: 0.3961, top5_acc: 0.6664, loss_cls: 2.5159, loss: 2.5159, grad_norm: 6.2451 2021-06-07 00:53:01,847 - mmaction - INFO - Epoch [12][360/1345] lr: 1.000e-02, eta: 13:48:05, time: 0.606, data_time: 0.002, memory: 7127, top1_acc: 0.3977, top5_acc: 0.6859, loss_cls: 2.5158, loss: 2.5158, grad_norm: 6.5154 2021-06-07 00:53:14,081 - mmaction - INFO - Epoch [12][380/1345] lr: 1.000e-02, eta: 13:47:23, time: 0.612, data_time: 0.002, memory: 7127, top1_acc: 0.3852, top5_acc: 0.6508, loss_cls: 2.5753, loss: 2.5753, grad_norm: 6.4518 2021-06-07 00:53:25,613 - mmaction - INFO - Epoch [12][400/1345] lr: 1.000e-02, eta: 13:46:38, time: 0.577, data_time: 0.002, memory: 7127, top1_acc: 0.4023, top5_acc: 0.6930, loss_cls: 2.4595, loss: 2.4595, grad_norm: 6.2979 2021-06-07 00:53:37,682 - mmaction - INFO - Epoch [12][420/1345] lr: 1.000e-02, eta: 13:45:55, time: 0.603, data_time: 0.001, memory: 7127, top1_acc: 0.3937, top5_acc: 0.6562, loss_cls: 2.5661, loss: 2.5661, grad_norm: 6.3917 2021-06-07 00:53:50,038 - mmaction - INFO - Epoch [12][440/1345] lr: 1.000e-02, eta: 13:45:13, time: 0.618, data_time: 0.002, memory: 7127, top1_acc: 0.4008, top5_acc: 0.6852, loss_cls: 2.5367, loss: 2.5367, grad_norm: 6.4510 2021-06-07 00:54:01,761 - mmaction - INFO - Epoch [12][460/1345] lr: 1.000e-02, eta: 13:44:29, time: 0.586, data_time: 0.001, memory: 7127, top1_acc: 0.3766, top5_acc: 0.6758, loss_cls: 2.5833, loss: 2.5833, grad_norm: 6.2280 2021-06-07 00:54:14,863 - mmaction - INFO - Epoch [12][480/1345] lr: 1.000e-02, eta: 13:43:50, time: 0.656, data_time: 0.002, memory: 7127, top1_acc: 0.3859, top5_acc: 0.6836, loss_cls: 2.5276, loss: 2.5276, grad_norm: 6.1940 2021-06-07 00:54:26,828 - mmaction - INFO - Epoch [12][500/1345] lr: 1.000e-02, eta: 13:43:07, time: 0.598, data_time: 0.001, memory: 7127, top1_acc: 0.3727, top5_acc: 0.6641, loss_cls: 2.6122, loss: 2.6122, grad_norm: 6.3455 2021-06-07 00:54:39,122 - mmaction - INFO - Epoch [12][520/1345] lr: 1.000e-02, eta: 13:42:25, time: 0.614, data_time: 0.001, memory: 7127, top1_acc: 0.3945, top5_acc: 0.6555, loss_cls: 2.5120, loss: 2.5120, grad_norm: 6.2403 2021-06-07 00:54:51,017 - mmaction - INFO - Epoch [12][540/1345] lr: 1.000e-02, eta: 13:41:42, time: 0.595, data_time: 0.002, memory: 7127, top1_acc: 0.3766, top5_acc: 0.6813, loss_cls: 2.5275, loss: 2.5275, grad_norm: 6.5317 2021-06-07 00:55:03,722 - mmaction - INFO - Epoch [12][560/1345] lr: 1.000e-02, eta: 13:41:02, time: 0.636, data_time: 0.002, memory: 7127, top1_acc: 0.3742, top5_acc: 0.6578, loss_cls: 2.6047, loss: 2.6047, grad_norm: 6.1522 2021-06-07 00:55:15,502 - mmaction - INFO - Epoch [12][580/1345] lr: 1.000e-02, eta: 13:40:18, time: 0.589, data_time: 0.001, memory: 7127, top1_acc: 0.3969, top5_acc: 0.6906, loss_cls: 2.4960, loss: 2.4960, grad_norm: 6.7133 2021-06-07 00:55:28,255 - mmaction - INFO - Epoch [12][600/1345] lr: 1.000e-02, eta: 13:39:38, time: 0.637, data_time: 0.001, memory: 7127, top1_acc: 0.3984, top5_acc: 0.6539, loss_cls: 2.5658, loss: 2.5658, grad_norm: 6.2055 2021-06-07 00:55:41,131 - mmaction - INFO - Epoch [12][620/1345] lr: 1.000e-02, eta: 13:38:59, time: 0.644, data_time: 0.001, memory: 7127, top1_acc: 0.3898, top5_acc: 0.6734, loss_cls: 2.5094, loss: 2.5094, grad_norm: 6.2309 2021-06-07 00:55:52,811 - mmaction - INFO - Epoch [12][640/1345] lr: 1.000e-02, eta: 13:38:16, time: 0.583, data_time: 0.001, memory: 7127, top1_acc: 0.3914, top5_acc: 0.6586, loss_cls: 2.6018, loss: 2.6018, grad_norm: 6.4048 2021-06-07 00:56:04,564 - mmaction - INFO - Epoch [12][660/1345] lr: 1.000e-02, eta: 13:37:32, time: 0.587, data_time: 0.002, memory: 7127, top1_acc: 0.3586, top5_acc: 0.6648, loss_cls: 2.6289, loss: 2.6289, grad_norm: 6.2632 2021-06-07 00:56:16,510 - mmaction - INFO - Epoch [12][680/1345] lr: 1.000e-02, eta: 13:36:50, time: 0.598, data_time: 0.003, memory: 7127, top1_acc: 0.4008, top5_acc: 0.6648, loss_cls: 2.4932, loss: 2.4932, grad_norm: 6.3785 2021-06-07 00:56:28,282 - mmaction - INFO - Epoch [12][700/1345] lr: 1.000e-02, eta: 13:36:07, time: 0.589, data_time: 0.001, memory: 7127, top1_acc: 0.4078, top5_acc: 0.6961, loss_cls: 2.4406, loss: 2.4406, grad_norm: 6.3280 2021-06-07 00:56:40,418 - mmaction - INFO - Epoch [12][720/1345] lr: 1.000e-02, eta: 13:35:26, time: 0.606, data_time: 0.002, memory: 7127, top1_acc: 0.3625, top5_acc: 0.6672, loss_cls: 2.6383, loss: 2.6383, grad_norm: 6.2316 2021-06-07 00:56:53,353 - mmaction - INFO - Epoch [12][740/1345] lr: 1.000e-02, eta: 13:34:47, time: 0.647, data_time: 0.002, memory: 7127, top1_acc: 0.3742, top5_acc: 0.6648, loss_cls: 2.5502, loss: 2.5502, grad_norm: 6.2349 2021-06-07 00:57:06,459 - mmaction - INFO - Epoch [12][760/1345] lr: 1.000e-02, eta: 13:34:09, time: 0.656, data_time: 0.001, memory: 7127, top1_acc: 0.4008, top5_acc: 0.6820, loss_cls: 2.5529, loss: 2.5529, grad_norm: 6.6176 2021-06-07 00:57:17,821 - mmaction - INFO - Epoch [12][780/1345] lr: 1.000e-02, eta: 13:33:25, time: 0.568, data_time: 0.001, memory: 7127, top1_acc: 0.3922, top5_acc: 0.6680, loss_cls: 2.5397, loss: 2.5397, grad_norm: 6.3553 2021-06-07 00:57:30,382 - mmaction - INFO - Epoch [12][800/1345] lr: 1.000e-02, eta: 13:32:45, time: 0.628, data_time: 0.001, memory: 7127, top1_acc: 0.3961, top5_acc: 0.6766, loss_cls: 2.5036, loss: 2.5036, grad_norm: 6.5011 2021-06-07 00:57:42,690 - mmaction - INFO - Epoch [12][820/1345] lr: 1.000e-02, eta: 13:32:04, time: 0.614, data_time: 0.001, memory: 7127, top1_acc: 0.3703, top5_acc: 0.6625, loss_cls: 2.6442, loss: 2.6442, grad_norm: 6.2012 2021-06-07 00:57:54,606 - mmaction - INFO - Epoch [12][840/1345] lr: 1.000e-02, eta: 13:31:23, time: 0.597, data_time: 0.004, memory: 7127, top1_acc: 0.3805, top5_acc: 0.6914, loss_cls: 2.5575, loss: 2.5575, grad_norm: 6.4931 2021-06-07 00:58:06,282 - mmaction - INFO - Epoch [12][860/1345] lr: 1.000e-02, eta: 13:30:40, time: 0.584, data_time: 0.001, memory: 7127, top1_acc: 0.3711, top5_acc: 0.6484, loss_cls: 2.5984, loss: 2.5984, grad_norm: 6.4433 2021-06-07 00:58:18,978 - mmaction - INFO - Epoch [12][880/1345] lr: 1.000e-02, eta: 13:30:01, time: 0.635, data_time: 0.001, memory: 7127, top1_acc: 0.3750, top5_acc: 0.6727, loss_cls: 2.6028, loss: 2.6028, grad_norm: 6.2615 2021-06-07 00:58:30,557 - mmaction - INFO - Epoch [12][900/1345] lr: 1.000e-02, eta: 13:29:18, time: 0.579, data_time: 0.001, memory: 7127, top1_acc: 0.3883, top5_acc: 0.6781, loss_cls: 2.4837, loss: 2.4837, grad_norm: 6.5742 2021-06-07 00:58:42,848 - mmaction - INFO - Epoch [12][920/1345] lr: 1.000e-02, eta: 13:28:38, time: 0.615, data_time: 0.001, memory: 7127, top1_acc: 0.3805, top5_acc: 0.6656, loss_cls: 2.6294, loss: 2.6294, grad_norm: 7.0763 2021-06-07 00:58:54,837 - mmaction - INFO - Epoch [12][940/1345] lr: 1.000e-02, eta: 13:27:57, time: 0.599, data_time: 0.001, memory: 7127, top1_acc: 0.3688, top5_acc: 0.6406, loss_cls: 2.6989, loss: 2.6989, grad_norm: 6.2623 2021-06-07 00:59:07,636 - mmaction - INFO - Epoch [12][960/1345] lr: 1.000e-02, eta: 13:27:18, time: 0.641, data_time: 0.002, memory: 7127, top1_acc: 0.3953, top5_acc: 0.6797, loss_cls: 2.4754, loss: 2.4754, grad_norm: 6.5032 2021-06-07 00:59:19,956 - mmaction - INFO - Epoch [12][980/1345] lr: 1.000e-02, eta: 13:26:38, time: 0.615, data_time: 0.001, memory: 7127, top1_acc: 0.3961, top5_acc: 0.6758, loss_cls: 2.4808, loss: 2.4808, grad_norm: 6.3018 2021-06-07 00:59:31,884 - mmaction - INFO - Epoch [12][1000/1345] lr: 1.000e-02, eta: 13:25:57, time: 0.597, data_time: 0.002, memory: 7127, top1_acc: 0.3922, top5_acc: 0.6703, loss_cls: 2.5569, loss: 2.5569, grad_norm: 6.3119 2021-06-07 00:59:44,466 - mmaction - INFO - Epoch [12][1020/1345] lr: 1.000e-02, eta: 13:25:18, time: 0.630, data_time: 0.001, memory: 7127, top1_acc: 0.3633, top5_acc: 0.6703, loss_cls: 2.5748, loss: 2.5748, grad_norm: 6.1942 2021-06-07 00:59:57,535 - mmaction - INFO - Epoch [12][1040/1345] lr: 1.000e-02, eta: 13:24:41, time: 0.653, data_time: 0.001, memory: 7127, top1_acc: 0.3773, top5_acc: 0.6766, loss_cls: 2.4857, loss: 2.4857, grad_norm: 6.4724 2021-06-07 01:00:09,153 - mmaction - INFO - Epoch [12][1060/1345] lr: 1.000e-02, eta: 13:23:59, time: 0.581, data_time: 0.001, memory: 7127, top1_acc: 0.4055, top5_acc: 0.6672, loss_cls: 2.5655, loss: 2.5655, grad_norm: 6.1472 2021-06-07 01:00:22,383 - mmaction - INFO - Epoch [12][1080/1345] lr: 1.000e-02, eta: 13:23:22, time: 0.661, data_time: 0.001, memory: 7127, top1_acc: 0.4047, top5_acc: 0.6656, loss_cls: 2.5351, loss: 2.5351, grad_norm: 6.2508 2021-06-07 01:00:34,464 - mmaction - INFO - Epoch [12][1100/1345] lr: 1.000e-02, eta: 13:22:41, time: 0.604, data_time: 0.001, memory: 7127, top1_acc: 0.3945, top5_acc: 0.6711, loss_cls: 2.5623, loss: 2.5623, grad_norm: 6.0523 2021-06-07 01:00:46,275 - mmaction - INFO - Epoch [12][1120/1345] lr: 1.000e-02, eta: 13:22:00, time: 0.591, data_time: 0.002, memory: 7127, top1_acc: 0.4078, top5_acc: 0.6687, loss_cls: 2.4701, loss: 2.4701, grad_norm: 6.2843 2021-06-07 01:00:58,251 - mmaction - INFO - Epoch [12][1140/1345] lr: 1.000e-02, eta: 13:21:20, time: 0.600, data_time: 0.002, memory: 7127, top1_acc: 0.3891, top5_acc: 0.6891, loss_cls: 2.4956, loss: 2.4956, grad_norm: 6.3314 2021-06-07 01:01:12,057 - mmaction - INFO - Epoch [12][1160/1345] lr: 1.000e-02, eta: 13:20:45, time: 0.690, data_time: 0.001, memory: 7127, top1_acc: 0.3828, top5_acc: 0.6734, loss_cls: 2.5644, loss: 2.5644, grad_norm: 6.4712 2021-06-07 01:01:23,536 - mmaction - INFO - Epoch [12][1180/1345] lr: 1.000e-02, eta: 13:20:03, time: 0.574, data_time: 0.001, memory: 7127, top1_acc: 0.3672, top5_acc: 0.6656, loss_cls: 2.6030, loss: 2.6030, grad_norm: 6.0838 2021-06-07 01:01:36,208 - mmaction - INFO - Epoch [12][1200/1345] lr: 1.000e-02, eta: 13:19:25, time: 0.634, data_time: 0.001, memory: 7127, top1_acc: 0.4188, top5_acc: 0.6922, loss_cls: 2.4852, loss: 2.4852, grad_norm: 6.2736 2021-06-07 01:01:49,465 - mmaction - INFO - Epoch [12][1220/1345] lr: 1.000e-02, eta: 13:18:49, time: 0.663, data_time: 0.001, memory: 7127, top1_acc: 0.3906, top5_acc: 0.6750, loss_cls: 2.5074, loss: 2.5074, grad_norm: 6.5822 2021-06-07 01:02:01,153 - mmaction - INFO - Epoch [12][1240/1345] lr: 1.000e-02, eta: 13:18:08, time: 0.584, data_time: 0.002, memory: 7127, top1_acc: 0.3891, top5_acc: 0.6641, loss_cls: 2.5603, loss: 2.5603, grad_norm: 6.2067 2021-06-07 01:02:13,607 - mmaction - INFO - Epoch [12][1260/1345] lr: 1.000e-02, eta: 13:17:29, time: 0.623, data_time: 0.001, memory: 7127, top1_acc: 0.3969, top5_acc: 0.6586, loss_cls: 2.5801, loss: 2.5801, grad_norm: 6.3691 2021-06-07 01:02:26,044 - mmaction - INFO - Epoch [12][1280/1345] lr: 1.000e-02, eta: 13:16:51, time: 0.622, data_time: 0.002, memory: 7127, top1_acc: 0.4031, top5_acc: 0.6766, loss_cls: 2.5079, loss: 2.5079, grad_norm: 6.3948 2021-06-07 01:02:39,276 - mmaction - INFO - Epoch [12][1300/1345] lr: 1.000e-02, eta: 13:16:14, time: 0.662, data_time: 0.001, memory: 7127, top1_acc: 0.3828, top5_acc: 0.6672, loss_cls: 2.5218, loss: 2.5218, grad_norm: 6.1375 2021-06-07 01:02:50,432 - mmaction - INFO - Epoch [12][1320/1345] lr: 1.000e-02, eta: 13:15:32, time: 0.558, data_time: 0.002, memory: 7127, top1_acc: 0.3836, top5_acc: 0.6734, loss_cls: 2.5552, loss: 2.5552, grad_norm: 6.3075 2021-06-07 01:03:02,575 - mmaction - INFO - Epoch [12][1340/1345] lr: 1.000e-02, eta: 13:14:53, time: 0.607, data_time: 0.002, memory: 7127, top1_acc: 0.3750, top5_acc: 0.6375, loss_cls: 2.6522, loss: 2.6522, grad_norm: 6.1545 2021-06-07 01:03:09,987 - mmaction - INFO - Saving checkpoint at 12 epochs 2021-06-07 01:10:53,350 - mmaction - INFO - Epoch [13][20/1345] lr: 1.000e-02, eta: 13:37:37, time: 23.117, data_time: 22.485, memory: 7127, top1_acc: 0.4109, top5_acc: 0.6922, loss_cls: 2.4714, loss: 2.4714, grad_norm: 6.0404 2021-06-07 01:11:03,637 - mmaction - INFO - Epoch [13][40/1345] lr: 1.000e-02, eta: 13:36:50, time: 0.516, data_time: 0.004, memory: 7127, top1_acc: 0.4070, top5_acc: 0.6742, loss_cls: 2.4617, loss: 2.4617, grad_norm: 6.4015 2021-06-07 01:11:13,708 - mmaction - INFO - Epoch [13][60/1345] lr: 1.000e-02, eta: 13:36:02, time: 0.504, data_time: 0.001, memory: 7127, top1_acc: 0.3922, top5_acc: 0.6758, loss_cls: 2.5323, loss: 2.5323, grad_norm: 6.6000 2021-06-07 01:11:23,799 - mmaction - INFO - Epoch [13][80/1345] lr: 1.000e-02, eta: 13:35:14, time: 0.505, data_time: 0.002, memory: 7127, top1_acc: 0.3953, top5_acc: 0.6820, loss_cls: 2.4877, loss: 2.4877, grad_norm: 6.2887 2021-06-07 01:11:33,915 - mmaction - INFO - Epoch [13][100/1345] lr: 1.000e-02, eta: 13:34:27, time: 0.505, data_time: 0.002, memory: 7127, top1_acc: 0.4242, top5_acc: 0.6836, loss_cls: 2.4175, loss: 2.4175, grad_norm: 6.3984 2021-06-07 01:11:44,052 - mmaction - INFO - Epoch [13][120/1345] lr: 1.000e-02, eta: 13:33:39, time: 0.507, data_time: 0.002, memory: 7127, top1_acc: 0.4000, top5_acc: 0.6758, loss_cls: 2.4767, loss: 2.4767, grad_norm: 6.2334 2021-06-07 01:11:54,206 - mmaction - INFO - Epoch [13][140/1345] lr: 1.000e-02, eta: 13:32:52, time: 0.508, data_time: 0.002, memory: 7127, top1_acc: 0.3891, top5_acc: 0.6828, loss_cls: 2.5136, loss: 2.5136, grad_norm: 6.4103 2021-06-07 01:12:04,515 - mmaction - INFO - Epoch [13][160/1345] lr: 1.000e-02, eta: 13:32:05, time: 0.514, data_time: 0.001, memory: 7127, top1_acc: 0.3859, top5_acc: 0.6922, loss_cls: 2.4510, loss: 2.4510, grad_norm: 6.7084 2021-06-07 01:12:14,926 - mmaction - INFO - Epoch [13][180/1345] lr: 1.000e-02, eta: 13:31:19, time: 0.522, data_time: 0.003, memory: 7127, top1_acc: 0.3937, top5_acc: 0.6953, loss_cls: 2.4648, loss: 2.4648, grad_norm: 6.3173 2021-06-07 01:12:25,248 - mmaction - INFO - Epoch [13][200/1345] lr: 1.000e-02, eta: 13:30:32, time: 0.515, data_time: 0.001, memory: 7127, top1_acc: 0.3945, top5_acc: 0.6820, loss_cls: 2.4950, loss: 2.4950, grad_norm: 6.5293 2021-06-07 01:12:37,113 - mmaction - INFO - Epoch [13][220/1345] lr: 1.000e-02, eta: 13:29:51, time: 0.593, data_time: 0.003, memory: 7127, top1_acc: 0.3953, top5_acc: 0.6961, loss_cls: 2.4463, loss: 2.4463, grad_norm: 6.2269 2021-06-07 01:12:48,639 - mmaction - INFO - Epoch [13][240/1345] lr: 1.000e-02, eta: 13:29:08, time: 0.578, data_time: 0.002, memory: 7127, top1_acc: 0.3969, top5_acc: 0.6773, loss_cls: 2.5020, loss: 2.5020, grad_norm: 6.2702 2021-06-07 01:12:59,707 - mmaction - INFO - Epoch [13][260/1345] lr: 1.000e-02, eta: 13:28:24, time: 0.553, data_time: 0.001, memory: 7127, top1_acc: 0.3703, top5_acc: 0.6805, loss_cls: 2.5414, loss: 2.5414, grad_norm: 6.7171 2021-06-07 01:13:11,463 - mmaction - INFO - Epoch [13][280/1345] lr: 1.000e-02, eta: 13:27:42, time: 0.588, data_time: 0.002, memory: 7127, top1_acc: 0.4242, top5_acc: 0.7039, loss_cls: 2.3742, loss: 2.3742, grad_norm: 6.2556 2021-06-07 01:13:22,793 - mmaction - INFO - Epoch [13][300/1345] lr: 1.000e-02, eta: 13:26:59, time: 0.567, data_time: 0.002, memory: 7127, top1_acc: 0.4211, top5_acc: 0.6875, loss_cls: 2.4153, loss: 2.4153, grad_norm: 6.5843 2021-06-07 01:13:34,453 - mmaction - INFO - Epoch [13][320/1345] lr: 1.000e-02, eta: 13:26:17, time: 0.583, data_time: 0.001, memory: 7127, top1_acc: 0.4172, top5_acc: 0.7031, loss_cls: 2.3971, loss: 2.3971, grad_norm: 6.2597 2021-06-07 01:13:46,718 - mmaction - INFO - Epoch [13][340/1345] lr: 1.000e-02, eta: 13:25:38, time: 0.613, data_time: 0.002, memory: 7127, top1_acc: 0.4062, top5_acc: 0.6711, loss_cls: 2.5289, loss: 2.5289, grad_norm: 6.2736 2021-06-07 01:13:58,686 - mmaction - INFO - Epoch [13][360/1345] lr: 1.000e-02, eta: 13:24:57, time: 0.599, data_time: 0.001, memory: 7127, top1_acc: 0.4094, top5_acc: 0.6961, loss_cls: 2.4289, loss: 2.4289, grad_norm: 6.2969 2021-06-07 01:14:10,674 - mmaction - INFO - Epoch [13][380/1345] lr: 1.000e-02, eta: 13:24:16, time: 0.599, data_time: 0.001, memory: 7127, top1_acc: 0.4008, top5_acc: 0.6836, loss_cls: 2.5183, loss: 2.5183, grad_norm: 6.2477 2021-06-07 01:14:23,021 - mmaction - INFO - Epoch [13][400/1345] lr: 1.000e-02, eta: 13:23:37, time: 0.617, data_time: 0.001, memory: 7127, top1_acc: 0.3789, top5_acc: 0.6687, loss_cls: 2.5629, loss: 2.5629, grad_norm: 6.4196 2021-06-07 01:14:35,644 - mmaction - INFO - Epoch [13][420/1345] lr: 1.000e-02, eta: 13:22:58, time: 0.631, data_time: 0.002, memory: 7127, top1_acc: 0.3977, top5_acc: 0.6711, loss_cls: 2.5469, loss: 2.5469, grad_norm: 6.3170 2021-06-07 01:14:48,075 - mmaction - INFO - Epoch [13][440/1345] lr: 1.000e-02, eta: 13:22:19, time: 0.622, data_time: 0.002, memory: 7127, top1_acc: 0.3859, top5_acc: 0.6758, loss_cls: 2.5015, loss: 2.5015, grad_norm: 6.5558 2021-06-07 01:15:01,088 - mmaction - INFO - Epoch [13][460/1345] lr: 1.000e-02, eta: 13:21:42, time: 0.651, data_time: 0.001, memory: 7127, top1_acc: 0.3742, top5_acc: 0.6656, loss_cls: 2.6000, loss: 2.6000, grad_norm: 6.2843 2021-06-07 01:15:15,138 - mmaction - INFO - Epoch [13][480/1345] lr: 1.000e-02, eta: 13:21:07, time: 0.701, data_time: 0.002, memory: 7127, top1_acc: 0.3883, top5_acc: 0.6758, loss_cls: 2.5677, loss: 2.5677, grad_norm: 6.6485 2021-06-07 01:15:26,939 - mmaction - INFO - Epoch [13][500/1345] lr: 1.000e-02, eta: 13:20:27, time: 0.591, data_time: 0.005, memory: 7127, top1_acc: 0.3812, top5_acc: 0.6742, loss_cls: 2.5323, loss: 2.5323, grad_norm: 6.1328 2021-06-07 01:15:40,319 - mmaction - INFO - Epoch [13][520/1345] lr: 1.000e-02, eta: 13:19:51, time: 0.668, data_time: 0.001, memory: 7127, top1_acc: 0.4180, top5_acc: 0.6937, loss_cls: 2.4804, loss: 2.4804, grad_norm: 6.3374 2021-06-07 01:15:52,887 - mmaction - INFO - Epoch [13][540/1345] lr: 1.000e-02, eta: 13:19:12, time: 0.629, data_time: 0.002, memory: 7127, top1_acc: 0.3969, top5_acc: 0.6617, loss_cls: 2.5301, loss: 2.5301, grad_norm: 6.3876 2021-06-07 01:16:05,889 - mmaction - INFO - Epoch [13][560/1345] lr: 1.000e-02, eta: 13:18:35, time: 0.651, data_time: 0.001, memory: 7127, top1_acc: 0.3977, top5_acc: 0.6789, loss_cls: 2.5210, loss: 2.5210, grad_norm: 6.3912 2021-06-07 01:16:18,082 - mmaction - INFO - Epoch [13][580/1345] lr: 1.000e-02, eta: 13:17:56, time: 0.609, data_time: 0.001, memory: 7127, top1_acc: 0.4188, top5_acc: 0.6961, loss_cls: 2.4373, loss: 2.4373, grad_norm: 6.2823 2021-06-07 01:16:31,350 - mmaction - INFO - Epoch [13][600/1345] lr: 1.000e-02, eta: 13:17:20, time: 0.664, data_time: 0.001, memory: 7127, top1_acc: 0.3961, top5_acc: 0.7070, loss_cls: 2.4676, loss: 2.4676, grad_norm: 6.5805 2021-06-07 01:16:44,700 - mmaction - INFO - Epoch [13][620/1345] lr: 1.000e-02, eta: 13:16:44, time: 0.666, data_time: 0.002, memory: 7127, top1_acc: 0.3891, top5_acc: 0.6672, loss_cls: 2.5461, loss: 2.5461, grad_norm: 6.0063 2021-06-07 01:16:57,065 - mmaction - INFO - Epoch [13][640/1345] lr: 1.000e-02, eta: 13:16:05, time: 0.619, data_time: 0.002, memory: 7127, top1_acc: 0.3945, top5_acc: 0.6648, loss_cls: 2.5257, loss: 2.5257, grad_norm: 6.3359 2021-06-07 01:17:09,708 - mmaction - INFO - Epoch [13][660/1345] lr: 1.000e-02, eta: 13:15:28, time: 0.632, data_time: 0.002, memory: 7127, top1_acc: 0.3992, top5_acc: 0.6703, loss_cls: 2.5184, loss: 2.5184, grad_norm: 6.4293 2021-06-07 01:17:22,651 - mmaction - INFO - Epoch [13][680/1345] lr: 1.000e-02, eta: 13:14:51, time: 0.647, data_time: 0.001, memory: 7127, top1_acc: 0.3695, top5_acc: 0.6500, loss_cls: 2.5553, loss: 2.5553, grad_norm: 6.4999 2021-06-07 01:17:35,075 - mmaction - INFO - Epoch [13][700/1345] lr: 1.000e-02, eta: 13:14:12, time: 0.621, data_time: 0.002, memory: 7127, top1_acc: 0.3883, top5_acc: 0.6617, loss_cls: 2.5273, loss: 2.5273, grad_norm: 6.2071 2021-06-07 01:17:47,705 - mmaction - INFO - Epoch [13][720/1345] lr: 1.000e-02, eta: 13:13:35, time: 0.631, data_time: 0.001, memory: 7127, top1_acc: 0.3937, top5_acc: 0.6477, loss_cls: 2.5894, loss: 2.5894, grad_norm: 6.2812 2021-06-07 01:18:00,343 - mmaction - INFO - Epoch [13][740/1345] lr: 1.000e-02, eta: 13:12:57, time: 0.632, data_time: 0.001, memory: 7127, top1_acc: 0.3992, top5_acc: 0.6766, loss_cls: 2.5169, loss: 2.5169, grad_norm: 6.3102 2021-06-07 01:18:12,718 - mmaction - INFO - Epoch [13][760/1345] lr: 1.000e-02, eta: 13:12:19, time: 0.619, data_time: 0.001, memory: 7127, top1_acc: 0.4211, top5_acc: 0.6859, loss_cls: 2.4638, loss: 2.4638, grad_norm: 6.2876 2021-06-07 01:18:25,599 - mmaction - INFO - Epoch [13][780/1345] lr: 1.000e-02, eta: 13:11:42, time: 0.644, data_time: 0.001, memory: 7127, top1_acc: 0.3937, top5_acc: 0.6766, loss_cls: 2.5337, loss: 2.5337, grad_norm: 6.2892 2021-06-07 01:18:38,169 - mmaction - INFO - Epoch [13][800/1345] lr: 1.000e-02, eta: 13:11:04, time: 0.629, data_time: 0.001, memory: 7127, top1_acc: 0.3883, top5_acc: 0.6828, loss_cls: 2.5192, loss: 2.5192, grad_norm: 6.2327 2021-06-07 01:18:50,224 - mmaction - INFO - Epoch [13][820/1345] lr: 1.000e-02, eta: 13:10:25, time: 0.603, data_time: 0.002, memory: 7127, top1_acc: 0.3930, top5_acc: 0.6633, loss_cls: 2.5322, loss: 2.5322, grad_norm: 6.4481 2021-06-07 01:19:03,307 - mmaction - INFO - Epoch [13][840/1345] lr: 1.000e-02, eta: 13:09:49, time: 0.654, data_time: 0.001, memory: 7127, top1_acc: 0.3773, top5_acc: 0.6555, loss_cls: 2.5903, loss: 2.5903, grad_norm: 6.2151 2021-06-07 01:19:15,370 - mmaction - INFO - Epoch [13][860/1345] lr: 1.000e-02, eta: 13:09:10, time: 0.603, data_time: 0.001, memory: 7127, top1_acc: 0.3742, top5_acc: 0.6609, loss_cls: 2.5994, loss: 2.5994, grad_norm: 6.3904 2021-06-07 01:19:28,778 - mmaction - INFO - Epoch [13][880/1345] lr: 1.000e-02, eta: 13:08:36, time: 0.671, data_time: 0.001, memory: 7127, top1_acc: 0.4047, top5_acc: 0.6773, loss_cls: 2.4900, loss: 2.4900, grad_norm: 6.4393 2021-06-07 01:19:41,181 - mmaction - INFO - Epoch [13][900/1345] lr: 1.000e-02, eta: 13:07:58, time: 0.619, data_time: 0.001, memory: 7127, top1_acc: 0.3734, top5_acc: 0.6555, loss_cls: 2.5843, loss: 2.5843, grad_norm: 6.1098 2021-06-07 01:19:54,050 - mmaction - INFO - Epoch [13][920/1345] lr: 1.000e-02, eta: 13:07:21, time: 0.644, data_time: 0.002, memory: 7127, top1_acc: 0.3922, top5_acc: 0.6727, loss_cls: 2.4833, loss: 2.4833, grad_norm: 6.3569 2021-06-07 01:20:06,208 - mmaction - INFO - Epoch [13][940/1345] lr: 1.000e-02, eta: 13:06:43, time: 0.608, data_time: 0.001, memory: 7127, top1_acc: 0.3891, top5_acc: 0.6594, loss_cls: 2.5599, loss: 2.5599, grad_norm: 6.2147 2021-06-07 01:20:18,653 - mmaction - INFO - Epoch [13][960/1345] lr: 1.000e-02, eta: 13:06:05, time: 0.622, data_time: 0.001, memory: 7127, top1_acc: 0.3984, top5_acc: 0.6719, loss_cls: 2.4945, loss: 2.4945, grad_norm: 6.3345 2021-06-07 01:20:31,779 - mmaction - INFO - Epoch [13][980/1345] lr: 1.000e-02, eta: 13:05:30, time: 0.657, data_time: 0.002, memory: 7127, top1_acc: 0.4211, top5_acc: 0.6813, loss_cls: 2.4422, loss: 2.4422, grad_norm: 6.2978 2021-06-07 01:20:43,220 - mmaction - INFO - Epoch [13][1000/1345] lr: 1.000e-02, eta: 13:04:50, time: 0.572, data_time: 0.001, memory: 7127, top1_acc: 0.4109, top5_acc: 0.6828, loss_cls: 2.4698, loss: 2.4698, grad_norm: 6.5618 2021-06-07 01:20:55,485 - mmaction - INFO - Epoch [13][1020/1345] lr: 1.000e-02, eta: 13:04:12, time: 0.613, data_time: 0.001, memory: 7127, top1_acc: 0.3883, top5_acc: 0.6930, loss_cls: 2.4797, loss: 2.4797, grad_norm: 6.3378 2021-06-07 01:21:07,972 - mmaction - INFO - Epoch [13][1040/1345] lr: 1.000e-02, eta: 13:03:35, time: 0.624, data_time: 0.001, memory: 7127, top1_acc: 0.3898, top5_acc: 0.6898, loss_cls: 2.4594, loss: 2.4594, grad_norm: 6.3308 2021-06-07 01:21:21,106 - mmaction - INFO - Epoch [13][1060/1345] lr: 1.000e-02, eta: 13:02:59, time: 0.657, data_time: 0.001, memory: 7127, top1_acc: 0.3844, top5_acc: 0.6633, loss_cls: 2.5163, loss: 2.5163, grad_norm: 6.2374 2021-06-07 01:21:32,686 - mmaction - INFO - Epoch [13][1080/1345] lr: 1.000e-02, eta: 13:02:20, time: 0.579, data_time: 0.001, memory: 7127, top1_acc: 0.3914, top5_acc: 0.6891, loss_cls: 2.4801, loss: 2.4801, grad_norm: 6.3181 2021-06-07 01:21:45,889 - mmaction - INFO - Epoch [13][1100/1345] lr: 1.000e-02, eta: 13:01:45, time: 0.660, data_time: 0.001, memory: 7127, top1_acc: 0.4164, top5_acc: 0.6727, loss_cls: 2.4667, loss: 2.4667, grad_norm: 6.2883 2021-06-07 01:21:57,336 - mmaction - INFO - Epoch [13][1120/1345] lr: 1.000e-02, eta: 13:01:05, time: 0.572, data_time: 0.001, memory: 7127, top1_acc: 0.4055, top5_acc: 0.6836, loss_cls: 2.5182, loss: 2.5182, grad_norm: 6.6107 2021-06-07 01:22:10,790 - mmaction - INFO - Epoch [13][1140/1345] lr: 1.000e-02, eta: 13:00:31, time: 0.672, data_time: 0.001, memory: 7127, top1_acc: 0.3969, top5_acc: 0.6641, loss_cls: 2.5290, loss: 2.5290, grad_norm: 6.2069 2021-06-07 01:22:23,137 - mmaction - INFO - Epoch [13][1160/1345] lr: 1.000e-02, eta: 12:59:54, time: 0.617, data_time: 0.002, memory: 7127, top1_acc: 0.3766, top5_acc: 0.6750, loss_cls: 2.5454, loss: 2.5454, grad_norm: 6.4399 2021-06-07 01:22:34,797 - mmaction - INFO - Epoch [13][1180/1345] lr: 1.000e-02, eta: 12:59:15, time: 0.583, data_time: 0.001, memory: 7127, top1_acc: 0.3969, top5_acc: 0.6773, loss_cls: 2.4958, loss: 2.4958, grad_norm: 6.0453 2021-06-07 01:22:47,073 - mmaction - INFO - Epoch [13][1200/1345] lr: 1.000e-02, eta: 12:58:37, time: 0.614, data_time: 0.001, memory: 7127, top1_acc: 0.3984, top5_acc: 0.6930, loss_cls: 2.5005, loss: 2.5005, grad_norm: 6.2033 2021-06-07 01:23:00,041 - mmaction - INFO - Epoch [13][1220/1345] lr: 1.000e-02, eta: 12:58:02, time: 0.648, data_time: 0.001, memory: 7127, top1_acc: 0.4172, top5_acc: 0.6977, loss_cls: 2.4209, loss: 2.4209, grad_norm: 6.2705 2021-06-07 01:23:11,730 - mmaction - INFO - Epoch [13][1240/1345] lr: 1.000e-02, eta: 12:57:23, time: 0.585, data_time: 0.002, memory: 7127, top1_acc: 0.4117, top5_acc: 0.6930, loss_cls: 2.4397, loss: 2.4397, grad_norm: 6.3043 2021-06-07 01:23:24,073 - mmaction - INFO - Epoch [13][1260/1345] lr: 1.000e-02, eta: 12:56:46, time: 0.616, data_time: 0.001, memory: 7127, top1_acc: 0.3797, top5_acc: 0.6766, loss_cls: 2.5727, loss: 2.5727, grad_norm: 6.2021 2021-06-07 01:23:36,412 - mmaction - INFO - Epoch [13][1280/1345] lr: 1.000e-02, eta: 12:56:09, time: 0.618, data_time: 0.003, memory: 7127, top1_acc: 0.4000, top5_acc: 0.6875, loss_cls: 2.4316, loss: 2.4316, grad_norm: 6.6659 2021-06-07 01:23:48,451 - mmaction - INFO - Epoch [13][1300/1345] lr: 1.000e-02, eta: 12:55:32, time: 0.602, data_time: 0.001, memory: 7127, top1_acc: 0.3875, top5_acc: 0.6711, loss_cls: 2.5818, loss: 2.5818, grad_norm: 6.6309 2021-06-07 01:24:00,159 - mmaction - INFO - Epoch [13][1320/1345] lr: 1.000e-02, eta: 12:54:53, time: 0.585, data_time: 0.001, memory: 7127, top1_acc: 0.4203, top5_acc: 0.6922, loss_cls: 2.4647, loss: 2.4647, grad_norm: 6.3857 2021-06-07 01:24:12,314 - mmaction - INFO - Epoch [13][1340/1345] lr: 1.000e-02, eta: 12:54:16, time: 0.608, data_time: 0.001, memory: 7127, top1_acc: 0.3766, top5_acc: 0.6500, loss_cls: 2.6108, loss: 2.6108, grad_norm: 6.3537 2021-06-07 01:24:20,375 - mmaction - INFO - Saving checkpoint at 13 epochs 2021-06-07 01:32:06,731 - mmaction - INFO - Epoch [14][20/1345] lr: 1.000e-02, eta: 13:14:49, time: 23.268, data_time: 22.637, memory: 7127, top1_acc: 0.4000, top5_acc: 0.6766, loss_cls: 2.5211, loss: 2.5211, grad_norm: 6.1250 2021-06-07 01:32:16,840 - mmaction - INFO - Epoch [14][40/1345] lr: 1.000e-02, eta: 13:14:04, time: 0.506, data_time: 0.005, memory: 7127, top1_acc: 0.4508, top5_acc: 0.7180, loss_cls: 2.3117, loss: 2.3117, grad_norm: 6.1920 2021-06-07 01:32:27,014 - mmaction - INFO - Epoch [14][60/1345] lr: 1.000e-02, eta: 13:13:19, time: 0.509, data_time: 0.002, memory: 7127, top1_acc: 0.4000, top5_acc: 0.6937, loss_cls: 2.4203, loss: 2.4203, grad_norm: 6.6736 2021-06-07 01:32:37,202 - mmaction - INFO - Epoch [14][80/1345] lr: 1.000e-02, eta: 13:12:35, time: 0.509, data_time: 0.002, memory: 7127, top1_acc: 0.3859, top5_acc: 0.6687, loss_cls: 2.5469, loss: 2.5469, grad_norm: 6.2398 2021-06-07 01:32:47,529 - mmaction - INFO - Epoch [14][100/1345] lr: 1.000e-02, eta: 13:11:51, time: 0.517, data_time: 0.002, memory: 7127, top1_acc: 0.4086, top5_acc: 0.6898, loss_cls: 2.4119, loss: 2.4119, grad_norm: 6.6277 2021-06-07 01:32:57,744 - mmaction - INFO - Epoch [14][120/1345] lr: 1.000e-02, eta: 13:11:06, time: 0.511, data_time: 0.002, memory: 7127, top1_acc: 0.3992, top5_acc: 0.6883, loss_cls: 2.4537, loss: 2.4537, grad_norm: 6.1817 2021-06-07 01:33:07,817 - mmaction - INFO - Epoch [14][140/1345] lr: 1.000e-02, eta: 13:10:22, time: 0.503, data_time: 0.001, memory: 7127, top1_acc: 0.4156, top5_acc: 0.6641, loss_cls: 2.5178, loss: 2.5178, grad_norm: 6.4160 2021-06-07 01:33:18,108 - mmaction - INFO - Epoch [14][160/1345] lr: 1.000e-02, eta: 13:09:38, time: 0.515, data_time: 0.002, memory: 7127, top1_acc: 0.4117, top5_acc: 0.6891, loss_cls: 2.4454, loss: 2.4454, grad_norm: 6.5369 2021-06-07 01:33:28,230 - mmaction - INFO - Epoch [14][180/1345] lr: 1.000e-02, eta: 13:08:53, time: 0.507, data_time: 0.002, memory: 7127, top1_acc: 0.4227, top5_acc: 0.7008, loss_cls: 2.3856, loss: 2.3856, grad_norm: 6.2436 2021-06-07 01:33:38,819 - mmaction - INFO - Epoch [14][200/1345] lr: 1.000e-02, eta: 13:08:11, time: 0.529, data_time: 0.001, memory: 7127, top1_acc: 0.4078, top5_acc: 0.6883, loss_cls: 2.4696, loss: 2.4696, grad_norm: 6.3477 2021-06-07 01:33:50,026 - mmaction - INFO - Epoch [14][220/1345] lr: 1.000e-02, eta: 13:07:29, time: 0.560, data_time: 0.001, memory: 7127, top1_acc: 0.3852, top5_acc: 0.7008, loss_cls: 2.4421, loss: 2.4421, grad_norm: 6.4255 2021-06-07 01:34:02,402 - mmaction - INFO - Epoch [14][240/1345] lr: 1.000e-02, eta: 13:06:52, time: 0.618, data_time: 0.002, memory: 7127, top1_acc: 0.3969, top5_acc: 0.6906, loss_cls: 2.4731, loss: 2.4731, grad_norm: 6.5816 2021-06-07 01:34:14,061 - mmaction - INFO - Epoch [14][260/1345] lr: 1.000e-02, eta: 13:06:12, time: 0.584, data_time: 0.002, memory: 7127, top1_acc: 0.4070, top5_acc: 0.6977, loss_cls: 2.4081, loss: 2.4081, grad_norm: 6.4033 2021-06-07 01:34:25,682 - mmaction - INFO - Epoch [14][280/1345] lr: 1.000e-02, eta: 13:05:32, time: 0.581, data_time: 0.002, memory: 7127, top1_acc: 0.3930, top5_acc: 0.6828, loss_cls: 2.5081, loss: 2.5081, grad_norm: 6.4905 2021-06-07 01:34:37,967 - mmaction - INFO - Epoch [14][300/1345] lr: 1.000e-02, eta: 13:04:54, time: 0.614, data_time: 0.001, memory: 7127, top1_acc: 0.4109, top5_acc: 0.6945, loss_cls: 2.4380, loss: 2.4380, grad_norm: 6.6429 2021-06-07 01:34:49,661 - mmaction - INFO - Epoch [14][320/1345] lr: 1.000e-02, eta: 13:04:15, time: 0.585, data_time: 0.001, memory: 7127, top1_acc: 0.3867, top5_acc: 0.6727, loss_cls: 2.5507, loss: 2.5507, grad_norm: 6.5349 2021-06-07 01:35:04,036 - mmaction - INFO - Epoch [14][340/1345] lr: 1.000e-02, eta: 13:03:43, time: 0.713, data_time: 0.008, memory: 7127, top1_acc: 0.4172, top5_acc: 0.6820, loss_cls: 2.4537, loss: 2.4537, grad_norm: 6.5090 2021-06-07 01:35:16,286 - mmaction - INFO - Epoch [14][360/1345] lr: 1.000e-02, eta: 13:03:05, time: 0.618, data_time: 0.012, memory: 7127, top1_acc: 0.4156, top5_acc: 0.6836, loss_cls: 2.4399, loss: 2.4399, grad_norm: 6.4903 2021-06-07 01:35:27,763 - mmaction - INFO - Epoch [14][380/1345] lr: 1.000e-02, eta: 13:02:25, time: 0.574, data_time: 0.001, memory: 7127, top1_acc: 0.3930, top5_acc: 0.6687, loss_cls: 2.5380, loss: 2.5380, grad_norm: 6.3683 2021-06-07 01:35:40,268 - mmaction - INFO - Epoch [14][400/1345] lr: 1.000e-02, eta: 13:01:48, time: 0.626, data_time: 0.002, memory: 7127, top1_acc: 0.4164, top5_acc: 0.6891, loss_cls: 2.4634, loss: 2.4634, grad_norm: 6.5459 2021-06-07 01:35:52,045 - mmaction - INFO - Epoch [14][420/1345] lr: 1.000e-02, eta: 13:01:09, time: 0.588, data_time: 0.001, memory: 7127, top1_acc: 0.3937, top5_acc: 0.6727, loss_cls: 2.5445, loss: 2.5445, grad_norm: 6.2503 2021-06-07 01:36:04,254 - mmaction - INFO - Epoch [14][440/1345] lr: 1.000e-02, eta: 13:00:32, time: 0.610, data_time: 0.001, memory: 7127, top1_acc: 0.3969, top5_acc: 0.6891, loss_cls: 2.4866, loss: 2.4866, grad_norm: 6.5545 2021-06-07 01:36:16,400 - mmaction - INFO - Epoch [14][460/1345] lr: 1.000e-02, eta: 12:59:54, time: 0.608, data_time: 0.001, memory: 7127, top1_acc: 0.4141, top5_acc: 0.7016, loss_cls: 2.4002, loss: 2.4002, grad_norm: 6.4187 2021-06-07 01:36:29,159 - mmaction - INFO - Epoch [14][480/1345] lr: 1.000e-02, eta: 12:59:18, time: 0.638, data_time: 0.001, memory: 7127, top1_acc: 0.3977, top5_acc: 0.6844, loss_cls: 2.4954, loss: 2.4954, grad_norm: 6.8384 2021-06-07 01:36:42,169 - mmaction - INFO - Epoch [14][500/1345] lr: 1.000e-02, eta: 12:58:42, time: 0.650, data_time: 0.001, memory: 7127, top1_acc: 0.3828, top5_acc: 0.6719, loss_cls: 2.5194, loss: 2.5194, grad_norm: 6.1733 2021-06-07 01:36:54,894 - mmaction - INFO - Epoch [14][520/1345] lr: 1.000e-02, eta: 12:58:06, time: 0.635, data_time: 0.001, memory: 7127, top1_acc: 0.4148, top5_acc: 0.6750, loss_cls: 2.4974, loss: 2.4974, grad_norm: 6.6212 2021-06-07 01:37:07,375 - mmaction - INFO - Epoch [14][540/1345] lr: 1.000e-02, eta: 12:57:30, time: 0.625, data_time: 0.002, memory: 7127, top1_acc: 0.4016, top5_acc: 0.6937, loss_cls: 2.4809, loss: 2.4809, grad_norm: 6.5370 2021-06-07 01:37:19,451 - mmaction - INFO - Epoch [14][560/1345] lr: 1.000e-02, eta: 12:56:52, time: 0.604, data_time: 0.001, memory: 7127, top1_acc: 0.4148, top5_acc: 0.6719, loss_cls: 2.4707, loss: 2.4707, grad_norm: 6.1776 2021-06-07 01:37:32,100 - mmaction - INFO - Epoch [14][580/1345] lr: 1.000e-02, eta: 12:56:16, time: 0.632, data_time: 0.001, memory: 7127, top1_acc: 0.3875, top5_acc: 0.6695, loss_cls: 2.4887, loss: 2.4887, grad_norm: 6.2125 2021-06-07 01:37:45,119 - mmaction - INFO - Epoch [14][600/1345] lr: 1.000e-02, eta: 12:55:41, time: 0.651, data_time: 0.001, memory: 7127, top1_acc: 0.4203, top5_acc: 0.6984, loss_cls: 2.4217, loss: 2.4217, grad_norm: 6.7076 2021-06-07 01:37:57,303 - mmaction - INFO - Epoch [14][620/1345] lr: 1.000e-02, eta: 12:55:04, time: 0.609, data_time: 0.001, memory: 7127, top1_acc: 0.3977, top5_acc: 0.6813, loss_cls: 2.4997, loss: 2.4997, grad_norm: 6.4711 2021-06-07 01:38:09,650 - mmaction - INFO - Epoch [14][640/1345] lr: 1.000e-02, eta: 12:54:27, time: 0.618, data_time: 0.002, memory: 7127, top1_acc: 0.3953, top5_acc: 0.6805, loss_cls: 2.5055, loss: 2.5055, grad_norm: 6.4636 2021-06-07 01:38:22,166 - mmaction - INFO - Epoch [14][660/1345] lr: 1.000e-02, eta: 12:53:51, time: 0.625, data_time: 0.001, memory: 7127, top1_acc: 0.4016, top5_acc: 0.6805, loss_cls: 2.4981, loss: 2.4981, grad_norm: 6.3237 2021-06-07 01:38:35,386 - mmaction - INFO - Epoch [14][680/1345] lr: 1.000e-02, eta: 12:53:16, time: 0.661, data_time: 0.002, memory: 7127, top1_acc: 0.3977, top5_acc: 0.6844, loss_cls: 2.4464, loss: 2.4464, grad_norm: 6.3971 2021-06-07 01:38:47,311 - mmaction - INFO - Epoch [14][700/1345] lr: 1.000e-02, eta: 12:52:39, time: 0.596, data_time: 0.001, memory: 7127, top1_acc: 0.4141, top5_acc: 0.6984, loss_cls: 2.3875, loss: 2.3875, grad_norm: 6.7583 2021-06-07 01:39:00,356 - mmaction - INFO - Epoch [14][720/1345] lr: 1.000e-02, eta: 12:52:04, time: 0.653, data_time: 0.001, memory: 7127, top1_acc: 0.4148, top5_acc: 0.6922, loss_cls: 2.3939, loss: 2.3939, grad_norm: 6.4376 2021-06-07 01:39:12,940 - mmaction - INFO - Epoch [14][740/1345] lr: 1.000e-02, eta: 12:51:28, time: 0.629, data_time: 0.001, memory: 7127, top1_acc: 0.4070, top5_acc: 0.6719, loss_cls: 2.5165, loss: 2.5165, grad_norm: 6.1680 2021-06-07 01:39:24,983 - mmaction - INFO - Epoch [14][760/1345] lr: 1.000e-02, eta: 12:50:51, time: 0.602, data_time: 0.001, memory: 7127, top1_acc: 0.4164, top5_acc: 0.6852, loss_cls: 2.4369, loss: 2.4369, grad_norm: 6.5852 2021-06-07 01:39:37,421 - mmaction - INFO - Epoch [14][780/1345] lr: 1.000e-02, eta: 12:50:15, time: 0.622, data_time: 0.001, memory: 7127, top1_acc: 0.4125, top5_acc: 0.6859, loss_cls: 2.4234, loss: 2.4234, grad_norm: 6.4547 2021-06-07 01:39:50,280 - mmaction - INFO - Epoch [14][800/1345] lr: 1.000e-02, eta: 12:49:40, time: 0.642, data_time: 0.001, memory: 7127, top1_acc: 0.3945, top5_acc: 0.6742, loss_cls: 2.4622, loss: 2.4622, grad_norm: 6.0725 2021-06-07 01:40:02,519 - mmaction - INFO - Epoch [14][820/1345] lr: 1.000e-02, eta: 12:49:03, time: 0.612, data_time: 0.001, memory: 7127, top1_acc: 0.4227, top5_acc: 0.7094, loss_cls: 2.3741, loss: 2.3741, grad_norm: 6.4841 2021-06-07 01:40:14,690 - mmaction - INFO - Epoch [14][840/1345] lr: 1.000e-02, eta: 12:48:26, time: 0.609, data_time: 0.002, memory: 7127, top1_acc: 0.4062, top5_acc: 0.6820, loss_cls: 2.4536, loss: 2.4536, grad_norm: 6.6168 2021-06-07 01:40:26,784 - mmaction - INFO - Epoch [14][860/1345] lr: 1.000e-02, eta: 12:47:50, time: 0.605, data_time: 0.001, memory: 7127, top1_acc: 0.4039, top5_acc: 0.6836, loss_cls: 2.5029, loss: 2.5029, grad_norm: 6.6274 2021-06-07 01:40:39,211 - mmaction - INFO - Epoch [14][880/1345] lr: 1.000e-02, eta: 12:47:14, time: 0.622, data_time: 0.002, memory: 7127, top1_acc: 0.4008, top5_acc: 0.6953, loss_cls: 2.5167, loss: 2.5167, grad_norm: 6.5264 2021-06-07 01:40:52,153 - mmaction - INFO - Epoch [14][900/1345] lr: 1.000e-02, eta: 12:46:39, time: 0.647, data_time: 0.001, memory: 7127, top1_acc: 0.3930, top5_acc: 0.6922, loss_cls: 2.4662, loss: 2.4662, grad_norm: 6.4656 2021-06-07 01:41:04,491 - mmaction - INFO - Epoch [14][920/1345] lr: 1.000e-02, eta: 12:46:03, time: 0.618, data_time: 0.002, memory: 7127, top1_acc: 0.4094, top5_acc: 0.6805, loss_cls: 2.4601, loss: 2.4601, grad_norm: 6.3054 2021-06-07 01:41:17,135 - mmaction - INFO - Epoch [14][940/1345] lr: 1.000e-02, eta: 12:45:28, time: 0.631, data_time: 0.001, memory: 7127, top1_acc: 0.3711, top5_acc: 0.6508, loss_cls: 2.6301, loss: 2.6301, grad_norm: 6.3232 2021-06-07 01:41:29,229 - mmaction - INFO - Epoch [14][960/1345] lr: 1.000e-02, eta: 12:44:51, time: 0.605, data_time: 0.002, memory: 7127, top1_acc: 0.4352, top5_acc: 0.7031, loss_cls: 2.3769, loss: 2.3769, grad_norm: 6.5253 2021-06-07 01:41:41,635 - mmaction - INFO - Epoch [14][980/1345] lr: 1.000e-02, eta: 12:44:16, time: 0.620, data_time: 0.001, memory: 7127, top1_acc: 0.4313, top5_acc: 0.6992, loss_cls: 2.3996, loss: 2.3996, grad_norm: 6.2767 2021-06-07 01:41:54,278 - mmaction - INFO - Epoch [14][1000/1345] lr: 1.000e-02, eta: 12:43:41, time: 0.633, data_time: 0.002, memory: 7127, top1_acc: 0.4117, top5_acc: 0.6906, loss_cls: 2.4806, loss: 2.4806, grad_norm: 6.1348 2021-06-07 01:42:06,606 - mmaction - INFO - Epoch [14][1020/1345] lr: 1.000e-02, eta: 12:43:04, time: 0.610, data_time: 0.001, memory: 7127, top1_acc: 0.3961, top5_acc: 0.6773, loss_cls: 2.5285, loss: 2.5285, grad_norm: 6.7813 2021-06-07 01:42:18,609 - mmaction - INFO - Epoch [14][1040/1345] lr: 1.000e-02, eta: 12:42:28, time: 0.606, data_time: 0.007, memory: 7127, top1_acc: 0.4039, top5_acc: 0.6805, loss_cls: 2.5397, loss: 2.5397, grad_norm: 6.1588 2021-06-07 01:42:30,839 - mmaction - INFO - Epoch [14][1060/1345] lr: 1.000e-02, eta: 12:41:52, time: 0.612, data_time: 0.001, memory: 7127, top1_acc: 0.4367, top5_acc: 0.6984, loss_cls: 2.4177, loss: 2.4177, grad_norm: 6.5252 2021-06-07 01:42:42,783 - mmaction - INFO - Epoch [14][1080/1345] lr: 1.000e-02, eta: 12:41:16, time: 0.597, data_time: 0.001, memory: 7127, top1_acc: 0.3977, top5_acc: 0.6789, loss_cls: 2.5384, loss: 2.5384, grad_norm: 6.4800 2021-06-07 01:42:56,682 - mmaction - INFO - Epoch [14][1100/1345] lr: 1.000e-02, eta: 12:40:44, time: 0.694, data_time: 0.001, memory: 7127, top1_acc: 0.3781, top5_acc: 0.6852, loss_cls: 2.4890, loss: 2.4890, grad_norm: 6.7060 2021-06-07 01:43:08,843 - mmaction - INFO - Epoch [14][1120/1345] lr: 1.000e-02, eta: 12:40:08, time: 0.609, data_time: 0.002, memory: 7127, top1_acc: 0.4172, top5_acc: 0.6781, loss_cls: 2.4396, loss: 2.4396, grad_norm: 6.2899 2021-06-07 01:43:22,126 - mmaction - INFO - Epoch [14][1140/1345] lr: 1.000e-02, eta: 12:39:35, time: 0.664, data_time: 0.001, memory: 7127, top1_acc: 0.3695, top5_acc: 0.6656, loss_cls: 2.5987, loss: 2.5987, grad_norm: 6.0575 2021-06-07 01:43:34,571 - mmaction - INFO - Epoch [14][1160/1345] lr: 1.000e-02, eta: 12:39:00, time: 0.622, data_time: 0.001, memory: 7127, top1_acc: 0.3992, top5_acc: 0.6750, loss_cls: 2.5178, loss: 2.5178, grad_norm: 6.5641 2021-06-07 01:43:47,201 - mmaction - INFO - Epoch [14][1180/1345] lr: 1.000e-02, eta: 12:38:25, time: 0.631, data_time: 0.001, memory: 7127, top1_acc: 0.3836, top5_acc: 0.6922, loss_cls: 2.4733, loss: 2.4733, grad_norm: 6.3383 2021-06-07 01:43:58,926 - mmaction - INFO - Epoch [14][1200/1345] lr: 1.000e-02, eta: 12:37:48, time: 0.587, data_time: 0.002, memory: 7127, top1_acc: 0.4016, top5_acc: 0.6891, loss_cls: 2.4793, loss: 2.4793, grad_norm: 6.4461 2021-06-07 01:44:10,793 - mmaction - INFO - Epoch [14][1220/1345] lr: 1.000e-02, eta: 12:37:12, time: 0.593, data_time: 0.001, memory: 7127, top1_acc: 0.3586, top5_acc: 0.6828, loss_cls: 2.5293, loss: 2.5293, grad_norm: 6.4073 2021-06-07 01:44:24,325 - mmaction - INFO - Epoch [14][1240/1345] lr: 1.000e-02, eta: 12:36:40, time: 0.677, data_time: 0.002, memory: 7127, top1_acc: 0.3984, top5_acc: 0.6953, loss_cls: 2.4776, loss: 2.4776, grad_norm: 6.3115 2021-06-07 01:44:35,815 - mmaction - INFO - Epoch [14][1260/1345] lr: 1.000e-02, eta: 12:36:02, time: 0.575, data_time: 0.001, memory: 7127, top1_acc: 0.4180, top5_acc: 0.6883, loss_cls: 2.4457, loss: 2.4457, grad_norm: 6.2444 2021-06-07 01:44:48,263 - mmaction - INFO - Epoch [14][1280/1345] lr: 1.000e-02, eta: 12:35:27, time: 0.622, data_time: 0.001, memory: 7127, top1_acc: 0.4406, top5_acc: 0.7148, loss_cls: 2.3419, loss: 2.3419, grad_norm: 6.2202 2021-06-07 01:45:01,114 - mmaction - INFO - Epoch [14][1300/1345] lr: 1.000e-02, eta: 12:34:53, time: 0.643, data_time: 0.001, memory: 7127, top1_acc: 0.4234, top5_acc: 0.7000, loss_cls: 2.4270, loss: 2.4270, grad_norm: 6.5639 2021-06-07 01:45:12,913 - mmaction - INFO - Epoch [14][1320/1345] lr: 1.000e-02, eta: 12:34:17, time: 0.589, data_time: 0.001, memory: 7127, top1_acc: 0.4180, top5_acc: 0.6883, loss_cls: 2.4217, loss: 2.4217, grad_norm: 6.3992 2021-06-07 01:45:24,757 - mmaction - INFO - Epoch [14][1340/1345] lr: 1.000e-02, eta: 12:33:41, time: 0.592, data_time: 0.002, memory: 7127, top1_acc: 0.4195, top5_acc: 0.7047, loss_cls: 2.4122, loss: 2.4122, grad_norm: 6.5547 2021-06-07 01:45:32,508 - mmaction - INFO - Saving checkpoint at 14 epochs 2021-06-07 01:53:16,455 - mmaction - INFO - Epoch [15][20/1345] lr: 1.000e-02, eta: 12:52:06, time: 23.147, data_time: 22.518, memory: 7127, top1_acc: 0.4133, top5_acc: 0.6906, loss_cls: 2.4077, loss: 2.4077, grad_norm: 6.4926 2021-06-07 01:53:26,597 - mmaction - INFO - Epoch [15][40/1345] lr: 1.000e-02, eta: 12:51:24, time: 0.508, data_time: 0.004, memory: 7127, top1_acc: 0.3914, top5_acc: 0.6875, loss_cls: 2.4662, loss: 2.4662, grad_norm: 6.7054 2021-06-07 01:53:36,840 - mmaction - INFO - Epoch [15][60/1345] lr: 1.000e-02, eta: 12:50:42, time: 0.512, data_time: 0.001, memory: 7127, top1_acc: 0.4195, top5_acc: 0.6992, loss_cls: 2.3738, loss: 2.3738, grad_norm: 6.4785 2021-06-07 01:53:47,047 - mmaction - INFO - Epoch [15][80/1345] lr: 1.000e-02, eta: 12:50:00, time: 0.510, data_time: 0.001, memory: 7127, top1_acc: 0.4141, top5_acc: 0.6922, loss_cls: 2.4278, loss: 2.4278, grad_norm: 6.5582 2021-06-07 01:53:57,324 - mmaction - INFO - Epoch [15][100/1345] lr: 1.000e-02, eta: 12:49:18, time: 0.513, data_time: 0.002, memory: 7127, top1_acc: 0.4250, top5_acc: 0.7016, loss_cls: 2.3491, loss: 2.3491, grad_norm: 6.6787 2021-06-07 01:54:07,349 - mmaction - INFO - Epoch [15][120/1345] lr: 1.000e-02, eta: 12:48:36, time: 0.502, data_time: 0.002, memory: 7127, top1_acc: 0.4289, top5_acc: 0.6953, loss_cls: 2.3957, loss: 2.3957, grad_norm: 6.4559 2021-06-07 01:54:17,649 - mmaction - INFO - Epoch [15][140/1345] lr: 1.000e-02, eta: 12:47:55, time: 0.515, data_time: 0.001, memory: 7127, top1_acc: 0.4180, top5_acc: 0.6820, loss_cls: 2.4877, loss: 2.4877, grad_norm: 6.2706 2021-06-07 01:54:27,774 - mmaction - INFO - Epoch [15][160/1345] lr: 1.000e-02, eta: 12:47:13, time: 0.506, data_time: 0.001, memory: 7127, top1_acc: 0.4406, top5_acc: 0.7023, loss_cls: 2.3445, loss: 2.3445, grad_norm: 6.5755 2021-06-07 01:54:38,024 - mmaction - INFO - Epoch [15][180/1345] lr: 1.000e-02, eta: 12:46:31, time: 0.510, data_time: 0.002, memory: 7127, top1_acc: 0.4406, top5_acc: 0.6984, loss_cls: 2.3810, loss: 2.3810, grad_norm: 6.5024 2021-06-07 01:54:48,580 - mmaction - INFO - Epoch [15][200/1345] lr: 1.000e-02, eta: 12:45:51, time: 0.530, data_time: 0.004, memory: 7127, top1_acc: 0.3930, top5_acc: 0.6844, loss_cls: 2.4937, loss: 2.4937, grad_norm: 6.3083 2021-06-07 01:54:58,806 - mmaction - INFO - Epoch [15][220/1345] lr: 1.000e-02, eta: 12:45:09, time: 0.511, data_time: 0.001, memory: 7127, top1_acc: 0.4062, top5_acc: 0.6891, loss_cls: 2.4504, loss: 2.4504, grad_norm: 6.5649 2021-06-07 01:55:11,818 - mmaction - INFO - Epoch [15][240/1345] lr: 1.000e-02, eta: 12:44:35, time: 0.649, data_time: 0.001, memory: 7127, top1_acc: 0.4367, top5_acc: 0.7195, loss_cls: 2.3366, loss: 2.3366, grad_norm: 6.3844 2021-06-07 01:55:23,786 - mmaction - INFO - Epoch [15][260/1345] lr: 1.000e-02, eta: 12:43:58, time: 0.599, data_time: 0.004, memory: 7127, top1_acc: 0.4180, top5_acc: 0.6836, loss_cls: 2.4298, loss: 2.4298, grad_norm: 6.3349 2021-06-07 01:55:34,621 - mmaction - INFO - Epoch [15][280/1345] lr: 1.000e-02, eta: 12:43:18, time: 0.542, data_time: 0.002, memory: 7127, top1_acc: 0.4031, top5_acc: 0.6883, loss_cls: 2.4619, loss: 2.4619, grad_norm: 6.2695 2021-06-07 01:55:46,010 - mmaction - INFO - Epoch [15][300/1345] lr: 1.000e-02, eta: 12:42:40, time: 0.569, data_time: 0.001, memory: 7127, top1_acc: 0.4047, top5_acc: 0.6906, loss_cls: 2.4653, loss: 2.4653, grad_norm: 6.8013 2021-06-07 01:55:57,692 - mmaction - INFO - Epoch [15][320/1345] lr: 1.000e-02, eta: 12:42:03, time: 0.584, data_time: 0.002, memory: 7127, top1_acc: 0.4195, top5_acc: 0.6875, loss_cls: 2.4020, loss: 2.4020, grad_norm: 6.5189 2021-06-07 01:56:09,564 - mmaction - INFO - Epoch [15][340/1345] lr: 1.000e-02, eta: 12:41:26, time: 0.593, data_time: 0.001, memory: 7127, top1_acc: 0.4195, top5_acc: 0.6914, loss_cls: 2.3691, loss: 2.3691, grad_norm: 6.3856 2021-06-07 01:56:22,602 - mmaction - INFO - Epoch [15][360/1345] lr: 1.000e-02, eta: 12:40:52, time: 0.652, data_time: 0.003, memory: 7127, top1_acc: 0.4125, top5_acc: 0.7148, loss_cls: 2.3536, loss: 2.3536, grad_norm: 6.3292 2021-06-07 01:56:34,687 - mmaction - INFO - Epoch [15][380/1345] lr: 1.000e-02, eta: 12:40:16, time: 0.604, data_time: 0.001, memory: 7127, top1_acc: 0.4141, top5_acc: 0.7000, loss_cls: 2.4100, loss: 2.4100, grad_norm: 6.3228 2021-06-07 01:56:48,059 - mmaction - INFO - Epoch [15][400/1345] lr: 1.000e-02, eta: 12:39:43, time: 0.668, data_time: 0.001, memory: 7127, top1_acc: 0.4219, top5_acc: 0.7031, loss_cls: 2.4232, loss: 2.4232, grad_norm: 6.2248 2021-06-07 01:57:00,731 - mmaction - INFO - Epoch [15][420/1345] lr: 1.000e-02, eta: 12:39:08, time: 0.634, data_time: 0.002, memory: 7127, top1_acc: 0.4039, top5_acc: 0.6758, loss_cls: 2.4784, loss: 2.4784, grad_norm: 6.4264 2021-06-07 01:57:12,966 - mmaction - INFO - Epoch [15][440/1345] lr: 1.000e-02, eta: 12:38:32, time: 0.612, data_time: 0.001, memory: 7127, top1_acc: 0.4273, top5_acc: 0.7023, loss_cls: 2.4071, loss: 2.4071, grad_norm: 6.3207 2021-06-07 01:57:24,668 - mmaction - INFO - Epoch [15][460/1345] lr: 1.000e-02, eta: 12:37:55, time: 0.585, data_time: 0.001, memory: 7127, top1_acc: 0.4203, top5_acc: 0.6867, loss_cls: 2.4237, loss: 2.4237, grad_norm: 6.5098 2021-06-07 01:57:36,736 - mmaction - INFO - Epoch [15][480/1345] lr: 1.000e-02, eta: 12:37:19, time: 0.603, data_time: 0.001, memory: 7127, top1_acc: 0.4242, top5_acc: 0.6813, loss_cls: 2.4525, loss: 2.4525, grad_norm: 6.3271 2021-06-07 01:57:50,282 - mmaction - INFO - Epoch [15][500/1345] lr: 1.000e-02, eta: 12:36:47, time: 0.677, data_time: 0.001, memory: 7127, top1_acc: 0.4047, top5_acc: 0.6875, loss_cls: 2.4626, loss: 2.4626, grad_norm: 6.6310 2021-06-07 01:58:01,993 - mmaction - INFO - Epoch [15][520/1345] lr: 1.000e-02, eta: 12:36:10, time: 0.585, data_time: 0.001, memory: 7127, top1_acc: 0.4172, top5_acc: 0.7023, loss_cls: 2.3874, loss: 2.3874, grad_norm: 6.6877 2021-06-07 01:58:14,775 - mmaction - INFO - Epoch [15][540/1345] lr: 1.000e-02, eta: 12:35:35, time: 0.638, data_time: 0.002, memory: 7127, top1_acc: 0.3875, top5_acc: 0.6641, loss_cls: 2.5683, loss: 2.5683, grad_norm: 6.0523 2021-06-07 01:58:27,360 - mmaction - INFO - Epoch [15][560/1345] lr: 1.000e-02, eta: 12:35:01, time: 0.630, data_time: 0.002, memory: 7127, top1_acc: 0.3992, top5_acc: 0.6687, loss_cls: 2.5102, loss: 2.5102, grad_norm: 6.5670 2021-06-07 01:58:40,451 - mmaction - INFO - Epoch [15][580/1345] lr: 1.000e-02, eta: 12:34:28, time: 0.653, data_time: 0.002, memory: 7127, top1_acc: 0.3992, top5_acc: 0.6867, loss_cls: 2.4431, loss: 2.4431, grad_norm: 6.4846 2021-06-07 01:58:52,324 - mmaction - INFO - Epoch [15][600/1345] lr: 1.000e-02, eta: 12:33:51, time: 0.595, data_time: 0.002, memory: 7127, top1_acc: 0.4094, top5_acc: 0.6883, loss_cls: 2.4488, loss: 2.4488, grad_norm: 6.3825 2021-06-07 01:59:04,733 - mmaction - INFO - Epoch [15][620/1345] lr: 1.000e-02, eta: 12:33:16, time: 0.621, data_time: 0.002, memory: 7127, top1_acc: 0.4406, top5_acc: 0.7102, loss_cls: 2.3208, loss: 2.3208, grad_norm: 6.2805 2021-06-07 01:59:17,365 - mmaction - INFO - Epoch [15][640/1345] lr: 1.000e-02, eta: 12:32:42, time: 0.631, data_time: 0.001, memory: 7127, top1_acc: 0.3945, top5_acc: 0.6656, loss_cls: 2.5376, loss: 2.5376, grad_norm: 6.2664 2021-06-07 01:59:29,800 - mmaction - INFO - Epoch [15][660/1345] lr: 1.000e-02, eta: 12:32:07, time: 0.622, data_time: 0.002, memory: 7127, top1_acc: 0.4352, top5_acc: 0.7008, loss_cls: 2.3440, loss: 2.3440, grad_norm: 6.4365 2021-06-07 01:59:42,576 - mmaction - INFO - Epoch [15][680/1345] lr: 1.000e-02, eta: 12:31:33, time: 0.639, data_time: 0.002, memory: 7127, top1_acc: 0.3875, top5_acc: 0.6641, loss_cls: 2.5593, loss: 2.5593, grad_norm: 6.6723 2021-06-07 01:59:55,234 - mmaction - INFO - Epoch [15][700/1345] lr: 1.000e-02, eta: 12:30:59, time: 0.633, data_time: 0.001, memory: 7127, top1_acc: 0.4195, top5_acc: 0.6875, loss_cls: 2.4322, loss: 2.4322, grad_norm: 6.4704 2021-06-07 02:00:07,840 - mmaction - INFO - Epoch [15][720/1345] lr: 1.000e-02, eta: 12:30:25, time: 0.630, data_time: 0.001, memory: 7127, top1_acc: 0.3961, top5_acc: 0.6891, loss_cls: 2.4351, loss: 2.4351, grad_norm: 6.3729 2021-06-07 02:00:20,233 - mmaction - INFO - Epoch [15][740/1345] lr: 1.000e-02, eta: 12:29:50, time: 0.619, data_time: 0.001, memory: 7127, top1_acc: 0.3969, top5_acc: 0.6969, loss_cls: 2.4575, loss: 2.4575, grad_norm: 6.5401 2021-06-07 02:00:33,135 - mmaction - INFO - Epoch [15][760/1345] lr: 1.000e-02, eta: 12:29:17, time: 0.645, data_time: 0.001, memory: 7127, top1_acc: 0.3969, top5_acc: 0.6727, loss_cls: 2.5255, loss: 2.5255, grad_norm: 6.5330 2021-06-07 02:00:45,609 - mmaction - INFO - Epoch [15][780/1345] lr: 1.000e-02, eta: 12:28:43, time: 0.624, data_time: 0.001, memory: 7127, top1_acc: 0.4352, top5_acc: 0.7000, loss_cls: 2.3540, loss: 2.3540, grad_norm: 6.4268 2021-06-07 02:00:58,360 - mmaction - INFO - Epoch [15][800/1345] lr: 1.000e-02, eta: 12:28:09, time: 0.638, data_time: 0.001, memory: 7127, top1_acc: 0.4164, top5_acc: 0.6969, loss_cls: 2.4707, loss: 2.4707, grad_norm: 6.4755 2021-06-07 02:01:10,709 - mmaction - INFO - Epoch [15][820/1345] lr: 1.000e-02, eta: 12:27:34, time: 0.617, data_time: 0.001, memory: 7127, top1_acc: 0.4008, top5_acc: 0.6680, loss_cls: 2.5460, loss: 2.5460, grad_norm: 6.4407 2021-06-07 02:01:23,775 - mmaction - INFO - Epoch [15][840/1345] lr: 1.000e-02, eta: 12:27:02, time: 0.653, data_time: 0.001, memory: 7127, top1_acc: 0.4250, top5_acc: 0.6789, loss_cls: 2.4215, loss: 2.4215, grad_norm: 6.7053 2021-06-07 02:01:36,325 - mmaction - INFO - Epoch [15][860/1345] lr: 1.000e-02, eta: 12:26:28, time: 0.628, data_time: 0.001, memory: 7127, top1_acc: 0.4188, top5_acc: 0.6945, loss_cls: 2.4557, loss: 2.4557, grad_norm: 6.3473 2021-06-07 02:01:49,377 - mmaction - INFO - Epoch [15][880/1345] lr: 1.000e-02, eta: 12:25:55, time: 0.652, data_time: 0.001, memory: 7127, top1_acc: 0.4047, top5_acc: 0.6844, loss_cls: 2.4980, loss: 2.4980, grad_norm: 6.2706 2021-06-07 02:02:02,914 - mmaction - INFO - Epoch [15][900/1345] lr: 1.000e-02, eta: 12:25:23, time: 0.677, data_time: 0.002, memory: 7127, top1_acc: 0.4062, top5_acc: 0.7086, loss_cls: 2.4271, loss: 2.4271, grad_norm: 6.3349 2021-06-07 02:02:15,117 - mmaction - INFO - Epoch [15][920/1345] lr: 1.000e-02, eta: 12:24:48, time: 0.610, data_time: 0.001, memory: 7127, top1_acc: 0.3992, top5_acc: 0.6680, loss_cls: 2.5754, loss: 2.5754, grad_norm: 6.4730 2021-06-07 02:02:28,308 - mmaction - INFO - Epoch [15][940/1345] lr: 1.000e-02, eta: 12:24:16, time: 0.659, data_time: 0.001, memory: 7127, top1_acc: 0.4156, top5_acc: 0.7070, loss_cls: 2.3856, loss: 2.3856, grad_norm: 6.2772 2021-06-07 02:02:40,913 - mmaction - INFO - Epoch [15][960/1345] lr: 1.000e-02, eta: 12:23:42, time: 0.631, data_time: 0.001, memory: 7127, top1_acc: 0.3937, top5_acc: 0.6750, loss_cls: 2.4948, loss: 2.4948, grad_norm: 6.3989 2021-06-07 02:02:53,469 - mmaction - INFO - Epoch [15][980/1345] lr: 1.000e-02, eta: 12:23:09, time: 0.628, data_time: 0.001, memory: 7127, top1_acc: 0.4008, top5_acc: 0.6961, loss_cls: 2.4554, loss: 2.4554, grad_norm: 6.4285 2021-06-07 02:03:06,284 - mmaction - INFO - Epoch [15][1000/1345] lr: 1.000e-02, eta: 12:22:36, time: 0.641, data_time: 0.001, memory: 7127, top1_acc: 0.4156, top5_acc: 0.6945, loss_cls: 2.4432, loss: 2.4432, grad_norm: 6.3359 2021-06-07 02:03:18,235 - mmaction - INFO - Epoch [15][1020/1345] lr: 1.000e-02, eta: 12:22:00, time: 0.597, data_time: 0.001, memory: 7127, top1_acc: 0.4109, top5_acc: 0.6922, loss_cls: 2.4286, loss: 2.4286, grad_norm: 6.4090 2021-06-07 02:03:30,435 - mmaction - INFO - Epoch [15][1040/1345] lr: 1.000e-02, eta: 12:21:26, time: 0.610, data_time: 0.001, memory: 7127, top1_acc: 0.3703, top5_acc: 0.6531, loss_cls: 2.6107, loss: 2.6107, grad_norm: 6.5007 2021-06-07 02:03:42,746 - mmaction - INFO - Epoch [15][1060/1345] lr: 1.000e-02, eta: 12:20:52, time: 0.615, data_time: 0.002, memory: 7127, top1_acc: 0.4367, top5_acc: 0.7047, loss_cls: 2.3329, loss: 2.3329, grad_norm: 6.2907 2021-06-07 02:03:56,000 - mmaction - INFO - Epoch [15][1080/1345] lr: 1.000e-02, eta: 12:20:20, time: 0.664, data_time: 0.002, memory: 7127, top1_acc: 0.4102, top5_acc: 0.6820, loss_cls: 2.4590, loss: 2.4590, grad_norm: 6.4716 2021-06-07 02:04:08,218 - mmaction - INFO - Epoch [15][1100/1345] lr: 1.000e-02, eta: 12:19:45, time: 0.610, data_time: 0.001, memory: 7127, top1_acc: 0.4320, top5_acc: 0.6914, loss_cls: 2.4545, loss: 2.4545, grad_norm: 6.4142 2021-06-07 02:04:20,325 - mmaction - INFO - Epoch [15][1120/1345] lr: 1.000e-02, eta: 12:19:11, time: 0.606, data_time: 0.002, memory: 7127, top1_acc: 0.4031, top5_acc: 0.6820, loss_cls: 2.4862, loss: 2.4862, grad_norm: 6.5367 2021-06-07 02:04:33,412 - mmaction - INFO - Epoch [15][1140/1345] lr: 1.000e-02, eta: 12:18:39, time: 0.654, data_time: 0.001, memory: 7127, top1_acc: 0.4039, top5_acc: 0.6773, loss_cls: 2.5035, loss: 2.5035, grad_norm: 6.3144 2021-06-07 02:04:44,887 - mmaction - INFO - Epoch [15][1160/1345] lr: 1.000e-02, eta: 12:18:03, time: 0.574, data_time: 0.001, memory: 7127, top1_acc: 0.4070, top5_acc: 0.7031, loss_cls: 2.4117, loss: 2.4117, grad_norm: 6.1197 2021-06-07 02:04:57,567 - mmaction - INFO - Epoch [15][1180/1345] lr: 1.000e-02, eta: 12:17:30, time: 0.632, data_time: 0.001, memory: 7127, top1_acc: 0.4016, top5_acc: 0.6992, loss_cls: 2.4525, loss: 2.4525, grad_norm: 6.1972 2021-06-07 02:05:09,965 - mmaction - INFO - Epoch [15][1200/1345] lr: 1.000e-02, eta: 12:16:56, time: 0.621, data_time: 0.002, memory: 7127, top1_acc: 0.4250, top5_acc: 0.7094, loss_cls: 2.3573, loss: 2.3573, grad_norm: 6.6514 2021-06-07 02:05:22,096 - mmaction - INFO - Epoch [15][1220/1345] lr: 1.000e-02, eta: 12:16:22, time: 0.607, data_time: 0.002, memory: 7127, top1_acc: 0.4031, top5_acc: 0.6742, loss_cls: 2.4998, loss: 2.4998, grad_norm: 6.3569 2021-06-07 02:05:34,399 - mmaction - INFO - Epoch [15][1240/1345] lr: 1.000e-02, eta: 12:15:48, time: 0.615, data_time: 0.002, memory: 7127, top1_acc: 0.4305, top5_acc: 0.6977, loss_cls: 2.4179, loss: 2.4179, grad_norm: 6.4978 2021-06-07 02:05:47,053 - mmaction - INFO - Epoch [15][1260/1345] lr: 1.000e-02, eta: 12:15:15, time: 0.632, data_time: 0.002, memory: 7127, top1_acc: 0.3930, top5_acc: 0.6813, loss_cls: 2.4914, loss: 2.4914, grad_norm: 6.4281 2021-06-07 02:05:58,996 - mmaction - INFO - Epoch [15][1280/1345] lr: 1.000e-02, eta: 12:14:41, time: 0.598, data_time: 0.002, memory: 7127, top1_acc: 0.4172, top5_acc: 0.6945, loss_cls: 2.4359, loss: 2.4359, grad_norm: 6.3636 2021-06-07 02:06:11,645 - mmaction - INFO - Epoch [15][1300/1345] lr: 1.000e-02, eta: 12:14:08, time: 0.633, data_time: 0.001, memory: 7127, top1_acc: 0.4180, top5_acc: 0.6836, loss_cls: 2.4246, loss: 2.4246, grad_norm: 6.8486 2021-06-07 02:06:23,780 - mmaction - INFO - Epoch [15][1320/1345] lr: 1.000e-02, eta: 12:13:34, time: 0.606, data_time: 0.001, memory: 7127, top1_acc: 0.4188, top5_acc: 0.6820, loss_cls: 2.4664, loss: 2.4664, grad_norm: 6.3050 2021-06-07 02:06:36,354 - mmaction - INFO - Epoch [15][1340/1345] lr: 1.000e-02, eta: 12:13:01, time: 0.629, data_time: 0.002, memory: 7127, top1_acc: 0.3992, top5_acc: 0.6937, loss_cls: 2.4469, loss: 2.4469, grad_norm: 6.5960 2021-06-07 02:06:43,928 - mmaction - INFO - Saving checkpoint at 15 epochs 2021-06-07 02:14:24,134 - mmaction - INFO - Epoch [16][20/1345] lr: 1.000e-02, eta: 12:29:33, time: 22.960, data_time: 22.328, memory: 7127, top1_acc: 0.4180, top5_acc: 0.6883, loss_cls: 2.4454, loss: 2.4454, grad_norm: 6.4007 2021-06-07 02:14:34,336 - mmaction - INFO - Epoch [16][40/1345] lr: 1.000e-02, eta: 12:28:53, time: 0.511, data_time: 0.003, memory: 7127, top1_acc: 0.4461, top5_acc: 0.7023, loss_cls: 2.3540, loss: 2.3540, grad_norm: 6.3758 2021-06-07 02:14:44,618 - mmaction - INFO - Epoch [16][60/1345] lr: 1.000e-02, eta: 12:28:13, time: 0.513, data_time: 0.002, memory: 7127, top1_acc: 0.3937, top5_acc: 0.6555, loss_cls: 2.5262, loss: 2.5262, grad_norm: 6.4314 2021-06-07 02:14:54,916 - mmaction - INFO - Epoch [16][80/1345] lr: 1.000e-02, eta: 12:27:34, time: 0.515, data_time: 0.002, memory: 7127, top1_acc: 0.4188, top5_acc: 0.7203, loss_cls: 2.3927, loss: 2.3927, grad_norm: 6.6117 2021-06-07 02:15:05,175 - mmaction - INFO - Epoch [16][100/1345] lr: 1.000e-02, eta: 12:26:54, time: 0.513, data_time: 0.002, memory: 7127, top1_acc: 0.4219, top5_acc: 0.6813, loss_cls: 2.4472, loss: 2.4472, grad_norm: 6.5407 2021-06-07 02:15:15,312 - mmaction - INFO - Epoch [16][120/1345] lr: 1.000e-02, eta: 12:26:15, time: 0.507, data_time: 0.002, memory: 7127, top1_acc: 0.4156, top5_acc: 0.6844, loss_cls: 2.4953, loss: 2.4953, grad_norm: 6.2544 2021-06-07 02:15:25,302 - mmaction - INFO - Epoch [16][140/1345] lr: 1.000e-02, eta: 12:25:35, time: 0.500, data_time: 0.001, memory: 7127, top1_acc: 0.4422, top5_acc: 0.7172, loss_cls: 2.3254, loss: 2.3254, grad_norm: 6.6234 2021-06-07 02:15:35,695 - mmaction - INFO - Epoch [16][160/1345] lr: 1.000e-02, eta: 12:24:56, time: 0.520, data_time: 0.001, memory: 7127, top1_acc: 0.3836, top5_acc: 0.7109, loss_cls: 2.4111, loss: 2.4111, grad_norm: 6.6634 2021-06-07 02:15:46,119 - mmaction - INFO - Epoch [16][180/1345] lr: 1.000e-02, eta: 12:24:17, time: 0.521, data_time: 0.001, memory: 7127, top1_acc: 0.4023, top5_acc: 0.6844, loss_cls: 2.4504, loss: 2.4504, grad_norm: 6.4938 2021-06-07 02:15:56,958 - mmaction - INFO - Epoch [16][200/1345] lr: 1.000e-02, eta: 12:23:39, time: 0.542, data_time: 0.001, memory: 7127, top1_acc: 0.3977, top5_acc: 0.6750, loss_cls: 2.4927, loss: 2.4927, grad_norm: 6.2033 2021-06-07 02:16:08,361 - mmaction - INFO - Epoch [16][220/1345] lr: 1.000e-02, eta: 12:23:02, time: 0.570, data_time: 0.001, memory: 7127, top1_acc: 0.4164, top5_acc: 0.6992, loss_cls: 2.4062, loss: 2.4062, grad_norm: 6.4314 2021-06-07 02:16:19,138 - mmaction - INFO - Epoch [16][240/1345] lr: 1.000e-02, eta: 12:22:24, time: 0.539, data_time: 0.001, memory: 7127, top1_acc: 0.4367, top5_acc: 0.7195, loss_cls: 2.3321, loss: 2.3321, grad_norm: 6.6142 2021-06-07 02:16:30,235 - mmaction - INFO - Epoch [16][260/1345] lr: 1.000e-02, eta: 12:21:47, time: 0.554, data_time: 0.001, memory: 7127, top1_acc: 0.4203, top5_acc: 0.6789, loss_cls: 2.4464, loss: 2.4464, grad_norm: 6.5279 2021-06-07 02:16:42,441 - mmaction - INFO - Epoch [16][280/1345] lr: 1.000e-02, eta: 12:21:12, time: 0.610, data_time: 0.002, memory: 7127, top1_acc: 0.4313, top5_acc: 0.7008, loss_cls: 2.3351, loss: 2.3351, grad_norm: 6.6909 2021-06-07 02:16:54,162 - mmaction - INFO - Epoch [16][300/1345] lr: 1.000e-02, eta: 12:20:37, time: 0.586, data_time: 0.001, memory: 7127, top1_acc: 0.4523, top5_acc: 0.7125, loss_cls: 2.3081, loss: 2.3081, grad_norm: 6.5919 2021-06-07 02:17:05,935 - mmaction - INFO - Epoch [16][320/1345] lr: 1.000e-02, eta: 12:20:01, time: 0.589, data_time: 0.002, memory: 7127, top1_acc: 0.4047, top5_acc: 0.6906, loss_cls: 2.4382, loss: 2.4382, grad_norm: 6.5580 2021-06-07 02:17:18,156 - mmaction - INFO - Epoch [16][340/1345] lr: 1.000e-02, eta: 12:19:27, time: 0.612, data_time: 0.001, memory: 7127, top1_acc: 0.4344, top5_acc: 0.6977, loss_cls: 2.4086, loss: 2.4086, grad_norm: 6.6046 2021-06-07 02:17:30,198 - mmaction - INFO - Epoch [16][360/1345] lr: 1.000e-02, eta: 12:18:52, time: 0.601, data_time: 0.001, memory: 7127, top1_acc: 0.4219, top5_acc: 0.6781, loss_cls: 2.4204, loss: 2.4204, grad_norm: 6.4941 2021-06-07 02:17:43,083 - mmaction - INFO - Epoch [16][380/1345] lr: 1.000e-02, eta: 12:18:19, time: 0.644, data_time: 0.001, memory: 7127, top1_acc: 0.4266, top5_acc: 0.6984, loss_cls: 2.4010, loss: 2.4010, grad_norm: 6.2915 2021-06-07 02:17:55,726 - mmaction - INFO - Epoch [16][400/1345] lr: 1.000e-02, eta: 12:17:46, time: 0.631, data_time: 0.002, memory: 7127, top1_acc: 0.4406, top5_acc: 0.7188, loss_cls: 2.3289, loss: 2.3289, grad_norm: 6.5771 2021-06-07 02:18:08,097 - mmaction - INFO - Epoch [16][420/1345] lr: 1.000e-02, eta: 12:17:12, time: 0.619, data_time: 0.002, memory: 7127, top1_acc: 0.4219, top5_acc: 0.6867, loss_cls: 2.4633, loss: 2.4633, grad_norm: 6.5336 2021-06-07 02:18:19,759 - mmaction - INFO - Epoch [16][440/1345] lr: 1.000e-02, eta: 12:16:36, time: 0.584, data_time: 0.002, memory: 7127, top1_acc: 0.4211, top5_acc: 0.7102, loss_cls: 2.3809, loss: 2.3809, grad_norm: 6.4070 2021-06-07 02:18:32,910 - mmaction - INFO - Epoch [16][460/1345] lr: 1.000e-02, eta: 12:16:04, time: 0.657, data_time: 0.001, memory: 7127, top1_acc: 0.4250, top5_acc: 0.7031, loss_cls: 2.3466, loss: 2.3466, grad_norm: 6.6868 2021-06-07 02:18:44,713 - mmaction - INFO - Epoch [16][480/1345] lr: 1.000e-02, eta: 12:15:29, time: 0.591, data_time: 0.002, memory: 7127, top1_acc: 0.4164, top5_acc: 0.6797, loss_cls: 2.4395, loss: 2.4395, grad_norm: 6.5010 2021-06-07 02:18:56,634 - mmaction - INFO - Epoch [16][500/1345] lr: 1.000e-02, eta: 12:14:55, time: 0.596, data_time: 0.001, memory: 7127, top1_acc: 0.4266, top5_acc: 0.6922, loss_cls: 2.4103, loss: 2.4103, grad_norm: 6.4123 2021-06-07 02:19:08,878 - mmaction - INFO - Epoch [16][520/1345] lr: 1.000e-02, eta: 12:14:21, time: 0.612, data_time: 0.002, memory: 7127, top1_acc: 0.3969, top5_acc: 0.6852, loss_cls: 2.4654, loss: 2.4654, grad_norm: 6.6010 2021-06-07 02:19:21,527 - mmaction - INFO - Epoch [16][540/1345] lr: 1.000e-02, eta: 12:13:48, time: 0.632, data_time: 0.001, memory: 7127, top1_acc: 0.3945, top5_acc: 0.6992, loss_cls: 2.4554, loss: 2.4554, grad_norm: 6.3966 2021-06-07 02:19:33,412 - mmaction - INFO - Epoch [16][560/1345] lr: 1.000e-02, eta: 12:13:13, time: 0.595, data_time: 0.002, memory: 7127, top1_acc: 0.4234, top5_acc: 0.6969, loss_cls: 2.4044, loss: 2.4044, grad_norm: 6.4879 2021-06-07 02:19:45,425 - mmaction - INFO - Epoch [16][580/1345] lr: 1.000e-02, eta: 12:12:38, time: 0.600, data_time: 0.001, memory: 7127, top1_acc: 0.4250, top5_acc: 0.6813, loss_cls: 2.4553, loss: 2.4553, grad_norm: 6.5408 2021-06-07 02:19:58,214 - mmaction - INFO - Epoch [16][600/1345] lr: 1.000e-02, eta: 12:12:06, time: 0.639, data_time: 0.002, memory: 7127, top1_acc: 0.4039, top5_acc: 0.6867, loss_cls: 2.4755, loss: 2.4755, grad_norm: 6.9374 2021-06-07 02:20:10,286 - mmaction - INFO - Epoch [16][620/1345] lr: 1.000e-02, eta: 12:11:32, time: 0.604, data_time: 0.001, memory: 7127, top1_acc: 0.3906, top5_acc: 0.6844, loss_cls: 2.4729, loss: 2.4729, grad_norm: 6.4415 2021-06-07 02:20:22,382 - mmaction - INFO - Epoch [16][640/1345] lr: 1.000e-02, eta: 12:10:58, time: 0.605, data_time: 0.002, memory: 7127, top1_acc: 0.4117, top5_acc: 0.6727, loss_cls: 2.4779, loss: 2.4779, grad_norm: 6.3138 2021-06-07 02:20:35,234 - mmaction - INFO - Epoch [16][660/1345] lr: 1.000e-02, eta: 12:10:25, time: 0.643, data_time: 0.001, memory: 7127, top1_acc: 0.4203, top5_acc: 0.7063, loss_cls: 2.3872, loss: 2.3872, grad_norm: 6.5776 2021-06-07 02:20:46,974 - mmaction - INFO - Epoch [16][680/1345] lr: 1.000e-02, eta: 12:09:51, time: 0.587, data_time: 0.001, memory: 7127, top1_acc: 0.4180, top5_acc: 0.7039, loss_cls: 2.3980, loss: 2.3980, grad_norm: 6.4626 2021-06-07 02:20:59,028 - mmaction - INFO - Epoch [16][700/1345] lr: 1.000e-02, eta: 12:09:16, time: 0.603, data_time: 0.001, memory: 7127, top1_acc: 0.4148, top5_acc: 0.6781, loss_cls: 2.4742, loss: 2.4742, grad_norm: 6.4483 2021-06-07 02:21:11,208 - mmaction - INFO - Epoch [16][720/1345] lr: 1.000e-02, eta: 12:08:43, time: 0.608, data_time: 0.001, memory: 7127, top1_acc: 0.4227, top5_acc: 0.6836, loss_cls: 2.4633, loss: 2.4633, grad_norm: 6.3718 2021-06-07 02:21:23,909 - mmaction - INFO - Epoch [16][740/1345] lr: 1.000e-02, eta: 12:08:10, time: 0.635, data_time: 0.001, memory: 7127, top1_acc: 0.4219, top5_acc: 0.6836, loss_cls: 2.4709, loss: 2.4709, grad_norm: 6.5496 2021-06-07 02:21:35,409 - mmaction - INFO - Epoch [16][760/1345] lr: 1.000e-02, eta: 12:07:35, time: 0.575, data_time: 0.001, memory: 7127, top1_acc: 0.4195, top5_acc: 0.6773, loss_cls: 2.4855, loss: 2.4855, grad_norm: 6.2874 2021-06-07 02:21:48,163 - mmaction - INFO - Epoch [16][780/1345] lr: 1.000e-02, eta: 12:07:03, time: 0.637, data_time: 0.001, memory: 7127, top1_acc: 0.4141, top5_acc: 0.6906, loss_cls: 2.4535, loss: 2.4535, grad_norm: 6.6874 2021-06-07 02:22:00,735 - mmaction - INFO - Epoch [16][800/1345] lr: 1.000e-02, eta: 12:06:30, time: 0.630, data_time: 0.002, memory: 7127, top1_acc: 0.3719, top5_acc: 0.6758, loss_cls: 2.5929, loss: 2.5929, grad_norm: 6.5285 2021-06-07 02:22:12,764 - mmaction - INFO - Epoch [16][820/1345] lr: 1.000e-02, eta: 12:05:56, time: 0.601, data_time: 0.001, memory: 7127, top1_acc: 0.4188, top5_acc: 0.7156, loss_cls: 2.3291, loss: 2.3291, grad_norm: 6.2266 2021-06-07 02:22:24,469 - mmaction - INFO - Epoch [16][840/1345] lr: 1.000e-02, eta: 12:05:22, time: 0.583, data_time: 0.002, memory: 7127, top1_acc: 0.4000, top5_acc: 0.7039, loss_cls: 2.4392, loss: 2.4392, grad_norm: 6.5398 2021-06-07 02:22:36,618 - mmaction - INFO - Epoch [16][860/1345] lr: 1.000e-02, eta: 12:04:48, time: 0.610, data_time: 0.004, memory: 7127, top1_acc: 0.4180, top5_acc: 0.7102, loss_cls: 2.3594, loss: 2.3594, grad_norm: 6.4915 2021-06-07 02:22:48,479 - mmaction - INFO - Epoch [16][880/1345] lr: 1.000e-02, eta: 12:04:14, time: 0.593, data_time: 0.002, memory: 7127, top1_acc: 0.4531, top5_acc: 0.7320, loss_cls: 2.2792, loss: 2.2792, grad_norm: 6.4185 2021-06-07 02:23:00,781 - mmaction - INFO - Epoch [16][900/1345] lr: 1.000e-02, eta: 12:03:41, time: 0.615, data_time: 0.001, memory: 7127, top1_acc: 0.3969, top5_acc: 0.6891, loss_cls: 2.4543, loss: 2.4543, grad_norm: 6.4894 2021-06-07 02:23:13,015 - mmaction - INFO - Epoch [16][920/1345] lr: 1.000e-02, eta: 12:03:08, time: 0.612, data_time: 0.001, memory: 7127, top1_acc: 0.4172, top5_acc: 0.6836, loss_cls: 2.4412, loss: 2.4412, grad_norm: 6.6030 2021-06-07 02:23:25,692 - mmaction - INFO - Epoch [16][940/1345] lr: 1.000e-02, eta: 12:02:36, time: 0.633, data_time: 0.001, memory: 7127, top1_acc: 0.4023, top5_acc: 0.6781, loss_cls: 2.5416, loss: 2.5416, grad_norm: 6.2702 2021-06-07 02:23:37,428 - mmaction - INFO - Epoch [16][960/1345] lr: 1.000e-02, eta: 12:02:01, time: 0.587, data_time: 0.002, memory: 7127, top1_acc: 0.4359, top5_acc: 0.7133, loss_cls: 2.3458, loss: 2.3458, grad_norm: 6.3632 2021-06-07 02:23:49,632 - mmaction - INFO - Epoch [16][980/1345] lr: 1.000e-02, eta: 12:01:28, time: 0.610, data_time: 0.001, memory: 7127, top1_acc: 0.4273, top5_acc: 0.7047, loss_cls: 2.3636, loss: 2.3636, grad_norm: 6.5631 2021-06-07 02:24:01,334 - mmaction - INFO - Epoch [16][1000/1345] lr: 1.000e-02, eta: 12:00:54, time: 0.585, data_time: 0.002, memory: 7127, top1_acc: 0.3898, top5_acc: 0.6992, loss_cls: 2.4554, loss: 2.4554, grad_norm: 6.3690 2021-06-07 02:24:14,172 - mmaction - INFO - Epoch [16][1020/1345] lr: 1.000e-02, eta: 12:00:22, time: 0.642, data_time: 0.001, memory: 7127, top1_acc: 0.4250, top5_acc: 0.7008, loss_cls: 2.4024, loss: 2.4024, grad_norm: 6.2084 2021-06-07 02:24:26,691 - mmaction - INFO - Epoch [16][1040/1345] lr: 1.000e-02, eta: 11:59:50, time: 0.626, data_time: 0.001, memory: 7127, top1_acc: 0.4234, top5_acc: 0.6937, loss_cls: 2.4261, loss: 2.4261, grad_norm: 6.5656 2021-06-07 02:24:38,404 - mmaction - INFO - Epoch [16][1060/1345] lr: 1.000e-02, eta: 11:59:16, time: 0.585, data_time: 0.001, memory: 7127, top1_acc: 0.4195, top5_acc: 0.6977, loss_cls: 2.4232, loss: 2.4232, grad_norm: 6.5782 2021-06-07 02:24:50,302 - mmaction - INFO - Epoch [16][1080/1345] lr: 1.000e-02, eta: 11:58:42, time: 0.595, data_time: 0.002, memory: 7127, top1_acc: 0.3906, top5_acc: 0.6906, loss_cls: 2.4365, loss: 2.4365, grad_norm: 6.3704 2021-06-07 02:25:02,036 - mmaction - INFO - Epoch [16][1100/1345] lr: 1.000e-02, eta: 11:58:09, time: 0.588, data_time: 0.002, memory: 7127, top1_acc: 0.3992, top5_acc: 0.6875, loss_cls: 2.5013, loss: 2.5013, grad_norm: 6.3171 2021-06-07 02:25:15,086 - mmaction - INFO - Epoch [16][1120/1345] lr: 1.000e-02, eta: 11:57:38, time: 0.652, data_time: 0.002, memory: 7127, top1_acc: 0.4453, top5_acc: 0.7070, loss_cls: 2.2976, loss: 2.2976, grad_norm: 6.6503 2021-06-07 02:25:26,934 - mmaction - INFO - Epoch [16][1140/1345] lr: 1.000e-02, eta: 11:57:04, time: 0.592, data_time: 0.001, memory: 7127, top1_acc: 0.4148, top5_acc: 0.6859, loss_cls: 2.4866, loss: 2.4866, grad_norm: 6.3077 2021-06-07 02:25:39,158 - mmaction - INFO - Epoch [16][1160/1345] lr: 1.000e-02, eta: 11:56:31, time: 0.611, data_time: 0.002, memory: 7127, top1_acc: 0.4219, top5_acc: 0.7047, loss_cls: 2.3844, loss: 2.3844, grad_norm: 6.6283 2021-06-07 02:25:51,085 - mmaction - INFO - Epoch [16][1180/1345] lr: 1.000e-02, eta: 11:55:58, time: 0.596, data_time: 0.001, memory: 7127, top1_acc: 0.4109, top5_acc: 0.6805, loss_cls: 2.5179, loss: 2.5179, grad_norm: 6.6155 2021-06-07 02:26:03,478 - mmaction - INFO - Epoch [16][1200/1345] lr: 1.000e-02, eta: 11:55:26, time: 0.619, data_time: 0.001, memory: 7127, top1_acc: 0.4602, top5_acc: 0.7141, loss_cls: 2.3078, loss: 2.3078, grad_norm: 6.3629 2021-06-07 02:26:15,199 - mmaction - INFO - Epoch [16][1220/1345] lr: 1.000e-02, eta: 11:54:52, time: 0.586, data_time: 0.001, memory: 7127, top1_acc: 0.4234, top5_acc: 0.6875, loss_cls: 2.4449, loss: 2.4449, grad_norm: 6.4884 2021-06-07 02:26:27,766 - mmaction - INFO - Epoch [16][1240/1345] lr: 1.000e-02, eta: 11:54:20, time: 0.627, data_time: 0.002, memory: 7127, top1_acc: 0.4156, top5_acc: 0.7055, loss_cls: 2.4126, loss: 2.4126, grad_norm: 6.2064 2021-06-07 02:26:39,246 - mmaction - INFO - Epoch [16][1260/1345] lr: 1.000e-02, eta: 11:53:46, time: 0.576, data_time: 0.003, memory: 7127, top1_acc: 0.4039, top5_acc: 0.6734, loss_cls: 2.4462, loss: 2.4462, grad_norm: 6.5003 2021-06-07 02:26:51,842 - mmaction - INFO - Epoch [16][1280/1345] lr: 1.000e-02, eta: 11:53:14, time: 0.630, data_time: 0.001, memory: 7127, top1_acc: 0.4273, top5_acc: 0.7008, loss_cls: 2.3906, loss: 2.3906, grad_norm: 6.3809 2021-06-07 02:27:03,854 - mmaction - INFO - Epoch [16][1300/1345] lr: 1.000e-02, eta: 11:52:41, time: 0.600, data_time: 0.001, memory: 7127, top1_acc: 0.4055, top5_acc: 0.6953, loss_cls: 2.4372, loss: 2.4372, grad_norm: 6.4635 2021-06-07 02:27:16,057 - mmaction - INFO - Epoch [16][1320/1345] lr: 1.000e-02, eta: 11:52:09, time: 0.610, data_time: 0.002, memory: 7127, top1_acc: 0.4242, top5_acc: 0.7078, loss_cls: 2.3708, loss: 2.3708, grad_norm: 6.3623 2021-06-07 02:27:28,137 - mmaction - INFO - Epoch [16][1340/1345] lr: 1.000e-02, eta: 11:51:36, time: 0.604, data_time: 0.001, memory: 7127, top1_acc: 0.4281, top5_acc: 0.6930, loss_cls: 2.4007, loss: 2.4007, grad_norm: 6.6675 2021-06-07 02:27:35,422 - mmaction - INFO - Saving checkpoint at 16 epochs 2021-06-07 02:35:12,456 - mmaction - INFO - Epoch [17][20/1345] lr: 1.000e-02, eta: 12:06:31, time: 22.802, data_time: 22.155, memory: 7127, top1_acc: 0.4164, top5_acc: 0.7055, loss_cls: 2.4027, loss: 2.4027, grad_norm: 6.1408 2021-06-07 02:35:22,573 - mmaction - INFO - Epoch [17][40/1345] lr: 1.000e-02, eta: 12:05:53, time: 0.506, data_time: 0.003, memory: 7127, top1_acc: 0.4211, top5_acc: 0.7180, loss_cls: 2.3307, loss: 2.3307, grad_norm: 6.6025 2021-06-07 02:35:32,637 - mmaction - INFO - Epoch [17][60/1345] lr: 1.000e-02, eta: 12:05:15, time: 0.503, data_time: 0.002, memory: 7127, top1_acc: 0.4188, top5_acc: 0.6969, loss_cls: 2.3856, loss: 2.3856, grad_norm: 6.4847 2021-06-07 02:35:42,818 - mmaction - INFO - Epoch [17][80/1345] lr: 1.000e-02, eta: 12:04:37, time: 0.510, data_time: 0.002, memory: 7127, top1_acc: 0.4070, top5_acc: 0.6734, loss_cls: 2.4613, loss: 2.4613, grad_norm: 6.3850 2021-06-07 02:35:53,310 - mmaction - INFO - Epoch [17][100/1345] lr: 1.000e-02, eta: 12:04:00, time: 0.524, data_time: 0.001, memory: 7127, top1_acc: 0.4469, top5_acc: 0.7219, loss_cls: 2.2890, loss: 2.2890, grad_norm: 6.2818 2021-06-07 02:36:03,481 - mmaction - INFO - Epoch [17][120/1345] lr: 1.000e-02, eta: 12:03:22, time: 0.509, data_time: 0.003, memory: 7127, top1_acc: 0.4102, top5_acc: 0.7133, loss_cls: 2.3829, loss: 2.3829, grad_norm: 6.6242 2021-06-07 02:36:14,030 - mmaction - INFO - Epoch [17][140/1345] lr: 1.000e-02, eta: 12:02:45, time: 0.528, data_time: 0.002, memory: 7127, top1_acc: 0.4023, top5_acc: 0.6937, loss_cls: 2.3881, loss: 2.3881, grad_norm: 6.7999 2021-06-07 02:36:24,127 - mmaction - INFO - Epoch [17][160/1345] lr: 1.000e-02, eta: 12:02:07, time: 0.505, data_time: 0.001, memory: 7127, top1_acc: 0.4266, top5_acc: 0.6992, loss_cls: 2.3925, loss: 2.3925, grad_norm: 6.5609 2021-06-07 02:36:34,431 - mmaction - INFO - Epoch [17][180/1345] lr: 1.000e-02, eta: 12:01:30, time: 0.514, data_time: 0.001, memory: 7127, top1_acc: 0.4250, top5_acc: 0.6961, loss_cls: 2.3560, loss: 2.3560, grad_norm: 6.6312 2021-06-07 02:36:44,999 - mmaction - INFO - Epoch [17][200/1345] lr: 1.000e-02, eta: 12:00:53, time: 0.529, data_time: 0.002, memory: 7127, top1_acc: 0.4398, top5_acc: 0.7063, loss_cls: 2.3099, loss: 2.3099, grad_norm: 6.3776 2021-06-07 02:36:56,120 - mmaction - INFO - Epoch [17][220/1345] lr: 1.000e-02, eta: 12:00:18, time: 0.556, data_time: 0.001, memory: 7127, top1_acc: 0.4500, top5_acc: 0.7133, loss_cls: 2.3137, loss: 2.3137, grad_norm: 6.5506 2021-06-07 02:37:06,841 - mmaction - INFO - Epoch [17][240/1345] lr: 1.000e-02, eta: 11:59:42, time: 0.536, data_time: 0.001, memory: 7127, top1_acc: 0.4266, top5_acc: 0.7078, loss_cls: 2.3404, loss: 2.3404, grad_norm: 6.6639 2021-06-07 02:37:18,083 - mmaction - INFO - Epoch [17][260/1345] lr: 1.000e-02, eta: 11:59:07, time: 0.563, data_time: 0.001, memory: 7127, top1_acc: 0.4008, top5_acc: 0.6852, loss_cls: 2.4531, loss: 2.4531, grad_norm: 6.5356 2021-06-07 02:37:29,904 - mmaction - INFO - Epoch [17][280/1345] lr: 1.000e-02, eta: 11:58:33, time: 0.589, data_time: 0.001, memory: 7127, top1_acc: 0.4188, top5_acc: 0.7070, loss_cls: 2.3670, loss: 2.3670, grad_norm: 6.6202 2021-06-07 02:37:42,260 - mmaction - INFO - Epoch [17][300/1345] lr: 1.000e-02, eta: 11:58:00, time: 0.619, data_time: 0.002, memory: 7127, top1_acc: 0.4352, top5_acc: 0.7086, loss_cls: 2.3335, loss: 2.3335, grad_norm: 6.5342 2021-06-07 02:37:53,787 - mmaction - INFO - Epoch [17][320/1345] lr: 1.000e-02, eta: 11:57:25, time: 0.576, data_time: 0.002, memory: 7127, top1_acc: 0.3992, top5_acc: 0.6891, loss_cls: 2.4228, loss: 2.4228, grad_norm: 6.4816 2021-06-07 02:38:06,283 - mmaction - INFO - Epoch [17][340/1345] lr: 1.000e-02, eta: 11:56:53, time: 0.625, data_time: 0.001, memory: 7127, top1_acc: 0.4383, top5_acc: 0.6930, loss_cls: 2.3612, loss: 2.3612, grad_norm: 6.5927 2021-06-07 02:38:17,725 - mmaction - INFO - Epoch [17][360/1345] lr: 1.000e-02, eta: 11:56:19, time: 0.572, data_time: 0.001, memory: 7127, top1_acc: 0.4164, top5_acc: 0.6977, loss_cls: 2.4028, loss: 2.4028, grad_norm: 6.3419 2021-06-07 02:38:29,967 - mmaction - INFO - Epoch [17][380/1345] lr: 1.000e-02, eta: 11:55:46, time: 0.612, data_time: 0.002, memory: 7127, top1_acc: 0.4281, top5_acc: 0.7078, loss_cls: 2.3624, loss: 2.3624, grad_norm: 6.6820 2021-06-07 02:38:41,850 - mmaction - INFO - Epoch [17][400/1345] lr: 1.000e-02, eta: 11:55:12, time: 0.594, data_time: 0.001, memory: 7127, top1_acc: 0.4375, top5_acc: 0.7266, loss_cls: 2.3389, loss: 2.3389, grad_norm: 6.7342 2021-06-07 02:38:54,589 - mmaction - INFO - Epoch [17][420/1345] lr: 1.000e-02, eta: 11:54:40, time: 0.637, data_time: 0.002, memory: 7127, top1_acc: 0.4133, top5_acc: 0.6930, loss_cls: 2.3839, loss: 2.3839, grad_norm: 6.7825 2021-06-07 02:39:07,133 - mmaction - INFO - Epoch [17][440/1345] lr: 1.000e-02, eta: 11:54:08, time: 0.628, data_time: 0.002, memory: 7127, top1_acc: 0.4133, top5_acc: 0.6945, loss_cls: 2.4157, loss: 2.4157, grad_norm: 6.6179 2021-06-07 02:39:19,412 - mmaction - INFO - Epoch [17][460/1345] lr: 1.000e-02, eta: 11:53:36, time: 0.614, data_time: 0.001, memory: 7127, top1_acc: 0.4367, top5_acc: 0.7000, loss_cls: 2.3590, loss: 2.3590, grad_norm: 6.4146 2021-06-07 02:39:31,164 - mmaction - INFO - Epoch [17][480/1345] lr: 1.000e-02, eta: 11:53:02, time: 0.587, data_time: 0.001, memory: 7127, top1_acc: 0.4328, top5_acc: 0.7055, loss_cls: 2.3853, loss: 2.3853, grad_norm: 6.6546 2021-06-07 02:39:42,927 - mmaction - INFO - Epoch [17][500/1345] lr: 1.000e-02, eta: 11:52:29, time: 0.589, data_time: 0.002, memory: 7127, top1_acc: 0.4203, top5_acc: 0.6836, loss_cls: 2.4494, loss: 2.4494, grad_norm: 6.2619 2021-06-07 02:39:54,662 - mmaction - INFO - Epoch [17][520/1345] lr: 1.000e-02, eta: 11:51:55, time: 0.587, data_time: 0.001, memory: 7127, top1_acc: 0.4133, top5_acc: 0.7063, loss_cls: 2.4000, loss: 2.4000, grad_norm: 6.3891 2021-06-07 02:40:06,615 - mmaction - INFO - Epoch [17][540/1345] lr: 1.000e-02, eta: 11:51:22, time: 0.597, data_time: 0.001, memory: 7127, top1_acc: 0.4164, top5_acc: 0.7023, loss_cls: 2.3929, loss: 2.3929, grad_norm: 6.6203 2021-06-07 02:40:18,977 - mmaction - INFO - Epoch [17][560/1345] lr: 1.000e-02, eta: 11:50:50, time: 0.618, data_time: 0.002, memory: 7127, top1_acc: 0.4141, top5_acc: 0.7055, loss_cls: 2.3893, loss: 2.3893, grad_norm: 6.7422 2021-06-07 02:40:31,485 - mmaction - INFO - Epoch [17][580/1345] lr: 1.000e-02, eta: 11:50:18, time: 0.625, data_time: 0.002, memory: 7127, top1_acc: 0.4180, top5_acc: 0.7055, loss_cls: 2.3647, loss: 2.3647, grad_norm: 6.5604 2021-06-07 02:40:43,906 - mmaction - INFO - Epoch [17][600/1345] lr: 1.000e-02, eta: 11:49:46, time: 0.621, data_time: 0.002, memory: 7127, top1_acc: 0.4328, top5_acc: 0.7164, loss_cls: 2.3235, loss: 2.3235, grad_norm: 6.7921 2021-06-07 02:40:55,622 - mmaction - INFO - Epoch [17][620/1345] lr: 1.000e-02, eta: 11:49:12, time: 0.586, data_time: 0.002, memory: 7127, top1_acc: 0.4344, top5_acc: 0.6836, loss_cls: 2.4108, loss: 2.4108, grad_norm: 6.3321 2021-06-07 02:41:07,557 - mmaction - INFO - Epoch [17][640/1345] lr: 1.000e-02, eta: 11:48:39, time: 0.597, data_time: 0.001, memory: 7127, top1_acc: 0.4414, top5_acc: 0.7031, loss_cls: 2.3502, loss: 2.3502, grad_norm: 6.3440 2021-06-07 02:41:20,279 - mmaction - INFO - Epoch [17][660/1345] lr: 1.000e-02, eta: 11:48:08, time: 0.636, data_time: 0.001, memory: 7127, top1_acc: 0.4359, top5_acc: 0.7078, loss_cls: 2.3222, loss: 2.3222, grad_norm: 6.4640 2021-06-07 02:41:31,571 - mmaction - INFO - Epoch [17][680/1345] lr: 1.000e-02, eta: 11:47:34, time: 0.564, data_time: 0.001, memory: 7127, top1_acc: 0.4281, top5_acc: 0.6930, loss_cls: 2.4087, loss: 2.4087, grad_norm: 6.3417 2021-06-07 02:41:44,540 - mmaction - INFO - Epoch [17][700/1345] lr: 1.000e-02, eta: 11:47:03, time: 0.648, data_time: 0.002, memory: 7127, top1_acc: 0.4062, top5_acc: 0.6813, loss_cls: 2.4632, loss: 2.4632, grad_norm: 6.3105 2021-06-07 02:41:56,472 - mmaction - INFO - Epoch [17][720/1345] lr: 1.000e-02, eta: 11:46:30, time: 0.597, data_time: 0.002, memory: 7127, top1_acc: 0.4203, top5_acc: 0.6969, loss_cls: 2.3598, loss: 2.3598, grad_norm: 6.5444 2021-06-07 02:42:08,402 - mmaction - INFO - Epoch [17][740/1345] lr: 1.000e-02, eta: 11:45:57, time: 0.596, data_time: 0.001, memory: 7127, top1_acc: 0.4336, top5_acc: 0.7148, loss_cls: 2.3744, loss: 2.3744, grad_norm: 6.3405 2021-06-07 02:42:20,500 - mmaction - INFO - Epoch [17][760/1345] lr: 1.000e-02, eta: 11:45:25, time: 0.605, data_time: 0.001, memory: 7127, top1_acc: 0.4266, top5_acc: 0.7000, loss_cls: 2.4264, loss: 2.4264, grad_norm: 6.5904 2021-06-07 02:42:32,349 - mmaction - INFO - Epoch [17][780/1345] lr: 1.000e-02, eta: 11:44:52, time: 0.593, data_time: 0.001, memory: 7127, top1_acc: 0.4266, top5_acc: 0.7039, loss_cls: 2.3572, loss: 2.3572, grad_norm: 6.5185 2021-06-07 02:42:44,182 - mmaction - INFO - Epoch [17][800/1345] lr: 1.000e-02, eta: 11:44:19, time: 0.591, data_time: 0.001, memory: 7127, top1_acc: 0.4117, top5_acc: 0.7031, loss_cls: 2.3982, loss: 2.3982, grad_norm: 6.5324 2021-06-07 02:42:56,884 - mmaction - INFO - Epoch [17][820/1345] lr: 1.000e-02, eta: 11:43:48, time: 0.634, data_time: 0.001, memory: 7127, top1_acc: 0.4344, top5_acc: 0.6930, loss_cls: 2.4231, loss: 2.4231, grad_norm: 6.5821 2021-06-07 02:43:08,868 - mmaction - INFO - Epoch [17][840/1345] lr: 1.000e-02, eta: 11:43:15, time: 0.600, data_time: 0.002, memory: 7127, top1_acc: 0.4070, top5_acc: 0.6930, loss_cls: 2.4548, loss: 2.4548, grad_norm: 6.2725 2021-06-07 02:43:21,209 - mmaction - INFO - Epoch [17][860/1345] lr: 1.000e-02, eta: 11:42:44, time: 0.617, data_time: 0.001, memory: 7127, top1_acc: 0.4219, top5_acc: 0.7195, loss_cls: 2.3489, loss: 2.3489, grad_norm: 6.4919 2021-06-07 02:43:33,866 - mmaction - INFO - Epoch [17][880/1345] lr: 1.000e-02, eta: 11:42:13, time: 0.632, data_time: 0.001, memory: 7127, top1_acc: 0.4234, top5_acc: 0.6961, loss_cls: 2.4037, loss: 2.4037, grad_norm: 6.5231 2021-06-07 02:43:46,324 - mmaction - INFO - Epoch [17][900/1345] lr: 1.000e-02, eta: 11:41:41, time: 0.624, data_time: 0.002, memory: 7127, top1_acc: 0.4273, top5_acc: 0.6891, loss_cls: 2.4145, loss: 2.4145, grad_norm: 6.3740 2021-06-07 02:43:59,460 - mmaction - INFO - Epoch [17][920/1345] lr: 1.000e-02, eta: 11:41:11, time: 0.656, data_time: 0.001, memory: 7127, top1_acc: 0.4055, top5_acc: 0.7008, loss_cls: 2.4435, loss: 2.4435, grad_norm: 6.3652 2021-06-07 02:44:11,103 - mmaction - INFO - Epoch [17][940/1345] lr: 1.000e-02, eta: 11:40:38, time: 0.582, data_time: 0.002, memory: 7127, top1_acc: 0.4461, top5_acc: 0.7188, loss_cls: 2.3176, loss: 2.3176, grad_norm: 6.3980 2021-06-07 02:44:23,428 - mmaction - INFO - Epoch [17][960/1345] lr: 1.000e-02, eta: 11:40:07, time: 0.617, data_time: 0.001, memory: 7127, top1_acc: 0.4102, top5_acc: 0.6937, loss_cls: 2.4387, loss: 2.4387, grad_norm: 6.5533 2021-06-07 02:44:36,395 - mmaction - INFO - Epoch [17][980/1345] lr: 1.000e-02, eta: 11:39:36, time: 0.648, data_time: 0.001, memory: 7127, top1_acc: 0.4211, top5_acc: 0.6937, loss_cls: 2.3685, loss: 2.3685, grad_norm: 6.4560 2021-06-07 02:44:49,120 - mmaction - INFO - Epoch [17][1000/1345] lr: 1.000e-02, eta: 11:39:05, time: 0.635, data_time: 0.001, memory: 7127, top1_acc: 0.4125, top5_acc: 0.7070, loss_cls: 2.3743, loss: 2.3743, grad_norm: 6.5409 2021-06-07 02:45:00,759 - mmaction - INFO - Epoch [17][1020/1345] lr: 1.000e-02, eta: 11:38:33, time: 0.583, data_time: 0.002, memory: 7127, top1_acc: 0.4273, top5_acc: 0.7078, loss_cls: 2.3398, loss: 2.3398, grad_norm: 6.3637 2021-06-07 02:45:12,408 - mmaction - INFO - Epoch [17][1040/1345] lr: 1.000e-02, eta: 11:38:00, time: 0.582, data_time: 0.001, memory: 7127, top1_acc: 0.4242, top5_acc: 0.7352, loss_cls: 2.2941, loss: 2.2941, grad_norm: 6.6548 2021-06-07 02:45:24,988 - mmaction - INFO - Epoch [17][1060/1345] lr: 1.000e-02, eta: 11:37:29, time: 0.628, data_time: 0.002, memory: 7127, top1_acc: 0.4031, top5_acc: 0.6922, loss_cls: 2.4762, loss: 2.4762, grad_norm: 6.7508 2021-06-07 02:45:37,512 - mmaction - INFO - Epoch [17][1080/1345] lr: 1.000e-02, eta: 11:36:58, time: 0.628, data_time: 0.002, memory: 7127, top1_acc: 0.3992, top5_acc: 0.6742, loss_cls: 2.4862, loss: 2.4862, grad_norm: 6.3307 2021-06-07 02:45:48,710 - mmaction - INFO - Epoch [17][1100/1345] lr: 1.000e-02, eta: 11:36:24, time: 0.559, data_time: 0.001, memory: 7127, top1_acc: 0.4461, top5_acc: 0.7148, loss_cls: 2.3167, loss: 2.3167, grad_norm: 6.4042 2021-06-07 02:46:01,107 - mmaction - INFO - Epoch [17][1120/1345] lr: 1.000e-02, eta: 11:35:53, time: 0.620, data_time: 0.001, memory: 7127, top1_acc: 0.4055, top5_acc: 0.6937, loss_cls: 2.4401, loss: 2.4401, grad_norm: 6.7922 2021-06-07 02:46:12,470 - mmaction - INFO - Epoch [17][1140/1345] lr: 1.000e-02, eta: 11:35:20, time: 0.568, data_time: 0.002, memory: 7127, top1_acc: 0.4203, top5_acc: 0.6984, loss_cls: 2.3939, loss: 2.3939, grad_norm: 6.4158 2021-06-07 02:46:24,796 - mmaction - INFO - Epoch [17][1160/1345] lr: 1.000e-02, eta: 11:34:49, time: 0.617, data_time: 0.002, memory: 7127, top1_acc: 0.4219, top5_acc: 0.7047, loss_cls: 2.4215, loss: 2.4215, grad_norm: 6.6369 2021-06-07 02:46:36,445 - mmaction - INFO - Epoch [17][1180/1345] lr: 1.000e-02, eta: 11:34:16, time: 0.581, data_time: 0.001, memory: 7127, top1_acc: 0.4141, top5_acc: 0.6969, loss_cls: 2.4183, loss: 2.4183, grad_norm: 6.4969 2021-06-07 02:46:48,537 - mmaction - INFO - Epoch [17][1200/1345] lr: 1.000e-02, eta: 11:33:44, time: 0.606, data_time: 0.003, memory: 7127, top1_acc: 0.4203, top5_acc: 0.6883, loss_cls: 2.4110, loss: 2.4110, grad_norm: 6.4262 2021-06-07 02:47:00,186 - mmaction - INFO - Epoch [17][1220/1345] lr: 1.000e-02, eta: 11:33:12, time: 0.582, data_time: 0.001, memory: 7127, top1_acc: 0.4078, top5_acc: 0.7008, loss_cls: 2.4331, loss: 2.4331, grad_norm: 6.3217 2021-06-07 02:47:12,891 - mmaction - INFO - Epoch [17][1240/1345] lr: 1.000e-02, eta: 11:32:42, time: 0.635, data_time: 0.001, memory: 7127, top1_acc: 0.4328, top5_acc: 0.7023, loss_cls: 2.3855, loss: 2.3855, grad_norm: 6.6232 2021-06-07 02:47:25,369 - mmaction - INFO - Epoch [17][1260/1345] lr: 1.000e-02, eta: 11:32:11, time: 0.624, data_time: 0.001, memory: 7127, top1_acc: 0.4242, top5_acc: 0.7094, loss_cls: 2.4197, loss: 2.4197, grad_norm: 6.4305 2021-06-07 02:47:37,815 - mmaction - INFO - Epoch [17][1280/1345] lr: 1.000e-02, eta: 11:31:40, time: 0.622, data_time: 0.002, memory: 7127, top1_acc: 0.4242, top5_acc: 0.6797, loss_cls: 2.4394, loss: 2.4394, grad_norm: 6.5483 2021-06-07 02:47:49,714 - mmaction - INFO - Epoch [17][1300/1345] lr: 1.000e-02, eta: 11:31:08, time: 0.593, data_time: 0.002, memory: 7127, top1_acc: 0.3914, top5_acc: 0.6609, loss_cls: 2.5560, loss: 2.5560, grad_norm: 6.5250 2021-06-07 02:48:02,145 - mmaction - INFO - Epoch [17][1320/1345] lr: 1.000e-02, eta: 11:30:37, time: 0.624, data_time: 0.003, memory: 7127, top1_acc: 0.3883, top5_acc: 0.6750, loss_cls: 2.4882, loss: 2.4882, grad_norm: 6.4241 2021-06-07 02:48:14,664 - mmaction - INFO - Epoch [17][1340/1345] lr: 1.000e-02, eta: 11:30:07, time: 0.626, data_time: 0.002, memory: 7127, top1_acc: 0.4180, top5_acc: 0.7086, loss_cls: 2.3887, loss: 2.3887, grad_norm: 6.5765 2021-06-07 02:48:22,442 - mmaction - INFO - Saving checkpoint at 17 epochs 2021-06-07 02:56:09,682 - mmaction - INFO - Epoch [18][20/1345] lr: 1.000e-02, eta: 11:44:02, time: 23.312, data_time: 22.687, memory: 7127, top1_acc: 0.4352, top5_acc: 0.6969, loss_cls: 2.3420, loss: 2.3420, grad_norm: 6.1922 2021-06-07 02:56:19,925 - mmaction - INFO - Epoch [18][40/1345] lr: 1.000e-02, eta: 11:43:26, time: 0.511, data_time: 0.003, memory: 7127, top1_acc: 0.4367, top5_acc: 0.7234, loss_cls: 2.2709, loss: 2.2709, grad_norm: 6.2642 2021-06-07 02:56:30,022 - mmaction - INFO - Epoch [18][60/1345] lr: 1.000e-02, eta: 11:42:50, time: 0.505, data_time: 0.003, memory: 7127, top1_acc: 0.4313, top5_acc: 0.7031, loss_cls: 2.3150, loss: 2.3150, grad_norm: 6.6845 2021-06-07 02:56:40,176 - mmaction - INFO - Epoch [18][80/1345] lr: 1.000e-02, eta: 11:42:13, time: 0.509, data_time: 0.003, memory: 7127, top1_acc: 0.4508, top5_acc: 0.7117, loss_cls: 2.3108, loss: 2.3108, grad_norm: 6.2256 2021-06-07 02:56:50,725 - mmaction - INFO - Epoch [18][100/1345] lr: 1.000e-02, eta: 11:41:38, time: 0.527, data_time: 0.002, memory: 7127, top1_acc: 0.4461, top5_acc: 0.7063, loss_cls: 2.3009, loss: 2.3009, grad_norm: 6.2732 2021-06-07 02:57:01,135 - mmaction - INFO - Epoch [18][120/1345] lr: 1.000e-02, eta: 11:41:03, time: 0.521, data_time: 0.002, memory: 7127, top1_acc: 0.4297, top5_acc: 0.7070, loss_cls: 2.3409, loss: 2.3409, grad_norm: 6.4878 2021-06-07 02:57:11,379 - mmaction - INFO - Epoch [18][140/1345] lr: 1.000e-02, eta: 11:40:27, time: 0.512, data_time: 0.001, memory: 7127, top1_acc: 0.4406, top5_acc: 0.7188, loss_cls: 2.2879, loss: 2.2879, grad_norm: 6.7887 2021-06-07 02:57:21,609 - mmaction - INFO - Epoch [18][160/1345] lr: 1.000e-02, eta: 11:39:51, time: 0.511, data_time: 0.002, memory: 7127, top1_acc: 0.4688, top5_acc: 0.7242, loss_cls: 2.2506, loss: 2.2506, grad_norm: 6.6692 2021-06-07 02:57:31,951 - mmaction - INFO - Epoch [18][180/1345] lr: 1.000e-02, eta: 11:39:15, time: 0.518, data_time: 0.002, memory: 7127, top1_acc: 0.4469, top5_acc: 0.7086, loss_cls: 2.3156, loss: 2.3156, grad_norm: 6.9528 2021-06-07 02:57:42,395 - mmaction - INFO - Epoch [18][200/1345] lr: 1.000e-02, eta: 11:38:40, time: 0.521, data_time: 0.001, memory: 7127, top1_acc: 0.4266, top5_acc: 0.6883, loss_cls: 2.3967, loss: 2.3967, grad_norm: 6.7000 2021-06-07 02:57:53,259 - mmaction - INFO - Epoch [18][220/1345] lr: 1.000e-02, eta: 11:38:05, time: 0.544, data_time: 0.002, memory: 7127, top1_acc: 0.4070, top5_acc: 0.6859, loss_cls: 2.4470, loss: 2.4470, grad_norm: 6.6146 2021-06-07 02:58:04,031 - mmaction - INFO - Epoch [18][240/1345] lr: 1.000e-02, eta: 11:37:31, time: 0.538, data_time: 0.001, memory: 7127, top1_acc: 0.4320, top5_acc: 0.7016, loss_cls: 2.3467, loss: 2.3467, grad_norm: 6.6538 2021-06-07 02:58:15,494 - mmaction - INFO - Epoch [18][260/1345] lr: 1.000e-02, eta: 11:36:58, time: 0.574, data_time: 0.002, memory: 7127, top1_acc: 0.4195, top5_acc: 0.7078, loss_cls: 2.3794, loss: 2.3794, grad_norm: 6.7430 2021-06-07 02:58:27,272 - mmaction - INFO - Epoch [18][280/1345] lr: 1.000e-02, eta: 11:36:25, time: 0.589, data_time: 0.002, memory: 7127, top1_acc: 0.4180, top5_acc: 0.7008, loss_cls: 2.3798, loss: 2.3798, grad_norm: 6.4601 2021-06-07 02:58:38,311 - mmaction - INFO - Epoch [18][300/1345] lr: 1.000e-02, eta: 11:35:51, time: 0.551, data_time: 0.001, memory: 7127, top1_acc: 0.4117, top5_acc: 0.6922, loss_cls: 2.3988, loss: 2.3988, grad_norm: 6.3078 2021-06-07 02:58:49,802 - mmaction - INFO - Epoch [18][320/1345] lr: 1.000e-02, eta: 11:35:18, time: 0.574, data_time: 0.002, memory: 7127, top1_acc: 0.4109, top5_acc: 0.7172, loss_cls: 2.3440, loss: 2.3440, grad_norm: 6.3657 2021-06-07 02:59:01,773 - mmaction - INFO - Epoch [18][340/1345] lr: 1.000e-02, eta: 11:34:46, time: 0.599, data_time: 0.002, memory: 7127, top1_acc: 0.4234, top5_acc: 0.7172, loss_cls: 2.3423, loss: 2.3423, grad_norm: 6.4507 2021-06-07 02:59:13,215 - mmaction - INFO - Epoch [18][360/1345] lr: 1.000e-02, eta: 11:34:12, time: 0.572, data_time: 0.002, memory: 7127, top1_acc: 0.4062, top5_acc: 0.6961, loss_cls: 2.4416, loss: 2.4416, grad_norm: 6.6124 2021-06-07 02:59:24,859 - mmaction - INFO - Epoch [18][380/1345] lr: 1.000e-02, eta: 11:33:40, time: 0.581, data_time: 0.002, memory: 7127, top1_acc: 0.4242, top5_acc: 0.7070, loss_cls: 2.3947, loss: 2.3947, grad_norm: 6.6201 2021-06-07 02:59:36,488 - mmaction - INFO - Epoch [18][400/1345] lr: 1.000e-02, eta: 11:33:07, time: 0.583, data_time: 0.003, memory: 7127, top1_acc: 0.4281, top5_acc: 0.6969, loss_cls: 2.3503, loss: 2.3503, grad_norm: 6.3938 2021-06-07 02:59:47,801 - mmaction - INFO - Epoch [18][420/1345] lr: 1.000e-02, eta: 11:32:34, time: 0.566, data_time: 0.001, memory: 7127, top1_acc: 0.4547, top5_acc: 0.7117, loss_cls: 2.2919, loss: 2.2919, grad_norm: 6.6180 2021-06-07 03:00:00,183 - mmaction - INFO - Epoch [18][440/1345] lr: 1.000e-02, eta: 11:32:03, time: 0.618, data_time: 0.001, memory: 7127, top1_acc: 0.4188, top5_acc: 0.6883, loss_cls: 2.4258, loss: 2.4258, grad_norm: 6.4119 2021-06-07 03:00:11,270 - mmaction - INFO - Epoch [18][460/1345] lr: 1.000e-02, eta: 11:31:29, time: 0.555, data_time: 0.002, memory: 7127, top1_acc: 0.4313, top5_acc: 0.7234, loss_cls: 2.3023, loss: 2.3023, grad_norm: 6.7802 2021-06-07 03:00:23,426 - mmaction - INFO - Epoch [18][480/1345] lr: 1.000e-02, eta: 11:30:57, time: 0.608, data_time: 0.002, memory: 7127, top1_acc: 0.4406, top5_acc: 0.6969, loss_cls: 2.3781, loss: 2.3781, grad_norm: 6.3397 2021-06-07 03:00:35,479 - mmaction - INFO - Epoch [18][500/1345] lr: 1.000e-02, eta: 11:30:26, time: 0.602, data_time: 0.001, memory: 7127, top1_acc: 0.4070, top5_acc: 0.7031, loss_cls: 2.3750, loss: 2.3750, grad_norm: 6.4979 2021-06-07 03:00:47,373 - mmaction - INFO - Epoch [18][520/1345] lr: 1.000e-02, eta: 11:29:54, time: 0.595, data_time: 0.001, memory: 7127, top1_acc: 0.4352, top5_acc: 0.7102, loss_cls: 2.3097, loss: 2.3097, grad_norm: 6.6420 2021-06-07 03:00:59,096 - mmaction - INFO - Epoch [18][540/1345] lr: 1.000e-02, eta: 11:29:21, time: 0.585, data_time: 0.001, memory: 7127, top1_acc: 0.4406, top5_acc: 0.7063, loss_cls: 2.3874, loss: 2.3874, grad_norm: 6.4880 2021-06-07 03:01:10,847 - mmaction - INFO - Epoch [18][560/1345] lr: 1.000e-02, eta: 11:28:49, time: 0.589, data_time: 0.003, memory: 7127, top1_acc: 0.4273, top5_acc: 0.7188, loss_cls: 2.3162, loss: 2.3162, grad_norm: 6.7879 2021-06-07 03:01:23,815 - mmaction - INFO - Epoch [18][580/1345] lr: 1.000e-02, eta: 11:28:19, time: 0.648, data_time: 0.001, memory: 7127, top1_acc: 0.3930, top5_acc: 0.6922, loss_cls: 2.4545, loss: 2.4545, grad_norm: 6.6650 2021-06-07 03:01:35,013 - mmaction - INFO - Epoch [18][600/1345] lr: 1.000e-02, eta: 11:27:46, time: 0.560, data_time: 0.001, memory: 7127, top1_acc: 0.3969, top5_acc: 0.6844, loss_cls: 2.4315, loss: 2.4315, grad_norm: 6.4375 2021-06-07 03:01:46,879 - mmaction - INFO - Epoch [18][620/1345] lr: 1.000e-02, eta: 11:27:14, time: 0.592, data_time: 0.001, memory: 7127, top1_acc: 0.4383, top5_acc: 0.7023, loss_cls: 2.3461, loss: 2.3461, grad_norm: 6.6209 2021-06-07 03:01:58,545 - mmaction - INFO - Epoch [18][640/1345] lr: 1.000e-02, eta: 11:26:42, time: 0.584, data_time: 0.002, memory: 7127, top1_acc: 0.4281, top5_acc: 0.6953, loss_cls: 2.3638, loss: 2.3638, grad_norm: 6.5919 2021-06-07 03:02:10,955 - mmaction - INFO - Epoch [18][660/1345] lr: 1.000e-02, eta: 11:26:11, time: 0.620, data_time: 0.002, memory: 7127, top1_acc: 0.4477, top5_acc: 0.7094, loss_cls: 2.3239, loss: 2.3239, grad_norm: 6.5720 2021-06-07 03:02:22,611 - mmaction - INFO - Epoch [18][680/1345] lr: 1.000e-02, eta: 11:25:39, time: 0.584, data_time: 0.002, memory: 7127, top1_acc: 0.4328, top5_acc: 0.7102, loss_cls: 2.3723, loss: 2.3723, grad_norm: 6.6159 2021-06-07 03:02:34,885 - mmaction - INFO - Epoch [18][700/1345] lr: 1.000e-02, eta: 11:25:08, time: 0.614, data_time: 0.002, memory: 7127, top1_acc: 0.4086, top5_acc: 0.6930, loss_cls: 2.3801, loss: 2.3801, grad_norm: 6.7036 2021-06-07 03:02:46,759 - mmaction - INFO - Epoch [18][720/1345] lr: 1.000e-02, eta: 11:24:37, time: 0.593, data_time: 0.001, memory: 7127, top1_acc: 0.4000, top5_acc: 0.6828, loss_cls: 2.4726, loss: 2.4726, grad_norm: 6.5333 2021-06-07 03:02:59,757 - mmaction - INFO - Epoch [18][740/1345] lr: 1.000e-02, eta: 11:24:07, time: 0.650, data_time: 0.002, memory: 7127, top1_acc: 0.4188, top5_acc: 0.6906, loss_cls: 2.4121, loss: 2.4121, grad_norm: 6.3559 2021-06-07 03:03:11,452 - mmaction - INFO - Epoch [18][760/1345] lr: 1.000e-02, eta: 11:23:35, time: 0.585, data_time: 0.001, memory: 7127, top1_acc: 0.4250, top5_acc: 0.7000, loss_cls: 2.4268, loss: 2.4268, grad_norm: 6.3319 2021-06-07 03:03:23,376 - mmaction - INFO - Epoch [18][780/1345] lr: 1.000e-02, eta: 11:23:04, time: 0.597, data_time: 0.002, memory: 7127, top1_acc: 0.4383, top5_acc: 0.7023, loss_cls: 2.3463, loss: 2.3463, grad_norm: 6.2869 2021-06-07 03:03:36,791 - mmaction - INFO - Epoch [18][800/1345] lr: 1.000e-02, eta: 11:22:35, time: 0.671, data_time: 0.001, memory: 7127, top1_acc: 0.4227, top5_acc: 0.6984, loss_cls: 2.3694, loss: 2.3694, grad_norm: 6.4972 2021-06-07 03:03:48,587 - mmaction - INFO - Epoch [18][820/1345] lr: 1.000e-02, eta: 11:22:03, time: 0.590, data_time: 0.001, memory: 7127, top1_acc: 0.4227, top5_acc: 0.7344, loss_cls: 2.2970, loss: 2.2970, grad_norm: 6.6541 2021-06-07 03:04:01,242 - mmaction - INFO - Epoch [18][840/1345] lr: 1.000e-02, eta: 11:21:33, time: 0.633, data_time: 0.001, memory: 7127, top1_acc: 0.4320, top5_acc: 0.7055, loss_cls: 2.3795, loss: 2.3795, grad_norm: 6.2756 2021-06-07 03:04:14,789 - mmaction - INFO - Epoch [18][860/1345] lr: 1.000e-02, eta: 11:21:05, time: 0.678, data_time: 0.001, memory: 7127, top1_acc: 0.4273, top5_acc: 0.7117, loss_cls: 2.3055, loss: 2.3055, grad_norm: 6.5488 2021-06-07 03:04:26,433 - mmaction - INFO - Epoch [18][880/1345] lr: 1.000e-02, eta: 11:20:33, time: 0.582, data_time: 0.001, memory: 7127, top1_acc: 0.4289, top5_acc: 0.7055, loss_cls: 2.3633, loss: 2.3633, grad_norm: 6.3496 2021-06-07 03:04:39,633 - mmaction - INFO - Epoch [18][900/1345] lr: 1.000e-02, eta: 11:20:04, time: 0.658, data_time: 0.001, memory: 7127, top1_acc: 0.4336, top5_acc: 0.7234, loss_cls: 2.3691, loss: 2.3691, grad_norm: 6.4631 2021-06-07 03:04:53,145 - mmaction - INFO - Epoch [18][920/1345] lr: 1.000e-02, eta: 11:19:36, time: 0.677, data_time: 0.003, memory: 7127, top1_acc: 0.4422, top5_acc: 0.7227, loss_cls: 2.3047, loss: 2.3047, grad_norm: 6.4680 2021-06-07 03:05:05,127 - mmaction - INFO - Epoch [18][940/1345] lr: 1.000e-02, eta: 11:19:05, time: 0.599, data_time: 0.001, memory: 7127, top1_acc: 0.4156, top5_acc: 0.6875, loss_cls: 2.4189, loss: 2.4189, grad_norm: 6.3560 2021-06-07 03:05:17,242 - mmaction - INFO - Epoch [18][960/1345] lr: 1.000e-02, eta: 11:18:34, time: 0.606, data_time: 0.001, memory: 7127, top1_acc: 0.4148, top5_acc: 0.6867, loss_cls: 2.4034, loss: 2.4034, grad_norm: 6.6923 2021-06-07 03:05:30,057 - mmaction - INFO - Epoch [18][980/1345] lr: 1.000e-02, eta: 11:18:04, time: 0.640, data_time: 0.001, memory: 7127, top1_acc: 0.3961, top5_acc: 0.6758, loss_cls: 2.5071, loss: 2.5071, grad_norm: 6.5256 2021-06-07 03:05:42,553 - mmaction - INFO - Epoch [18][1000/1345] lr: 1.000e-02, eta: 11:17:34, time: 0.625, data_time: 0.002, memory: 7127, top1_acc: 0.4164, top5_acc: 0.7086, loss_cls: 2.3725, loss: 2.3725, grad_norm: 6.5026 2021-06-07 03:05:55,913 - mmaction - INFO - Epoch [18][1020/1345] lr: 1.000e-02, eta: 11:17:05, time: 0.668, data_time: 0.001, memory: 7127, top1_acc: 0.4352, top5_acc: 0.7141, loss_cls: 2.3256, loss: 2.3256, grad_norm: 6.3097 2021-06-07 03:06:09,131 - mmaction - INFO - Epoch [18][1040/1345] lr: 1.000e-02, eta: 11:16:37, time: 0.660, data_time: 0.001, memory: 7127, top1_acc: 0.4289, top5_acc: 0.6867, loss_cls: 2.4243, loss: 2.4243, grad_norm: 6.3417 2021-06-07 03:06:21,214 - mmaction - INFO - Epoch [18][1060/1345] lr: 1.000e-02, eta: 11:16:06, time: 0.604, data_time: 0.001, memory: 7127, top1_acc: 0.4375, top5_acc: 0.7031, loss_cls: 2.3951, loss: 2.3951, grad_norm: 6.4356 2021-06-07 03:06:34,086 - mmaction - INFO - Epoch [18][1080/1345] lr: 1.000e-02, eta: 11:15:37, time: 0.644, data_time: 0.002, memory: 7127, top1_acc: 0.4289, top5_acc: 0.6953, loss_cls: 2.4055, loss: 2.4055, grad_norm: 6.3262 2021-06-07 03:06:46,237 - mmaction - INFO - Epoch [18][1100/1345] lr: 1.000e-02, eta: 11:15:06, time: 0.608, data_time: 0.001, memory: 7127, top1_acc: 0.4359, top5_acc: 0.7023, loss_cls: 2.3444, loss: 2.3444, grad_norm: 6.4752 2021-06-07 03:06:59,346 - mmaction - INFO - Epoch [18][1120/1345] lr: 1.000e-02, eta: 11:14:37, time: 0.655, data_time: 0.001, memory: 7127, top1_acc: 0.4117, top5_acc: 0.6852, loss_cls: 2.4681, loss: 2.4681, grad_norm: 6.3683 2021-06-07 03:07:11,821 - mmaction - INFO - Epoch [18][1140/1345] lr: 1.000e-02, eta: 11:14:07, time: 0.624, data_time: 0.001, memory: 7127, top1_acc: 0.4453, top5_acc: 0.7164, loss_cls: 2.3049, loss: 2.3049, grad_norm: 6.6450 2021-06-07 03:07:24,366 - mmaction - INFO - Epoch [18][1160/1345] lr: 1.000e-02, eta: 11:13:37, time: 0.627, data_time: 0.001, memory: 7127, top1_acc: 0.4164, top5_acc: 0.6852, loss_cls: 2.4669, loss: 2.4669, grad_norm: 6.4281 2021-06-07 03:07:36,978 - mmaction - INFO - Epoch [18][1180/1345] lr: 1.000e-02, eta: 11:13:08, time: 0.630, data_time: 0.001, memory: 7127, top1_acc: 0.4523, top5_acc: 0.7039, loss_cls: 2.3166, loss: 2.3166, grad_norm: 6.4275 2021-06-07 03:07:49,913 - mmaction - INFO - Epoch [18][1200/1345] lr: 1.000e-02, eta: 11:12:39, time: 0.648, data_time: 0.002, memory: 7127, top1_acc: 0.4133, top5_acc: 0.6867, loss_cls: 2.3977, loss: 2.3977, grad_norm: 6.4820 2021-06-07 03:08:02,708 - mmaction - INFO - Epoch [18][1220/1345] lr: 1.000e-02, eta: 11:12:10, time: 0.639, data_time: 0.001, memory: 7127, top1_acc: 0.4250, top5_acc: 0.7016, loss_cls: 2.3668, loss: 2.3668, grad_norm: 6.3818 2021-06-07 03:08:15,284 - mmaction - INFO - Epoch [18][1240/1345] lr: 1.000e-02, eta: 11:11:40, time: 0.629, data_time: 0.001, memory: 7127, top1_acc: 0.4289, top5_acc: 0.7047, loss_cls: 2.3103, loss: 2.3103, grad_norm: 6.4121 2021-06-07 03:08:27,932 - mmaction - INFO - Epoch [18][1260/1345] lr: 1.000e-02, eta: 11:11:10, time: 0.632, data_time: 0.001, memory: 7127, top1_acc: 0.4367, top5_acc: 0.7281, loss_cls: 2.3085, loss: 2.3085, grad_norm: 6.7162 2021-06-07 03:08:41,745 - mmaction - INFO - Epoch [18][1280/1345] lr: 1.000e-02, eta: 11:10:43, time: 0.690, data_time: 0.001, memory: 7127, top1_acc: 0.4148, top5_acc: 0.6961, loss_cls: 2.3929, loss: 2.3929, grad_norm: 6.6166 2021-06-07 03:08:53,701 - mmaction - INFO - Epoch [18][1300/1345] lr: 1.000e-02, eta: 11:10:12, time: 0.599, data_time: 0.002, memory: 7127, top1_acc: 0.4188, top5_acc: 0.6992, loss_cls: 2.4032, loss: 2.4032, grad_norm: 6.4532 2021-06-07 03:09:06,503 - mmaction - INFO - Epoch [18][1320/1345] lr: 1.000e-02, eta: 11:09:43, time: 0.640, data_time: 0.001, memory: 7127, top1_acc: 0.4258, top5_acc: 0.7016, loss_cls: 2.3497, loss: 2.3497, grad_norm: 6.6289 2021-06-07 03:09:19,240 - mmaction - INFO - Epoch [18][1340/1345] lr: 1.000e-02, eta: 11:09:14, time: 0.637, data_time: 0.001, memory: 7127, top1_acc: 0.4234, top5_acc: 0.6813, loss_cls: 2.4199, loss: 2.4199, grad_norm: 6.4737 2021-06-07 03:09:26,977 - mmaction - INFO - Saving checkpoint at 18 epochs 2021-06-07 03:17:15,189 - mmaction - INFO - Epoch [19][20/1345] lr: 1.000e-02, eta: 11:21:59, time: 23.359, data_time: 22.725, memory: 7127, top1_acc: 0.4531, top5_acc: 0.7234, loss_cls: 2.2242, loss: 2.2242, grad_norm: 6.2688 2021-06-07 03:17:25,476 - mmaction - INFO - Epoch [19][40/1345] lr: 1.000e-02, eta: 11:21:24, time: 0.517, data_time: 0.006, memory: 7127, top1_acc: 0.4203, top5_acc: 0.6945, loss_cls: 2.3842, loss: 2.3842, grad_norm: 6.2978 2021-06-07 03:17:36,061 - mmaction - INFO - Epoch [19][60/1345] lr: 1.000e-02, eta: 11:20:50, time: 0.529, data_time: 0.001, memory: 7127, top1_acc: 0.4461, top5_acc: 0.7266, loss_cls: 2.2477, loss: 2.2477, grad_norm: 6.4281 2021-06-07 03:17:46,548 - mmaction - INFO - Epoch [19][80/1345] lr: 1.000e-02, eta: 11:20:16, time: 0.524, data_time: 0.002, memory: 7127, top1_acc: 0.4313, top5_acc: 0.7094, loss_cls: 2.2941, loss: 2.2941, grad_norm: 6.5319 2021-06-07 03:17:56,580 - mmaction - INFO - Epoch [19][100/1345] lr: 1.000e-02, eta: 11:19:42, time: 0.501, data_time: 0.001, memory: 7127, top1_acc: 0.4273, top5_acc: 0.7094, loss_cls: 2.3140, loss: 2.3140, grad_norm: 6.4701 2021-06-07 03:18:06,741 - mmaction - INFO - Epoch [19][120/1345] lr: 1.000e-02, eta: 11:19:07, time: 0.509, data_time: 0.002, memory: 7127, top1_acc: 0.4430, top5_acc: 0.7312, loss_cls: 2.2660, loss: 2.2660, grad_norm: 6.2876 2021-06-07 03:18:16,901 - mmaction - INFO - Epoch [19][140/1345] lr: 1.000e-02, eta: 11:18:32, time: 0.508, data_time: 0.001, memory: 7127, top1_acc: 0.4359, top5_acc: 0.7234, loss_cls: 2.2928, loss: 2.2928, grad_norm: 6.6876 2021-06-07 03:18:27,315 - mmaction - INFO - Epoch [19][160/1345] lr: 1.000e-02, eta: 11:17:58, time: 0.520, data_time: 0.002, memory: 7127, top1_acc: 0.4203, top5_acc: 0.7125, loss_cls: 2.3383, loss: 2.3383, grad_norm: 6.6401 2021-06-07 03:18:37,944 - mmaction - INFO - Epoch [19][180/1345] lr: 1.000e-02, eta: 11:17:25, time: 0.532, data_time: 0.002, memory: 7127, top1_acc: 0.4375, top5_acc: 0.7047, loss_cls: 2.3527, loss: 2.3527, grad_norm: 6.9069 2021-06-07 03:18:48,246 - mmaction - INFO - Epoch [19][200/1345] lr: 1.000e-02, eta: 11:16:51, time: 0.515, data_time: 0.002, memory: 7127, top1_acc: 0.4352, top5_acc: 0.7266, loss_cls: 2.2994, loss: 2.2994, grad_norm: 6.7266 2021-06-07 03:18:59,022 - mmaction - INFO - Epoch [19][220/1345] lr: 1.000e-02, eta: 11:16:17, time: 0.539, data_time: 0.001, memory: 7127, top1_acc: 0.4500, top5_acc: 0.7258, loss_cls: 2.2697, loss: 2.2697, grad_norm: 6.7305 2021-06-07 03:19:09,835 - mmaction - INFO - Epoch [19][240/1345] lr: 1.000e-02, eta: 11:15:44, time: 0.540, data_time: 0.002, memory: 7127, top1_acc: 0.4273, top5_acc: 0.6875, loss_cls: 2.4276, loss: 2.4276, grad_norm: 7.0311 2021-06-07 03:19:21,264 - mmaction - INFO - Epoch [19][260/1345] lr: 1.000e-02, eta: 11:15:12, time: 0.572, data_time: 0.002, memory: 7127, top1_acc: 0.4297, top5_acc: 0.7055, loss_cls: 2.3373, loss: 2.3373, grad_norm: 6.6382 2021-06-07 03:19:32,112 - mmaction - INFO - Epoch [19][280/1345] lr: 1.000e-02, eta: 11:14:39, time: 0.542, data_time: 0.002, memory: 7127, top1_acc: 0.4313, top5_acc: 0.7125, loss_cls: 2.3414, loss: 2.3414, grad_norm: 6.8092 2021-06-07 03:19:43,808 - mmaction - INFO - Epoch [19][300/1345] lr: 1.000e-02, eta: 11:14:07, time: 0.585, data_time: 0.002, memory: 7127, top1_acc: 0.4203, top5_acc: 0.7141, loss_cls: 2.3368, loss: 2.3368, grad_norm: 6.4385 2021-06-07 03:19:55,302 - mmaction - INFO - Epoch [19][320/1345] lr: 1.000e-02, eta: 11:13:35, time: 0.575, data_time: 0.002, memory: 7127, top1_acc: 0.4398, top5_acc: 0.7117, loss_cls: 2.3492, loss: 2.3492, grad_norm: 6.2974 2021-06-07 03:20:08,065 - mmaction - INFO - Epoch [19][340/1345] lr: 1.000e-02, eta: 11:13:06, time: 0.638, data_time: 0.001, memory: 7127, top1_acc: 0.4266, top5_acc: 0.7164, loss_cls: 2.3410, loss: 2.3410, grad_norm: 6.2980 2021-06-07 03:20:19,023 - mmaction - INFO - Epoch [19][360/1345] lr: 1.000e-02, eta: 11:12:33, time: 0.549, data_time: 0.006, memory: 7127, top1_acc: 0.4227, top5_acc: 0.7164, loss_cls: 2.3494, loss: 2.3494, grad_norm: 6.6420 2021-06-07 03:20:31,212 - mmaction - INFO - Epoch [19][380/1345] lr: 1.000e-02, eta: 11:12:03, time: 0.609, data_time: 0.001, memory: 7127, top1_acc: 0.4180, top5_acc: 0.7070, loss_cls: 2.3715, loss: 2.3715, grad_norm: 6.3874 2021-06-07 03:20:43,634 - mmaction - INFO - Epoch [19][400/1345] lr: 1.000e-02, eta: 11:11:32, time: 0.622, data_time: 0.002, memory: 7127, top1_acc: 0.4375, top5_acc: 0.7125, loss_cls: 2.2994, loss: 2.2994, grad_norm: 6.4032 2021-06-07 03:20:55,308 - mmaction - INFO - Epoch [19][420/1345] lr: 1.000e-02, eta: 11:11:01, time: 0.583, data_time: 0.001, memory: 7127, top1_acc: 0.4102, top5_acc: 0.6875, loss_cls: 2.4110, loss: 2.4110, grad_norm: 6.3917 2021-06-07 03:21:07,183 - mmaction - INFO - Epoch [19][440/1345] lr: 1.000e-02, eta: 11:10:30, time: 0.593, data_time: 0.002, memory: 7127, top1_acc: 0.4336, top5_acc: 0.7234, loss_cls: 2.2956, loss: 2.2956, grad_norm: 6.4274 2021-06-07 03:21:19,613 - mmaction - INFO - Epoch [19][460/1345] lr: 1.000e-02, eta: 11:10:00, time: 0.622, data_time: 0.002, memory: 7127, top1_acc: 0.3969, top5_acc: 0.6883, loss_cls: 2.4475, loss: 2.4475, grad_norm: 6.3539 2021-06-07 03:21:31,390 - mmaction - INFO - Epoch [19][480/1345] lr: 1.000e-02, eta: 11:09:29, time: 0.588, data_time: 0.002, memory: 7127, top1_acc: 0.4430, top5_acc: 0.7234, loss_cls: 2.3025, loss: 2.3025, grad_norm: 6.5490 2021-06-07 03:21:43,172 - mmaction - INFO - Epoch [19][500/1345] lr: 1.000e-02, eta: 11:08:58, time: 0.590, data_time: 0.002, memory: 7127, top1_acc: 0.4383, top5_acc: 0.7258, loss_cls: 2.2829, loss: 2.2829, grad_norm: 6.5695 2021-06-07 03:21:54,946 - mmaction - INFO - Epoch [19][520/1345] lr: 1.000e-02, eta: 11:08:27, time: 0.589, data_time: 0.001, memory: 7127, top1_acc: 0.4242, top5_acc: 0.7039, loss_cls: 2.3252, loss: 2.3252, grad_norm: 6.3532 2021-06-07 03:22:08,080 - mmaction - INFO - Epoch [19][540/1345] lr: 1.000e-02, eta: 11:07:58, time: 0.656, data_time: 0.001, memory: 7127, top1_acc: 0.4375, top5_acc: 0.7094, loss_cls: 2.3379, loss: 2.3379, grad_norm: 6.8085 2021-06-07 03:22:19,881 - mmaction - INFO - Epoch [19][560/1345] lr: 1.000e-02, eta: 11:07:27, time: 0.590, data_time: 0.002, memory: 7127, top1_acc: 0.4258, top5_acc: 0.6977, loss_cls: 2.4068, loss: 2.4068, grad_norm: 6.4723 2021-06-07 03:22:31,939 - mmaction - INFO - Epoch [19][580/1345] lr: 1.000e-02, eta: 11:06:56, time: 0.603, data_time: 0.001, memory: 7127, top1_acc: 0.4164, top5_acc: 0.7133, loss_cls: 2.3847, loss: 2.3847, grad_norm: 6.2929 2021-06-07 03:22:45,649 - mmaction - INFO - Epoch [19][600/1345] lr: 1.000e-02, eta: 11:06:29, time: 0.685, data_time: 0.001, memory: 7127, top1_acc: 0.4148, top5_acc: 0.6883, loss_cls: 2.4376, loss: 2.4376, grad_norm: 6.4533 2021-06-07 03:22:58,496 - mmaction - INFO - Epoch [19][620/1345] lr: 1.000e-02, eta: 11:06:00, time: 0.642, data_time: 0.001, memory: 7127, top1_acc: 0.4453, top5_acc: 0.7094, loss_cls: 2.2555, loss: 2.2555, grad_norm: 6.7059 2021-06-07 03:23:10,342 - mmaction - INFO - Epoch [19][640/1345] lr: 1.000e-02, eta: 11:05:29, time: 0.592, data_time: 0.001, memory: 7127, top1_acc: 0.4344, top5_acc: 0.7016, loss_cls: 2.3648, loss: 2.3648, grad_norm: 6.5116 2021-06-07 03:23:22,614 - mmaction - INFO - Epoch [19][660/1345] lr: 1.000e-02, eta: 11:04:59, time: 0.614, data_time: 0.001, memory: 7127, top1_acc: 0.4477, top5_acc: 0.7258, loss_cls: 2.3066, loss: 2.3066, grad_norm: 6.7427 2021-06-07 03:23:34,985 - mmaction - INFO - Epoch [19][680/1345] lr: 1.000e-02, eta: 11:04:29, time: 0.618, data_time: 0.002, memory: 7127, top1_acc: 0.4281, top5_acc: 0.7250, loss_cls: 2.3137, loss: 2.3137, grad_norm: 6.5397 2021-06-07 03:23:47,529 - mmaction - INFO - Epoch [19][700/1345] lr: 1.000e-02, eta: 11:04:00, time: 0.628, data_time: 0.001, memory: 7127, top1_acc: 0.4531, top5_acc: 0.6992, loss_cls: 2.3133, loss: 2.3133, grad_norm: 6.6276 2021-06-07 03:23:59,594 - mmaction - INFO - Epoch [19][720/1345] lr: 1.000e-02, eta: 11:03:29, time: 0.602, data_time: 0.001, memory: 7127, top1_acc: 0.4477, top5_acc: 0.7070, loss_cls: 2.3014, loss: 2.3014, grad_norm: 6.6730 2021-06-07 03:24:12,029 - mmaction - INFO - Epoch [19][740/1345] lr: 1.000e-02, eta: 11:03:00, time: 0.622, data_time: 0.002, memory: 7127, top1_acc: 0.4273, top5_acc: 0.7141, loss_cls: 2.3820, loss: 2.3820, grad_norm: 6.4269 2021-06-07 03:24:24,317 - mmaction - INFO - Epoch [19][760/1345] lr: 1.000e-02, eta: 11:02:30, time: 0.615, data_time: 0.002, memory: 7127, top1_acc: 0.4156, top5_acc: 0.7016, loss_cls: 2.3667, loss: 2.3667, grad_norm: 6.5281 2021-06-07 03:24:36,870 - mmaction - INFO - Epoch [19][780/1345] lr: 1.000e-02, eta: 11:02:01, time: 0.628, data_time: 0.001, memory: 7127, top1_acc: 0.4672, top5_acc: 0.7172, loss_cls: 2.2822, loss: 2.2822, grad_norm: 6.6401 2021-06-07 03:24:50,283 - mmaction - INFO - Epoch [19][800/1345] lr: 1.000e-02, eta: 11:01:33, time: 0.670, data_time: 0.002, memory: 7127, top1_acc: 0.4273, top5_acc: 0.7164, loss_cls: 2.3575, loss: 2.3575, grad_norm: 6.7122 2021-06-07 03:25:03,546 - mmaction - INFO - Epoch [19][820/1345] lr: 1.000e-02, eta: 11:01:04, time: 0.662, data_time: 0.001, memory: 7127, top1_acc: 0.4086, top5_acc: 0.6898, loss_cls: 2.4210, loss: 2.4210, grad_norm: 6.6272 2021-06-07 03:25:16,272 - mmaction - INFO - Epoch [19][840/1345] lr: 1.000e-02, eta: 11:00:35, time: 0.638, data_time: 0.003, memory: 7127, top1_acc: 0.4242, top5_acc: 0.6961, loss_cls: 2.3832, loss: 2.3832, grad_norm: 6.3678 2021-06-07 03:25:29,015 - mmaction - INFO - Epoch [19][860/1345] lr: 1.000e-02, eta: 11:00:06, time: 0.636, data_time: 0.001, memory: 7127, top1_acc: 0.4156, top5_acc: 0.6922, loss_cls: 2.4318, loss: 2.4318, grad_norm: 6.4421 2021-06-07 03:25:41,690 - mmaction - INFO - Epoch [19][880/1345] lr: 1.000e-02, eta: 10:59:38, time: 0.635, data_time: 0.002, memory: 7127, top1_acc: 0.4133, top5_acc: 0.7031, loss_cls: 2.3224, loss: 2.3224, grad_norm: 6.6573 2021-06-07 03:25:54,302 - mmaction - INFO - Epoch [19][900/1345] lr: 1.000e-02, eta: 10:59:08, time: 0.630, data_time: 0.001, memory: 7127, top1_acc: 0.4180, top5_acc: 0.7008, loss_cls: 2.3792, loss: 2.3792, grad_norm: 6.5930 2021-06-07 03:26:07,515 - mmaction - INFO - Epoch [19][920/1345] lr: 1.000e-02, eta: 10:58:40, time: 0.660, data_time: 0.002, memory: 7127, top1_acc: 0.4172, top5_acc: 0.7344, loss_cls: 2.2967, loss: 2.2967, grad_norm: 6.7381 2021-06-07 03:26:20,761 - mmaction - INFO - Epoch [19][940/1345] lr: 1.000e-02, eta: 10:58:12, time: 0.662, data_time: 0.001, memory: 7127, top1_acc: 0.4570, top5_acc: 0.7258, loss_cls: 2.2851, loss: 2.2851, grad_norm: 6.5263 2021-06-07 03:26:32,968 - mmaction - INFO - Epoch [19][960/1345] lr: 1.000e-02, eta: 10:57:43, time: 0.610, data_time: 0.002, memory: 7127, top1_acc: 0.4367, top5_acc: 0.7109, loss_cls: 2.3488, loss: 2.3488, grad_norm: 6.6341 2021-06-07 03:26:46,197 - mmaction - INFO - Epoch [19][980/1345] lr: 1.000e-02, eta: 10:57:15, time: 0.661, data_time: 0.001, memory: 7127, top1_acc: 0.4453, top5_acc: 0.7172, loss_cls: 2.2918, loss: 2.2918, grad_norm: 6.8199 2021-06-07 03:26:58,762 - mmaction - INFO - Epoch [19][1000/1345] lr: 1.000e-02, eta: 10:56:46, time: 0.629, data_time: 0.002, memory: 7127, top1_acc: 0.4266, top5_acc: 0.7125, loss_cls: 2.2766, loss: 2.2766, grad_norm: 6.7951 2021-06-07 03:27:11,291 - mmaction - INFO - Epoch [19][1020/1345] lr: 1.000e-02, eta: 10:56:16, time: 0.625, data_time: 0.001, memory: 7127, top1_acc: 0.4391, top5_acc: 0.6914, loss_cls: 2.3484, loss: 2.3484, grad_norm: 6.6761 2021-06-07 03:27:25,303 - mmaction - INFO - Epoch [19][1040/1345] lr: 1.000e-02, eta: 10:55:50, time: 0.702, data_time: 0.003, memory: 7127, top1_acc: 0.4539, top5_acc: 0.7148, loss_cls: 2.3720, loss: 2.3720, grad_norm: 6.9535 2021-06-07 03:27:38,508 - mmaction - INFO - Epoch [19][1060/1345] lr: 1.000e-02, eta: 10:55:22, time: 0.661, data_time: 0.001, memory: 7127, top1_acc: 0.4523, top5_acc: 0.7258, loss_cls: 2.2883, loss: 2.2883, grad_norm: 6.6431 2021-06-07 03:27:51,265 - mmaction - INFO - Epoch [19][1080/1345] lr: 1.000e-02, eta: 10:54:53, time: 0.638, data_time: 0.001, memory: 7127, top1_acc: 0.4188, top5_acc: 0.7102, loss_cls: 2.3600, loss: 2.3600, grad_norm: 6.9511 2021-06-07 03:28:04,440 - mmaction - INFO - Epoch [19][1100/1345] lr: 1.000e-02, eta: 10:54:25, time: 0.658, data_time: 0.001, memory: 7127, top1_acc: 0.4008, top5_acc: 0.6914, loss_cls: 2.4417, loss: 2.4417, grad_norm: 6.4271 2021-06-07 03:28:17,813 - mmaction - INFO - Epoch [19][1120/1345] lr: 1.000e-02, eta: 10:53:58, time: 0.668, data_time: 0.002, memory: 7127, top1_acc: 0.4133, top5_acc: 0.6953, loss_cls: 2.4305, loss: 2.4305, grad_norm: 6.3748 2021-06-07 03:28:30,804 - mmaction - INFO - Epoch [19][1140/1345] lr: 1.000e-02, eta: 10:53:30, time: 0.650, data_time: 0.002, memory: 7127, top1_acc: 0.4305, top5_acc: 0.7141, loss_cls: 2.2999, loss: 2.2999, grad_norm: 6.3083 2021-06-07 03:28:43,472 - mmaction - INFO - Epoch [19][1160/1345] lr: 1.000e-02, eta: 10:53:01, time: 0.634, data_time: 0.001, memory: 7127, top1_acc: 0.4352, top5_acc: 0.7211, loss_cls: 2.2811, loss: 2.2811, grad_norm: 6.6121 2021-06-07 03:28:56,990 - mmaction - INFO - Epoch [19][1180/1345] lr: 1.000e-02, eta: 10:52:34, time: 0.675, data_time: 0.001, memory: 7127, top1_acc: 0.4398, top5_acc: 0.7133, loss_cls: 2.3404, loss: 2.3404, grad_norm: 6.4418 2021-06-07 03:29:09,689 - mmaction - INFO - Epoch [19][1200/1345] lr: 1.000e-02, eta: 10:52:05, time: 0.635, data_time: 0.002, memory: 7127, top1_acc: 0.4164, top5_acc: 0.7078, loss_cls: 2.4242, loss: 2.4242, grad_norm: 6.5798 2021-06-07 03:29:22,830 - mmaction - INFO - Epoch [19][1220/1345] lr: 1.000e-02, eta: 10:51:37, time: 0.657, data_time: 0.001, memory: 7127, top1_acc: 0.4461, top5_acc: 0.7172, loss_cls: 2.2922, loss: 2.2922, grad_norm: 6.3380 2021-06-07 03:29:35,887 - mmaction - INFO - Epoch [19][1240/1345] lr: 1.000e-02, eta: 10:51:09, time: 0.653, data_time: 0.001, memory: 7127, top1_acc: 0.4547, top5_acc: 0.7102, loss_cls: 2.3065, loss: 2.3065, grad_norm: 6.4102 2021-06-07 03:29:48,344 - mmaction - INFO - Epoch [19][1260/1345] lr: 1.000e-02, eta: 10:50:40, time: 0.622, data_time: 0.001, memory: 7127, top1_acc: 0.3969, top5_acc: 0.7008, loss_cls: 2.4236, loss: 2.4236, grad_norm: 6.6939 2021-06-07 03:30:01,322 - mmaction - INFO - Epoch [19][1280/1345] lr: 1.000e-02, eta: 10:50:12, time: 0.649, data_time: 0.002, memory: 7127, top1_acc: 0.4445, top5_acc: 0.7211, loss_cls: 2.2825, loss: 2.2825, grad_norm: 6.4953 2021-06-07 03:30:14,234 - mmaction - INFO - Epoch [19][1300/1345] lr: 1.000e-02, eta: 10:49:44, time: 0.647, data_time: 0.002, memory: 7127, top1_acc: 0.4102, top5_acc: 0.6930, loss_cls: 2.4106, loss: 2.4106, grad_norm: 6.6882 2021-06-07 03:30:27,878 - mmaction - INFO - Epoch [19][1320/1345] lr: 1.000e-02, eta: 10:49:17, time: 0.682, data_time: 0.001, memory: 7127, top1_acc: 0.4367, top5_acc: 0.7102, loss_cls: 2.3277, loss: 2.3277, grad_norm: 6.3343 2021-06-07 03:30:41,105 - mmaction - INFO - Epoch [19][1340/1345] lr: 1.000e-02, eta: 10:48:50, time: 0.662, data_time: 0.001, memory: 7127, top1_acc: 0.4039, top5_acc: 0.6969, loss_cls: 2.4037, loss: 2.4037, grad_norm: 6.6573 2021-06-07 03:30:48,557 - mmaction - INFO - Saving checkpoint at 19 epochs 2021-06-07 03:38:40,551 - mmaction - INFO - Epoch [20][20/1345] lr: 1.000e-02, eta: 11:00:35, time: 23.540, data_time: 22.905, memory: 7127, top1_acc: 0.4250, top5_acc: 0.7094, loss_cls: 2.3379, loss: 2.3379, grad_norm: 6.1898 2021-06-07 03:38:50,850 - mmaction - INFO - Epoch [20][40/1345] lr: 1.000e-02, eta: 11:00:02, time: 0.516, data_time: 0.003, memory: 7127, top1_acc: 0.4422, top5_acc: 0.7297, loss_cls: 2.2583, loss: 2.2583, grad_norm: 6.7678 2021-06-07 03:39:01,010 - mmaction - INFO - Epoch [20][60/1345] lr: 1.000e-02, eta: 10:59:29, time: 0.507, data_time: 0.001, memory: 7127, top1_acc: 0.4531, top5_acc: 0.7266, loss_cls: 2.2307, loss: 2.2307, grad_norm: 6.5778 2021-06-07 03:39:10,961 - mmaction - INFO - Epoch [20][80/1345] lr: 1.000e-02, eta: 10:58:55, time: 0.498, data_time: 0.002, memory: 7127, top1_acc: 0.4273, top5_acc: 0.6906, loss_cls: 2.3894, loss: 2.3894, grad_norm: 6.2426 2021-06-07 03:39:21,017 - mmaction - INFO - Epoch [20][100/1345] lr: 1.000e-02, eta: 10:58:22, time: 0.503, data_time: 0.001, memory: 7127, top1_acc: 0.4398, top5_acc: 0.7164, loss_cls: 2.3487, loss: 2.3487, grad_norm: 6.5436 2021-06-07 03:39:31,181 - mmaction - INFO - Epoch [20][120/1345] lr: 1.000e-02, eta: 10:57:48, time: 0.508, data_time: 0.002, memory: 7127, top1_acc: 0.4461, top5_acc: 0.7109, loss_cls: 2.2846, loss: 2.2846, grad_norm: 6.4353 2021-06-07 03:39:41,589 - mmaction - INFO - Epoch [20][140/1345] lr: 1.000e-02, eta: 10:57:15, time: 0.521, data_time: 0.002, memory: 7127, top1_acc: 0.4102, top5_acc: 0.7164, loss_cls: 2.3801, loss: 2.3801, grad_norm: 6.8209 2021-06-07 03:39:51,865 - mmaction - INFO - Epoch [20][160/1345] lr: 1.000e-02, eta: 10:56:42, time: 0.514, data_time: 0.002, memory: 7127, top1_acc: 0.4180, top5_acc: 0.6930, loss_cls: 2.3919, loss: 2.3919, grad_norm: 6.7349 2021-06-07 03:40:03,218 - mmaction - INFO - Epoch [20][180/1345] lr: 1.000e-02, eta: 10:56:11, time: 0.568, data_time: 0.002, memory: 7127, top1_acc: 0.4414, top5_acc: 0.7352, loss_cls: 2.2741, loss: 2.2741, grad_norm: 6.8024 2021-06-07 03:40:14,096 - mmaction - INFO - Epoch [20][200/1345] lr: 1.000e-02, eta: 10:55:39, time: 0.544, data_time: 0.002, memory: 7127, top1_acc: 0.4195, top5_acc: 0.6820, loss_cls: 2.4391, loss: 2.4391, grad_norm: 6.4145 2021-06-07 03:40:24,530 - mmaction - INFO - Epoch [20][220/1345] lr: 1.000e-02, eta: 10:55:06, time: 0.522, data_time: 0.001, memory: 7127, top1_acc: 0.4383, top5_acc: 0.7211, loss_cls: 2.2645, loss: 2.2645, grad_norm: 6.2468 2021-06-07 03:40:35,224 - mmaction - INFO - Epoch [20][240/1345] lr: 1.000e-02, eta: 10:54:34, time: 0.534, data_time: 0.002, memory: 7127, top1_acc: 0.4680, top5_acc: 0.7273, loss_cls: 2.2225, loss: 2.2225, grad_norm: 6.7998 2021-06-07 03:40:45,889 - mmaction - INFO - Epoch [20][260/1345] lr: 1.000e-02, eta: 10:54:02, time: 0.534, data_time: 0.002, memory: 7127, top1_acc: 0.4313, top5_acc: 0.6859, loss_cls: 2.3799, loss: 2.3799, grad_norm: 6.5720 2021-06-07 03:40:58,084 - mmaction - INFO - Epoch [20][280/1345] lr: 1.000e-02, eta: 10:53:32, time: 0.610, data_time: 0.002, memory: 7127, top1_acc: 0.4578, top5_acc: 0.7188, loss_cls: 2.2673, loss: 2.2673, grad_norm: 6.6539 2021-06-07 03:41:08,895 - mmaction - INFO - Epoch [20][300/1345] lr: 1.000e-02, eta: 10:53:00, time: 0.540, data_time: 0.001, memory: 7127, top1_acc: 0.4258, top5_acc: 0.7086, loss_cls: 2.3327, loss: 2.3327, grad_norm: 6.9084 2021-06-07 03:41:19,711 - mmaction - INFO - Epoch [20][320/1345] lr: 1.000e-02, eta: 10:52:28, time: 0.541, data_time: 0.002, memory: 7127, top1_acc: 0.4445, top5_acc: 0.7195, loss_cls: 2.2563, loss: 2.2563, grad_norm: 6.5753 2021-06-07 03:41:30,740 - mmaction - INFO - Epoch [20][340/1345] lr: 1.000e-02, eta: 10:51:57, time: 0.551, data_time: 0.001, memory: 7127, top1_acc: 0.4445, top5_acc: 0.7172, loss_cls: 2.2715, loss: 2.2715, grad_norm: 6.7095 2021-06-07 03:41:41,874 - mmaction - INFO - Epoch [20][360/1345] lr: 1.000e-02, eta: 10:51:25, time: 0.556, data_time: 0.002, memory: 7127, top1_acc: 0.4180, top5_acc: 0.7219, loss_cls: 2.3529, loss: 2.3529, grad_norm: 6.5358 2021-06-07 03:41:53,576 - mmaction - INFO - Epoch [20][380/1345] lr: 1.000e-02, eta: 10:50:55, time: 0.586, data_time: 0.002, memory: 7127, top1_acc: 0.4086, top5_acc: 0.6867, loss_cls: 2.4431, loss: 2.4431, grad_norm: 6.5414 2021-06-07 03:42:05,123 - mmaction - INFO - Epoch [20][400/1345] lr: 1.000e-02, eta: 10:50:24, time: 0.578, data_time: 0.002, memory: 7127, top1_acc: 0.4594, top5_acc: 0.7164, loss_cls: 2.2849, loss: 2.2849, grad_norm: 6.3414 2021-06-07 03:42:16,930 - mmaction - INFO - Epoch [20][420/1345] lr: 1.000e-02, eta: 10:49:54, time: 0.590, data_time: 0.001, memory: 7127, top1_acc: 0.4469, top5_acc: 0.7219, loss_cls: 2.3171, loss: 2.3171, grad_norm: 6.5510 2021-06-07 03:42:28,410 - mmaction - INFO - Epoch [20][440/1345] lr: 1.000e-02, eta: 10:49:24, time: 0.574, data_time: 0.001, memory: 7127, top1_acc: 0.4391, top5_acc: 0.7070, loss_cls: 2.3442, loss: 2.3442, grad_norm: 6.7980 2021-06-07 03:42:40,038 - mmaction - INFO - Epoch [20][460/1345] lr: 1.000e-02, eta: 10:48:53, time: 0.580, data_time: 0.001, memory: 7127, top1_acc: 0.4352, top5_acc: 0.7031, loss_cls: 2.3572, loss: 2.3572, grad_norm: 6.4903 2021-06-07 03:42:52,450 - mmaction - INFO - Epoch [20][480/1345] lr: 1.000e-02, eta: 10:48:24, time: 0.621, data_time: 0.002, memory: 7127, top1_acc: 0.4023, top5_acc: 0.6867, loss_cls: 2.4195, loss: 2.4195, grad_norm: 6.5021 2021-06-07 03:43:05,130 - mmaction - INFO - Epoch [20][500/1345] lr: 1.000e-02, eta: 10:47:55, time: 0.634, data_time: 0.001, memory: 7127, top1_acc: 0.4375, top5_acc: 0.7164, loss_cls: 2.3716, loss: 2.3716, grad_norm: 6.2154 2021-06-07 03:43:16,913 - mmaction - INFO - Epoch [20][520/1345] lr: 1.000e-02, eta: 10:47:25, time: 0.589, data_time: 0.001, memory: 7127, top1_acc: 0.4367, top5_acc: 0.7086, loss_cls: 2.3223, loss: 2.3223, grad_norm: 6.7932 2021-06-07 03:43:28,778 - mmaction - INFO - Epoch [20][540/1345] lr: 1.000e-02, eta: 10:46:55, time: 0.591, data_time: 0.001, memory: 7127, top1_acc: 0.4453, top5_acc: 0.7195, loss_cls: 2.2848, loss: 2.2848, grad_norm: 6.5531 2021-06-07 03:43:40,924 - mmaction - INFO - Epoch [20][560/1345] lr: 1.000e-02, eta: 10:46:26, time: 0.609, data_time: 0.004, memory: 7127, top1_acc: 0.4273, top5_acc: 0.6875, loss_cls: 2.4397, loss: 2.4397, grad_norm: 6.5401 2021-06-07 03:43:53,231 - mmaction - INFO - Epoch [20][580/1345] lr: 1.000e-02, eta: 10:45:57, time: 0.615, data_time: 0.001, memory: 7127, top1_acc: 0.4367, top5_acc: 0.7094, loss_cls: 2.3145, loss: 2.3145, grad_norm: 6.4091 2021-06-07 03:44:04,718 - mmaction - INFO - Epoch [20][600/1345] lr: 1.000e-02, eta: 10:45:26, time: 0.574, data_time: 0.002, memory: 7127, top1_acc: 0.4297, top5_acc: 0.6953, loss_cls: 2.3999, loss: 2.3999, grad_norm: 6.6608 2021-06-07 03:44:17,200 - mmaction - INFO - Epoch [20][620/1345] lr: 1.000e-02, eta: 10:44:58, time: 0.624, data_time: 0.001, memory: 7127, top1_acc: 0.4320, top5_acc: 0.7125, loss_cls: 2.2772, loss: 2.2772, grad_norm: 6.5123 2021-06-07 03:44:29,919 - mmaction - INFO - Epoch [20][640/1345] lr: 1.000e-02, eta: 10:44:29, time: 0.636, data_time: 0.002, memory: 7127, top1_acc: 0.4211, top5_acc: 0.7063, loss_cls: 2.4120, loss: 2.4120, grad_norm: 6.6809 2021-06-07 03:44:42,225 - mmaction - INFO - Epoch [20][660/1345] lr: 1.000e-02, eta: 10:44:00, time: 0.616, data_time: 0.001, memory: 7127, top1_acc: 0.4133, top5_acc: 0.6930, loss_cls: 2.3754, loss: 2.3754, grad_norm: 6.5892 2021-06-07 03:44:54,475 - mmaction - INFO - Epoch [20][680/1345] lr: 1.000e-02, eta: 10:43:31, time: 0.612, data_time: 0.001, memory: 7127, top1_acc: 0.4492, top5_acc: 0.7359, loss_cls: 2.2471, loss: 2.2471, grad_norm: 6.2350 2021-06-07 03:45:06,806 - mmaction - INFO - Epoch [20][700/1345] lr: 1.000e-02, eta: 10:43:02, time: 0.616, data_time: 0.001, memory: 7127, top1_acc: 0.4383, top5_acc: 0.7156, loss_cls: 2.3425, loss: 2.3425, grad_norm: 6.6726 2021-06-07 03:45:19,115 - mmaction - INFO - Epoch [20][720/1345] lr: 1.000e-02, eta: 10:42:33, time: 0.616, data_time: 0.002, memory: 7127, top1_acc: 0.4328, top5_acc: 0.7211, loss_cls: 2.2955, loss: 2.2955, grad_norm: 6.6718 2021-06-07 03:45:31,723 - mmaction - INFO - Epoch [20][740/1345] lr: 1.000e-02, eta: 10:42:04, time: 0.630, data_time: 0.001, memory: 7127, top1_acc: 0.4547, top5_acc: 0.7234, loss_cls: 2.3028, loss: 2.3028, grad_norm: 6.4351 2021-06-07 03:45:44,467 - mmaction - INFO - Epoch [20][760/1345] lr: 1.000e-02, eta: 10:41:36, time: 0.637, data_time: 0.001, memory: 7127, top1_acc: 0.4500, top5_acc: 0.7234, loss_cls: 2.2739, loss: 2.2739, grad_norm: 6.6799 2021-06-07 03:45:56,388 - mmaction - INFO - Epoch [20][780/1345] lr: 1.000e-02, eta: 10:41:07, time: 0.597, data_time: 0.002, memory: 7127, top1_acc: 0.4562, top5_acc: 0.7148, loss_cls: 2.2537, loss: 2.2537, grad_norm: 6.6782 2021-06-07 03:46:09,830 - mmaction - INFO - Epoch [20][800/1345] lr: 1.000e-02, eta: 10:40:40, time: 0.672, data_time: 0.001, memory: 7127, top1_acc: 0.4437, top5_acc: 0.7141, loss_cls: 2.3021, loss: 2.3021, grad_norm: 6.6377 2021-06-07 03:46:21,657 - mmaction - INFO - Epoch [20][820/1345] lr: 1.000e-02, eta: 10:40:10, time: 0.591, data_time: 0.001, memory: 7127, top1_acc: 0.4297, top5_acc: 0.6867, loss_cls: 2.3948, loss: 2.3948, grad_norm: 6.3535 2021-06-07 03:46:34,033 - mmaction - INFO - Epoch [20][840/1345] lr: 1.000e-02, eta: 10:39:41, time: 0.618, data_time: 0.001, memory: 7127, top1_acc: 0.4570, top5_acc: 0.7219, loss_cls: 2.2776, loss: 2.2776, grad_norm: 6.5997 2021-06-07 03:46:46,502 - mmaction - INFO - Epoch [20][860/1345] lr: 1.000e-02, eta: 10:39:13, time: 0.624, data_time: 0.001, memory: 7127, top1_acc: 0.4375, top5_acc: 0.7031, loss_cls: 2.3353, loss: 2.3353, grad_norm: 6.3859 2021-06-07 03:46:59,822 - mmaction - INFO - Epoch [20][880/1345] lr: 1.000e-02, eta: 10:38:45, time: 0.665, data_time: 0.001, memory: 7127, top1_acc: 0.4359, top5_acc: 0.7117, loss_cls: 2.3105, loss: 2.3105, grad_norm: 6.8271 2021-06-07 03:47:12,645 - mmaction - INFO - Epoch [20][900/1345] lr: 1.000e-02, eta: 10:38:18, time: 0.642, data_time: 0.001, memory: 7127, top1_acc: 0.4492, top5_acc: 0.7047, loss_cls: 2.3281, loss: 2.3281, grad_norm: 6.6528 2021-06-07 03:47:25,192 - mmaction - INFO - Epoch [20][920/1345] lr: 1.000e-02, eta: 10:37:49, time: 0.627, data_time: 0.001, memory: 7127, top1_acc: 0.4297, top5_acc: 0.6906, loss_cls: 2.4198, loss: 2.4198, grad_norm: 6.9523 2021-06-07 03:47:37,850 - mmaction - INFO - Epoch [20][940/1345] lr: 1.000e-02, eta: 10:37:21, time: 0.629, data_time: 0.001, memory: 7127, top1_acc: 0.4328, top5_acc: 0.6961, loss_cls: 2.3823, loss: 2.3823, grad_norm: 6.6541 2021-06-07 03:47:50,268 - mmaction - INFO - Epoch [20][960/1345] lr: 1.000e-02, eta: 10:36:52, time: 0.625, data_time: 0.005, memory: 7127, top1_acc: 0.4344, top5_acc: 0.6969, loss_cls: 2.3639, loss: 2.3639, grad_norm: 6.8233 2021-06-07 03:48:03,153 - mmaction - INFO - Epoch [20][980/1345] lr: 1.000e-02, eta: 10:36:25, time: 0.643, data_time: 0.001, memory: 7127, top1_acc: 0.4336, top5_acc: 0.6984, loss_cls: 2.3605, loss: 2.3605, grad_norm: 6.5185 2021-06-07 03:48:16,172 - mmaction - INFO - Epoch [20][1000/1345] lr: 1.000e-02, eta: 10:35:57, time: 0.652, data_time: 0.002, memory: 7127, top1_acc: 0.4242, top5_acc: 0.6891, loss_cls: 2.3862, loss: 2.3862, grad_norm: 6.4475 2021-06-07 03:48:28,616 - mmaction - INFO - Epoch [20][1020/1345] lr: 1.000e-02, eta: 10:35:29, time: 0.621, data_time: 0.001, memory: 7127, top1_acc: 0.4133, top5_acc: 0.6891, loss_cls: 2.4414, loss: 2.4414, grad_norm: 6.4992 2021-06-07 03:48:41,942 - mmaction - INFO - Epoch [20][1040/1345] lr: 1.000e-02, eta: 10:35:02, time: 0.668, data_time: 0.003, memory: 7127, top1_acc: 0.4094, top5_acc: 0.6984, loss_cls: 2.3911, loss: 2.3911, grad_norm: 6.5896 2021-06-07 03:48:55,049 - mmaction - INFO - Epoch [20][1060/1345] lr: 1.000e-02, eta: 10:34:34, time: 0.655, data_time: 0.001, memory: 7127, top1_acc: 0.4500, top5_acc: 0.7219, loss_cls: 2.2917, loss: 2.2917, grad_norm: 6.7385 2021-06-07 03:49:07,265 - mmaction - INFO - Epoch [20][1080/1345] lr: 1.000e-02, eta: 10:34:06, time: 0.610, data_time: 0.001, memory: 7127, top1_acc: 0.4430, top5_acc: 0.7250, loss_cls: 2.2774, loss: 2.2774, grad_norm: 6.7963 2021-06-07 03:49:20,317 - mmaction - INFO - Epoch [20][1100/1345] lr: 1.000e-02, eta: 10:33:38, time: 0.654, data_time: 0.003, memory: 7127, top1_acc: 0.4125, top5_acc: 0.7125, loss_cls: 2.3626, loss: 2.3626, grad_norm: 6.5307 2021-06-07 03:49:33,359 - mmaction - INFO - Epoch [20][1120/1345] lr: 1.000e-02, eta: 10:33:11, time: 0.652, data_time: 0.001, memory: 7127, top1_acc: 0.4320, top5_acc: 0.7086, loss_cls: 2.3255, loss: 2.3255, grad_norm: 6.6376 2021-06-07 03:49:45,994 - mmaction - INFO - Epoch [20][1140/1345] lr: 1.000e-02, eta: 10:32:43, time: 0.632, data_time: 0.001, memory: 7127, top1_acc: 0.4320, top5_acc: 0.7344, loss_cls: 2.2442, loss: 2.2442, grad_norm: 6.5496 2021-06-07 03:49:58,813 - mmaction - INFO - Epoch [20][1160/1345] lr: 1.000e-02, eta: 10:32:15, time: 0.641, data_time: 0.001, memory: 7127, top1_acc: 0.4359, top5_acc: 0.7109, loss_cls: 2.3301, loss: 2.3301, grad_norm: 6.7284 2021-06-07 03:50:11,499 - mmaction - INFO - Epoch [20][1180/1345] lr: 1.000e-02, eta: 10:31:47, time: 0.634, data_time: 0.001, memory: 7127, top1_acc: 0.4313, top5_acc: 0.7063, loss_cls: 2.3903, loss: 2.3903, grad_norm: 6.4966 2021-06-07 03:50:24,608 - mmaction - INFO - Epoch [20][1200/1345] lr: 1.000e-02, eta: 10:31:20, time: 0.656, data_time: 0.002, memory: 7127, top1_acc: 0.4453, top5_acc: 0.7102, loss_cls: 2.3418, loss: 2.3418, grad_norm: 6.5823 2021-06-07 03:50:37,383 - mmaction - INFO - Epoch [20][1220/1345] lr: 1.000e-02, eta: 10:30:52, time: 0.639, data_time: 0.001, memory: 7127, top1_acc: 0.4367, top5_acc: 0.7320, loss_cls: 2.2730, loss: 2.2730, grad_norm: 6.6020 2021-06-07 03:50:50,253 - mmaction - INFO - Epoch [20][1240/1345] lr: 1.000e-02, eta: 10:30:25, time: 0.644, data_time: 0.002, memory: 7127, top1_acc: 0.4320, top5_acc: 0.7055, loss_cls: 2.3467, loss: 2.3467, grad_norm: 6.6587 2021-06-07 03:51:03,513 - mmaction - INFO - Epoch [20][1260/1345] lr: 1.000e-02, eta: 10:29:58, time: 0.663, data_time: 0.001, memory: 7127, top1_acc: 0.4367, top5_acc: 0.7000, loss_cls: 2.3737, loss: 2.3737, grad_norm: 6.5394 2021-06-07 03:51:16,019 - mmaction - INFO - Epoch [20][1280/1345] lr: 1.000e-02, eta: 10:29:30, time: 0.625, data_time: 0.001, memory: 7127, top1_acc: 0.4391, top5_acc: 0.7094, loss_cls: 2.3247, loss: 2.3247, grad_norm: 6.5563 2021-06-07 03:51:29,302 - mmaction - INFO - Epoch [20][1300/1345] lr: 1.000e-02, eta: 10:29:03, time: 0.663, data_time: 0.001, memory: 7127, top1_acc: 0.4586, top5_acc: 0.7141, loss_cls: 2.2828, loss: 2.2828, grad_norm: 7.1714 2021-06-07 03:51:41,773 - mmaction - INFO - Epoch [20][1320/1345] lr: 1.000e-02, eta: 10:28:35, time: 0.624, data_time: 0.003, memory: 7127, top1_acc: 0.4125, top5_acc: 0.7078, loss_cls: 2.3929, loss: 2.3929, grad_norm: 6.8583 2021-06-07 03:51:54,235 - mmaction - INFO - Epoch [20][1340/1345] lr: 1.000e-02, eta: 10:28:07, time: 0.623, data_time: 0.001, memory: 7127, top1_acc: 0.4250, top5_acc: 0.7289, loss_cls: 2.2725, loss: 2.2725, grad_norm: 6.5652 2021-06-07 03:52:02,088 - mmaction - INFO - Saving checkpoint at 20 epochs 2021-06-07 03:59:47,992 - mmaction - INFO - Epoch [21][20/1345] lr: 1.000e-02, eta: 10:38:45, time: 23.243, data_time: 22.608, memory: 7127, top1_acc: 0.4437, top5_acc: 0.7266, loss_cls: 2.2586, loss: 2.2586, grad_norm: 6.4863 2021-06-07 03:59:58,038 - mmaction - INFO - Epoch [21][40/1345] lr: 1.000e-02, eta: 10:38:13, time: 0.505, data_time: 0.006, memory: 7127, top1_acc: 0.4539, top5_acc: 0.7312, loss_cls: 2.2595, loss: 2.2595, grad_norm: 6.9118 2021-06-07 04:00:08,743 - mmaction - INFO - Epoch [21][60/1345] lr: 1.000e-02, eta: 10:37:41, time: 0.533, data_time: 0.003, memory: 7127, top1_acc: 0.4164, top5_acc: 0.7055, loss_cls: 2.3782, loss: 2.3782, grad_norm: 6.3276 2021-06-07 04:00:18,958 - mmaction - INFO - Epoch [21][80/1345] lr: 1.000e-02, eta: 10:37:09, time: 0.513, data_time: 0.005, memory: 7127, top1_acc: 0.4219, top5_acc: 0.6914, loss_cls: 2.3765, loss: 2.3765, grad_norm: 6.7926 2021-06-07 04:00:29,295 - mmaction - INFO - Epoch [21][100/1345] lr: 1.000e-02, eta: 10:36:38, time: 0.517, data_time: 0.001, memory: 7127, top1_acc: 0.4437, top5_acc: 0.7039, loss_cls: 2.3045, loss: 2.3045, grad_norm: 6.6272 2021-06-07 04:00:39,360 - mmaction - INFO - Epoch [21][120/1345] lr: 1.000e-02, eta: 10:36:05, time: 0.504, data_time: 0.002, memory: 7127, top1_acc: 0.4469, top5_acc: 0.7000, loss_cls: 2.3015, loss: 2.3015, grad_norm: 6.7141 2021-06-07 04:00:49,494 - mmaction - INFO - Epoch [21][140/1345] lr: 1.000e-02, eta: 10:35:33, time: 0.506, data_time: 0.001, memory: 7127, top1_acc: 0.4242, top5_acc: 0.7125, loss_cls: 2.3661, loss: 2.3661, grad_norm: 6.6829 2021-06-07 04:00:59,797 - mmaction - INFO - Epoch [21][160/1345] lr: 1.000e-02, eta: 10:35:01, time: 0.515, data_time: 0.002, memory: 7127, top1_acc: 0.4523, top5_acc: 0.7055, loss_cls: 2.3134, loss: 2.3134, grad_norm: 6.4177 2021-06-07 04:01:10,142 - mmaction - INFO - Epoch [21][180/1345] lr: 1.000e-02, eta: 10:34:30, time: 0.516, data_time: 0.001, memory: 7127, top1_acc: 0.4469, top5_acc: 0.7367, loss_cls: 2.2469, loss: 2.2469, grad_norm: 6.5097 2021-06-07 04:01:20,971 - mmaction - INFO - Epoch [21][200/1345] lr: 1.000e-02, eta: 10:33:59, time: 0.542, data_time: 0.002, memory: 7127, top1_acc: 0.4211, top5_acc: 0.6906, loss_cls: 2.3895, loss: 2.3895, grad_norm: 6.8359 2021-06-07 04:01:31,633 - mmaction - INFO - Epoch [21][220/1345] lr: 1.000e-02, eta: 10:33:27, time: 0.533, data_time: 0.001, memory: 7127, top1_acc: 0.4320, top5_acc: 0.7172, loss_cls: 2.2934, loss: 2.2934, grad_norm: 6.6695 2021-06-07 04:01:42,657 - mmaction - INFO - Epoch [21][240/1345] lr: 1.000e-02, eta: 10:32:57, time: 0.552, data_time: 0.001, memory: 7127, top1_acc: 0.4516, top5_acc: 0.7164, loss_cls: 2.2589, loss: 2.2589, grad_norm: 6.8214 2021-06-07 04:01:54,589 - mmaction - INFO - Epoch [21][260/1345] lr: 1.000e-02, eta: 10:32:27, time: 0.596, data_time: 0.001, memory: 7127, top1_acc: 0.4516, top5_acc: 0.7234, loss_cls: 2.2422, loss: 2.2422, grad_norm: 6.4344 2021-06-07 04:02:06,625 - mmaction - INFO - Epoch [21][280/1345] lr: 1.000e-02, eta: 10:31:58, time: 0.602, data_time: 0.002, memory: 7127, top1_acc: 0.4508, top5_acc: 0.7219, loss_cls: 2.2980, loss: 2.2980, grad_norm: 6.8604 2021-06-07 04:02:17,943 - mmaction - INFO - Epoch [21][300/1345] lr: 1.000e-02, eta: 10:31:28, time: 0.566, data_time: 0.002, memory: 7127, top1_acc: 0.4609, top5_acc: 0.7266, loss_cls: 2.2102, loss: 2.2102, grad_norm: 6.6031 2021-06-07 04:02:29,870 - mmaction - INFO - Epoch [21][320/1345] lr: 1.000e-02, eta: 10:30:59, time: 0.596, data_time: 0.002, memory: 7127, top1_acc: 0.4508, top5_acc: 0.7117, loss_cls: 2.3098, loss: 2.3098, grad_norm: 6.4656 2021-06-07 04:02:42,252 - mmaction - INFO - Epoch [21][340/1345] lr: 1.000e-02, eta: 10:30:31, time: 0.619, data_time: 0.002, memory: 7127, top1_acc: 0.4383, top5_acc: 0.7063, loss_cls: 2.2815, loss: 2.2815, grad_norm: 6.4167 2021-06-07 04:02:54,075 - mmaction - INFO - Epoch [21][360/1345] lr: 1.000e-02, eta: 10:30:01, time: 0.591, data_time: 0.002, memory: 7127, top1_acc: 0.4484, top5_acc: 0.7047, loss_cls: 2.3175, loss: 2.3175, grad_norm: 6.5069 2021-06-07 04:03:06,440 - mmaction - INFO - Epoch [21][380/1345] lr: 1.000e-02, eta: 10:29:33, time: 0.619, data_time: 0.002, memory: 7127, top1_acc: 0.4633, top5_acc: 0.7234, loss_cls: 2.2356, loss: 2.2356, grad_norm: 6.7692 2021-06-07 04:03:18,235 - mmaction - INFO - Epoch [21][400/1345] lr: 1.000e-02, eta: 10:29:03, time: 0.590, data_time: 0.002, memory: 7127, top1_acc: 0.4570, top5_acc: 0.7219, loss_cls: 2.2498, loss: 2.2498, grad_norm: 6.6813 2021-06-07 04:03:31,916 - mmaction - INFO - Epoch [21][420/1345] lr: 1.000e-02, eta: 10:28:37, time: 0.684, data_time: 0.001, memory: 7127, top1_acc: 0.4125, top5_acc: 0.6797, loss_cls: 2.4187, loss: 2.4187, grad_norm: 6.5292 2021-06-07 04:03:44,021 - mmaction - INFO - Epoch [21][440/1345] lr: 1.000e-02, eta: 10:28:08, time: 0.605, data_time: 0.001, memory: 7127, top1_acc: 0.4414, top5_acc: 0.7133, loss_cls: 2.3542, loss: 2.3542, grad_norm: 6.6417 2021-06-07 04:03:56,322 - mmaction - INFO - Epoch [21][460/1345] lr: 1.000e-02, eta: 10:27:40, time: 0.615, data_time: 0.001, memory: 7127, top1_acc: 0.4297, top5_acc: 0.7070, loss_cls: 2.3362, loss: 2.3362, grad_norm: 6.5733 2021-06-07 04:04:08,923 - mmaction - INFO - Epoch [21][480/1345] lr: 1.000e-02, eta: 10:27:12, time: 0.630, data_time: 0.001, memory: 7127, top1_acc: 0.4227, top5_acc: 0.7039, loss_cls: 2.3822, loss: 2.3822, grad_norm: 6.5709 2021-06-07 04:04:21,492 - mmaction - INFO - Epoch [21][500/1345] lr: 1.000e-02, eta: 10:26:44, time: 0.628, data_time: 0.001, memory: 7127, top1_acc: 0.4469, top5_acc: 0.6977, loss_cls: 2.3061, loss: 2.3061, grad_norm: 6.5404 2021-06-07 04:04:33,604 - mmaction - INFO - Epoch [21][520/1345] lr: 1.000e-02, eta: 10:26:15, time: 0.606, data_time: 0.002, memory: 7127, top1_acc: 0.4328, top5_acc: 0.7219, loss_cls: 2.3264, loss: 2.3264, grad_norm: 6.4759 2021-06-07 04:04:46,138 - mmaction - INFO - Epoch [21][540/1345] lr: 1.000e-02, eta: 10:25:47, time: 0.627, data_time: 0.001, memory: 7127, top1_acc: 0.4445, top5_acc: 0.7219, loss_cls: 2.2938, loss: 2.2938, grad_norm: 6.6568 2021-06-07 04:04:59,076 - mmaction - INFO - Epoch [21][560/1345] lr: 1.000e-02, eta: 10:25:19, time: 0.646, data_time: 0.001, memory: 7127, top1_acc: 0.4484, top5_acc: 0.7016, loss_cls: 2.3437, loss: 2.3437, grad_norm: 6.1874 2021-06-07 04:05:11,070 - mmaction - INFO - Epoch [21][580/1345] lr: 1.000e-02, eta: 10:24:51, time: 0.600, data_time: 0.002, memory: 7127, top1_acc: 0.4313, top5_acc: 0.7063, loss_cls: 2.3519, loss: 2.3519, grad_norm: 6.3154 2021-06-07 04:05:23,311 - mmaction - INFO - Epoch [21][600/1345] lr: 1.000e-02, eta: 10:24:22, time: 0.612, data_time: 0.001, memory: 7127, top1_acc: 0.4234, top5_acc: 0.7148, loss_cls: 2.3329, loss: 2.3329, grad_norm: 6.5251 2021-06-07 04:05:36,050 - mmaction - INFO - Epoch [21][620/1345] lr: 1.000e-02, eta: 10:23:54, time: 0.637, data_time: 0.001, memory: 7127, top1_acc: 0.4461, top5_acc: 0.7164, loss_cls: 2.2637, loss: 2.2637, grad_norm: 6.6531 2021-06-07 04:05:48,466 - mmaction - INFO - Epoch [21][640/1345] lr: 1.000e-02, eta: 10:23:26, time: 0.620, data_time: 0.001, memory: 7127, top1_acc: 0.4461, top5_acc: 0.7281, loss_cls: 2.2992, loss: 2.2992, grad_norm: 6.5235 2021-06-07 04:06:00,451 - mmaction - INFO - Epoch [21][660/1345] lr: 1.000e-02, eta: 10:22:58, time: 0.599, data_time: 0.001, memory: 7127, top1_acc: 0.4539, top5_acc: 0.7375, loss_cls: 2.2232, loss: 2.2232, grad_norm: 6.5382 2021-06-07 04:06:13,747 - mmaction - INFO - Epoch [21][680/1345] lr: 1.000e-02, eta: 10:22:31, time: 0.665, data_time: 0.001, memory: 7127, top1_acc: 0.4477, top5_acc: 0.7109, loss_cls: 2.3224, loss: 2.3224, grad_norm: 6.5901 2021-06-07 04:06:25,988 - mmaction - INFO - Epoch [21][700/1345] lr: 1.000e-02, eta: 10:22:03, time: 0.612, data_time: 0.001, memory: 7127, top1_acc: 0.4258, top5_acc: 0.7164, loss_cls: 2.3239, loss: 2.3239, grad_norm: 6.5554 2021-06-07 04:06:38,464 - mmaction - INFO - Epoch [21][720/1345] lr: 1.000e-02, eta: 10:21:35, time: 0.623, data_time: 0.002, memory: 7127, top1_acc: 0.4313, top5_acc: 0.7273, loss_cls: 2.2906, loss: 2.2906, grad_norm: 6.5375 2021-06-07 04:06:51,403 - mmaction - INFO - Epoch [21][740/1345] lr: 1.000e-02, eta: 10:21:07, time: 0.647, data_time: 0.002, memory: 7127, top1_acc: 0.4266, top5_acc: 0.7203, loss_cls: 2.3122, loss: 2.3122, grad_norm: 6.8010 2021-06-07 04:07:03,418 - mmaction - INFO - Epoch [21][760/1345] lr: 1.000e-02, eta: 10:20:39, time: 0.601, data_time: 0.002, memory: 7127, top1_acc: 0.4219, top5_acc: 0.7156, loss_cls: 2.3321, loss: 2.3321, grad_norm: 6.3665 2021-06-07 04:07:15,243 - mmaction - INFO - Epoch [21][780/1345] lr: 1.000e-02, eta: 10:20:10, time: 0.591, data_time: 0.001, memory: 7127, top1_acc: 0.4344, top5_acc: 0.7234, loss_cls: 2.3031, loss: 2.3031, grad_norm: 6.8507 2021-06-07 04:07:27,557 - mmaction - INFO - Epoch [21][800/1345] lr: 1.000e-02, eta: 10:19:42, time: 0.614, data_time: 0.001, memory: 7127, top1_acc: 0.4359, top5_acc: 0.7148, loss_cls: 2.2959, loss: 2.2959, grad_norm: 6.5059 2021-06-07 04:07:40,614 - mmaction - INFO - Epoch [21][820/1345] lr: 1.000e-02, eta: 10:19:15, time: 0.654, data_time: 0.002, memory: 7127, top1_acc: 0.4422, top5_acc: 0.7195, loss_cls: 2.2615, loss: 2.2615, grad_norm: 6.6650 2021-06-07 04:07:52,865 - mmaction - INFO - Epoch [21][840/1345] lr: 1.000e-02, eta: 10:18:47, time: 0.613, data_time: 0.002, memory: 7127, top1_acc: 0.4359, top5_acc: 0.7211, loss_cls: 2.2946, loss: 2.2946, grad_norm: 6.6432 2021-06-07 04:08:04,396 - mmaction - INFO - Epoch [21][860/1345] lr: 1.000e-02, eta: 10:18:18, time: 0.576, data_time: 0.001, memory: 7127, top1_acc: 0.4375, top5_acc: 0.7266, loss_cls: 2.2322, loss: 2.2322, grad_norm: 6.6094 2021-06-07 04:08:17,290 - mmaction - INFO - Epoch [21][880/1345] lr: 1.000e-02, eta: 10:17:51, time: 0.644, data_time: 0.002, memory: 7127, top1_acc: 0.4188, top5_acc: 0.6867, loss_cls: 2.4273, loss: 2.4273, grad_norm: 6.8850 2021-06-07 04:08:30,181 - mmaction - INFO - Epoch [21][900/1345] lr: 1.000e-02, eta: 10:17:23, time: 0.645, data_time: 0.002, memory: 7127, top1_acc: 0.4352, top5_acc: 0.7289, loss_cls: 2.3186, loss: 2.3186, grad_norm: 6.5018 2021-06-07 04:08:41,578 - mmaction - INFO - Epoch [21][920/1345] lr: 1.000e-02, eta: 10:16:54, time: 0.569, data_time: 0.001, memory: 7127, top1_acc: 0.4406, top5_acc: 0.7109, loss_cls: 2.3419, loss: 2.3419, grad_norm: 6.3094 2021-06-07 04:08:53,982 - mmaction - INFO - Epoch [21][940/1345] lr: 1.000e-02, eta: 10:16:26, time: 0.621, data_time: 0.003, memory: 7127, top1_acc: 0.4727, top5_acc: 0.7258, loss_cls: 2.2287, loss: 2.2287, grad_norm: 6.4329 2021-06-07 04:09:06,169 - mmaction - INFO - Epoch [21][960/1345] lr: 1.000e-02, eta: 10:15:58, time: 0.610, data_time: 0.002, memory: 7127, top1_acc: 0.4164, top5_acc: 0.7234, loss_cls: 2.3916, loss: 2.3916, grad_norm: 6.4043 2021-06-07 04:09:18,728 - mmaction - INFO - Epoch [21][980/1345] lr: 1.000e-02, eta: 10:15:31, time: 0.628, data_time: 0.001, memory: 7127, top1_acc: 0.4344, top5_acc: 0.7203, loss_cls: 2.2909, loss: 2.2909, grad_norm: 6.4874 2021-06-07 04:09:31,254 - mmaction - INFO - Epoch [21][1000/1345] lr: 1.000e-02, eta: 10:15:03, time: 0.626, data_time: 0.001, memory: 7127, top1_acc: 0.4453, top5_acc: 0.7070, loss_cls: 2.3161, loss: 2.3161, grad_norm: 6.6083 2021-06-07 04:09:43,827 - mmaction - INFO - Epoch [21][1020/1345] lr: 1.000e-02, eta: 10:14:36, time: 0.629, data_time: 0.001, memory: 7127, top1_acc: 0.4352, top5_acc: 0.7109, loss_cls: 2.3411, loss: 2.3411, grad_norm: 6.5369 2021-06-07 04:09:55,770 - mmaction - INFO - Epoch [21][1040/1345] lr: 1.000e-02, eta: 10:14:07, time: 0.597, data_time: 0.001, memory: 7127, top1_acc: 0.4344, top5_acc: 0.7094, loss_cls: 2.3506, loss: 2.3506, grad_norm: 6.7013 2021-06-07 04:10:07,688 - mmaction - INFO - Epoch [21][1060/1345] lr: 1.000e-02, eta: 10:13:39, time: 0.596, data_time: 0.001, memory: 7127, top1_acc: 0.4406, top5_acc: 0.7117, loss_cls: 2.3173, loss: 2.3173, grad_norm: 6.5310 2021-06-07 04:10:19,539 - mmaction - INFO - Epoch [21][1080/1345] lr: 1.000e-02, eta: 10:13:11, time: 0.592, data_time: 0.001, memory: 7127, top1_acc: 0.4406, top5_acc: 0.7172, loss_cls: 2.3078, loss: 2.3078, grad_norm: 6.3857 2021-06-07 04:10:31,592 - mmaction - INFO - Epoch [21][1100/1345] lr: 1.000e-02, eta: 10:12:42, time: 0.603, data_time: 0.001, memory: 7127, top1_acc: 0.4453, top5_acc: 0.7195, loss_cls: 2.2659, loss: 2.2659, grad_norm: 6.6327 2021-06-07 04:10:43,458 - mmaction - INFO - Epoch [21][1120/1345] lr: 1.000e-02, eta: 10:12:14, time: 0.593, data_time: 0.002, memory: 7127, top1_acc: 0.4547, top5_acc: 0.7320, loss_cls: 2.2284, loss: 2.2284, grad_norm: 7.0750 2021-06-07 04:10:55,104 - mmaction - INFO - Epoch [21][1140/1345] lr: 1.000e-02, eta: 10:11:46, time: 0.582, data_time: 0.001, memory: 7127, top1_acc: 0.4422, top5_acc: 0.7094, loss_cls: 2.2937, loss: 2.2937, grad_norm: 6.6095 2021-06-07 04:11:07,018 - mmaction - INFO - Epoch [21][1160/1345] lr: 1.000e-02, eta: 10:11:17, time: 0.595, data_time: 0.002, memory: 7127, top1_acc: 0.4383, top5_acc: 0.6945, loss_cls: 2.3966, loss: 2.3966, grad_norm: 6.6633 2021-06-07 04:11:18,938 - mmaction - INFO - Epoch [21][1180/1345] lr: 1.000e-02, eta: 10:10:49, time: 0.597, data_time: 0.002, memory: 7127, top1_acc: 0.4234, top5_acc: 0.7078, loss_cls: 2.3620, loss: 2.3620, grad_norm: 6.6853 2021-06-07 04:11:31,103 - mmaction - INFO - Epoch [21][1200/1345] lr: 1.000e-02, eta: 10:10:21, time: 0.608, data_time: 0.001, memory: 7127, top1_acc: 0.4211, top5_acc: 0.7133, loss_cls: 2.3624, loss: 2.3624, grad_norm: 6.9409 2021-06-07 04:11:43,407 - mmaction - INFO - Epoch [21][1220/1345] lr: 1.000e-02, eta: 10:09:54, time: 0.615, data_time: 0.001, memory: 7127, top1_acc: 0.4258, top5_acc: 0.7047, loss_cls: 2.3830, loss: 2.3830, grad_norm: 6.4074 2021-06-07 04:11:55,572 - mmaction - INFO - Epoch [21][1240/1345] lr: 1.000e-02, eta: 10:09:26, time: 0.608, data_time: 0.001, memory: 7127, top1_acc: 0.4156, top5_acc: 0.7055, loss_cls: 2.3831, loss: 2.3831, grad_norm: 6.6691 2021-06-07 04:12:08,001 - mmaction - INFO - Epoch [21][1260/1345] lr: 1.000e-02, eta: 10:08:58, time: 0.622, data_time: 0.002, memory: 7127, top1_acc: 0.4250, top5_acc: 0.7063, loss_cls: 2.3925, loss: 2.3925, grad_norm: 6.5870 2021-06-07 04:12:19,982 - mmaction - INFO - Epoch [21][1280/1345] lr: 1.000e-02, eta: 10:08:30, time: 0.598, data_time: 0.002, memory: 7127, top1_acc: 0.4500, top5_acc: 0.7250, loss_cls: 2.3037, loss: 2.3037, grad_norm: 6.7072 2021-06-07 04:12:32,017 - mmaction - INFO - Epoch [21][1300/1345] lr: 1.000e-02, eta: 10:08:03, time: 0.603, data_time: 0.003, memory: 7127, top1_acc: 0.4641, top5_acc: 0.7242, loss_cls: 2.2408, loss: 2.2408, grad_norm: 6.6497 2021-06-07 04:12:43,710 - mmaction - INFO - Epoch [21][1320/1345] lr: 1.000e-02, eta: 10:07:34, time: 0.584, data_time: 0.001, memory: 7127, top1_acc: 0.4484, top5_acc: 0.7023, loss_cls: 2.3422, loss: 2.3422, grad_norm: 6.7278 2021-06-07 04:12:55,564 - mmaction - INFO - Epoch [21][1340/1345] lr: 1.000e-02, eta: 10:07:06, time: 0.593, data_time: 0.001, memory: 7127, top1_acc: 0.4633, top5_acc: 0.7195, loss_cls: 2.2772, loss: 2.2772, grad_norm: 6.6094 2021-06-07 04:13:03,198 - mmaction - INFO - Saving checkpoint at 21 epochs 2021-06-07 04:20:52,537 - mmaction - INFO - Epoch [22][20/1345] lr: 1.000e-02, eta: 10:16:56, time: 23.416, data_time: 22.790, memory: 7127, top1_acc: 0.4445, top5_acc: 0.7063, loss_cls: 2.3429, loss: 2.3429, grad_norm: 6.7658 2021-06-07 04:21:02,714 - mmaction - INFO - Epoch [22][40/1345] lr: 1.000e-02, eta: 10:16:25, time: 0.510, data_time: 0.004, memory: 7127, top1_acc: 0.4500, top5_acc: 0.7156, loss_cls: 2.2874, loss: 2.2874, grad_norm: 6.8697 2021-06-07 04:21:12,875 - mmaction - INFO - Epoch [22][60/1345] lr: 1.000e-02, eta: 10:15:54, time: 0.508, data_time: 0.002, memory: 7127, top1_acc: 0.4477, top5_acc: 0.7195, loss_cls: 2.2940, loss: 2.2940, grad_norm: 6.3260 2021-06-07 04:21:23,103 - mmaction - INFO - Epoch [22][80/1345] lr: 1.000e-02, eta: 10:15:23, time: 0.511, data_time: 0.002, memory: 7127, top1_acc: 0.4328, top5_acc: 0.7320, loss_cls: 2.2439, loss: 2.2439, grad_norm: 6.8075 2021-06-07 04:21:33,585 - mmaction - INFO - Epoch [22][100/1345] lr: 1.000e-02, eta: 10:14:53, time: 0.523, data_time: 0.001, memory: 7127, top1_acc: 0.4469, top5_acc: 0.7320, loss_cls: 2.2642, loss: 2.2642, grad_norm: 6.5292 2021-06-07 04:21:43,920 - mmaction - INFO - Epoch [22][120/1345] lr: 1.000e-02, eta: 10:14:22, time: 0.518, data_time: 0.003, memory: 7127, top1_acc: 0.4688, top5_acc: 0.7367, loss_cls: 2.1655, loss: 2.1655, grad_norm: 6.4490 2021-06-07 04:21:54,119 - mmaction - INFO - Epoch [22][140/1345] lr: 1.000e-02, eta: 10:13:51, time: 0.509, data_time: 0.001, memory: 7127, top1_acc: 0.4570, top5_acc: 0.7250, loss_cls: 2.2694, loss: 2.2694, grad_norm: 6.6205 2021-06-07 04:22:04,455 - mmaction - INFO - Epoch [22][160/1345] lr: 1.000e-02, eta: 10:13:20, time: 0.517, data_time: 0.002, memory: 7127, top1_acc: 0.4344, top5_acc: 0.7008, loss_cls: 2.3163, loss: 2.3163, grad_norm: 6.6127 2021-06-07 04:22:14,865 - mmaction - INFO - Epoch [22][180/1345] lr: 1.000e-02, eta: 10:12:50, time: 0.520, data_time: 0.001, memory: 7127, top1_acc: 0.4250, top5_acc: 0.7227, loss_cls: 2.3540, loss: 2.3540, grad_norm: 6.8728 2021-06-07 04:22:25,593 - mmaction - INFO - Epoch [22][200/1345] lr: 1.000e-02, eta: 10:12:19, time: 0.537, data_time: 0.002, memory: 7127, top1_acc: 0.4539, top5_acc: 0.7109, loss_cls: 2.3059, loss: 2.3059, grad_norm: 6.6297 2021-06-07 04:22:36,920 - mmaction - INFO - Epoch [22][220/1345] lr: 1.000e-02, eta: 10:11:50, time: 0.566, data_time: 0.001, memory: 7127, top1_acc: 0.4469, top5_acc: 0.7273, loss_cls: 2.2474, loss: 2.2474, grad_norm: 6.8252 2021-06-07 04:22:48,553 - mmaction - INFO - Epoch [22][240/1345] lr: 1.000e-02, eta: 10:11:21, time: 0.582, data_time: 0.002, memory: 7127, top1_acc: 0.4258, top5_acc: 0.7266, loss_cls: 2.2778, loss: 2.2778, grad_norm: 6.7252 2021-06-07 04:23:00,814 - mmaction - INFO - Epoch [22][260/1345] lr: 1.000e-02, eta: 10:10:53, time: 0.613, data_time: 0.001, memory: 7127, top1_acc: 0.4250, top5_acc: 0.6977, loss_cls: 2.4205, loss: 2.4205, grad_norm: 6.6981 2021-06-07 04:23:12,998 - mmaction - INFO - Epoch [22][280/1345] lr: 1.000e-02, eta: 10:10:25, time: 0.610, data_time: 0.002, memory: 7127, top1_acc: 0.4367, top5_acc: 0.7141, loss_cls: 2.2898, loss: 2.2898, grad_norm: 6.8280 2021-06-07 04:23:25,152 - mmaction - INFO - Epoch [22][300/1345] lr: 1.000e-02, eta: 10:09:57, time: 0.607, data_time: 0.001, memory: 7127, top1_acc: 0.4477, top5_acc: 0.7312, loss_cls: 2.2509, loss: 2.2509, grad_norm: 6.8936 2021-06-07 04:23:36,545 - mmaction - INFO - Epoch [22][320/1345] lr: 1.000e-02, eta: 10:09:28, time: 0.569, data_time: 0.001, memory: 7127, top1_acc: 0.4492, top5_acc: 0.7273, loss_cls: 2.2722, loss: 2.2722, grad_norm: 6.8344 2021-06-07 04:23:48,530 - mmaction - INFO - Epoch [22][340/1345] lr: 1.000e-02, eta: 10:09:00, time: 0.600, data_time: 0.001, memory: 7127, top1_acc: 0.4539, top5_acc: 0.7172, loss_cls: 2.2834, loss: 2.2834, grad_norm: 6.6975 2021-06-07 04:24:00,490 - mmaction - INFO - Epoch [22][360/1345] lr: 1.000e-02, eta: 10:08:31, time: 0.597, data_time: 0.002, memory: 7127, top1_acc: 0.4391, top5_acc: 0.7289, loss_cls: 2.2623, loss: 2.2623, grad_norm: 6.4113 2021-06-07 04:24:12,666 - mmaction - INFO - Epoch [22][380/1345] lr: 1.000e-02, eta: 10:08:03, time: 0.609, data_time: 0.002, memory: 7127, top1_acc: 0.4586, top5_acc: 0.7352, loss_cls: 2.2442, loss: 2.2442, grad_norm: 6.7113 2021-06-07 04:24:24,631 - mmaction - INFO - Epoch [22][400/1345] lr: 1.000e-02, eta: 10:07:35, time: 0.597, data_time: 0.001, memory: 7127, top1_acc: 0.4406, top5_acc: 0.7000, loss_cls: 2.3402, loss: 2.3402, grad_norm: 6.4429 2021-06-07 04:24:37,722 - mmaction - INFO - Epoch [22][420/1345] lr: 1.000e-02, eta: 10:07:09, time: 0.656, data_time: 0.002, memory: 7127, top1_acc: 0.4344, top5_acc: 0.7227, loss_cls: 2.3006, loss: 2.3006, grad_norm: 6.8831 2021-06-07 04:24:50,169 - mmaction - INFO - Epoch [22][440/1345] lr: 1.000e-02, eta: 10:06:41, time: 0.621, data_time: 0.001, memory: 7127, top1_acc: 0.4406, top5_acc: 0.7266, loss_cls: 2.2918, loss: 2.2918, grad_norm: 6.7296 2021-06-07 04:25:03,637 - mmaction - INFO - Epoch [22][460/1345] lr: 1.000e-02, eta: 10:06:15, time: 0.674, data_time: 0.002, memory: 7127, top1_acc: 0.4602, top5_acc: 0.7312, loss_cls: 2.2000, loss: 2.2000, grad_norm: 6.6556 2021-06-07 04:25:15,774 - mmaction - INFO - Epoch [22][480/1345] lr: 1.000e-02, eta: 10:05:47, time: 0.607, data_time: 0.002, memory: 7127, top1_acc: 0.4469, top5_acc: 0.7180, loss_cls: 2.3152, loss: 2.3152, grad_norm: 6.6084 2021-06-07 04:25:28,309 - mmaction - INFO - Epoch [22][500/1345] lr: 1.000e-02, eta: 10:05:20, time: 0.626, data_time: 0.001, memory: 7127, top1_acc: 0.4437, top5_acc: 0.7164, loss_cls: 2.2308, loss: 2.2308, grad_norm: 6.8298 2021-06-07 04:25:41,564 - mmaction - INFO - Epoch [22][520/1345] lr: 1.000e-02, eta: 10:04:53, time: 0.663, data_time: 0.002, memory: 7127, top1_acc: 0.4477, top5_acc: 0.7406, loss_cls: 2.2692, loss: 2.2692, grad_norm: 6.7026 2021-06-07 04:25:54,191 - mmaction - INFO - Epoch [22][540/1345] lr: 1.000e-02, eta: 10:04:26, time: 0.631, data_time: 0.001, memory: 7127, top1_acc: 0.4219, top5_acc: 0.7031, loss_cls: 2.3795, loss: 2.3795, grad_norm: 6.8736 2021-06-07 04:26:06,392 - mmaction - INFO - Epoch [22][560/1345] lr: 1.000e-02, eta: 10:03:58, time: 0.610, data_time: 0.002, memory: 7127, top1_acc: 0.4398, top5_acc: 0.7063, loss_cls: 2.3057, loss: 2.3057, grad_norm: 6.8176 2021-06-07 04:26:19,464 - mmaction - INFO - Epoch [22][580/1345] lr: 1.000e-02, eta: 10:03:32, time: 0.654, data_time: 0.001, memory: 7127, top1_acc: 0.4492, top5_acc: 0.7039, loss_cls: 2.3954, loss: 2.3954, grad_norm: 6.4048 2021-06-07 04:26:31,873 - mmaction - INFO - Epoch [22][600/1345] lr: 1.000e-02, eta: 10:03:04, time: 0.620, data_time: 0.001, memory: 7127, top1_acc: 0.4609, top5_acc: 0.7070, loss_cls: 2.2788, loss: 2.2788, grad_norm: 6.7038 2021-06-07 04:26:44,196 - mmaction - INFO - Epoch [22][620/1345] lr: 1.000e-02, eta: 10:02:37, time: 0.617, data_time: 0.002, memory: 7127, top1_acc: 0.4406, top5_acc: 0.7086, loss_cls: 2.3506, loss: 2.3506, grad_norm: 6.3060 2021-06-07 04:26:56,683 - mmaction - INFO - Epoch [22][640/1345] lr: 1.000e-02, eta: 10:02:10, time: 0.624, data_time: 0.001, memory: 7127, top1_acc: 0.4375, top5_acc: 0.7102, loss_cls: 2.3778, loss: 2.3778, grad_norm: 6.7570 2021-06-07 04:27:09,229 - mmaction - INFO - Epoch [22][660/1345] lr: 1.000e-02, eta: 10:01:42, time: 0.628, data_time: 0.001, memory: 7127, top1_acc: 0.4492, top5_acc: 0.7086, loss_cls: 2.3003, loss: 2.3003, grad_norm: 6.5557 2021-06-07 04:27:21,479 - mmaction - INFO - Epoch [22][680/1345] lr: 1.000e-02, eta: 10:01:15, time: 0.612, data_time: 0.001, memory: 7127, top1_acc: 0.4430, top5_acc: 0.7312, loss_cls: 2.2800, loss: 2.2800, grad_norm: 6.6489 2021-06-07 04:27:34,031 - mmaction - INFO - Epoch [22][700/1345] lr: 1.000e-02, eta: 10:00:48, time: 0.628, data_time: 0.001, memory: 7127, top1_acc: 0.4539, top5_acc: 0.7133, loss_cls: 2.2528, loss: 2.2528, grad_norm: 6.7941 2021-06-07 04:27:46,339 - mmaction - INFO - Epoch [22][720/1345] lr: 1.000e-02, eta: 10:00:20, time: 0.615, data_time: 0.001, memory: 7127, top1_acc: 0.4344, top5_acc: 0.7219, loss_cls: 2.2940, loss: 2.2940, grad_norm: 6.8500 2021-06-07 04:27:58,786 - mmaction - INFO - Epoch [22][740/1345] lr: 1.000e-02, eta: 9:59:53, time: 0.623, data_time: 0.001, memory: 7127, top1_acc: 0.4633, top5_acc: 0.7391, loss_cls: 2.2073, loss: 2.2073, grad_norm: 6.4932 2021-06-07 04:28:11,210 - mmaction - INFO - Epoch [22][760/1345] lr: 1.000e-02, eta: 9:59:26, time: 0.621, data_time: 0.001, memory: 7127, top1_acc: 0.4289, top5_acc: 0.7195, loss_cls: 2.3524, loss: 2.3524, grad_norm: 6.9969 2021-06-07 04:28:24,065 - mmaction - INFO - Epoch [22][780/1345] lr: 1.000e-02, eta: 9:58:59, time: 0.643, data_time: 0.001, memory: 7127, top1_acc: 0.4352, top5_acc: 0.6969, loss_cls: 2.3475, loss: 2.3475, grad_norm: 6.6173 2021-06-07 04:28:36,864 - mmaction - INFO - Epoch [22][800/1345] lr: 1.000e-02, eta: 9:58:32, time: 0.639, data_time: 0.001, memory: 7127, top1_acc: 0.4531, top5_acc: 0.7398, loss_cls: 2.2349, loss: 2.2349, grad_norm: 6.5775 2021-06-07 04:28:49,012 - mmaction - INFO - Epoch [22][820/1345] lr: 1.000e-02, eta: 9:58:05, time: 0.608, data_time: 0.002, memory: 7127, top1_acc: 0.4367, top5_acc: 0.7070, loss_cls: 2.3427, loss: 2.3427, grad_norm: 6.6302 2021-06-07 04:29:01,323 - mmaction - INFO - Epoch [22][840/1345] lr: 1.000e-02, eta: 9:57:38, time: 0.616, data_time: 0.002, memory: 7127, top1_acc: 0.4406, top5_acc: 0.7063, loss_cls: 2.3795, loss: 2.3795, grad_norm: 6.6404 2021-06-07 04:29:13,862 - mmaction - INFO - Epoch [22][860/1345] lr: 1.000e-02, eta: 9:57:11, time: 0.627, data_time: 0.001, memory: 7127, top1_acc: 0.4281, top5_acc: 0.6727, loss_cls: 2.4378, loss: 2.4378, grad_norm: 6.5951 2021-06-07 04:29:26,284 - mmaction - INFO - Epoch [22][880/1345] lr: 1.000e-02, eta: 9:56:43, time: 0.619, data_time: 0.001, memory: 7127, top1_acc: 0.4375, top5_acc: 0.7070, loss_cls: 2.3450, loss: 2.3450, grad_norm: 6.5866 2021-06-07 04:29:38,913 - mmaction - INFO - Epoch [22][900/1345] lr: 1.000e-02, eta: 9:56:17, time: 0.634, data_time: 0.003, memory: 7127, top1_acc: 0.4422, top5_acc: 0.7125, loss_cls: 2.3384, loss: 2.3384, grad_norm: 6.4852 2021-06-07 04:29:51,097 - mmaction - INFO - Epoch [22][920/1345] lr: 1.000e-02, eta: 9:55:49, time: 0.609, data_time: 0.001, memory: 7127, top1_acc: 0.4398, top5_acc: 0.6953, loss_cls: 2.3565, loss: 2.3565, grad_norm: 6.4447 2021-06-07 04:30:04,354 - mmaction - INFO - Epoch [22][940/1345] lr: 1.000e-02, eta: 9:55:23, time: 0.663, data_time: 0.001, memory: 7127, top1_acc: 0.4422, top5_acc: 0.7109, loss_cls: 2.2879, loss: 2.2879, grad_norm: 6.5065 2021-06-07 04:30:16,105 - mmaction - INFO - Epoch [22][960/1345] lr: 1.000e-02, eta: 9:54:55, time: 0.587, data_time: 0.002, memory: 7127, top1_acc: 0.4352, top5_acc: 0.6984, loss_cls: 2.3589, loss: 2.3589, grad_norm: 6.6854 2021-06-07 04:30:28,703 - mmaction - INFO - Epoch [22][980/1345] lr: 1.000e-02, eta: 9:54:29, time: 0.630, data_time: 0.002, memory: 7127, top1_acc: 0.4273, top5_acc: 0.7164, loss_cls: 2.3372, loss: 2.3372, grad_norm: 6.5654 2021-06-07 04:30:40,533 - mmaction - INFO - Epoch [22][1000/1345] lr: 1.000e-02, eta: 9:54:01, time: 0.592, data_time: 0.001, memory: 7127, top1_acc: 0.4453, top5_acc: 0.7148, loss_cls: 2.2982, loss: 2.2982, grad_norm: 6.8110 2021-06-07 04:30:52,447 - mmaction - INFO - Epoch [22][1020/1345] lr: 1.000e-02, eta: 9:53:33, time: 0.596, data_time: 0.001, memory: 7127, top1_acc: 0.4336, top5_acc: 0.7133, loss_cls: 2.3173, loss: 2.3173, grad_norm: 6.4959 2021-06-07 04:31:06,129 - mmaction - INFO - Epoch [22][1040/1345] lr: 1.000e-02, eta: 9:53:08, time: 0.684, data_time: 0.001, memory: 7127, top1_acc: 0.4367, top5_acc: 0.7055, loss_cls: 2.3649, loss: 2.3649, grad_norm: 6.5315 2021-06-07 04:31:18,677 - mmaction - INFO - Epoch [22][1060/1345] lr: 1.000e-02, eta: 9:52:41, time: 0.628, data_time: 0.001, memory: 7127, top1_acc: 0.4461, top5_acc: 0.7203, loss_cls: 2.2737, loss: 2.2737, grad_norm: 6.5578 2021-06-07 04:31:30,626 - mmaction - INFO - Epoch [22][1080/1345] lr: 1.000e-02, eta: 9:52:14, time: 0.598, data_time: 0.001, memory: 7127, top1_acc: 0.4414, top5_acc: 0.7250, loss_cls: 2.2455, loss: 2.2455, grad_norm: 6.5123 2021-06-07 04:31:43,110 - mmaction - INFO - Epoch [22][1100/1345] lr: 1.000e-02, eta: 9:51:47, time: 0.624, data_time: 0.001, memory: 7127, top1_acc: 0.4562, top5_acc: 0.7227, loss_cls: 2.2403, loss: 2.2403, grad_norm: 6.7860 2021-06-07 04:31:55,164 - mmaction - INFO - Epoch [22][1120/1345] lr: 1.000e-02, eta: 9:51:19, time: 0.602, data_time: 0.001, memory: 7127, top1_acc: 0.4406, top5_acc: 0.7406, loss_cls: 2.2618, loss: 2.2618, grad_norm: 6.6039 2021-06-07 04:32:08,191 - mmaction - INFO - Epoch [22][1140/1345] lr: 1.000e-02, eta: 9:50:53, time: 0.652, data_time: 0.002, memory: 7127, top1_acc: 0.4617, top5_acc: 0.7398, loss_cls: 2.1992, loss: 2.1992, grad_norm: 6.7280 2021-06-07 04:32:20,545 - mmaction - INFO - Epoch [22][1160/1345] lr: 1.000e-02, eta: 9:50:26, time: 0.618, data_time: 0.002, memory: 7127, top1_acc: 0.4500, top5_acc: 0.7266, loss_cls: 2.2604, loss: 2.2604, grad_norm: 6.7650 2021-06-07 04:32:32,365 - mmaction - INFO - Epoch [22][1180/1345] lr: 1.000e-02, eta: 9:49:59, time: 0.591, data_time: 0.001, memory: 7127, top1_acc: 0.4469, top5_acc: 0.7133, loss_cls: 2.3048, loss: 2.3048, grad_norm: 6.5318 2021-06-07 04:32:44,633 - mmaction - INFO - Epoch [22][1200/1345] lr: 1.000e-02, eta: 9:49:32, time: 0.614, data_time: 0.002, memory: 7127, top1_acc: 0.4391, top5_acc: 0.7312, loss_cls: 2.2590, loss: 2.2590, grad_norm: 6.7172 2021-06-07 04:32:57,916 - mmaction - INFO - Epoch [22][1220/1345] lr: 1.000e-02, eta: 9:49:06, time: 0.664, data_time: 0.001, memory: 7127, top1_acc: 0.4148, top5_acc: 0.6859, loss_cls: 2.4346, loss: 2.4346, grad_norm: 6.7483 2021-06-07 04:33:09,249 - mmaction - INFO - Epoch [22][1240/1345] lr: 1.000e-02, eta: 9:48:38, time: 0.567, data_time: 0.002, memory: 7127, top1_acc: 0.4516, top5_acc: 0.7188, loss_cls: 2.2489, loss: 2.2489, grad_norm: 6.3604 2021-06-07 04:33:21,796 - mmaction - INFO - Epoch [22][1260/1345] lr: 1.000e-02, eta: 9:48:11, time: 0.627, data_time: 0.001, memory: 7127, top1_acc: 0.4305, top5_acc: 0.7180, loss_cls: 2.3457, loss: 2.3457, grad_norm: 6.6150 2021-06-07 04:33:33,182 - mmaction - INFO - Epoch [22][1280/1345] lr: 1.000e-02, eta: 9:47:43, time: 0.570, data_time: 0.002, memory: 7127, top1_acc: 0.4562, top5_acc: 0.7289, loss_cls: 2.2605, loss: 2.2605, grad_norm: 6.4643 2021-06-07 04:33:45,477 - mmaction - INFO - Epoch [22][1300/1345] lr: 1.000e-02, eta: 9:47:16, time: 0.615, data_time: 0.001, memory: 7127, top1_acc: 0.4258, top5_acc: 0.6836, loss_cls: 2.4562, loss: 2.4562, grad_norm: 6.2798 2021-06-07 04:33:57,655 - mmaction - INFO - Epoch [22][1320/1345] lr: 1.000e-02, eta: 9:46:49, time: 0.608, data_time: 0.001, memory: 7127, top1_acc: 0.4562, top5_acc: 0.7234, loss_cls: 2.2416, loss: 2.2416, grad_norm: 6.5379 2021-06-07 04:34:09,255 - mmaction - INFO - Epoch [22][1340/1345] lr: 1.000e-02, eta: 9:46:22, time: 0.581, data_time: 0.002, memory: 7127, top1_acc: 0.4414, top5_acc: 0.7039, loss_cls: 2.3046, loss: 2.3046, grad_norm: 6.5565 2021-06-07 04:34:16,971 - mmaction - INFO - Saving checkpoint at 22 epochs 2021-06-07 04:42:03,488 - mmaction - INFO - Epoch [23][20/1345] lr: 1.000e-02, eta: 9:55:20, time: 23.276, data_time: 22.651, memory: 7127, top1_acc: 0.4273, top5_acc: 0.7086, loss_cls: 2.3362, loss: 2.3362, grad_norm: 6.6509 2021-06-07 04:42:13,808 - mmaction - INFO - Epoch [23][40/1345] lr: 1.000e-02, eta: 9:54:51, time: 0.516, data_time: 0.003, memory: 7127, top1_acc: 0.4656, top5_acc: 0.7320, loss_cls: 2.2145, loss: 2.2145, grad_norm: 6.9158 2021-06-07 04:42:24,053 - mmaction - INFO - Epoch [23][60/1345] lr: 1.000e-02, eta: 9:54:20, time: 0.513, data_time: 0.002, memory: 7127, top1_acc: 0.4437, top5_acc: 0.7195, loss_cls: 2.2492, loss: 2.2492, grad_norm: 6.8434 2021-06-07 04:42:34,229 - mmaction - INFO - Epoch [23][80/1345] lr: 1.000e-02, eta: 9:53:50, time: 0.509, data_time: 0.002, memory: 7127, top1_acc: 0.4516, top5_acc: 0.7398, loss_cls: 2.2549, loss: 2.2549, grad_norm: 6.9009 2021-06-07 04:42:44,369 - mmaction - INFO - Epoch [23][100/1345] lr: 1.000e-02, eta: 9:53:20, time: 0.507, data_time: 0.001, memory: 7127, top1_acc: 0.4578, top5_acc: 0.7484, loss_cls: 2.2082, loss: 2.2082, grad_norm: 6.8771 2021-06-07 04:42:54,529 - mmaction - INFO - Epoch [23][120/1345] lr: 1.000e-02, eta: 9:52:50, time: 0.508, data_time: 0.001, memory: 7127, top1_acc: 0.4313, top5_acc: 0.7086, loss_cls: 2.2988, loss: 2.2988, grad_norm: 6.6499 2021-06-07 04:43:04,726 - mmaction - INFO - Epoch [23][140/1345] lr: 1.000e-02, eta: 9:52:20, time: 0.510, data_time: 0.001, memory: 7127, top1_acc: 0.4422, top5_acc: 0.7164, loss_cls: 2.3068, loss: 2.3068, grad_norm: 6.5339 2021-06-07 04:43:15,042 - mmaction - INFO - Epoch [23][160/1345] lr: 1.000e-02, eta: 9:51:50, time: 0.516, data_time: 0.001, memory: 7127, top1_acc: 0.4242, top5_acc: 0.7086, loss_cls: 2.2953, loss: 2.2953, grad_norm: 6.6373 2021-06-07 04:43:25,558 - mmaction - INFO - Epoch [23][180/1345] lr: 1.000e-02, eta: 9:51:21, time: 0.526, data_time: 0.001, memory: 7127, top1_acc: 0.4586, top5_acc: 0.7383, loss_cls: 2.2168, loss: 2.2168, grad_norm: 6.5634 2021-06-07 04:43:35,899 - mmaction - INFO - Epoch [23][200/1345] lr: 1.000e-02, eta: 9:50:51, time: 0.517, data_time: 0.002, memory: 7127, top1_acc: 0.4430, top5_acc: 0.7047, loss_cls: 2.3727, loss: 2.3727, grad_norm: 6.6065 2021-06-07 04:43:46,548 - mmaction - INFO - Epoch [23][220/1345] lr: 1.000e-02, eta: 9:50:22, time: 0.533, data_time: 0.001, memory: 7127, top1_acc: 0.4531, top5_acc: 0.7188, loss_cls: 2.2626, loss: 2.2626, grad_norm: 6.1663 2021-06-07 04:43:57,735 - mmaction - INFO - Epoch [23][240/1345] lr: 1.000e-02, eta: 9:49:53, time: 0.559, data_time: 0.001, memory: 7127, top1_acc: 0.4594, top5_acc: 0.7266, loss_cls: 2.2713, loss: 2.2713, grad_norm: 6.3725 2021-06-07 04:44:09,016 - mmaction - INFO - Epoch [23][260/1345] lr: 1.000e-02, eta: 9:49:25, time: 0.564, data_time: 0.001, memory: 7127, top1_acc: 0.4508, top5_acc: 0.7250, loss_cls: 2.2377, loss: 2.2377, grad_norm: 6.5133 2021-06-07 04:44:20,880 - mmaction - INFO - Epoch [23][280/1345] lr: 1.000e-02, eta: 9:48:57, time: 0.593, data_time: 0.002, memory: 7127, top1_acc: 0.4313, top5_acc: 0.6992, loss_cls: 2.3605, loss: 2.3605, grad_norm: 6.7304 2021-06-07 04:44:32,694 - mmaction - INFO - Epoch [23][300/1345] lr: 1.000e-02, eta: 9:48:29, time: 0.591, data_time: 0.001, memory: 7127, top1_acc: 0.4695, top5_acc: 0.7336, loss_cls: 2.2398, loss: 2.2398, grad_norm: 6.5679 2021-06-07 04:44:44,929 - mmaction - INFO - Epoch [23][320/1345] lr: 1.000e-02, eta: 9:48:02, time: 0.611, data_time: 0.001, memory: 7127, top1_acc: 0.4664, top5_acc: 0.7234, loss_cls: 2.2063, loss: 2.2063, grad_norm: 6.7929 2021-06-07 04:44:56,627 - mmaction - INFO - Epoch [23][340/1345] lr: 1.000e-02, eta: 9:47:34, time: 0.585, data_time: 0.002, memory: 7127, top1_acc: 0.4344, top5_acc: 0.7086, loss_cls: 2.2609, loss: 2.2609, grad_norm: 6.7769 2021-06-07 04:45:08,186 - mmaction - INFO - Epoch [23][360/1345] lr: 1.000e-02, eta: 9:47:06, time: 0.579, data_time: 0.002, memory: 7127, top1_acc: 0.4477, top5_acc: 0.7195, loss_cls: 2.3019, loss: 2.3019, grad_norm: 6.9110 2021-06-07 04:45:20,046 - mmaction - INFO - Epoch [23][380/1345] lr: 1.000e-02, eta: 9:46:38, time: 0.593, data_time: 0.001, memory: 7127, top1_acc: 0.4547, top5_acc: 0.7266, loss_cls: 2.2776, loss: 2.2776, grad_norm: 6.4553 2021-06-07 04:45:33,873 - mmaction - INFO - Epoch [23][400/1345] lr: 1.000e-02, eta: 9:46:13, time: 0.690, data_time: 0.001, memory: 7127, top1_acc: 0.4383, top5_acc: 0.7305, loss_cls: 2.2675, loss: 2.2675, grad_norm: 6.4841 2021-06-07 04:45:45,574 - mmaction - INFO - Epoch [23][420/1345] lr: 1.000e-02, eta: 9:45:45, time: 0.586, data_time: 0.002, memory: 7127, top1_acc: 0.4602, top5_acc: 0.7336, loss_cls: 2.2311, loss: 2.2311, grad_norm: 6.4763 2021-06-07 04:45:57,557 - mmaction - INFO - Epoch [23][440/1345] lr: 1.000e-02, eta: 9:45:18, time: 0.600, data_time: 0.002, memory: 7127, top1_acc: 0.4562, top5_acc: 0.7328, loss_cls: 2.2133, loss: 2.2133, grad_norm: 6.7717 2021-06-07 04:46:10,722 - mmaction - INFO - Epoch [23][460/1345] lr: 1.000e-02, eta: 9:44:52, time: 0.658, data_time: 0.001, memory: 7127, top1_acc: 0.4141, top5_acc: 0.7109, loss_cls: 2.3376, loss: 2.3376, grad_norm: 6.3951 2021-06-07 04:46:22,447 - mmaction - INFO - Epoch [23][480/1345] lr: 1.000e-02, eta: 9:44:24, time: 0.587, data_time: 0.002, memory: 7127, top1_acc: 0.4484, top5_acc: 0.7297, loss_cls: 2.2703, loss: 2.2703, grad_norm: 6.7622 2021-06-07 04:46:35,187 - mmaction - INFO - Epoch [23][500/1345] lr: 1.000e-02, eta: 9:43:58, time: 0.636, data_time: 0.001, memory: 7127, top1_acc: 0.4594, top5_acc: 0.7320, loss_cls: 2.2294, loss: 2.2294, grad_norm: 6.9079 2021-06-07 04:46:48,307 - mmaction - INFO - Epoch [23][520/1345] lr: 1.000e-02, eta: 9:43:32, time: 0.657, data_time: 0.002, memory: 7127, top1_acc: 0.4359, top5_acc: 0.6992, loss_cls: 2.3459, loss: 2.3459, grad_norm: 6.5542 2021-06-07 04:47:00,135 - mmaction - INFO - Epoch [23][540/1345] lr: 1.000e-02, eta: 9:43:04, time: 0.590, data_time: 0.001, memory: 7127, top1_acc: 0.4508, top5_acc: 0.7281, loss_cls: 2.2528, loss: 2.2528, grad_norm: 6.6435 2021-06-07 04:47:13,091 - mmaction - INFO - Epoch [23][560/1345] lr: 1.000e-02, eta: 9:42:38, time: 0.648, data_time: 0.002, memory: 7127, top1_acc: 0.4750, top5_acc: 0.7328, loss_cls: 2.2553, loss: 2.2553, grad_norm: 6.7065 2021-06-07 04:47:25,361 - mmaction - INFO - Epoch [23][580/1345] lr: 1.000e-02, eta: 9:42:11, time: 0.614, data_time: 0.001, memory: 7127, top1_acc: 0.4383, top5_acc: 0.7148, loss_cls: 2.3011, loss: 2.3011, grad_norm: 6.3512 2021-06-07 04:47:37,864 - mmaction - INFO - Epoch [23][600/1345] lr: 1.000e-02, eta: 9:41:45, time: 0.625, data_time: 0.001, memory: 7127, top1_acc: 0.4445, top5_acc: 0.7188, loss_cls: 2.2784, loss: 2.2784, grad_norm: 6.5736 2021-06-07 04:47:50,403 - mmaction - INFO - Epoch [23][620/1345] lr: 1.000e-02, eta: 9:41:18, time: 0.627, data_time: 0.001, memory: 7127, top1_acc: 0.4641, top5_acc: 0.7352, loss_cls: 2.1982, loss: 2.1982, grad_norm: 6.6127 2021-06-07 04:48:03,092 - mmaction - INFO - Epoch [23][640/1345] lr: 1.000e-02, eta: 9:40:52, time: 0.635, data_time: 0.002, memory: 7127, top1_acc: 0.4469, top5_acc: 0.7109, loss_cls: 2.2786, loss: 2.2786, grad_norm: 6.7221 2021-06-07 04:48:15,445 - mmaction - INFO - Epoch [23][660/1345] lr: 1.000e-02, eta: 9:40:25, time: 0.617, data_time: 0.001, memory: 7127, top1_acc: 0.4570, top5_acc: 0.7336, loss_cls: 2.2441, loss: 2.2441, grad_norm: 6.6015 2021-06-07 04:48:28,171 - mmaction - INFO - Epoch [23][680/1345] lr: 1.000e-02, eta: 9:39:59, time: 0.636, data_time: 0.002, memory: 7127, top1_acc: 0.4594, top5_acc: 0.7109, loss_cls: 2.2701, loss: 2.2701, grad_norm: 6.6366 2021-06-07 04:48:40,877 - mmaction - INFO - Epoch [23][700/1345] lr: 1.000e-02, eta: 9:39:33, time: 0.636, data_time: 0.002, memory: 7127, top1_acc: 0.4492, top5_acc: 0.7219, loss_cls: 2.2907, loss: 2.2907, grad_norm: 6.4139 2021-06-07 04:48:53,517 - mmaction - INFO - Epoch [23][720/1345] lr: 1.000e-02, eta: 9:39:06, time: 0.632, data_time: 0.001, memory: 7127, top1_acc: 0.4469, top5_acc: 0.7117, loss_cls: 2.2983, loss: 2.2983, grad_norm: 6.7704 2021-06-07 04:49:06,768 - mmaction - INFO - Epoch [23][740/1345] lr: 1.000e-02, eta: 9:38:41, time: 0.662, data_time: 0.001, memory: 7127, top1_acc: 0.4242, top5_acc: 0.6977, loss_cls: 2.4305, loss: 2.4305, grad_norm: 6.7556 2021-06-07 04:49:19,588 - mmaction - INFO - Epoch [23][760/1345] lr: 1.000e-02, eta: 9:38:15, time: 0.641, data_time: 0.001, memory: 7127, top1_acc: 0.4344, top5_acc: 0.6875, loss_cls: 2.4039, loss: 2.4039, grad_norm: 6.2130 2021-06-07 04:49:32,074 - mmaction - INFO - Epoch [23][780/1345] lr: 1.000e-02, eta: 9:37:48, time: 0.624, data_time: 0.001, memory: 7127, top1_acc: 0.4430, top5_acc: 0.7180, loss_cls: 2.3249, loss: 2.3249, grad_norm: 6.6278 2021-06-07 04:49:44,660 - mmaction - INFO - Epoch [23][800/1345] lr: 1.000e-02, eta: 9:37:22, time: 0.630, data_time: 0.002, memory: 7127, top1_acc: 0.4477, top5_acc: 0.7406, loss_cls: 2.2344, loss: 2.2344, grad_norm: 6.8747 2021-06-07 04:49:56,639 - mmaction - INFO - Epoch [23][820/1345] lr: 1.000e-02, eta: 9:36:55, time: 0.599, data_time: 0.001, memory: 7127, top1_acc: 0.4617, top5_acc: 0.7094, loss_cls: 2.2518, loss: 2.2518, grad_norm: 6.4389 2021-06-07 04:50:08,610 - mmaction - INFO - Epoch [23][840/1345] lr: 1.000e-02, eta: 9:36:28, time: 0.597, data_time: 0.001, memory: 7127, top1_acc: 0.4453, top5_acc: 0.7078, loss_cls: 2.3203, loss: 2.3203, grad_norm: 6.5960 2021-06-07 04:50:21,046 - mmaction - INFO - Epoch [23][860/1345] lr: 1.000e-02, eta: 9:36:01, time: 0.623, data_time: 0.002, memory: 7127, top1_acc: 0.4344, top5_acc: 0.7008, loss_cls: 2.3078, loss: 2.3078, grad_norm: 6.4781 2021-06-07 04:50:33,355 - mmaction - INFO - Epoch [23][880/1345] lr: 1.000e-02, eta: 9:35:35, time: 0.614, data_time: 0.001, memory: 7127, top1_acc: 0.4406, top5_acc: 0.7312, loss_cls: 2.2411, loss: 2.2411, grad_norm: 6.6914 2021-06-07 04:50:47,131 - mmaction - INFO - Epoch [23][900/1345] lr: 1.000e-02, eta: 9:35:10, time: 0.690, data_time: 0.002, memory: 7127, top1_acc: 0.4625, top5_acc: 0.7406, loss_cls: 2.2040, loss: 2.2040, grad_norm: 6.7931 2021-06-07 04:50:59,035 - mmaction - INFO - Epoch [23][920/1345] lr: 1.000e-02, eta: 9:34:43, time: 0.594, data_time: 0.001, memory: 7127, top1_acc: 0.4219, top5_acc: 0.7109, loss_cls: 2.3509, loss: 2.3509, grad_norm: 6.9555 2021-06-07 04:51:10,957 - mmaction - INFO - Epoch [23][940/1345] lr: 1.000e-02, eta: 9:34:16, time: 0.597, data_time: 0.002, memory: 7127, top1_acc: 0.4250, top5_acc: 0.7133, loss_cls: 2.3309, loss: 2.3309, grad_norm: 6.6267 2021-06-07 04:51:23,337 - mmaction - INFO - Epoch [23][960/1345] lr: 1.000e-02, eta: 9:33:49, time: 0.618, data_time: 0.002, memory: 7127, top1_acc: 0.4430, top5_acc: 0.7188, loss_cls: 2.2935, loss: 2.2935, grad_norm: 6.7415 2021-06-07 04:51:36,694 - mmaction - INFO - Epoch [23][980/1345] lr: 1.000e-02, eta: 9:33:24, time: 0.669, data_time: 0.002, memory: 7127, top1_acc: 0.4383, top5_acc: 0.7195, loss_cls: 2.2770, loss: 2.2770, grad_norm: 6.6551 2021-06-07 04:51:48,518 - mmaction - INFO - Epoch [23][1000/1345] lr: 1.000e-02, eta: 9:32:57, time: 0.592, data_time: 0.001, memory: 7127, top1_acc: 0.4469, top5_acc: 0.7195, loss_cls: 2.2720, loss: 2.2720, grad_norm: 6.5835 2021-06-07 04:52:00,773 - mmaction - INFO - Epoch [23][1020/1345] lr: 1.000e-02, eta: 9:32:30, time: 0.613, data_time: 0.001, memory: 7127, top1_acc: 0.4570, top5_acc: 0.7336, loss_cls: 2.2061, loss: 2.2061, grad_norm: 6.6583 2021-06-07 04:52:12,558 - mmaction - INFO - Epoch [23][1040/1345] lr: 1.000e-02, eta: 9:32:03, time: 0.588, data_time: 0.002, memory: 7127, top1_acc: 0.4297, top5_acc: 0.7078, loss_cls: 2.2615, loss: 2.2615, grad_norm: 6.6665 2021-06-07 04:52:24,894 - mmaction - INFO - Epoch [23][1060/1345] lr: 1.000e-02, eta: 9:31:37, time: 0.617, data_time: 0.002, memory: 7127, top1_acc: 0.4336, top5_acc: 0.7133, loss_cls: 2.3393, loss: 2.3393, grad_norm: 6.5761 2021-06-07 04:52:36,866 - mmaction - INFO - Epoch [23][1080/1345] lr: 1.000e-02, eta: 9:31:10, time: 0.598, data_time: 0.002, memory: 7127, top1_acc: 0.4711, top5_acc: 0.7164, loss_cls: 2.2744, loss: 2.2744, grad_norm: 6.7836 2021-06-07 04:52:48,803 - mmaction - INFO - Epoch [23][1100/1345] lr: 1.000e-02, eta: 9:30:43, time: 0.597, data_time: 0.002, memory: 7127, top1_acc: 0.4430, top5_acc: 0.7391, loss_cls: 2.2238, loss: 2.2238, grad_norm: 6.5290 2021-06-07 04:53:00,670 - mmaction - INFO - Epoch [23][1120/1345] lr: 1.000e-02, eta: 9:30:16, time: 0.594, data_time: 0.002, memory: 7127, top1_acc: 0.4320, top5_acc: 0.7156, loss_cls: 2.3473, loss: 2.3473, grad_norm: 6.8243 2021-06-07 04:53:12,708 - mmaction - INFO - Epoch [23][1140/1345] lr: 1.000e-02, eta: 9:29:50, time: 0.601, data_time: 0.001, memory: 7127, top1_acc: 0.4273, top5_acc: 0.7141, loss_cls: 2.3349, loss: 2.3349, grad_norm: 6.6467 2021-06-07 04:53:24,647 - mmaction - INFO - Epoch [23][1160/1345] lr: 1.000e-02, eta: 9:29:23, time: 0.597, data_time: 0.002, memory: 7127, top1_acc: 0.4406, top5_acc: 0.7227, loss_cls: 2.2626, loss: 2.2626, grad_norm: 6.6515 2021-06-07 04:53:36,655 - mmaction - INFO - Epoch [23][1180/1345] lr: 1.000e-02, eta: 9:28:56, time: 0.600, data_time: 0.001, memory: 7127, top1_acc: 0.4469, top5_acc: 0.7070, loss_cls: 2.3185, loss: 2.3185, grad_norm: 6.8985 2021-06-07 04:53:48,901 - mmaction - INFO - Epoch [23][1200/1345] lr: 1.000e-02, eta: 9:28:30, time: 0.611, data_time: 0.002, memory: 7127, top1_acc: 0.4484, top5_acc: 0.7234, loss_cls: 2.2294, loss: 2.2294, grad_norm: 6.2743 2021-06-07 04:54:00,923 - mmaction - INFO - Epoch [23][1220/1345] lr: 1.000e-02, eta: 9:28:03, time: 0.603, data_time: 0.002, memory: 7127, top1_acc: 0.4437, top5_acc: 0.7070, loss_cls: 2.2892, loss: 2.2892, grad_norm: 6.4918 2021-06-07 04:54:12,882 - mmaction - INFO - Epoch [23][1240/1345] lr: 1.000e-02, eta: 9:27:37, time: 0.598, data_time: 0.001, memory: 7127, top1_acc: 0.4500, top5_acc: 0.7180, loss_cls: 2.2508, loss: 2.2508, grad_norm: 6.6722 2021-06-07 04:54:24,863 - mmaction - INFO - Epoch [23][1260/1345] lr: 1.000e-02, eta: 9:27:10, time: 0.599, data_time: 0.001, memory: 7127, top1_acc: 0.4281, top5_acc: 0.7195, loss_cls: 2.3370, loss: 2.3370, grad_norm: 6.5373 2021-06-07 04:54:36,908 - mmaction - INFO - Epoch [23][1280/1345] lr: 1.000e-02, eta: 9:26:43, time: 0.602, data_time: 0.001, memory: 7127, top1_acc: 0.4492, top5_acc: 0.7281, loss_cls: 2.2589, loss: 2.2589, grad_norm: 6.7326 2021-06-07 04:54:49,457 - mmaction - INFO - Epoch [23][1300/1345] lr: 1.000e-02, eta: 9:26:18, time: 0.628, data_time: 0.002, memory: 7127, top1_acc: 0.4461, top5_acc: 0.7258, loss_cls: 2.2460, loss: 2.2460, grad_norm: 6.5377 2021-06-07 04:55:01,230 - mmaction - INFO - Epoch [23][1320/1345] lr: 1.000e-02, eta: 9:25:51, time: 0.589, data_time: 0.002, memory: 7127, top1_acc: 0.4688, top5_acc: 0.7305, loss_cls: 2.2212, loss: 2.2212, grad_norm: 6.5062 2021-06-07 04:55:13,625 - mmaction - INFO - Epoch [23][1340/1345] lr: 1.000e-02, eta: 9:25:25, time: 0.620, data_time: 0.001, memory: 7127, top1_acc: 0.4367, top5_acc: 0.7148, loss_cls: 2.2914, loss: 2.2914, grad_norm: 6.7969 2021-06-07 04:55:20,981 - mmaction - INFO - Saving checkpoint at 23 epochs 2021-06-07 05:03:06,932 - mmaction - INFO - Epoch [24][20/1345] lr: 1.000e-02, eta: 9:33:39, time: 23.247, data_time: 22.623, memory: 7127, top1_acc: 0.4719, top5_acc: 0.7352, loss_cls: 2.1923, loss: 2.1923, grad_norm: 6.3899 2021-06-07 05:03:17,078 - mmaction - INFO - Epoch [24][40/1345] lr: 1.000e-02, eta: 9:33:10, time: 0.508, data_time: 0.004, memory: 7127, top1_acc: 0.4609, top5_acc: 0.7266, loss_cls: 2.2723, loss: 2.2723, grad_norm: 6.8311 2021-06-07 05:03:27,499 - mmaction - INFO - Epoch [24][60/1345] lr: 1.000e-02, eta: 9:32:41, time: 0.521, data_time: 0.002, memory: 7127, top1_acc: 0.4398, top5_acc: 0.7148, loss_cls: 2.2866, loss: 2.2866, grad_norm: 6.7754 2021-06-07 05:03:37,607 - mmaction - INFO - Epoch [24][80/1345] lr: 1.000e-02, eta: 9:32:12, time: 0.506, data_time: 0.002, memory: 7127, top1_acc: 0.4516, top5_acc: 0.7188, loss_cls: 2.2617, loss: 2.2617, grad_norm: 6.7534 2021-06-07 05:03:48,070 - mmaction - INFO - Epoch [24][100/1345] lr: 1.000e-02, eta: 9:31:43, time: 0.522, data_time: 0.001, memory: 7127, top1_acc: 0.4578, top5_acc: 0.7203, loss_cls: 2.2539, loss: 2.2539, grad_norm: 6.6357 2021-06-07 05:03:58,220 - mmaction - INFO - Epoch [24][120/1345] lr: 1.000e-02, eta: 9:31:13, time: 0.508, data_time: 0.002, memory: 7127, top1_acc: 0.4562, top5_acc: 0.7375, loss_cls: 2.2511, loss: 2.2511, grad_norm: 6.6552 2021-06-07 05:04:08,536 - mmaction - INFO - Epoch [24][140/1345] lr: 1.000e-02, eta: 9:30:44, time: 0.516, data_time: 0.002, memory: 7127, top1_acc: 0.4641, top5_acc: 0.7242, loss_cls: 2.2111, loss: 2.2111, grad_norm: 7.0733 2021-06-07 05:04:19,007 - mmaction - INFO - Epoch [24][160/1345] lr: 1.000e-02, eta: 9:30:16, time: 0.523, data_time: 0.002, memory: 7127, top1_acc: 0.4523, top5_acc: 0.7086, loss_cls: 2.3193, loss: 2.3193, grad_norm: 6.5062 2021-06-07 05:04:29,371 - mmaction - INFO - Epoch [24][180/1345] lr: 1.000e-02, eta: 9:29:47, time: 0.518, data_time: 0.002, memory: 7127, top1_acc: 0.4414, top5_acc: 0.7195, loss_cls: 2.2915, loss: 2.2915, grad_norm: 6.5931 2021-06-07 05:04:40,009 - mmaction - INFO - Epoch [24][200/1345] lr: 1.000e-02, eta: 9:29:18, time: 0.532, data_time: 0.002, memory: 7127, top1_acc: 0.4750, top5_acc: 0.7328, loss_cls: 2.2010, loss: 2.2010, grad_norm: 6.7288 2021-06-07 05:04:50,453 - mmaction - INFO - Epoch [24][220/1345] lr: 1.000e-02, eta: 9:28:50, time: 0.522, data_time: 0.002, memory: 7127, top1_acc: 0.4586, top5_acc: 0.7289, loss_cls: 2.1797, loss: 2.1797, grad_norm: 6.4483 2021-06-07 05:05:01,870 - mmaction - INFO - Epoch [24][240/1345] lr: 1.000e-02, eta: 9:28:22, time: 0.562, data_time: 0.002, memory: 7127, top1_acc: 0.4617, top5_acc: 0.7227, loss_cls: 2.2390, loss: 2.2390, grad_norm: 6.6865 2021-06-07 05:05:13,838 - mmaction - INFO - Epoch [24][260/1345] lr: 1.000e-02, eta: 9:27:55, time: 0.609, data_time: 0.011, memory: 7127, top1_acc: 0.4562, top5_acc: 0.7273, loss_cls: 2.2244, loss: 2.2244, grad_norm: 6.4941 2021-06-07 05:05:24,858 - mmaction - INFO - Epoch [24][280/1345] lr: 1.000e-02, eta: 9:27:27, time: 0.551, data_time: 0.001, memory: 7127, top1_acc: 0.4828, top5_acc: 0.7375, loss_cls: 2.1234, loss: 2.1234, grad_norm: 6.5951 2021-06-07 05:05:38,569 - mmaction - INFO - Epoch [24][300/1345] lr: 1.000e-02, eta: 9:27:02, time: 0.686, data_time: 0.001, memory: 7127, top1_acc: 0.4625, top5_acc: 0.7375, loss_cls: 2.1996, loss: 2.1996, grad_norm: 6.7760 2021-06-07 05:05:50,020 - mmaction - INFO - Epoch [24][320/1345] lr: 1.000e-02, eta: 9:26:35, time: 0.573, data_time: 0.001, memory: 7127, top1_acc: 0.4492, top5_acc: 0.7047, loss_cls: 2.3107, loss: 2.3107, grad_norm: 6.6131 2021-06-07 05:06:01,692 - mmaction - INFO - Epoch [24][340/1345] lr: 1.000e-02, eta: 9:26:08, time: 0.583, data_time: 0.001, memory: 7127, top1_acc: 0.4453, top5_acc: 0.7273, loss_cls: 2.2375, loss: 2.2375, grad_norm: 6.5644 2021-06-07 05:06:13,897 - mmaction - INFO - Epoch [24][360/1345] lr: 1.000e-02, eta: 9:25:41, time: 0.610, data_time: 0.002, memory: 7127, top1_acc: 0.4508, top5_acc: 0.7070, loss_cls: 2.3255, loss: 2.3255, grad_norm: 6.7313 2021-06-07 05:06:25,917 - mmaction - INFO - Epoch [24][380/1345] lr: 1.000e-02, eta: 9:25:14, time: 0.599, data_time: 0.001, memory: 7127, top1_acc: 0.4617, top5_acc: 0.7305, loss_cls: 2.2183, loss: 2.2183, grad_norm: 6.6446 2021-06-07 05:06:38,330 - mmaction - INFO - Epoch [24][400/1345] lr: 1.000e-02, eta: 9:24:48, time: 0.623, data_time: 0.004, memory: 7127, top1_acc: 0.4406, top5_acc: 0.7055, loss_cls: 2.2868, loss: 2.2868, grad_norm: 6.6824 2021-06-07 05:06:50,615 - mmaction - INFO - Epoch [24][420/1345] lr: 1.000e-02, eta: 9:24:22, time: 0.615, data_time: 0.001, memory: 7127, top1_acc: 0.4430, top5_acc: 0.7289, loss_cls: 2.2032, loss: 2.2032, grad_norm: 6.8042 2021-06-07 05:07:03,565 - mmaction - INFO - Epoch [24][440/1345] lr: 1.000e-02, eta: 9:23:56, time: 0.647, data_time: 0.001, memory: 7127, top1_acc: 0.4492, top5_acc: 0.7250, loss_cls: 2.2649, loss: 2.2649, grad_norm: 6.6152 2021-06-07 05:07:16,197 - mmaction - INFO - Epoch [24][460/1345] lr: 1.000e-02, eta: 9:23:30, time: 0.632, data_time: 0.002, memory: 7127, top1_acc: 0.4609, top5_acc: 0.7281, loss_cls: 2.2630, loss: 2.2630, grad_norm: 6.6947 2021-06-07 05:07:28,433 - mmaction - INFO - Epoch [24][480/1345] lr: 1.000e-02, eta: 9:23:04, time: 0.612, data_time: 0.001, memory: 7127, top1_acc: 0.4578, top5_acc: 0.7266, loss_cls: 2.2299, loss: 2.2299, grad_norm: 6.6646 2021-06-07 05:07:40,937 - mmaction - INFO - Epoch [24][500/1345] lr: 1.000e-02, eta: 9:22:37, time: 0.625, data_time: 0.001, memory: 7127, top1_acc: 0.4336, top5_acc: 0.7039, loss_cls: 2.3431, loss: 2.3431, grad_norm: 6.7633 2021-06-07 05:07:53,958 - mmaction - INFO - Epoch [24][520/1345] lr: 1.000e-02, eta: 9:22:12, time: 0.651, data_time: 0.001, memory: 7127, top1_acc: 0.4617, top5_acc: 0.7211, loss_cls: 2.2965, loss: 2.2965, grad_norm: 6.9214 2021-06-07 05:08:06,735 - mmaction - INFO - Epoch [24][540/1345] lr: 1.000e-02, eta: 9:21:46, time: 0.640, data_time: 0.002, memory: 7127, top1_acc: 0.4188, top5_acc: 0.7125, loss_cls: 2.3346, loss: 2.3346, grad_norm: 6.6966 2021-06-07 05:08:18,984 - mmaction - INFO - Epoch [24][560/1345] lr: 1.000e-02, eta: 9:21:20, time: 0.612, data_time: 0.001, memory: 7127, top1_acc: 0.4555, top5_acc: 0.7344, loss_cls: 2.2006, loss: 2.2006, grad_norm: 6.6915 2021-06-07 05:08:31,463 - mmaction - INFO - Epoch [24][580/1345] lr: 1.000e-02, eta: 9:20:54, time: 0.625, data_time: 0.001, memory: 7127, top1_acc: 0.4625, top5_acc: 0.7156, loss_cls: 2.2113, loss: 2.2113, grad_norm: 6.4796 2021-06-07 05:08:44,779 - mmaction - INFO - Epoch [24][600/1345] lr: 1.000e-02, eta: 9:20:29, time: 0.665, data_time: 0.001, memory: 7127, top1_acc: 0.4188, top5_acc: 0.7023, loss_cls: 2.4267, loss: 2.4267, grad_norm: 7.0143 2021-06-07 05:08:57,160 - mmaction - INFO - Epoch [24][620/1345] lr: 1.000e-02, eta: 9:20:03, time: 0.618, data_time: 0.001, memory: 7127, top1_acc: 0.4492, top5_acc: 0.7320, loss_cls: 2.3115, loss: 2.3115, grad_norm: 6.6241 2021-06-07 05:09:09,649 - mmaction - INFO - Epoch [24][640/1345] lr: 1.000e-02, eta: 9:19:37, time: 0.624, data_time: 0.003, memory: 7127, top1_acc: 0.4500, top5_acc: 0.7195, loss_cls: 2.2706, loss: 2.2706, grad_norm: 6.5962 2021-06-07 05:09:22,907 - mmaction - INFO - Epoch [24][660/1345] lr: 1.000e-02, eta: 9:19:11, time: 0.665, data_time: 0.003, memory: 7127, top1_acc: 0.4422, top5_acc: 0.7148, loss_cls: 2.2487, loss: 2.2487, grad_norm: 6.3857 2021-06-07 05:09:35,401 - mmaction - INFO - Epoch [24][680/1345] lr: 1.000e-02, eta: 9:18:46, time: 0.623, data_time: 0.001, memory: 7127, top1_acc: 0.4477, top5_acc: 0.7109, loss_cls: 2.3173, loss: 2.3173, grad_norm: 6.7251 2021-06-07 05:09:48,174 - mmaction - INFO - Epoch [24][700/1345] lr: 1.000e-02, eta: 9:18:20, time: 0.640, data_time: 0.002, memory: 7127, top1_acc: 0.4328, top5_acc: 0.7086, loss_cls: 2.3069, loss: 2.3069, grad_norm: 7.0404 2021-06-07 05:10:00,648 - mmaction - INFO - Epoch [24][720/1345] lr: 1.000e-02, eta: 9:17:54, time: 0.623, data_time: 0.001, memory: 7127, top1_acc: 0.4469, top5_acc: 0.7039, loss_cls: 2.2879, loss: 2.2879, grad_norm: 6.5242 2021-06-07 05:10:13,730 - mmaction - INFO - Epoch [24][740/1345] lr: 1.000e-02, eta: 9:17:29, time: 0.654, data_time: 0.001, memory: 7127, top1_acc: 0.4648, top5_acc: 0.7250, loss_cls: 2.3019, loss: 2.3019, grad_norm: 6.6731 2021-06-07 05:10:26,050 - mmaction - INFO - Epoch [24][760/1345] lr: 1.000e-02, eta: 9:17:03, time: 0.616, data_time: 0.001, memory: 7127, top1_acc: 0.4500, top5_acc: 0.7203, loss_cls: 2.2785, loss: 2.2785, grad_norm: 6.6457 2021-06-07 05:10:38,343 - mmaction - INFO - Epoch [24][780/1345] lr: 1.000e-02, eta: 9:16:37, time: 0.615, data_time: 0.001, memory: 7127, top1_acc: 0.4227, top5_acc: 0.7203, loss_cls: 2.2982, loss: 2.2982, grad_norm: 6.7128 2021-06-07 05:10:50,632 - mmaction - INFO - Epoch [24][800/1345] lr: 1.000e-02, eta: 9:16:10, time: 0.614, data_time: 0.001, memory: 7127, top1_acc: 0.4383, top5_acc: 0.7109, loss_cls: 2.2544, loss: 2.2544, grad_norm: 6.5187 2021-06-07 05:11:02,990 - mmaction - INFO - Epoch [24][820/1345] lr: 1.000e-02, eta: 9:15:44, time: 0.618, data_time: 0.001, memory: 7127, top1_acc: 0.4398, top5_acc: 0.7281, loss_cls: 2.3167, loss: 2.3167, grad_norm: 6.6993 2021-06-07 05:11:15,972 - mmaction - INFO - Epoch [24][840/1345] lr: 1.000e-02, eta: 9:15:19, time: 0.649, data_time: 0.002, memory: 7127, top1_acc: 0.4578, top5_acc: 0.7258, loss_cls: 2.2234, loss: 2.2234, grad_norm: 6.7690 2021-06-07 05:11:28,494 - mmaction - INFO - Epoch [24][860/1345] lr: 1.000e-02, eta: 9:14:53, time: 0.627, data_time: 0.001, memory: 7127, top1_acc: 0.4445, top5_acc: 0.7242, loss_cls: 2.3020, loss: 2.3020, grad_norm: 6.6391 2021-06-07 05:11:40,765 - mmaction - INFO - Epoch [24][880/1345] lr: 1.000e-02, eta: 9:14:27, time: 0.613, data_time: 0.001, memory: 7127, top1_acc: 0.4320, top5_acc: 0.7078, loss_cls: 2.3691, loss: 2.3691, grad_norm: 6.7098 2021-06-07 05:11:53,089 - mmaction - INFO - Epoch [24][900/1345] lr: 1.000e-02, eta: 9:14:01, time: 0.615, data_time: 0.001, memory: 7127, top1_acc: 0.4391, top5_acc: 0.6953, loss_cls: 2.3308, loss: 2.3308, grad_norm: 6.8283 2021-06-07 05:12:05,297 - mmaction - INFO - Epoch [24][920/1345] lr: 1.000e-02, eta: 9:13:35, time: 0.611, data_time: 0.002, memory: 7127, top1_acc: 0.4383, top5_acc: 0.7281, loss_cls: 2.2915, loss: 2.2915, grad_norm: 6.6422 2021-06-07 05:12:17,472 - mmaction - INFO - Epoch [24][940/1345] lr: 1.000e-02, eta: 9:13:09, time: 0.608, data_time: 0.001, memory: 7127, top1_acc: 0.4281, top5_acc: 0.7273, loss_cls: 2.2953, loss: 2.2953, grad_norm: 6.6050 2021-06-07 05:12:30,126 - mmaction - INFO - Epoch [24][960/1345] lr: 1.000e-02, eta: 9:12:44, time: 0.633, data_time: 0.002, memory: 7127, top1_acc: 0.4281, top5_acc: 0.7055, loss_cls: 2.3470, loss: 2.3470, grad_norm: 6.3640 2021-06-07 05:12:42,555 - mmaction - INFO - Epoch [24][980/1345] lr: 1.000e-02, eta: 9:12:18, time: 0.622, data_time: 0.001, memory: 7127, top1_acc: 0.4531, top5_acc: 0.7234, loss_cls: 2.2163, loss: 2.2163, grad_norm: 6.4320 2021-06-07 05:12:55,685 - mmaction - INFO - Epoch [24][1000/1345] lr: 1.000e-02, eta: 9:11:53, time: 0.657, data_time: 0.002, memory: 7127, top1_acc: 0.4602, top5_acc: 0.7320, loss_cls: 2.2284, loss: 2.2284, grad_norm: 6.7718 2021-06-07 05:13:08,324 - mmaction - INFO - Epoch [24][1020/1345] lr: 1.000e-02, eta: 9:11:28, time: 0.631, data_time: 0.001, memory: 7127, top1_acc: 0.4617, top5_acc: 0.7172, loss_cls: 2.2381, loss: 2.2381, grad_norm: 6.5374 2021-06-07 05:13:20,350 - mmaction - INFO - Epoch [24][1040/1345] lr: 1.000e-02, eta: 9:11:01, time: 0.602, data_time: 0.002, memory: 7127, top1_acc: 0.4406, top5_acc: 0.7305, loss_cls: 2.2639, loss: 2.2639, grad_norm: 6.7036 2021-06-07 05:13:32,419 - mmaction - INFO - Epoch [24][1060/1345] lr: 1.000e-02, eta: 9:10:35, time: 0.603, data_time: 0.001, memory: 7127, top1_acc: 0.4391, top5_acc: 0.7109, loss_cls: 2.3119, loss: 2.3119, grad_norm: 6.7063 2021-06-07 05:13:45,208 - mmaction - INFO - Epoch [24][1080/1345] lr: 1.000e-02, eta: 9:10:10, time: 0.639, data_time: 0.001, memory: 7127, top1_acc: 0.4508, top5_acc: 0.7227, loss_cls: 2.2980, loss: 2.2980, grad_norm: 6.4726 2021-06-07 05:13:57,317 - mmaction - INFO - Epoch [24][1100/1345] lr: 1.000e-02, eta: 9:09:44, time: 0.605, data_time: 0.001, memory: 7127, top1_acc: 0.4602, top5_acc: 0.7305, loss_cls: 2.2275, loss: 2.2275, grad_norm: 6.7468 2021-06-07 05:14:09,376 - mmaction - INFO - Epoch [24][1120/1345] lr: 1.000e-02, eta: 9:09:18, time: 0.604, data_time: 0.002, memory: 7127, top1_acc: 0.4570, top5_acc: 0.7211, loss_cls: 2.3092, loss: 2.3092, grad_norm: 6.6066 2021-06-07 05:14:22,521 - mmaction - INFO - Epoch [24][1140/1345] lr: 1.000e-02, eta: 9:08:53, time: 0.658, data_time: 0.001, memory: 7127, top1_acc: 0.4508, top5_acc: 0.7320, loss_cls: 2.2006, loss: 2.2006, grad_norm: 6.7303 2021-06-07 05:14:35,223 - mmaction - INFO - Epoch [24][1160/1345] lr: 1.000e-02, eta: 9:08:28, time: 0.635, data_time: 0.001, memory: 7127, top1_acc: 0.4297, top5_acc: 0.7219, loss_cls: 2.2719, loss: 2.2719, grad_norm: 7.0100 2021-06-07 05:14:47,140 - mmaction - INFO - Epoch [24][1180/1345] lr: 1.000e-02, eta: 9:08:02, time: 0.596, data_time: 0.001, memory: 7127, top1_acc: 0.4266, top5_acc: 0.7055, loss_cls: 2.3693, loss: 2.3693, grad_norm: 6.6089 2021-06-07 05:15:00,057 - mmaction - INFO - Epoch [24][1200/1345] lr: 1.000e-02, eta: 9:07:36, time: 0.646, data_time: 0.002, memory: 7127, top1_acc: 0.4445, top5_acc: 0.7375, loss_cls: 2.2396, loss: 2.2396, grad_norm: 6.8844 2021-06-07 05:15:12,785 - mmaction - INFO - Epoch [24][1220/1345] lr: 1.000e-02, eta: 9:07:11, time: 0.636, data_time: 0.001, memory: 7127, top1_acc: 0.4375, top5_acc: 0.7242, loss_cls: 2.2413, loss: 2.2413, grad_norm: 6.5556 2021-06-07 05:15:25,443 - mmaction - INFO - Epoch [24][1240/1345] lr: 1.000e-02, eta: 9:06:46, time: 0.633, data_time: 0.002, memory: 7127, top1_acc: 0.4625, top5_acc: 0.7516, loss_cls: 2.1318, loss: 2.1318, grad_norm: 6.6005 2021-06-07 05:15:38,111 - mmaction - INFO - Epoch [24][1260/1345] lr: 1.000e-02, eta: 9:06:21, time: 0.631, data_time: 0.001, memory: 7127, top1_acc: 0.4672, top5_acc: 0.7164, loss_cls: 2.2580, loss: 2.2580, grad_norm: 6.7088 2021-06-07 05:15:50,223 - mmaction - INFO - Epoch [24][1280/1345] lr: 1.000e-02, eta: 9:05:55, time: 0.608, data_time: 0.004, memory: 7127, top1_acc: 0.4375, top5_acc: 0.7172, loss_cls: 2.3072, loss: 2.3072, grad_norm: 6.4352 2021-06-07 05:16:02,241 - mmaction - INFO - Epoch [24][1300/1345] lr: 1.000e-02, eta: 9:05:29, time: 0.601, data_time: 0.001, memory: 7127, top1_acc: 0.4695, top5_acc: 0.7242, loss_cls: 2.1697, loss: 2.1697, grad_norm: 6.4760 2021-06-07 05:16:15,040 - mmaction - INFO - Epoch [24][1320/1345] lr: 1.000e-02, eta: 9:05:04, time: 0.640, data_time: 0.002, memory: 7127, top1_acc: 0.4531, top5_acc: 0.7328, loss_cls: 2.2472, loss: 2.2472, grad_norm: 6.8288 2021-06-07 05:16:26,932 - mmaction - INFO - Epoch [24][1340/1345] lr: 1.000e-02, eta: 9:04:38, time: 0.595, data_time: 0.002, memory: 7127, top1_acc: 0.4453, top5_acc: 0.7063, loss_cls: 2.3269, loss: 2.3269, grad_norm: 6.6897 2021-06-07 05:16:35,006 - mmaction - INFO - Saving checkpoint at 24 epochs 2021-06-07 05:24:17,383 - mmaction - INFO - Epoch [25][20/1345] lr: 1.000e-02, eta: 9:12:08, time: 23.069, data_time: 22.438, memory: 7127, top1_acc: 0.4469, top5_acc: 0.7180, loss_cls: 2.3069, loss: 2.3069, grad_norm: 6.5527 2021-06-07 05:24:27,472 - mmaction - INFO - Epoch [25][40/1345] lr: 1.000e-02, eta: 9:11:40, time: 0.505, data_time: 0.003, memory: 7127, top1_acc: 0.4281, top5_acc: 0.7180, loss_cls: 2.3456, loss: 2.3456, grad_norm: 6.6334 2021-06-07 05:24:37,597 - mmaction - INFO - Epoch [25][60/1345] lr: 1.000e-02, eta: 9:11:11, time: 0.506, data_time: 0.002, memory: 7127, top1_acc: 0.4461, top5_acc: 0.7234, loss_cls: 2.2890, loss: 2.2890, grad_norm: 6.8312 2021-06-07 05:24:47,804 - mmaction - INFO - Epoch [25][80/1345] lr: 1.000e-02, eta: 9:10:43, time: 0.510, data_time: 0.002, memory: 7127, top1_acc: 0.4609, top5_acc: 0.7336, loss_cls: 2.2226, loss: 2.2226, grad_norm: 6.9145 2021-06-07 05:24:57,959 - mmaction - INFO - Epoch [25][100/1345] lr: 1.000e-02, eta: 9:10:14, time: 0.509, data_time: 0.002, memory: 7127, top1_acc: 0.4570, top5_acc: 0.7227, loss_cls: 2.2063, loss: 2.2063, grad_norm: 6.4747 2021-06-07 05:25:08,262 - mmaction - INFO - Epoch [25][120/1345] lr: 1.000e-02, eta: 9:09:46, time: 0.515, data_time: 0.001, memory: 7127, top1_acc: 0.4383, top5_acc: 0.7164, loss_cls: 2.3113, loss: 2.3113, grad_norm: 6.5915 2021-06-07 05:25:18,546 - mmaction - INFO - Epoch [25][140/1345] lr: 1.000e-02, eta: 9:09:18, time: 0.515, data_time: 0.002, memory: 7127, top1_acc: 0.4352, top5_acc: 0.7070, loss_cls: 2.3321, loss: 2.3321, grad_norm: 6.5601 2021-06-07 05:25:28,866 - mmaction - INFO - Epoch [25][160/1345] lr: 1.000e-02, eta: 9:08:50, time: 0.516, data_time: 0.002, memory: 7127, top1_acc: 0.4797, top5_acc: 0.7570, loss_cls: 2.1310, loss: 2.1310, grad_norm: 6.5374 2021-06-07 05:25:39,351 - mmaction - INFO - Epoch [25][180/1345] lr: 1.000e-02, eta: 9:08:22, time: 0.523, data_time: 0.001, memory: 7127, top1_acc: 0.4617, top5_acc: 0.7211, loss_cls: 2.2272, loss: 2.2272, grad_norm: 6.7755 2021-06-07 05:25:49,994 - mmaction - INFO - Epoch [25][200/1345] lr: 1.000e-02, eta: 9:07:54, time: 0.532, data_time: 0.002, memory: 7127, top1_acc: 0.4555, top5_acc: 0.7383, loss_cls: 2.1873, loss: 2.1873, grad_norm: 6.8497 2021-06-07 05:26:00,751 - mmaction - INFO - Epoch [25][220/1345] lr: 1.000e-02, eta: 9:07:27, time: 0.538, data_time: 0.001, memory: 7127, top1_acc: 0.4453, top5_acc: 0.7359, loss_cls: 2.2754, loss: 2.2754, grad_norm: 6.7329 2021-06-07 05:26:12,230 - mmaction - INFO - Epoch [25][240/1345] lr: 1.000e-02, eta: 9:07:00, time: 0.574, data_time: 0.002, memory: 7127, top1_acc: 0.4484, top5_acc: 0.7125, loss_cls: 2.3174, loss: 2.3174, grad_norm: 6.7146 2021-06-07 05:26:23,669 - mmaction - INFO - Epoch [25][260/1345] lr: 1.000e-02, eta: 9:06:33, time: 0.572, data_time: 0.002, memory: 7127, top1_acc: 0.4477, top5_acc: 0.7500, loss_cls: 2.1848, loss: 2.1848, grad_norm: 6.9688 2021-06-07 05:26:35,597 - mmaction - INFO - Epoch [25][280/1345] lr: 1.000e-02, eta: 9:06:07, time: 0.596, data_time: 0.001, memory: 7127, top1_acc: 0.4664, top5_acc: 0.7117, loss_cls: 2.2187, loss: 2.2187, grad_norm: 6.4822 2021-06-07 05:26:47,290 - mmaction - INFO - Epoch [25][300/1345] lr: 1.000e-02, eta: 9:05:40, time: 0.585, data_time: 0.001, memory: 7127, top1_acc: 0.4383, top5_acc: 0.7320, loss_cls: 2.2724, loss: 2.2724, grad_norm: 6.7158 2021-06-07 05:26:58,848 - mmaction - INFO - Epoch [25][320/1345] lr: 1.000e-02, eta: 9:05:13, time: 0.577, data_time: 0.001, memory: 7127, top1_acc: 0.4547, top5_acc: 0.7305, loss_cls: 2.2038, loss: 2.2038, grad_norm: 6.7256 2021-06-07 05:27:11,119 - mmaction - INFO - Epoch [25][340/1345] lr: 1.000e-02, eta: 9:04:47, time: 0.613, data_time: 0.001, memory: 7127, top1_acc: 0.4516, top5_acc: 0.7242, loss_cls: 2.2404, loss: 2.2404, grad_norm: 6.8639 2021-06-07 05:27:22,636 - mmaction - INFO - Epoch [25][360/1345] lr: 1.000e-02, eta: 9:04:21, time: 0.576, data_time: 0.002, memory: 7127, top1_acc: 0.4570, top5_acc: 0.7352, loss_cls: 2.2293, loss: 2.2293, grad_norm: 6.8764 2021-06-07 05:27:35,715 - mmaction - INFO - Epoch [25][380/1345] lr: 1.000e-02, eta: 9:03:56, time: 0.654, data_time: 0.001, memory: 7127, top1_acc: 0.4523, top5_acc: 0.7242, loss_cls: 2.2244, loss: 2.2244, grad_norm: 6.6449 2021-06-07 05:27:47,562 - mmaction - INFO - Epoch [25][400/1345] lr: 1.000e-02, eta: 9:03:29, time: 0.592, data_time: 0.001, memory: 7127, top1_acc: 0.4414, top5_acc: 0.7258, loss_cls: 2.2951, loss: 2.2951, grad_norm: 6.8791 2021-06-07 05:27:59,675 - mmaction - INFO - Epoch [25][420/1345] lr: 1.000e-02, eta: 9:03:03, time: 0.605, data_time: 0.001, memory: 7127, top1_acc: 0.4633, top5_acc: 0.7227, loss_cls: 2.2486, loss: 2.2486, grad_norm: 6.5560 2021-06-07 05:28:11,908 - mmaction - INFO - Epoch [25][440/1345] lr: 1.000e-02, eta: 9:02:38, time: 0.611, data_time: 0.002, memory: 7127, top1_acc: 0.4461, top5_acc: 0.7070, loss_cls: 2.3260, loss: 2.3260, grad_norm: 6.8735 2021-06-07 05:28:24,014 - mmaction - INFO - Epoch [25][460/1345] lr: 1.000e-02, eta: 9:02:12, time: 0.606, data_time: 0.002, memory: 7127, top1_acc: 0.4922, top5_acc: 0.7539, loss_cls: 2.1205, loss: 2.1205, grad_norm: 6.6859 2021-06-07 05:28:36,652 - mmaction - INFO - Epoch [25][480/1345] lr: 1.000e-02, eta: 9:01:46, time: 0.632, data_time: 0.001, memory: 7127, top1_acc: 0.4672, top5_acc: 0.7312, loss_cls: 2.2197, loss: 2.2197, grad_norm: 6.5500 2021-06-07 05:28:49,153 - mmaction - INFO - Epoch [25][500/1345] lr: 1.000e-02, eta: 9:01:21, time: 0.624, data_time: 0.001, memory: 7127, top1_acc: 0.4352, top5_acc: 0.7414, loss_cls: 2.2427, loss: 2.2427, grad_norm: 6.8011 2021-06-07 05:29:01,734 - mmaction - INFO - Epoch [25][520/1345] lr: 1.000e-02, eta: 9:00:55, time: 0.630, data_time: 0.002, memory: 7127, top1_acc: 0.4414, top5_acc: 0.7164, loss_cls: 2.2816, loss: 2.2816, grad_norm: 6.7242 2021-06-07 05:29:15,138 - mmaction - INFO - Epoch [25][540/1345] lr: 1.000e-02, eta: 9:00:31, time: 0.671, data_time: 0.002, memory: 7127, top1_acc: 0.4383, top5_acc: 0.7109, loss_cls: 2.3050, loss: 2.3050, grad_norm: 6.8199 2021-06-07 05:29:27,966 - mmaction - INFO - Epoch [25][560/1345] lr: 1.000e-02, eta: 9:00:06, time: 0.641, data_time: 0.001, memory: 7127, top1_acc: 0.4484, top5_acc: 0.7430, loss_cls: 2.2234, loss: 2.2234, grad_norm: 6.6408 2021-06-07 05:29:40,515 - mmaction - INFO - Epoch [25][580/1345] lr: 1.000e-02, eta: 8:59:40, time: 0.628, data_time: 0.001, memory: 7127, top1_acc: 0.4484, top5_acc: 0.7383, loss_cls: 2.1891, loss: 2.1891, grad_norm: 6.6492 2021-06-07 05:29:52,748 - mmaction - INFO - Epoch [25][600/1345] lr: 1.000e-02, eta: 8:59:14, time: 0.611, data_time: 0.001, memory: 7127, top1_acc: 0.4453, top5_acc: 0.7180, loss_cls: 2.2986, loss: 2.2986, grad_norm: 6.7010 2021-06-07 05:30:06,312 - mmaction - INFO - Epoch [25][620/1345] lr: 1.000e-02, eta: 8:58:50, time: 0.678, data_time: 0.001, memory: 7127, top1_acc: 0.4266, top5_acc: 0.7055, loss_cls: 2.3588, loss: 2.3588, grad_norm: 6.4302 2021-06-07 05:30:17,995 - mmaction - INFO - Epoch [25][640/1345] lr: 1.000e-02, eta: 8:58:24, time: 0.583, data_time: 0.001, memory: 7127, top1_acc: 0.4656, top5_acc: 0.7508, loss_cls: 2.1784, loss: 2.1784, grad_norm: 6.8495 2021-06-07 05:30:29,916 - mmaction - INFO - Epoch [25][660/1345] lr: 1.000e-02, eta: 8:57:58, time: 0.597, data_time: 0.002, memory: 7127, top1_acc: 0.4664, top5_acc: 0.7203, loss_cls: 2.2590, loss: 2.2590, grad_norm: 6.5340 2021-06-07 05:30:42,209 - mmaction - INFO - Epoch [25][680/1345] lr: 1.000e-02, eta: 8:57:32, time: 0.614, data_time: 0.001, memory: 7127, top1_acc: 0.4883, top5_acc: 0.7305, loss_cls: 2.1927, loss: 2.1927, grad_norm: 6.7925 2021-06-07 05:30:55,498 - mmaction - INFO - Epoch [25][700/1345] lr: 1.000e-02, eta: 8:57:08, time: 0.665, data_time: 0.001, memory: 7127, top1_acc: 0.4602, top5_acc: 0.7430, loss_cls: 2.1975, loss: 2.1975, grad_norm: 6.7979 2021-06-07 05:31:08,347 - mmaction - INFO - Epoch [25][720/1345] lr: 1.000e-02, eta: 8:56:43, time: 0.642, data_time: 0.001, memory: 7127, top1_acc: 0.4367, top5_acc: 0.7102, loss_cls: 2.3362, loss: 2.3362, grad_norm: 6.8273 2021-06-07 05:31:20,234 - mmaction - INFO - Epoch [25][740/1345] lr: 1.000e-02, eta: 8:56:17, time: 0.593, data_time: 0.001, memory: 7127, top1_acc: 0.4516, top5_acc: 0.7273, loss_cls: 2.2387, loss: 2.2387, grad_norm: 6.7442 2021-06-07 05:31:32,944 - mmaction - INFO - Epoch [25][760/1345] lr: 1.000e-02, eta: 8:55:52, time: 0.636, data_time: 0.003, memory: 7127, top1_acc: 0.4523, top5_acc: 0.7000, loss_cls: 2.3188, loss: 2.3188, grad_norm: 6.6498 2021-06-07 05:31:45,443 - mmaction - INFO - Epoch [25][780/1345] lr: 1.000e-02, eta: 8:55:26, time: 0.626, data_time: 0.002, memory: 7127, top1_acc: 0.4430, top5_acc: 0.7148, loss_cls: 2.2830, loss: 2.2830, grad_norm: 6.7103 2021-06-07 05:31:58,096 - mmaction - INFO - Epoch [25][800/1345] lr: 1.000e-02, eta: 8:55:01, time: 0.632, data_time: 0.001, memory: 7127, top1_acc: 0.4617, top5_acc: 0.7070, loss_cls: 2.2853, loss: 2.2853, grad_norm: 6.6341 2021-06-07 05:32:10,020 - mmaction - INFO - Epoch [25][820/1345] lr: 1.000e-02, eta: 8:54:35, time: 0.596, data_time: 0.001, memory: 7127, top1_acc: 0.4328, top5_acc: 0.7406, loss_cls: 2.2327, loss: 2.2327, grad_norm: 6.8695 2021-06-07 05:32:23,704 - mmaction - INFO - Epoch [25][840/1345] lr: 1.000e-02, eta: 8:54:11, time: 0.685, data_time: 0.001, memory: 7127, top1_acc: 0.4469, top5_acc: 0.7273, loss_cls: 2.2661, loss: 2.2661, grad_norm: 6.7993 2021-06-07 05:32:35,496 - mmaction - INFO - Epoch [25][860/1345] lr: 1.000e-02, eta: 8:53:45, time: 0.589, data_time: 0.001, memory: 7127, top1_acc: 0.4359, top5_acc: 0.7086, loss_cls: 2.2968, loss: 2.2968, grad_norm: 6.3671 2021-06-07 05:32:48,103 - mmaction - INFO - Epoch [25][880/1345] lr: 1.000e-02, eta: 8:53:20, time: 0.630, data_time: 0.001, memory: 7127, top1_acc: 0.4445, top5_acc: 0.7328, loss_cls: 2.2744, loss: 2.2744, grad_norm: 6.5374 2021-06-07 05:33:00,898 - mmaction - INFO - Epoch [25][900/1345] lr: 1.000e-02, eta: 8:52:55, time: 0.640, data_time: 0.001, memory: 7127, top1_acc: 0.4500, top5_acc: 0.7180, loss_cls: 2.2921, loss: 2.2921, grad_norm: 6.4125 2021-06-07 05:33:12,737 - mmaction - INFO - Epoch [25][920/1345] lr: 1.000e-02, eta: 8:52:29, time: 0.592, data_time: 0.002, memory: 7127, top1_acc: 0.4234, top5_acc: 0.7047, loss_cls: 2.3993, loss: 2.3993, grad_norm: 6.8651 2021-06-07 05:33:24,691 - mmaction - INFO - Epoch [25][940/1345] lr: 1.000e-02, eta: 8:52:04, time: 0.598, data_time: 0.001, memory: 7127, top1_acc: 0.4531, top5_acc: 0.7227, loss_cls: 2.2617, loss: 2.2617, grad_norm: 6.8254 2021-06-07 05:33:37,452 - mmaction - INFO - Epoch [25][960/1345] lr: 1.000e-02, eta: 8:51:39, time: 0.638, data_time: 0.002, memory: 7127, top1_acc: 0.4430, top5_acc: 0.7117, loss_cls: 2.2709, loss: 2.2709, grad_norm: 6.5769 2021-06-07 05:33:49,723 - mmaction - INFO - Epoch [25][980/1345] lr: 1.000e-02, eta: 8:51:13, time: 0.614, data_time: 0.001, memory: 7127, top1_acc: 0.4383, top5_acc: 0.7180, loss_cls: 2.2631, loss: 2.2631, grad_norm: 6.7835 2021-06-07 05:34:01,921 - mmaction - INFO - Epoch [25][1000/1345] lr: 1.000e-02, eta: 8:50:48, time: 0.610, data_time: 0.001, memory: 7127, top1_acc: 0.4859, top5_acc: 0.7344, loss_cls: 2.1637, loss: 2.1637, grad_norm: 6.6731 2021-06-07 05:34:13,908 - mmaction - INFO - Epoch [25][1020/1345] lr: 1.000e-02, eta: 8:50:22, time: 0.599, data_time: 0.001, memory: 7127, top1_acc: 0.4477, top5_acc: 0.7078, loss_cls: 2.2935, loss: 2.2935, grad_norm: 6.7463 2021-06-07 05:34:26,127 - mmaction - INFO - Epoch [25][1040/1345] lr: 1.000e-02, eta: 8:49:57, time: 0.611, data_time: 0.002, memory: 7127, top1_acc: 0.4516, top5_acc: 0.7227, loss_cls: 2.3058, loss: 2.3058, grad_norm: 6.5621 2021-06-07 05:34:38,252 - mmaction - INFO - Epoch [25][1060/1345] lr: 1.000e-02, eta: 8:49:31, time: 0.606, data_time: 0.001, memory: 7127, top1_acc: 0.4297, top5_acc: 0.7188, loss_cls: 2.2954, loss: 2.2954, grad_norm: 6.7685 2021-06-07 05:34:49,879 - mmaction - INFO - Epoch [25][1080/1345] lr: 1.000e-02, eta: 8:49:05, time: 0.582, data_time: 0.002, memory: 7127, top1_acc: 0.4594, top5_acc: 0.7242, loss_cls: 2.2843, loss: 2.2843, grad_norm: 6.5900 2021-06-07 05:35:01,792 - mmaction - INFO - Epoch [25][1100/1345] lr: 1.000e-02, eta: 8:48:40, time: 0.596, data_time: 0.001, memory: 7127, top1_acc: 0.4680, top5_acc: 0.7195, loss_cls: 2.1834, loss: 2.1834, grad_norm: 6.6827 2021-06-07 05:35:14,508 - mmaction - INFO - Epoch [25][1120/1345] lr: 1.000e-02, eta: 8:48:15, time: 0.636, data_time: 0.001, memory: 7127, top1_acc: 0.4406, top5_acc: 0.7203, loss_cls: 2.2709, loss: 2.2709, grad_norm: 6.7077 2021-06-07 05:35:27,616 - mmaction - INFO - Epoch [25][1140/1345] lr: 1.000e-02, eta: 8:47:50, time: 0.655, data_time: 0.001, memory: 7127, top1_acc: 0.4609, top5_acc: 0.7484, loss_cls: 2.2166, loss: 2.2166, grad_norm: 6.6524 2021-06-07 05:35:40,272 - mmaction - INFO - Epoch [25][1160/1345] lr: 1.000e-02, eta: 8:47:26, time: 0.633, data_time: 0.002, memory: 7127, top1_acc: 0.4484, top5_acc: 0.7297, loss_cls: 2.2336, loss: 2.2336, grad_norm: 6.7554 2021-06-07 05:35:52,872 - mmaction - INFO - Epoch [25][1180/1345] lr: 1.000e-02, eta: 8:47:01, time: 0.630, data_time: 0.001, memory: 7127, top1_acc: 0.4539, top5_acc: 0.7234, loss_cls: 2.2609, loss: 2.2609, grad_norm: 6.8278 2021-06-07 05:36:05,002 - mmaction - INFO - Epoch [25][1200/1345] lr: 1.000e-02, eta: 8:46:35, time: 0.606, data_time: 0.001, memory: 7127, top1_acc: 0.4461, top5_acc: 0.7242, loss_cls: 2.2443, loss: 2.2443, grad_norm: 6.7947 2021-06-07 05:36:17,814 - mmaction - INFO - Epoch [25][1220/1345] lr: 1.000e-02, eta: 8:46:11, time: 0.640, data_time: 0.001, memory: 7127, top1_acc: 0.4430, top5_acc: 0.7211, loss_cls: 2.3319, loss: 2.3319, grad_norm: 6.5474 2021-06-07 05:36:30,839 - mmaction - INFO - Epoch [25][1240/1345] lr: 1.000e-02, eta: 8:45:46, time: 0.651, data_time: 0.002, memory: 7127, top1_acc: 0.4836, top5_acc: 0.7305, loss_cls: 2.1896, loss: 2.1896, grad_norm: 6.6463 2021-06-07 05:36:43,169 - mmaction - INFO - Epoch [25][1260/1345] lr: 1.000e-02, eta: 8:45:21, time: 0.617, data_time: 0.001, memory: 7127, top1_acc: 0.4531, top5_acc: 0.7172, loss_cls: 2.2568, loss: 2.2568, grad_norm: 6.6660 2021-06-07 05:36:55,667 - mmaction - INFO - Epoch [25][1280/1345] lr: 1.000e-02, eta: 8:44:56, time: 0.625, data_time: 0.001, memory: 7127, top1_acc: 0.4406, top5_acc: 0.7164, loss_cls: 2.2978, loss: 2.2978, grad_norm: 6.6535 2021-06-07 05:37:08,016 - mmaction - INFO - Epoch [25][1300/1345] lr: 1.000e-02, eta: 8:44:31, time: 0.618, data_time: 0.001, memory: 7127, top1_acc: 0.4617, top5_acc: 0.7305, loss_cls: 2.2156, loss: 2.2156, grad_norm: 6.6405 2021-06-07 05:37:20,547 - mmaction - INFO - Epoch [25][1320/1345] lr: 1.000e-02, eta: 8:44:06, time: 0.626, data_time: 0.001, memory: 7127, top1_acc: 0.4594, top5_acc: 0.7406, loss_cls: 2.2234, loss: 2.2234, grad_norm: 6.5691 2021-06-07 05:37:31,929 - mmaction - INFO - Epoch [25][1340/1345] lr: 1.000e-02, eta: 8:43:40, time: 0.569, data_time: 0.001, memory: 7127, top1_acc: 0.4367, top5_acc: 0.7023, loss_cls: 2.3370, loss: 2.3370, grad_norm: 6.5610 2021-06-07 05:37:39,647 - mmaction - INFO - Saving checkpoint at 25 epochs 2021-06-07 05:45:27,120 - mmaction - INFO - Epoch [26][20/1345] lr: 1.000e-02, eta: 8:50:39, time: 23.324, data_time: 22.674, memory: 7127, top1_acc: 0.4734, top5_acc: 0.7461, loss_cls: 2.1416, loss: 2.1416, grad_norm: 6.4854 2021-06-07 05:45:37,258 - mmaction - INFO - Epoch [26][40/1345] lr: 1.000e-02, eta: 8:50:12, time: 0.508, data_time: 0.003, memory: 7127, top1_acc: 0.4617, top5_acc: 0.7273, loss_cls: 2.2047, loss: 2.2047, grad_norm: 6.6184 2021-06-07 05:45:47,496 - mmaction - INFO - Epoch [26][60/1345] lr: 1.000e-02, eta: 8:49:44, time: 0.512, data_time: 0.001, memory: 7127, top1_acc: 0.4570, top5_acc: 0.7234, loss_cls: 2.2365, loss: 2.2365, grad_norm: 6.6142 2021-06-07 05:45:57,724 - mmaction - INFO - Epoch [26][80/1345] lr: 1.000e-02, eta: 8:49:17, time: 0.511, data_time: 0.001, memory: 7127, top1_acc: 0.4656, top5_acc: 0.7305, loss_cls: 2.2264, loss: 2.2264, grad_norm: 6.9186 2021-06-07 05:46:07,932 - mmaction - INFO - Epoch [26][100/1345] lr: 1.000e-02, eta: 8:48:49, time: 0.511, data_time: 0.001, memory: 7127, top1_acc: 0.4922, top5_acc: 0.7531, loss_cls: 2.1126, loss: 2.1126, grad_norm: 6.6009 2021-06-07 05:46:18,100 - mmaction - INFO - Epoch [26][120/1345] lr: 1.000e-02, eta: 8:48:21, time: 0.506, data_time: 0.001, memory: 7127, top1_acc: 0.4625, top5_acc: 0.7438, loss_cls: 2.1783, loss: 2.1783, grad_norm: 6.9942 2021-06-07 05:46:28,446 - mmaction - INFO - Epoch [26][140/1345] lr: 1.000e-02, eta: 8:47:54, time: 0.519, data_time: 0.003, memory: 7127, top1_acc: 0.4523, top5_acc: 0.7281, loss_cls: 2.2085, loss: 2.2085, grad_norm: 6.6075 2021-06-07 05:46:38,657 - mmaction - INFO - Epoch [26][160/1345] lr: 1.000e-02, eta: 8:47:26, time: 0.511, data_time: 0.002, memory: 7127, top1_acc: 0.4422, top5_acc: 0.7273, loss_cls: 2.2429, loss: 2.2429, grad_norm: 6.9290 2021-06-07 05:46:49,176 - mmaction - INFO - Epoch [26][180/1345] lr: 1.000e-02, eta: 8:46:59, time: 0.526, data_time: 0.002, memory: 7127, top1_acc: 0.4703, top5_acc: 0.7289, loss_cls: 2.1932, loss: 2.1932, grad_norm: 6.7011 2021-06-07 05:46:59,620 - mmaction - INFO - Epoch [26][200/1345] lr: 1.000e-02, eta: 8:46:32, time: 0.522, data_time: 0.002, memory: 7127, top1_acc: 0.4766, top5_acc: 0.7609, loss_cls: 2.1025, loss: 2.1025, grad_norm: 6.8045 2021-06-07 05:47:10,514 - mmaction - INFO - Epoch [26][220/1345] lr: 1.000e-02, eta: 8:46:05, time: 0.544, data_time: 0.001, memory: 7127, top1_acc: 0.4445, top5_acc: 0.7359, loss_cls: 2.2371, loss: 2.2371, grad_norm: 7.0025 2021-06-07 05:47:21,881 - mmaction - INFO - Epoch [26][240/1345] lr: 1.000e-02, eta: 8:45:39, time: 0.570, data_time: 0.003, memory: 7127, top1_acc: 0.4586, top5_acc: 0.7344, loss_cls: 2.1934, loss: 2.1934, grad_norm: 6.7215 2021-06-07 05:47:32,936 - mmaction - INFO - Epoch [26][260/1345] lr: 1.000e-02, eta: 8:45:12, time: 0.552, data_time: 0.001, memory: 7127, top1_acc: 0.4570, top5_acc: 0.7312, loss_cls: 2.2100, loss: 2.2100, grad_norm: 6.7638 2021-06-07 05:47:44,494 - mmaction - INFO - Epoch [26][280/1345] lr: 1.000e-02, eta: 8:44:46, time: 0.578, data_time: 0.002, memory: 7127, top1_acc: 0.4688, top5_acc: 0.7422, loss_cls: 2.1397, loss: 2.1397, grad_norm: 6.5098 2021-06-07 05:47:57,124 - mmaction - INFO - Epoch [26][300/1345] lr: 1.000e-02, eta: 8:44:21, time: 0.631, data_time: 0.001, memory: 7127, top1_acc: 0.4773, top5_acc: 0.7344, loss_cls: 2.1748, loss: 2.1748, grad_norm: 6.8316 2021-06-07 05:48:09,755 - mmaction - INFO - Epoch [26][320/1345] lr: 1.000e-02, eta: 8:43:56, time: 0.632, data_time: 0.002, memory: 7127, top1_acc: 0.4273, top5_acc: 0.7070, loss_cls: 2.3920, loss: 2.3920, grad_norm: 6.6137 2021-06-07 05:48:21,663 - mmaction - INFO - Epoch [26][340/1345] lr: 1.000e-02, eta: 8:43:30, time: 0.594, data_time: 0.001, memory: 7127, top1_acc: 0.4406, top5_acc: 0.7242, loss_cls: 2.3088, loss: 2.3088, grad_norm: 6.8381 2021-06-07 05:48:33,829 - mmaction - INFO - Epoch [26][360/1345] lr: 1.000e-02, eta: 8:43:05, time: 0.610, data_time: 0.003, memory: 7127, top1_acc: 0.4570, top5_acc: 0.7227, loss_cls: 2.2667, loss: 2.2667, grad_norm: 6.5986 2021-06-07 05:48:47,249 - mmaction - INFO - Epoch [26][380/1345] lr: 1.000e-02, eta: 8:42:41, time: 0.671, data_time: 0.001, memory: 7127, top1_acc: 0.4609, top5_acc: 0.7297, loss_cls: 2.1970, loss: 2.1970, grad_norm: 6.7507 2021-06-07 05:48:59,498 - mmaction - INFO - Epoch [26][400/1345] lr: 1.000e-02, eta: 8:42:15, time: 0.612, data_time: 0.001, memory: 7127, top1_acc: 0.4445, top5_acc: 0.7125, loss_cls: 2.2824, loss: 2.2824, grad_norm: 6.7543 2021-06-07 05:49:11,187 - mmaction - INFO - Epoch [26][420/1345] lr: 1.000e-02, eta: 8:41:49, time: 0.584, data_time: 0.001, memory: 7127, top1_acc: 0.4445, top5_acc: 0.7250, loss_cls: 2.2681, loss: 2.2681, grad_norm: 6.9168 2021-06-07 05:49:23,290 - mmaction - INFO - Epoch [26][440/1345] lr: 1.000e-02, eta: 8:41:24, time: 0.605, data_time: 0.001, memory: 7127, top1_acc: 0.4633, top5_acc: 0.7328, loss_cls: 2.2103, loss: 2.2103, grad_norm: 6.5192 2021-06-07 05:49:36,523 - mmaction - INFO - Epoch [26][460/1345] lr: 1.000e-02, eta: 8:41:00, time: 0.662, data_time: 0.002, memory: 7127, top1_acc: 0.4492, top5_acc: 0.7156, loss_cls: 2.2442, loss: 2.2442, grad_norm: 6.6968 2021-06-07 05:49:48,276 - mmaction - INFO - Epoch [26][480/1345] lr: 1.000e-02, eta: 8:40:34, time: 0.588, data_time: 0.001, memory: 7127, top1_acc: 0.4562, top5_acc: 0.7320, loss_cls: 2.2354, loss: 2.2354, grad_norm: 6.6252 2021-06-07 05:50:00,241 - mmaction - INFO - Epoch [26][500/1345] lr: 1.000e-02, eta: 8:40:08, time: 0.598, data_time: 0.001, memory: 7127, top1_acc: 0.4656, top5_acc: 0.7266, loss_cls: 2.2110, loss: 2.2110, grad_norm: 6.6574 2021-06-07 05:50:12,401 - mmaction - INFO - Epoch [26][520/1345] lr: 1.000e-02, eta: 8:39:43, time: 0.607, data_time: 0.001, memory: 7127, top1_acc: 0.4492, top5_acc: 0.7141, loss_cls: 2.3277, loss: 2.3277, grad_norm: 6.7598 2021-06-07 05:50:25,669 - mmaction - INFO - Epoch [26][540/1345] lr: 1.000e-02, eta: 8:39:19, time: 0.664, data_time: 0.002, memory: 7127, top1_acc: 0.4578, top5_acc: 0.7289, loss_cls: 2.2384, loss: 2.2384, grad_norm: 6.7351 2021-06-07 05:50:37,660 - mmaction - INFO - Epoch [26][560/1345] lr: 1.000e-02, eta: 8:38:53, time: 0.599, data_time: 0.001, memory: 7127, top1_acc: 0.4289, top5_acc: 0.7086, loss_cls: 2.3254, loss: 2.3254, grad_norm: 6.7621 2021-06-07 05:50:49,812 - mmaction - INFO - Epoch [26][580/1345] lr: 1.000e-02, eta: 8:38:28, time: 0.608, data_time: 0.002, memory: 7127, top1_acc: 0.4781, top5_acc: 0.7195, loss_cls: 2.2114, loss: 2.2114, grad_norm: 6.6915 2021-06-07 05:51:03,079 - mmaction - INFO - Epoch [26][600/1345] lr: 1.000e-02, eta: 8:38:04, time: 0.664, data_time: 0.002, memory: 7127, top1_acc: 0.4391, top5_acc: 0.7156, loss_cls: 2.3194, loss: 2.3194, grad_norm: 6.5921 2021-06-07 05:51:15,247 - mmaction - INFO - Epoch [26][620/1345] lr: 1.000e-02, eta: 8:37:39, time: 0.609, data_time: 0.001, memory: 7127, top1_acc: 0.4570, top5_acc: 0.7398, loss_cls: 2.2456, loss: 2.2456, grad_norm: 6.8572 2021-06-07 05:51:26,907 - mmaction - INFO - Epoch [26][640/1345] lr: 1.000e-02, eta: 8:37:13, time: 0.582, data_time: 0.001, memory: 7127, top1_acc: 0.4734, top5_acc: 0.7086, loss_cls: 2.3059, loss: 2.3059, grad_norm: 6.9352 2021-06-07 05:51:38,834 - mmaction - INFO - Epoch [26][660/1345] lr: 1.000e-02, eta: 8:36:47, time: 0.596, data_time: 0.002, memory: 7127, top1_acc: 0.4562, top5_acc: 0.7305, loss_cls: 2.2860, loss: 2.2860, grad_norm: 6.6386 2021-06-07 05:51:50,674 - mmaction - INFO - Epoch [26][680/1345] lr: 1.000e-02, eta: 8:36:22, time: 0.591, data_time: 0.002, memory: 7127, top1_acc: 0.4555, top5_acc: 0.7359, loss_cls: 2.2164, loss: 2.2164, grad_norm: 6.5846 2021-06-07 05:52:02,572 - mmaction - INFO - Epoch [26][700/1345] lr: 1.000e-02, eta: 8:35:57, time: 0.596, data_time: 0.002, memory: 7127, top1_acc: 0.4352, top5_acc: 0.7094, loss_cls: 2.3196, loss: 2.3196, grad_norm: 6.8541 2021-06-07 05:52:15,155 - mmaction - INFO - Epoch [26][720/1345] lr: 1.000e-02, eta: 8:35:32, time: 0.629, data_time: 0.001, memory: 7127, top1_acc: 0.4203, top5_acc: 0.7086, loss_cls: 2.3753, loss: 2.3753, grad_norm: 6.8413 2021-06-07 05:52:26,843 - mmaction - INFO - Epoch [26][740/1345] lr: 1.000e-02, eta: 8:35:06, time: 0.584, data_time: 0.002, memory: 7127, top1_acc: 0.4742, top5_acc: 0.7258, loss_cls: 2.2322, loss: 2.2322, grad_norm: 6.2592 2021-06-07 05:52:39,335 - mmaction - INFO - Epoch [26][760/1345] lr: 1.000e-02, eta: 8:34:41, time: 0.624, data_time: 0.001, memory: 7127, top1_acc: 0.4492, top5_acc: 0.7203, loss_cls: 2.2843, loss: 2.2843, grad_norm: 6.7422 2021-06-07 05:52:52,451 - mmaction - INFO - Epoch [26][780/1345] lr: 1.000e-02, eta: 8:34:17, time: 0.656, data_time: 0.002, memory: 7127, top1_acc: 0.4523, top5_acc: 0.7180, loss_cls: 2.2523, loss: 2.2523, grad_norm: 6.6485 2021-06-07 05:53:04,878 - mmaction - INFO - Epoch [26][800/1345] lr: 1.000e-02, eta: 8:33:52, time: 0.621, data_time: 0.001, memory: 7127, top1_acc: 0.4609, top5_acc: 0.7281, loss_cls: 2.2237, loss: 2.2237, grad_norm: 7.1121 2021-06-07 05:53:16,477 - mmaction - INFO - Epoch [26][820/1345] lr: 1.000e-02, eta: 8:33:27, time: 0.580, data_time: 0.001, memory: 7127, top1_acc: 0.4445, top5_acc: 0.7320, loss_cls: 2.2645, loss: 2.2645, grad_norm: 7.0181 2021-06-07 05:53:28,626 - mmaction - INFO - Epoch [26][840/1345] lr: 1.000e-02, eta: 8:33:02, time: 0.607, data_time: 0.001, memory: 7127, top1_acc: 0.4500, top5_acc: 0.7242, loss_cls: 2.2785, loss: 2.2785, grad_norm: 6.4580 2021-06-07 05:53:41,131 - mmaction - INFO - Epoch [26][860/1345] lr: 1.000e-02, eta: 8:32:37, time: 0.626, data_time: 0.002, memory: 7127, top1_acc: 0.4516, top5_acc: 0.7289, loss_cls: 2.2256, loss: 2.2256, grad_norm: 6.3668 2021-06-07 05:53:53,646 - mmaction - INFO - Epoch [26][880/1345] lr: 1.000e-02, eta: 8:32:12, time: 0.625, data_time: 0.001, memory: 7127, top1_acc: 0.4367, top5_acc: 0.7117, loss_cls: 2.3169, loss: 2.3169, grad_norm: 6.4875 2021-06-07 05:54:04,869 - mmaction - INFO - Epoch [26][900/1345] lr: 1.000e-02, eta: 8:31:46, time: 0.561, data_time: 0.002, memory: 7127, top1_acc: 0.4445, top5_acc: 0.7414, loss_cls: 2.2266, loss: 2.2266, grad_norm: 6.8560 2021-06-07 05:54:16,740 - mmaction - INFO - Epoch [26][920/1345] lr: 1.000e-02, eta: 8:31:21, time: 0.592, data_time: 0.001, memory: 7127, top1_acc: 0.4688, top5_acc: 0.7297, loss_cls: 2.2386, loss: 2.2386, grad_norm: 6.6099 2021-06-07 05:54:28,530 - mmaction - INFO - Epoch [26][940/1345] lr: 1.000e-02, eta: 8:30:56, time: 0.591, data_time: 0.003, memory: 7127, top1_acc: 0.4609, top5_acc: 0.7250, loss_cls: 2.2519, loss: 2.2519, grad_norm: 6.7486 2021-06-07 05:54:40,542 - mmaction - INFO - Epoch [26][960/1345] lr: 1.000e-02, eta: 8:30:30, time: 0.601, data_time: 0.001, memory: 7127, top1_acc: 0.4492, top5_acc: 0.7242, loss_cls: 2.2728, loss: 2.2728, grad_norm: 6.8495 2021-06-07 05:54:53,482 - mmaction - INFO - Epoch [26][980/1345] lr: 1.000e-02, eta: 8:30:06, time: 0.647, data_time: 0.001, memory: 7127, top1_acc: 0.4437, top5_acc: 0.7234, loss_cls: 2.2772, loss: 2.2772, grad_norm: 6.6062 2021-06-07 05:55:05,145 - mmaction - INFO - Epoch [26][1000/1345] lr: 1.000e-02, eta: 8:29:41, time: 0.584, data_time: 0.001, memory: 7127, top1_acc: 0.4578, top5_acc: 0.7414, loss_cls: 2.1662, loss: 2.1662, grad_norm: 6.5939 2021-06-07 05:55:18,066 - mmaction - INFO - Epoch [26][1020/1345] lr: 1.000e-02, eta: 8:29:16, time: 0.646, data_time: 0.001, memory: 7127, top1_acc: 0.4453, top5_acc: 0.7273, loss_cls: 2.2238, loss: 2.2238, grad_norm: 6.8276 2021-06-07 05:55:30,475 - mmaction - INFO - Epoch [26][1040/1345] lr: 1.000e-02, eta: 8:28:52, time: 0.619, data_time: 0.001, memory: 7127, top1_acc: 0.4609, top5_acc: 0.7469, loss_cls: 2.1898, loss: 2.1898, grad_norm: 6.6237 2021-06-07 05:55:42,032 - mmaction - INFO - Epoch [26][1060/1345] lr: 1.000e-02, eta: 8:28:26, time: 0.579, data_time: 0.003, memory: 7127, top1_acc: 0.4430, top5_acc: 0.7438, loss_cls: 2.1915, loss: 2.1915, grad_norm: 6.8366 2021-06-07 05:55:53,588 - mmaction - INFO - Epoch [26][1080/1345] lr: 1.000e-02, eta: 8:28:01, time: 0.578, data_time: 0.002, memory: 7127, top1_acc: 0.4781, top5_acc: 0.7250, loss_cls: 2.1922, loss: 2.1922, grad_norm: 6.6299 2021-06-07 05:56:05,947 - mmaction - INFO - Epoch [26][1100/1345] lr: 1.000e-02, eta: 8:27:36, time: 0.618, data_time: 0.001, memory: 7127, top1_acc: 0.4813, top5_acc: 0.7555, loss_cls: 2.1070, loss: 2.1070, grad_norm: 6.5933 2021-06-07 05:56:18,768 - mmaction - INFO - Epoch [26][1120/1345] lr: 1.000e-02, eta: 8:27:12, time: 0.641, data_time: 0.001, memory: 7127, top1_acc: 0.4805, top5_acc: 0.7383, loss_cls: 2.1548, loss: 2.1548, grad_norm: 6.7564 2021-06-07 05:56:30,448 - mmaction - INFO - Epoch [26][1140/1345] lr: 1.000e-02, eta: 8:26:47, time: 0.584, data_time: 0.002, memory: 7127, top1_acc: 0.4547, top5_acc: 0.7266, loss_cls: 2.2209, loss: 2.2209, grad_norm: 6.8885 2021-06-07 05:56:42,901 - mmaction - INFO - Epoch [26][1160/1345] lr: 1.000e-02, eta: 8:26:22, time: 0.624, data_time: 0.002, memory: 7127, top1_acc: 0.4516, top5_acc: 0.7180, loss_cls: 2.3215, loss: 2.3215, grad_norm: 6.5401 2021-06-07 05:56:54,387 - mmaction - INFO - Epoch [26][1180/1345] lr: 1.000e-02, eta: 8:25:57, time: 0.574, data_time: 0.001, memory: 7127, top1_acc: 0.4578, top5_acc: 0.7453, loss_cls: 2.1804, loss: 2.1804, grad_norm: 6.5741 2021-06-07 05:57:06,710 - mmaction - INFO - Epoch [26][1200/1345] lr: 1.000e-02, eta: 8:25:32, time: 0.616, data_time: 0.001, memory: 7127, top1_acc: 0.4781, top5_acc: 0.7289, loss_cls: 2.2048, loss: 2.2048, grad_norm: 6.9801 2021-06-07 05:57:19,439 - mmaction - INFO - Epoch [26][1220/1345] lr: 1.000e-02, eta: 8:25:08, time: 0.636, data_time: 0.001, memory: 7127, top1_acc: 0.4781, top5_acc: 0.7367, loss_cls: 2.2207, loss: 2.2207, grad_norm: 6.4957 2021-06-07 05:57:31,482 - mmaction - INFO - Epoch [26][1240/1345] lr: 1.000e-02, eta: 8:24:43, time: 0.601, data_time: 0.001, memory: 7127, top1_acc: 0.4359, top5_acc: 0.7094, loss_cls: 2.2708, loss: 2.2708, grad_norm: 6.9646 2021-06-07 05:57:43,725 - mmaction - INFO - Epoch [26][1260/1345] lr: 1.000e-02, eta: 8:24:18, time: 0.614, data_time: 0.003, memory: 7127, top1_acc: 0.4367, top5_acc: 0.7297, loss_cls: 2.2478, loss: 2.2478, grad_norm: 6.8761 2021-06-07 05:57:55,909 - mmaction - INFO - Epoch [26][1280/1345] lr: 1.000e-02, eta: 8:23:53, time: 0.608, data_time: 0.001, memory: 7127, top1_acc: 0.4781, top5_acc: 0.7250, loss_cls: 2.2661, loss: 2.2661, grad_norm: 6.8316 2021-06-07 05:58:08,209 - mmaction - INFO - Epoch [26][1300/1345] lr: 1.000e-02, eta: 8:23:29, time: 0.615, data_time: 0.002, memory: 7127, top1_acc: 0.4469, top5_acc: 0.7070, loss_cls: 2.3098, loss: 2.3098, grad_norm: 6.3505 2021-06-07 05:58:20,575 - mmaction - INFO - Epoch [26][1320/1345] lr: 1.000e-02, eta: 8:23:04, time: 0.619, data_time: 0.001, memory: 7127, top1_acc: 0.4555, top5_acc: 0.7125, loss_cls: 2.2606, loss: 2.2606, grad_norm: 6.6166 2021-06-07 05:58:32,589 - mmaction - INFO - Epoch [26][1340/1345] lr: 1.000e-02, eta: 8:22:39, time: 0.601, data_time: 0.001, memory: 7127, top1_acc: 0.4461, top5_acc: 0.7078, loss_cls: 2.2989, loss: 2.2989, grad_norm: 6.6003 2021-06-07 05:58:39,925 - mmaction - INFO - Saving checkpoint at 26 epochs 2021-06-07 06:06:11,604 - mmaction - INFO - Epoch [27][20/1345] lr: 1.000e-02, eta: 8:28:50, time: 22.531, data_time: 21.888, memory: 7127, top1_acc: 0.4609, top5_acc: 0.7234, loss_cls: 2.2252, loss: 2.2252, grad_norm: 6.5682 2021-06-07 06:06:21,865 - mmaction - INFO - Epoch [27][40/1345] lr: 1.000e-02, eta: 8:28:23, time: 0.515, data_time: 0.005, memory: 7127, top1_acc: 0.4516, top5_acc: 0.7258, loss_cls: 2.2246, loss: 2.2246, grad_norm: 6.6792 2021-06-07 06:06:32,214 - mmaction - INFO - Epoch [27][60/1345] lr: 1.000e-02, eta: 8:27:56, time: 0.518, data_time: 0.002, memory: 7127, top1_acc: 0.4859, top5_acc: 0.7406, loss_cls: 2.1169, loss: 2.1169, grad_norm: 6.4473 2021-06-07 06:06:42,285 - mmaction - INFO - Epoch [27][80/1345] lr: 1.000e-02, eta: 8:27:29, time: 0.504, data_time: 0.002, memory: 7127, top1_acc: 0.4664, top5_acc: 0.7516, loss_cls: 2.1338, loss: 2.1338, grad_norm: 6.6280 2021-06-07 06:06:52,477 - mmaction - INFO - Epoch [27][100/1345] lr: 1.000e-02, eta: 8:27:02, time: 0.509, data_time: 0.001, memory: 7127, top1_acc: 0.4836, top5_acc: 0.7500, loss_cls: 2.1287, loss: 2.1287, grad_norm: 6.7559 2021-06-07 06:07:02,738 - mmaction - INFO - Epoch [27][120/1345] lr: 1.000e-02, eta: 8:26:35, time: 0.513, data_time: 0.002, memory: 7127, top1_acc: 0.4594, top5_acc: 0.7227, loss_cls: 2.2525, loss: 2.2525, grad_norm: 6.8331 2021-06-07 06:07:13,362 - mmaction - INFO - Epoch [27][140/1345] lr: 1.000e-02, eta: 8:26:09, time: 0.531, data_time: 0.002, memory: 7127, top1_acc: 0.4922, top5_acc: 0.7578, loss_cls: 2.0931, loss: 2.0931, grad_norm: 6.4810 2021-06-07 06:07:23,982 - mmaction - INFO - Epoch [27][160/1345] lr: 1.000e-02, eta: 8:25:42, time: 0.532, data_time: 0.002, memory: 7127, top1_acc: 0.4711, top5_acc: 0.7391, loss_cls: 2.1611, loss: 2.1611, grad_norm: 6.8516 2021-06-07 06:07:34,353 - mmaction - INFO - Epoch [27][180/1345] lr: 1.000e-02, eta: 8:25:16, time: 0.518, data_time: 0.001, memory: 7127, top1_acc: 0.4500, top5_acc: 0.7328, loss_cls: 2.2189, loss: 2.2189, grad_norm: 6.8083 2021-06-07 06:07:44,726 - mmaction - INFO - Epoch [27][200/1345] lr: 1.000e-02, eta: 8:24:49, time: 0.519, data_time: 0.002, memory: 7127, top1_acc: 0.4719, top5_acc: 0.7273, loss_cls: 2.2309, loss: 2.2309, grad_norm: 6.6583 2021-06-07 06:07:55,400 - mmaction - INFO - Epoch [27][220/1345] lr: 1.000e-02, eta: 8:24:23, time: 0.533, data_time: 0.001, memory: 7127, top1_acc: 0.4484, top5_acc: 0.7344, loss_cls: 2.2119, loss: 2.2119, grad_norm: 6.8416 2021-06-07 06:08:06,682 - mmaction - INFO - Epoch [27][240/1345] lr: 1.000e-02, eta: 8:23:57, time: 0.565, data_time: 0.002, memory: 7127, top1_acc: 0.4680, top5_acc: 0.7289, loss_cls: 2.2347, loss: 2.2347, grad_norm: 6.9053 2021-06-07 06:08:18,341 - mmaction - INFO - Epoch [27][260/1345] lr: 1.000e-02, eta: 8:23:32, time: 0.583, data_time: 0.001, memory: 7127, top1_acc: 0.4586, top5_acc: 0.7273, loss_cls: 2.2157, loss: 2.2157, grad_norm: 6.7290 2021-06-07 06:08:29,551 - mmaction - INFO - Epoch [27][280/1345] lr: 1.000e-02, eta: 8:23:06, time: 0.561, data_time: 0.001, memory: 7127, top1_acc: 0.4656, top5_acc: 0.7414, loss_cls: 2.1740, loss: 2.1740, grad_norm: 6.6093 2021-06-07 06:08:40,969 - mmaction - INFO - Epoch [27][300/1345] lr: 1.000e-02, eta: 8:22:40, time: 0.571, data_time: 0.001, memory: 7127, top1_acc: 0.4813, top5_acc: 0.7516, loss_cls: 2.0359, loss: 2.0359, grad_norm: 6.7132 2021-06-07 06:08:53,184 - mmaction - INFO - Epoch [27][320/1345] lr: 1.000e-02, eta: 8:22:15, time: 0.611, data_time: 0.001, memory: 7127, top1_acc: 0.4648, top5_acc: 0.7336, loss_cls: 2.2337, loss: 2.2337, grad_norm: 6.7008 2021-06-07 06:09:04,694 - mmaction - INFO - Epoch [27][340/1345] lr: 1.000e-02, eta: 8:21:50, time: 0.575, data_time: 0.001, memory: 7127, top1_acc: 0.4531, top5_acc: 0.7312, loss_cls: 2.2300, loss: 2.2300, grad_norm: 7.0076 2021-06-07 06:09:16,705 - mmaction - INFO - Epoch [27][360/1345] lr: 1.000e-02, eta: 8:21:25, time: 0.600, data_time: 0.001, memory: 7127, top1_acc: 0.4562, top5_acc: 0.7312, loss_cls: 2.2279, loss: 2.2279, grad_norm: 6.6534 2021-06-07 06:09:28,143 - mmaction - INFO - Epoch [27][380/1345] lr: 1.000e-02, eta: 8:20:59, time: 0.571, data_time: 0.001, memory: 7127, top1_acc: 0.4672, top5_acc: 0.7328, loss_cls: 2.2189, loss: 2.2189, grad_norm: 6.7186 2021-06-07 06:09:39,696 - mmaction - INFO - Epoch [27][400/1345] lr: 1.000e-02, eta: 8:20:34, time: 0.579, data_time: 0.002, memory: 7127, top1_acc: 0.4578, top5_acc: 0.7367, loss_cls: 2.2148, loss: 2.2148, grad_norm: 6.6585 2021-06-07 06:09:52,242 - mmaction - INFO - Epoch [27][420/1345] lr: 1.000e-02, eta: 8:20:09, time: 0.627, data_time: 0.001, memory: 7127, top1_acc: 0.4672, top5_acc: 0.7344, loss_cls: 2.2119, loss: 2.2119, grad_norm: 6.7113 2021-06-07 06:10:05,308 - mmaction - INFO - Epoch [27][440/1345] lr: 1.000e-02, eta: 8:19:45, time: 0.653, data_time: 0.001, memory: 7127, top1_acc: 0.4531, top5_acc: 0.7305, loss_cls: 2.2455, loss: 2.2455, grad_norm: 6.8089 2021-06-07 06:10:16,735 - mmaction - INFO - Epoch [27][460/1345] lr: 1.000e-02, eta: 8:19:20, time: 0.571, data_time: 0.001, memory: 7127, top1_acc: 0.4336, top5_acc: 0.7086, loss_cls: 2.3105, loss: 2.3105, grad_norm: 6.8886 2021-06-07 06:10:28,489 - mmaction - INFO - Epoch [27][480/1345] lr: 1.000e-02, eta: 8:18:54, time: 0.588, data_time: 0.002, memory: 7127, top1_acc: 0.4664, top5_acc: 0.7219, loss_cls: 2.2425, loss: 2.2425, grad_norm: 6.6312 2021-06-07 06:10:40,877 - mmaction - INFO - Epoch [27][500/1345] lr: 1.000e-02, eta: 8:18:30, time: 0.619, data_time: 0.001, memory: 7127, top1_acc: 0.4680, top5_acc: 0.7422, loss_cls: 2.1620, loss: 2.1620, grad_norm: 6.7127 2021-06-07 06:10:53,579 - mmaction - INFO - Epoch [27][520/1345] lr: 1.000e-02, eta: 8:18:06, time: 0.636, data_time: 0.002, memory: 7127, top1_acc: 0.4430, top5_acc: 0.7125, loss_cls: 2.3040, loss: 2.3040, grad_norm: 6.6279 2021-06-07 06:11:05,299 - mmaction - INFO - Epoch [27][540/1345] lr: 1.000e-02, eta: 8:17:40, time: 0.584, data_time: 0.001, memory: 7127, top1_acc: 0.4602, top5_acc: 0.7445, loss_cls: 2.1712, loss: 2.1712, grad_norm: 6.7887 2021-06-07 06:11:18,348 - mmaction - INFO - Epoch [27][560/1345] lr: 1.000e-02, eta: 8:17:16, time: 0.654, data_time: 0.003, memory: 7127, top1_acc: 0.4398, top5_acc: 0.7219, loss_cls: 2.2726, loss: 2.2726, grad_norm: 7.0436 2021-06-07 06:11:29,658 - mmaction - INFO - Epoch [27][580/1345] lr: 1.000e-02, eta: 8:16:51, time: 0.564, data_time: 0.001, memory: 7127, top1_acc: 0.4562, top5_acc: 0.7469, loss_cls: 2.1691, loss: 2.1691, grad_norm: 6.6148 2021-06-07 06:11:42,805 - mmaction - INFO - Epoch [27][600/1345] lr: 1.000e-02, eta: 8:16:27, time: 0.659, data_time: 0.003, memory: 7127, top1_acc: 0.4578, top5_acc: 0.7344, loss_cls: 2.1521, loss: 2.1521, grad_norm: 6.4321 2021-06-07 06:11:54,751 - mmaction - INFO - Epoch [27][620/1345] lr: 1.000e-02, eta: 8:16:02, time: 0.597, data_time: 0.002, memory: 7127, top1_acc: 0.4594, top5_acc: 0.7234, loss_cls: 2.2327, loss: 2.2327, grad_norm: 7.0381 2021-06-07 06:12:06,679 - mmaction - INFO - Epoch [27][640/1345] lr: 1.000e-02, eta: 8:15:37, time: 0.597, data_time: 0.002, memory: 7127, top1_acc: 0.4352, top5_acc: 0.7289, loss_cls: 2.2773, loss: 2.2773, grad_norm: 6.7894 2021-06-07 06:12:18,866 - mmaction - INFO - Epoch [27][660/1345] lr: 1.000e-02, eta: 8:15:13, time: 0.609, data_time: 0.001, memory: 7127, top1_acc: 0.4648, top5_acc: 0.7312, loss_cls: 2.2001, loss: 2.2001, grad_norm: 6.9955 2021-06-07 06:12:30,842 - mmaction - INFO - Epoch [27][680/1345] lr: 1.000e-02, eta: 8:14:48, time: 0.599, data_time: 0.001, memory: 7127, top1_acc: 0.4484, top5_acc: 0.7023, loss_cls: 2.3482, loss: 2.3482, grad_norm: 6.4354 2021-06-07 06:12:42,900 - mmaction - INFO - Epoch [27][700/1345] lr: 1.000e-02, eta: 8:14:23, time: 0.603, data_time: 0.001, memory: 7127, top1_acc: 0.4656, top5_acc: 0.7352, loss_cls: 2.1693, loss: 2.1693, grad_norm: 6.5349 2021-06-07 06:12:56,047 - mmaction - INFO - Epoch [27][720/1345] lr: 1.000e-02, eta: 8:13:59, time: 0.658, data_time: 0.002, memory: 7127, top1_acc: 0.4633, top5_acc: 0.7562, loss_cls: 2.1578, loss: 2.1578, grad_norm: 6.6608 2021-06-07 06:13:07,884 - mmaction - INFO - Epoch [27][740/1345] lr: 1.000e-02, eta: 8:13:34, time: 0.591, data_time: 0.001, memory: 7127, top1_acc: 0.4508, top5_acc: 0.7312, loss_cls: 2.2037, loss: 2.2037, grad_norm: 6.9026 2021-06-07 06:13:20,003 - mmaction - INFO - Epoch [27][760/1345] lr: 1.000e-02, eta: 8:13:10, time: 0.607, data_time: 0.002, memory: 7127, top1_acc: 0.4695, top5_acc: 0.7367, loss_cls: 2.1923, loss: 2.1923, grad_norm: 7.2313 2021-06-07 06:13:31,754 - mmaction - INFO - Epoch [27][780/1345] lr: 1.000e-02, eta: 8:12:45, time: 0.588, data_time: 0.001, memory: 7127, top1_acc: 0.4664, top5_acc: 0.7320, loss_cls: 2.2199, loss: 2.2199, grad_norm: 6.4671 2021-06-07 06:13:43,466 - mmaction - INFO - Epoch [27][800/1345] lr: 1.000e-02, eta: 8:12:20, time: 0.586, data_time: 0.001, memory: 7127, top1_acc: 0.4586, top5_acc: 0.7266, loss_cls: 2.2221, loss: 2.2221, grad_norm: 6.3403 2021-06-07 06:13:55,965 - mmaction - INFO - Epoch [27][820/1345] lr: 1.000e-02, eta: 8:11:55, time: 0.625, data_time: 0.001, memory: 7127, top1_acc: 0.4781, top5_acc: 0.7367, loss_cls: 2.1689, loss: 2.1689, grad_norm: 6.9036 2021-06-07 06:14:09,393 - mmaction - INFO - Epoch [27][840/1345] lr: 1.000e-02, eta: 8:11:32, time: 0.672, data_time: 0.002, memory: 7127, top1_acc: 0.4383, top5_acc: 0.7383, loss_cls: 2.2110, loss: 2.2110, grad_norm: 6.9126 2021-06-07 06:14:20,856 - mmaction - INFO - Epoch [27][860/1345] lr: 1.000e-02, eta: 8:11:07, time: 0.573, data_time: 0.001, memory: 7127, top1_acc: 0.4555, top5_acc: 0.7203, loss_cls: 2.2505, loss: 2.2505, grad_norm: 6.7682 2021-06-07 06:14:33,158 - mmaction - INFO - Epoch [27][880/1345] lr: 1.000e-02, eta: 8:10:42, time: 0.615, data_time: 0.002, memory: 7127, top1_acc: 0.4477, top5_acc: 0.7164, loss_cls: 2.2935, loss: 2.2935, grad_norm: 6.8745 2021-06-07 06:14:44,986 - mmaction - INFO - Epoch [27][900/1345] lr: 1.000e-02, eta: 8:10:18, time: 0.591, data_time: 0.002, memory: 7127, top1_acc: 0.4562, top5_acc: 0.7211, loss_cls: 2.2433, loss: 2.2433, grad_norm: 6.8930 2021-06-07 06:14:57,746 - mmaction - INFO - Epoch [27][920/1345] lr: 1.000e-02, eta: 8:09:54, time: 0.639, data_time: 0.002, memory: 7127, top1_acc: 0.4508, top5_acc: 0.7336, loss_cls: 2.2194, loss: 2.2194, grad_norm: 6.8392 2021-06-07 06:15:09,884 - mmaction - INFO - Epoch [27][940/1345] lr: 1.000e-02, eta: 8:09:29, time: 0.607, data_time: 0.001, memory: 7127, top1_acc: 0.4820, top5_acc: 0.7391, loss_cls: 2.1565, loss: 2.1565, grad_norm: 6.5861 2021-06-07 06:15:22,053 - mmaction - INFO - Epoch [27][960/1345] lr: 1.000e-02, eta: 8:09:05, time: 0.608, data_time: 0.001, memory: 7127, top1_acc: 0.4523, top5_acc: 0.7320, loss_cls: 2.2259, loss: 2.2259, grad_norm: 6.7885 2021-06-07 06:15:34,385 - mmaction - INFO - Epoch [27][980/1345] lr: 1.000e-02, eta: 8:08:40, time: 0.616, data_time: 0.001, memory: 7127, top1_acc: 0.4422, top5_acc: 0.7188, loss_cls: 2.3221, loss: 2.3221, grad_norm: 6.5340 2021-06-07 06:15:45,945 - mmaction - INFO - Epoch [27][1000/1345] lr: 1.000e-02, eta: 8:08:15, time: 0.578, data_time: 0.001, memory: 7127, top1_acc: 0.4422, top5_acc: 0.7242, loss_cls: 2.2334, loss: 2.2334, grad_norm: 6.6676 2021-06-07 06:15:57,659 - mmaction - INFO - Epoch [27][1020/1345] lr: 1.000e-02, eta: 8:07:51, time: 0.586, data_time: 0.001, memory: 7127, top1_acc: 0.4492, top5_acc: 0.7266, loss_cls: 2.2602, loss: 2.2602, grad_norm: 6.6500 2021-06-07 06:16:10,195 - mmaction - INFO - Epoch [27][1040/1345] lr: 1.000e-02, eta: 8:07:26, time: 0.626, data_time: 0.001, memory: 7127, top1_acc: 0.4617, top5_acc: 0.7469, loss_cls: 2.1321, loss: 2.1321, grad_norm: 6.5376 2021-06-07 06:16:21,354 - mmaction - INFO - Epoch [27][1060/1345] lr: 1.000e-02, eta: 8:07:01, time: 0.558, data_time: 0.002, memory: 7127, top1_acc: 0.4414, top5_acc: 0.7367, loss_cls: 2.2639, loss: 2.2639, grad_norm: 6.6074 2021-06-07 06:16:34,273 - mmaction - INFO - Epoch [27][1080/1345] lr: 1.000e-02, eta: 8:06:37, time: 0.646, data_time: 0.002, memory: 7127, top1_acc: 0.4594, top5_acc: 0.7266, loss_cls: 2.2059, loss: 2.2059, grad_norm: 6.8128 2021-06-07 06:16:45,958 - mmaction - INFO - Epoch [27][1100/1345] lr: 1.000e-02, eta: 8:06:13, time: 0.585, data_time: 0.002, memory: 7127, top1_acc: 0.4641, top5_acc: 0.7266, loss_cls: 2.2295, loss: 2.2295, grad_norm: 7.0396 2021-06-07 06:16:59,039 - mmaction - INFO - Epoch [27][1120/1345] lr: 1.000e-02, eta: 8:05:49, time: 0.654, data_time: 0.002, memory: 7127, top1_acc: 0.4422, top5_acc: 0.7133, loss_cls: 2.2854, loss: 2.2854, grad_norm: 6.5815 2021-06-07 06:17:12,251 - mmaction - INFO - Epoch [27][1140/1345] lr: 1.000e-02, eta: 8:05:26, time: 0.661, data_time: 0.002, memory: 7127, top1_acc: 0.4313, top5_acc: 0.7109, loss_cls: 2.3396, loss: 2.3396, grad_norm: 6.7447 2021-06-07 06:17:23,224 - mmaction - INFO - Epoch [27][1160/1345] lr: 1.000e-02, eta: 8:05:00, time: 0.548, data_time: 0.001, memory: 7127, top1_acc: 0.4539, top5_acc: 0.7305, loss_cls: 2.2638, loss: 2.2638, grad_norm: 6.4149 2021-06-07 06:17:35,125 - mmaction - INFO - Epoch [27][1180/1345] lr: 1.000e-02, eta: 8:04:36, time: 0.595, data_time: 0.001, memory: 7127, top1_acc: 0.4508, top5_acc: 0.7305, loss_cls: 2.2468, loss: 2.2468, grad_norm: 6.6191 2021-06-07 06:17:47,507 - mmaction - INFO - Epoch [27][1200/1345] lr: 1.000e-02, eta: 8:04:12, time: 0.619, data_time: 0.002, memory: 7127, top1_acc: 0.4547, top5_acc: 0.7164, loss_cls: 2.2534, loss: 2.2534, grad_norm: 6.6689 2021-06-07 06:17:59,394 - mmaction - INFO - Epoch [27][1220/1345] lr: 1.000e-02, eta: 8:03:47, time: 0.595, data_time: 0.002, memory: 7127, top1_acc: 0.4352, top5_acc: 0.7219, loss_cls: 2.3311, loss: 2.3311, grad_norm: 6.8587 2021-06-07 06:18:11,267 - mmaction - INFO - Epoch [27][1240/1345] lr: 1.000e-02, eta: 8:03:22, time: 0.594, data_time: 0.001, memory: 7127, top1_acc: 0.4656, top5_acc: 0.7234, loss_cls: 2.2406, loss: 2.2406, grad_norm: 6.7041 2021-06-07 06:18:23,915 - mmaction - INFO - Epoch [27][1260/1345] lr: 1.000e-02, eta: 8:02:59, time: 0.632, data_time: 0.001, memory: 7127, top1_acc: 0.4398, top5_acc: 0.7133, loss_cls: 2.2839, loss: 2.2839, grad_norm: 6.8732 2021-06-07 06:18:36,090 - mmaction - INFO - Epoch [27][1280/1345] lr: 1.000e-02, eta: 8:02:34, time: 0.609, data_time: 0.001, memory: 7127, top1_acc: 0.4414, top5_acc: 0.7070, loss_cls: 2.3382, loss: 2.3382, grad_norm: 6.5520 2021-06-07 06:18:48,194 - mmaction - INFO - Epoch [27][1300/1345] lr: 1.000e-02, eta: 8:02:10, time: 0.605, data_time: 0.001, memory: 7127, top1_acc: 0.4227, top5_acc: 0.7117, loss_cls: 2.3511, loss: 2.3511, grad_norm: 6.6304 2021-06-07 06:19:00,315 - mmaction - INFO - Epoch [27][1320/1345] lr: 1.000e-02, eta: 8:01:46, time: 0.606, data_time: 0.001, memory: 7127, top1_acc: 0.4391, top5_acc: 0.7188, loss_cls: 2.2872, loss: 2.2872, grad_norm: 6.4210 2021-06-07 06:19:12,040 - mmaction - INFO - Epoch [27][1340/1345] lr: 1.000e-02, eta: 8:01:21, time: 0.586, data_time: 0.001, memory: 7127, top1_acc: 0.4437, top5_acc: 0.6867, loss_cls: 2.3290, loss: 2.3290, grad_norm: 6.6158 2021-06-07 06:19:19,644 - mmaction - INFO - Saving checkpoint at 27 epochs 2021-06-07 06:26:30,175 - mmaction - INFO - Epoch [28][20/1345] lr: 1.000e-02, eta: 8:06:43, time: 21.473, data_time: 20.900, memory: 7127, top1_acc: 0.4656, top5_acc: 0.7422, loss_cls: 2.1553, loss: 2.1553, grad_norm: 6.7303 2021-06-07 06:26:40,539 - mmaction - INFO - Epoch [28][40/1345] lr: 1.000e-02, eta: 8:06:17, time: 0.518, data_time: 0.004, memory: 7127, top1_acc: 0.4539, top5_acc: 0.7242, loss_cls: 2.2529, loss: 2.2529, grad_norm: 6.9405 2021-06-07 06:26:50,805 - mmaction - INFO - Epoch [28][60/1345] lr: 1.000e-02, eta: 8:05:51, time: 0.513, data_time: 0.002, memory: 7127, top1_acc: 0.4836, top5_acc: 0.7539, loss_cls: 2.1413, loss: 2.1413, grad_norm: 6.8511 2021-06-07 06:27:01,076 - mmaction - INFO - Epoch [28][80/1345] lr: 1.000e-02, eta: 8:05:25, time: 0.513, data_time: 0.003, memory: 7127, top1_acc: 0.4406, top5_acc: 0.7359, loss_cls: 2.2697, loss: 2.2697, grad_norm: 7.2163 2021-06-07 06:27:11,381 - mmaction - INFO - Epoch [28][100/1345] lr: 1.000e-02, eta: 8:04:59, time: 0.516, data_time: 0.002, memory: 7127, top1_acc: 0.4656, top5_acc: 0.7430, loss_cls: 2.1476, loss: 2.1476, grad_norm: 6.8264 2021-06-07 06:27:21,680 - mmaction - INFO - Epoch [28][120/1345] lr: 1.000e-02, eta: 8:04:33, time: 0.512, data_time: 0.002, memory: 7127, top1_acc: 0.4508, top5_acc: 0.7250, loss_cls: 2.2221, loss: 2.2221, grad_norm: 6.8391 2021-06-07 06:27:31,958 - mmaction - INFO - Epoch [28][140/1345] lr: 1.000e-02, eta: 8:04:07, time: 0.517, data_time: 0.004, memory: 7127, top1_acc: 0.4648, top5_acc: 0.7336, loss_cls: 2.1933, loss: 2.1933, grad_norm: 6.8569 2021-06-07 06:27:42,286 - mmaction - INFO - Epoch [28][160/1345] lr: 1.000e-02, eta: 8:03:40, time: 0.516, data_time: 0.001, memory: 7127, top1_acc: 0.4719, top5_acc: 0.7328, loss_cls: 2.1536, loss: 2.1536, grad_norm: 6.7200 2021-06-07 06:27:52,451 - mmaction - INFO - Epoch [28][180/1345] lr: 1.000e-02, eta: 8:03:14, time: 0.508, data_time: 0.001, memory: 7127, top1_acc: 0.4508, top5_acc: 0.7117, loss_cls: 2.3076, loss: 2.3076, grad_norm: 6.8037 2021-06-07 06:28:03,514 - mmaction - INFO - Epoch [28][200/1345] lr: 1.000e-02, eta: 8:02:49, time: 0.554, data_time: 0.002, memory: 7127, top1_acc: 0.4797, top5_acc: 0.7453, loss_cls: 2.1536, loss: 2.1536, grad_norm: 6.6347 2021-06-07 06:28:14,316 - mmaction - INFO - Epoch [28][220/1345] lr: 1.000e-02, eta: 8:02:23, time: 0.540, data_time: 0.001, memory: 7127, top1_acc: 0.4367, top5_acc: 0.7430, loss_cls: 2.2101, loss: 2.2101, grad_norm: 7.0083 2021-06-07 06:28:26,218 - mmaction - INFO - Epoch [28][240/1345] lr: 1.000e-02, eta: 8:01:59, time: 0.594, data_time: 0.002, memory: 7127, top1_acc: 0.4484, top5_acc: 0.7305, loss_cls: 2.2647, loss: 2.2647, grad_norm: 6.6643 2021-06-07 06:28:37,257 - mmaction - INFO - Epoch [28][260/1345] lr: 1.000e-02, eta: 8:01:33, time: 0.553, data_time: 0.002, memory: 7127, top1_acc: 0.4719, top5_acc: 0.7547, loss_cls: 2.1250, loss: 2.1250, grad_norm: 6.9522 2021-06-07 06:28:48,291 - mmaction - INFO - Epoch [28][280/1345] lr: 1.000e-02, eta: 8:01:08, time: 0.551, data_time: 0.002, memory: 7127, top1_acc: 0.4750, top5_acc: 0.7289, loss_cls: 2.2250, loss: 2.2250, grad_norm: 6.6620 2021-06-07 06:29:00,138 - mmaction - INFO - Epoch [28][300/1345] lr: 1.000e-02, eta: 8:00:43, time: 0.593, data_time: 0.002, memory: 7127, top1_acc: 0.4531, top5_acc: 0.7438, loss_cls: 2.1882, loss: 2.1882, grad_norm: 6.5986 2021-06-07 06:29:13,170 - mmaction - INFO - Epoch [28][320/1345] lr: 1.000e-02, eta: 8:00:19, time: 0.652, data_time: 0.001, memory: 7127, top1_acc: 0.4344, top5_acc: 0.7195, loss_cls: 2.2925, loss: 2.2925, grad_norm: 7.0609 2021-06-07 06:29:25,254 - mmaction - INFO - Epoch [28][340/1345] lr: 1.000e-02, eta: 7:59:55, time: 0.604, data_time: 0.001, memory: 7127, top1_acc: 0.4602, top5_acc: 0.7219, loss_cls: 2.2418, loss: 2.2418, grad_norm: 6.5448 2021-06-07 06:29:37,332 - mmaction - INFO - Epoch [28][360/1345] lr: 1.000e-02, eta: 7:59:31, time: 0.604, data_time: 0.001, memory: 7127, top1_acc: 0.4414, top5_acc: 0.7273, loss_cls: 2.2548, loss: 2.2548, grad_norm: 7.0158 2021-06-07 06:29:49,570 - mmaction - INFO - Epoch [28][380/1345] lr: 1.000e-02, eta: 7:59:06, time: 0.612, data_time: 0.001, memory: 7127, top1_acc: 0.4703, top5_acc: 0.7367, loss_cls: 2.1963, loss: 2.1963, grad_norm: 6.3847 2021-06-07 06:30:01,352 - mmaction - INFO - Epoch [28][400/1345] lr: 1.000e-02, eta: 7:58:42, time: 0.588, data_time: 0.001, memory: 7127, top1_acc: 0.4680, top5_acc: 0.7273, loss_cls: 2.2005, loss: 2.2005, grad_norm: 6.6695 2021-06-07 06:30:13,208 - mmaction - INFO - Epoch [28][420/1345] lr: 1.000e-02, eta: 7:58:17, time: 0.593, data_time: 0.002, memory: 7127, top1_acc: 0.4461, top5_acc: 0.7156, loss_cls: 2.2351, loss: 2.2351, grad_norm: 6.7390 2021-06-07 06:30:24,798 - mmaction - INFO - Epoch [28][440/1345] lr: 1.000e-02, eta: 7:57:52, time: 0.580, data_time: 0.003, memory: 7127, top1_acc: 0.4805, top5_acc: 0.7523, loss_cls: 2.0958, loss: 2.0958, grad_norm: 6.5628 2021-06-07 06:30:37,571 - mmaction - INFO - Epoch [28][460/1345] lr: 1.000e-02, eta: 7:57:28, time: 0.639, data_time: 0.001, memory: 7127, top1_acc: 0.4492, top5_acc: 0.7297, loss_cls: 2.2163, loss: 2.2163, grad_norm: 6.7728 2021-06-07 06:30:49,031 - mmaction - INFO - Epoch [28][480/1345] lr: 1.000e-02, eta: 7:57:03, time: 0.573, data_time: 0.001, memory: 7127, top1_acc: 0.4539, top5_acc: 0.7289, loss_cls: 2.2658, loss: 2.2658, grad_norm: 6.5857 2021-06-07 06:31:01,774 - mmaction - INFO - Epoch [28][500/1345] lr: 1.000e-02, eta: 7:56:40, time: 0.637, data_time: 0.001, memory: 7127, top1_acc: 0.4664, top5_acc: 0.7414, loss_cls: 2.1507, loss: 2.1507, grad_norm: 6.9695 2021-06-07 06:31:14,492 - mmaction - INFO - Epoch [28][520/1345] lr: 1.000e-02, eta: 7:56:16, time: 0.636, data_time: 0.002, memory: 7127, top1_acc: 0.4617, top5_acc: 0.7250, loss_cls: 2.2303, loss: 2.2303, grad_norm: 6.6026 2021-06-07 06:31:25,570 - mmaction - INFO - Epoch [28][540/1345] lr: 1.000e-02, eta: 7:55:51, time: 0.554, data_time: 0.001, memory: 7127, top1_acc: 0.4688, top5_acc: 0.7156, loss_cls: 2.2287, loss: 2.2287, grad_norm: 6.5403 2021-06-07 06:31:38,941 - mmaction - INFO - Epoch [28][560/1345] lr: 1.000e-02, eta: 7:55:27, time: 0.669, data_time: 0.001, memory: 7127, top1_acc: 0.4508, top5_acc: 0.7336, loss_cls: 2.2785, loss: 2.2785, grad_norm: 6.7969 2021-06-07 06:31:50,950 - mmaction - INFO - Epoch [28][580/1345] lr: 1.000e-02, eta: 7:55:03, time: 0.600, data_time: 0.001, memory: 7127, top1_acc: 0.4500, top5_acc: 0.7156, loss_cls: 2.3054, loss: 2.3054, grad_norm: 6.5691 2021-06-07 06:32:02,957 - mmaction - INFO - Epoch [28][600/1345] lr: 1.000e-02, eta: 7:54:39, time: 0.601, data_time: 0.002, memory: 7127, top1_acc: 0.4641, top5_acc: 0.7477, loss_cls: 2.1579, loss: 2.1579, grad_norm: 6.8615 2021-06-07 06:32:14,482 - mmaction - INFO - Epoch [28][620/1345] lr: 1.000e-02, eta: 7:54:14, time: 0.575, data_time: 0.001, memory: 7127, top1_acc: 0.4477, top5_acc: 0.7398, loss_cls: 2.1996, loss: 2.1996, grad_norm: 6.7492 2021-06-07 06:32:26,841 - mmaction - INFO - Epoch [28][640/1345] lr: 1.000e-02, eta: 7:53:50, time: 0.618, data_time: 0.003, memory: 7127, top1_acc: 0.4445, top5_acc: 0.7203, loss_cls: 2.2673, loss: 2.2673, grad_norm: 6.8404 2021-06-07 06:32:38,670 - mmaction - INFO - Epoch [28][660/1345] lr: 1.000e-02, eta: 7:53:26, time: 0.593, data_time: 0.002, memory: 7127, top1_acc: 0.4672, top5_acc: 0.7367, loss_cls: 2.1657, loss: 2.1657, grad_norm: 6.5718 2021-06-07 06:32:50,692 - mmaction - INFO - Epoch [28][680/1345] lr: 1.000e-02, eta: 7:53:01, time: 0.601, data_time: 0.001, memory: 7127, top1_acc: 0.5016, top5_acc: 0.7555, loss_cls: 2.0869, loss: 2.0869, grad_norm: 6.7677 2021-06-07 06:33:02,748 - mmaction - INFO - Epoch [28][700/1345] lr: 1.000e-02, eta: 7:52:37, time: 0.603, data_time: 0.002, memory: 7127, top1_acc: 0.4602, top5_acc: 0.7398, loss_cls: 2.2166, loss: 2.2166, grad_norm: 6.8075 2021-06-07 06:33:15,013 - mmaction - INFO - Epoch [28][720/1345] lr: 1.000e-02, eta: 7:52:13, time: 0.613, data_time: 0.002, memory: 7127, top1_acc: 0.4711, top5_acc: 0.7422, loss_cls: 2.1609, loss: 2.1609, grad_norm: 6.8749 2021-06-07 06:33:26,576 - mmaction - INFO - Epoch [28][740/1345] lr: 1.000e-02, eta: 7:51:48, time: 0.579, data_time: 0.001, memory: 7127, top1_acc: 0.4453, top5_acc: 0.7211, loss_cls: 2.2744, loss: 2.2744, grad_norm: 6.9281 2021-06-07 06:33:38,167 - mmaction - INFO - Epoch [28][760/1345] lr: 1.000e-02, eta: 7:51:24, time: 0.579, data_time: 0.001, memory: 7127, top1_acc: 0.4578, top5_acc: 0.7172, loss_cls: 2.2391, loss: 2.2391, grad_norm: 6.7383 2021-06-07 06:33:50,041 - mmaction - INFO - Epoch [28][780/1345] lr: 1.000e-02, eta: 7:50:59, time: 0.593, data_time: 0.001, memory: 7127, top1_acc: 0.4398, top5_acc: 0.7273, loss_cls: 2.3029, loss: 2.3029, grad_norm: 6.7453 2021-06-07 06:34:02,346 - mmaction - INFO - Epoch [28][800/1345] lr: 1.000e-02, eta: 7:50:35, time: 0.616, data_time: 0.002, memory: 7127, top1_acc: 0.4633, top5_acc: 0.7336, loss_cls: 2.2155, loss: 2.2155, grad_norm: 6.6110 2021-06-07 06:34:14,340 - mmaction - INFO - Epoch [28][820/1345] lr: 1.000e-02, eta: 7:50:11, time: 0.600, data_time: 0.002, memory: 7127, top1_acc: 0.4703, top5_acc: 0.7570, loss_cls: 2.1312, loss: 2.1312, grad_norm: 6.7373 2021-06-07 06:34:26,350 - mmaction - INFO - Epoch [28][840/1345] lr: 1.000e-02, eta: 7:49:47, time: 0.600, data_time: 0.001, memory: 7127, top1_acc: 0.4461, top5_acc: 0.7148, loss_cls: 2.2909, loss: 2.2909, grad_norm: 7.0150 2021-06-07 06:34:38,425 - mmaction - INFO - Epoch [28][860/1345] lr: 1.000e-02, eta: 7:49:23, time: 0.604, data_time: 0.001, memory: 7127, top1_acc: 0.4477, top5_acc: 0.7211, loss_cls: 2.2667, loss: 2.2667, grad_norm: 6.6651 2021-06-07 06:34:50,490 - mmaction - INFO - Epoch [28][880/1345] lr: 1.000e-02, eta: 7:48:59, time: 0.602, data_time: 0.001, memory: 7127, top1_acc: 0.4609, top5_acc: 0.7250, loss_cls: 2.2194, loss: 2.2194, grad_norm: 6.7835 2021-06-07 06:35:02,285 - mmaction - INFO - Epoch [28][900/1345] lr: 1.000e-02, eta: 7:48:35, time: 0.590, data_time: 0.002, memory: 7127, top1_acc: 0.4711, top5_acc: 0.7266, loss_cls: 2.1893, loss: 2.1893, grad_norm: 6.6632 2021-06-07 06:35:14,675 - mmaction - INFO - Epoch [28][920/1345] lr: 1.000e-02, eta: 7:48:11, time: 0.619, data_time: 0.002, memory: 7127, top1_acc: 0.4781, top5_acc: 0.7359, loss_cls: 2.1714, loss: 2.1714, grad_norm: 6.5899 2021-06-07 06:35:26,436 - mmaction - INFO - Epoch [28][940/1345] lr: 1.000e-02, eta: 7:47:46, time: 0.589, data_time: 0.002, memory: 7127, top1_acc: 0.4680, top5_acc: 0.7508, loss_cls: 2.1458, loss: 2.1458, grad_norm: 6.7467 2021-06-07 06:35:38,788 - mmaction - INFO - Epoch [28][960/1345] lr: 1.000e-02, eta: 7:47:23, time: 0.618, data_time: 0.001, memory: 7127, top1_acc: 0.4719, top5_acc: 0.7438, loss_cls: 2.1675, loss: 2.1675, grad_norm: 6.9186 2021-06-07 06:35:51,450 - mmaction - INFO - Epoch [28][980/1345] lr: 1.000e-02, eta: 7:46:59, time: 0.633, data_time: 0.001, memory: 7127, top1_acc: 0.4414, top5_acc: 0.7102, loss_cls: 2.3177, loss: 2.3177, grad_norm: 6.6497 2021-06-07 06:36:03,143 - mmaction - INFO - Epoch [28][1000/1345] lr: 1.000e-02, eta: 7:46:35, time: 0.585, data_time: 0.001, memory: 7127, top1_acc: 0.4508, top5_acc: 0.7375, loss_cls: 2.2080, loss: 2.2080, grad_norm: 7.0124 2021-06-07 06:36:15,714 - mmaction - INFO - Epoch [28][1020/1345] lr: 1.000e-02, eta: 7:46:11, time: 0.628, data_time: 0.001, memory: 7127, top1_acc: 0.4562, top5_acc: 0.7391, loss_cls: 2.2257, loss: 2.2257, grad_norm: 6.6326 2021-06-07 06:36:28,582 - mmaction - INFO - Epoch [28][1040/1345] lr: 1.000e-02, eta: 7:45:48, time: 0.644, data_time: 0.002, memory: 7127, top1_acc: 0.4664, top5_acc: 0.7500, loss_cls: 2.2192, loss: 2.2192, grad_norm: 6.9939 2021-06-07 06:36:40,211 - mmaction - INFO - Epoch [28][1060/1345] lr: 1.000e-02, eta: 7:45:23, time: 0.581, data_time: 0.001, memory: 7127, top1_acc: 0.4609, top5_acc: 0.7305, loss_cls: 2.2390, loss: 2.2390, grad_norm: 6.8114 2021-06-07 06:36:53,357 - mmaction - INFO - Epoch [28][1080/1345] lr: 1.000e-02, eta: 7:45:00, time: 0.657, data_time: 0.002, memory: 7127, top1_acc: 0.4609, top5_acc: 0.7305, loss_cls: 2.2115, loss: 2.2115, grad_norm: 6.4241 2021-06-07 06:37:05,615 - mmaction - INFO - Epoch [28][1100/1345] lr: 1.000e-02, eta: 7:44:36, time: 0.613, data_time: 0.001, memory: 7127, top1_acc: 0.4492, top5_acc: 0.7156, loss_cls: 2.2930, loss: 2.2930, grad_norm: 6.6258 2021-06-07 06:37:17,114 - mmaction - INFO - Epoch [28][1120/1345] lr: 1.000e-02, eta: 7:44:12, time: 0.576, data_time: 0.002, memory: 7127, top1_acc: 0.4406, top5_acc: 0.7094, loss_cls: 2.3070, loss: 2.3070, grad_norm: 6.6713 2021-06-07 06:37:29,423 - mmaction - INFO - Epoch [28][1140/1345] lr: 1.000e-02, eta: 7:43:48, time: 0.615, data_time: 0.001, memory: 7127, top1_acc: 0.4555, top5_acc: 0.7438, loss_cls: 2.2402, loss: 2.2402, grad_norm: 6.6668 2021-06-07 06:37:41,256 - mmaction - INFO - Epoch [28][1160/1345] lr: 1.000e-02, eta: 7:43:24, time: 0.592, data_time: 0.002, memory: 7127, top1_acc: 0.4352, top5_acc: 0.7266, loss_cls: 2.2314, loss: 2.2314, grad_norm: 6.9184 2021-06-07 06:37:54,228 - mmaction - INFO - Epoch [28][1180/1345] lr: 1.000e-02, eta: 7:43:01, time: 0.649, data_time: 0.001, memory: 7127, top1_acc: 0.4406, top5_acc: 0.7180, loss_cls: 2.2894, loss: 2.2894, grad_norm: 6.6240 2021-06-07 06:38:06,969 - mmaction - INFO - Epoch [28][1200/1345] lr: 1.000e-02, eta: 7:42:38, time: 0.637, data_time: 0.002, memory: 7127, top1_acc: 0.4703, top5_acc: 0.7352, loss_cls: 2.1771, loss: 2.1771, grad_norm: 6.7998 2021-06-07 06:38:19,374 - mmaction - INFO - Epoch [28][1220/1345] lr: 1.000e-02, eta: 7:42:14, time: 0.620, data_time: 0.001, memory: 7127, top1_acc: 0.4734, top5_acc: 0.7203, loss_cls: 2.2038, loss: 2.2038, grad_norm: 6.6617 2021-06-07 06:38:31,514 - mmaction - INFO - Epoch [28][1240/1345] lr: 1.000e-02, eta: 7:41:50, time: 0.607, data_time: 0.001, memory: 7127, top1_acc: 0.4523, top5_acc: 0.7141, loss_cls: 2.3134, loss: 2.3134, grad_norm: 6.9127 2021-06-07 06:38:43,288 - mmaction - INFO - Epoch [28][1260/1345] lr: 1.000e-02, eta: 7:41:26, time: 0.589, data_time: 0.001, memory: 7127, top1_acc: 0.4445, top5_acc: 0.7328, loss_cls: 2.2469, loss: 2.2469, grad_norm: 6.8841 2021-06-07 06:38:56,904 - mmaction - INFO - Epoch [28][1280/1345] lr: 1.000e-02, eta: 7:41:03, time: 0.681, data_time: 0.001, memory: 7127, top1_acc: 0.4391, top5_acc: 0.7172, loss_cls: 2.3198, loss: 2.3198, grad_norm: 6.6425 2021-06-07 06:39:08,723 - mmaction - INFO - Epoch [28][1300/1345] lr: 1.000e-02, eta: 7:40:39, time: 0.591, data_time: 0.001, memory: 7127, top1_acc: 0.4453, top5_acc: 0.7234, loss_cls: 2.2778, loss: 2.2778, grad_norm: 6.6439 2021-06-07 06:39:21,696 - mmaction - INFO - Epoch [28][1320/1345] lr: 1.000e-02, eta: 7:40:16, time: 0.649, data_time: 0.001, memory: 7127, top1_acc: 0.4813, top5_acc: 0.7422, loss_cls: 2.1458, loss: 2.1458, grad_norm: 6.7495 2021-06-07 06:39:33,504 - mmaction - INFO - Epoch [28][1340/1345] lr: 1.000e-02, eta: 7:39:52, time: 0.590, data_time: 0.001, memory: 7127, top1_acc: 0.4664, top5_acc: 0.7328, loss_cls: 2.2695, loss: 2.2695, grad_norm: 6.7448 2021-06-07 06:39:39,481 - mmaction - INFO - Saving checkpoint at 28 epochs 2021-06-07 06:47:17,744 - mmaction - INFO - Epoch [29][20/1345] lr: 1.000e-02, eta: 7:45:09, time: 22.864, data_time: 22.231, memory: 7127, top1_acc: 0.4594, top5_acc: 0.7188, loss_cls: 2.2011, loss: 2.2011, grad_norm: 6.7705 2021-06-07 06:47:28,035 - mmaction - INFO - Epoch [29][40/1345] lr: 1.000e-02, eta: 7:44:44, time: 0.514, data_time: 0.003, memory: 7127, top1_acc: 0.4648, top5_acc: 0.7438, loss_cls: 2.1591, loss: 2.1591, grad_norm: 6.8300 2021-06-07 06:47:38,226 - mmaction - INFO - Epoch [29][60/1345] lr: 1.000e-02, eta: 7:44:18, time: 0.511, data_time: 0.002, memory: 7127, top1_acc: 0.4766, top5_acc: 0.7320, loss_cls: 2.2017, loss: 2.2017, grad_norm: 6.8106 2021-06-07 06:47:48,369 - mmaction - INFO - Epoch [29][80/1345] lr: 1.000e-02, eta: 7:43:52, time: 0.507, data_time: 0.001, memory: 7127, top1_acc: 0.4453, top5_acc: 0.7344, loss_cls: 2.2253, loss: 2.2253, grad_norm: 6.7523 2021-06-07 06:47:58,655 - mmaction - INFO - Epoch [29][100/1345] lr: 1.000e-02, eta: 7:43:27, time: 0.514, data_time: 0.001, memory: 7127, top1_acc: 0.4656, top5_acc: 0.7234, loss_cls: 2.2069, loss: 2.2069, grad_norm: 6.7705 2021-06-07 06:48:08,767 - mmaction - INFO - Epoch [29][120/1345] lr: 1.000e-02, eta: 7:43:01, time: 0.505, data_time: 0.002, memory: 7127, top1_acc: 0.4703, top5_acc: 0.7328, loss_cls: 2.1582, loss: 2.1582, grad_norm: 6.5185 2021-06-07 06:48:19,135 - mmaction - INFO - Epoch [29][140/1345] lr: 1.000e-02, eta: 7:42:36, time: 0.520, data_time: 0.003, memory: 7127, top1_acc: 0.4586, top5_acc: 0.7234, loss_cls: 2.2543, loss: 2.2543, grad_norm: 6.7202 2021-06-07 06:48:29,408 - mmaction - INFO - Epoch [29][160/1345] lr: 1.000e-02, eta: 7:42:10, time: 0.514, data_time: 0.001, memory: 7127, top1_acc: 0.4648, top5_acc: 0.7367, loss_cls: 2.1904, loss: 2.1904, grad_norm: 6.7860 2021-06-07 06:48:39,647 - mmaction - INFO - Epoch [29][180/1345] lr: 1.000e-02, eta: 7:41:45, time: 0.511, data_time: 0.001, memory: 7127, top1_acc: 0.4586, top5_acc: 0.7266, loss_cls: 2.2475, loss: 2.2475, grad_norm: 6.8061 2021-06-07 06:48:49,967 - mmaction - INFO - Epoch [29][200/1345] lr: 1.000e-02, eta: 7:41:19, time: 0.516, data_time: 0.002, memory: 7127, top1_acc: 0.4617, top5_acc: 0.7344, loss_cls: 2.2466, loss: 2.2466, grad_norm: 6.9141 2021-06-07 06:49:00,564 - mmaction - INFO - Epoch [29][220/1345] lr: 1.000e-02, eta: 7:40:54, time: 0.529, data_time: 0.001, memory: 7127, top1_acc: 0.4539, top5_acc: 0.7398, loss_cls: 2.2055, loss: 2.2055, grad_norm: 7.0424 2021-06-07 06:49:12,015 - mmaction - INFO - Epoch [29][240/1345] lr: 1.000e-02, eta: 7:40:29, time: 0.573, data_time: 0.002, memory: 7127, top1_acc: 0.4641, top5_acc: 0.7234, loss_cls: 2.2056, loss: 2.2056, grad_norm: 6.6812 2021-06-07 06:49:23,583 - mmaction - INFO - Epoch [29][260/1345] lr: 1.000e-02, eta: 7:40:05, time: 0.579, data_time: 0.001, memory: 7127, top1_acc: 0.4828, top5_acc: 0.7422, loss_cls: 2.1530, loss: 2.1530, grad_norm: 6.7918 2021-06-07 06:49:36,079 - mmaction - INFO - Epoch [29][280/1345] lr: 1.000e-02, eta: 7:39:41, time: 0.625, data_time: 0.001, memory: 7127, top1_acc: 0.4664, top5_acc: 0.7352, loss_cls: 2.2033, loss: 2.2033, grad_norm: 6.6585 2021-06-07 06:49:48,115 - mmaction - INFO - Epoch [29][300/1345] lr: 1.000e-02, eta: 7:39:17, time: 0.601, data_time: 0.001, memory: 7127, top1_acc: 0.4789, top5_acc: 0.7609, loss_cls: 2.1485, loss: 2.1485, grad_norm: 6.8760 2021-06-07 06:49:59,915 - mmaction - INFO - Epoch [29][320/1345] lr: 1.000e-02, eta: 7:38:53, time: 0.591, data_time: 0.002, memory: 7127, top1_acc: 0.4617, top5_acc: 0.7242, loss_cls: 2.2620, loss: 2.2620, grad_norm: 7.0197 2021-06-07 06:50:12,774 - mmaction - INFO - Epoch [29][340/1345] lr: 1.000e-02, eta: 7:38:30, time: 0.642, data_time: 0.004, memory: 7127, top1_acc: 0.4414, top5_acc: 0.7219, loss_cls: 2.2744, loss: 2.2744, grad_norm: 6.8408 2021-06-07 06:50:24,957 - mmaction - INFO - Epoch [29][360/1345] lr: 1.000e-02, eta: 7:38:06, time: 0.610, data_time: 0.006, memory: 7127, top1_acc: 0.4594, top5_acc: 0.7266, loss_cls: 2.2373, loss: 2.2373, grad_norm: 7.0631 2021-06-07 06:50:37,218 - mmaction - INFO - Epoch [29][380/1345] lr: 1.000e-02, eta: 7:37:42, time: 0.613, data_time: 0.001, memory: 7127, top1_acc: 0.4742, top5_acc: 0.7219, loss_cls: 2.2169, loss: 2.2169, grad_norm: 6.4821 2021-06-07 06:50:49,378 - mmaction - INFO - Epoch [29][400/1345] lr: 1.000e-02, eta: 7:37:18, time: 0.608, data_time: 0.002, memory: 7127, top1_acc: 0.4594, top5_acc: 0.7258, loss_cls: 2.2465, loss: 2.2465, grad_norm: 6.8940 2021-06-07 06:51:01,331 - mmaction - INFO - Epoch [29][420/1345] lr: 1.000e-02, eta: 7:36:54, time: 0.597, data_time: 0.001, memory: 7127, top1_acc: 0.4562, top5_acc: 0.7500, loss_cls: 2.1913, loss: 2.1913, grad_norm: 6.6167 2021-06-07 06:51:13,837 - mmaction - INFO - Epoch [29][440/1345] lr: 1.000e-02, eta: 7:36:30, time: 0.625, data_time: 0.002, memory: 7127, top1_acc: 0.4797, top5_acc: 0.7477, loss_cls: 2.1378, loss: 2.1378, grad_norm: 6.6746 2021-06-07 06:51:26,957 - mmaction - INFO - Epoch [29][460/1345] lr: 1.000e-02, eta: 7:36:07, time: 0.656, data_time: 0.001, memory: 7127, top1_acc: 0.4461, top5_acc: 0.7234, loss_cls: 2.2508, loss: 2.2508, grad_norm: 6.6359 2021-06-07 06:51:38,476 - mmaction - INFO - Epoch [29][480/1345] lr: 1.000e-02, eta: 7:35:43, time: 0.576, data_time: 0.001, memory: 7127, top1_acc: 0.4641, top5_acc: 0.7352, loss_cls: 2.1492, loss: 2.1492, grad_norm: 6.5512 2021-06-07 06:51:49,872 - mmaction - INFO - Epoch [29][500/1345] lr: 1.000e-02, eta: 7:35:18, time: 0.570, data_time: 0.001, memory: 7127, top1_acc: 0.4570, top5_acc: 0.7328, loss_cls: 2.2106, loss: 2.2106, grad_norm: 6.9085 2021-06-07 06:52:02,386 - mmaction - INFO - Epoch [29][520/1345] lr: 1.000e-02, eta: 7:34:55, time: 0.626, data_time: 0.002, memory: 7127, top1_acc: 0.4578, top5_acc: 0.7125, loss_cls: 2.2658, loss: 2.2658, grad_norm: 6.7112 2021-06-07 06:52:14,136 - mmaction - INFO - Epoch [29][540/1345] lr: 1.000e-02, eta: 7:34:31, time: 0.587, data_time: 0.001, memory: 7127, top1_acc: 0.4734, top5_acc: 0.7219, loss_cls: 2.1830, loss: 2.1830, grad_norm: 6.8755 2021-06-07 06:52:26,491 - mmaction - INFO - Epoch [29][560/1345] lr: 1.000e-02, eta: 7:34:07, time: 0.617, data_time: 0.001, memory: 7127, top1_acc: 0.4688, top5_acc: 0.7344, loss_cls: 2.1958, loss: 2.1958, grad_norm: 6.6048 2021-06-07 06:52:38,567 - mmaction - INFO - Epoch [29][580/1345] lr: 1.000e-02, eta: 7:33:43, time: 0.604, data_time: 0.001, memory: 7127, top1_acc: 0.4742, top5_acc: 0.7375, loss_cls: 2.2253, loss: 2.2253, grad_norm: 6.5860 2021-06-07 06:52:50,227 - mmaction - INFO - Epoch [29][600/1345] lr: 1.000e-02, eta: 7:33:19, time: 0.584, data_time: 0.002, memory: 7127, top1_acc: 0.4367, top5_acc: 0.7117, loss_cls: 2.3200, loss: 2.3200, grad_norm: 6.7667 2021-06-07 06:53:02,048 - mmaction - INFO - Epoch [29][620/1345] lr: 1.000e-02, eta: 7:32:55, time: 0.590, data_time: 0.001, memory: 7127, top1_acc: 0.4578, top5_acc: 0.7180, loss_cls: 2.2592, loss: 2.2592, grad_norm: 6.8157 2021-06-07 06:53:15,366 - mmaction - INFO - Epoch [29][640/1345] lr: 1.000e-02, eta: 7:32:32, time: 0.666, data_time: 0.002, memory: 7127, top1_acc: 0.4758, top5_acc: 0.7398, loss_cls: 2.1746, loss: 2.1746, grad_norm: 6.7824 2021-06-07 06:53:27,685 - mmaction - INFO - Epoch [29][660/1345] lr: 1.000e-02, eta: 7:32:09, time: 0.616, data_time: 0.002, memory: 7127, top1_acc: 0.4648, top5_acc: 0.7312, loss_cls: 2.2269, loss: 2.2269, grad_norm: 6.7900 2021-06-07 06:53:39,098 - mmaction - INFO - Epoch [29][680/1345] lr: 1.000e-02, eta: 7:31:44, time: 0.570, data_time: 0.001, memory: 7127, top1_acc: 0.4609, top5_acc: 0.7383, loss_cls: 2.2348, loss: 2.2348, grad_norm: 6.6839 2021-06-07 06:53:50,601 - mmaction - INFO - Epoch [29][700/1345] lr: 1.000e-02, eta: 7:31:20, time: 0.575, data_time: 0.001, memory: 7127, top1_acc: 0.4734, top5_acc: 0.7484, loss_cls: 2.1256, loss: 2.1256, grad_norm: 6.4233 2021-06-07 06:54:03,009 - mmaction - INFO - Epoch [29][720/1345] lr: 1.000e-02, eta: 7:30:57, time: 0.620, data_time: 0.001, memory: 7127, top1_acc: 0.4469, top5_acc: 0.7203, loss_cls: 2.2614, loss: 2.2614, grad_norm: 6.8367 2021-06-07 06:54:14,534 - mmaction - INFO - Epoch [29][740/1345] lr: 1.000e-02, eta: 7:30:32, time: 0.577, data_time: 0.002, memory: 7127, top1_acc: 0.4688, top5_acc: 0.7539, loss_cls: 2.1615, loss: 2.1615, grad_norm: 6.6077 2021-06-07 06:54:26,564 - mmaction - INFO - Epoch [29][760/1345] lr: 1.000e-02, eta: 7:30:09, time: 0.601, data_time: 0.001, memory: 7127, top1_acc: 0.4672, top5_acc: 0.7367, loss_cls: 2.2030, loss: 2.2030, grad_norm: 6.6024 2021-06-07 06:54:38,570 - mmaction - INFO - Epoch [29][780/1345] lr: 1.000e-02, eta: 7:29:45, time: 0.600, data_time: 0.001, memory: 7127, top1_acc: 0.4547, top5_acc: 0.7430, loss_cls: 2.1926, loss: 2.1926, grad_norm: 7.0760 2021-06-07 06:54:50,978 - mmaction - INFO - Epoch [29][800/1345] lr: 1.000e-02, eta: 7:29:21, time: 0.621, data_time: 0.002, memory: 7127, top1_acc: 0.4203, top5_acc: 0.7203, loss_cls: 2.3396, loss: 2.3396, grad_norm: 7.0324 2021-06-07 06:55:02,483 - mmaction - INFO - Epoch [29][820/1345] lr: 1.000e-02, eta: 7:28:57, time: 0.575, data_time: 0.001, memory: 7127, top1_acc: 0.4242, top5_acc: 0.7078, loss_cls: 2.3192, loss: 2.3192, grad_norm: 6.9545 2021-06-07 06:55:13,877 - mmaction - INFO - Epoch [29][840/1345] lr: 1.000e-02, eta: 7:28:33, time: 0.570, data_time: 0.002, memory: 7127, top1_acc: 0.4672, top5_acc: 0.7383, loss_cls: 2.1655, loss: 2.1655, grad_norm: 6.5788 2021-06-07 06:55:26,578 - mmaction - INFO - Epoch [29][860/1345] lr: 1.000e-02, eta: 7:28:10, time: 0.635, data_time: 0.001, memory: 7127, top1_acc: 0.4688, top5_acc: 0.7414, loss_cls: 2.1804, loss: 2.1804, grad_norm: 6.6502 2021-06-07 06:55:38,313 - mmaction - INFO - Epoch [29][880/1345] lr: 1.000e-02, eta: 7:27:46, time: 0.587, data_time: 0.001, memory: 7127, top1_acc: 0.4805, top5_acc: 0.7461, loss_cls: 2.1540, loss: 2.1540, grad_norm: 6.9963 2021-06-07 06:55:50,355 - mmaction - INFO - Epoch [29][900/1345] lr: 1.000e-02, eta: 7:27:22, time: 0.601, data_time: 0.001, memory: 7127, top1_acc: 0.4836, top5_acc: 0.7469, loss_cls: 2.1467, loss: 2.1467, grad_norm: 6.5988 2021-06-07 06:56:02,465 - mmaction - INFO - Epoch [29][920/1345] lr: 1.000e-02, eta: 7:26:59, time: 0.607, data_time: 0.003, memory: 7127, top1_acc: 0.4555, top5_acc: 0.7289, loss_cls: 2.2498, loss: 2.2498, grad_norm: 6.6060 2021-06-07 06:56:15,193 - mmaction - INFO - Epoch [29][940/1345] lr: 1.000e-02, eta: 7:26:35, time: 0.636, data_time: 0.001, memory: 7127, top1_acc: 0.4523, top5_acc: 0.7305, loss_cls: 2.2463, loss: 2.2463, grad_norm: 6.5673 2021-06-07 06:56:26,476 - mmaction - INFO - Epoch [29][960/1345] lr: 1.000e-02, eta: 7:26:11, time: 0.564, data_time: 0.002, memory: 7127, top1_acc: 0.4688, top5_acc: 0.7461, loss_cls: 2.1208, loss: 2.1208, grad_norm: 6.8799 2021-06-07 06:56:38,297 - mmaction - INFO - Epoch [29][980/1345] lr: 1.000e-02, eta: 7:25:47, time: 0.591, data_time: 0.002, memory: 7127, top1_acc: 0.4773, top5_acc: 0.7406, loss_cls: 2.1432, loss: 2.1432, grad_norm: 6.8212 2021-06-07 06:56:50,072 - mmaction - INFO - Epoch [29][1000/1345] lr: 1.000e-02, eta: 7:25:24, time: 0.589, data_time: 0.002, memory: 7127, top1_acc: 0.4703, top5_acc: 0.7242, loss_cls: 2.2276, loss: 2.2276, grad_norm: 6.8383 2021-06-07 06:57:02,760 - mmaction - INFO - Epoch [29][1020/1345] lr: 1.000e-02, eta: 7:25:00, time: 0.635, data_time: 0.001, memory: 7127, top1_acc: 0.4414, top5_acc: 0.7266, loss_cls: 2.2523, loss: 2.2523, grad_norm: 6.8413 2021-06-07 06:57:14,589 - mmaction - INFO - Epoch [29][1040/1345] lr: 1.000e-02, eta: 7:24:37, time: 0.591, data_time: 0.001, memory: 7127, top1_acc: 0.4641, top5_acc: 0.7391, loss_cls: 2.1820, loss: 2.1820, grad_norm: 6.7537 2021-06-07 06:57:26,824 - mmaction - INFO - Epoch [29][1060/1345] lr: 1.000e-02, eta: 7:24:13, time: 0.612, data_time: 0.001, memory: 7127, top1_acc: 0.4195, top5_acc: 0.7070, loss_cls: 2.3280, loss: 2.3280, grad_norm: 6.6068 2021-06-07 06:57:38,277 - mmaction - INFO - Epoch [29][1080/1345] lr: 1.000e-02, eta: 7:23:49, time: 0.573, data_time: 0.002, memory: 7127, top1_acc: 0.4664, top5_acc: 0.7414, loss_cls: 2.2096, loss: 2.2096, grad_norm: 6.6413 2021-06-07 06:57:50,429 - mmaction - INFO - Epoch [29][1100/1345] lr: 1.000e-02, eta: 7:23:26, time: 0.608, data_time: 0.001, memory: 7127, top1_acc: 0.4437, top5_acc: 0.7336, loss_cls: 2.2161, loss: 2.2161, grad_norm: 6.7912 2021-06-07 06:58:02,386 - mmaction - INFO - Epoch [29][1120/1345] lr: 1.000e-02, eta: 7:23:02, time: 0.598, data_time: 0.002, memory: 7127, top1_acc: 0.4758, top5_acc: 0.7352, loss_cls: 2.2177, loss: 2.2177, grad_norm: 6.7002 2021-06-07 06:58:14,280 - mmaction - INFO - Epoch [29][1140/1345] lr: 1.000e-02, eta: 7:22:39, time: 0.594, data_time: 0.001, memory: 7127, top1_acc: 0.4250, top5_acc: 0.7117, loss_cls: 2.3514, loss: 2.3514, grad_norm: 6.8508 2021-06-07 06:58:26,222 - mmaction - INFO - Epoch [29][1160/1345] lr: 1.000e-02, eta: 7:22:15, time: 0.598, data_time: 0.001, memory: 7127, top1_acc: 0.4805, top5_acc: 0.7398, loss_cls: 2.1378, loss: 2.1378, grad_norm: 6.6760 2021-06-07 06:58:38,381 - mmaction - INFO - Epoch [29][1180/1345] lr: 1.000e-02, eta: 7:21:51, time: 0.607, data_time: 0.001, memory: 7127, top1_acc: 0.4711, top5_acc: 0.7359, loss_cls: 2.1766, loss: 2.1766, grad_norm: 6.7965 2021-06-07 06:58:51,014 - mmaction - INFO - Epoch [29][1200/1345] lr: 1.000e-02, eta: 7:21:28, time: 0.631, data_time: 0.002, memory: 7127, top1_acc: 0.4680, top5_acc: 0.7211, loss_cls: 2.2104, loss: 2.2104, grad_norm: 6.9120 2021-06-07 06:59:02,277 - mmaction - INFO - Epoch [29][1220/1345] lr: 1.000e-02, eta: 7:21:04, time: 0.564, data_time: 0.002, memory: 7127, top1_acc: 0.4828, top5_acc: 0.7383, loss_cls: 2.1555, loss: 2.1555, grad_norm: 6.8206 2021-06-07 06:59:14,045 - mmaction - INFO - Epoch [29][1240/1345] lr: 1.000e-02, eta: 7:20:41, time: 0.589, data_time: 0.001, memory: 7127, top1_acc: 0.4617, top5_acc: 0.7281, loss_cls: 2.1915, loss: 2.1915, grad_norm: 6.7399 2021-06-07 06:59:26,328 - mmaction - INFO - Epoch [29][1260/1345] lr: 1.000e-02, eta: 7:20:17, time: 0.613, data_time: 0.002, memory: 7127, top1_acc: 0.4344, top5_acc: 0.7063, loss_cls: 2.2931, loss: 2.2931, grad_norm: 6.9479 2021-06-07 06:59:37,680 - mmaction - INFO - Epoch [29][1280/1345] lr: 1.000e-02, eta: 7:19:53, time: 0.568, data_time: 0.002, memory: 7127, top1_acc: 0.4562, top5_acc: 0.7328, loss_cls: 2.2178, loss: 2.2178, grad_norm: 6.7721 2021-06-07 06:59:51,653 - mmaction - INFO - Epoch [29][1300/1345] lr: 1.000e-02, eta: 7:19:31, time: 0.699, data_time: 0.001, memory: 7127, top1_acc: 0.4672, top5_acc: 0.7406, loss_cls: 2.1896, loss: 2.1896, grad_norm: 6.7503 2021-06-07 07:00:03,146 - mmaction - INFO - Epoch [29][1320/1345] lr: 1.000e-02, eta: 7:19:08, time: 0.574, data_time: 0.001, memory: 7127, top1_acc: 0.4250, top5_acc: 0.7031, loss_cls: 2.3720, loss: 2.3720, grad_norm: 7.0643 2021-06-07 07:00:14,915 - mmaction - INFO - Epoch [29][1340/1345] lr: 1.000e-02, eta: 7:18:44, time: 0.589, data_time: 0.002, memory: 7127, top1_acc: 0.4437, top5_acc: 0.7375, loss_cls: 2.1811, loss: 2.1811, grad_norm: 6.7145 2021-06-07 07:00:22,416 - mmaction - INFO - Saving checkpoint at 29 epochs 2021-06-07 07:08:05,001 - mmaction - INFO - Epoch [30][20/1345] lr: 1.000e-02, eta: 7:23:38, time: 23.079, data_time: 22.449, memory: 7127, top1_acc: 0.4633, top5_acc: 0.7492, loss_cls: 2.1338, loss: 2.1338, grad_norm: 6.7319 2021-06-07 07:08:15,135 - mmaction - INFO - Epoch [30][40/1345] lr: 1.000e-02, eta: 7:23:12, time: 0.507, data_time: 0.004, memory: 7127, top1_acc: 0.4609, top5_acc: 0.7305, loss_cls: 2.2171, loss: 2.2171, grad_norm: 6.9455 2021-06-07 07:08:25,254 - mmaction - INFO - Epoch [30][60/1345] lr: 1.000e-02, eta: 7:22:47, time: 0.505, data_time: 0.002, memory: 7127, top1_acc: 0.4773, top5_acc: 0.7484, loss_cls: 2.1153, loss: 2.1153, grad_norm: 6.6398 2021-06-07 07:08:35,468 - mmaction - INFO - Epoch [30][80/1345] lr: 1.000e-02, eta: 7:22:22, time: 0.512, data_time: 0.004, memory: 7127, top1_acc: 0.4844, top5_acc: 0.7375, loss_cls: 2.1317, loss: 2.1317, grad_norm: 6.7728 2021-06-07 07:08:45,812 - mmaction - INFO - Epoch [30][100/1345] lr: 1.000e-02, eta: 7:21:57, time: 0.517, data_time: 0.002, memory: 7127, top1_acc: 0.4930, top5_acc: 0.7492, loss_cls: 2.0645, loss: 2.0645, grad_norm: 6.8027 2021-06-07 07:08:56,035 - mmaction - INFO - Epoch [30][120/1345] lr: 1.000e-02, eta: 7:21:32, time: 0.511, data_time: 0.002, memory: 7127, top1_acc: 0.4773, top5_acc: 0.7336, loss_cls: 2.1849, loss: 2.1849, grad_norm: 7.1648 2021-06-07 07:09:06,263 - mmaction - INFO - Epoch [30][140/1345] lr: 1.000e-02, eta: 7:21:07, time: 0.511, data_time: 0.002, memory: 7127, top1_acc: 0.4531, top5_acc: 0.7430, loss_cls: 2.2154, loss: 2.2154, grad_norm: 7.0281 2021-06-07 07:09:16,687 - mmaction - INFO - Epoch [30][160/1345] lr: 1.000e-02, eta: 7:20:42, time: 0.522, data_time: 0.002, memory: 7127, top1_acc: 0.4648, top5_acc: 0.7414, loss_cls: 2.2103, loss: 2.2103, grad_norm: 6.8390 2021-06-07 07:09:26,813 - mmaction - INFO - Epoch [30][180/1345] lr: 1.000e-02, eta: 7:20:17, time: 0.506, data_time: 0.001, memory: 7127, top1_acc: 0.4656, top5_acc: 0.7234, loss_cls: 2.2053, loss: 2.2053, grad_norm: 6.2899 2021-06-07 07:09:37,791 - mmaction - INFO - Epoch [30][200/1345] lr: 1.000e-02, eta: 7:19:53, time: 0.548, data_time: 0.001, memory: 7127, top1_acc: 0.4578, top5_acc: 0.7398, loss_cls: 2.1748, loss: 2.1748, grad_norm: 6.8910 2021-06-07 07:09:48,497 - mmaction - INFO - Epoch [30][220/1345] lr: 1.000e-02, eta: 7:19:28, time: 0.536, data_time: 0.001, memory: 7127, top1_acc: 0.4539, top5_acc: 0.7297, loss_cls: 2.2236, loss: 2.2236, grad_norm: 6.8718 2021-06-07 07:09:59,632 - mmaction - INFO - Epoch [30][240/1345] lr: 1.000e-02, eta: 7:19:04, time: 0.557, data_time: 0.001, memory: 7127, top1_acc: 0.4203, top5_acc: 0.7094, loss_cls: 2.3442, loss: 2.3442, grad_norm: 6.9359 2021-06-07 07:10:10,962 - mmaction - INFO - Epoch [30][260/1345] lr: 1.000e-02, eta: 7:18:40, time: 0.566, data_time: 0.001, memory: 7127, top1_acc: 0.4484, top5_acc: 0.7258, loss_cls: 2.2563, loss: 2.2563, grad_norm: 6.7478 2021-06-07 07:10:22,969 - mmaction - INFO - Epoch [30][280/1345] lr: 1.000e-02, eta: 7:18:16, time: 0.601, data_time: 0.002, memory: 7127, top1_acc: 0.4352, top5_acc: 0.7273, loss_cls: 2.2891, loss: 2.2891, grad_norm: 7.2243 2021-06-07 07:10:34,733 - mmaction - INFO - Epoch [30][300/1345] lr: 1.000e-02, eta: 7:17:52, time: 0.586, data_time: 0.001, memory: 7127, top1_acc: 0.4602, top5_acc: 0.7391, loss_cls: 2.1429, loss: 2.1429, grad_norm: 6.6836 2021-06-07 07:10:46,302 - mmaction - INFO - Epoch [30][320/1345] lr: 1.000e-02, eta: 7:17:28, time: 0.580, data_time: 0.003, memory: 7127, top1_acc: 0.4586, top5_acc: 0.7305, loss_cls: 2.2213, loss: 2.2213, grad_norm: 6.5248 2021-06-07 07:10:59,023 - mmaction - INFO - Epoch [30][340/1345] lr: 1.000e-02, eta: 7:17:05, time: 0.636, data_time: 0.001, memory: 7127, top1_acc: 0.4664, top5_acc: 0.7367, loss_cls: 2.2183, loss: 2.2183, grad_norm: 6.7160 2021-06-07 07:11:11,060 - mmaction - INFO - Epoch [30][360/1345] lr: 1.000e-02, eta: 7:16:42, time: 0.601, data_time: 0.001, memory: 7127, top1_acc: 0.4578, top5_acc: 0.7367, loss_cls: 2.1848, loss: 2.1848, grad_norm: 6.5945 2021-06-07 07:11:23,418 - mmaction - INFO - Epoch [30][380/1345] lr: 1.000e-02, eta: 7:16:18, time: 0.618, data_time: 0.002, memory: 7127, top1_acc: 0.4750, top5_acc: 0.7406, loss_cls: 2.1554, loss: 2.1554, grad_norm: 6.6244 2021-06-07 07:11:35,446 - mmaction - INFO - Epoch [30][400/1345] lr: 1.000e-02, eta: 7:15:55, time: 0.602, data_time: 0.002, memory: 7127, top1_acc: 0.4750, top5_acc: 0.7359, loss_cls: 2.1698, loss: 2.1698, grad_norm: 6.7167 2021-06-07 07:11:48,191 - mmaction - INFO - Epoch [30][420/1345] lr: 1.000e-02, eta: 7:15:32, time: 0.637, data_time: 0.001, memory: 7127, top1_acc: 0.4648, top5_acc: 0.7422, loss_cls: 2.1988, loss: 2.1988, grad_norm: 6.8316 2021-06-07 07:11:59,972 - mmaction - INFO - Epoch [30][440/1345] lr: 1.000e-02, eta: 7:15:08, time: 0.589, data_time: 0.001, memory: 7127, top1_acc: 0.4875, top5_acc: 0.7484, loss_cls: 2.0934, loss: 2.0934, grad_norm: 6.7252 2021-06-07 07:12:12,448 - mmaction - INFO - Epoch [30][460/1345] lr: 1.000e-02, eta: 7:14:45, time: 0.623, data_time: 0.001, memory: 7127, top1_acc: 0.4672, top5_acc: 0.7398, loss_cls: 2.2063, loss: 2.2063, grad_norm: 6.9366 2021-06-07 07:12:24,338 - mmaction - INFO - Epoch [30][480/1345] lr: 1.000e-02, eta: 7:14:21, time: 0.595, data_time: 0.002, memory: 7127, top1_acc: 0.4633, top5_acc: 0.7195, loss_cls: 2.1952, loss: 2.1952, grad_norm: 6.4727 2021-06-07 07:12:36,466 - mmaction - INFO - Epoch [30][500/1345] lr: 1.000e-02, eta: 7:13:58, time: 0.606, data_time: 0.001, memory: 7127, top1_acc: 0.4398, top5_acc: 0.7070, loss_cls: 2.3141, loss: 2.3141, grad_norm: 6.8934 2021-06-07 07:12:49,132 - mmaction - INFO - Epoch [30][520/1345] lr: 1.000e-02, eta: 7:13:35, time: 0.634, data_time: 0.002, memory: 7127, top1_acc: 0.4789, top5_acc: 0.7617, loss_cls: 2.1287, loss: 2.1287, grad_norm: 6.7778 2021-06-07 07:13:02,318 - mmaction - INFO - Epoch [30][540/1345] lr: 1.000e-02, eta: 7:13:12, time: 0.659, data_time: 0.001, memory: 7127, top1_acc: 0.4828, top5_acc: 0.7422, loss_cls: 2.1270, loss: 2.1270, grad_norm: 6.9135 2021-06-07 07:13:14,132 - mmaction - INFO - Epoch [30][560/1345] lr: 1.000e-02, eta: 7:12:48, time: 0.591, data_time: 0.001, memory: 7127, top1_acc: 0.4508, top5_acc: 0.7336, loss_cls: 2.1994, loss: 2.1994, grad_norm: 6.7136 2021-06-07 07:13:26,740 - mmaction - INFO - Epoch [30][580/1345] lr: 1.000e-02, eta: 7:12:25, time: 0.630, data_time: 0.002, memory: 7127, top1_acc: 0.4594, top5_acc: 0.7406, loss_cls: 2.2009, loss: 2.2009, grad_norm: 7.2269 2021-06-07 07:13:39,193 - mmaction - INFO - Epoch [30][600/1345] lr: 1.000e-02, eta: 7:12:02, time: 0.622, data_time: 0.001, memory: 7127, top1_acc: 0.4688, top5_acc: 0.7383, loss_cls: 2.2105, loss: 2.2105, grad_norm: 6.7406 2021-06-07 07:13:51,161 - mmaction - INFO - Epoch [30][620/1345] lr: 1.000e-02, eta: 7:11:39, time: 0.598, data_time: 0.001, memory: 7127, top1_acc: 0.4680, top5_acc: 0.7266, loss_cls: 2.1940, loss: 2.1940, grad_norm: 6.8734 2021-06-07 07:14:03,578 - mmaction - INFO - Epoch [30][640/1345] lr: 1.000e-02, eta: 7:11:15, time: 0.620, data_time: 0.002, memory: 7127, top1_acc: 0.4570, top5_acc: 0.7227, loss_cls: 2.2370, loss: 2.2370, grad_norm: 6.5922 2021-06-07 07:14:15,809 - mmaction - INFO - Epoch [30][660/1345] lr: 1.000e-02, eta: 7:10:52, time: 0.612, data_time: 0.002, memory: 7127, top1_acc: 0.4797, top5_acc: 0.7477, loss_cls: 2.1363, loss: 2.1363, grad_norm: 7.0938 2021-06-07 07:14:28,320 - mmaction - INFO - Epoch [30][680/1345] lr: 1.000e-02, eta: 7:10:29, time: 0.626, data_time: 0.002, memory: 7127, top1_acc: 0.4828, top5_acc: 0.7234, loss_cls: 2.2007, loss: 2.2007, grad_norm: 6.6435 2021-06-07 07:14:40,796 - mmaction - INFO - Epoch [30][700/1345] lr: 1.000e-02, eta: 7:10:06, time: 0.624, data_time: 0.001, memory: 7127, top1_acc: 0.4469, top5_acc: 0.7352, loss_cls: 2.2333, loss: 2.2333, grad_norm: 6.7711 2021-06-07 07:14:52,849 - mmaction - INFO - Epoch [30][720/1345] lr: 1.000e-02, eta: 7:09:43, time: 0.602, data_time: 0.001, memory: 7127, top1_acc: 0.4641, top5_acc: 0.7438, loss_cls: 2.1637, loss: 2.1637, grad_norm: 6.5938 2021-06-07 07:15:05,238 - mmaction - INFO - Epoch [30][740/1345] lr: 1.000e-02, eta: 7:09:20, time: 0.620, data_time: 0.001, memory: 7127, top1_acc: 0.4859, top5_acc: 0.7523, loss_cls: 2.1009, loss: 2.1009, grad_norm: 6.6871 2021-06-07 07:15:16,867 - mmaction - INFO - Epoch [30][760/1345] lr: 1.000e-02, eta: 7:08:56, time: 0.581, data_time: 0.001, memory: 7127, top1_acc: 0.4422, top5_acc: 0.7242, loss_cls: 2.2856, loss: 2.2856, grad_norm: 6.7614 2021-06-07 07:15:29,079 - mmaction - INFO - Epoch [30][780/1345] lr: 1.000e-02, eta: 7:08:33, time: 0.611, data_time: 0.001, memory: 7127, top1_acc: 0.4539, top5_acc: 0.7367, loss_cls: 2.1965, loss: 2.1965, grad_norm: 6.9952 2021-06-07 07:15:40,984 - mmaction - INFO - Epoch [30][800/1345] lr: 1.000e-02, eta: 7:08:09, time: 0.595, data_time: 0.001, memory: 7127, top1_acc: 0.4633, top5_acc: 0.7430, loss_cls: 2.1632, loss: 2.1632, grad_norm: 6.9306 2021-06-07 07:15:53,545 - mmaction - INFO - Epoch [30][820/1345] lr: 1.000e-02, eta: 7:07:46, time: 0.628, data_time: 0.001, memory: 7127, top1_acc: 0.4680, top5_acc: 0.7422, loss_cls: 2.1881, loss: 2.1881, grad_norm: 6.6312 2021-06-07 07:16:05,616 - mmaction - INFO - Epoch [30][840/1345] lr: 1.000e-02, eta: 7:07:23, time: 0.603, data_time: 0.001, memory: 7127, top1_acc: 0.4547, top5_acc: 0.7180, loss_cls: 2.2606, loss: 2.2606, grad_norm: 6.6989 2021-06-07 07:16:18,305 - mmaction - INFO - Epoch [30][860/1345] lr: 1.000e-02, eta: 7:07:00, time: 0.635, data_time: 0.001, memory: 7127, top1_acc: 0.4500, top5_acc: 0.7156, loss_cls: 2.2324, loss: 2.2324, grad_norm: 7.0288 2021-06-07 07:16:30,777 - mmaction - INFO - Epoch [30][880/1345] lr: 1.000e-02, eta: 7:06:37, time: 0.623, data_time: 0.001, memory: 7127, top1_acc: 0.4531, top5_acc: 0.7125, loss_cls: 2.2665, loss: 2.2665, grad_norm: 6.6801 2021-06-07 07:16:42,194 - mmaction - INFO - Epoch [30][900/1345] lr: 1.000e-02, eta: 7:06:13, time: 0.570, data_time: 0.001, memory: 7127, top1_acc: 0.4711, top5_acc: 0.7336, loss_cls: 2.1534, loss: 2.1534, grad_norm: 6.7566 2021-06-07 07:16:55,060 - mmaction - INFO - Epoch [30][920/1345] lr: 1.000e-02, eta: 7:05:51, time: 0.644, data_time: 0.003, memory: 7127, top1_acc: 0.4656, top5_acc: 0.7461, loss_cls: 2.1280, loss: 2.1280, grad_norm: 6.8536 2021-06-07 07:17:07,567 - mmaction - INFO - Epoch [30][940/1345] lr: 1.000e-02, eta: 7:05:28, time: 0.625, data_time: 0.001, memory: 7127, top1_acc: 0.4641, top5_acc: 0.7398, loss_cls: 2.2047, loss: 2.2047, grad_norm: 6.8289 2021-06-07 07:17:19,525 - mmaction - INFO - Epoch [30][960/1345] lr: 1.000e-02, eta: 7:05:05, time: 0.598, data_time: 0.001, memory: 7127, top1_acc: 0.4664, top5_acc: 0.7383, loss_cls: 2.1751, loss: 2.1751, grad_norm: 6.8729 2021-06-07 07:17:31,561 - mmaction - INFO - Epoch [30][980/1345] lr: 1.000e-02, eta: 7:04:41, time: 0.601, data_time: 0.001, memory: 7127, top1_acc: 0.4805, top5_acc: 0.7414, loss_cls: 2.1468, loss: 2.1468, grad_norm: 6.9405 2021-06-07 07:17:43,832 - mmaction - INFO - Epoch [30][1000/1345] lr: 1.000e-02, eta: 7:04:18, time: 0.614, data_time: 0.002, memory: 7127, top1_acc: 0.4648, top5_acc: 0.7414, loss_cls: 2.1642, loss: 2.1642, grad_norm: 6.9217 2021-06-07 07:17:55,740 - mmaction - INFO - Epoch [30][1020/1345] lr: 1.000e-02, eta: 7:03:55, time: 0.595, data_time: 0.001, memory: 7127, top1_acc: 0.4695, top5_acc: 0.7438, loss_cls: 2.1509, loss: 2.1509, grad_norm: 7.0258 2021-06-07 07:18:08,022 - mmaction - INFO - Epoch [30][1040/1345] lr: 1.000e-02, eta: 7:03:32, time: 0.614, data_time: 0.002, memory: 7127, top1_acc: 0.4594, top5_acc: 0.7312, loss_cls: 2.2515, loss: 2.2515, grad_norm: 6.8179 2021-06-07 07:18:20,099 - mmaction - INFO - Epoch [30][1060/1345] lr: 1.000e-02, eta: 7:03:09, time: 0.605, data_time: 0.001, memory: 7127, top1_acc: 0.4461, top5_acc: 0.7414, loss_cls: 2.2622, loss: 2.2622, grad_norm: 6.8053 2021-06-07 07:18:32,171 - mmaction - INFO - Epoch [30][1080/1345] lr: 1.000e-02, eta: 7:02:46, time: 0.603, data_time: 0.001, memory: 7127, top1_acc: 0.4477, top5_acc: 0.7250, loss_cls: 2.2701, loss: 2.2701, grad_norm: 6.7754 2021-06-07 07:18:44,418 - mmaction - INFO - Epoch [30][1100/1345] lr: 1.000e-02, eta: 7:02:23, time: 0.612, data_time: 0.001, memory: 7127, top1_acc: 0.4516, top5_acc: 0.7500, loss_cls: 2.2100, loss: 2.2100, grad_norm: 6.5432 2021-06-07 07:18:56,165 - mmaction - INFO - Epoch [30][1120/1345] lr: 1.000e-02, eta: 7:01:59, time: 0.588, data_time: 0.002, memory: 7127, top1_acc: 0.4562, top5_acc: 0.7469, loss_cls: 2.2033, loss: 2.2033, grad_norm: 6.9394 2021-06-07 07:19:08,116 - mmaction - INFO - Epoch [30][1140/1345] lr: 1.000e-02, eta: 7:01:36, time: 0.597, data_time: 0.001, memory: 7127, top1_acc: 0.4336, top5_acc: 0.7148, loss_cls: 2.2694, loss: 2.2694, grad_norm: 6.7777 2021-06-07 07:19:20,007 - mmaction - INFO - Epoch [30][1160/1345] lr: 1.000e-02, eta: 7:01:13, time: 0.596, data_time: 0.002, memory: 7127, top1_acc: 0.4750, top5_acc: 0.7484, loss_cls: 2.1214, loss: 2.1214, grad_norm: 6.7160 2021-06-07 07:19:32,260 - mmaction - INFO - Epoch [30][1180/1345] lr: 1.000e-02, eta: 7:00:50, time: 0.613, data_time: 0.001, memory: 7127, top1_acc: 0.4672, top5_acc: 0.7547, loss_cls: 2.1575, loss: 2.1575, grad_norm: 6.7088 2021-06-07 07:19:43,708 - mmaction - INFO - Epoch [30][1200/1345] lr: 1.000e-02, eta: 7:00:26, time: 0.572, data_time: 0.001, memory: 7127, top1_acc: 0.4609, top5_acc: 0.7398, loss_cls: 2.2674, loss: 2.2674, grad_norm: 6.7930 2021-06-07 07:19:55,500 - mmaction - INFO - Epoch [30][1220/1345] lr: 1.000e-02, eta: 7:00:03, time: 0.589, data_time: 0.001, memory: 7127, top1_acc: 0.4445, top5_acc: 0.7383, loss_cls: 2.2194, loss: 2.2194, grad_norm: 6.8116 2021-06-07 07:20:07,275 - mmaction - INFO - Epoch [30][1240/1345] lr: 1.000e-02, eta: 6:59:40, time: 0.589, data_time: 0.002, memory: 7127, top1_acc: 0.4594, top5_acc: 0.7281, loss_cls: 2.2032, loss: 2.2032, grad_norm: 6.7608 2021-06-07 07:20:20,401 - mmaction - INFO - Epoch [30][1260/1345] lr: 1.000e-02, eta: 6:59:17, time: 0.656, data_time: 0.002, memory: 7127, top1_acc: 0.4477, top5_acc: 0.7328, loss_cls: 2.2143, loss: 2.2143, grad_norm: 6.6736 2021-06-07 07:20:32,507 - mmaction - INFO - Epoch [30][1280/1345] lr: 1.000e-02, eta: 6:58:54, time: 0.605, data_time: 0.001, memory: 7127, top1_acc: 0.4547, top5_acc: 0.7055, loss_cls: 2.2814, loss: 2.2814, grad_norm: 6.7190 2021-06-07 07:20:44,202 - mmaction - INFO - Epoch [30][1300/1345] lr: 1.000e-02, eta: 6:58:31, time: 0.585, data_time: 0.001, memory: 7127, top1_acc: 0.4883, top5_acc: 0.7438, loss_cls: 2.1310, loss: 2.1310, grad_norm: 6.8287 2021-06-07 07:20:57,132 - mmaction - INFO - Epoch [30][1320/1345] lr: 1.000e-02, eta: 6:58:09, time: 0.645, data_time: 0.001, memory: 7127, top1_acc: 0.4437, top5_acc: 0.7297, loss_cls: 2.2446, loss: 2.2446, grad_norm: 6.8179 2021-06-07 07:21:09,269 - mmaction - INFO - Epoch [30][1340/1345] lr: 1.000e-02, eta: 6:57:46, time: 0.608, data_time: 0.002, memory: 7127, top1_acc: 0.4711, top5_acc: 0.7242, loss_cls: 2.2053, loss: 2.2053, grad_norm: 6.6895 2021-06-07 07:21:16,522 - mmaction - INFO - Saving checkpoint at 30 epochs 2021-06-07 07:29:02,084 - mmaction - INFO - Epoch [31][20/1345] lr: 1.000e-03, eta: 7:02:16, time: 23.228, data_time: 22.602, memory: 7127, top1_acc: 0.4930, top5_acc: 0.7664, loss_cls: 2.0267, loss: 2.0267, grad_norm: 6.3830 2021-06-07 07:29:12,262 - mmaction - INFO - Epoch [31][40/1345] lr: 1.000e-03, eta: 7:01:52, time: 0.510, data_time: 0.003, memory: 7127, top1_acc: 0.5203, top5_acc: 0.7578, loss_cls: 2.0245, loss: 2.0245, grad_norm: 6.3424 2021-06-07 07:29:22,405 - mmaction - INFO - Epoch [31][60/1345] lr: 1.000e-03, eta: 7:01:27, time: 0.508, data_time: 0.002, memory: 7127, top1_acc: 0.5250, top5_acc: 0.7836, loss_cls: 1.9332, loss: 1.9332, grad_norm: 6.1560 2021-06-07 07:29:32,655 - mmaction - INFO - Epoch [31][80/1345] lr: 1.000e-03, eta: 7:01:02, time: 0.512, data_time: 0.001, memory: 7127, top1_acc: 0.5422, top5_acc: 0.7867, loss_cls: 1.8426, loss: 1.8426, grad_norm: 6.0911 2021-06-07 07:29:43,110 - mmaction - INFO - Epoch [31][100/1345] lr: 1.000e-03, eta: 7:00:38, time: 0.522, data_time: 0.001, memory: 7127, top1_acc: 0.5250, top5_acc: 0.7844, loss_cls: 1.9002, loss: 1.9002, grad_norm: 6.3640 2021-06-07 07:29:53,346 - mmaction - INFO - Epoch [31][120/1345] lr: 1.000e-03, eta: 7:00:13, time: 0.512, data_time: 0.002, memory: 7127, top1_acc: 0.5641, top5_acc: 0.7937, loss_cls: 1.8235, loss: 1.8235, grad_norm: 6.2265 2021-06-07 07:30:03,604 - mmaction - INFO - Epoch [31][140/1345] lr: 1.000e-03, eta: 6:59:49, time: 0.513, data_time: 0.002, memory: 7127, top1_acc: 0.5422, top5_acc: 0.7781, loss_cls: 1.8965, loss: 1.8965, grad_norm: 6.3611 2021-06-07 07:30:14,040 - mmaction - INFO - Epoch [31][160/1345] lr: 1.000e-03, eta: 6:59:25, time: 0.522, data_time: 0.002, memory: 7127, top1_acc: 0.5758, top5_acc: 0.8195, loss_cls: 1.7162, loss: 1.7162, grad_norm: 6.1408 2021-06-07 07:30:24,449 - mmaction - INFO - Epoch [31][180/1345] lr: 1.000e-03, eta: 6:59:00, time: 0.519, data_time: 0.001, memory: 7127, top1_acc: 0.5680, top5_acc: 0.8187, loss_cls: 1.7089, loss: 1.7089, grad_norm: 6.4947 2021-06-07 07:30:35,012 - mmaction - INFO - Epoch [31][200/1345] lr: 1.000e-03, eta: 6:58:36, time: 0.527, data_time: 0.003, memory: 7127, top1_acc: 0.5461, top5_acc: 0.8047, loss_cls: 1.8019, loss: 1.8019, grad_norm: 6.4856 2021-06-07 07:30:46,357 - mmaction - INFO - Epoch [31][220/1345] lr: 1.000e-03, eta: 6:58:12, time: 0.570, data_time: 0.005, memory: 7127, top1_acc: 0.5547, top5_acc: 0.8078, loss_cls: 1.7347, loss: 1.7347, grad_norm: 6.3533 2021-06-07 07:30:57,905 - mmaction - INFO - Epoch [31][240/1345] lr: 1.000e-03, eta: 6:57:49, time: 0.577, data_time: 0.002, memory: 7127, top1_acc: 0.5445, top5_acc: 0.8031, loss_cls: 1.8002, loss: 1.8002, grad_norm: 6.4327 2021-06-07 07:31:09,141 - mmaction - INFO - Epoch [31][260/1345] lr: 1.000e-03, eta: 6:57:25, time: 0.562, data_time: 0.001, memory: 7127, top1_acc: 0.5297, top5_acc: 0.7766, loss_cls: 1.9046, loss: 1.9046, grad_norm: 6.5278 2021-06-07 07:31:21,106 - mmaction - INFO - Epoch [31][280/1345] lr: 1.000e-03, eta: 6:57:02, time: 0.598, data_time: 0.002, memory: 7127, top1_acc: 0.5500, top5_acc: 0.8000, loss_cls: 1.8059, loss: 1.8059, grad_norm: 6.2906 2021-06-07 07:31:32,066 - mmaction - INFO - Epoch [31][300/1345] lr: 1.000e-03, eta: 6:56:38, time: 0.548, data_time: 0.001, memory: 7127, top1_acc: 0.5805, top5_acc: 0.8227, loss_cls: 1.6577, loss: 1.6577, grad_norm: 6.0955 2021-06-07 07:31:44,793 - mmaction - INFO - Epoch [31][320/1345] lr: 1.000e-03, eta: 6:56:15, time: 0.637, data_time: 0.002, memory: 7127, top1_acc: 0.5625, top5_acc: 0.8047, loss_cls: 1.7148, loss: 1.7148, grad_norm: 6.3359 2021-06-07 07:31:56,732 - mmaction - INFO - Epoch [31][340/1345] lr: 1.000e-03, eta: 6:55:52, time: 0.597, data_time: 0.001, memory: 7127, top1_acc: 0.5656, top5_acc: 0.8000, loss_cls: 1.7321, loss: 1.7321, grad_norm: 6.4080 2021-06-07 07:32:08,805 - mmaction - INFO - Epoch [31][360/1345] lr: 1.000e-03, eta: 6:55:29, time: 0.603, data_time: 0.001, memory: 7127, top1_acc: 0.5555, top5_acc: 0.8078, loss_cls: 1.7638, loss: 1.7638, grad_norm: 6.4693 2021-06-07 07:32:20,893 - mmaction - INFO - Epoch [31][380/1345] lr: 1.000e-03, eta: 6:55:05, time: 0.605, data_time: 0.002, memory: 7127, top1_acc: 0.5656, top5_acc: 0.8133, loss_cls: 1.7215, loss: 1.7215, grad_norm: 6.2549 2021-06-07 07:32:33,888 - mmaction - INFO - Epoch [31][400/1345] lr: 1.000e-03, eta: 6:54:43, time: 0.649, data_time: 0.001, memory: 7127, top1_acc: 0.5633, top5_acc: 0.8023, loss_cls: 1.7423, loss: 1.7423, grad_norm: 6.5217 2021-06-07 07:32:45,911 - mmaction - INFO - Epoch [31][420/1345] lr: 1.000e-03, eta: 6:54:20, time: 0.601, data_time: 0.002, memory: 7127, top1_acc: 0.5516, top5_acc: 0.8187, loss_cls: 1.7269, loss: 1.7269, grad_norm: 6.5823 2021-06-07 07:32:57,925 - mmaction - INFO - Epoch [31][440/1345] lr: 1.000e-03, eta: 6:53:56, time: 0.600, data_time: 0.002, memory: 7127, top1_acc: 0.5758, top5_acc: 0.8164, loss_cls: 1.6968, loss: 1.6968, grad_norm: 6.3964 2021-06-07 07:33:10,742 - mmaction - INFO - Epoch [31][460/1345] lr: 1.000e-03, eta: 6:53:34, time: 0.642, data_time: 0.002, memory: 7127, top1_acc: 0.5719, top5_acc: 0.8070, loss_cls: 1.7206, loss: 1.7206, grad_norm: 6.3300 2021-06-07 07:33:22,651 - mmaction - INFO - Epoch [31][480/1345] lr: 1.000e-03, eta: 6:53:11, time: 0.595, data_time: 0.001, memory: 7127, top1_acc: 0.5586, top5_acc: 0.8117, loss_cls: 1.7444, loss: 1.7444, grad_norm: 6.7332 2021-06-07 07:33:35,791 - mmaction - INFO - Epoch [31][500/1345] lr: 1.000e-03, eta: 6:52:48, time: 0.657, data_time: 0.001, memory: 7127, top1_acc: 0.5773, top5_acc: 0.8063, loss_cls: 1.6657, loss: 1.6657, grad_norm: 6.4667 2021-06-07 07:33:48,099 - mmaction - INFO - Epoch [31][520/1345] lr: 1.000e-03, eta: 6:52:25, time: 0.615, data_time: 0.001, memory: 7127, top1_acc: 0.5773, top5_acc: 0.8203, loss_cls: 1.6680, loss: 1.6680, grad_norm: 6.4504 2021-06-07 07:34:00,886 - mmaction - INFO - Epoch [31][540/1345] lr: 1.000e-03, eta: 6:52:03, time: 0.638, data_time: 0.001, memory: 7127, top1_acc: 0.5711, top5_acc: 0.8086, loss_cls: 1.7284, loss: 1.7284, grad_norm: 6.4499 2021-06-07 07:34:13,808 - mmaction - INFO - Epoch [31][560/1345] lr: 1.000e-03, eta: 6:51:40, time: 0.647, data_time: 0.002, memory: 7127, top1_acc: 0.5742, top5_acc: 0.8281, loss_cls: 1.6572, loss: 1.6572, grad_norm: 6.1935 2021-06-07 07:34:26,956 - mmaction - INFO - Epoch [31][580/1345] lr: 1.000e-03, eta: 6:51:18, time: 0.657, data_time: 0.001, memory: 7127, top1_acc: 0.5609, top5_acc: 0.8008, loss_cls: 1.7548, loss: 1.7548, grad_norm: 6.6292 2021-06-07 07:34:38,777 - mmaction - INFO - Epoch [31][600/1345] lr: 1.000e-03, eta: 6:50:55, time: 0.591, data_time: 0.002, memory: 7127, top1_acc: 0.6086, top5_acc: 0.8352, loss_cls: 1.5552, loss: 1.5552, grad_norm: 6.3607 2021-06-07 07:34:51,038 - mmaction - INFO - Epoch [31][620/1345] lr: 1.000e-03, eta: 6:50:32, time: 0.613, data_time: 0.001, memory: 7127, top1_acc: 0.5828, top5_acc: 0.8172, loss_cls: 1.6701, loss: 1.6701, grad_norm: 6.5958 2021-06-07 07:35:03,326 - mmaction - INFO - Epoch [31][640/1345] lr: 1.000e-03, eta: 6:50:09, time: 0.614, data_time: 0.001, memory: 7127, top1_acc: 0.5586, top5_acc: 0.8195, loss_cls: 1.7043, loss: 1.7043, grad_norm: 6.8111 2021-06-07 07:35:15,179 - mmaction - INFO - Epoch [31][660/1345] lr: 1.000e-03, eta: 6:49:46, time: 0.592, data_time: 0.001, memory: 7127, top1_acc: 0.5602, top5_acc: 0.8344, loss_cls: 1.6577, loss: 1.6577, grad_norm: 6.7423 2021-06-07 07:35:27,113 - mmaction - INFO - Epoch [31][680/1345] lr: 1.000e-03, eta: 6:49:23, time: 0.597, data_time: 0.002, memory: 7127, top1_acc: 0.5570, top5_acc: 0.8242, loss_cls: 1.6485, loss: 1.6485, grad_norm: 6.5301 2021-06-07 07:35:38,753 - mmaction - INFO - Epoch [31][700/1345] lr: 1.000e-03, eta: 6:48:59, time: 0.582, data_time: 0.001, memory: 7127, top1_acc: 0.5969, top5_acc: 0.8289, loss_cls: 1.6069, loss: 1.6069, grad_norm: 6.5035 2021-06-07 07:35:51,024 - mmaction - INFO - Epoch [31][720/1345] lr: 1.000e-03, eta: 6:48:36, time: 0.614, data_time: 0.001, memory: 7127, top1_acc: 0.5672, top5_acc: 0.8070, loss_cls: 1.7034, loss: 1.7034, grad_norm: 6.5990 2021-06-07 07:36:02,988 - mmaction - INFO - Epoch [31][740/1345] lr: 1.000e-03, eta: 6:48:13, time: 0.598, data_time: 0.001, memory: 7127, top1_acc: 0.5836, top5_acc: 0.8164, loss_cls: 1.6321, loss: 1.6321, grad_norm: 6.5079 2021-06-07 07:36:14,728 - mmaction - INFO - Epoch [31][760/1345] lr: 1.000e-03, eta: 6:47:50, time: 0.587, data_time: 0.002, memory: 7127, top1_acc: 0.5773, top5_acc: 0.8164, loss_cls: 1.6585, loss: 1.6585, grad_norm: 6.4303 2021-06-07 07:36:27,197 - mmaction - INFO - Epoch [31][780/1345] lr: 1.000e-03, eta: 6:47:28, time: 0.623, data_time: 0.001, memory: 7127, top1_acc: 0.5594, top5_acc: 0.8102, loss_cls: 1.7205, loss: 1.7205, grad_norm: 6.8130 2021-06-07 07:36:38,988 - mmaction - INFO - Epoch [31][800/1345] lr: 1.000e-03, eta: 6:47:04, time: 0.589, data_time: 0.002, memory: 7127, top1_acc: 0.5836, top5_acc: 0.8180, loss_cls: 1.6499, loss: 1.6499, grad_norm: 6.5134 2021-06-07 07:36:51,635 - mmaction - INFO - Epoch [31][820/1345] lr: 1.000e-03, eta: 6:46:42, time: 0.633, data_time: 0.001, memory: 7127, top1_acc: 0.5797, top5_acc: 0.8203, loss_cls: 1.6197, loss: 1.6197, grad_norm: 6.4069 2021-06-07 07:37:03,226 - mmaction - INFO - Epoch [31][840/1345] lr: 1.000e-03, eta: 6:46:19, time: 0.579, data_time: 0.001, memory: 7127, top1_acc: 0.5750, top5_acc: 0.8234, loss_cls: 1.6818, loss: 1.6818, grad_norm: 6.7255 2021-06-07 07:37:14,879 - mmaction - INFO - Epoch [31][860/1345] lr: 1.000e-03, eta: 6:45:55, time: 0.583, data_time: 0.001, memory: 7127, top1_acc: 0.5773, top5_acc: 0.8094, loss_cls: 1.6649, loss: 1.6649, grad_norm: 6.5634 2021-06-07 07:37:26,815 - mmaction - INFO - Epoch [31][880/1345] lr: 1.000e-03, eta: 6:45:33, time: 0.597, data_time: 0.002, memory: 7127, top1_acc: 0.5711, top5_acc: 0.8258, loss_cls: 1.6672, loss: 1.6672, grad_norm: 6.5688 2021-06-07 07:37:38,609 - mmaction - INFO - Epoch [31][900/1345] lr: 1.000e-03, eta: 6:45:09, time: 0.590, data_time: 0.001, memory: 7127, top1_acc: 0.5734, top5_acc: 0.8250, loss_cls: 1.6557, loss: 1.6557, grad_norm: 6.3924 2021-06-07 07:37:50,679 - mmaction - INFO - Epoch [31][920/1345] lr: 1.000e-03, eta: 6:44:47, time: 0.603, data_time: 0.002, memory: 7127, top1_acc: 0.5805, top5_acc: 0.8180, loss_cls: 1.6917, loss: 1.6917, grad_norm: 6.4548 2021-06-07 07:38:03,081 - mmaction - INFO - Epoch [31][940/1345] lr: 1.000e-03, eta: 6:44:24, time: 0.620, data_time: 0.001, memory: 7127, top1_acc: 0.5953, top5_acc: 0.8281, loss_cls: 1.5826, loss: 1.5826, grad_norm: 6.4431 2021-06-07 07:38:15,163 - mmaction - INFO - Epoch [31][960/1345] lr: 1.000e-03, eta: 6:44:01, time: 0.603, data_time: 0.001, memory: 7127, top1_acc: 0.5984, top5_acc: 0.8258, loss_cls: 1.6141, loss: 1.6141, grad_norm: 6.3752 2021-06-07 07:38:27,393 - mmaction - INFO - Epoch [31][980/1345] lr: 1.000e-03, eta: 6:43:38, time: 0.613, data_time: 0.002, memory: 7127, top1_acc: 0.5906, top5_acc: 0.8063, loss_cls: 1.6545, loss: 1.6545, grad_norm: 6.5999 2021-06-07 07:38:39,961 - mmaction - INFO - Epoch [31][1000/1345] lr: 1.000e-03, eta: 6:43:16, time: 0.627, data_time: 0.001, memory: 7127, top1_acc: 0.5875, top5_acc: 0.8195, loss_cls: 1.6470, loss: 1.6470, grad_norm: 6.6496 2021-06-07 07:38:51,802 - mmaction - INFO - Epoch [31][1020/1345] lr: 1.000e-03, eta: 6:42:53, time: 0.593, data_time: 0.002, memory: 7127, top1_acc: 0.5883, top5_acc: 0.8266, loss_cls: 1.5985, loss: 1.5985, grad_norm: 6.5634 2021-06-07 07:39:04,345 - mmaction - INFO - Epoch [31][1040/1345] lr: 1.000e-03, eta: 6:42:30, time: 0.627, data_time: 0.001, memory: 7127, top1_acc: 0.5836, top5_acc: 0.8359, loss_cls: 1.5857, loss: 1.5857, grad_norm: 6.5474 2021-06-07 07:39:16,630 - mmaction - INFO - Epoch [31][1060/1345] lr: 1.000e-03, eta: 6:42:08, time: 0.615, data_time: 0.001, memory: 7127, top1_acc: 0.5813, top5_acc: 0.8289, loss_cls: 1.6157, loss: 1.6157, grad_norm: 6.6280 2021-06-07 07:39:28,894 - mmaction - INFO - Epoch [31][1080/1345] lr: 1.000e-03, eta: 6:41:45, time: 0.613, data_time: 0.001, memory: 7127, top1_acc: 0.5758, top5_acc: 0.8234, loss_cls: 1.6627, loss: 1.6627, grad_norm: 6.7335 2021-06-07 07:39:40,583 - mmaction - INFO - Epoch [31][1100/1345] lr: 1.000e-03, eta: 6:41:22, time: 0.585, data_time: 0.001, memory: 7127, top1_acc: 0.5781, top5_acc: 0.8195, loss_cls: 1.6435, loss: 1.6435, grad_norm: 6.6435 2021-06-07 07:39:53,806 - mmaction - INFO - Epoch [31][1120/1345] lr: 1.000e-03, eta: 6:41:00, time: 0.661, data_time: 0.001, memory: 7127, top1_acc: 0.5922, top5_acc: 0.8297, loss_cls: 1.6114, loss: 1.6114, grad_norm: 6.5233 2021-06-07 07:40:05,858 - mmaction - INFO - Epoch [31][1140/1345] lr: 1.000e-03, eta: 6:40:37, time: 0.603, data_time: 0.001, memory: 7127, top1_acc: 0.5977, top5_acc: 0.8258, loss_cls: 1.6065, loss: 1.6065, grad_norm: 6.6416 2021-06-07 07:40:17,210 - mmaction - INFO - Epoch [31][1160/1345] lr: 1.000e-03, eta: 6:40:14, time: 0.567, data_time: 0.001, memory: 7127, top1_acc: 0.5828, top5_acc: 0.8125, loss_cls: 1.6843, loss: 1.6843, grad_norm: 6.5832 2021-06-07 07:40:29,714 - mmaction - INFO - Epoch [31][1180/1345] lr: 1.000e-03, eta: 6:39:51, time: 0.626, data_time: 0.001, memory: 7127, top1_acc: 0.5945, top5_acc: 0.8367, loss_cls: 1.5830, loss: 1.5830, grad_norm: 6.5046 2021-06-07 07:40:41,873 - mmaction - INFO - Epoch [31][1200/1345] lr: 1.000e-03, eta: 6:39:29, time: 0.607, data_time: 0.001, memory: 7127, top1_acc: 0.5930, top5_acc: 0.8359, loss_cls: 1.5708, loss: 1.5708, grad_norm: 6.6411 2021-06-07 07:40:55,804 - mmaction - INFO - Epoch [31][1220/1345] lr: 1.000e-03, eta: 6:39:07, time: 0.698, data_time: 0.002, memory: 7127, top1_acc: 0.5797, top5_acc: 0.8266, loss_cls: 1.6518, loss: 1.6518, grad_norm: 6.6746 2021-06-07 07:41:07,416 - mmaction - INFO - Epoch [31][1240/1345] lr: 1.000e-03, eta: 6:38:44, time: 0.580, data_time: 0.001, memory: 7127, top1_acc: 0.5922, top5_acc: 0.8336, loss_cls: 1.5987, loss: 1.5987, grad_norm: 6.5012 2021-06-07 07:41:19,716 - mmaction - INFO - Epoch [31][1260/1345] lr: 1.000e-03, eta: 6:38:22, time: 0.614, data_time: 0.001, memory: 7127, top1_acc: 0.5867, top5_acc: 0.8266, loss_cls: 1.6458, loss: 1.6458, grad_norm: 6.6722 2021-06-07 07:41:31,412 - mmaction - INFO - Epoch [31][1280/1345] lr: 1.000e-03, eta: 6:37:59, time: 0.586, data_time: 0.002, memory: 7127, top1_acc: 0.6078, top5_acc: 0.8453, loss_cls: 1.5370, loss: 1.5370, grad_norm: 6.5463 2021-06-07 07:41:44,212 - mmaction - INFO - Epoch [31][1300/1345] lr: 1.000e-03, eta: 6:37:37, time: 0.640, data_time: 0.001, memory: 7127, top1_acc: 0.5914, top5_acc: 0.8234, loss_cls: 1.6007, loss: 1.6007, grad_norm: 6.5501 2021-06-07 07:41:56,193 - mmaction - INFO - Epoch [31][1320/1345] lr: 1.000e-03, eta: 6:37:14, time: 0.598, data_time: 0.001, memory: 7127, top1_acc: 0.5680, top5_acc: 0.8164, loss_cls: 1.6671, loss: 1.6671, grad_norm: 6.5059 2021-06-07 07:42:08,013 - mmaction - INFO - Epoch [31][1340/1345] lr: 1.000e-03, eta: 6:36:51, time: 0.592, data_time: 0.002, memory: 7127, top1_acc: 0.6141, top5_acc: 0.8375, loss_cls: 1.5515, loss: 1.5515, grad_norm: 6.5748 2021-06-07 07:42:15,854 - mmaction - INFO - Saving checkpoint at 31 epochs 2021-06-07 07:50:06,142 - mmaction - INFO - Epoch [32][20/1345] lr: 1.000e-03, eta: 6:41:01, time: 23.463, data_time: 22.823, memory: 7127, top1_acc: 0.6234, top5_acc: 0.8453, loss_cls: 1.5213, loss: 1.5213, grad_norm: 6.3800 2021-06-07 07:50:16,501 - mmaction - INFO - Epoch [32][40/1345] lr: 1.000e-03, eta: 6:40:37, time: 0.519, data_time: 0.005, memory: 7127, top1_acc: 0.5820, top5_acc: 0.8336, loss_cls: 1.5846, loss: 1.5846, grad_norm: 6.4889 2021-06-07 07:50:26,608 - mmaction - INFO - Epoch [32][60/1345] lr: 1.000e-03, eta: 6:40:13, time: 0.506, data_time: 0.002, memory: 7127, top1_acc: 0.5859, top5_acc: 0.8367, loss_cls: 1.5904, loss: 1.5904, grad_norm: 6.8896 2021-06-07 07:50:36,763 - mmaction - INFO - Epoch [32][80/1345] lr: 1.000e-03, eta: 6:39:48, time: 0.508, data_time: 0.001, memory: 7127, top1_acc: 0.5992, top5_acc: 0.8328, loss_cls: 1.5586, loss: 1.5586, grad_norm: 6.4929 2021-06-07 07:50:47,175 - mmaction - INFO - Epoch [32][100/1345] lr: 1.000e-03, eta: 6:39:24, time: 0.519, data_time: 0.001, memory: 7127, top1_acc: 0.6125, top5_acc: 0.8383, loss_cls: 1.5454, loss: 1.5454, grad_norm: 6.6725 2021-06-07 07:50:57,473 - mmaction - INFO - Epoch [32][120/1345] lr: 1.000e-03, eta: 6:39:00, time: 0.517, data_time: 0.003, memory: 7127, top1_acc: 0.5766, top5_acc: 0.8289, loss_cls: 1.6222, loss: 1.6222, grad_norm: 6.5225 2021-06-07 07:51:07,785 - mmaction - INFO - Epoch [32][140/1345] lr: 1.000e-03, eta: 6:38:36, time: 0.515, data_time: 0.001, memory: 7127, top1_acc: 0.6070, top5_acc: 0.8383, loss_cls: 1.5548, loss: 1.5548, grad_norm: 6.4936 2021-06-07 07:51:17,979 - mmaction - INFO - Epoch [32][160/1345] lr: 1.000e-03, eta: 6:38:12, time: 0.510, data_time: 0.002, memory: 7127, top1_acc: 0.6031, top5_acc: 0.8406, loss_cls: 1.5592, loss: 1.5592, grad_norm: 6.5656 2021-06-07 07:51:28,306 - mmaction - INFO - Epoch [32][180/1345] lr: 1.000e-03, eta: 6:37:48, time: 0.516, data_time: 0.001, memory: 7127, top1_acc: 0.6195, top5_acc: 0.8422, loss_cls: 1.5423, loss: 1.5423, grad_norm: 6.5492 2021-06-07 07:51:38,792 - mmaction - INFO - Epoch [32][200/1345] lr: 1.000e-03, eta: 6:37:25, time: 0.524, data_time: 0.001, memory: 7127, top1_acc: 0.5867, top5_acc: 0.8305, loss_cls: 1.6177, loss: 1.6177, grad_norm: 6.7739 2021-06-07 07:51:49,702 - mmaction - INFO - Epoch [32][220/1345] lr: 1.000e-03, eta: 6:37:01, time: 0.545, data_time: 0.001, memory: 7127, top1_acc: 0.6148, top5_acc: 0.8430, loss_cls: 1.5477, loss: 1.5477, grad_norm: 6.7021 2021-06-07 07:52:02,021 - mmaction - INFO - Epoch [32][240/1345] lr: 1.000e-03, eta: 6:36:38, time: 0.617, data_time: 0.002, memory: 7127, top1_acc: 0.6133, top5_acc: 0.8281, loss_cls: 1.5714, loss: 1.5714, grad_norm: 6.5229 2021-06-07 07:52:13,479 - mmaction - INFO - Epoch [32][260/1345] lr: 1.000e-03, eta: 6:36:15, time: 0.573, data_time: 0.001, memory: 7127, top1_acc: 0.6203, top5_acc: 0.8500, loss_cls: 1.5108, loss: 1.5108, grad_norm: 6.8204 2021-06-07 07:52:25,058 - mmaction - INFO - Epoch [32][280/1345] lr: 1.000e-03, eta: 6:35:52, time: 0.579, data_time: 0.002, memory: 7127, top1_acc: 0.5938, top5_acc: 0.8297, loss_cls: 1.6092, loss: 1.6092, grad_norm: 6.7840 2021-06-07 07:52:39,158 - mmaction - INFO - Epoch [32][300/1345] lr: 1.000e-03, eta: 6:35:30, time: 0.706, data_time: 0.002, memory: 7127, top1_acc: 0.6023, top5_acc: 0.8273, loss_cls: 1.5773, loss: 1.5773, grad_norm: 6.5536 2021-06-07 07:52:50,907 - mmaction - INFO - Epoch [32][320/1345] lr: 1.000e-03, eta: 6:35:07, time: 0.587, data_time: 0.001, memory: 7127, top1_acc: 0.5945, top5_acc: 0.8352, loss_cls: 1.5530, loss: 1.5530, grad_norm: 6.8283 2021-06-07 07:53:03,177 - mmaction - INFO - Epoch [32][340/1345] lr: 1.000e-03, eta: 6:34:45, time: 0.613, data_time: 0.001, memory: 7127, top1_acc: 0.6211, top5_acc: 0.8508, loss_cls: 1.4585, loss: 1.4585, grad_norm: 6.6231 2021-06-07 07:53:15,886 - mmaction - INFO - Epoch [32][360/1345] lr: 1.000e-03, eta: 6:34:22, time: 0.636, data_time: 0.001, memory: 7127, top1_acc: 0.6133, top5_acc: 0.8484, loss_cls: 1.5148, loss: 1.5148, grad_norm: 6.6670 2021-06-07 07:53:28,698 - mmaction - INFO - Epoch [32][380/1345] lr: 1.000e-03, eta: 6:34:00, time: 0.641, data_time: 0.001, memory: 7127, top1_acc: 0.5828, top5_acc: 0.8094, loss_cls: 1.6583, loss: 1.6583, grad_norm: 6.9390 2021-06-07 07:53:39,951 - mmaction - INFO - Epoch [32][400/1345] lr: 1.000e-03, eta: 6:33:36, time: 0.563, data_time: 0.001, memory: 7127, top1_acc: 0.6172, top5_acc: 0.8367, loss_cls: 1.5458, loss: 1.5458, grad_norm: 6.6872 2021-06-07 07:53:52,000 - mmaction - INFO - Epoch [32][420/1345] lr: 1.000e-03, eta: 6:33:14, time: 0.602, data_time: 0.001, memory: 7127, top1_acc: 0.6281, top5_acc: 0.8242, loss_cls: 1.5687, loss: 1.5687, grad_norm: 6.7686 2021-06-07 07:54:04,296 - mmaction - INFO - Epoch [32][440/1345] lr: 1.000e-03, eta: 6:32:51, time: 0.614, data_time: 0.001, memory: 7127, top1_acc: 0.5891, top5_acc: 0.8297, loss_cls: 1.6082, loss: 1.6082, grad_norm: 6.8167 2021-06-07 07:54:16,604 - mmaction - INFO - Epoch [32][460/1345] lr: 1.000e-03, eta: 6:32:28, time: 0.616, data_time: 0.002, memory: 7127, top1_acc: 0.6000, top5_acc: 0.8438, loss_cls: 1.5511, loss: 1.5511, grad_norm: 6.8751 2021-06-07 07:54:28,656 - mmaction - INFO - Epoch [32][480/1345] lr: 1.000e-03, eta: 6:32:06, time: 0.603, data_time: 0.001, memory: 7127, top1_acc: 0.6039, top5_acc: 0.8141, loss_cls: 1.6069, loss: 1.6069, grad_norm: 6.7232 2021-06-07 07:54:41,184 - mmaction - INFO - Epoch [32][500/1345] lr: 1.000e-03, eta: 6:31:43, time: 0.626, data_time: 0.001, memory: 7127, top1_acc: 0.5977, top5_acc: 0.8172, loss_cls: 1.6253, loss: 1.6253, grad_norm: 6.6735 2021-06-07 07:54:52,999 - mmaction - INFO - Epoch [32][520/1345] lr: 1.000e-03, eta: 6:31:20, time: 0.591, data_time: 0.002, memory: 7127, top1_acc: 0.5922, top5_acc: 0.8320, loss_cls: 1.5893, loss: 1.5893, grad_norm: 6.8916 2021-06-07 07:55:05,496 - mmaction - INFO - Epoch [32][540/1345] lr: 1.000e-03, eta: 6:30:58, time: 0.625, data_time: 0.002, memory: 7127, top1_acc: 0.6211, top5_acc: 0.8477, loss_cls: 1.4903, loss: 1.4903, grad_norm: 6.6960 2021-06-07 07:55:18,300 - mmaction - INFO - Epoch [32][560/1345] lr: 1.000e-03, eta: 6:30:36, time: 0.639, data_time: 0.001, memory: 7127, top1_acc: 0.5875, top5_acc: 0.8367, loss_cls: 1.6167, loss: 1.6167, grad_norm: 7.0913 2021-06-07 07:55:30,583 - mmaction - INFO - Epoch [32][580/1345] lr: 1.000e-03, eta: 6:30:13, time: 0.614, data_time: 0.002, memory: 7127, top1_acc: 0.5977, top5_acc: 0.8336, loss_cls: 1.5754, loss: 1.5754, grad_norm: 6.8634 2021-06-07 07:55:42,367 - mmaction - INFO - Epoch [32][600/1345] lr: 1.000e-03, eta: 6:29:50, time: 0.590, data_time: 0.002, memory: 7127, top1_acc: 0.5773, top5_acc: 0.8211, loss_cls: 1.6191, loss: 1.6191, grad_norm: 6.5164 2021-06-07 07:55:55,564 - mmaction - INFO - Epoch [32][620/1345] lr: 1.000e-03, eta: 6:29:28, time: 0.660, data_time: 0.001, memory: 7127, top1_acc: 0.5938, top5_acc: 0.8148, loss_cls: 1.6460, loss: 1.6460, grad_norm: 6.8522 2021-06-07 07:56:07,797 - mmaction - INFO - Epoch [32][640/1345] lr: 1.000e-03, eta: 6:29:06, time: 0.611, data_time: 0.001, memory: 7127, top1_acc: 0.5930, top5_acc: 0.8266, loss_cls: 1.6088, loss: 1.6088, grad_norm: 6.5839 2021-06-07 07:56:19,769 - mmaction - INFO - Epoch [32][660/1345] lr: 1.000e-03, eta: 6:28:43, time: 0.599, data_time: 0.001, memory: 7127, top1_acc: 0.6133, top5_acc: 0.8445, loss_cls: 1.5032, loss: 1.5032, grad_norm: 6.5038 2021-06-07 07:56:32,487 - mmaction - INFO - Epoch [32][680/1345] lr: 1.000e-03, eta: 6:28:21, time: 0.636, data_time: 0.001, memory: 7127, top1_acc: 0.6172, top5_acc: 0.8469, loss_cls: 1.5122, loss: 1.5122, grad_norm: 6.5670 2021-06-07 07:56:44,503 - mmaction - INFO - Epoch [32][700/1345] lr: 1.000e-03, eta: 6:27:58, time: 0.601, data_time: 0.001, memory: 7127, top1_acc: 0.5977, top5_acc: 0.8313, loss_cls: 1.5535, loss: 1.5535, grad_norm: 6.7522 2021-06-07 07:56:57,117 - mmaction - INFO - Epoch [32][720/1345] lr: 1.000e-03, eta: 6:27:36, time: 0.630, data_time: 0.001, memory: 7127, top1_acc: 0.6094, top5_acc: 0.8336, loss_cls: 1.5416, loss: 1.5416, grad_norm: 6.7226 2021-06-07 07:57:09,997 - mmaction - INFO - Epoch [32][740/1345] lr: 1.000e-03, eta: 6:27:13, time: 0.645, data_time: 0.002, memory: 7127, top1_acc: 0.6234, top5_acc: 0.8398, loss_cls: 1.5458, loss: 1.5458, grad_norm: 6.7755 2021-06-07 07:57:21,908 - mmaction - INFO - Epoch [32][760/1345] lr: 1.000e-03, eta: 6:26:51, time: 0.595, data_time: 0.001, memory: 7127, top1_acc: 0.6047, top5_acc: 0.8336, loss_cls: 1.5208, loss: 1.5208, grad_norm: 6.6982 2021-06-07 07:57:34,720 - mmaction - INFO - Epoch [32][780/1345] lr: 1.000e-03, eta: 6:26:29, time: 0.640, data_time: 0.001, memory: 7127, top1_acc: 0.6070, top5_acc: 0.8391, loss_cls: 1.5385, loss: 1.5385, grad_norm: 6.6935 2021-06-07 07:57:46,946 - mmaction - INFO - Epoch [32][800/1345] lr: 1.000e-03, eta: 6:26:06, time: 0.612, data_time: 0.002, memory: 7127, top1_acc: 0.5906, top5_acc: 0.8367, loss_cls: 1.5262, loss: 1.5262, grad_norm: 6.7605 2021-06-07 07:57:58,455 - mmaction - INFO - Epoch [32][820/1345] lr: 1.000e-03, eta: 6:25:43, time: 0.574, data_time: 0.001, memory: 7127, top1_acc: 0.6133, top5_acc: 0.8297, loss_cls: 1.5319, loss: 1.5319, grad_norm: 6.6587 2021-06-07 07:58:10,174 - mmaction - INFO - Epoch [32][840/1345] lr: 1.000e-03, eta: 6:25:20, time: 0.587, data_time: 0.003, memory: 7127, top1_acc: 0.6117, top5_acc: 0.8414, loss_cls: 1.5411, loss: 1.5411, grad_norm: 6.8423 2021-06-07 07:58:22,536 - mmaction - INFO - Epoch [32][860/1345] lr: 1.000e-03, eta: 6:24:58, time: 0.618, data_time: 0.002, memory: 7127, top1_acc: 0.6289, top5_acc: 0.8414, loss_cls: 1.4477, loss: 1.4477, grad_norm: 6.4851 2021-06-07 07:58:35,259 - mmaction - INFO - Epoch [32][880/1345] lr: 1.000e-03, eta: 6:24:36, time: 0.636, data_time: 0.002, memory: 7127, top1_acc: 0.5875, top5_acc: 0.8289, loss_cls: 1.6263, loss: 1.6263, grad_norm: 6.9531 2021-06-07 07:58:48,127 - mmaction - INFO - Epoch [32][900/1345] lr: 1.000e-03, eta: 6:24:14, time: 0.644, data_time: 0.001, memory: 7127, top1_acc: 0.6156, top5_acc: 0.8414, loss_cls: 1.4948, loss: 1.4948, grad_norm: 6.6484 2021-06-07 07:59:00,303 - mmaction - INFO - Epoch [32][920/1345] lr: 1.000e-03, eta: 6:23:51, time: 0.609, data_time: 0.001, memory: 7127, top1_acc: 0.6047, top5_acc: 0.8445, loss_cls: 1.5003, loss: 1.5003, grad_norm: 6.9149 2021-06-07 07:59:13,134 - mmaction - INFO - Epoch [32][940/1345] lr: 1.000e-03, eta: 6:23:29, time: 0.641, data_time: 0.001, memory: 7127, top1_acc: 0.5844, top5_acc: 0.8234, loss_cls: 1.6134, loss: 1.6134, grad_norm: 6.7860 2021-06-07 07:59:25,354 - mmaction - INFO - Epoch [32][960/1345] lr: 1.000e-03, eta: 6:23:07, time: 0.611, data_time: 0.001, memory: 7127, top1_acc: 0.6000, top5_acc: 0.8320, loss_cls: 1.5313, loss: 1.5313, grad_norm: 6.8057 2021-06-07 07:59:37,234 - mmaction - INFO - Epoch [32][980/1345] lr: 1.000e-03, eta: 6:22:44, time: 0.593, data_time: 0.001, memory: 7127, top1_acc: 0.6062, top5_acc: 0.8375, loss_cls: 1.5312, loss: 1.5312, grad_norm: 6.8312 2021-06-07 07:59:49,627 - mmaction - INFO - Epoch [32][1000/1345] lr: 1.000e-03, eta: 6:22:22, time: 0.620, data_time: 0.002, memory: 7127, top1_acc: 0.5852, top5_acc: 0.8133, loss_cls: 1.6244, loss: 1.6244, grad_norm: 6.8801 2021-06-07 08:00:01,047 - mmaction - INFO - Epoch [32][1020/1345] lr: 1.000e-03, eta: 6:21:59, time: 0.571, data_time: 0.001, memory: 7127, top1_acc: 0.6031, top5_acc: 0.8336, loss_cls: 1.5213, loss: 1.5213, grad_norm: 6.8828 2021-06-07 08:00:13,560 - mmaction - INFO - Epoch [32][1040/1345] lr: 1.000e-03, eta: 6:21:37, time: 0.626, data_time: 0.001, memory: 7127, top1_acc: 0.6109, top5_acc: 0.8453, loss_cls: 1.4917, loss: 1.4917, grad_norm: 6.7732 2021-06-07 08:00:25,181 - mmaction - INFO - Epoch [32][1060/1345] lr: 1.000e-03, eta: 6:21:14, time: 0.581, data_time: 0.001, memory: 7127, top1_acc: 0.6156, top5_acc: 0.8328, loss_cls: 1.5383, loss: 1.5383, grad_norm: 6.8990 2021-06-07 08:00:37,411 - mmaction - INFO - Epoch [32][1080/1345] lr: 1.000e-03, eta: 6:20:52, time: 0.612, data_time: 0.001, memory: 7127, top1_acc: 0.6070, top5_acc: 0.8352, loss_cls: 1.5408, loss: 1.5408, grad_norm: 6.7913 2021-06-07 08:00:49,227 - mmaction - INFO - Epoch [32][1100/1345] lr: 1.000e-03, eta: 6:20:29, time: 0.590, data_time: 0.001, memory: 7127, top1_acc: 0.5953, top5_acc: 0.8617, loss_cls: 1.4858, loss: 1.4858, grad_norm: 6.9003 2021-06-07 08:01:01,006 - mmaction - INFO - Epoch [32][1120/1345] lr: 1.000e-03, eta: 6:20:06, time: 0.590, data_time: 0.003, memory: 7127, top1_acc: 0.6141, top5_acc: 0.8398, loss_cls: 1.5528, loss: 1.5528, grad_norm: 6.7711 2021-06-07 08:01:12,792 - mmaction - INFO - Epoch [32][1140/1345] lr: 1.000e-03, eta: 6:19:44, time: 0.588, data_time: 0.001, memory: 7127, top1_acc: 0.5883, top5_acc: 0.8227, loss_cls: 1.5990, loss: 1.5990, grad_norm: 7.0962 2021-06-07 08:01:24,845 - mmaction - INFO - Epoch [32][1160/1345] lr: 1.000e-03, eta: 6:19:21, time: 0.603, data_time: 0.002, memory: 7127, top1_acc: 0.5867, top5_acc: 0.8398, loss_cls: 1.5807, loss: 1.5807, grad_norm: 7.1000 2021-06-07 08:01:36,189 - mmaction - INFO - Epoch [32][1180/1345] lr: 1.000e-03, eta: 6:18:59, time: 0.568, data_time: 0.002, memory: 7127, top1_acc: 0.6156, top5_acc: 0.8586, loss_cls: 1.4829, loss: 1.4829, grad_norm: 6.8605 2021-06-07 08:01:48,436 - mmaction - INFO - Epoch [32][1200/1345] lr: 1.000e-03, eta: 6:18:36, time: 0.612, data_time: 0.001, memory: 7127, top1_acc: 0.6156, top5_acc: 0.8336, loss_cls: 1.5373, loss: 1.5373, grad_norm: 6.8941 2021-06-07 08:02:00,365 - mmaction - INFO - Epoch [32][1220/1345] lr: 1.000e-03, eta: 6:18:14, time: 0.597, data_time: 0.002, memory: 7127, top1_acc: 0.5906, top5_acc: 0.8156, loss_cls: 1.6706, loss: 1.6706, grad_norm: 7.0853 2021-06-07 08:02:12,381 - mmaction - INFO - Epoch [32][1240/1345] lr: 1.000e-03, eta: 6:17:51, time: 0.601, data_time: 0.001, memory: 7127, top1_acc: 0.6156, top5_acc: 0.8484, loss_cls: 1.5560, loss: 1.5560, grad_norm: 6.8591 2021-06-07 08:02:25,587 - mmaction - INFO - Epoch [32][1260/1345] lr: 1.000e-03, eta: 6:17:30, time: 0.660, data_time: 0.001, memory: 7127, top1_acc: 0.5930, top5_acc: 0.8445, loss_cls: 1.5368, loss: 1.5368, grad_norm: 6.8685 2021-06-07 08:02:37,853 - mmaction - INFO - Epoch [32][1280/1345] lr: 1.000e-03, eta: 6:17:07, time: 0.613, data_time: 0.001, memory: 7127, top1_acc: 0.5719, top5_acc: 0.8258, loss_cls: 1.6609, loss: 1.6609, grad_norm: 6.9942 2021-06-07 08:02:49,077 - mmaction - INFO - Epoch [32][1300/1345] lr: 1.000e-03, eta: 6:16:45, time: 0.560, data_time: 0.001, memory: 7127, top1_acc: 0.6055, top5_acc: 0.8453, loss_cls: 1.5506, loss: 1.5506, grad_norm: 7.0898 2021-06-07 08:03:01,532 - mmaction - INFO - Epoch [32][1320/1345] lr: 1.000e-03, eta: 6:16:22, time: 0.624, data_time: 0.003, memory: 7127, top1_acc: 0.6094, top5_acc: 0.8367, loss_cls: 1.5467, loss: 1.5467, grad_norm: 6.9475 2021-06-07 08:03:14,336 - mmaction - INFO - Epoch [32][1340/1345] lr: 1.000e-03, eta: 6:16:01, time: 0.640, data_time: 0.001, memory: 7127, top1_acc: 0.6172, top5_acc: 0.8391, loss_cls: 1.5282, loss: 1.5282, grad_norm: 6.8680 2021-06-07 08:03:21,657 - mmaction - INFO - Saving checkpoint at 32 epochs 2021-06-07 08:10:56,828 - mmaction - INFO - Epoch [33][20/1345] lr: 1.000e-03, eta: 6:19:39, time: 22.707, data_time: 22.069, memory: 7127, top1_acc: 0.6055, top5_acc: 0.8453, loss_cls: 1.5318, loss: 1.5318, grad_norm: 7.0527 2021-06-07 08:11:07,055 - mmaction - INFO - Epoch [33][40/1345] lr: 1.000e-03, eta: 6:19:16, time: 0.513, data_time: 0.004, memory: 7127, top1_acc: 0.6125, top5_acc: 0.8516, loss_cls: 1.4744, loss: 1.4744, grad_norm: 6.5569 2021-06-07 08:11:17,106 - mmaction - INFO - Epoch [33][60/1345] lr: 1.000e-03, eta: 6:18:52, time: 0.503, data_time: 0.002, memory: 7127, top1_acc: 0.6227, top5_acc: 0.8469, loss_cls: 1.4641, loss: 1.4641, grad_norm: 6.6876 2021-06-07 08:11:27,404 - mmaction - INFO - Epoch [33][80/1345] lr: 1.000e-03, eta: 6:18:28, time: 0.514, data_time: 0.002, memory: 7127, top1_acc: 0.6234, top5_acc: 0.8344, loss_cls: 1.5196, loss: 1.5196, grad_norm: 6.8712 2021-06-07 08:11:37,555 - mmaction - INFO - Epoch [33][100/1345] lr: 1.000e-03, eta: 6:18:05, time: 0.508, data_time: 0.002, memory: 7127, top1_acc: 0.6062, top5_acc: 0.8336, loss_cls: 1.5068, loss: 1.5068, grad_norm: 6.9386 2021-06-07 08:11:48,074 - mmaction - INFO - Epoch [33][120/1345] lr: 1.000e-03, eta: 6:17:41, time: 0.526, data_time: 0.001, memory: 7127, top1_acc: 0.6156, top5_acc: 0.8570, loss_cls: 1.4391, loss: 1.4391, grad_norm: 6.8082 2021-06-07 08:11:58,243 - mmaction - INFO - Epoch [33][140/1345] lr: 1.000e-03, eta: 6:17:18, time: 0.508, data_time: 0.001, memory: 7127, top1_acc: 0.6383, top5_acc: 0.8539, loss_cls: 1.4430, loss: 1.4430, grad_norm: 6.7144 2021-06-07 08:12:08,557 - mmaction - INFO - Epoch [33][160/1345] lr: 1.000e-03, eta: 6:16:54, time: 0.515, data_time: 0.002, memory: 7127, top1_acc: 0.6281, top5_acc: 0.8547, loss_cls: 1.4292, loss: 1.4292, grad_norm: 6.9072 2021-06-07 08:12:18,638 - mmaction - INFO - Epoch [33][180/1345] lr: 1.000e-03, eta: 6:16:30, time: 0.505, data_time: 0.002, memory: 7127, top1_acc: 0.6180, top5_acc: 0.8359, loss_cls: 1.5273, loss: 1.5273, grad_norm: 7.0604 2021-06-07 08:12:29,168 - mmaction - INFO - Epoch [33][200/1345] lr: 1.000e-03, eta: 6:16:07, time: 0.527, data_time: 0.002, memory: 7127, top1_acc: 0.6055, top5_acc: 0.8500, loss_cls: 1.5185, loss: 1.5185, grad_norm: 6.9579 2021-06-07 08:12:40,294 - mmaction - INFO - Epoch [33][220/1345] lr: 1.000e-03, eta: 6:15:44, time: 0.556, data_time: 0.001, memory: 7127, top1_acc: 0.5953, top5_acc: 0.8172, loss_cls: 1.6291, loss: 1.6291, grad_norm: 7.2230 2021-06-07 08:12:51,618 - mmaction - INFO - Epoch [33][240/1345] lr: 1.000e-03, eta: 6:15:21, time: 0.566, data_time: 0.001, memory: 7127, top1_acc: 0.6219, top5_acc: 0.8336, loss_cls: 1.5150, loss: 1.5150, grad_norm: 6.7627 2021-06-07 08:13:03,656 - mmaction - INFO - Epoch [33][260/1345] lr: 1.000e-03, eta: 6:14:58, time: 0.602, data_time: 0.001, memory: 7127, top1_acc: 0.6320, top5_acc: 0.8570, loss_cls: 1.4220, loss: 1.4220, grad_norm: 6.7864 2021-06-07 08:13:15,416 - mmaction - INFO - Epoch [33][280/1345] lr: 1.000e-03, eta: 6:14:36, time: 0.588, data_time: 0.001, memory: 7127, top1_acc: 0.6164, top5_acc: 0.8570, loss_cls: 1.4825, loss: 1.4825, grad_norm: 7.0002 2021-06-07 08:13:27,832 - mmaction - INFO - Epoch [33][300/1345] lr: 1.000e-03, eta: 6:14:13, time: 0.620, data_time: 0.001, memory: 7127, top1_acc: 0.6117, top5_acc: 0.8219, loss_cls: 1.5692, loss: 1.5692, grad_norm: 6.8759 2021-06-07 08:13:40,485 - mmaction - INFO - Epoch [33][320/1345] lr: 1.000e-03, eta: 6:13:51, time: 0.633, data_time: 0.002, memory: 7127, top1_acc: 0.6367, top5_acc: 0.8695, loss_cls: 1.4062, loss: 1.4062, grad_norm: 6.7998 2021-06-07 08:13:51,994 - mmaction - INFO - Epoch [33][340/1345] lr: 1.000e-03, eta: 6:13:29, time: 0.575, data_time: 0.001, memory: 7127, top1_acc: 0.6078, top5_acc: 0.8375, loss_cls: 1.4834, loss: 1.4834, grad_norm: 6.7380 2021-06-07 08:14:04,069 - mmaction - INFO - Epoch [33][360/1345] lr: 1.000e-03, eta: 6:13:06, time: 0.604, data_time: 0.002, memory: 7127, top1_acc: 0.6180, top5_acc: 0.8484, loss_cls: 1.5151, loss: 1.5151, grad_norm: 7.0353 2021-06-07 08:14:17,422 - mmaction - INFO - Epoch [33][380/1345] lr: 1.000e-03, eta: 6:12:44, time: 0.668, data_time: 0.001, memory: 7127, top1_acc: 0.6266, top5_acc: 0.8453, loss_cls: 1.5256, loss: 1.5256, grad_norm: 6.9884 2021-06-07 08:14:30,338 - mmaction - INFO - Epoch [33][400/1345] lr: 1.000e-03, eta: 6:12:22, time: 0.646, data_time: 0.001, memory: 7127, top1_acc: 0.6203, top5_acc: 0.8523, loss_cls: 1.4953, loss: 1.4953, grad_norm: 7.1331 2021-06-07 08:14:42,328 - mmaction - INFO - Epoch [33][420/1345] lr: 1.000e-03, eta: 6:12:00, time: 0.599, data_time: 0.001, memory: 7127, top1_acc: 0.6141, top5_acc: 0.8523, loss_cls: 1.4653, loss: 1.4653, grad_norm: 6.8943 2021-06-07 08:14:55,253 - mmaction - INFO - Epoch [33][440/1345] lr: 1.000e-03, eta: 6:11:38, time: 0.646, data_time: 0.002, memory: 7127, top1_acc: 0.6016, top5_acc: 0.8430, loss_cls: 1.5309, loss: 1.5309, grad_norm: 6.9412 2021-06-07 08:15:08,638 - mmaction - INFO - Epoch [33][460/1345] lr: 1.000e-03, eta: 6:11:16, time: 0.669, data_time: 0.001, memory: 7127, top1_acc: 0.5953, top5_acc: 0.8359, loss_cls: 1.6069, loss: 1.6069, grad_norm: 7.2238 2021-06-07 08:15:21,424 - mmaction - INFO - Epoch [33][480/1345] lr: 1.000e-03, eta: 6:10:54, time: 0.639, data_time: 0.002, memory: 7127, top1_acc: 0.6203, top5_acc: 0.8531, loss_cls: 1.4526, loss: 1.4526, grad_norm: 6.8713 2021-06-07 08:15:33,087 - mmaction - INFO - Epoch [33][500/1345] lr: 1.000e-03, eta: 6:10:32, time: 0.584, data_time: 0.002, memory: 7127, top1_acc: 0.6172, top5_acc: 0.8523, loss_cls: 1.4884, loss: 1.4884, grad_norm: 6.9596 2021-06-07 08:15:45,626 - mmaction - INFO - Epoch [33][520/1345] lr: 1.000e-03, eta: 6:10:09, time: 0.627, data_time: 0.001, memory: 7127, top1_acc: 0.6367, top5_acc: 0.8523, loss_cls: 1.4573, loss: 1.4573, grad_norm: 6.8650 2021-06-07 08:15:58,128 - mmaction - INFO - Epoch [33][540/1345] lr: 1.000e-03, eta: 6:09:47, time: 0.625, data_time: 0.001, memory: 7127, top1_acc: 0.6281, top5_acc: 0.8562, loss_cls: 1.4256, loss: 1.4256, grad_norm: 6.8776 2021-06-07 08:16:11,435 - mmaction - INFO - Epoch [33][560/1345] lr: 1.000e-03, eta: 6:09:26, time: 0.665, data_time: 0.001, memory: 7127, top1_acc: 0.6000, top5_acc: 0.8336, loss_cls: 1.5643, loss: 1.5643, grad_norm: 7.2568 2021-06-07 08:16:23,899 - mmaction - INFO - Epoch [33][580/1345] lr: 1.000e-03, eta: 6:09:03, time: 0.623, data_time: 0.001, memory: 7127, top1_acc: 0.6227, top5_acc: 0.8484, loss_cls: 1.4539, loss: 1.4539, grad_norm: 7.1068 2021-06-07 08:16:36,707 - mmaction - INFO - Epoch [33][600/1345] lr: 1.000e-03, eta: 6:08:42, time: 0.640, data_time: 0.001, memory: 7127, top1_acc: 0.6445, top5_acc: 0.8516, loss_cls: 1.4247, loss: 1.4247, grad_norm: 6.9317 2021-06-07 08:16:48,638 - mmaction - INFO - Epoch [33][620/1345] lr: 1.000e-03, eta: 6:08:19, time: 0.596, data_time: 0.001, memory: 7127, top1_acc: 0.6094, top5_acc: 0.8367, loss_cls: 1.5297, loss: 1.5297, grad_norm: 7.0819 2021-06-07 08:17:01,199 - mmaction - INFO - Epoch [33][640/1345] lr: 1.000e-03, eta: 6:07:57, time: 0.629, data_time: 0.002, memory: 7127, top1_acc: 0.6188, top5_acc: 0.8453, loss_cls: 1.4619, loss: 1.4619, grad_norm: 6.9583 2021-06-07 08:17:13,696 - mmaction - INFO - Epoch [33][660/1345] lr: 1.000e-03, eta: 6:07:35, time: 0.625, data_time: 0.001, memory: 7127, top1_acc: 0.6305, top5_acc: 0.8469, loss_cls: 1.4827, loss: 1.4827, grad_norm: 6.9537 2021-06-07 08:17:25,717 - mmaction - INFO - Epoch [33][680/1345] lr: 1.000e-03, eta: 6:07:13, time: 0.601, data_time: 0.001, memory: 7127, top1_acc: 0.6227, top5_acc: 0.8539, loss_cls: 1.4431, loss: 1.4431, grad_norm: 7.0929 2021-06-07 08:17:38,272 - mmaction - INFO - Epoch [33][700/1345] lr: 1.000e-03, eta: 6:06:51, time: 0.628, data_time: 0.001, memory: 7127, top1_acc: 0.6125, top5_acc: 0.8328, loss_cls: 1.5500, loss: 1.5500, grad_norm: 7.1082 2021-06-07 08:17:50,639 - mmaction - INFO - Epoch [33][720/1345] lr: 1.000e-03, eta: 6:06:28, time: 0.619, data_time: 0.001, memory: 7127, top1_acc: 0.6094, top5_acc: 0.8594, loss_cls: 1.4391, loss: 1.4391, grad_norm: 7.0077 2021-06-07 08:18:03,185 - mmaction - INFO - Epoch [33][740/1345] lr: 1.000e-03, eta: 6:06:06, time: 0.627, data_time: 0.001, memory: 7127, top1_acc: 0.6047, top5_acc: 0.8422, loss_cls: 1.5525, loss: 1.5525, grad_norm: 7.2736 2021-06-07 08:18:15,968 - mmaction - INFO - Epoch [33][760/1345] lr: 1.000e-03, eta: 6:05:44, time: 0.639, data_time: 0.002, memory: 7127, top1_acc: 0.6195, top5_acc: 0.8492, loss_cls: 1.4861, loss: 1.4861, grad_norm: 7.2475 2021-06-07 08:18:28,961 - mmaction - INFO - Epoch [33][780/1345] lr: 1.000e-03, eta: 6:05:23, time: 0.650, data_time: 0.001, memory: 7127, top1_acc: 0.6117, top5_acc: 0.8484, loss_cls: 1.5040, loss: 1.5040, grad_norm: 7.2409 2021-06-07 08:18:40,713 - mmaction - INFO - Epoch [33][800/1345] lr: 1.000e-03, eta: 6:05:00, time: 0.588, data_time: 0.001, memory: 7127, top1_acc: 0.5875, top5_acc: 0.8336, loss_cls: 1.5868, loss: 1.5868, grad_norm: 7.2915 2021-06-07 08:18:53,335 - mmaction - INFO - Epoch [33][820/1345] lr: 1.000e-03, eta: 6:04:38, time: 0.631, data_time: 0.001, memory: 7127, top1_acc: 0.6211, top5_acc: 0.8578, loss_cls: 1.4665, loss: 1.4665, grad_norm: 7.1595 2021-06-07 08:19:05,684 - mmaction - INFO - Epoch [33][840/1345] lr: 1.000e-03, eta: 6:04:16, time: 0.617, data_time: 0.001, memory: 7127, top1_acc: 0.6102, top5_acc: 0.8727, loss_cls: 1.4201, loss: 1.4201, grad_norm: 7.2442 2021-06-07 08:19:18,288 - mmaction - INFO - Epoch [33][860/1345] lr: 1.000e-03, eta: 6:03:54, time: 0.631, data_time: 0.001, memory: 7127, top1_acc: 0.6117, top5_acc: 0.8352, loss_cls: 1.5112, loss: 1.5112, grad_norm: 7.0665 2021-06-07 08:19:30,517 - mmaction - INFO - Epoch [33][880/1345] lr: 1.000e-03, eta: 6:03:32, time: 0.611, data_time: 0.001, memory: 7127, top1_acc: 0.6141, top5_acc: 0.8250, loss_cls: 1.5486, loss: 1.5486, grad_norm: 7.2382 2021-06-07 08:19:42,677 - mmaction - INFO - Epoch [33][900/1345] lr: 1.000e-03, eta: 6:03:10, time: 0.607, data_time: 0.001, memory: 7127, top1_acc: 0.6133, top5_acc: 0.8547, loss_cls: 1.4994, loss: 1.4994, grad_norm: 7.2945 2021-06-07 08:19:56,333 - mmaction - INFO - Epoch [33][920/1345] lr: 1.000e-03, eta: 6:02:49, time: 0.683, data_time: 0.003, memory: 7127, top1_acc: 0.6406, top5_acc: 0.8484, loss_cls: 1.4165, loss: 1.4165, grad_norm: 6.9337 2021-06-07 08:20:07,943 - mmaction - INFO - Epoch [33][940/1345] lr: 1.000e-03, eta: 6:02:26, time: 0.581, data_time: 0.001, memory: 7127, top1_acc: 0.6211, top5_acc: 0.8523, loss_cls: 1.4607, loss: 1.4607, grad_norm: 7.0665 2021-06-07 08:20:19,968 - mmaction - INFO - Epoch [33][960/1345] lr: 1.000e-03, eta: 6:02:04, time: 0.601, data_time: 0.001, memory: 7127, top1_acc: 0.6328, top5_acc: 0.8500, loss_cls: 1.4610, loss: 1.4610, grad_norm: 7.0396 2021-06-07 08:20:32,163 - mmaction - INFO - Epoch [33][980/1345] lr: 1.000e-03, eta: 6:01:42, time: 0.610, data_time: 0.001, memory: 7127, top1_acc: 0.5883, top5_acc: 0.8609, loss_cls: 1.4965, loss: 1.4965, grad_norm: 7.5389 2021-06-07 08:20:44,631 - mmaction - INFO - Epoch [33][1000/1345] lr: 1.000e-03, eta: 6:01:20, time: 0.623, data_time: 0.001, memory: 7127, top1_acc: 0.6227, top5_acc: 0.8617, loss_cls: 1.3961, loss: 1.3961, grad_norm: 6.9986 2021-06-07 08:20:56,360 - mmaction - INFO - Epoch [33][1020/1345] lr: 1.000e-03, eta: 6:00:58, time: 0.586, data_time: 0.001, memory: 7127, top1_acc: 0.6180, top5_acc: 0.8336, loss_cls: 1.5154, loss: 1.5154, grad_norm: 7.3193 2021-06-07 08:21:09,238 - mmaction - INFO - Epoch [33][1040/1345] lr: 1.000e-03, eta: 6:00:36, time: 0.644, data_time: 0.002, memory: 7127, top1_acc: 0.6219, top5_acc: 0.8344, loss_cls: 1.5455, loss: 1.5455, grad_norm: 7.3638 2021-06-07 08:21:21,149 - mmaction - INFO - Epoch [33][1060/1345] lr: 1.000e-03, eta: 6:00:14, time: 0.596, data_time: 0.001, memory: 7127, top1_acc: 0.6344, top5_acc: 0.8438, loss_cls: 1.4519, loss: 1.4519, grad_norm: 7.1125 2021-06-07 08:21:33,388 - mmaction - INFO - Epoch [33][1080/1345] lr: 1.000e-03, eta: 5:59:52, time: 0.612, data_time: 0.001, memory: 7127, top1_acc: 0.5844, top5_acc: 0.8133, loss_cls: 1.6542, loss: 1.6542, grad_norm: 7.3818 2021-06-07 08:21:45,685 - mmaction - INFO - Epoch [33][1100/1345] lr: 1.000e-03, eta: 5:59:29, time: 0.614, data_time: 0.001, memory: 7127, top1_acc: 0.6203, top5_acc: 0.8328, loss_cls: 1.4911, loss: 1.4911, grad_norm: 7.1662 2021-06-07 08:21:58,200 - mmaction - INFO - Epoch [33][1120/1345] lr: 1.000e-03, eta: 5:59:08, time: 0.626, data_time: 0.002, memory: 7127, top1_acc: 0.6031, top5_acc: 0.8477, loss_cls: 1.5208, loss: 1.5208, grad_norm: 7.1755 2021-06-07 08:22:09,782 - mmaction - INFO - Epoch [33][1140/1345] lr: 1.000e-03, eta: 5:58:45, time: 0.579, data_time: 0.001, memory: 7127, top1_acc: 0.6227, top5_acc: 0.8219, loss_cls: 1.5189, loss: 1.5189, grad_norm: 7.1118 2021-06-07 08:22:22,728 - mmaction - INFO - Epoch [33][1160/1345] lr: 1.000e-03, eta: 5:58:24, time: 0.647, data_time: 0.001, memory: 7127, top1_acc: 0.6109, top5_acc: 0.8477, loss_cls: 1.4870, loss: 1.4870, grad_norm: 7.0484 2021-06-07 08:22:34,949 - mmaction - INFO - Epoch [33][1180/1345] lr: 1.000e-03, eta: 5:58:02, time: 0.611, data_time: 0.001, memory: 7127, top1_acc: 0.6242, top5_acc: 0.8562, loss_cls: 1.4400, loss: 1.4400, grad_norm: 6.9008 2021-06-07 08:22:47,745 - mmaction - INFO - Epoch [33][1200/1345] lr: 1.000e-03, eta: 5:57:40, time: 0.640, data_time: 0.001, memory: 7127, top1_acc: 0.6016, top5_acc: 0.8391, loss_cls: 1.5155, loss: 1.5155, grad_norm: 7.1212 2021-06-07 08:23:00,888 - mmaction - INFO - Epoch [33][1220/1345] lr: 1.000e-03, eta: 5:57:18, time: 0.657, data_time: 0.001, memory: 7127, top1_acc: 0.6352, top5_acc: 0.8523, loss_cls: 1.4493, loss: 1.4493, grad_norm: 7.0833 2021-06-07 08:23:12,308 - mmaction - INFO - Epoch [33][1240/1345] lr: 1.000e-03, eta: 5:56:56, time: 0.571, data_time: 0.001, memory: 7127, top1_acc: 0.6141, top5_acc: 0.8438, loss_cls: 1.4998, loss: 1.4998, grad_norm: 7.1386 2021-06-07 08:23:24,475 - mmaction - INFO - Epoch [33][1260/1345] lr: 1.000e-03, eta: 5:56:34, time: 0.608, data_time: 0.001, memory: 7127, top1_acc: 0.5945, top5_acc: 0.8344, loss_cls: 1.5627, loss: 1.5627, grad_norm: 7.2839 2021-06-07 08:23:37,010 - mmaction - INFO - Epoch [33][1280/1345] lr: 1.000e-03, eta: 5:56:12, time: 0.627, data_time: 0.002, memory: 7127, top1_acc: 0.6227, top5_acc: 0.8633, loss_cls: 1.4537, loss: 1.4537, grad_norm: 7.1055 2021-06-07 08:23:48,763 - mmaction - INFO - Epoch [33][1300/1345] lr: 1.000e-03, eta: 5:55:50, time: 0.587, data_time: 0.001, memory: 7127, top1_acc: 0.6195, top5_acc: 0.8445, loss_cls: 1.4883, loss: 1.4883, grad_norm: 7.2903 2021-06-07 08:24:01,696 - mmaction - INFO - Epoch [33][1320/1345] lr: 1.000e-03, eta: 5:55:28, time: 0.646, data_time: 0.002, memory: 7127, top1_acc: 0.6117, top5_acc: 0.8492, loss_cls: 1.4958, loss: 1.4958, grad_norm: 7.3238 2021-06-07 08:24:13,273 - mmaction - INFO - Epoch [33][1340/1345] lr: 1.000e-03, eta: 5:55:06, time: 0.579, data_time: 0.001, memory: 7127, top1_acc: 0.6203, top5_acc: 0.8539, loss_cls: 1.4517, loss: 1.4517, grad_norm: 7.3193 2021-06-07 08:24:20,819 - mmaction - INFO - Saving checkpoint at 33 epochs 2021-06-07 08:31:49,102 - mmaction - INFO - Epoch [34][20/1345] lr: 1.000e-03, eta: 5:58:21, time: 22.365, data_time: 21.735, memory: 7127, top1_acc: 0.6289, top5_acc: 0.8453, loss_cls: 1.4882, loss: 1.4882, grad_norm: 6.8986 2021-06-07 08:31:59,240 - mmaction - INFO - Epoch [34][40/1345] lr: 1.000e-03, eta: 5:57:58, time: 0.507, data_time: 0.003, memory: 7127, top1_acc: 0.6102, top5_acc: 0.8352, loss_cls: 1.5554, loss: 1.5554, grad_norm: 7.1635 2021-06-07 08:32:09,407 - mmaction - INFO - Epoch [34][60/1345] lr: 1.000e-03, eta: 5:57:34, time: 0.509, data_time: 0.001, memory: 7127, top1_acc: 0.6133, top5_acc: 0.8398, loss_cls: 1.4969, loss: 1.4969, grad_norm: 7.2208 2021-06-07 08:32:19,638 - mmaction - INFO - Epoch [34][80/1345] lr: 1.000e-03, eta: 5:57:11, time: 0.511, data_time: 0.002, memory: 7127, top1_acc: 0.6336, top5_acc: 0.8523, loss_cls: 1.4530, loss: 1.4530, grad_norm: 7.0460 2021-06-07 08:32:29,986 - mmaction - INFO - Epoch [34][100/1345] lr: 1.000e-03, eta: 5:56:48, time: 0.516, data_time: 0.001, memory: 7127, top1_acc: 0.6219, top5_acc: 0.8438, loss_cls: 1.4678, loss: 1.4678, grad_norm: 6.9925 2021-06-07 08:32:40,114 - mmaction - INFO - Epoch [34][120/1345] lr: 1.000e-03, eta: 5:56:25, time: 0.506, data_time: 0.003, memory: 7127, top1_acc: 0.6523, top5_acc: 0.8602, loss_cls: 1.3802, loss: 1.3802, grad_norm: 6.9743 2021-06-07 08:32:50,419 - mmaction - INFO - Epoch [34][140/1345] lr: 1.000e-03, eta: 5:56:02, time: 0.517, data_time: 0.003, memory: 7127, top1_acc: 0.6023, top5_acc: 0.8469, loss_cls: 1.5584, loss: 1.5584, grad_norm: 7.4727 2021-06-07 08:33:00,751 - mmaction - INFO - Epoch [34][160/1345] lr: 1.000e-03, eta: 5:55:39, time: 0.517, data_time: 0.001, memory: 7127, top1_acc: 0.6531, top5_acc: 0.8422, loss_cls: 1.4062, loss: 1.4062, grad_norm: 6.8490 2021-06-07 08:33:11,269 - mmaction - INFO - Epoch [34][180/1345] lr: 1.000e-03, eta: 5:55:16, time: 0.526, data_time: 0.001, memory: 7127, top1_acc: 0.6281, top5_acc: 0.8398, loss_cls: 1.4487, loss: 1.4487, grad_norm: 7.0928 2021-06-07 08:33:22,114 - mmaction - INFO - Epoch [34][200/1345] lr: 1.000e-03, eta: 5:54:53, time: 0.541, data_time: 0.001, memory: 7127, top1_acc: 0.6227, top5_acc: 0.8453, loss_cls: 1.4707, loss: 1.4707, grad_norm: 7.1429 2021-06-07 08:33:33,419 - mmaction - INFO - Epoch [34][220/1345] lr: 1.000e-03, eta: 5:54:30, time: 0.564, data_time: 0.002, memory: 7127, top1_acc: 0.6094, top5_acc: 0.8461, loss_cls: 1.5041, loss: 1.5041, grad_norm: 7.6474 2021-06-07 08:33:44,945 - mmaction - INFO - Epoch [34][240/1345] lr: 1.000e-03, eta: 5:54:08, time: 0.578, data_time: 0.003, memory: 7127, top1_acc: 0.6359, top5_acc: 0.8586, loss_cls: 1.4184, loss: 1.4184, grad_norm: 6.7858 2021-06-07 08:33:55,898 - mmaction - INFO - Epoch [34][260/1345] lr: 1.000e-03, eta: 5:53:45, time: 0.548, data_time: 0.001, memory: 7127, top1_acc: 0.6352, top5_acc: 0.8617, loss_cls: 1.4072, loss: 1.4072, grad_norm: 7.1649 2021-06-07 08:34:08,864 - mmaction - INFO - Epoch [34][280/1345] lr: 1.000e-03, eta: 5:53:23, time: 0.648, data_time: 0.001, memory: 7127, top1_acc: 0.6242, top5_acc: 0.8500, loss_cls: 1.4505, loss: 1.4505, grad_norm: 7.2053 2021-06-07 08:34:21,084 - mmaction - INFO - Epoch [34][300/1345] lr: 1.000e-03, eta: 5:53:01, time: 0.610, data_time: 0.001, memory: 7127, top1_acc: 0.6164, top5_acc: 0.8469, loss_cls: 1.4972, loss: 1.4972, grad_norm: 7.3356 2021-06-07 08:34:32,334 - mmaction - INFO - Epoch [34][320/1345] lr: 1.000e-03, eta: 5:52:39, time: 0.564, data_time: 0.002, memory: 7127, top1_acc: 0.6461, top5_acc: 0.8734, loss_cls: 1.3655, loss: 1.3655, grad_norm: 7.0745 2021-06-07 08:34:44,740 - mmaction - INFO - Epoch [34][340/1345] lr: 1.000e-03, eta: 5:52:17, time: 0.620, data_time: 0.001, memory: 7127, top1_acc: 0.6367, top5_acc: 0.8625, loss_cls: 1.3836, loss: 1.3836, grad_norm: 7.3515 2021-06-07 08:34:57,262 - mmaction - INFO - Epoch [34][360/1345] lr: 1.000e-03, eta: 5:51:55, time: 0.626, data_time: 0.001, memory: 7127, top1_acc: 0.6195, top5_acc: 0.8484, loss_cls: 1.4512, loss: 1.4512, grad_norm: 7.3793 2021-06-07 08:35:10,402 - mmaction - INFO - Epoch [34][380/1345] lr: 1.000e-03, eta: 5:51:33, time: 0.657, data_time: 0.002, memory: 7127, top1_acc: 0.6406, top5_acc: 0.8461, loss_cls: 1.4437, loss: 1.4437, grad_norm: 7.2874 2021-06-07 08:35:22,570 - mmaction - INFO - Epoch [34][400/1345] lr: 1.000e-03, eta: 5:51:11, time: 0.609, data_time: 0.002, memory: 7127, top1_acc: 0.5961, top5_acc: 0.8391, loss_cls: 1.5603, loss: 1.5603, grad_norm: 7.4025 2021-06-07 08:35:34,513 - mmaction - INFO - Epoch [34][420/1345] lr: 1.000e-03, eta: 5:50:49, time: 0.596, data_time: 0.002, memory: 7127, top1_acc: 0.6242, top5_acc: 0.8492, loss_cls: 1.4591, loss: 1.4591, grad_norm: 7.3694 2021-06-07 08:35:46,871 - mmaction - INFO - Epoch [34][440/1345] lr: 1.000e-03, eta: 5:50:27, time: 0.619, data_time: 0.003, memory: 7127, top1_acc: 0.6297, top5_acc: 0.8617, loss_cls: 1.4062, loss: 1.4062, grad_norm: 7.1069 2021-06-07 08:35:59,598 - mmaction - INFO - Epoch [34][460/1345] lr: 1.000e-03, eta: 5:50:05, time: 0.637, data_time: 0.002, memory: 7127, top1_acc: 0.6336, top5_acc: 0.8500, loss_cls: 1.4265, loss: 1.4265, grad_norm: 6.9998 2021-06-07 08:36:11,535 - mmaction - INFO - Epoch [34][480/1345] lr: 1.000e-03, eta: 5:49:43, time: 0.597, data_time: 0.001, memory: 7127, top1_acc: 0.6383, top5_acc: 0.8461, loss_cls: 1.4529, loss: 1.4529, grad_norm: 7.3555 2021-06-07 08:36:24,282 - mmaction - INFO - Epoch [34][500/1345] lr: 1.000e-03, eta: 5:49:21, time: 0.637, data_time: 0.001, memory: 7127, top1_acc: 0.6297, top5_acc: 0.8594, loss_cls: 1.4286, loss: 1.4286, grad_norm: 7.3618 2021-06-07 08:36:36,691 - mmaction - INFO - Epoch [34][520/1345] lr: 1.000e-03, eta: 5:48:59, time: 0.620, data_time: 0.001, memory: 7127, top1_acc: 0.6328, top5_acc: 0.8461, loss_cls: 1.4651, loss: 1.4651, grad_norm: 7.1907 2021-06-07 08:36:48,973 - mmaction - INFO - Epoch [34][540/1345] lr: 1.000e-03, eta: 5:48:37, time: 0.614, data_time: 0.001, memory: 7127, top1_acc: 0.6156, top5_acc: 0.8367, loss_cls: 1.4828, loss: 1.4828, grad_norm: 7.2925 2021-06-07 08:37:00,861 - mmaction - INFO - Epoch [34][560/1345] lr: 1.000e-03, eta: 5:48:15, time: 0.594, data_time: 0.001, memory: 7127, top1_acc: 0.6328, top5_acc: 0.8602, loss_cls: 1.4383, loss: 1.4383, grad_norm: 7.3385 2021-06-07 08:37:13,815 - mmaction - INFO - Epoch [34][580/1345] lr: 1.000e-03, eta: 5:47:54, time: 0.647, data_time: 0.001, memory: 7127, top1_acc: 0.6328, top5_acc: 0.8438, loss_cls: 1.4401, loss: 1.4401, grad_norm: 7.1862 2021-06-07 08:37:26,314 - mmaction - INFO - Epoch [34][600/1345] lr: 1.000e-03, eta: 5:47:32, time: 0.625, data_time: 0.001, memory: 7127, top1_acc: 0.6203, top5_acc: 0.8539, loss_cls: 1.4333, loss: 1.4333, grad_norm: 7.2071 2021-06-07 08:37:38,659 - mmaction - INFO - Epoch [34][620/1345] lr: 1.000e-03, eta: 5:47:10, time: 0.617, data_time: 0.001, memory: 7127, top1_acc: 0.6117, top5_acc: 0.8430, loss_cls: 1.5295, loss: 1.5295, grad_norm: 7.5315 2021-06-07 08:37:50,541 - mmaction - INFO - Epoch [34][640/1345] lr: 1.000e-03, eta: 5:46:48, time: 0.594, data_time: 0.001, memory: 7127, top1_acc: 0.6484, top5_acc: 0.8547, loss_cls: 1.3941, loss: 1.3941, grad_norm: 7.1600 2021-06-07 08:38:02,823 - mmaction - INFO - Epoch [34][660/1345] lr: 1.000e-03, eta: 5:46:26, time: 0.614, data_time: 0.001, memory: 7127, top1_acc: 0.6320, top5_acc: 0.8516, loss_cls: 1.4273, loss: 1.4273, grad_norm: 7.1929 2021-06-07 08:38:14,910 - mmaction - INFO - Epoch [34][680/1345] lr: 1.000e-03, eta: 5:46:04, time: 0.604, data_time: 0.001, memory: 7127, top1_acc: 0.6398, top5_acc: 0.8516, loss_cls: 1.4358, loss: 1.4358, grad_norm: 7.1653 2021-06-07 08:38:28,059 - mmaction - INFO - Epoch [34][700/1345] lr: 1.000e-03, eta: 5:45:42, time: 0.658, data_time: 0.002, memory: 7127, top1_acc: 0.6234, top5_acc: 0.8508, loss_cls: 1.4311, loss: 1.4311, grad_norm: 7.2153 2021-06-07 08:38:39,890 - mmaction - INFO - Epoch [34][720/1345] lr: 1.000e-03, eta: 5:45:20, time: 0.591, data_time: 0.001, memory: 7127, top1_acc: 0.6172, top5_acc: 0.8523, loss_cls: 1.4870, loss: 1.4870, grad_norm: 7.1113 2021-06-07 08:38:51,739 - mmaction - INFO - Epoch [34][740/1345] lr: 1.000e-03, eta: 5:44:58, time: 0.593, data_time: 0.002, memory: 7127, top1_acc: 0.6188, top5_acc: 0.8430, loss_cls: 1.5033, loss: 1.5033, grad_norm: 7.2165 2021-06-07 08:39:03,808 - mmaction - INFO - Epoch [34][760/1345] lr: 1.000e-03, eta: 5:44:36, time: 0.603, data_time: 0.001, memory: 7127, top1_acc: 0.6352, top5_acc: 0.8484, loss_cls: 1.4817, loss: 1.4817, grad_norm: 7.2494 2021-06-07 08:39:16,703 - mmaction - INFO - Epoch [34][780/1345] lr: 1.000e-03, eta: 5:44:15, time: 0.645, data_time: 0.002, memory: 7127, top1_acc: 0.6086, top5_acc: 0.8320, loss_cls: 1.5651, loss: 1.5651, grad_norm: 7.4488 2021-06-07 08:39:29,166 - mmaction - INFO - Epoch [34][800/1345] lr: 1.000e-03, eta: 5:43:53, time: 0.623, data_time: 0.001, memory: 7127, top1_acc: 0.6008, top5_acc: 0.8211, loss_cls: 1.5386, loss: 1.5386, grad_norm: 7.2459 2021-06-07 08:39:41,526 - mmaction - INFO - Epoch [34][820/1345] lr: 1.000e-03, eta: 5:43:31, time: 0.617, data_time: 0.001, memory: 7127, top1_acc: 0.6297, top5_acc: 0.8625, loss_cls: 1.4345, loss: 1.4345, grad_norm: 7.2012 2021-06-07 08:39:53,757 - mmaction - INFO - Epoch [34][840/1345] lr: 1.000e-03, eta: 5:43:09, time: 0.612, data_time: 0.002, memory: 7127, top1_acc: 0.6305, top5_acc: 0.8500, loss_cls: 1.4338, loss: 1.4338, grad_norm: 7.2513 2021-06-07 08:40:06,127 - mmaction - INFO - Epoch [34][860/1345] lr: 1.000e-03, eta: 5:42:48, time: 0.618, data_time: 0.001, memory: 7127, top1_acc: 0.6273, top5_acc: 0.8344, loss_cls: 1.4870, loss: 1.4870, grad_norm: 7.4612 2021-06-07 08:40:18,341 - mmaction - INFO - Epoch [34][880/1345] lr: 1.000e-03, eta: 5:42:26, time: 0.612, data_time: 0.002, memory: 7127, top1_acc: 0.6133, top5_acc: 0.8523, loss_cls: 1.4552, loss: 1.4552, grad_norm: 7.4326 2021-06-07 08:40:30,723 - mmaction - INFO - Epoch [34][900/1345] lr: 1.000e-03, eta: 5:42:04, time: 0.618, data_time: 0.001, memory: 7127, top1_acc: 0.6289, top5_acc: 0.8586, loss_cls: 1.4234, loss: 1.4234, grad_norm: 7.2775 2021-06-07 08:40:43,361 - mmaction - INFO - Epoch [34][920/1345] lr: 1.000e-03, eta: 5:41:42, time: 0.632, data_time: 0.002, memory: 7127, top1_acc: 0.6289, top5_acc: 0.8469, loss_cls: 1.4798, loss: 1.4798, grad_norm: 7.5160 2021-06-07 08:40:55,336 - mmaction - INFO - Epoch [34][940/1345] lr: 1.000e-03, eta: 5:41:20, time: 0.599, data_time: 0.001, memory: 7127, top1_acc: 0.6141, top5_acc: 0.8461, loss_cls: 1.5051, loss: 1.5051, grad_norm: 7.4822 2021-06-07 08:41:07,313 - mmaction - INFO - Epoch [34][960/1345] lr: 1.000e-03, eta: 5:40:59, time: 0.599, data_time: 0.001, memory: 7127, top1_acc: 0.6477, top5_acc: 0.8609, loss_cls: 1.3944, loss: 1.3944, grad_norm: 7.2096 2021-06-07 08:41:19,244 - mmaction - INFO - Epoch [34][980/1345] lr: 1.000e-03, eta: 5:40:37, time: 0.595, data_time: 0.001, memory: 7127, top1_acc: 0.6062, top5_acc: 0.8398, loss_cls: 1.5256, loss: 1.5256, grad_norm: 7.4154 2021-06-07 08:41:31,035 - mmaction - INFO - Epoch [34][1000/1345] lr: 1.000e-03, eta: 5:40:15, time: 0.591, data_time: 0.003, memory: 7127, top1_acc: 0.6102, top5_acc: 0.8508, loss_cls: 1.5047, loss: 1.5047, grad_norm: 7.4823 2021-06-07 08:41:43,172 - mmaction - INFO - Epoch [34][1020/1345] lr: 1.000e-03, eta: 5:39:53, time: 0.607, data_time: 0.002, memory: 7127, top1_acc: 0.6500, top5_acc: 0.8625, loss_cls: 1.3412, loss: 1.3412, grad_norm: 7.2811 2021-06-07 08:41:55,635 - mmaction - INFO - Epoch [34][1040/1345] lr: 1.000e-03, eta: 5:39:31, time: 0.623, data_time: 0.001, memory: 7127, top1_acc: 0.6352, top5_acc: 0.8492, loss_cls: 1.4378, loss: 1.4378, grad_norm: 7.1442 2021-06-07 08:42:08,179 - mmaction - INFO - Epoch [34][1060/1345] lr: 1.000e-03, eta: 5:39:10, time: 0.628, data_time: 0.002, memory: 7127, top1_acc: 0.6219, top5_acc: 0.8500, loss_cls: 1.4570, loss: 1.4570, grad_norm: 7.4750 2021-06-07 08:42:19,613 - mmaction - INFO - Epoch [34][1080/1345] lr: 1.000e-03, eta: 5:38:47, time: 0.572, data_time: 0.001, memory: 7127, top1_acc: 0.6102, top5_acc: 0.8516, loss_cls: 1.5084, loss: 1.5084, grad_norm: 7.5179 2021-06-07 08:42:32,303 - mmaction - INFO - Epoch [34][1100/1345] lr: 1.000e-03, eta: 5:38:26, time: 0.634, data_time: 0.001, memory: 7127, top1_acc: 0.6336, top5_acc: 0.8656, loss_cls: 1.4062, loss: 1.4062, grad_norm: 7.2267 2021-06-07 08:42:44,419 - mmaction - INFO - Epoch [34][1120/1345] lr: 1.000e-03, eta: 5:38:04, time: 0.605, data_time: 0.001, memory: 7127, top1_acc: 0.6445, top5_acc: 0.8438, loss_cls: 1.4105, loss: 1.4105, grad_norm: 7.1784 2021-06-07 08:42:55,859 - mmaction - INFO - Epoch [34][1140/1345] lr: 1.000e-03, eta: 5:37:42, time: 0.573, data_time: 0.002, memory: 7127, top1_acc: 0.6297, top5_acc: 0.8422, loss_cls: 1.4625, loss: 1.4625, grad_norm: 7.2923 2021-06-07 08:43:08,207 - mmaction - INFO - Epoch [34][1160/1345] lr: 1.000e-03, eta: 5:37:20, time: 0.617, data_time: 0.001, memory: 7127, top1_acc: 0.6219, top5_acc: 0.8406, loss_cls: 1.5228, loss: 1.5228, grad_norm: 7.5418 2021-06-07 08:43:20,727 - mmaction - INFO - Epoch [34][1180/1345] lr: 1.000e-03, eta: 5:36:59, time: 0.626, data_time: 0.002, memory: 7127, top1_acc: 0.6211, top5_acc: 0.8461, loss_cls: 1.5167, loss: 1.5167, grad_norm: 7.5059 2021-06-07 08:43:33,545 - mmaction - INFO - Epoch [34][1200/1345] lr: 1.000e-03, eta: 5:36:37, time: 0.641, data_time: 0.001, memory: 7127, top1_acc: 0.6523, top5_acc: 0.8500, loss_cls: 1.3821, loss: 1.3821, grad_norm: 7.2370 2021-06-07 08:43:45,299 - mmaction - INFO - Epoch [34][1220/1345] lr: 1.000e-03, eta: 5:36:15, time: 0.588, data_time: 0.001, memory: 7127, top1_acc: 0.6172, top5_acc: 0.8406, loss_cls: 1.4794, loss: 1.4794, grad_norm: 7.5370 2021-06-07 08:43:57,381 - mmaction - INFO - Epoch [34][1240/1345] lr: 1.000e-03, eta: 5:35:54, time: 0.603, data_time: 0.001, memory: 7127, top1_acc: 0.6258, top5_acc: 0.8484, loss_cls: 1.5124, loss: 1.5124, grad_norm: 7.4257 2021-06-07 08:44:09,865 - mmaction - INFO - Epoch [34][1260/1345] lr: 1.000e-03, eta: 5:35:32, time: 0.625, data_time: 0.002, memory: 7127, top1_acc: 0.6312, top5_acc: 0.8500, loss_cls: 1.4391, loss: 1.4391, grad_norm: 7.5079 2021-06-07 08:44:21,287 - mmaction - INFO - Epoch [34][1280/1345] lr: 1.000e-03, eta: 5:35:10, time: 0.572, data_time: 0.001, memory: 7127, top1_acc: 0.6266, top5_acc: 0.8562, loss_cls: 1.4159, loss: 1.4159, grad_norm: 7.4132 2021-06-07 08:44:33,408 - mmaction - INFO - Epoch [34][1300/1345] lr: 1.000e-03, eta: 5:34:48, time: 0.605, data_time: 0.001, memory: 7127, top1_acc: 0.6219, top5_acc: 0.8344, loss_cls: 1.5312, loss: 1.5312, grad_norm: 7.5042 2021-06-07 08:44:46,731 - mmaction - INFO - Epoch [34][1320/1345] lr: 1.000e-03, eta: 5:34:27, time: 0.667, data_time: 0.002, memory: 7127, top1_acc: 0.6312, top5_acc: 0.8695, loss_cls: 1.4114, loss: 1.4114, grad_norm: 7.2147 2021-06-07 08:44:58,121 - mmaction - INFO - Epoch [34][1340/1345] lr: 1.000e-03, eta: 5:34:05, time: 0.569, data_time: 0.001, memory: 7127, top1_acc: 0.6359, top5_acc: 0.8609, loss_cls: 1.4189, loss: 1.4189, grad_norm: 7.4967 2021-06-07 08:45:05,609 - mmaction - INFO - Saving checkpoint at 34 epochs 2021-06-07 08:52:59,880 - mmaction - INFO - Epoch [35][20/1345] lr: 1.000e-03, eta: 5:37:13, time: 23.662, data_time: 23.001, memory: 7127, top1_acc: 0.6414, top5_acc: 0.8602, loss_cls: 1.4141, loss: 1.4141, grad_norm: 7.3898 2021-06-07 08:53:09,945 - mmaction - INFO - Epoch [35][40/1345] lr: 1.000e-03, eta: 5:36:50, time: 0.505, data_time: 0.005, memory: 7127, top1_acc: 0.6531, top5_acc: 0.8664, loss_cls: 1.3282, loss: 1.3282, grad_norm: 7.2606 2021-06-07 08:53:20,174 - mmaction - INFO - Epoch [35][60/1345] lr: 1.000e-03, eta: 5:36:28, time: 0.512, data_time: 0.002, memory: 7127, top1_acc: 0.6258, top5_acc: 0.8578, loss_cls: 1.4285, loss: 1.4285, grad_norm: 7.3976 2021-06-07 08:53:30,436 - mmaction - INFO - Epoch [35][80/1345] lr: 1.000e-03, eta: 5:36:05, time: 0.511, data_time: 0.001, memory: 7127, top1_acc: 0.6422, top5_acc: 0.8688, loss_cls: 1.3812, loss: 1.3812, grad_norm: 7.0654 2021-06-07 08:53:40,646 - mmaction - INFO - Epoch [35][100/1345] lr: 1.000e-03, eta: 5:35:42, time: 0.513, data_time: 0.003, memory: 7127, top1_acc: 0.6414, top5_acc: 0.8617, loss_cls: 1.3641, loss: 1.3641, grad_norm: 7.1780 2021-06-07 08:53:51,029 - mmaction - INFO - Epoch [35][120/1345] lr: 1.000e-03, eta: 5:35:19, time: 0.518, data_time: 0.002, memory: 7127, top1_acc: 0.6516, top5_acc: 0.8641, loss_cls: 1.3433, loss: 1.3433, grad_norm: 7.3188 2021-06-07 08:54:01,254 - mmaction - INFO - Epoch [35][140/1345] lr: 1.000e-03, eta: 5:34:56, time: 0.513, data_time: 0.002, memory: 7127, top1_acc: 0.6305, top5_acc: 0.8578, loss_cls: 1.4447, loss: 1.4447, grad_norm: 7.6580 2021-06-07 08:54:11,591 - mmaction - INFO - Epoch [35][160/1345] lr: 1.000e-03, eta: 5:34:34, time: 0.516, data_time: 0.001, memory: 7127, top1_acc: 0.6430, top5_acc: 0.8633, loss_cls: 1.3464, loss: 1.3464, grad_norm: 7.2703 2021-06-07 08:54:22,195 - mmaction - INFO - Epoch [35][180/1345] lr: 1.000e-03, eta: 5:34:11, time: 0.527, data_time: 0.001, memory: 7127, top1_acc: 0.6195, top5_acc: 0.8523, loss_cls: 1.4279, loss: 1.4279, grad_norm: 7.8200 2021-06-07 08:54:32,810 - mmaction - INFO - Epoch [35][200/1345] lr: 1.000e-03, eta: 5:33:48, time: 0.534, data_time: 0.005, memory: 7127, top1_acc: 0.6367, top5_acc: 0.8617, loss_cls: 1.3844, loss: 1.3844, grad_norm: 7.2542 2021-06-07 08:54:44,160 - mmaction - INFO - Epoch [35][220/1345] lr: 1.000e-03, eta: 5:33:26, time: 0.568, data_time: 0.001, memory: 7127, top1_acc: 0.6336, top5_acc: 0.8594, loss_cls: 1.4055, loss: 1.4055, grad_norm: 7.4750 2021-06-07 08:54:55,722 - mmaction - INFO - Epoch [35][240/1345] lr: 1.000e-03, eta: 5:33:04, time: 0.578, data_time: 0.002, memory: 7127, top1_acc: 0.6484, top5_acc: 0.8727, loss_cls: 1.3431, loss: 1.3431, grad_norm: 7.2068 2021-06-07 08:55:06,995 - mmaction - INFO - Epoch [35][260/1345] lr: 1.000e-03, eta: 5:32:42, time: 0.563, data_time: 0.001, memory: 7127, top1_acc: 0.6258, top5_acc: 0.8641, loss_cls: 1.4174, loss: 1.4174, grad_norm: 7.5605 2021-06-07 08:55:18,905 - mmaction - INFO - Epoch [35][280/1345] lr: 1.000e-03, eta: 5:32:20, time: 0.596, data_time: 0.002, memory: 7127, top1_acc: 0.6141, top5_acc: 0.8508, loss_cls: 1.4416, loss: 1.4416, grad_norm: 7.6088 2021-06-07 08:55:30,389 - mmaction - INFO - Epoch [35][300/1345] lr: 1.000e-03, eta: 5:31:58, time: 0.574, data_time: 0.002, memory: 7127, top1_acc: 0.6398, top5_acc: 0.8664, loss_cls: 1.3856, loss: 1.3856, grad_norm: 7.4539 2021-06-07 08:55:42,281 - mmaction - INFO - Epoch [35][320/1345] lr: 1.000e-03, eta: 5:31:36, time: 0.594, data_time: 0.001, memory: 7127, top1_acc: 0.6391, top5_acc: 0.8602, loss_cls: 1.3904, loss: 1.3904, grad_norm: 7.3374 2021-06-07 08:55:53,810 - mmaction - INFO - Epoch [35][340/1345] lr: 1.000e-03, eta: 5:31:14, time: 0.576, data_time: 0.002, memory: 7127, top1_acc: 0.6438, top5_acc: 0.8469, loss_cls: 1.4592, loss: 1.4592, grad_norm: 7.4506 2021-06-07 08:56:05,658 - mmaction - INFO - Epoch [35][360/1345] lr: 1.000e-03, eta: 5:30:52, time: 0.593, data_time: 0.002, memory: 7127, top1_acc: 0.6344, top5_acc: 0.8594, loss_cls: 1.4353, loss: 1.4353, grad_norm: 7.7891 2021-06-07 08:56:17,904 - mmaction - INFO - Epoch [35][380/1345] lr: 1.000e-03, eta: 5:30:30, time: 0.612, data_time: 0.001, memory: 7127, top1_acc: 0.6188, top5_acc: 0.8516, loss_cls: 1.4916, loss: 1.4916, grad_norm: 7.5460 2021-06-07 08:56:30,382 - mmaction - INFO - Epoch [35][400/1345] lr: 1.000e-03, eta: 5:30:08, time: 0.624, data_time: 0.001, memory: 7127, top1_acc: 0.6469, top5_acc: 0.8555, loss_cls: 1.4079, loss: 1.4079, grad_norm: 7.6739 2021-06-07 08:56:42,435 - mmaction - INFO - Epoch [35][420/1345] lr: 1.000e-03, eta: 5:29:47, time: 0.602, data_time: 0.001, memory: 7127, top1_acc: 0.6438, top5_acc: 0.8641, loss_cls: 1.3835, loss: 1.3835, grad_norm: 7.5178 2021-06-07 08:56:53,922 - mmaction - INFO - Epoch [35][440/1345] lr: 1.000e-03, eta: 5:29:24, time: 0.574, data_time: 0.002, memory: 7127, top1_acc: 0.6234, top5_acc: 0.8469, loss_cls: 1.5137, loss: 1.5137, grad_norm: 7.8413 2021-06-07 08:57:06,324 - mmaction - INFO - Epoch [35][460/1345] lr: 1.000e-03, eta: 5:29:03, time: 0.621, data_time: 0.003, memory: 7127, top1_acc: 0.6562, top5_acc: 0.8789, loss_cls: 1.3343, loss: 1.3343, grad_norm: 7.1809 2021-06-07 08:57:17,839 - mmaction - INFO - Epoch [35][480/1345] lr: 1.000e-03, eta: 5:28:41, time: 0.576, data_time: 0.001, memory: 7127, top1_acc: 0.6391, top5_acc: 0.8633, loss_cls: 1.4178, loss: 1.4178, grad_norm: 7.4894 2021-06-07 08:57:29,974 - mmaction - INFO - Epoch [35][500/1345] lr: 1.000e-03, eta: 5:28:19, time: 0.606, data_time: 0.001, memory: 7127, top1_acc: 0.6633, top5_acc: 0.8703, loss_cls: 1.3549, loss: 1.3549, grad_norm: 7.8439 2021-06-07 08:57:42,917 - mmaction - INFO - Epoch [35][520/1345] lr: 1.000e-03, eta: 5:27:58, time: 0.648, data_time: 0.002, memory: 7127, top1_acc: 0.6094, top5_acc: 0.8570, loss_cls: 1.4220, loss: 1.4220, grad_norm: 7.8121 2021-06-07 08:57:54,419 - mmaction - INFO - Epoch [35][540/1345] lr: 1.000e-03, eta: 5:27:36, time: 0.575, data_time: 0.001, memory: 7127, top1_acc: 0.6352, top5_acc: 0.8664, loss_cls: 1.3887, loss: 1.3887, grad_norm: 7.5849 2021-06-07 08:58:06,481 - mmaction - INFO - Epoch [35][560/1345] lr: 1.000e-03, eta: 5:27:14, time: 0.603, data_time: 0.001, memory: 7127, top1_acc: 0.6242, top5_acc: 0.8453, loss_cls: 1.4637, loss: 1.4637, grad_norm: 7.5080 2021-06-07 08:58:18,599 - mmaction - INFO - Epoch [35][580/1345] lr: 1.000e-03, eta: 5:26:52, time: 0.606, data_time: 0.001, memory: 7127, top1_acc: 0.6320, top5_acc: 0.8469, loss_cls: 1.4385, loss: 1.4385, grad_norm: 7.5874 2021-06-07 08:58:30,477 - mmaction - INFO - Epoch [35][600/1345] lr: 1.000e-03, eta: 5:26:30, time: 0.594, data_time: 0.001, memory: 7127, top1_acc: 0.6172, top5_acc: 0.8453, loss_cls: 1.4636, loss: 1.4636, grad_norm: 7.6583 2021-06-07 08:58:43,485 - mmaction - INFO - Epoch [35][620/1345] lr: 1.000e-03, eta: 5:26:09, time: 0.650, data_time: 0.001, memory: 7127, top1_acc: 0.6062, top5_acc: 0.8359, loss_cls: 1.5822, loss: 1.5822, grad_norm: 7.7694 2021-06-07 08:58:55,066 - mmaction - INFO - Epoch [35][640/1345] lr: 1.000e-03, eta: 5:25:47, time: 0.579, data_time: 0.001, memory: 7127, top1_acc: 0.6430, top5_acc: 0.8594, loss_cls: 1.4050, loss: 1.4050, grad_norm: 7.5081 2021-06-07 08:59:06,937 - mmaction - INFO - Epoch [35][660/1345] lr: 1.000e-03, eta: 5:25:25, time: 0.593, data_time: 0.001, memory: 7127, top1_acc: 0.6297, top5_acc: 0.8586, loss_cls: 1.4350, loss: 1.4350, grad_norm: 7.5392 2021-06-07 08:59:19,789 - mmaction - INFO - Epoch [35][680/1345] lr: 1.000e-03, eta: 5:25:04, time: 0.643, data_time: 0.001, memory: 7127, top1_acc: 0.6500, top5_acc: 0.8758, loss_cls: 1.3981, loss: 1.3981, grad_norm: 7.6107 2021-06-07 08:59:31,410 - mmaction - INFO - Epoch [35][700/1345] lr: 1.000e-03, eta: 5:24:42, time: 0.581, data_time: 0.001, memory: 7127, top1_acc: 0.6164, top5_acc: 0.8305, loss_cls: 1.5078, loss: 1.5078, grad_norm: 7.8981 2021-06-07 08:59:43,702 - mmaction - INFO - Epoch [35][720/1345] lr: 1.000e-03, eta: 5:24:20, time: 0.615, data_time: 0.001, memory: 7127, top1_acc: 0.6375, top5_acc: 0.8500, loss_cls: 1.4200, loss: 1.4200, grad_norm: 7.2898 2021-06-07 08:59:55,872 - mmaction - INFO - Epoch [35][740/1345] lr: 1.000e-03, eta: 5:23:59, time: 0.608, data_time: 0.001, memory: 7127, top1_acc: 0.6391, top5_acc: 0.8664, loss_cls: 1.3813, loss: 1.3813, grad_norm: 7.5001 2021-06-07 09:00:07,725 - mmaction - INFO - Epoch [35][760/1345] lr: 1.000e-03, eta: 5:23:37, time: 0.593, data_time: 0.002, memory: 7127, top1_acc: 0.6234, top5_acc: 0.8422, loss_cls: 1.4645, loss: 1.4645, grad_norm: 7.8979 2021-06-07 09:00:19,583 - mmaction - INFO - Epoch [35][780/1345] lr: 1.000e-03, eta: 5:23:15, time: 0.592, data_time: 0.001, memory: 7127, top1_acc: 0.6336, top5_acc: 0.8508, loss_cls: 1.4463, loss: 1.4463, grad_norm: 7.8108 2021-06-07 09:00:31,625 - mmaction - INFO - Epoch [35][800/1345] lr: 1.000e-03, eta: 5:22:54, time: 0.603, data_time: 0.002, memory: 7127, top1_acc: 0.6367, top5_acc: 0.8406, loss_cls: 1.4306, loss: 1.4306, grad_norm: 7.3475 2021-06-07 09:00:44,197 - mmaction - INFO - Epoch [35][820/1345] lr: 1.000e-03, eta: 5:22:32, time: 0.629, data_time: 0.001, memory: 7127, top1_acc: 0.6641, top5_acc: 0.8641, loss_cls: 1.3532, loss: 1.3532, grad_norm: 7.3704 2021-06-07 09:00:56,285 - mmaction - INFO - Epoch [35][840/1345] lr: 1.000e-03, eta: 5:22:11, time: 0.604, data_time: 0.001, memory: 7127, top1_acc: 0.6320, top5_acc: 0.8641, loss_cls: 1.4252, loss: 1.4252, grad_norm: 7.7537 2021-06-07 09:01:08,691 - mmaction - INFO - Epoch [35][860/1345] lr: 1.000e-03, eta: 5:21:49, time: 0.621, data_time: 0.001, memory: 7127, top1_acc: 0.6156, top5_acc: 0.8531, loss_cls: 1.5082, loss: 1.5082, grad_norm: 7.9663 2021-06-07 09:01:19,999 - mmaction - INFO - Epoch [35][880/1345] lr: 1.000e-03, eta: 5:21:27, time: 0.565, data_time: 0.001, memory: 7127, top1_acc: 0.6461, top5_acc: 0.8555, loss_cls: 1.4028, loss: 1.4028, grad_norm: 7.4331 2021-06-07 09:01:32,817 - mmaction - INFO - Epoch [35][900/1345] lr: 1.000e-03, eta: 5:21:06, time: 0.641, data_time: 0.001, memory: 7127, top1_acc: 0.6352, top5_acc: 0.8570, loss_cls: 1.4180, loss: 1.4180, grad_norm: 7.5700 2021-06-07 09:01:44,039 - mmaction - INFO - Epoch [35][920/1345] lr: 1.000e-03, eta: 5:20:44, time: 0.561, data_time: 0.002, memory: 7127, top1_acc: 0.6422, top5_acc: 0.8445, loss_cls: 1.4318, loss: 1.4318, grad_norm: 7.5705 2021-06-07 09:01:56,412 - mmaction - INFO - Epoch [35][940/1345] lr: 1.000e-03, eta: 5:20:22, time: 0.619, data_time: 0.001, memory: 7127, top1_acc: 0.6602, top5_acc: 0.8805, loss_cls: 1.3009, loss: 1.3009, grad_norm: 7.2741 2021-06-07 09:02:08,766 - mmaction - INFO - Epoch [35][960/1345] lr: 1.000e-03, eta: 5:20:01, time: 0.617, data_time: 0.001, memory: 7127, top1_acc: 0.6398, top5_acc: 0.8594, loss_cls: 1.3768, loss: 1.3768, grad_norm: 7.5466 2021-06-07 09:02:21,187 - mmaction - INFO - Epoch [35][980/1345] lr: 1.000e-03, eta: 5:19:39, time: 0.622, data_time: 0.002, memory: 7127, top1_acc: 0.6164, top5_acc: 0.8602, loss_cls: 1.4630, loss: 1.4630, grad_norm: 7.6274 2021-06-07 09:02:33,130 - mmaction - INFO - Epoch [35][1000/1345] lr: 1.000e-03, eta: 5:19:18, time: 0.596, data_time: 0.001, memory: 7127, top1_acc: 0.6242, top5_acc: 0.8633, loss_cls: 1.4091, loss: 1.4091, grad_norm: 7.7695 2021-06-07 09:02:46,306 - mmaction - INFO - Epoch [35][1020/1345] lr: 1.000e-03, eta: 5:18:57, time: 0.660, data_time: 0.003, memory: 7127, top1_acc: 0.6102, top5_acc: 0.8508, loss_cls: 1.4700, loss: 1.4700, grad_norm: 7.7480 2021-06-07 09:02:57,863 - mmaction - INFO - Epoch [35][1040/1345] lr: 1.000e-03, eta: 5:18:35, time: 0.577, data_time: 0.001, memory: 7127, top1_acc: 0.6266, top5_acc: 0.8594, loss_cls: 1.4354, loss: 1.4354, grad_norm: 7.5688 2021-06-07 09:03:09,595 - mmaction - INFO - Epoch [35][1060/1345] lr: 1.000e-03, eta: 5:18:13, time: 0.587, data_time: 0.002, memory: 7127, top1_acc: 0.6336, top5_acc: 0.8555, loss_cls: 1.4494, loss: 1.4494, grad_norm: 7.6855 2021-06-07 09:03:21,439 - mmaction - INFO - Epoch [35][1080/1345] lr: 1.000e-03, eta: 5:17:52, time: 0.593, data_time: 0.002, memory: 7127, top1_acc: 0.6375, top5_acc: 0.8500, loss_cls: 1.4227, loss: 1.4227, grad_norm: 7.4442 2021-06-07 09:03:33,560 - mmaction - INFO - Epoch [35][1100/1345] lr: 1.000e-03, eta: 5:17:30, time: 0.606, data_time: 0.001, memory: 7127, top1_acc: 0.6266, top5_acc: 0.8484, loss_cls: 1.4452, loss: 1.4452, grad_norm: 7.7631 2021-06-07 09:03:45,603 - mmaction - INFO - Epoch [35][1120/1345] lr: 1.000e-03, eta: 5:17:09, time: 0.602, data_time: 0.001, memory: 7127, top1_acc: 0.6281, top5_acc: 0.8609, loss_cls: 1.4036, loss: 1.4036, grad_norm: 7.4927 2021-06-07 09:03:57,738 - mmaction - INFO - Epoch [35][1140/1345] lr: 1.000e-03, eta: 5:16:47, time: 0.607, data_time: 0.001, memory: 7127, top1_acc: 0.6352, top5_acc: 0.8430, loss_cls: 1.4673, loss: 1.4673, grad_norm: 7.6273 2021-06-07 09:04:10,251 - mmaction - INFO - Epoch [35][1160/1345] lr: 1.000e-03, eta: 5:16:26, time: 0.625, data_time: 0.001, memory: 7127, top1_acc: 0.6430, top5_acc: 0.8516, loss_cls: 1.4327, loss: 1.4327, grad_norm: 7.4206 2021-06-07 09:04:21,638 - mmaction - INFO - Epoch [35][1180/1345] lr: 1.000e-03, eta: 5:16:04, time: 0.571, data_time: 0.002, memory: 7127, top1_acc: 0.6180, top5_acc: 0.8539, loss_cls: 1.4511, loss: 1.4511, grad_norm: 7.5895 2021-06-07 09:04:33,910 - mmaction - INFO - Epoch [35][1200/1345] lr: 1.000e-03, eta: 5:15:43, time: 0.614, data_time: 0.001, memory: 7127, top1_acc: 0.6469, top5_acc: 0.8656, loss_cls: 1.3862, loss: 1.3862, grad_norm: 7.6675 2021-06-07 09:04:45,622 - mmaction - INFO - Epoch [35][1220/1345] lr: 1.000e-03, eta: 5:15:21, time: 0.585, data_time: 0.001, memory: 7127, top1_acc: 0.6383, top5_acc: 0.8547, loss_cls: 1.4157, loss: 1.4157, grad_norm: 7.8323 2021-06-07 09:04:58,596 - mmaction - INFO - Epoch [35][1240/1345] lr: 1.000e-03, eta: 5:15:00, time: 0.649, data_time: 0.001, memory: 7127, top1_acc: 0.6320, top5_acc: 0.8594, loss_cls: 1.3813, loss: 1.3813, grad_norm: 7.4188 2021-06-07 09:05:10,027 - mmaction - INFO - Epoch [35][1260/1345] lr: 1.000e-03, eta: 5:14:38, time: 0.571, data_time: 0.001, memory: 7127, top1_acc: 0.6195, top5_acc: 0.8578, loss_cls: 1.4485, loss: 1.4485, grad_norm: 7.9181 2021-06-07 09:05:23,014 - mmaction - INFO - Epoch [35][1280/1345] lr: 1.000e-03, eta: 5:14:17, time: 0.650, data_time: 0.001, memory: 7127, top1_acc: 0.6547, top5_acc: 0.8680, loss_cls: 1.3375, loss: 1.3375, grad_norm: 7.3270 2021-06-07 09:05:34,961 - mmaction - INFO - Epoch [35][1300/1345] lr: 1.000e-03, eta: 5:13:55, time: 0.596, data_time: 0.001, memory: 7127, top1_acc: 0.6367, top5_acc: 0.8500, loss_cls: 1.4625, loss: 1.4625, grad_norm: 7.6400 2021-06-07 09:05:47,243 - mmaction - INFO - Epoch [35][1320/1345] lr: 1.000e-03, eta: 5:13:34, time: 0.615, data_time: 0.002, memory: 7127, top1_acc: 0.6312, top5_acc: 0.8555, loss_cls: 1.4401, loss: 1.4401, grad_norm: 7.7815 2021-06-07 09:05:59,824 - mmaction - INFO - Epoch [35][1340/1345] lr: 1.000e-03, eta: 5:13:13, time: 0.629, data_time: 0.001, memory: 7127, top1_acc: 0.6320, top5_acc: 0.8500, loss_cls: 1.4590, loss: 1.4590, grad_norm: 7.8106 2021-06-07 09:06:07,588 - mmaction - INFO - Saving checkpoint at 35 epochs 2021-06-07 09:13:55,499 - mmaction - INFO - Epoch [36][20/1345] lr: 1.000e-03, eta: 5:15:59, time: 23.343, data_time: 22.711, memory: 7127, top1_acc: 0.6422, top5_acc: 0.8797, loss_cls: 1.3199, loss: 1.3199, grad_norm: 7.4205 2021-06-07 09:14:05,730 - mmaction - INFO - Epoch [36][40/1345] lr: 1.000e-03, eta: 5:15:37, time: 0.513, data_time: 0.004, memory: 7127, top1_acc: 0.6531, top5_acc: 0.8672, loss_cls: 1.3859, loss: 1.3859, grad_norm: 7.7775 2021-06-07 09:14:15,886 - mmaction - INFO - Epoch [36][60/1345] lr: 1.000e-03, eta: 5:15:14, time: 0.505, data_time: 0.001, memory: 7127, top1_acc: 0.6523, top5_acc: 0.8609, loss_cls: 1.3744, loss: 1.3744, grad_norm: 7.6590 2021-06-07 09:14:25,767 - mmaction - INFO - Epoch [36][80/1345] lr: 1.000e-03, eta: 5:14:52, time: 0.496, data_time: 0.004, memory: 7127, top1_acc: 0.6516, top5_acc: 0.8680, loss_cls: 1.3543, loss: 1.3543, grad_norm: 7.4128 2021-06-07 09:14:35,909 - mmaction - INFO - Epoch [36][100/1345] lr: 1.000e-03, eta: 5:14:29, time: 0.507, data_time: 0.001, memory: 7127, top1_acc: 0.6367, top5_acc: 0.8578, loss_cls: 1.4312, loss: 1.4312, grad_norm: 7.6695 2021-06-07 09:14:46,094 - mmaction - INFO - Epoch [36][120/1345] lr: 1.000e-03, eta: 5:14:07, time: 0.509, data_time: 0.001, memory: 7127, top1_acc: 0.6359, top5_acc: 0.8570, loss_cls: 1.3824, loss: 1.3824, grad_norm: 7.6420 2021-06-07 09:14:56,654 - mmaction - INFO - Epoch [36][140/1345] lr: 1.000e-03, eta: 5:13:45, time: 0.528, data_time: 0.001, memory: 7127, top1_acc: 0.6219, top5_acc: 0.8672, loss_cls: 1.4254, loss: 1.4254, grad_norm: 7.7720 2021-06-07 09:15:08,095 - mmaction - INFO - Epoch [36][160/1345] lr: 1.000e-03, eta: 5:13:23, time: 0.570, data_time: 0.006, memory: 7127, top1_acc: 0.6469, top5_acc: 0.8656, loss_cls: 1.4098, loss: 1.4098, grad_norm: 7.7617 2021-06-07 09:15:18,328 - mmaction - INFO - Epoch [36][180/1345] lr: 1.000e-03, eta: 5:13:00, time: 0.512, data_time: 0.005, memory: 7127, top1_acc: 0.6383, top5_acc: 0.8484, loss_cls: 1.4376, loss: 1.4376, grad_norm: 7.9209 2021-06-07 09:15:29,112 - mmaction - INFO - Epoch [36][200/1345] lr: 1.000e-03, eta: 5:12:38, time: 0.540, data_time: 0.002, memory: 7127, top1_acc: 0.6430, top5_acc: 0.8734, loss_cls: 1.3986, loss: 1.3986, grad_norm: 7.7831 2021-06-07 09:15:40,020 - mmaction - INFO - Epoch [36][220/1345] lr: 1.000e-03, eta: 5:12:16, time: 0.545, data_time: 0.001, memory: 7127, top1_acc: 0.6570, top5_acc: 0.8703, loss_cls: 1.3092, loss: 1.3092, grad_norm: 7.6458 2021-06-07 09:15:51,654 - mmaction - INFO - Epoch [36][240/1345] lr: 1.000e-03, eta: 5:11:54, time: 0.582, data_time: 0.001, memory: 7127, top1_acc: 0.6633, top5_acc: 0.8523, loss_cls: 1.3703, loss: 1.3703, grad_norm: 7.6217 2021-06-07 09:16:03,272 - mmaction - INFO - Epoch [36][260/1345] lr: 1.000e-03, eta: 5:11:32, time: 0.580, data_time: 0.001, memory: 7127, top1_acc: 0.6297, top5_acc: 0.8484, loss_cls: 1.4189, loss: 1.4189, grad_norm: 7.8653 2021-06-07 09:16:14,035 - mmaction - INFO - Epoch [36][280/1345] lr: 1.000e-03, eta: 5:11:10, time: 0.539, data_time: 0.002, memory: 7127, top1_acc: 0.6648, top5_acc: 0.8727, loss_cls: 1.2958, loss: 1.2958, grad_norm: 7.6474 2021-06-07 09:16:25,589 - mmaction - INFO - Epoch [36][300/1345] lr: 1.000e-03, eta: 5:10:49, time: 0.577, data_time: 0.001, memory: 7127, top1_acc: 0.6203, top5_acc: 0.8406, loss_cls: 1.4798, loss: 1.4798, grad_norm: 7.9465 2021-06-07 09:16:36,900 - mmaction - INFO - Epoch [36][320/1345] lr: 1.000e-03, eta: 5:10:27, time: 0.566, data_time: 0.002, memory: 7127, top1_acc: 0.6406, top5_acc: 0.8703, loss_cls: 1.3946, loss: 1.3946, grad_norm: 7.7733 2021-06-07 09:16:49,845 - mmaction - INFO - Epoch [36][340/1345] lr: 1.000e-03, eta: 5:10:05, time: 0.647, data_time: 0.001, memory: 7127, top1_acc: 0.6266, top5_acc: 0.8547, loss_cls: 1.4267, loss: 1.4267, grad_norm: 7.7792 2021-06-07 09:17:02,235 - mmaction - INFO - Epoch [36][360/1345] lr: 1.000e-03, eta: 5:09:44, time: 0.619, data_time: 0.001, memory: 7127, top1_acc: 0.6242, top5_acc: 0.8555, loss_cls: 1.4247, loss: 1.4247, grad_norm: 7.8358 2021-06-07 09:17:14,453 - mmaction - INFO - Epoch [36][380/1345] lr: 1.000e-03, eta: 5:09:23, time: 0.611, data_time: 0.001, memory: 7127, top1_acc: 0.6445, top5_acc: 0.8641, loss_cls: 1.4161, loss: 1.4161, grad_norm: 7.8164 2021-06-07 09:17:25,606 - mmaction - INFO - Epoch [36][400/1345] lr: 1.000e-03, eta: 5:09:01, time: 0.558, data_time: 0.001, memory: 7127, top1_acc: 0.6281, top5_acc: 0.8469, loss_cls: 1.4714, loss: 1.4714, grad_norm: 7.6078 2021-06-07 09:17:37,124 - mmaction - INFO - Epoch [36][420/1345] lr: 1.000e-03, eta: 5:08:39, time: 0.576, data_time: 0.001, memory: 7127, top1_acc: 0.6430, top5_acc: 0.8734, loss_cls: 1.3615, loss: 1.3615, grad_norm: 7.8550 2021-06-07 09:17:48,474 - mmaction - INFO - Epoch [36][440/1345] lr: 1.000e-03, eta: 5:08:17, time: 0.567, data_time: 0.001, memory: 7127, top1_acc: 0.6117, top5_acc: 0.8477, loss_cls: 1.4789, loss: 1.4789, grad_norm: 7.9466 2021-06-07 09:17:59,889 - mmaction - INFO - Epoch [36][460/1345] lr: 1.000e-03, eta: 5:07:55, time: 0.571, data_time: 0.001, memory: 7127, top1_acc: 0.6656, top5_acc: 0.8680, loss_cls: 1.3522, loss: 1.3522, grad_norm: 7.5664 2021-06-07 09:18:11,983 - mmaction - INFO - Epoch [36][480/1345] lr: 1.000e-03, eta: 5:07:34, time: 0.605, data_time: 0.001, memory: 7127, top1_acc: 0.6406, top5_acc: 0.8625, loss_cls: 1.4023, loss: 1.4023, grad_norm: 7.6799 2021-06-07 09:18:23,397 - mmaction - INFO - Epoch [36][500/1345] lr: 1.000e-03, eta: 5:07:12, time: 0.570, data_time: 0.001, memory: 7127, top1_acc: 0.6328, top5_acc: 0.8625, loss_cls: 1.3952, loss: 1.3952, grad_norm: 7.9580 2021-06-07 09:18:35,436 - mmaction - INFO - Epoch [36][520/1345] lr: 1.000e-03, eta: 5:06:50, time: 0.602, data_time: 0.002, memory: 7127, top1_acc: 0.6469, top5_acc: 0.8477, loss_cls: 1.3853, loss: 1.3853, grad_norm: 7.8733 2021-06-07 09:18:46,983 - mmaction - INFO - Epoch [36][540/1345] lr: 1.000e-03, eta: 5:06:29, time: 0.578, data_time: 0.002, memory: 7127, top1_acc: 0.6242, top5_acc: 0.8695, loss_cls: 1.4132, loss: 1.4132, grad_norm: 8.0934 2021-06-07 09:18:58,799 - mmaction - INFO - Epoch [36][560/1345] lr: 1.000e-03, eta: 5:06:07, time: 0.589, data_time: 0.001, memory: 7127, top1_acc: 0.6445, top5_acc: 0.8656, loss_cls: 1.3659, loss: 1.3659, grad_norm: 7.8086 2021-06-07 09:19:11,111 - mmaction - INFO - Epoch [36][580/1345] lr: 1.000e-03, eta: 5:05:46, time: 0.617, data_time: 0.002, memory: 7127, top1_acc: 0.6352, top5_acc: 0.8688, loss_cls: 1.3839, loss: 1.3839, grad_norm: 7.9934 2021-06-07 09:19:23,045 - mmaction - INFO - Epoch [36][600/1345] lr: 1.000e-03, eta: 5:05:24, time: 0.597, data_time: 0.001, memory: 7127, top1_acc: 0.6453, top5_acc: 0.8633, loss_cls: 1.3732, loss: 1.3732, grad_norm: 7.7966 2021-06-07 09:19:35,078 - mmaction - INFO - Epoch [36][620/1345] lr: 1.000e-03, eta: 5:05:03, time: 0.602, data_time: 0.001, memory: 7127, top1_acc: 0.6414, top5_acc: 0.8562, loss_cls: 1.3846, loss: 1.3846, grad_norm: 7.5860 2021-06-07 09:19:46,363 - mmaction - INFO - Epoch [36][640/1345] lr: 1.000e-03, eta: 5:04:41, time: 0.564, data_time: 0.001, memory: 7127, top1_acc: 0.6164, top5_acc: 0.8500, loss_cls: 1.4865, loss: 1.4865, grad_norm: 7.9889 2021-06-07 09:19:58,063 - mmaction - INFO - Epoch [36][660/1345] lr: 1.000e-03, eta: 5:04:19, time: 0.585, data_time: 0.001, memory: 7127, top1_acc: 0.6320, top5_acc: 0.8562, loss_cls: 1.4722, loss: 1.4722, grad_norm: 7.7291 2021-06-07 09:20:10,070 - mmaction - INFO - Epoch [36][680/1345] lr: 1.000e-03, eta: 5:03:58, time: 0.600, data_time: 0.001, memory: 7127, top1_acc: 0.6258, top5_acc: 0.8609, loss_cls: 1.4283, loss: 1.4283, grad_norm: 8.0329 2021-06-07 09:20:22,598 - mmaction - INFO - Epoch [36][700/1345] lr: 1.000e-03, eta: 5:03:37, time: 0.626, data_time: 0.001, memory: 7127, top1_acc: 0.6594, top5_acc: 0.8758, loss_cls: 1.3026, loss: 1.3026, grad_norm: 7.5023 2021-06-07 09:20:34,259 - mmaction - INFO - Epoch [36][720/1345] lr: 1.000e-03, eta: 5:03:15, time: 0.583, data_time: 0.002, memory: 7127, top1_acc: 0.6508, top5_acc: 0.8617, loss_cls: 1.3482, loss: 1.3482, grad_norm: 7.7080 2021-06-07 09:20:46,035 - mmaction - INFO - Epoch [36][740/1345] lr: 1.000e-03, eta: 5:02:54, time: 0.589, data_time: 0.001, memory: 7127, top1_acc: 0.6539, top5_acc: 0.8594, loss_cls: 1.3472, loss: 1.3472, grad_norm: 7.8222 2021-06-07 09:20:58,248 - mmaction - INFO - Epoch [36][760/1345] lr: 1.000e-03, eta: 5:02:32, time: 0.611, data_time: 0.002, memory: 7127, top1_acc: 0.6273, top5_acc: 0.8695, loss_cls: 1.3801, loss: 1.3801, grad_norm: 7.8546 2021-06-07 09:21:10,081 - mmaction - INFO - Epoch [36][780/1345] lr: 1.000e-03, eta: 5:02:11, time: 0.592, data_time: 0.001, memory: 7127, top1_acc: 0.6398, top5_acc: 0.8617, loss_cls: 1.4265, loss: 1.4265, grad_norm: 7.9301 2021-06-07 09:21:21,577 - mmaction - INFO - Epoch [36][800/1345] lr: 1.000e-03, eta: 5:01:49, time: 0.574, data_time: 0.001, memory: 7127, top1_acc: 0.6336, top5_acc: 0.8625, loss_cls: 1.3982, loss: 1.3982, grad_norm: 8.0324 2021-06-07 09:21:33,558 - mmaction - INFO - Epoch [36][820/1345] lr: 1.000e-03, eta: 5:01:28, time: 0.600, data_time: 0.002, memory: 7127, top1_acc: 0.6461, top5_acc: 0.8633, loss_cls: 1.4099, loss: 1.4099, grad_norm: 7.8760 2021-06-07 09:21:46,633 - mmaction - INFO - Epoch [36][840/1345] lr: 1.000e-03, eta: 5:01:07, time: 0.654, data_time: 0.001, memory: 7127, top1_acc: 0.6117, top5_acc: 0.8359, loss_cls: 1.5069, loss: 1.5069, grad_norm: 7.9655 2021-06-07 09:21:58,068 - mmaction - INFO - Epoch [36][860/1345] lr: 1.000e-03, eta: 5:00:45, time: 0.571, data_time: 0.001, memory: 7127, top1_acc: 0.6500, top5_acc: 0.8578, loss_cls: 1.3685, loss: 1.3685, grad_norm: 7.8931 2021-06-07 09:22:09,995 - mmaction - INFO - Epoch [36][880/1345] lr: 1.000e-03, eta: 5:00:24, time: 0.596, data_time: 0.002, memory: 7127, top1_acc: 0.6422, top5_acc: 0.8500, loss_cls: 1.3813, loss: 1.3813, grad_norm: 8.0068 2021-06-07 09:22:22,667 - mmaction - INFO - Epoch [36][900/1345] lr: 1.000e-03, eta: 5:00:03, time: 0.633, data_time: 0.001, memory: 7127, top1_acc: 0.6336, top5_acc: 0.8633, loss_cls: 1.4000, loss: 1.4000, grad_norm: 7.7842 2021-06-07 09:22:34,297 - mmaction - INFO - Epoch [36][920/1345] lr: 1.000e-03, eta: 4:59:41, time: 0.582, data_time: 0.001, memory: 7127, top1_acc: 0.6469, top5_acc: 0.8625, loss_cls: 1.3558, loss: 1.3558, grad_norm: 8.0246 2021-06-07 09:22:46,862 - mmaction - INFO - Epoch [36][940/1345] lr: 1.000e-03, eta: 4:59:20, time: 0.627, data_time: 0.001, memory: 7127, top1_acc: 0.6344, top5_acc: 0.8555, loss_cls: 1.4341, loss: 1.4341, grad_norm: 8.1069 2021-06-07 09:22:59,091 - mmaction - INFO - Epoch [36][960/1345] lr: 1.000e-03, eta: 4:58:59, time: 0.612, data_time: 0.002, memory: 7127, top1_acc: 0.6391, top5_acc: 0.8547, loss_cls: 1.4326, loss: 1.4326, grad_norm: 7.6681 2021-06-07 09:23:10,746 - mmaction - INFO - Epoch [36][980/1345] lr: 1.000e-03, eta: 4:58:37, time: 0.583, data_time: 0.002, memory: 7127, top1_acc: 0.6164, top5_acc: 0.8461, loss_cls: 1.4965, loss: 1.4965, grad_norm: 8.3737 2021-06-07 09:23:24,105 - mmaction - INFO - Epoch [36][1000/1345] lr: 1.000e-03, eta: 4:58:17, time: 0.667, data_time: 0.001, memory: 7127, top1_acc: 0.6492, top5_acc: 0.8578, loss_cls: 1.3746, loss: 1.3746, grad_norm: 7.6657 2021-06-07 09:23:35,682 - mmaction - INFO - Epoch [36][1020/1345] lr: 1.000e-03, eta: 4:57:55, time: 0.579, data_time: 0.002, memory: 7127, top1_acc: 0.6453, top5_acc: 0.8602, loss_cls: 1.3772, loss: 1.3772, grad_norm: 7.8536 2021-06-07 09:23:47,798 - mmaction - INFO - Epoch [36][1040/1345] lr: 1.000e-03, eta: 4:57:34, time: 0.606, data_time: 0.002, memory: 7127, top1_acc: 0.6359, top5_acc: 0.8594, loss_cls: 1.4206, loss: 1.4206, grad_norm: 8.0659 2021-06-07 09:24:00,207 - mmaction - INFO - Epoch [36][1060/1345] lr: 1.000e-03, eta: 4:57:13, time: 0.621, data_time: 0.003, memory: 7127, top1_acc: 0.6711, top5_acc: 0.8766, loss_cls: 1.2984, loss: 1.2984, grad_norm: 7.6409 2021-06-07 09:24:12,605 - mmaction - INFO - Epoch [36][1080/1345] lr: 1.000e-03, eta: 4:56:52, time: 0.620, data_time: 0.001, memory: 7127, top1_acc: 0.6383, top5_acc: 0.8562, loss_cls: 1.4345, loss: 1.4345, grad_norm: 8.1657 2021-06-07 09:24:25,728 - mmaction - INFO - Epoch [36][1100/1345] lr: 1.000e-03, eta: 4:56:31, time: 0.656, data_time: 0.001, memory: 7127, top1_acc: 0.6523, top5_acc: 0.8594, loss_cls: 1.3601, loss: 1.3601, grad_norm: 7.6244 2021-06-07 09:24:37,959 - mmaction - INFO - Epoch [36][1120/1345] lr: 1.000e-03, eta: 4:56:10, time: 0.611, data_time: 0.001, memory: 7127, top1_acc: 0.6617, top5_acc: 0.8641, loss_cls: 1.3159, loss: 1.3159, grad_norm: 7.5335 2021-06-07 09:24:50,403 - mmaction - INFO - Epoch [36][1140/1345] lr: 1.000e-03, eta: 4:55:48, time: 0.623, data_time: 0.001, memory: 7127, top1_acc: 0.6352, top5_acc: 0.8594, loss_cls: 1.4270, loss: 1.4270, grad_norm: 8.1217 2021-06-07 09:25:02,818 - mmaction - INFO - Epoch [36][1160/1345] lr: 1.000e-03, eta: 4:55:27, time: 0.621, data_time: 0.001, memory: 7127, top1_acc: 0.6367, top5_acc: 0.8594, loss_cls: 1.3973, loss: 1.3973, grad_norm: 8.0146 2021-06-07 09:25:15,417 - mmaction - INFO - Epoch [36][1180/1345] lr: 1.000e-03, eta: 4:55:06, time: 0.629, data_time: 0.001, memory: 7127, top1_acc: 0.6375, top5_acc: 0.8445, loss_cls: 1.4413, loss: 1.4413, grad_norm: 7.6418 2021-06-07 09:25:27,993 - mmaction - INFO - Epoch [36][1200/1345] lr: 1.000e-03, eta: 4:54:45, time: 0.629, data_time: 0.002, memory: 7127, top1_acc: 0.6344, top5_acc: 0.8586, loss_cls: 1.4190, loss: 1.4190, grad_norm: 7.8677 2021-06-07 09:25:41,081 - mmaction - INFO - Epoch [36][1220/1345] lr: 1.000e-03, eta: 4:54:24, time: 0.654, data_time: 0.001, memory: 7127, top1_acc: 0.6602, top5_acc: 0.8648, loss_cls: 1.3450, loss: 1.3450, grad_norm: 7.9949 2021-06-07 09:25:53,466 - mmaction - INFO - Epoch [36][1240/1345] lr: 1.000e-03, eta: 4:54:03, time: 0.620, data_time: 0.002, memory: 7127, top1_acc: 0.6258, top5_acc: 0.8570, loss_cls: 1.4121, loss: 1.4121, grad_norm: 7.9221 2021-06-07 09:26:06,222 - mmaction - INFO - Epoch [36][1260/1345] lr: 1.000e-03, eta: 4:53:42, time: 0.638, data_time: 0.001, memory: 7127, top1_acc: 0.6570, top5_acc: 0.8734, loss_cls: 1.3436, loss: 1.3436, grad_norm: 8.0113 2021-06-07 09:26:19,595 - mmaction - INFO - Epoch [36][1280/1345] lr: 1.000e-03, eta: 4:53:22, time: 0.668, data_time: 0.001, memory: 7127, top1_acc: 0.6258, top5_acc: 0.8516, loss_cls: 1.4342, loss: 1.4342, grad_norm: 8.0953 2021-06-07 09:26:31,674 - mmaction - INFO - Epoch [36][1300/1345] lr: 1.000e-03, eta: 4:53:01, time: 0.604, data_time: 0.001, memory: 7127, top1_acc: 0.6406, top5_acc: 0.8602, loss_cls: 1.3766, loss: 1.3766, grad_norm: 7.9152 2021-06-07 09:26:44,448 - mmaction - INFO - Epoch [36][1320/1345] lr: 1.000e-03, eta: 4:52:40, time: 0.639, data_time: 0.002, memory: 7127, top1_acc: 0.6391, top5_acc: 0.8672, loss_cls: 1.3870, loss: 1.3870, grad_norm: 7.9422 2021-06-07 09:26:58,026 - mmaction - INFO - Epoch [36][1340/1345] lr: 1.000e-03, eta: 4:52:19, time: 0.679, data_time: 0.001, memory: 7127, top1_acc: 0.6320, top5_acc: 0.8445, loss_cls: 1.4140, loss: 1.4140, grad_norm: 8.0751 2021-06-07 09:27:05,928 - mmaction - INFO - Saving checkpoint at 36 epochs 2021-06-07 09:34:50,146 - mmaction - INFO - Epoch [37][20/1345] lr: 1.000e-03, eta: 4:54:47, time: 23.161, data_time: 22.534, memory: 7127, top1_acc: 0.6516, top5_acc: 0.8781, loss_cls: 1.3141, loss: 1.3141, grad_norm: 7.9279 2021-06-07 09:35:00,281 - mmaction - INFO - Epoch [37][40/1345] lr: 1.000e-03, eta: 4:54:24, time: 0.507, data_time: 0.003, memory: 7127, top1_acc: 0.6414, top5_acc: 0.8656, loss_cls: 1.3509, loss: 1.3509, grad_norm: 7.6665 2021-06-07 09:35:10,486 - mmaction - INFO - Epoch [37][60/1345] lr: 1.000e-03, eta: 4:54:02, time: 0.510, data_time: 0.001, memory: 7127, top1_acc: 0.6414, top5_acc: 0.8656, loss_cls: 1.3503, loss: 1.3503, grad_norm: 7.9262 2021-06-07 09:35:20,753 - mmaction - INFO - Epoch [37][80/1345] lr: 1.000e-03, eta: 4:53:40, time: 0.514, data_time: 0.002, memory: 7127, top1_acc: 0.6641, top5_acc: 0.8812, loss_cls: 1.2916, loss: 1.2916, grad_norm: 7.6174 2021-06-07 09:35:31,114 - mmaction - INFO - Epoch [37][100/1345] lr: 1.000e-03, eta: 4:53:18, time: 0.517, data_time: 0.001, memory: 7127, top1_acc: 0.6391, top5_acc: 0.8727, loss_cls: 1.3654, loss: 1.3654, grad_norm: 7.9892 2021-06-07 09:35:41,419 - mmaction - INFO - Epoch [37][120/1345] lr: 1.000e-03, eta: 4:52:56, time: 0.516, data_time: 0.003, memory: 7127, top1_acc: 0.6656, top5_acc: 0.8812, loss_cls: 1.3117, loss: 1.3117, grad_norm: 8.0592 2021-06-07 09:35:51,602 - mmaction - INFO - Epoch [37][140/1345] lr: 1.000e-03, eta: 4:52:34, time: 0.510, data_time: 0.001, memory: 7127, top1_acc: 0.6531, top5_acc: 0.8742, loss_cls: 1.3012, loss: 1.3012, grad_norm: 7.7856 2021-06-07 09:36:01,847 - mmaction - INFO - Epoch [37][160/1345] lr: 1.000e-03, eta: 4:52:12, time: 0.512, data_time: 0.001, memory: 7127, top1_acc: 0.6555, top5_acc: 0.8578, loss_cls: 1.3529, loss: 1.3529, grad_norm: 8.1632 2021-06-07 09:36:12,191 - mmaction - INFO - Epoch [37][180/1345] lr: 1.000e-03, eta: 4:51:50, time: 0.516, data_time: 0.001, memory: 7127, top1_acc: 0.6188, top5_acc: 0.8570, loss_cls: 1.4690, loss: 1.4690, grad_norm: 8.2574 2021-06-07 09:36:22,906 - mmaction - INFO - Epoch [37][200/1345] lr: 1.000e-03, eta: 4:51:28, time: 0.536, data_time: 0.003, memory: 7127, top1_acc: 0.6352, top5_acc: 0.8477, loss_cls: 1.4145, loss: 1.4145, grad_norm: 8.0195 2021-06-07 09:36:34,434 - mmaction - INFO - Epoch [37][220/1345] lr: 1.000e-03, eta: 4:51:07, time: 0.577, data_time: 0.002, memory: 7127, top1_acc: 0.6625, top5_acc: 0.8734, loss_cls: 1.3131, loss: 1.3131, grad_norm: 7.8916 2021-06-07 09:36:45,462 - mmaction - INFO - Epoch [37][240/1345] lr: 1.000e-03, eta: 4:50:45, time: 0.551, data_time: 0.001, memory: 7127, top1_acc: 0.6711, top5_acc: 0.8758, loss_cls: 1.2922, loss: 1.2922, grad_norm: 7.7130 2021-06-07 09:36:56,599 - mmaction - INFO - Epoch [37][260/1345] lr: 1.000e-03, eta: 4:50:23, time: 0.557, data_time: 0.001, memory: 7127, top1_acc: 0.6641, top5_acc: 0.8641, loss_cls: 1.3538, loss: 1.3538, grad_norm: 7.9407 2021-06-07 09:37:08,221 - mmaction - INFO - Epoch [37][280/1345] lr: 1.000e-03, eta: 4:50:02, time: 0.581, data_time: 0.002, memory: 7127, top1_acc: 0.6367, top5_acc: 0.8523, loss_cls: 1.4391, loss: 1.4391, grad_norm: 8.3992 2021-06-07 09:37:19,581 - mmaction - INFO - Epoch [37][300/1345] lr: 1.000e-03, eta: 4:49:40, time: 0.568, data_time: 0.001, memory: 7127, top1_acc: 0.6430, top5_acc: 0.8547, loss_cls: 1.4474, loss: 1.4474, grad_norm: 8.3175 2021-06-07 09:37:30,925 - mmaction - INFO - Epoch [37][320/1345] lr: 1.000e-03, eta: 4:49:18, time: 0.567, data_time: 0.001, memory: 7127, top1_acc: 0.6414, top5_acc: 0.8617, loss_cls: 1.3731, loss: 1.3731, grad_norm: 7.7547 2021-06-07 09:37:43,115 - mmaction - INFO - Epoch [37][340/1345] lr: 1.000e-03, eta: 4:48:57, time: 0.610, data_time: 0.001, memory: 7127, top1_acc: 0.6602, top5_acc: 0.8680, loss_cls: 1.3393, loss: 1.3393, grad_norm: 7.7899 2021-06-07 09:37:54,067 - mmaction - INFO - Epoch [37][360/1345] lr: 1.000e-03, eta: 4:48:36, time: 0.547, data_time: 0.002, memory: 7127, top1_acc: 0.6406, top5_acc: 0.8531, loss_cls: 1.3896, loss: 1.3896, grad_norm: 8.0455 2021-06-07 09:38:06,181 - mmaction - INFO - Epoch [37][380/1345] lr: 1.000e-03, eta: 4:48:14, time: 0.606, data_time: 0.001, memory: 7127, top1_acc: 0.6445, top5_acc: 0.8586, loss_cls: 1.3436, loss: 1.3436, grad_norm: 8.0588 2021-06-07 09:38:17,903 - mmaction - INFO - Epoch [37][400/1345] lr: 1.000e-03, eta: 4:47:53, time: 0.586, data_time: 0.001, memory: 7127, top1_acc: 0.6398, top5_acc: 0.8734, loss_cls: 1.3580, loss: 1.3580, grad_norm: 8.0268 2021-06-07 09:38:29,771 - mmaction - INFO - Epoch [37][420/1345] lr: 1.000e-03, eta: 4:47:32, time: 0.593, data_time: 0.001, memory: 7127, top1_acc: 0.6594, top5_acc: 0.8688, loss_cls: 1.3379, loss: 1.3379, grad_norm: 8.0393 2021-06-07 09:38:41,629 - mmaction - INFO - Epoch [37][440/1345] lr: 1.000e-03, eta: 4:47:10, time: 0.594, data_time: 0.002, memory: 7127, top1_acc: 0.6648, top5_acc: 0.8562, loss_cls: 1.3489, loss: 1.3489, grad_norm: 7.7876 2021-06-07 09:38:52,920 - mmaction - INFO - Epoch [37][460/1345] lr: 1.000e-03, eta: 4:46:49, time: 0.565, data_time: 0.001, memory: 7127, top1_acc: 0.6625, top5_acc: 0.8727, loss_cls: 1.3150, loss: 1.3150, grad_norm: 7.8422 2021-06-07 09:39:05,317 - mmaction - INFO - Epoch [37][480/1345] lr: 1.000e-03, eta: 4:46:28, time: 0.620, data_time: 0.001, memory: 7127, top1_acc: 0.6430, top5_acc: 0.8602, loss_cls: 1.4035, loss: 1.4035, grad_norm: 8.0278 2021-06-07 09:39:16,728 - mmaction - INFO - Epoch [37][500/1345] lr: 1.000e-03, eta: 4:46:06, time: 0.570, data_time: 0.001, memory: 7127, top1_acc: 0.6539, top5_acc: 0.8609, loss_cls: 1.3295, loss: 1.3295, grad_norm: 7.8855 2021-06-07 09:39:29,283 - mmaction - INFO - Epoch [37][520/1345] lr: 1.000e-03, eta: 4:45:45, time: 0.628, data_time: 0.002, memory: 7127, top1_acc: 0.6422, top5_acc: 0.8766, loss_cls: 1.3546, loss: 1.3546, grad_norm: 8.1248 2021-06-07 09:39:41,255 - mmaction - INFO - Epoch [37][540/1345] lr: 1.000e-03, eta: 4:45:24, time: 0.598, data_time: 0.001, memory: 7127, top1_acc: 0.6438, top5_acc: 0.8609, loss_cls: 1.3713, loss: 1.3713, grad_norm: 8.1322 2021-06-07 09:39:53,194 - mmaction - INFO - Epoch [37][560/1345] lr: 1.000e-03, eta: 4:45:03, time: 0.597, data_time: 0.001, memory: 7127, top1_acc: 0.6172, top5_acc: 0.8648, loss_cls: 1.4050, loss: 1.4050, grad_norm: 8.1746 2021-06-07 09:40:05,035 - mmaction - INFO - Epoch [37][580/1345] lr: 1.000e-03, eta: 4:44:41, time: 0.592, data_time: 0.001, memory: 7127, top1_acc: 0.6648, top5_acc: 0.8641, loss_cls: 1.3295, loss: 1.3295, grad_norm: 7.7950 2021-06-07 09:40:17,034 - mmaction - INFO - Epoch [37][600/1345] lr: 1.000e-03, eta: 4:44:20, time: 0.599, data_time: 0.001, memory: 7127, top1_acc: 0.6430, top5_acc: 0.8617, loss_cls: 1.3888, loss: 1.3888, grad_norm: 8.0402 2021-06-07 09:40:28,643 - mmaction - INFO - Epoch [37][620/1345] lr: 1.000e-03, eta: 4:43:59, time: 0.581, data_time: 0.001, memory: 7127, top1_acc: 0.6391, top5_acc: 0.8719, loss_cls: 1.3817, loss: 1.3817, grad_norm: 8.3340 2021-06-07 09:40:40,650 - mmaction - INFO - Epoch [37][640/1345] lr: 1.000e-03, eta: 4:43:37, time: 0.600, data_time: 0.001, memory: 7127, top1_acc: 0.6719, top5_acc: 0.8828, loss_cls: 1.2981, loss: 1.2981, grad_norm: 8.2013 2021-06-07 09:40:52,264 - mmaction - INFO - Epoch [37][660/1345] lr: 1.000e-03, eta: 4:43:16, time: 0.581, data_time: 0.002, memory: 7127, top1_acc: 0.6359, top5_acc: 0.8586, loss_cls: 1.3933, loss: 1.3933, grad_norm: 8.1975 2021-06-07 09:41:04,858 - mmaction - INFO - Epoch [37][680/1345] lr: 1.000e-03, eta: 4:42:55, time: 0.630, data_time: 0.001, memory: 7127, top1_acc: 0.6492, top5_acc: 0.8633, loss_cls: 1.3804, loss: 1.3804, grad_norm: 8.1317 2021-06-07 09:41:16,653 - mmaction - INFO - Epoch [37][700/1345] lr: 1.000e-03, eta: 4:42:34, time: 0.589, data_time: 0.001, memory: 7127, top1_acc: 0.6461, top5_acc: 0.8688, loss_cls: 1.3328, loss: 1.3328, grad_norm: 8.0530 2021-06-07 09:41:28,139 - mmaction - INFO - Epoch [37][720/1345] lr: 1.000e-03, eta: 4:42:13, time: 0.573, data_time: 0.002, memory: 7127, top1_acc: 0.6219, top5_acc: 0.8578, loss_cls: 1.4402, loss: 1.4402, grad_norm: 8.5068 2021-06-07 09:41:40,567 - mmaction - INFO - Epoch [37][740/1345] lr: 1.000e-03, eta: 4:41:52, time: 0.623, data_time: 0.002, memory: 7127, top1_acc: 0.6359, top5_acc: 0.8625, loss_cls: 1.3760, loss: 1.3760, grad_norm: 8.2292 2021-06-07 09:41:52,077 - mmaction - INFO - Epoch [37][760/1345] lr: 1.000e-03, eta: 4:41:30, time: 0.575, data_time: 0.001, memory: 7127, top1_acc: 0.6227, top5_acc: 0.8609, loss_cls: 1.4407, loss: 1.4407, grad_norm: 8.4765 2021-06-07 09:42:04,160 - mmaction - INFO - Epoch [37][780/1345] lr: 1.000e-03, eta: 4:41:09, time: 0.604, data_time: 0.002, memory: 7127, top1_acc: 0.6570, top5_acc: 0.8680, loss_cls: 1.3373, loss: 1.3373, grad_norm: 8.1708 2021-06-07 09:42:15,690 - mmaction - INFO - Epoch [37][800/1345] lr: 1.000e-03, eta: 4:40:48, time: 0.577, data_time: 0.002, memory: 7127, top1_acc: 0.6602, top5_acc: 0.8742, loss_cls: 1.2848, loss: 1.2848, grad_norm: 7.8027 2021-06-07 09:42:27,556 - mmaction - INFO - Epoch [37][820/1345] lr: 1.000e-03, eta: 4:40:27, time: 0.592, data_time: 0.001, memory: 7127, top1_acc: 0.6469, top5_acc: 0.8422, loss_cls: 1.4306, loss: 1.4306, grad_norm: 8.3120 2021-06-07 09:42:39,468 - mmaction - INFO - Epoch [37][840/1345] lr: 1.000e-03, eta: 4:40:05, time: 0.595, data_time: 0.002, memory: 7127, top1_acc: 0.6359, top5_acc: 0.8430, loss_cls: 1.4261, loss: 1.4261, grad_norm: 8.2811 2021-06-07 09:42:51,473 - mmaction - INFO - Epoch [37][860/1345] lr: 1.000e-03, eta: 4:39:44, time: 0.601, data_time: 0.002, memory: 7127, top1_acc: 0.6414, top5_acc: 0.8531, loss_cls: 1.4206, loss: 1.4206, grad_norm: 8.4935 2021-06-07 09:43:04,346 - mmaction - INFO - Epoch [37][880/1345] lr: 1.000e-03, eta: 4:39:23, time: 0.644, data_time: 0.001, memory: 7127, top1_acc: 0.6352, top5_acc: 0.8539, loss_cls: 1.4125, loss: 1.4125, grad_norm: 8.1488 2021-06-07 09:43:15,801 - mmaction - INFO - Epoch [37][900/1345] lr: 1.000e-03, eta: 4:39:02, time: 0.572, data_time: 0.002, memory: 7127, top1_acc: 0.6523, top5_acc: 0.8625, loss_cls: 1.3491, loss: 1.3491, grad_norm: 8.1402 2021-06-07 09:43:27,479 - mmaction - INFO - Epoch [37][920/1345] lr: 1.000e-03, eta: 4:38:41, time: 0.584, data_time: 0.002, memory: 7127, top1_acc: 0.6547, top5_acc: 0.8734, loss_cls: 1.3326, loss: 1.3326, grad_norm: 7.9881 2021-06-07 09:43:39,861 - mmaction - INFO - Epoch [37][940/1345] lr: 1.000e-03, eta: 4:38:20, time: 0.619, data_time: 0.002, memory: 7127, top1_acc: 0.6398, top5_acc: 0.8672, loss_cls: 1.3929, loss: 1.3929, grad_norm: 8.3773 2021-06-07 09:43:51,579 - mmaction - INFO - Epoch [37][960/1345] lr: 1.000e-03, eta: 4:37:59, time: 0.585, data_time: 0.001, memory: 7127, top1_acc: 0.6227, top5_acc: 0.8547, loss_cls: 1.4522, loss: 1.4522, grad_norm: 8.4671 2021-06-07 09:44:03,904 - mmaction - INFO - Epoch [37][980/1345] lr: 1.000e-03, eta: 4:37:38, time: 0.617, data_time: 0.002, memory: 7127, top1_acc: 0.6609, top5_acc: 0.8594, loss_cls: 1.3662, loss: 1.3662, grad_norm: 8.3961 2021-06-07 09:44:15,514 - mmaction - INFO - Epoch [37][1000/1345] lr: 1.000e-03, eta: 4:37:17, time: 0.581, data_time: 0.001, memory: 7127, top1_acc: 0.6687, top5_acc: 0.8625, loss_cls: 1.3293, loss: 1.3293, grad_norm: 8.0896 2021-06-07 09:44:27,294 - mmaction - INFO - Epoch [37][1020/1345] lr: 1.000e-03, eta: 4:36:55, time: 0.588, data_time: 0.001, memory: 7127, top1_acc: 0.6727, top5_acc: 0.8758, loss_cls: 1.3000, loss: 1.3000, grad_norm: 8.0664 2021-06-07 09:44:39,315 - mmaction - INFO - Epoch [37][1040/1345] lr: 1.000e-03, eta: 4:36:34, time: 0.602, data_time: 0.002, memory: 7127, top1_acc: 0.6555, top5_acc: 0.8562, loss_cls: 1.3846, loss: 1.3846, grad_norm: 8.6026 2021-06-07 09:44:51,592 - mmaction - INFO - Epoch [37][1060/1345] lr: 1.000e-03, eta: 4:36:13, time: 0.613, data_time: 0.001, memory: 7127, top1_acc: 0.6500, top5_acc: 0.8617, loss_cls: 1.4023, loss: 1.4023, grad_norm: 8.2218 2021-06-07 09:45:04,506 - mmaction - INFO - Epoch [37][1080/1345] lr: 1.000e-03, eta: 4:35:53, time: 0.646, data_time: 0.002, memory: 7127, top1_acc: 0.6461, top5_acc: 0.8477, loss_cls: 1.3711, loss: 1.3711, grad_norm: 8.3156 2021-06-07 09:45:16,310 - mmaction - INFO - Epoch [37][1100/1345] lr: 1.000e-03, eta: 4:35:32, time: 0.590, data_time: 0.001, memory: 7127, top1_acc: 0.6555, top5_acc: 0.8781, loss_cls: 1.3225, loss: 1.3225, grad_norm: 8.1391 2021-06-07 09:45:28,072 - mmaction - INFO - Epoch [37][1120/1345] lr: 1.000e-03, eta: 4:35:11, time: 0.588, data_time: 0.001, memory: 7127, top1_acc: 0.6359, top5_acc: 0.8484, loss_cls: 1.4737, loss: 1.4737, grad_norm: 8.2739 2021-06-07 09:45:40,513 - mmaction - INFO - Epoch [37][1140/1345] lr: 1.000e-03, eta: 4:34:50, time: 0.622, data_time: 0.002, memory: 7127, top1_acc: 0.6531, top5_acc: 0.8719, loss_cls: 1.3219, loss: 1.3219, grad_norm: 8.3006 2021-06-07 09:45:52,998 - mmaction - INFO - Epoch [37][1160/1345] lr: 1.000e-03, eta: 4:34:29, time: 0.624, data_time: 0.001, memory: 7127, top1_acc: 0.6391, top5_acc: 0.8562, loss_cls: 1.3942, loss: 1.3942, grad_norm: 8.1281 2021-06-07 09:46:05,540 - mmaction - INFO - Epoch [37][1180/1345] lr: 1.000e-03, eta: 4:34:08, time: 0.628, data_time: 0.001, memory: 7127, top1_acc: 0.6422, top5_acc: 0.8594, loss_cls: 1.3968, loss: 1.3968, grad_norm: 8.0808 2021-06-07 09:46:17,947 - mmaction - INFO - Epoch [37][1200/1345] lr: 1.000e-03, eta: 4:33:47, time: 0.620, data_time: 0.001, memory: 7127, top1_acc: 0.6477, top5_acc: 0.8578, loss_cls: 1.4295, loss: 1.4295, grad_norm: 8.2024 2021-06-07 09:46:30,034 - mmaction - INFO - Epoch [37][1220/1345] lr: 1.000e-03, eta: 4:33:26, time: 0.605, data_time: 0.001, memory: 7127, top1_acc: 0.6375, top5_acc: 0.8656, loss_cls: 1.4048, loss: 1.4048, grad_norm: 8.4488 2021-06-07 09:46:42,798 - mmaction - INFO - Epoch [37][1240/1345] lr: 1.000e-03, eta: 4:33:06, time: 0.638, data_time: 0.001, memory: 7127, top1_acc: 0.6445, top5_acc: 0.8703, loss_cls: 1.3595, loss: 1.3595, grad_norm: 7.9406 2021-06-07 09:46:54,554 - mmaction - INFO - Epoch [37][1260/1345] lr: 1.000e-03, eta: 4:32:44, time: 0.588, data_time: 0.001, memory: 7127, top1_acc: 0.6570, top5_acc: 0.8758, loss_cls: 1.2940, loss: 1.2940, grad_norm: 7.7482 2021-06-07 09:47:06,869 - mmaction - INFO - Epoch [37][1280/1345] lr: 1.000e-03, eta: 4:32:24, time: 0.615, data_time: 0.001, memory: 7127, top1_acc: 0.6430, top5_acc: 0.8734, loss_cls: 1.3357, loss: 1.3357, grad_norm: 8.0792 2021-06-07 09:47:19,215 - mmaction - INFO - Epoch [37][1300/1345] lr: 1.000e-03, eta: 4:32:03, time: 0.619, data_time: 0.002, memory: 7127, top1_acc: 0.6773, top5_acc: 0.8820, loss_cls: 1.2561, loss: 1.2561, grad_norm: 7.6792 2021-06-07 09:47:31,556 - mmaction - INFO - Epoch [37][1320/1345] lr: 1.000e-03, eta: 4:31:42, time: 0.617, data_time: 0.001, memory: 7127, top1_acc: 0.6414, top5_acc: 0.8703, loss_cls: 1.3659, loss: 1.3659, grad_norm: 8.3246 2021-06-07 09:47:44,524 - mmaction - INFO - Epoch [37][1340/1345] lr: 1.000e-03, eta: 4:31:21, time: 0.648, data_time: 0.001, memory: 7127, top1_acc: 0.6102, top5_acc: 0.8609, loss_cls: 1.4693, loss: 1.4693, grad_norm: 8.6510 2021-06-07 09:47:52,090 - mmaction - INFO - Saving checkpoint at 37 epochs 2021-06-07 09:55:39,306 - mmaction - INFO - Epoch [38][20/1345] lr: 1.000e-03, eta: 4:33:33, time: 23.311, data_time: 22.684, memory: 7127, top1_acc: 0.6461, top5_acc: 0.8641, loss_cls: 1.3935, loss: 1.3935, grad_norm: 8.2909 2021-06-07 09:55:49,498 - mmaction - INFO - Epoch [38][40/1345] lr: 1.000e-03, eta: 4:33:12, time: 0.510, data_time: 0.003, memory: 7127, top1_acc: 0.6273, top5_acc: 0.8727, loss_cls: 1.3589, loss: 1.3589, grad_norm: 8.2933 2021-06-07 09:55:59,770 - mmaction - INFO - Epoch [38][60/1345] lr: 1.000e-03, eta: 4:32:50, time: 0.513, data_time: 0.001, memory: 7127, top1_acc: 0.6758, top5_acc: 0.8766, loss_cls: 1.3060, loss: 1.3060, grad_norm: 8.0398 2021-06-07 09:56:09,902 - mmaction - INFO - Epoch [38][80/1345] lr: 1.000e-03, eta: 4:32:28, time: 0.507, data_time: 0.002, memory: 7127, top1_acc: 0.6586, top5_acc: 0.8703, loss_cls: 1.3295, loss: 1.3295, grad_norm: 8.3090 2021-06-07 09:56:19,946 - mmaction - INFO - Epoch [38][100/1345] lr: 1.000e-03, eta: 4:32:06, time: 0.503, data_time: 0.001, memory: 7127, top1_acc: 0.6469, top5_acc: 0.8578, loss_cls: 1.3611, loss: 1.3611, grad_norm: 8.4917 2021-06-07 09:56:30,093 - mmaction - INFO - Epoch [38][120/1345] lr: 1.000e-03, eta: 4:31:44, time: 0.506, data_time: 0.001, memory: 7127, top1_acc: 0.6555, top5_acc: 0.8773, loss_cls: 1.3550, loss: 1.3550, grad_norm: 8.2974 2021-06-07 09:56:40,413 - mmaction - INFO - Epoch [38][140/1345] lr: 1.000e-03, eta: 4:31:23, time: 0.517, data_time: 0.002, memory: 7127, top1_acc: 0.6484, top5_acc: 0.8602, loss_cls: 1.3937, loss: 1.3937, grad_norm: 8.2066 2021-06-07 09:56:50,936 - mmaction - INFO - Epoch [38][160/1345] lr: 1.000e-03, eta: 4:31:01, time: 0.526, data_time: 0.001, memory: 7127, top1_acc: 0.6500, top5_acc: 0.8680, loss_cls: 1.3343, loss: 1.3343, grad_norm: 8.1640 2021-06-07 09:57:01,540 - mmaction - INFO - Epoch [38][180/1345] lr: 1.000e-03, eta: 4:30:39, time: 0.530, data_time: 0.001, memory: 7127, top1_acc: 0.6648, top5_acc: 0.8812, loss_cls: 1.2802, loss: 1.2802, grad_norm: 8.0236 2021-06-07 09:57:12,159 - mmaction - INFO - Epoch [38][200/1345] lr: 1.000e-03, eta: 4:30:18, time: 0.529, data_time: 0.001, memory: 7127, top1_acc: 0.6617, top5_acc: 0.8750, loss_cls: 1.3201, loss: 1.3201, grad_norm: 8.2571 2021-06-07 09:57:23,192 - mmaction - INFO - Epoch [38][220/1345] lr: 1.000e-03, eta: 4:29:56, time: 0.553, data_time: 0.002, memory: 7127, top1_acc: 0.6414, top5_acc: 0.8547, loss_cls: 1.4057, loss: 1.4057, grad_norm: 8.2261 2021-06-07 09:57:34,734 - mmaction - INFO - Epoch [38][240/1345] lr: 1.000e-03, eta: 4:29:35, time: 0.577, data_time: 0.002, memory: 7127, top1_acc: 0.6672, top5_acc: 0.8773, loss_cls: 1.2912, loss: 1.2912, grad_norm: 8.2082 2021-06-07 09:57:46,131 - mmaction - INFO - Epoch [38][260/1345] lr: 1.000e-03, eta: 4:29:14, time: 0.570, data_time: 0.001, memory: 7127, top1_acc: 0.6539, top5_acc: 0.8562, loss_cls: 1.4051, loss: 1.4051, grad_norm: 8.1383 2021-06-07 09:57:57,382 - mmaction - INFO - Epoch [38][280/1345] lr: 1.000e-03, eta: 4:28:53, time: 0.562, data_time: 0.001, memory: 7127, top1_acc: 0.6164, top5_acc: 0.8555, loss_cls: 1.4526, loss: 1.4526, grad_norm: 8.8305 2021-06-07 09:58:08,629 - mmaction - INFO - Epoch [38][300/1345] lr: 1.000e-03, eta: 4:28:31, time: 0.561, data_time: 0.001, memory: 7127, top1_acc: 0.6555, top5_acc: 0.8719, loss_cls: 1.2957, loss: 1.2957, grad_norm: 8.0657 2021-06-07 09:58:20,378 - mmaction - INFO - Epoch [38][320/1345] lr: 1.000e-03, eta: 4:28:10, time: 0.588, data_time: 0.003, memory: 7127, top1_acc: 0.6555, top5_acc: 0.8570, loss_cls: 1.3514, loss: 1.3514, grad_norm: 8.2274 2021-06-07 09:58:32,640 - mmaction - INFO - Epoch [38][340/1345] lr: 1.000e-03, eta: 4:27:49, time: 0.614, data_time: 0.002, memory: 7127, top1_acc: 0.6273, top5_acc: 0.8555, loss_cls: 1.4050, loss: 1.4050, grad_norm: 8.6363 2021-06-07 09:58:46,217 - mmaction - INFO - Epoch [38][360/1345] lr: 1.000e-03, eta: 4:27:29, time: 0.679, data_time: 0.001, memory: 7127, top1_acc: 0.6766, top5_acc: 0.8766, loss_cls: 1.2830, loss: 1.2830, grad_norm: 7.8883 2021-06-07 09:58:57,927 - mmaction - INFO - Epoch [38][380/1345] lr: 1.000e-03, eta: 4:27:07, time: 0.586, data_time: 0.001, memory: 7127, top1_acc: 0.6453, top5_acc: 0.8570, loss_cls: 1.4119, loss: 1.4119, grad_norm: 8.2983 2021-06-07 09:59:10,318 - mmaction - INFO - Epoch [38][400/1345] lr: 1.000e-03, eta: 4:26:47, time: 0.619, data_time: 0.001, memory: 7127, top1_acc: 0.6266, top5_acc: 0.8750, loss_cls: 1.3627, loss: 1.3627, grad_norm: 8.6467 2021-06-07 09:59:22,419 - mmaction - INFO - Epoch [38][420/1345] lr: 1.000e-03, eta: 4:26:26, time: 0.605, data_time: 0.001, memory: 7127, top1_acc: 0.6523, top5_acc: 0.8578, loss_cls: 1.3556, loss: 1.3556, grad_norm: 8.3841 2021-06-07 09:59:34,882 - mmaction - INFO - Epoch [38][440/1345] lr: 1.000e-03, eta: 4:26:05, time: 0.623, data_time: 0.002, memory: 7127, top1_acc: 0.6664, top5_acc: 0.8750, loss_cls: 1.3007, loss: 1.3007, grad_norm: 8.1987 2021-06-07 09:59:47,469 - mmaction - INFO - Epoch [38][460/1345] lr: 1.000e-03, eta: 4:25:44, time: 0.630, data_time: 0.001, memory: 7127, top1_acc: 0.6609, top5_acc: 0.8672, loss_cls: 1.3358, loss: 1.3358, grad_norm: 8.3718 2021-06-07 09:59:59,035 - mmaction - INFO - Epoch [38][480/1345] lr: 1.000e-03, eta: 4:25:23, time: 0.579, data_time: 0.001, memory: 7127, top1_acc: 0.6594, top5_acc: 0.8773, loss_cls: 1.2728, loss: 1.2728, grad_norm: 8.1307 2021-06-07 10:00:11,616 - mmaction - INFO - Epoch [38][500/1345] lr: 1.000e-03, eta: 4:25:02, time: 0.628, data_time: 0.001, memory: 7127, top1_acc: 0.6484, top5_acc: 0.8656, loss_cls: 1.3449, loss: 1.3449, grad_norm: 8.3281 2021-06-07 10:00:23,779 - mmaction - INFO - Epoch [38][520/1345] lr: 1.000e-03, eta: 4:24:41, time: 0.609, data_time: 0.003, memory: 7127, top1_acc: 0.6539, top5_acc: 0.8742, loss_cls: 1.3349, loss: 1.3349, grad_norm: 8.2343 2021-06-07 10:00:35,072 - mmaction - INFO - Epoch [38][540/1345] lr: 1.000e-03, eta: 4:24:20, time: 0.564, data_time: 0.001, memory: 7127, top1_acc: 0.6344, top5_acc: 0.8531, loss_cls: 1.4208, loss: 1.4208, grad_norm: 8.7247 2021-06-07 10:00:48,098 - mmaction - INFO - Epoch [38][560/1345] lr: 1.000e-03, eta: 4:23:59, time: 0.652, data_time: 0.002, memory: 7127, top1_acc: 0.6602, top5_acc: 0.8672, loss_cls: 1.3538, loss: 1.3538, grad_norm: 8.3410 2021-06-07 10:01:00,186 - mmaction - INFO - Epoch [38][580/1345] lr: 1.000e-03, eta: 4:23:38, time: 0.604, data_time: 0.001, memory: 7127, top1_acc: 0.6594, top5_acc: 0.8727, loss_cls: 1.3354, loss: 1.3354, grad_norm: 8.4040 2021-06-07 10:01:11,591 - mmaction - INFO - Epoch [38][600/1345] lr: 1.000e-03, eta: 4:23:17, time: 0.571, data_time: 0.001, memory: 7127, top1_acc: 0.6469, top5_acc: 0.8672, loss_cls: 1.3382, loss: 1.3382, grad_norm: 8.7171 2021-06-07 10:01:23,278 - mmaction - INFO - Epoch [38][620/1345] lr: 1.000e-03, eta: 4:22:56, time: 0.584, data_time: 0.001, memory: 7127, top1_acc: 0.6602, top5_acc: 0.8648, loss_cls: 1.3705, loss: 1.3705, grad_norm: 8.3471 2021-06-07 10:01:35,306 - mmaction - INFO - Epoch [38][640/1345] lr: 1.000e-03, eta: 4:22:35, time: 0.602, data_time: 0.002, memory: 7127, top1_acc: 0.6445, top5_acc: 0.8680, loss_cls: 1.3709, loss: 1.3709, grad_norm: 8.4844 2021-06-07 10:01:47,629 - mmaction - INFO - Epoch [38][660/1345] lr: 1.000e-03, eta: 4:22:14, time: 0.616, data_time: 0.001, memory: 7127, top1_acc: 0.6500, top5_acc: 0.8547, loss_cls: 1.3665, loss: 1.3665, grad_norm: 8.3784 2021-06-07 10:01:59,212 - mmaction - INFO - Epoch [38][680/1345] lr: 1.000e-03, eta: 4:21:53, time: 0.579, data_time: 0.002, memory: 7127, top1_acc: 0.6492, top5_acc: 0.8680, loss_cls: 1.3258, loss: 1.3258, grad_norm: 8.3292 2021-06-07 10:02:11,605 - mmaction - INFO - Epoch [38][700/1345] lr: 1.000e-03, eta: 4:21:32, time: 0.620, data_time: 0.001, memory: 7127, top1_acc: 0.6461, top5_acc: 0.8820, loss_cls: 1.3109, loss: 1.3109, grad_norm: 8.4712 2021-06-07 10:02:23,760 - mmaction - INFO - Epoch [38][720/1345] lr: 1.000e-03, eta: 4:21:11, time: 0.608, data_time: 0.003, memory: 7127, top1_acc: 0.6617, top5_acc: 0.8891, loss_cls: 1.2701, loss: 1.2701, grad_norm: 8.2846 2021-06-07 10:02:35,640 - mmaction - INFO - Epoch [38][740/1345] lr: 1.000e-03, eta: 4:20:50, time: 0.594, data_time: 0.001, memory: 7127, top1_acc: 0.6430, top5_acc: 0.8617, loss_cls: 1.4045, loss: 1.4045, grad_norm: 8.5967 2021-06-07 10:02:47,984 - mmaction - INFO - Epoch [38][760/1345] lr: 1.000e-03, eta: 4:20:30, time: 0.617, data_time: 0.001, memory: 7127, top1_acc: 0.6570, top5_acc: 0.8500, loss_cls: 1.3948, loss: 1.3948, grad_norm: 8.2352 2021-06-07 10:03:00,208 - mmaction - INFO - Epoch [38][780/1345] lr: 1.000e-03, eta: 4:20:09, time: 0.611, data_time: 0.001, memory: 7127, top1_acc: 0.6719, top5_acc: 0.8656, loss_cls: 1.3078, loss: 1.3078, grad_norm: 8.2423 2021-06-07 10:03:12,589 - mmaction - INFO - Epoch [38][800/1345] lr: 1.000e-03, eta: 4:19:48, time: 0.619, data_time: 0.001, memory: 7127, top1_acc: 0.6266, top5_acc: 0.8461, loss_cls: 1.4770, loss: 1.4770, grad_norm: 8.7934 2021-06-07 10:03:24,778 - mmaction - INFO - Epoch [38][820/1345] lr: 1.000e-03, eta: 4:19:27, time: 0.609, data_time: 0.001, memory: 7127, top1_acc: 0.6461, top5_acc: 0.8672, loss_cls: 1.3490, loss: 1.3490, grad_norm: 8.3208 2021-06-07 10:03:36,940 - mmaction - INFO - Epoch [38][840/1345] lr: 1.000e-03, eta: 4:19:06, time: 0.608, data_time: 0.002, memory: 7127, top1_acc: 0.6445, top5_acc: 0.8672, loss_cls: 1.3482, loss: 1.3482, grad_norm: 8.4356 2021-06-07 10:03:48,733 - mmaction - INFO - Epoch [38][860/1345] lr: 1.000e-03, eta: 4:18:45, time: 0.590, data_time: 0.002, memory: 7127, top1_acc: 0.6531, top5_acc: 0.8609, loss_cls: 1.3647, loss: 1.3647, grad_norm: 8.4611 2021-06-07 10:04:00,437 - mmaction - INFO - Epoch [38][880/1345] lr: 1.000e-03, eta: 4:18:25, time: 0.584, data_time: 0.001, memory: 7127, top1_acc: 0.6453, top5_acc: 0.8555, loss_cls: 1.4173, loss: 1.4173, grad_norm: 8.3864 2021-06-07 10:04:12,542 - mmaction - INFO - Epoch [38][900/1345] lr: 1.000e-03, eta: 4:18:04, time: 0.606, data_time: 0.002, memory: 7127, top1_acc: 0.6375, top5_acc: 0.8695, loss_cls: 1.3679, loss: 1.3679, grad_norm: 8.6532 2021-06-07 10:04:24,323 - mmaction - INFO - Epoch [38][920/1345] lr: 1.000e-03, eta: 4:17:43, time: 0.589, data_time: 0.002, memory: 7127, top1_acc: 0.6453, top5_acc: 0.8695, loss_cls: 1.3503, loss: 1.3503, grad_norm: 8.3279 2021-06-07 10:04:36,239 - mmaction - INFO - Epoch [38][940/1345] lr: 1.000e-03, eta: 4:17:22, time: 0.596, data_time: 0.001, memory: 7127, top1_acc: 0.6398, top5_acc: 0.8695, loss_cls: 1.3693, loss: 1.3693, grad_norm: 8.5407 2021-06-07 10:04:48,047 - mmaction - INFO - Epoch [38][960/1345] lr: 1.000e-03, eta: 4:17:01, time: 0.590, data_time: 0.001, memory: 7127, top1_acc: 0.6305, top5_acc: 0.8523, loss_cls: 1.4178, loss: 1.4178, grad_norm: 8.5175 2021-06-07 10:04:59,855 - mmaction - INFO - Epoch [38][980/1345] lr: 1.000e-03, eta: 4:16:40, time: 0.591, data_time: 0.001, memory: 7127, top1_acc: 0.6516, top5_acc: 0.8594, loss_cls: 1.3139, loss: 1.3139, grad_norm: 8.4484 2021-06-07 10:05:11,538 - mmaction - INFO - Epoch [38][1000/1345] lr: 1.000e-03, eta: 4:16:19, time: 0.585, data_time: 0.002, memory: 7127, top1_acc: 0.6648, top5_acc: 0.8773, loss_cls: 1.3267, loss: 1.3267, grad_norm: 8.3020 2021-06-07 10:05:22,964 - mmaction - INFO - Epoch [38][1020/1345] lr: 1.000e-03, eta: 4:15:58, time: 0.571, data_time: 0.001, memory: 7127, top1_acc: 0.6586, top5_acc: 0.8727, loss_cls: 1.2817, loss: 1.2817, grad_norm: 8.3985 2021-06-07 10:05:35,107 - mmaction - INFO - Epoch [38][1040/1345] lr: 1.000e-03, eta: 4:15:37, time: 0.607, data_time: 0.002, memory: 7127, top1_acc: 0.6578, top5_acc: 0.8773, loss_cls: 1.3263, loss: 1.3263, grad_norm: 8.4244 2021-06-07 10:05:47,673 - mmaction - INFO - Epoch [38][1060/1345] lr: 1.000e-03, eta: 4:15:17, time: 0.628, data_time: 0.003, memory: 7127, top1_acc: 0.6570, top5_acc: 0.8727, loss_cls: 1.3485, loss: 1.3485, grad_norm: 8.8518 2021-06-07 10:05:59,117 - mmaction - INFO - Epoch [38][1080/1345] lr: 1.000e-03, eta: 4:14:56, time: 0.572, data_time: 0.001, memory: 7127, top1_acc: 0.6672, top5_acc: 0.8648, loss_cls: 1.3595, loss: 1.3595, grad_norm: 8.5357 2021-06-07 10:06:11,727 - mmaction - INFO - Epoch [38][1100/1345] lr: 1.000e-03, eta: 4:14:35, time: 0.630, data_time: 0.001, memory: 7127, top1_acc: 0.6609, top5_acc: 0.8836, loss_cls: 1.2778, loss: 1.2778, grad_norm: 8.0157 2021-06-07 10:06:24,300 - mmaction - INFO - Epoch [38][1120/1345] lr: 1.000e-03, eta: 4:14:15, time: 0.629, data_time: 0.001, memory: 7127, top1_acc: 0.6531, top5_acc: 0.8609, loss_cls: 1.3759, loss: 1.3759, grad_norm: 8.3752 2021-06-07 10:06:36,074 - mmaction - INFO - Epoch [38][1140/1345] lr: 1.000e-03, eta: 4:13:54, time: 0.588, data_time: 0.001, memory: 7127, top1_acc: 0.6453, top5_acc: 0.8562, loss_cls: 1.4055, loss: 1.4055, grad_norm: 8.5957 2021-06-07 10:06:47,820 - mmaction - INFO - Epoch [38][1160/1345] lr: 1.000e-03, eta: 4:13:33, time: 0.587, data_time: 0.001, memory: 7127, top1_acc: 0.6633, top5_acc: 0.8742, loss_cls: 1.3204, loss: 1.3204, grad_norm: 8.5019 2021-06-07 10:07:00,046 - mmaction - INFO - Epoch [38][1180/1345] lr: 1.000e-03, eta: 4:13:12, time: 0.612, data_time: 0.002, memory: 7127, top1_acc: 0.6508, top5_acc: 0.8711, loss_cls: 1.3305, loss: 1.3305, grad_norm: 8.5572 2021-06-07 10:07:11,718 - mmaction - INFO - Epoch [38][1200/1345] lr: 1.000e-03, eta: 4:12:51, time: 0.584, data_time: 0.002, memory: 7127, top1_acc: 0.6305, top5_acc: 0.8484, loss_cls: 1.4341, loss: 1.4341, grad_norm: 8.4017 2021-06-07 10:07:23,820 - mmaction - INFO - Epoch [38][1220/1345] lr: 1.000e-03, eta: 4:12:31, time: 0.605, data_time: 0.001, memory: 7127, top1_acc: 0.6383, top5_acc: 0.8602, loss_cls: 1.4172, loss: 1.4172, grad_norm: 8.7661 2021-06-07 10:07:36,061 - mmaction - INFO - Epoch [38][1240/1345] lr: 1.000e-03, eta: 4:12:10, time: 0.612, data_time: 0.001, memory: 7127, top1_acc: 0.6406, top5_acc: 0.8742, loss_cls: 1.3549, loss: 1.3549, grad_norm: 8.5886 2021-06-07 10:07:49,271 - mmaction - INFO - Epoch [38][1260/1345] lr: 1.000e-03, eta: 4:11:50, time: 0.661, data_time: 0.001, memory: 7127, top1_acc: 0.6539, top5_acc: 0.8727, loss_cls: 1.3345, loss: 1.3345, grad_norm: 8.5567 2021-06-07 10:08:01,507 - mmaction - INFO - Epoch [38][1280/1345] lr: 1.000e-03, eta: 4:11:29, time: 0.611, data_time: 0.001, memory: 7127, top1_acc: 0.6719, top5_acc: 0.8609, loss_cls: 1.3117, loss: 1.3117, grad_norm: 8.5196 2021-06-07 10:08:13,448 - mmaction - INFO - Epoch [38][1300/1345] lr: 1.000e-03, eta: 4:11:08, time: 0.597, data_time: 0.001, memory: 7127, top1_acc: 0.6586, top5_acc: 0.8641, loss_cls: 1.3560, loss: 1.3560, grad_norm: 8.4965 2021-06-07 10:08:27,034 - mmaction - INFO - Epoch [38][1320/1345] lr: 1.000e-03, eta: 4:10:48, time: 0.680, data_time: 0.002, memory: 7127, top1_acc: 0.6602, top5_acc: 0.8602, loss_cls: 1.3077, loss: 1.3077, grad_norm: 8.4975 2021-06-07 10:08:38,922 - mmaction - INFO - Epoch [38][1340/1345] lr: 1.000e-03, eta: 4:10:27, time: 0.594, data_time: 0.001, memory: 7127, top1_acc: 0.6719, top5_acc: 0.8750, loss_cls: 1.3071, loss: 1.3071, grad_norm: 8.3713 2021-06-07 10:08:47,015 - mmaction - INFO - Saving checkpoint at 38 epochs 2021-06-07 10:16:34,926 - mmaction - INFO - Epoch [39][20/1345] lr: 1.000e-03, eta: 4:12:24, time: 23.344, data_time: 22.713, memory: 7127, top1_acc: 0.6555, top5_acc: 0.8781, loss_cls: 1.3172, loss: 1.3172, grad_norm: 8.3616 2021-06-07 10:16:45,030 - mmaction - INFO - Epoch [39][40/1345] lr: 1.000e-03, eta: 4:12:02, time: 0.507, data_time: 0.005, memory: 7127, top1_acc: 0.6516, top5_acc: 0.8773, loss_cls: 1.3070, loss: 1.3070, grad_norm: 8.3388 2021-06-07 10:16:55,235 - mmaction - INFO - Epoch [39][60/1345] lr: 1.000e-03, eta: 4:11:41, time: 0.509, data_time: 0.001, memory: 7127, top1_acc: 0.6711, top5_acc: 0.8805, loss_cls: 1.2506, loss: 1.2506, grad_norm: 8.5505 2021-06-07 10:17:05,352 - mmaction - INFO - Epoch [39][80/1345] lr: 1.000e-03, eta: 4:11:19, time: 0.507, data_time: 0.003, memory: 7127, top1_acc: 0.6438, top5_acc: 0.8578, loss_cls: 1.4113, loss: 1.4113, grad_norm: 8.8573 2021-06-07 10:17:15,420 - mmaction - INFO - Epoch [39][100/1345] lr: 1.000e-03, eta: 4:10:58, time: 0.503, data_time: 0.002, memory: 7127, top1_acc: 0.6570, top5_acc: 0.8773, loss_cls: 1.2878, loss: 1.2878, grad_norm: 8.4962 2021-06-07 10:17:25,757 - mmaction - INFO - Epoch [39][120/1345] lr: 1.000e-03, eta: 4:10:36, time: 0.517, data_time: 0.002, memory: 7127, top1_acc: 0.6508, top5_acc: 0.8672, loss_cls: 1.3533, loss: 1.3533, grad_norm: 8.6048 2021-06-07 10:17:36,095 - mmaction - INFO - Epoch [39][140/1345] lr: 1.000e-03, eta: 4:10:15, time: 0.517, data_time: 0.002, memory: 7127, top1_acc: 0.6570, top5_acc: 0.8633, loss_cls: 1.3479, loss: 1.3479, grad_norm: 8.3892 2021-06-07 10:17:46,261 - mmaction - INFO - Epoch [39][160/1345] lr: 1.000e-03, eta: 4:09:54, time: 0.508, data_time: 0.002, memory: 7127, top1_acc: 0.6727, top5_acc: 0.8633, loss_cls: 1.3445, loss: 1.3445, grad_norm: 8.5885 2021-06-07 10:17:56,434 - mmaction - INFO - Epoch [39][180/1345] lr: 1.000e-03, eta: 4:09:32, time: 0.510, data_time: 0.003, memory: 7127, top1_acc: 0.6750, top5_acc: 0.8789, loss_cls: 1.2875, loss: 1.2875, grad_norm: 8.5220 2021-06-07 10:18:06,949 - mmaction - INFO - Epoch [39][200/1345] lr: 1.000e-03, eta: 4:09:11, time: 0.526, data_time: 0.002, memory: 7127, top1_acc: 0.6289, top5_acc: 0.8578, loss_cls: 1.4017, loss: 1.4017, grad_norm: 8.5922 2021-06-07 10:18:18,347 - mmaction - INFO - Epoch [39][220/1345] lr: 1.000e-03, eta: 4:08:50, time: 0.569, data_time: 0.001, memory: 7127, top1_acc: 0.6656, top5_acc: 0.8898, loss_cls: 1.2437, loss: 1.2437, grad_norm: 8.5324 2021-06-07 10:18:30,559 - mmaction - INFO - Epoch [39][240/1345] lr: 1.000e-03, eta: 4:08:29, time: 0.611, data_time: 0.002, memory: 7127, top1_acc: 0.6445, top5_acc: 0.8516, loss_cls: 1.4017, loss: 1.4017, grad_norm: 8.7167 2021-06-07 10:18:41,897 - mmaction - INFO - Epoch [39][260/1345] lr: 1.000e-03, eta: 4:08:08, time: 0.567, data_time: 0.001, memory: 7127, top1_acc: 0.6352, top5_acc: 0.8680, loss_cls: 1.3737, loss: 1.3737, grad_norm: 8.8693 2021-06-07 10:18:53,692 - mmaction - INFO - Epoch [39][280/1345] lr: 1.000e-03, eta: 4:07:47, time: 0.589, data_time: 0.001, memory: 7127, top1_acc: 0.6734, top5_acc: 0.8672, loss_cls: 1.3200, loss: 1.3200, grad_norm: 8.6424 2021-06-07 10:19:05,428 - mmaction - INFO - Epoch [39][300/1345] lr: 1.000e-03, eta: 4:07:26, time: 0.587, data_time: 0.002, memory: 7127, top1_acc: 0.6445, top5_acc: 0.8703, loss_cls: 1.3342, loss: 1.3342, grad_norm: 8.6351 2021-06-07 10:19:17,129 - mmaction - INFO - Epoch [39][320/1345] lr: 1.000e-03, eta: 4:07:05, time: 0.585, data_time: 0.002, memory: 7127, top1_acc: 0.6664, top5_acc: 0.8852, loss_cls: 1.2966, loss: 1.2966, grad_norm: 8.2864 2021-06-07 10:19:28,775 - mmaction - INFO - Epoch [39][340/1345] lr: 1.000e-03, eta: 4:06:44, time: 0.583, data_time: 0.001, memory: 7127, top1_acc: 0.6617, top5_acc: 0.8867, loss_cls: 1.2870, loss: 1.2870, grad_norm: 8.6108 2021-06-07 10:19:40,718 - mmaction - INFO - Epoch [39][360/1345] lr: 1.000e-03, eta: 4:06:23, time: 0.597, data_time: 0.001, memory: 7127, top1_acc: 0.6469, top5_acc: 0.8758, loss_cls: 1.3512, loss: 1.3512, grad_norm: 8.7966 2021-06-07 10:19:52,796 - mmaction - INFO - Epoch [39][380/1345] lr: 1.000e-03, eta: 4:06:03, time: 0.604, data_time: 0.001, memory: 7127, top1_acc: 0.6805, top5_acc: 0.8648, loss_cls: 1.2870, loss: 1.2870, grad_norm: 8.4891 2021-06-07 10:20:04,976 - mmaction - INFO - Epoch [39][400/1345] lr: 1.000e-03, eta: 4:05:42, time: 0.609, data_time: 0.003, memory: 7127, top1_acc: 0.6672, top5_acc: 0.8711, loss_cls: 1.3164, loss: 1.3164, grad_norm: 8.6618 2021-06-07 10:20:16,904 - mmaction - INFO - Epoch [39][420/1345] lr: 1.000e-03, eta: 4:05:21, time: 0.597, data_time: 0.003, memory: 7127, top1_acc: 0.6711, top5_acc: 0.8719, loss_cls: 1.3173, loss: 1.3173, grad_norm: 8.6878 2021-06-07 10:20:29,659 - mmaction - INFO - Epoch [39][440/1345] lr: 1.000e-03, eta: 4:05:01, time: 0.637, data_time: 0.001, memory: 7127, top1_acc: 0.6508, top5_acc: 0.8750, loss_cls: 1.3222, loss: 1.3222, grad_norm: 8.4637 2021-06-07 10:20:41,280 - mmaction - INFO - Epoch [39][460/1345] lr: 1.000e-03, eta: 4:04:40, time: 0.581, data_time: 0.002, memory: 7127, top1_acc: 0.6687, top5_acc: 0.8773, loss_cls: 1.2756, loss: 1.2756, grad_norm: 8.4146 2021-06-07 10:20:54,486 - mmaction - INFO - Epoch [39][480/1345] lr: 1.000e-03, eta: 4:04:19, time: 0.661, data_time: 0.002, memory: 7127, top1_acc: 0.6555, top5_acc: 0.8648, loss_cls: 1.3432, loss: 1.3432, grad_norm: 8.9100 2021-06-07 10:21:06,392 - mmaction - INFO - Epoch [39][500/1345] lr: 1.000e-03, eta: 4:03:59, time: 0.596, data_time: 0.001, memory: 7127, top1_acc: 0.6672, top5_acc: 0.8836, loss_cls: 1.2747, loss: 1.2747, grad_norm: 8.6579 2021-06-07 10:21:18,297 - mmaction - INFO - Epoch [39][520/1345] lr: 1.000e-03, eta: 4:03:38, time: 0.595, data_time: 0.001, memory: 7127, top1_acc: 0.6680, top5_acc: 0.8750, loss_cls: 1.3082, loss: 1.3082, grad_norm: 8.6559 2021-06-07 10:21:31,845 - mmaction - INFO - Epoch [39][540/1345] lr: 1.000e-03, eta: 4:03:17, time: 0.677, data_time: 0.001, memory: 7127, top1_acc: 0.6586, top5_acc: 0.8734, loss_cls: 1.2989, loss: 1.2989, grad_norm: 8.7217 2021-06-07 10:21:44,013 - mmaction - INFO - Epoch [39][560/1345] lr: 1.000e-03, eta: 4:02:57, time: 0.608, data_time: 0.002, memory: 7127, top1_acc: 0.6453, top5_acc: 0.8570, loss_cls: 1.3939, loss: 1.3939, grad_norm: 8.9836 2021-06-07 10:21:56,758 - mmaction - INFO - Epoch [39][580/1345] lr: 1.000e-03, eta: 4:02:36, time: 0.637, data_time: 0.002, memory: 7127, top1_acc: 0.6367, top5_acc: 0.8664, loss_cls: 1.3718, loss: 1.3718, grad_norm: 8.9510 2021-06-07 10:22:08,812 - mmaction - INFO - Epoch [39][600/1345] lr: 1.000e-03, eta: 4:02:16, time: 0.602, data_time: 0.002, memory: 7127, top1_acc: 0.6562, top5_acc: 0.8641, loss_cls: 1.3419, loss: 1.3419, grad_norm: 8.3740 2021-06-07 10:22:21,078 - mmaction - INFO - Epoch [39][620/1345] lr: 1.000e-03, eta: 4:01:55, time: 0.614, data_time: 0.002, memory: 7127, top1_acc: 0.6570, top5_acc: 0.8766, loss_cls: 1.2905, loss: 1.2905, grad_norm: 8.5017 2021-06-07 10:22:32,662 - mmaction - INFO - Epoch [39][640/1345] lr: 1.000e-03, eta: 4:01:34, time: 0.580, data_time: 0.002, memory: 7127, top1_acc: 0.6672, top5_acc: 0.8609, loss_cls: 1.3780, loss: 1.3780, grad_norm: 8.6591 2021-06-07 10:22:44,661 - mmaction - INFO - Epoch [39][660/1345] lr: 1.000e-03, eta: 4:01:13, time: 0.600, data_time: 0.001, memory: 7127, top1_acc: 0.6641, top5_acc: 0.8734, loss_cls: 1.3238, loss: 1.3238, grad_norm: 8.6391 2021-06-07 10:22:57,074 - mmaction - INFO - Epoch [39][680/1345] lr: 1.000e-03, eta: 4:00:53, time: 0.621, data_time: 0.001, memory: 7127, top1_acc: 0.6422, top5_acc: 0.8586, loss_cls: 1.3871, loss: 1.3871, grad_norm: 8.9869 2021-06-07 10:23:08,667 - mmaction - INFO - Epoch [39][700/1345] lr: 1.000e-03, eta: 4:00:32, time: 0.579, data_time: 0.001, memory: 7127, top1_acc: 0.6352, top5_acc: 0.8594, loss_cls: 1.3793, loss: 1.3793, grad_norm: 8.8320 2021-06-07 10:23:20,808 - mmaction - INFO - Epoch [39][720/1345] lr: 1.000e-03, eta: 4:00:11, time: 0.607, data_time: 0.002, memory: 7127, top1_acc: 0.6625, top5_acc: 0.8727, loss_cls: 1.3235, loss: 1.3235, grad_norm: 8.6889 2021-06-07 10:23:32,393 - mmaction - INFO - Epoch [39][740/1345] lr: 1.000e-03, eta: 3:59:51, time: 0.580, data_time: 0.001, memory: 7127, top1_acc: 0.6562, top5_acc: 0.8617, loss_cls: 1.3083, loss: 1.3083, grad_norm: 8.8792 2021-06-07 10:23:45,643 - mmaction - INFO - Epoch [39][760/1345] lr: 1.000e-03, eta: 3:59:30, time: 0.662, data_time: 0.001, memory: 7127, top1_acc: 0.6648, top5_acc: 0.8781, loss_cls: 1.2944, loss: 1.2944, grad_norm: 8.6138 2021-06-07 10:23:56,945 - mmaction - INFO - Epoch [39][780/1345] lr: 1.000e-03, eta: 3:59:09, time: 0.565, data_time: 0.002, memory: 7127, top1_acc: 0.6578, top5_acc: 0.8789, loss_cls: 1.3089, loss: 1.3089, grad_norm: 8.9110 2021-06-07 10:24:08,903 - mmaction - INFO - Epoch [39][800/1345] lr: 1.000e-03, eta: 3:58:49, time: 0.598, data_time: 0.002, memory: 7127, top1_acc: 0.6578, top5_acc: 0.8648, loss_cls: 1.3423, loss: 1.3423, grad_norm: 9.2107 2021-06-07 10:24:21,189 - mmaction - INFO - Epoch [39][820/1345] lr: 1.000e-03, eta: 3:58:28, time: 0.614, data_time: 0.001, memory: 7127, top1_acc: 0.6711, top5_acc: 0.8750, loss_cls: 1.2718, loss: 1.2718, grad_norm: 8.5908 2021-06-07 10:24:33,294 - mmaction - INFO - Epoch [39][840/1345] lr: 1.000e-03, eta: 3:58:07, time: 0.604, data_time: 0.002, memory: 7127, top1_acc: 0.6516, top5_acc: 0.8672, loss_cls: 1.3427, loss: 1.3427, grad_norm: 8.8636 2021-06-07 10:24:45,522 - mmaction - INFO - Epoch [39][860/1345] lr: 1.000e-03, eta: 3:57:47, time: 0.613, data_time: 0.003, memory: 7127, top1_acc: 0.6445, top5_acc: 0.8719, loss_cls: 1.3660, loss: 1.3660, grad_norm: 9.0003 2021-06-07 10:24:58,367 - mmaction - INFO - Epoch [39][880/1345] lr: 1.000e-03, eta: 3:57:27, time: 0.642, data_time: 0.001, memory: 7127, top1_acc: 0.6477, top5_acc: 0.8719, loss_cls: 1.3330, loss: 1.3330, grad_norm: 8.6830 2021-06-07 10:25:10,791 - mmaction - INFO - Epoch [39][900/1345] lr: 1.000e-03, eta: 3:57:06, time: 0.621, data_time: 0.001, memory: 7127, top1_acc: 0.6422, top5_acc: 0.8562, loss_cls: 1.3765, loss: 1.3765, grad_norm: 8.9283 2021-06-07 10:25:22,294 - mmaction - INFO - Epoch [39][920/1345] lr: 1.000e-03, eta: 3:56:45, time: 0.575, data_time: 0.001, memory: 7127, top1_acc: 0.6414, top5_acc: 0.8633, loss_cls: 1.3520, loss: 1.3520, grad_norm: 8.8112 2021-06-07 10:25:34,251 - mmaction - INFO - Epoch [39][940/1345] lr: 1.000e-03, eta: 3:56:25, time: 0.597, data_time: 0.001, memory: 7127, top1_acc: 0.6578, top5_acc: 0.8539, loss_cls: 1.3684, loss: 1.3684, grad_norm: 8.9264 2021-06-07 10:25:46,346 - mmaction - INFO - Epoch [39][960/1345] lr: 1.000e-03, eta: 3:56:04, time: 0.605, data_time: 0.001, memory: 7127, top1_acc: 0.6492, top5_acc: 0.8711, loss_cls: 1.3367, loss: 1.3367, grad_norm: 8.8009 2021-06-07 10:25:59,022 - mmaction - INFO - Epoch [39][980/1345] lr: 1.000e-03, eta: 3:55:44, time: 0.633, data_time: 0.001, memory: 7127, top1_acc: 0.6539, top5_acc: 0.8844, loss_cls: 1.2968, loss: 1.2968, grad_norm: 8.7900 2021-06-07 10:26:11,002 - mmaction - INFO - Epoch [39][1000/1345] lr: 1.000e-03, eta: 3:55:23, time: 0.600, data_time: 0.002, memory: 7127, top1_acc: 0.6438, top5_acc: 0.8781, loss_cls: 1.3383, loss: 1.3383, grad_norm: 8.6262 2021-06-07 10:26:22,355 - mmaction - INFO - Epoch [39][1020/1345] lr: 1.000e-03, eta: 3:55:02, time: 0.567, data_time: 0.002, memory: 7127, top1_acc: 0.6742, top5_acc: 0.8727, loss_cls: 1.2715, loss: 1.2715, grad_norm: 8.5160 2021-06-07 10:26:34,880 - mmaction - INFO - Epoch [39][1040/1345] lr: 1.000e-03, eta: 3:54:42, time: 0.628, data_time: 0.002, memory: 7127, top1_acc: 0.6422, top5_acc: 0.8633, loss_cls: 1.3465, loss: 1.3465, grad_norm: 8.7618 2021-06-07 10:26:46,326 - mmaction - INFO - Epoch [39][1060/1345] lr: 1.000e-03, eta: 3:54:21, time: 0.572, data_time: 0.001, memory: 7127, top1_acc: 0.6625, top5_acc: 0.8703, loss_cls: 1.3436, loss: 1.3436, grad_norm: 8.9371 2021-06-07 10:26:57,817 - mmaction - INFO - Epoch [39][1080/1345] lr: 1.000e-03, eta: 3:54:00, time: 0.575, data_time: 0.001, memory: 7127, top1_acc: 0.6406, top5_acc: 0.8602, loss_cls: 1.3784, loss: 1.3784, grad_norm: 8.9679 2021-06-07 10:27:10,237 - mmaction - INFO - Epoch [39][1100/1345] lr: 1.000e-03, eta: 3:53:40, time: 0.620, data_time: 0.001, memory: 7127, top1_acc: 0.6953, top5_acc: 0.8719, loss_cls: 1.2626, loss: 1.2626, grad_norm: 8.3963 2021-06-07 10:27:23,288 - mmaction - INFO - Epoch [39][1120/1345] lr: 1.000e-03, eta: 3:53:20, time: 0.652, data_time: 0.002, memory: 7127, top1_acc: 0.6633, top5_acc: 0.8625, loss_cls: 1.3107, loss: 1.3107, grad_norm: 8.3543 2021-06-07 10:27:34,610 - mmaction - INFO - Epoch [39][1140/1345] lr: 1.000e-03, eta: 3:52:59, time: 0.568, data_time: 0.003, memory: 7127, top1_acc: 0.6719, top5_acc: 0.8891, loss_cls: 1.2429, loss: 1.2429, grad_norm: 8.2997 2021-06-07 10:27:46,258 - mmaction - INFO - Epoch [39][1160/1345] lr: 1.000e-03, eta: 3:52:38, time: 0.582, data_time: 0.001, memory: 7127, top1_acc: 0.6500, top5_acc: 0.8648, loss_cls: 1.3508, loss: 1.3508, grad_norm: 8.9173 2021-06-07 10:27:58,918 - mmaction - INFO - Epoch [39][1180/1345] lr: 1.000e-03, eta: 3:52:18, time: 0.634, data_time: 0.002, memory: 7127, top1_acc: 0.6484, top5_acc: 0.8758, loss_cls: 1.3203, loss: 1.3203, grad_norm: 8.7753 2021-06-07 10:28:10,551 - mmaction - INFO - Epoch [39][1200/1345] lr: 1.000e-03, eta: 3:51:57, time: 0.582, data_time: 0.001, memory: 7127, top1_acc: 0.6508, top5_acc: 0.8625, loss_cls: 1.3633, loss: 1.3633, grad_norm: 8.8421 2021-06-07 10:28:22,591 - mmaction - INFO - Epoch [39][1220/1345] lr: 1.000e-03, eta: 3:51:37, time: 0.602, data_time: 0.002, memory: 7127, top1_acc: 0.6719, top5_acc: 0.8766, loss_cls: 1.2789, loss: 1.2789, grad_norm: 8.5496 2021-06-07 10:28:34,932 - mmaction - INFO - Epoch [39][1240/1345] lr: 1.000e-03, eta: 3:51:16, time: 0.617, data_time: 0.002, memory: 7127, top1_acc: 0.6562, top5_acc: 0.8750, loss_cls: 1.3181, loss: 1.3181, grad_norm: 8.8428 2021-06-07 10:28:46,804 - mmaction - INFO - Epoch [39][1260/1345] lr: 1.000e-03, eta: 3:50:56, time: 0.594, data_time: 0.001, memory: 7127, top1_acc: 0.6406, top5_acc: 0.8633, loss_cls: 1.4150, loss: 1.4150, grad_norm: 8.9465 2021-06-07 10:28:58,820 - mmaction - INFO - Epoch [39][1280/1345] lr: 1.000e-03, eta: 3:50:35, time: 0.601, data_time: 0.002, memory: 7127, top1_acc: 0.6742, top5_acc: 0.8773, loss_cls: 1.2923, loss: 1.2923, grad_norm: 8.7354 2021-06-07 10:29:11,172 - mmaction - INFO - Epoch [39][1300/1345] lr: 1.000e-03, eta: 3:50:15, time: 0.618, data_time: 0.001, memory: 7127, top1_acc: 0.6430, top5_acc: 0.8523, loss_cls: 1.4093, loss: 1.4093, grad_norm: 9.1165 2021-06-07 10:29:23,231 - mmaction - INFO - Epoch [39][1320/1345] lr: 1.000e-03, eta: 3:49:55, time: 0.603, data_time: 0.001, memory: 7127, top1_acc: 0.6180, top5_acc: 0.8711, loss_cls: 1.3820, loss: 1.3820, grad_norm: 8.9542 2021-06-07 10:29:35,094 - mmaction - INFO - Epoch [39][1340/1345] lr: 1.000e-03, eta: 3:49:34, time: 0.593, data_time: 0.001, memory: 7127, top1_acc: 0.6633, top5_acc: 0.8789, loss_cls: 1.2815, loss: 1.2815, grad_norm: 8.6292 2021-06-07 10:29:42,733 - mmaction - INFO - Saving checkpoint at 39 epochs 2021-06-07 10:37:30,095 - mmaction - INFO - Epoch [40][20/1345] lr: 1.000e-03, eta: 3:51:15, time: 23.316, data_time: 22.692, memory: 7127, top1_acc: 0.6516, top5_acc: 0.8562, loss_cls: 1.3711, loss: 1.3711, grad_norm: 9.0150 2021-06-07 10:37:40,334 - mmaction - INFO - Epoch [40][40/1345] lr: 1.000e-03, eta: 3:50:54, time: 0.514, data_time: 0.004, memory: 7127, top1_acc: 0.6859, top5_acc: 0.8750, loss_cls: 1.2272, loss: 1.2272, grad_norm: 8.5443 2021-06-07 10:37:50,634 - mmaction - INFO - Epoch [40][60/1345] lr: 1.000e-03, eta: 3:50:33, time: 0.515, data_time: 0.002, memory: 7127, top1_acc: 0.6891, top5_acc: 0.8898, loss_cls: 1.2088, loss: 1.2088, grad_norm: 8.4121 2021-06-07 10:38:00,843 - mmaction - INFO - Epoch [40][80/1345] lr: 1.000e-03, eta: 3:50:12, time: 0.511, data_time: 0.002, memory: 7127, top1_acc: 0.6391, top5_acc: 0.8570, loss_cls: 1.3785, loss: 1.3785, grad_norm: 9.0610 2021-06-07 10:38:11,152 - mmaction - INFO - Epoch [40][100/1345] lr: 1.000e-03, eta: 3:49:51, time: 0.515, data_time: 0.001, memory: 7127, top1_acc: 0.6531, top5_acc: 0.8727, loss_cls: 1.3303, loss: 1.3303, grad_norm: 8.9072 2021-06-07 10:38:21,229 - mmaction - INFO - Epoch [40][120/1345] lr: 1.000e-03, eta: 3:49:30, time: 0.504, data_time: 0.002, memory: 7127, top1_acc: 0.6742, top5_acc: 0.8805, loss_cls: 1.2465, loss: 1.2465, grad_norm: 8.5273 2021-06-07 10:38:31,337 - mmaction - INFO - Epoch [40][140/1345] lr: 1.000e-03, eta: 3:49:08, time: 0.505, data_time: 0.001, memory: 7127, top1_acc: 0.6312, top5_acc: 0.8570, loss_cls: 1.3718, loss: 1.3718, grad_norm: 9.1576 2021-06-07 10:38:41,751 - mmaction - INFO - Epoch [40][160/1345] lr: 1.000e-03, eta: 3:48:47, time: 0.521, data_time: 0.002, memory: 7127, top1_acc: 0.6641, top5_acc: 0.8703, loss_cls: 1.3014, loss: 1.3014, grad_norm: 8.9792 2021-06-07 10:38:51,954 - mmaction - INFO - Epoch [40][180/1345] lr: 1.000e-03, eta: 3:48:26, time: 0.509, data_time: 0.001, memory: 7127, top1_acc: 0.6703, top5_acc: 0.8781, loss_cls: 1.2632, loss: 1.2632, grad_norm: 8.9697 2021-06-07 10:39:02,384 - mmaction - INFO - Epoch [40][200/1345] lr: 1.000e-03, eta: 3:48:05, time: 0.519, data_time: 0.002, memory: 7127, top1_acc: 0.6695, top5_acc: 0.8648, loss_cls: 1.3012, loss: 1.3012, grad_norm: 8.6270 2021-06-07 10:39:12,936 - mmaction - INFO - Epoch [40][220/1345] lr: 1.000e-03, eta: 3:47:44, time: 0.530, data_time: 0.004, memory: 7127, top1_acc: 0.6438, top5_acc: 0.8438, loss_cls: 1.3915, loss: 1.3915, grad_norm: 9.0918 2021-06-07 10:39:24,270 - mmaction - INFO - Epoch [40][240/1345] lr: 1.000e-03, eta: 3:47:23, time: 0.566, data_time: 0.002, memory: 7127, top1_acc: 0.6539, top5_acc: 0.8594, loss_cls: 1.3276, loss: 1.3276, grad_norm: 8.6134 2021-06-07 10:39:35,321 - mmaction - INFO - Epoch [40][260/1345] lr: 1.000e-03, eta: 3:47:02, time: 0.554, data_time: 0.003, memory: 7127, top1_acc: 0.6797, top5_acc: 0.8844, loss_cls: 1.2724, loss: 1.2724, grad_norm: 8.6864 2021-06-07 10:39:47,659 - mmaction - INFO - Epoch [40][280/1345] lr: 1.000e-03, eta: 3:46:42, time: 0.617, data_time: 0.001, memory: 7127, top1_acc: 0.6695, top5_acc: 0.8844, loss_cls: 1.2788, loss: 1.2788, grad_norm: 8.5901 2021-06-07 10:39:58,529 - mmaction - INFO - Epoch [40][300/1345] lr: 1.000e-03, eta: 3:46:21, time: 0.544, data_time: 0.001, memory: 7127, top1_acc: 0.6664, top5_acc: 0.8703, loss_cls: 1.3220, loss: 1.3220, grad_norm: 8.7158 2021-06-07 10:40:09,566 - mmaction - INFO - Epoch [40][320/1345] lr: 1.000e-03, eta: 3:46:00, time: 0.551, data_time: 0.002, memory: 7127, top1_acc: 0.6570, top5_acc: 0.8633, loss_cls: 1.3276, loss: 1.3276, grad_norm: 8.8226 2021-06-07 10:40:20,929 - mmaction - INFO - Epoch [40][340/1345] lr: 1.000e-03, eta: 3:45:39, time: 0.569, data_time: 0.003, memory: 7127, top1_acc: 0.6781, top5_acc: 0.8938, loss_cls: 1.2181, loss: 1.2181, grad_norm: 8.6083 2021-06-07 10:40:32,261 - mmaction - INFO - Epoch [40][360/1345] lr: 1.000e-03, eta: 3:45:19, time: 0.567, data_time: 0.001, memory: 7127, top1_acc: 0.6687, top5_acc: 0.8867, loss_cls: 1.2518, loss: 1.2518, grad_norm: 8.8806 2021-06-07 10:40:43,444 - mmaction - INFO - Epoch [40][380/1345] lr: 1.000e-03, eta: 3:44:58, time: 0.558, data_time: 0.001, memory: 7127, top1_acc: 0.6531, top5_acc: 0.8695, loss_cls: 1.3272, loss: 1.3272, grad_norm: 9.0783 2021-06-07 10:40:55,259 - mmaction - INFO - Epoch [40][400/1345] lr: 1.000e-03, eta: 3:44:37, time: 0.591, data_time: 0.002, memory: 7127, top1_acc: 0.6672, top5_acc: 0.8641, loss_cls: 1.3161, loss: 1.3161, grad_norm: 8.8445 2021-06-07 10:41:06,556 - mmaction - INFO - Epoch [40][420/1345] lr: 1.000e-03, eta: 3:44:17, time: 0.565, data_time: 0.001, memory: 7127, top1_acc: 0.6414, top5_acc: 0.8586, loss_cls: 1.3623, loss: 1.3623, grad_norm: 9.2557 2021-06-07 10:41:18,566 - mmaction - INFO - Epoch [40][440/1345] lr: 1.000e-03, eta: 3:43:56, time: 0.600, data_time: 0.002, memory: 7127, top1_acc: 0.6859, top5_acc: 0.8945, loss_cls: 1.1910, loss: 1.1910, grad_norm: 8.4180 2021-06-07 10:41:29,657 - mmaction - INFO - Epoch [40][460/1345] lr: 1.000e-03, eta: 3:43:35, time: 0.555, data_time: 0.002, memory: 7127, top1_acc: 0.6578, top5_acc: 0.8641, loss_cls: 1.3421, loss: 1.3421, grad_norm: 9.0289 2021-06-07 10:41:41,233 - mmaction - INFO - Epoch [40][480/1345] lr: 1.000e-03, eta: 3:43:15, time: 0.579, data_time: 0.002, memory: 7127, top1_acc: 0.6672, top5_acc: 0.8711, loss_cls: 1.2947, loss: 1.2947, grad_norm: 9.4120 2021-06-07 10:41:53,013 - mmaction - INFO - Epoch [40][500/1345] lr: 1.000e-03, eta: 3:42:54, time: 0.589, data_time: 0.001, memory: 7127, top1_acc: 0.6633, top5_acc: 0.8781, loss_cls: 1.2714, loss: 1.2714, grad_norm: 8.7374 2021-06-07 10:42:05,557 - mmaction - INFO - Epoch [40][520/1345] lr: 1.000e-03, eta: 3:42:34, time: 0.627, data_time: 0.001, memory: 7127, top1_acc: 0.6617, top5_acc: 0.8758, loss_cls: 1.3124, loss: 1.3124, grad_norm: 9.1635 2021-06-07 10:42:16,809 - mmaction - INFO - Epoch [40][540/1345] lr: 1.000e-03, eta: 3:42:13, time: 0.561, data_time: 0.001, memory: 7127, top1_acc: 0.6742, top5_acc: 0.8820, loss_cls: 1.2331, loss: 1.2331, grad_norm: 8.8113 2021-06-07 10:42:28,730 - mmaction - INFO - Epoch [40][560/1345] lr: 1.000e-03, eta: 3:41:52, time: 0.597, data_time: 0.003, memory: 7127, top1_acc: 0.6523, top5_acc: 0.8727, loss_cls: 1.3140, loss: 1.3140, grad_norm: 9.2684 2021-06-07 10:42:40,735 - mmaction - INFO - Epoch [40][580/1345] lr: 1.000e-03, eta: 3:41:32, time: 0.601, data_time: 0.007, memory: 7127, top1_acc: 0.6750, top5_acc: 0.8750, loss_cls: 1.2897, loss: 1.2897, grad_norm: 8.7318 2021-06-07 10:42:53,566 - mmaction - INFO - Epoch [40][600/1345] lr: 1.000e-03, eta: 3:41:12, time: 0.642, data_time: 0.002, memory: 7127, top1_acc: 0.6672, top5_acc: 0.8781, loss_cls: 1.2765, loss: 1.2765, grad_norm: 8.8492 2021-06-07 10:43:05,027 - mmaction - INFO - Epoch [40][620/1345] lr: 1.000e-03, eta: 3:40:51, time: 0.573, data_time: 0.001, memory: 7127, top1_acc: 0.6656, top5_acc: 0.8781, loss_cls: 1.2793, loss: 1.2793, grad_norm: 8.7714 2021-06-07 10:43:16,560 - mmaction - INFO - Epoch [40][640/1345] lr: 1.000e-03, eta: 3:40:30, time: 0.575, data_time: 0.002, memory: 7127, top1_acc: 0.6586, top5_acc: 0.8648, loss_cls: 1.3374, loss: 1.3374, grad_norm: 9.1019 2021-06-07 10:43:29,242 - mmaction - INFO - Epoch [40][660/1345] lr: 1.000e-03, eta: 3:40:10, time: 0.636, data_time: 0.003, memory: 7127, top1_acc: 0.6648, top5_acc: 0.8648, loss_cls: 1.3157, loss: 1.3157, grad_norm: 9.0280 2021-06-07 10:43:41,570 - mmaction - INFO - Epoch [40][680/1345] lr: 1.000e-03, eta: 3:39:50, time: 0.617, data_time: 0.003, memory: 7127, top1_acc: 0.6602, top5_acc: 0.8680, loss_cls: 1.3124, loss: 1.3124, grad_norm: 9.0310 2021-06-07 10:43:53,818 - mmaction - INFO - Epoch [40][700/1345] lr: 1.000e-03, eta: 3:39:29, time: 0.612, data_time: 0.001, memory: 7127, top1_acc: 0.6352, top5_acc: 0.8766, loss_cls: 1.3227, loss: 1.3227, grad_norm: 9.3777 2021-06-07 10:44:07,658 - mmaction - INFO - Epoch [40][720/1345] lr: 1.000e-03, eta: 3:39:09, time: 0.693, data_time: 0.002, memory: 7127, top1_acc: 0.6734, top5_acc: 0.8875, loss_cls: 1.2790, loss: 1.2790, grad_norm: 9.3726 2021-06-07 10:44:19,453 - mmaction - INFO - Epoch [40][740/1345] lr: 1.000e-03, eta: 3:38:49, time: 0.590, data_time: 0.001, memory: 7127, top1_acc: 0.6711, top5_acc: 0.8750, loss_cls: 1.2909, loss: 1.2909, grad_norm: 9.0927 2021-06-07 10:44:30,840 - mmaction - INFO - Epoch [40][760/1345] lr: 1.000e-03, eta: 3:38:28, time: 0.569, data_time: 0.001, memory: 7127, top1_acc: 0.6734, top5_acc: 0.8852, loss_cls: 1.2661, loss: 1.2661, grad_norm: 9.0401 2021-06-07 10:44:42,454 - mmaction - INFO - Epoch [40][780/1345] lr: 1.000e-03, eta: 3:38:08, time: 0.581, data_time: 0.002, memory: 7127, top1_acc: 0.6547, top5_acc: 0.8609, loss_cls: 1.3384, loss: 1.3384, grad_norm: 9.3162 2021-06-07 10:44:54,766 - mmaction - INFO - Epoch [40][800/1345] lr: 1.000e-03, eta: 3:37:47, time: 0.614, data_time: 0.002, memory: 7127, top1_acc: 0.6438, top5_acc: 0.8703, loss_cls: 1.3252, loss: 1.3252, grad_norm: 9.2171 2021-06-07 10:45:07,355 - mmaction - INFO - Epoch [40][820/1345] lr: 1.000e-03, eta: 3:37:27, time: 0.631, data_time: 0.003, memory: 7127, top1_acc: 0.6813, top5_acc: 0.8930, loss_cls: 1.2446, loss: 1.2446, grad_norm: 8.8615 2021-06-07 10:45:19,945 - mmaction - INFO - Epoch [40][840/1345] lr: 1.000e-03, eta: 3:37:07, time: 0.629, data_time: 0.001, memory: 7127, top1_acc: 0.6602, top5_acc: 0.8852, loss_cls: 1.2806, loss: 1.2806, grad_norm: 9.1911 2021-06-07 10:45:31,786 - mmaction - INFO - Epoch [40][860/1345] lr: 1.000e-03, eta: 3:36:46, time: 0.592, data_time: 0.001, memory: 7127, top1_acc: 0.6508, top5_acc: 0.8609, loss_cls: 1.3870, loss: 1.3870, grad_norm: 9.1304 2021-06-07 10:45:44,376 - mmaction - INFO - Epoch [40][880/1345] lr: 1.000e-03, eta: 3:36:26, time: 0.630, data_time: 0.002, memory: 7127, top1_acc: 0.6664, top5_acc: 0.8719, loss_cls: 1.2834, loss: 1.2834, grad_norm: 8.8138 2021-06-07 10:45:56,954 - mmaction - INFO - Epoch [40][900/1345] lr: 1.000e-03, eta: 3:36:06, time: 0.629, data_time: 0.001, memory: 7127, top1_acc: 0.6523, top5_acc: 0.8633, loss_cls: 1.3591, loss: 1.3591, grad_norm: 9.0036 2021-06-07 10:46:09,424 - mmaction - INFO - Epoch [40][920/1345] lr: 1.000e-03, eta: 3:35:46, time: 0.622, data_time: 0.001, memory: 7127, top1_acc: 0.6398, top5_acc: 0.8875, loss_cls: 1.2995, loss: 1.2995, grad_norm: 9.2242 2021-06-07 10:46:21,137 - mmaction - INFO - Epoch [40][940/1345] lr: 1.000e-03, eta: 3:35:25, time: 0.586, data_time: 0.002, memory: 7127, top1_acc: 0.6445, top5_acc: 0.8516, loss_cls: 1.3679, loss: 1.3679, grad_norm: 9.4381 2021-06-07 10:46:34,725 - mmaction - INFO - Epoch [40][960/1345] lr: 1.000e-03, eta: 3:35:05, time: 0.680, data_time: 0.002, memory: 7127, top1_acc: 0.6492, top5_acc: 0.8641, loss_cls: 1.3423, loss: 1.3423, grad_norm: 9.1909 2021-06-07 10:46:46,537 - mmaction - INFO - Epoch [40][980/1345] lr: 1.000e-03, eta: 3:34:45, time: 0.591, data_time: 0.001, memory: 7127, top1_acc: 0.6609, top5_acc: 0.8672, loss_cls: 1.3239, loss: 1.3239, grad_norm: 8.9981 2021-06-07 10:46:59,402 - mmaction - INFO - Epoch [40][1000/1345] lr: 1.000e-03, eta: 3:34:25, time: 0.643, data_time: 0.001, memory: 7127, top1_acc: 0.6555, top5_acc: 0.8852, loss_cls: 1.3117, loss: 1.3117, grad_norm: 9.0668 2021-06-07 10:47:11,252 - mmaction - INFO - Epoch [40][1020/1345] lr: 1.000e-03, eta: 3:34:04, time: 0.592, data_time: 0.001, memory: 7127, top1_acc: 0.6570, top5_acc: 0.8734, loss_cls: 1.3091, loss: 1.3091, grad_norm: 9.2196 2021-06-07 10:47:23,833 - mmaction - INFO - Epoch [40][1040/1345] lr: 1.000e-03, eta: 3:33:44, time: 0.629, data_time: 0.002, memory: 7127, top1_acc: 0.6664, top5_acc: 0.8727, loss_cls: 1.2968, loss: 1.2968, grad_norm: 9.0089 2021-06-07 10:47:36,265 - mmaction - INFO - Epoch [40][1060/1345] lr: 1.000e-03, eta: 3:33:24, time: 0.621, data_time: 0.001, memory: 7127, top1_acc: 0.6625, top5_acc: 0.8711, loss_cls: 1.3007, loss: 1.3007, grad_norm: 8.9731 2021-06-07 10:47:48,415 - mmaction - INFO - Epoch [40][1080/1345] lr: 1.000e-03, eta: 3:33:03, time: 0.607, data_time: 0.001, memory: 7127, top1_acc: 0.6586, top5_acc: 0.8758, loss_cls: 1.3318, loss: 1.3318, grad_norm: 9.2230 2021-06-07 10:48:01,764 - mmaction - INFO - Epoch [40][1100/1345] lr: 1.000e-03, eta: 3:32:43, time: 0.667, data_time: 0.001, memory: 7127, top1_acc: 0.6641, top5_acc: 0.8633, loss_cls: 1.3205, loss: 1.3205, grad_norm: 9.0317 2021-06-07 10:48:13,766 - mmaction - INFO - Epoch [40][1120/1345] lr: 1.000e-03, eta: 3:32:23, time: 0.598, data_time: 0.001, memory: 7127, top1_acc: 0.6453, top5_acc: 0.8711, loss_cls: 1.3540, loss: 1.3540, grad_norm: 9.5178 2021-06-07 10:48:26,053 - mmaction - INFO - Epoch [40][1140/1345] lr: 1.000e-03, eta: 3:32:03, time: 0.616, data_time: 0.003, memory: 7127, top1_acc: 0.6766, top5_acc: 0.8836, loss_cls: 1.2742, loss: 1.2742, grad_norm: 9.2758 2021-06-07 10:48:40,005 - mmaction - INFO - Epoch [40][1160/1345] lr: 1.000e-03, eta: 3:31:43, time: 0.698, data_time: 0.002, memory: 7127, top1_acc: 0.6625, top5_acc: 0.8812, loss_cls: 1.3005, loss: 1.3005, grad_norm: 9.2355 2021-06-07 10:48:52,450 - mmaction - INFO - Epoch [40][1180/1345] lr: 1.000e-03, eta: 3:31:23, time: 0.622, data_time: 0.001, memory: 7127, top1_acc: 0.6492, top5_acc: 0.8750, loss_cls: 1.3757, loss: 1.3757, grad_norm: 9.4768 2021-06-07 10:49:04,720 - mmaction - INFO - Epoch [40][1200/1345] lr: 1.000e-03, eta: 3:31:02, time: 0.613, data_time: 0.002, memory: 7127, top1_acc: 0.6531, top5_acc: 0.8789, loss_cls: 1.3092, loss: 1.3092, grad_norm: 9.3111 2021-06-07 10:49:17,556 - mmaction - INFO - Epoch [40][1220/1345] lr: 1.000e-03, eta: 3:30:42, time: 0.643, data_time: 0.002, memory: 7127, top1_acc: 0.6641, top5_acc: 0.8648, loss_cls: 1.3097, loss: 1.3097, grad_norm: 9.0378 2021-06-07 10:49:30,442 - mmaction - INFO - Epoch [40][1240/1345] lr: 1.000e-03, eta: 3:30:22, time: 0.644, data_time: 0.001, memory: 7127, top1_acc: 0.6523, top5_acc: 0.8844, loss_cls: 1.3127, loss: 1.3127, grad_norm: 9.2870 2021-06-07 10:49:43,488 - mmaction - INFO - Epoch [40][1260/1345] lr: 1.000e-03, eta: 3:30:02, time: 0.652, data_time: 0.001, memory: 7127, top1_acc: 0.6594, top5_acc: 0.8656, loss_cls: 1.3301, loss: 1.3301, grad_norm: 9.1810 2021-06-07 10:49:56,386 - mmaction - INFO - Epoch [40][1280/1345] lr: 1.000e-03, eta: 3:29:42, time: 0.645, data_time: 0.001, memory: 7127, top1_acc: 0.6633, top5_acc: 0.8617, loss_cls: 1.3486, loss: 1.3486, grad_norm: 9.0662 2021-06-07 10:50:08,669 - mmaction - INFO - Epoch [40][1300/1345] lr: 1.000e-03, eta: 3:29:22, time: 0.614, data_time: 0.001, memory: 7127, top1_acc: 0.6523, top5_acc: 0.8742, loss_cls: 1.3407, loss: 1.3407, grad_norm: 9.2517 2021-06-07 10:50:20,978 - mmaction - INFO - Epoch [40][1320/1345] lr: 1.000e-03, eta: 3:29:02, time: 0.616, data_time: 0.001, memory: 7127, top1_acc: 0.6719, top5_acc: 0.8711, loss_cls: 1.3137, loss: 1.3137, grad_norm: 8.9602 2021-06-07 10:50:34,416 - mmaction - INFO - Epoch [40][1340/1345] lr: 1.000e-03, eta: 3:28:42, time: 0.672, data_time: 0.001, memory: 7127, top1_acc: 0.6484, top5_acc: 0.8727, loss_cls: 1.3467, loss: 1.3467, grad_norm: 9.0174 2021-06-07 10:50:42,350 - mmaction - INFO - Saving checkpoint at 40 epochs 2021-06-07 10:59:31,244 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-06-07 10:59:31,500 - mmaction - INFO - top1_acc 0.4609 top5_acc 0.7507 2021-06-07 10:59:31,501 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-06-07 10:59:31,565 - mmaction - INFO - mean_acc 0.4176 2021-06-07 10:59:32,518 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_40.pth. 2021-06-07 10:59:32,518 - mmaction - INFO - Best top1_acc is 0.4609 at 40 epoch. 2021-06-07 10:59:32,523 - mmaction - INFO - Epoch(val) [40][1345] top1_acc: 0.4609, top5_acc: 0.7507, mean_class_accuracy: 0.4176 2021-06-07 11:07:18,731 - mmaction - INFO - Epoch [41][20/1345] lr: 1.000e-04, eta: 3:30:09, time: 23.306, data_time: 22.682, memory: 7127, top1_acc: 0.6727, top5_acc: 0.8688, loss_cls: 1.2788, loss: 1.2788, grad_norm: 9.0512 2021-06-07 11:07:28,862 - mmaction - INFO - Epoch [41][40/1345] lr: 1.000e-04, eta: 3:29:48, time: 0.506, data_time: 0.003, memory: 7127, top1_acc: 0.6734, top5_acc: 0.8836, loss_cls: 1.2586, loss: 1.2586, grad_norm: 8.9920 2021-06-07 11:07:39,023 - mmaction - INFO - Epoch [41][60/1345] lr: 1.000e-04, eta: 3:29:27, time: 0.509, data_time: 0.002, memory: 7127, top1_acc: 0.6555, top5_acc: 0.8711, loss_cls: 1.3030, loss: 1.3030, grad_norm: 8.8717 2021-06-07 11:07:49,339 - mmaction - INFO - Epoch [41][80/1345] lr: 1.000e-04, eta: 3:29:06, time: 0.516, data_time: 0.002, memory: 7127, top1_acc: 0.6922, top5_acc: 0.9023, loss_cls: 1.1640, loss: 1.1640, grad_norm: 8.8851 2021-06-07 11:07:59,262 - mmaction - INFO - Epoch [41][100/1345] lr: 1.000e-04, eta: 3:28:45, time: 0.495, data_time: 0.002, memory: 7127, top1_acc: 0.6797, top5_acc: 0.8906, loss_cls: 1.2535, loss: 1.2535, grad_norm: 9.0541 2021-06-07 11:08:09,346 - mmaction - INFO - Epoch [41][120/1345] lr: 1.000e-04, eta: 3:28:25, time: 0.505, data_time: 0.003, memory: 7127, top1_acc: 0.6914, top5_acc: 0.8820, loss_cls: 1.2376, loss: 1.2376, grad_norm: 8.5596 2021-06-07 11:08:19,609 - mmaction - INFO - Epoch [41][140/1345] lr: 1.000e-04, eta: 3:28:04, time: 0.513, data_time: 0.002, memory: 7127, top1_acc: 0.6945, top5_acc: 0.8898, loss_cls: 1.2219, loss: 1.2219, grad_norm: 8.9260 2021-06-07 11:08:30,075 - mmaction - INFO - Epoch [41][160/1345] lr: 1.000e-04, eta: 3:27:43, time: 0.523, data_time: 0.002, memory: 7127, top1_acc: 0.6742, top5_acc: 0.8703, loss_cls: 1.2344, loss: 1.2344, grad_norm: 8.8922 2021-06-07 11:08:40,302 - mmaction - INFO - Epoch [41][180/1345] lr: 1.000e-04, eta: 3:27:22, time: 0.512, data_time: 0.002, memory: 7127, top1_acc: 0.6828, top5_acc: 0.8797, loss_cls: 1.2180, loss: 1.2180, grad_norm: 8.7235 2021-06-07 11:08:50,971 - mmaction - INFO - Epoch [41][200/1345] lr: 1.000e-04, eta: 3:27:01, time: 0.533, data_time: 0.002, memory: 7127, top1_acc: 0.6953, top5_acc: 0.8781, loss_cls: 1.2324, loss: 1.2324, grad_norm: 8.9435 2021-06-07 11:09:02,393 - mmaction - INFO - Epoch [41][220/1345] lr: 1.000e-04, eta: 3:26:41, time: 0.571, data_time: 0.001, memory: 7127, top1_acc: 0.6922, top5_acc: 0.8844, loss_cls: 1.2045, loss: 1.2045, grad_norm: 8.7060 2021-06-07 11:09:14,377 - mmaction - INFO - Epoch [41][240/1345] lr: 1.000e-04, eta: 3:26:20, time: 0.599, data_time: 0.002, memory: 7127, top1_acc: 0.6687, top5_acc: 0.8805, loss_cls: 1.2739, loss: 1.2739, grad_norm: 8.9060 2021-06-07 11:09:25,255 - mmaction - INFO - Epoch [41][260/1345] lr: 1.000e-04, eta: 3:26:00, time: 0.544, data_time: 0.001, memory: 7127, top1_acc: 0.6813, top5_acc: 0.8750, loss_cls: 1.2578, loss: 1.2578, grad_norm: 8.8944 2021-06-07 11:09:37,687 - mmaction - INFO - Epoch [41][280/1345] lr: 1.000e-04, eta: 3:25:39, time: 0.621, data_time: 0.002, memory: 7127, top1_acc: 0.6719, top5_acc: 0.8719, loss_cls: 1.2466, loss: 1.2466, grad_norm: 8.7444 2021-06-07 11:09:48,578 - mmaction - INFO - Epoch [41][300/1345] lr: 1.000e-04, eta: 3:25:19, time: 0.544, data_time: 0.002, memory: 7127, top1_acc: 0.6781, top5_acc: 0.8664, loss_cls: 1.2838, loss: 1.2838, grad_norm: 9.0660 2021-06-07 11:10:00,921 - mmaction - INFO - Epoch [41][320/1345] lr: 1.000e-04, eta: 3:24:58, time: 0.616, data_time: 0.002, memory: 7127, top1_acc: 0.6398, top5_acc: 0.8641, loss_cls: 1.3199, loss: 1.3199, grad_norm: 9.0652 2021-06-07 11:10:12,794 - mmaction - INFO - Epoch [41][340/1345] lr: 1.000e-04, eta: 3:24:38, time: 0.595, data_time: 0.007, memory: 7127, top1_acc: 0.6828, top5_acc: 0.8836, loss_cls: 1.2721, loss: 1.2721, grad_norm: 9.1484 2021-06-07 11:10:24,126 - mmaction - INFO - Epoch [41][360/1345] lr: 1.000e-04, eta: 3:24:18, time: 0.568, data_time: 0.005, memory: 7127, top1_acc: 0.6750, top5_acc: 0.8883, loss_cls: 1.2300, loss: 1.2300, grad_norm: 8.8885 2021-06-07 11:10:36,064 - mmaction - INFO - Epoch [41][380/1345] lr: 1.000e-04, eta: 3:23:57, time: 0.597, data_time: 0.001, memory: 7127, top1_acc: 0.6937, top5_acc: 0.8977, loss_cls: 1.1678, loss: 1.1678, grad_norm: 8.7845 2021-06-07 11:10:48,398 - mmaction - INFO - Epoch [41][400/1345] lr: 1.000e-04, eta: 3:23:37, time: 0.617, data_time: 0.001, memory: 7127, top1_acc: 0.6875, top5_acc: 0.8797, loss_cls: 1.2402, loss: 1.2402, grad_norm: 9.0068 2021-06-07 11:10:59,853 - mmaction - INFO - Epoch [41][420/1345] lr: 1.000e-04, eta: 3:23:16, time: 0.572, data_time: 0.001, memory: 7127, top1_acc: 0.6687, top5_acc: 0.8727, loss_cls: 1.2975, loss: 1.2975, grad_norm: 8.9707 2021-06-07 11:11:12,078 - mmaction - INFO - Epoch [41][440/1345] lr: 1.000e-04, eta: 3:22:56, time: 0.612, data_time: 0.002, memory: 7127, top1_acc: 0.6781, top5_acc: 0.8812, loss_cls: 1.2740, loss: 1.2740, grad_norm: 8.9279 2021-06-07 11:11:23,769 - mmaction - INFO - Epoch [41][460/1345] lr: 1.000e-04, eta: 3:22:36, time: 0.585, data_time: 0.001, memory: 7127, top1_acc: 0.6906, top5_acc: 0.8891, loss_cls: 1.2112, loss: 1.2112, grad_norm: 8.6916 2021-06-07 11:11:36,462 - mmaction - INFO - Epoch [41][480/1345] lr: 1.000e-04, eta: 3:22:16, time: 0.634, data_time: 0.001, memory: 7127, top1_acc: 0.6875, top5_acc: 0.8875, loss_cls: 1.1984, loss: 1.1984, grad_norm: 8.6696 2021-06-07 11:11:47,818 - mmaction - INFO - Epoch [41][500/1345] lr: 1.000e-04, eta: 3:21:55, time: 0.568, data_time: 0.001, memory: 7127, top1_acc: 0.6883, top5_acc: 0.8930, loss_cls: 1.2090, loss: 1.2090, grad_norm: 8.5714 2021-06-07 11:12:00,670 - mmaction - INFO - Epoch [41][520/1345] lr: 1.000e-04, eta: 3:21:35, time: 0.643, data_time: 0.002, memory: 7127, top1_acc: 0.6648, top5_acc: 0.8859, loss_cls: 1.2379, loss: 1.2379, grad_norm: 8.7218 2021-06-07 11:12:12,438 - mmaction - INFO - Epoch [41][540/1345] lr: 1.000e-04, eta: 3:21:15, time: 0.588, data_time: 0.001, memory: 7127, top1_acc: 0.7031, top5_acc: 0.8828, loss_cls: 1.1836, loss: 1.1836, grad_norm: 8.7402 2021-06-07 11:12:24,401 - mmaction - INFO - Epoch [41][560/1345] lr: 1.000e-04, eta: 3:20:54, time: 0.599, data_time: 0.002, memory: 7127, top1_acc: 0.6984, top5_acc: 0.8820, loss_cls: 1.2032, loss: 1.2032, grad_norm: 8.5330 2021-06-07 11:12:36,784 - mmaction - INFO - Epoch [41][580/1345] lr: 1.000e-04, eta: 3:20:34, time: 0.619, data_time: 0.001, memory: 7127, top1_acc: 0.6773, top5_acc: 0.8852, loss_cls: 1.2431, loss: 1.2431, grad_norm: 8.8398 2021-06-07 11:12:48,384 - mmaction - INFO - Epoch [41][600/1345] lr: 1.000e-04, eta: 3:20:14, time: 0.579, data_time: 0.001, memory: 7127, top1_acc: 0.6773, top5_acc: 0.8922, loss_cls: 1.1774, loss: 1.1774, grad_norm: 8.6499 2021-06-07 11:13:00,261 - mmaction - INFO - Epoch [41][620/1345] lr: 1.000e-04, eta: 3:19:53, time: 0.593, data_time: 0.001, memory: 7127, top1_acc: 0.6930, top5_acc: 0.8875, loss_cls: 1.1494, loss: 1.1494, grad_norm: 8.6820 2021-06-07 11:13:12,545 - mmaction - INFO - Epoch [41][640/1345] lr: 1.000e-04, eta: 3:19:33, time: 0.614, data_time: 0.002, memory: 7127, top1_acc: 0.6883, top5_acc: 0.8797, loss_cls: 1.2394, loss: 1.2394, grad_norm: 9.0704 2021-06-07 11:13:24,100 - mmaction - INFO - Epoch [41][660/1345] lr: 1.000e-04, eta: 3:19:13, time: 0.578, data_time: 0.002, memory: 7127, top1_acc: 0.6867, top5_acc: 0.8797, loss_cls: 1.2352, loss: 1.2352, grad_norm: 8.9290 2021-06-07 11:13:36,637 - mmaction - INFO - Epoch [41][680/1345] lr: 1.000e-04, eta: 3:18:53, time: 0.627, data_time: 0.001, memory: 7127, top1_acc: 0.6867, top5_acc: 0.8859, loss_cls: 1.1845, loss: 1.1845, grad_norm: 8.7517 2021-06-07 11:13:48,424 - mmaction - INFO - Epoch [41][700/1345] lr: 1.000e-04, eta: 3:18:32, time: 0.589, data_time: 0.001, memory: 7127, top1_acc: 0.6937, top5_acc: 0.8875, loss_cls: 1.1930, loss: 1.1930, grad_norm: 8.7215 2021-06-07 11:14:00,544 - mmaction - INFO - Epoch [41][720/1345] lr: 1.000e-04, eta: 3:18:12, time: 0.607, data_time: 0.002, memory: 7127, top1_acc: 0.6750, top5_acc: 0.8844, loss_cls: 1.2205, loss: 1.2205, grad_norm: 8.8646 2021-06-07 11:14:13,220 - mmaction - INFO - Epoch [41][740/1345] lr: 1.000e-04, eta: 3:17:52, time: 0.633, data_time: 0.001, memory: 7127, top1_acc: 0.6773, top5_acc: 0.8820, loss_cls: 1.2564, loss: 1.2564, grad_norm: 8.7880 2021-06-07 11:14:24,875 - mmaction - INFO - Epoch [41][760/1345] lr: 1.000e-04, eta: 3:17:32, time: 0.583, data_time: 0.002, memory: 7127, top1_acc: 0.6711, top5_acc: 0.8742, loss_cls: 1.2603, loss: 1.2603, grad_norm: 8.9837 2021-06-07 11:14:36,838 - mmaction - INFO - Epoch [41][780/1345] lr: 1.000e-04, eta: 3:17:12, time: 0.597, data_time: 0.001, memory: 7127, top1_acc: 0.6805, top5_acc: 0.8859, loss_cls: 1.2049, loss: 1.2049, grad_norm: 8.6421 2021-06-07 11:14:49,508 - mmaction - INFO - Epoch [41][800/1345] lr: 1.000e-04, eta: 3:16:52, time: 0.634, data_time: 0.002, memory: 7127, top1_acc: 0.6516, top5_acc: 0.8672, loss_cls: 1.3618, loss: 1.3618, grad_norm: 9.3293 2021-06-07 11:15:01,106 - mmaction - INFO - Epoch [41][820/1345] lr: 1.000e-04, eta: 3:16:31, time: 0.580, data_time: 0.001, memory: 7127, top1_acc: 0.6945, top5_acc: 0.8672, loss_cls: 1.2306, loss: 1.2306, grad_norm: 8.7109 2021-06-07 11:15:13,273 - mmaction - INFO - Epoch [41][840/1345] lr: 1.000e-04, eta: 3:16:11, time: 0.609, data_time: 0.001, memory: 7127, top1_acc: 0.6852, top5_acc: 0.8773, loss_cls: 1.1914, loss: 1.1914, grad_norm: 8.5126 2021-06-07 11:15:25,271 - mmaction - INFO - Epoch [41][860/1345] lr: 1.000e-04, eta: 3:15:51, time: 0.600, data_time: 0.001, memory: 7127, top1_acc: 0.6797, top5_acc: 0.8828, loss_cls: 1.2200, loss: 1.2200, grad_norm: 9.1144 2021-06-07 11:15:37,792 - mmaction - INFO - Epoch [41][880/1345] lr: 1.000e-04, eta: 3:15:31, time: 0.626, data_time: 0.001, memory: 7127, top1_acc: 0.6797, top5_acc: 0.8945, loss_cls: 1.1993, loss: 1.1993, grad_norm: 8.8754 2021-06-07 11:15:50,154 - mmaction - INFO - Epoch [41][900/1345] lr: 1.000e-04, eta: 3:15:11, time: 0.618, data_time: 0.001, memory: 7127, top1_acc: 0.6648, top5_acc: 0.8719, loss_cls: 1.2948, loss: 1.2948, grad_norm: 9.1441 2021-06-07 11:16:02,459 - mmaction - INFO - Epoch [41][920/1345] lr: 1.000e-04, eta: 3:14:51, time: 0.616, data_time: 0.002, memory: 7127, top1_acc: 0.6805, top5_acc: 0.8820, loss_cls: 1.2386, loss: 1.2386, grad_norm: 8.9041 2021-06-07 11:16:15,037 - mmaction - INFO - Epoch [41][940/1345] lr: 1.000e-04, eta: 3:14:30, time: 0.629, data_time: 0.001, memory: 7127, top1_acc: 0.6844, top5_acc: 0.8938, loss_cls: 1.1860, loss: 1.1860, grad_norm: 8.8752 2021-06-07 11:16:26,895 - mmaction - INFO - Epoch [41][960/1345] lr: 1.000e-04, eta: 3:14:10, time: 0.593, data_time: 0.001, memory: 7127, top1_acc: 0.6734, top5_acc: 0.8789, loss_cls: 1.2754, loss: 1.2754, grad_norm: 9.1535 2021-06-07 11:16:39,186 - mmaction - INFO - Epoch [41][980/1345] lr: 1.000e-04, eta: 3:13:50, time: 0.615, data_time: 0.001, memory: 7127, top1_acc: 0.6883, top5_acc: 0.8789, loss_cls: 1.2302, loss: 1.2302, grad_norm: 8.8977 2021-06-07 11:16:50,693 - mmaction - INFO - Epoch [41][1000/1345] lr: 1.000e-04, eta: 3:13:30, time: 0.575, data_time: 0.001, memory: 7127, top1_acc: 0.6852, top5_acc: 0.8773, loss_cls: 1.2365, loss: 1.2365, grad_norm: 9.0415 2021-06-07 11:17:04,094 - mmaction - INFO - Epoch [41][1020/1345] lr: 1.000e-04, eta: 3:13:10, time: 0.669, data_time: 0.001, memory: 7127, top1_acc: 0.7250, top5_acc: 0.9055, loss_cls: 1.0926, loss: 1.0926, grad_norm: 8.6544 2021-06-07 11:17:16,136 - mmaction - INFO - Epoch [41][1040/1345] lr: 1.000e-04, eta: 3:12:50, time: 0.603, data_time: 0.003, memory: 7127, top1_acc: 0.6703, top5_acc: 0.8664, loss_cls: 1.2902, loss: 1.2902, grad_norm: 9.3707 2021-06-07 11:17:27,464 - mmaction - INFO - Epoch [41][1060/1345] lr: 1.000e-04, eta: 3:12:30, time: 0.567, data_time: 0.001, memory: 7127, top1_acc: 0.6898, top5_acc: 0.8984, loss_cls: 1.2049, loss: 1.2049, grad_norm: 8.7853 2021-06-07 11:17:39,704 - mmaction - INFO - Epoch [41][1080/1345] lr: 1.000e-04, eta: 3:12:10, time: 0.611, data_time: 0.001, memory: 7127, top1_acc: 0.6813, top5_acc: 0.8812, loss_cls: 1.2344, loss: 1.2344, grad_norm: 9.0608 2021-06-07 11:17:52,076 - mmaction - INFO - Epoch [41][1100/1345] lr: 1.000e-04, eta: 3:11:49, time: 0.620, data_time: 0.002, memory: 7127, top1_acc: 0.7102, top5_acc: 0.8836, loss_cls: 1.1643, loss: 1.1643, grad_norm: 8.6334 2021-06-07 11:18:03,252 - mmaction - INFO - Epoch [41][1120/1345] lr: 1.000e-04, eta: 3:11:29, time: 0.558, data_time: 0.001, memory: 7127, top1_acc: 0.7031, top5_acc: 0.8859, loss_cls: 1.1515, loss: 1.1515, grad_norm: 8.2315 2021-06-07 11:18:14,910 - mmaction - INFO - Epoch [41][1140/1345] lr: 1.000e-04, eta: 3:11:09, time: 0.583, data_time: 0.001, memory: 7127, top1_acc: 0.6836, top5_acc: 0.9062, loss_cls: 1.1416, loss: 1.1416, grad_norm: 8.8184 2021-06-07 11:18:27,246 - mmaction - INFO - Epoch [41][1160/1345] lr: 1.000e-04, eta: 3:10:49, time: 0.616, data_time: 0.001, memory: 7127, top1_acc: 0.6789, top5_acc: 0.8977, loss_cls: 1.1828, loss: 1.1828, grad_norm: 8.6314 2021-06-07 11:18:39,889 - mmaction - INFO - Epoch [41][1180/1345] lr: 1.000e-04, eta: 3:10:29, time: 0.633, data_time: 0.002, memory: 7127, top1_acc: 0.6813, top5_acc: 0.8781, loss_cls: 1.2287, loss: 1.2287, grad_norm: 8.6997 2021-06-07 11:18:52,398 - mmaction - INFO - Epoch [41][1200/1345] lr: 1.000e-04, eta: 3:10:09, time: 0.626, data_time: 0.002, memory: 7127, top1_acc: 0.6836, top5_acc: 0.8805, loss_cls: 1.2241, loss: 1.2241, grad_norm: 8.9499 2021-06-07 11:19:04,323 - mmaction - INFO - Epoch [41][1220/1345] lr: 1.000e-04, eta: 3:09:49, time: 0.596, data_time: 0.001, memory: 7127, top1_acc: 0.6711, top5_acc: 0.8992, loss_cls: 1.2056, loss: 1.2056, grad_norm: 8.9135 2021-06-07 11:19:15,849 - mmaction - INFO - Epoch [41][1240/1345] lr: 1.000e-04, eta: 3:09:29, time: 0.575, data_time: 0.001, memory: 7127, top1_acc: 0.6898, top5_acc: 0.8836, loss_cls: 1.2420, loss: 1.2420, grad_norm: 8.9376 2021-06-07 11:19:28,393 - mmaction - INFO - Epoch [41][1260/1345] lr: 1.000e-04, eta: 3:09:09, time: 0.628, data_time: 0.002, memory: 7127, top1_acc: 0.6805, top5_acc: 0.8836, loss_cls: 1.1902, loss: 1.1902, grad_norm: 8.8262 2021-06-07 11:19:41,274 - mmaction - INFO - Epoch [41][1280/1345] lr: 1.000e-04, eta: 3:08:49, time: 0.644, data_time: 0.001, memory: 7127, top1_acc: 0.6656, top5_acc: 0.8758, loss_cls: 1.2740, loss: 1.2740, grad_norm: 9.1255 2021-06-07 11:19:54,435 - mmaction - INFO - Epoch [41][1300/1345] lr: 1.000e-04, eta: 3:08:29, time: 0.658, data_time: 0.003, memory: 7127, top1_acc: 0.7039, top5_acc: 0.8891, loss_cls: 1.1532, loss: 1.1532, grad_norm: 8.7585 2021-06-07 11:20:06,097 - mmaction - INFO - Epoch [41][1320/1345] lr: 1.000e-04, eta: 3:08:09, time: 0.583, data_time: 0.002, memory: 7127, top1_acc: 0.6766, top5_acc: 0.8781, loss_cls: 1.2306, loss: 1.2306, grad_norm: 9.0474 2021-06-07 11:20:18,571 - mmaction - INFO - Epoch [41][1340/1345] lr: 1.000e-04, eta: 3:07:49, time: 0.624, data_time: 0.001, memory: 7127, top1_acc: 0.6930, top5_acc: 0.8883, loss_cls: 1.1933, loss: 1.1933, grad_norm: 8.6966 2021-06-07 11:20:26,117 - mmaction - INFO - Saving checkpoint at 41 epochs 2021-06-07 11:29:06,963 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-06-07 11:29:07,225 - mmaction - INFO - top1_acc 0.4690 top5_acc 0.7576 2021-06-07 11:29:07,226 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-06-07 11:29:07,319 - mmaction - INFO - mean_acc 0.4312 2021-06-07 11:29:08,279 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_41.pth. 2021-06-07 11:29:08,279 - mmaction - INFO - Best top1_acc is 0.4690 at 41 epoch. 2021-06-07 11:29:08,284 - mmaction - INFO - Epoch(val) [41][1345] top1_acc: 0.4690, top5_acc: 0.7576, mean_class_accuracy: 0.4312 2021-06-07 11:36:50,145 - mmaction - INFO - Epoch [42][20/1345] lr: 1.000e-04, eta: 3:09:02, time: 23.089, data_time: 22.465, memory: 7127, top1_acc: 0.6875, top5_acc: 0.8930, loss_cls: 1.2232, loss: 1.2232, grad_norm: 9.0942 2021-06-07 11:37:00,201 - mmaction - INFO - Epoch [42][40/1345] lr: 1.000e-04, eta: 3:08:41, time: 0.504, data_time: 0.003, memory: 7127, top1_acc: 0.7039, top5_acc: 0.8906, loss_cls: 1.1801, loss: 1.1801, grad_norm: 8.8610 2021-06-07 11:37:10,457 - mmaction - INFO - Epoch [42][60/1345] lr: 1.000e-04, eta: 3:08:20, time: 0.513, data_time: 0.001, memory: 7127, top1_acc: 0.6820, top5_acc: 0.8805, loss_cls: 1.2231, loss: 1.2231, grad_norm: 9.1287 2021-06-07 11:37:20,699 - mmaction - INFO - Epoch [42][80/1345] lr: 1.000e-04, eta: 3:08:00, time: 0.512, data_time: 0.002, memory: 7127, top1_acc: 0.6984, top5_acc: 0.9039, loss_cls: 1.1529, loss: 1.1529, grad_norm: 8.9563 2021-06-07 11:37:30,684 - mmaction - INFO - Epoch [42][100/1345] lr: 1.000e-04, eta: 3:07:39, time: 0.499, data_time: 0.001, memory: 7127, top1_acc: 0.6883, top5_acc: 0.8820, loss_cls: 1.2233, loss: 1.2233, grad_norm: 8.7619 2021-06-07 11:37:40,830 - mmaction - INFO - Epoch [42][120/1345] lr: 1.000e-04, eta: 3:07:18, time: 0.508, data_time: 0.002, memory: 7127, top1_acc: 0.6789, top5_acc: 0.8781, loss_cls: 1.2307, loss: 1.2307, grad_norm: 8.8732 2021-06-07 11:37:51,164 - mmaction - INFO - Epoch [42][140/1345] lr: 1.000e-04, eta: 3:06:58, time: 0.516, data_time: 0.001, memory: 7127, top1_acc: 0.7000, top5_acc: 0.8945, loss_cls: 1.1470, loss: 1.1470, grad_norm: 8.6804 2021-06-07 11:38:01,465 - mmaction - INFO - Epoch [42][160/1345] lr: 1.000e-04, eta: 3:06:37, time: 0.515, data_time: 0.002, memory: 7127, top1_acc: 0.6820, top5_acc: 0.8797, loss_cls: 1.2344, loss: 1.2344, grad_norm: 8.8482 2021-06-07 11:38:11,617 - mmaction - INFO - Epoch [42][180/1345] lr: 1.000e-04, eta: 3:06:17, time: 0.508, data_time: 0.002, memory: 7127, top1_acc: 0.6727, top5_acc: 0.8625, loss_cls: 1.2818, loss: 1.2818, grad_norm: 8.8020 2021-06-07 11:38:22,005 - mmaction - INFO - Epoch [42][200/1345] lr: 1.000e-04, eta: 3:05:56, time: 0.519, data_time: 0.001, memory: 7127, top1_acc: 0.6922, top5_acc: 0.8914, loss_cls: 1.1835, loss: 1.1835, grad_norm: 8.8060 2021-06-07 11:38:33,491 - mmaction - INFO - Epoch [42][220/1345] lr: 1.000e-04, eta: 3:05:36, time: 0.574, data_time: 0.002, memory: 7127, top1_acc: 0.6828, top5_acc: 0.8820, loss_cls: 1.2109, loss: 1.2109, grad_norm: 8.9001 2021-06-07 11:38:44,882 - mmaction - INFO - Epoch [42][240/1345] lr: 1.000e-04, eta: 3:05:16, time: 0.570, data_time: 0.002, memory: 7127, top1_acc: 0.6977, top5_acc: 0.8898, loss_cls: 1.1795, loss: 1.1795, grad_norm: 8.6627 2021-06-07 11:38:55,496 - mmaction - INFO - Epoch [42][260/1345] lr: 1.000e-04, eta: 3:04:55, time: 0.531, data_time: 0.002, memory: 7127, top1_acc: 0.6844, top5_acc: 0.8750, loss_cls: 1.2136, loss: 1.2136, grad_norm: 8.8967 2021-06-07 11:39:06,575 - mmaction - INFO - Epoch [42][280/1345] lr: 1.000e-04, eta: 3:04:35, time: 0.554, data_time: 0.002, memory: 7127, top1_acc: 0.6867, top5_acc: 0.8914, loss_cls: 1.1840, loss: 1.1840, grad_norm: 8.7294 2021-06-07 11:39:18,646 - mmaction - INFO - Epoch [42][300/1345] lr: 1.000e-04, eta: 3:04:15, time: 0.603, data_time: 0.002, memory: 7127, top1_acc: 0.6797, top5_acc: 0.8859, loss_cls: 1.2130, loss: 1.2130, grad_norm: 8.9610 2021-06-07 11:39:30,937 - mmaction - INFO - Epoch [42][320/1345] lr: 1.000e-04, eta: 3:03:54, time: 0.615, data_time: 0.002, memory: 7127, top1_acc: 0.6914, top5_acc: 0.8844, loss_cls: 1.2070, loss: 1.2070, grad_norm: 8.6742 2021-06-07 11:39:41,727 - mmaction - INFO - Epoch [42][340/1345] lr: 1.000e-04, eta: 3:03:34, time: 0.540, data_time: 0.002, memory: 7127, top1_acc: 0.7039, top5_acc: 0.8969, loss_cls: 1.1393, loss: 1.1393, grad_norm: 8.7393 2021-06-07 11:39:52,754 - mmaction - INFO - Epoch [42][360/1345] lr: 1.000e-04, eta: 3:03:14, time: 0.551, data_time: 0.002, memory: 7127, top1_acc: 0.6891, top5_acc: 0.8789, loss_cls: 1.2335, loss: 1.2335, grad_norm: 9.0260 2021-06-07 11:40:06,657 - mmaction - INFO - Epoch [42][380/1345] lr: 1.000e-04, eta: 3:02:54, time: 0.694, data_time: 0.005, memory: 7127, top1_acc: 0.6930, top5_acc: 0.9062, loss_cls: 1.1071, loss: 1.1071, grad_norm: 8.7173 2021-06-07 11:40:18,481 - mmaction - INFO - Epoch [42][400/1345] lr: 1.000e-04, eta: 3:02:34, time: 0.593, data_time: 0.007, memory: 7127, top1_acc: 0.6656, top5_acc: 0.8695, loss_cls: 1.2609, loss: 1.2609, grad_norm: 9.0302 2021-06-07 11:40:30,289 - mmaction - INFO - Epoch [42][420/1345] lr: 1.000e-04, eta: 3:02:14, time: 0.591, data_time: 0.001, memory: 7127, top1_acc: 0.7008, top5_acc: 0.8914, loss_cls: 1.1630, loss: 1.1630, grad_norm: 8.6771 2021-06-07 11:40:41,622 - mmaction - INFO - Epoch [42][440/1345] lr: 1.000e-04, eta: 3:01:53, time: 0.566, data_time: 0.001, memory: 7127, top1_acc: 0.6852, top5_acc: 0.9000, loss_cls: 1.1704, loss: 1.1704, grad_norm: 8.6604 2021-06-07 11:40:53,091 - mmaction - INFO - Epoch [42][460/1345] lr: 1.000e-04, eta: 3:01:33, time: 0.573, data_time: 0.001, memory: 7127, top1_acc: 0.7031, top5_acc: 0.8891, loss_cls: 1.1679, loss: 1.1679, grad_norm: 8.9707 2021-06-07 11:41:04,411 - mmaction - INFO - Epoch [42][480/1345] lr: 1.000e-04, eta: 3:01:13, time: 0.566, data_time: 0.002, memory: 7127, top1_acc: 0.6977, top5_acc: 0.8945, loss_cls: 1.1738, loss: 1.1738, grad_norm: 8.7289 2021-06-07 11:41:15,752 - mmaction - INFO - Epoch [42][500/1345] lr: 1.000e-04, eta: 3:00:53, time: 0.567, data_time: 0.001, memory: 7127, top1_acc: 0.6664, top5_acc: 0.8844, loss_cls: 1.2278, loss: 1.2278, grad_norm: 9.1174 2021-06-07 11:41:26,910 - mmaction - INFO - Epoch [42][520/1345] lr: 1.000e-04, eta: 3:00:32, time: 0.558, data_time: 0.002, memory: 7127, top1_acc: 0.6633, top5_acc: 0.8727, loss_cls: 1.2679, loss: 1.2679, grad_norm: 9.2438 2021-06-07 11:41:38,484 - mmaction - INFO - Epoch [42][540/1345] lr: 1.000e-04, eta: 3:00:12, time: 0.579, data_time: 0.001, memory: 7127, top1_acc: 0.6570, top5_acc: 0.8703, loss_cls: 1.3314, loss: 1.3314, grad_norm: 9.4017 2021-06-07 11:41:49,657 - mmaction - INFO - Epoch [42][560/1345] lr: 1.000e-04, eta: 2:59:52, time: 0.558, data_time: 0.001, memory: 7127, top1_acc: 0.6930, top5_acc: 0.8914, loss_cls: 1.1834, loss: 1.1834, grad_norm: 8.7581 2021-06-07 11:42:01,464 - mmaction - INFO - Epoch [42][580/1345] lr: 1.000e-04, eta: 2:59:32, time: 0.591, data_time: 0.002, memory: 7127, top1_acc: 0.6945, top5_acc: 0.8852, loss_cls: 1.1992, loss: 1.1992, grad_norm: 8.9795 2021-06-07 11:42:13,557 - mmaction - INFO - Epoch [42][600/1345] lr: 1.000e-04, eta: 2:59:12, time: 0.605, data_time: 0.002, memory: 7127, top1_acc: 0.6867, top5_acc: 0.8820, loss_cls: 1.2140, loss: 1.2140, grad_norm: 8.8758 2021-06-07 11:42:24,745 - mmaction - INFO - Epoch [42][620/1345] lr: 1.000e-04, eta: 2:58:51, time: 0.560, data_time: 0.001, memory: 7127, top1_acc: 0.6906, top5_acc: 0.8812, loss_cls: 1.2427, loss: 1.2427, grad_norm: 8.7493 2021-06-07 11:42:36,296 - mmaction - INFO - Epoch [42][640/1345] lr: 1.000e-04, eta: 2:58:31, time: 0.577, data_time: 0.001, memory: 7127, top1_acc: 0.6984, top5_acc: 0.8922, loss_cls: 1.1890, loss: 1.1890, grad_norm: 8.9522 2021-06-07 11:42:49,205 - mmaction - INFO - Epoch [42][660/1345] lr: 1.000e-04, eta: 2:58:11, time: 0.646, data_time: 0.002, memory: 7127, top1_acc: 0.7109, top5_acc: 0.8883, loss_cls: 1.1764, loss: 1.1764, grad_norm: 8.7725 2021-06-07 11:43:01,507 - mmaction - INFO - Epoch [42][680/1345] lr: 1.000e-04, eta: 2:57:51, time: 0.615, data_time: 0.001, memory: 7127, top1_acc: 0.6930, top5_acc: 0.9047, loss_cls: 1.1421, loss: 1.1421, grad_norm: 8.8711 2021-06-07 11:43:12,900 - mmaction - INFO - Epoch [42][700/1345] lr: 1.000e-04, eta: 2:57:31, time: 0.570, data_time: 0.001, memory: 7127, top1_acc: 0.6859, top5_acc: 0.8836, loss_cls: 1.2177, loss: 1.2177, grad_norm: 9.1208 2021-06-07 11:43:25,249 - mmaction - INFO - Epoch [42][720/1345] lr: 1.000e-04, eta: 2:57:11, time: 0.617, data_time: 0.001, memory: 7127, top1_acc: 0.6977, top5_acc: 0.9008, loss_cls: 1.1410, loss: 1.1410, grad_norm: 8.7284 2021-06-07 11:43:36,409 - mmaction - INFO - Epoch [42][740/1345] lr: 1.000e-04, eta: 2:56:51, time: 0.558, data_time: 0.001, memory: 7127, top1_acc: 0.6656, top5_acc: 0.8836, loss_cls: 1.2604, loss: 1.2604, grad_norm: 9.3078 2021-06-07 11:43:48,997 - mmaction - INFO - Epoch [42][760/1345] lr: 1.000e-04, eta: 2:56:31, time: 0.629, data_time: 0.001, memory: 7127, top1_acc: 0.6867, top5_acc: 0.8797, loss_cls: 1.2043, loss: 1.2043, grad_norm: 8.7292 2021-06-07 11:44:00,298 - mmaction - INFO - Epoch [42][780/1345] lr: 1.000e-04, eta: 2:56:11, time: 0.564, data_time: 0.001, memory: 7127, top1_acc: 0.6875, top5_acc: 0.8812, loss_cls: 1.2270, loss: 1.2270, grad_norm: 9.3958 2021-06-07 11:44:12,927 - mmaction - INFO - Epoch [42][800/1345] lr: 1.000e-04, eta: 2:55:51, time: 0.633, data_time: 0.003, memory: 7127, top1_acc: 0.6789, top5_acc: 0.8945, loss_cls: 1.2129, loss: 1.2129, grad_norm: 8.8955 2021-06-07 11:44:24,417 - mmaction - INFO - Epoch [42][820/1345] lr: 1.000e-04, eta: 2:55:31, time: 0.574, data_time: 0.001, memory: 7127, top1_acc: 0.6891, top5_acc: 0.8867, loss_cls: 1.2138, loss: 1.2138, grad_norm: 8.9123 2021-06-07 11:44:36,416 - mmaction - INFO - Epoch [42][840/1345] lr: 1.000e-04, eta: 2:55:11, time: 0.600, data_time: 0.002, memory: 7127, top1_acc: 0.6703, top5_acc: 0.8859, loss_cls: 1.2218, loss: 1.2218, grad_norm: 9.1374 2021-06-07 11:44:48,658 - mmaction - INFO - Epoch [42][860/1345] lr: 1.000e-04, eta: 2:54:51, time: 0.612, data_time: 0.001, memory: 7127, top1_acc: 0.6930, top5_acc: 0.8828, loss_cls: 1.2069, loss: 1.2069, grad_norm: 9.0883 2021-06-07 11:45:00,300 - mmaction - INFO - Epoch [42][880/1345] lr: 1.000e-04, eta: 2:54:31, time: 0.582, data_time: 0.002, memory: 7127, top1_acc: 0.7008, top5_acc: 0.8922, loss_cls: 1.1869, loss: 1.1869, grad_norm: 8.7282 2021-06-07 11:45:12,927 - mmaction - INFO - Epoch [42][900/1345] lr: 1.000e-04, eta: 2:54:11, time: 0.632, data_time: 0.002, memory: 7127, top1_acc: 0.6867, top5_acc: 0.8984, loss_cls: 1.1635, loss: 1.1635, grad_norm: 8.8209 2021-06-07 11:45:24,037 - mmaction - INFO - Epoch [42][920/1345] lr: 1.000e-04, eta: 2:53:51, time: 0.555, data_time: 0.002, memory: 7127, top1_acc: 0.6844, top5_acc: 0.8906, loss_cls: 1.1792, loss: 1.1792, grad_norm: 8.6470 2021-06-07 11:45:36,117 - mmaction - INFO - Epoch [42][940/1345] lr: 1.000e-04, eta: 2:53:31, time: 0.604, data_time: 0.001, memory: 7127, top1_acc: 0.6875, top5_acc: 0.8852, loss_cls: 1.2022, loss: 1.2022, grad_norm: 8.8060 2021-06-07 11:45:47,662 - mmaction - INFO - Epoch [42][960/1345] lr: 1.000e-04, eta: 2:53:11, time: 0.577, data_time: 0.001, memory: 7127, top1_acc: 0.6609, top5_acc: 0.8852, loss_cls: 1.2538, loss: 1.2538, grad_norm: 9.4744 2021-06-07 11:45:59,725 - mmaction - INFO - Epoch [42][980/1345] lr: 1.000e-04, eta: 2:52:51, time: 0.603, data_time: 0.002, memory: 7127, top1_acc: 0.6852, top5_acc: 0.8883, loss_cls: 1.2032, loss: 1.2032, grad_norm: 8.8929 2021-06-07 11:46:11,122 - mmaction - INFO - Epoch [42][1000/1345] lr: 1.000e-04, eta: 2:52:31, time: 0.569, data_time: 0.001, memory: 7127, top1_acc: 0.6727, top5_acc: 0.8891, loss_cls: 1.2350, loss: 1.2350, grad_norm: 9.0233 2021-06-07 11:46:23,492 - mmaction - INFO - Epoch [42][1020/1345] lr: 1.000e-04, eta: 2:52:11, time: 0.619, data_time: 0.002, memory: 7127, top1_acc: 0.6953, top5_acc: 0.8891, loss_cls: 1.2004, loss: 1.2004, grad_norm: 8.9166 2021-06-07 11:46:34,688 - mmaction - INFO - Epoch [42][1040/1345] lr: 1.000e-04, eta: 2:51:51, time: 0.560, data_time: 0.001, memory: 7127, top1_acc: 0.7063, top5_acc: 0.8828, loss_cls: 1.1530, loss: 1.1530, grad_norm: 8.6703 2021-06-07 11:46:46,582 - mmaction - INFO - Epoch [42][1060/1345] lr: 1.000e-04, eta: 2:51:31, time: 0.595, data_time: 0.001, memory: 7127, top1_acc: 0.6773, top5_acc: 0.8852, loss_cls: 1.2484, loss: 1.2484, grad_norm: 9.0081 2021-06-07 11:46:58,239 - mmaction - INFO - Epoch [42][1080/1345] lr: 1.000e-04, eta: 2:51:11, time: 0.582, data_time: 0.002, memory: 7127, top1_acc: 0.7000, top5_acc: 0.9031, loss_cls: 1.1320, loss: 1.1320, grad_norm: 8.8102 2021-06-07 11:47:11,015 - mmaction - INFO - Epoch [42][1100/1345] lr: 1.000e-04, eta: 2:50:51, time: 0.639, data_time: 0.002, memory: 7127, top1_acc: 0.7148, top5_acc: 0.9094, loss_cls: 1.0742, loss: 1.0742, grad_norm: 8.5666 2021-06-07 11:47:22,820 - mmaction - INFO - Epoch [42][1120/1345] lr: 1.000e-04, eta: 2:50:31, time: 0.590, data_time: 0.002, memory: 7127, top1_acc: 0.6930, top5_acc: 0.8852, loss_cls: 1.1550, loss: 1.1550, grad_norm: 8.7682 2021-06-07 11:47:35,044 - mmaction - INFO - Epoch [42][1140/1345] lr: 1.000e-04, eta: 2:50:11, time: 0.611, data_time: 0.001, memory: 7127, top1_acc: 0.6797, top5_acc: 0.8766, loss_cls: 1.2412, loss: 1.2412, grad_norm: 9.1504 2021-06-07 11:47:47,263 - mmaction - INFO - Epoch [42][1160/1345] lr: 1.000e-04, eta: 2:49:51, time: 0.611, data_time: 0.001, memory: 7127, top1_acc: 0.6766, top5_acc: 0.8711, loss_cls: 1.2670, loss: 1.2670, grad_norm: 9.1635 2021-06-07 11:48:00,032 - mmaction - INFO - Epoch [42][1180/1345] lr: 1.000e-04, eta: 2:49:32, time: 0.639, data_time: 0.001, memory: 7127, top1_acc: 0.7000, top5_acc: 0.8883, loss_cls: 1.1801, loss: 1.1801, grad_norm: 8.9397 2021-06-07 11:48:11,393 - mmaction - INFO - Epoch [42][1200/1345] lr: 1.000e-04, eta: 2:49:12, time: 0.568, data_time: 0.001, memory: 7127, top1_acc: 0.6719, top5_acc: 0.8820, loss_cls: 1.2851, loss: 1.2851, grad_norm: 9.0390 2021-06-07 11:48:23,952 - mmaction - INFO - Epoch [42][1220/1345] lr: 1.000e-04, eta: 2:48:52, time: 0.628, data_time: 0.001, memory: 7127, top1_acc: 0.6805, top5_acc: 0.8805, loss_cls: 1.2071, loss: 1.2071, grad_norm: 9.0532 2021-06-07 11:48:36,364 - mmaction - INFO - Epoch [42][1240/1345] lr: 1.000e-04, eta: 2:48:32, time: 0.620, data_time: 0.001, memory: 7127, top1_acc: 0.6742, top5_acc: 0.8852, loss_cls: 1.2179, loss: 1.2179, grad_norm: 9.4191 2021-06-07 11:48:49,277 - mmaction - INFO - Epoch [42][1260/1345] lr: 1.000e-04, eta: 2:48:12, time: 0.645, data_time: 0.002, memory: 7127, top1_acc: 0.7000, top5_acc: 0.9094, loss_cls: 1.1189, loss: 1.1189, grad_norm: 8.8347 2021-06-07 11:49:02,138 - mmaction - INFO - Epoch [42][1280/1345] lr: 1.000e-04, eta: 2:47:53, time: 0.643, data_time: 0.002, memory: 7127, top1_acc: 0.6852, top5_acc: 0.8883, loss_cls: 1.1932, loss: 1.1932, grad_norm: 8.6342 2021-06-07 11:49:13,719 - mmaction - INFO - Epoch [42][1300/1345] lr: 1.000e-04, eta: 2:47:33, time: 0.578, data_time: 0.001, memory: 7127, top1_acc: 0.6992, top5_acc: 0.8906, loss_cls: 1.1389, loss: 1.1389, grad_norm: 8.7784 2021-06-07 11:49:26,142 - mmaction - INFO - Epoch [42][1320/1345] lr: 1.000e-04, eta: 2:47:13, time: 0.622, data_time: 0.002, memory: 7127, top1_acc: 0.6891, top5_acc: 0.8914, loss_cls: 1.1909, loss: 1.1909, grad_norm: 8.9832 2021-06-07 11:49:38,499 - mmaction - INFO - Epoch [42][1340/1345] lr: 1.000e-04, eta: 2:46:53, time: 0.618, data_time: 0.001, memory: 7127, top1_acc: 0.6727, top5_acc: 0.8938, loss_cls: 1.1813, loss: 1.1813, grad_norm: 8.9087 2021-06-07 11:49:46,540 - mmaction - INFO - Saving checkpoint at 42 epochs 2021-06-07 11:58:36,261 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-06-07 11:58:36,508 - mmaction - INFO - top1_acc 0.4678 top5_acc 0.7572 2021-06-07 11:58:36,508 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-06-07 11:58:36,567 - mmaction - INFO - mean_acc 0.4305 2021-06-07 11:58:36,570 - mmaction - INFO - Epoch(val) [42][1345] top1_acc: 0.4678, top5_acc: 0.7572, mean_class_accuracy: 0.4305 2021-06-07 12:06:30,683 - mmaction - INFO - Epoch [43][20/1345] lr: 1.000e-04, eta: 2:47:56, time: 23.702, data_time: 23.050, memory: 7127, top1_acc: 0.6797, top5_acc: 0.8867, loss_cls: 1.2396, loss: 1.2396, grad_norm: 9.0552 2021-06-07 12:06:40,782 - mmaction - INFO - Epoch [43][40/1345] lr: 1.000e-04, eta: 2:47:35, time: 0.507, data_time: 0.005, memory: 7127, top1_acc: 0.6781, top5_acc: 0.8781, loss_cls: 1.2722, loss: 1.2722, grad_norm: 9.0946 2021-06-07 12:06:50,743 - mmaction - INFO - Epoch [43][60/1345] lr: 1.000e-04, eta: 2:47:15, time: 0.499, data_time: 0.002, memory: 7127, top1_acc: 0.6945, top5_acc: 0.8867, loss_cls: 1.1972, loss: 1.1972, grad_norm: 8.8222 2021-06-07 12:07:00,794 - mmaction - INFO - Epoch [43][80/1345] lr: 1.000e-04, eta: 2:46:54, time: 0.502, data_time: 0.001, memory: 7127, top1_acc: 0.6937, top5_acc: 0.8891, loss_cls: 1.1689, loss: 1.1689, grad_norm: 8.9912 2021-06-07 12:07:11,141 - mmaction - INFO - Epoch [43][100/1345] lr: 1.000e-04, eta: 2:46:34, time: 0.516, data_time: 0.001, memory: 7127, top1_acc: 0.6797, top5_acc: 0.8906, loss_cls: 1.2166, loss: 1.2166, grad_norm: 9.1211 2021-06-07 12:07:21,493 - mmaction - INFO - Epoch [43][120/1345] lr: 1.000e-04, eta: 2:46:14, time: 0.518, data_time: 0.003, memory: 7127, top1_acc: 0.6883, top5_acc: 0.8820, loss_cls: 1.2174, loss: 1.2174, grad_norm: 9.0485 2021-06-07 12:07:31,700 - mmaction - INFO - Epoch [43][140/1345] lr: 1.000e-04, eta: 2:45:53, time: 0.509, data_time: 0.001, memory: 7127, top1_acc: 0.7023, top5_acc: 0.8961, loss_cls: 1.1406, loss: 1.1406, grad_norm: 8.6286 2021-06-07 12:07:42,166 - mmaction - INFO - Epoch [43][160/1345] lr: 1.000e-04, eta: 2:45:33, time: 0.522, data_time: 0.002, memory: 7127, top1_acc: 0.6695, top5_acc: 0.8766, loss_cls: 1.2692, loss: 1.2692, grad_norm: 9.4811 2021-06-07 12:07:52,271 - mmaction - INFO - Epoch [43][180/1345] lr: 1.000e-04, eta: 2:45:13, time: 0.506, data_time: 0.003, memory: 7127, top1_acc: 0.6859, top5_acc: 0.8906, loss_cls: 1.1735, loss: 1.1735, grad_norm: 8.9569 2021-06-07 12:08:02,580 - mmaction - INFO - Epoch [43][200/1345] lr: 1.000e-04, eta: 2:44:52, time: 0.517, data_time: 0.003, memory: 7127, top1_acc: 0.7086, top5_acc: 0.8875, loss_cls: 1.1766, loss: 1.1766, grad_norm: 8.7173 2021-06-07 12:08:13,175 - mmaction - INFO - Epoch [43][220/1345] lr: 1.000e-04, eta: 2:44:32, time: 0.529, data_time: 0.001, memory: 7127, top1_acc: 0.6836, top5_acc: 0.8750, loss_cls: 1.2356, loss: 1.2356, grad_norm: 8.9757 2021-06-07 12:08:24,894 - mmaction - INFO - Epoch [43][240/1345] lr: 1.000e-04, eta: 2:44:12, time: 0.585, data_time: 0.002, memory: 7127, top1_acc: 0.6859, top5_acc: 0.8914, loss_cls: 1.1724, loss: 1.1724, grad_norm: 9.0434 2021-06-07 12:08:35,905 - mmaction - INFO - Epoch [43][260/1345] lr: 1.000e-04, eta: 2:43:52, time: 0.550, data_time: 0.002, memory: 7127, top1_acc: 0.6836, top5_acc: 0.8852, loss_cls: 1.2330, loss: 1.2330, grad_norm: 8.9612 2021-06-07 12:08:47,293 - mmaction - INFO - Epoch [43][280/1345] lr: 1.000e-04, eta: 2:43:32, time: 0.570, data_time: 0.002, memory: 7127, top1_acc: 0.6883, top5_acc: 0.8906, loss_cls: 1.1839, loss: 1.1839, grad_norm: 9.0072 2021-06-07 12:08:58,641 - mmaction - INFO - Epoch [43][300/1345] lr: 1.000e-04, eta: 2:43:12, time: 0.566, data_time: 0.001, memory: 7127, top1_acc: 0.6773, top5_acc: 0.8727, loss_cls: 1.2667, loss: 1.2667, grad_norm: 9.0299 2021-06-07 12:09:09,892 - mmaction - INFO - Epoch [43][320/1345] lr: 1.000e-04, eta: 2:42:52, time: 0.564, data_time: 0.002, memory: 7127, top1_acc: 0.6953, top5_acc: 0.8977, loss_cls: 1.1686, loss: 1.1686, grad_norm: 8.8565 2021-06-07 12:09:22,850 - mmaction - INFO - Epoch [43][340/1345] lr: 1.000e-04, eta: 2:42:32, time: 0.648, data_time: 0.001, memory: 7127, top1_acc: 0.7039, top5_acc: 0.8977, loss_cls: 1.1509, loss: 1.1509, grad_norm: 8.8295 2021-06-07 12:09:34,391 - mmaction - INFO - Epoch [43][360/1345] lr: 1.000e-04, eta: 2:42:12, time: 0.577, data_time: 0.001, memory: 7127, top1_acc: 0.6945, top5_acc: 0.8875, loss_cls: 1.1758, loss: 1.1758, grad_norm: 9.3195 2021-06-07 12:09:46,809 - mmaction - INFO - Epoch [43][380/1345] lr: 1.000e-04, eta: 2:41:52, time: 0.621, data_time: 0.001, memory: 7127, top1_acc: 0.7016, top5_acc: 0.8953, loss_cls: 1.1745, loss: 1.1745, grad_norm: 9.1685 2021-06-07 12:09:59,124 - mmaction - INFO - Epoch [43][400/1345] lr: 1.000e-04, eta: 2:41:32, time: 0.616, data_time: 0.002, memory: 7127, top1_acc: 0.7063, top5_acc: 0.8859, loss_cls: 1.1726, loss: 1.1726, grad_norm: 8.8620 2021-06-07 12:10:10,838 - mmaction - INFO - Epoch [43][420/1345] lr: 1.000e-04, eta: 2:41:12, time: 0.584, data_time: 0.001, memory: 7127, top1_acc: 0.6867, top5_acc: 0.8742, loss_cls: 1.2247, loss: 1.2247, grad_norm: 9.3015 2021-06-07 12:10:23,601 - mmaction - INFO - Epoch [43][440/1345] lr: 1.000e-04, eta: 2:40:52, time: 0.639, data_time: 0.003, memory: 7127, top1_acc: 0.6898, top5_acc: 0.8883, loss_cls: 1.2144, loss: 1.2144, grad_norm: 9.1688 2021-06-07 12:10:35,585 - mmaction - INFO - Epoch [43][460/1345] lr: 1.000e-04, eta: 2:40:32, time: 0.600, data_time: 0.001, memory: 7127, top1_acc: 0.6766, top5_acc: 0.8852, loss_cls: 1.2172, loss: 1.2172, grad_norm: 9.2374 2021-06-07 12:10:48,344 - mmaction - INFO - Epoch [43][480/1345] lr: 1.000e-04, eta: 2:40:13, time: 0.637, data_time: 0.001, memory: 7127, top1_acc: 0.6875, top5_acc: 0.8875, loss_cls: 1.1685, loss: 1.1685, grad_norm: 9.0693 2021-06-07 12:11:00,800 - mmaction - INFO - Epoch [43][500/1345] lr: 1.000e-04, eta: 2:39:53, time: 0.622, data_time: 0.001, memory: 7127, top1_acc: 0.6969, top5_acc: 0.8875, loss_cls: 1.1753, loss: 1.1753, grad_norm: 8.8905 2021-06-07 12:11:12,918 - mmaction - INFO - Epoch [43][520/1345] lr: 1.000e-04, eta: 2:39:33, time: 0.607, data_time: 0.002, memory: 7127, top1_acc: 0.6992, top5_acc: 0.8977, loss_cls: 1.1600, loss: 1.1600, grad_norm: 9.1928 2021-06-07 12:11:24,958 - mmaction - INFO - Epoch [43][540/1345] lr: 1.000e-04, eta: 2:39:13, time: 0.601, data_time: 0.001, memory: 7127, top1_acc: 0.6891, top5_acc: 0.8898, loss_cls: 1.1825, loss: 1.1825, grad_norm: 9.1843 2021-06-07 12:11:38,497 - mmaction - INFO - Epoch [43][560/1345] lr: 1.000e-04, eta: 2:38:53, time: 0.678, data_time: 0.002, memory: 7127, top1_acc: 0.6875, top5_acc: 0.8828, loss_cls: 1.2198, loss: 1.2198, grad_norm: 8.9152 2021-06-07 12:11:51,480 - mmaction - INFO - Epoch [43][580/1345] lr: 1.000e-04, eta: 2:38:34, time: 0.649, data_time: 0.001, memory: 7127, top1_acc: 0.7047, top5_acc: 0.8984, loss_cls: 1.1448, loss: 1.1448, grad_norm: 9.0923 2021-06-07 12:12:03,585 - mmaction - INFO - Epoch [43][600/1345] lr: 1.000e-04, eta: 2:38:14, time: 0.605, data_time: 0.001, memory: 7127, top1_acc: 0.7016, top5_acc: 0.8914, loss_cls: 1.1311, loss: 1.1311, grad_norm: 9.0081 2021-06-07 12:12:16,318 - mmaction - INFO - Epoch [43][620/1345] lr: 1.000e-04, eta: 2:37:54, time: 0.637, data_time: 0.001, memory: 7127, top1_acc: 0.7078, top5_acc: 0.8922, loss_cls: 1.1476, loss: 1.1476, grad_norm: 8.7527 2021-06-07 12:12:29,037 - mmaction - INFO - Epoch [43][640/1345] lr: 1.000e-04, eta: 2:37:34, time: 0.635, data_time: 0.001, memory: 7127, top1_acc: 0.6898, top5_acc: 0.8898, loss_cls: 1.1685, loss: 1.1685, grad_norm: 8.9941 2021-06-07 12:12:41,570 - mmaction - INFO - Epoch [43][660/1345] lr: 1.000e-04, eta: 2:37:15, time: 0.626, data_time: 0.001, memory: 7127, top1_acc: 0.6898, top5_acc: 0.8898, loss_cls: 1.1696, loss: 1.1696, grad_norm: 9.0375 2021-06-07 12:12:55,110 - mmaction - INFO - Epoch [43][680/1345] lr: 1.000e-04, eta: 2:36:55, time: 0.678, data_time: 0.002, memory: 7127, top1_acc: 0.6656, top5_acc: 0.8781, loss_cls: 1.2483, loss: 1.2483, grad_norm: 9.1386 2021-06-07 12:13:07,707 - mmaction - INFO - Epoch [43][700/1345] lr: 1.000e-04, eta: 2:36:35, time: 0.630, data_time: 0.001, memory: 7127, top1_acc: 0.6867, top5_acc: 0.8844, loss_cls: 1.2205, loss: 1.2205, grad_norm: 9.1719 2021-06-07 12:13:19,835 - mmaction - INFO - Epoch [43][720/1345] lr: 1.000e-04, eta: 2:36:15, time: 0.606, data_time: 0.001, memory: 7127, top1_acc: 0.6961, top5_acc: 0.8938, loss_cls: 1.1729, loss: 1.1729, grad_norm: 8.9761 2021-06-07 12:13:32,021 - mmaction - INFO - Epoch [43][740/1345] lr: 1.000e-04, eta: 2:35:56, time: 0.609, data_time: 0.001, memory: 7127, top1_acc: 0.6789, top5_acc: 0.8797, loss_cls: 1.2482, loss: 1.2482, grad_norm: 9.2400 2021-06-07 12:13:44,508 - mmaction - INFO - Epoch [43][760/1345] lr: 1.000e-04, eta: 2:35:36, time: 0.623, data_time: 0.001, memory: 7127, top1_acc: 0.7016, top5_acc: 0.8898, loss_cls: 1.1602, loss: 1.1602, grad_norm: 9.1433 2021-06-07 12:13:56,269 - mmaction - INFO - Epoch [43][780/1345] lr: 1.000e-04, eta: 2:35:16, time: 0.588, data_time: 0.002, memory: 7127, top1_acc: 0.7180, top5_acc: 0.8867, loss_cls: 1.1447, loss: 1.1447, grad_norm: 8.9291 2021-06-07 12:14:07,948 - mmaction - INFO - Epoch [43][800/1345] lr: 1.000e-04, eta: 2:34:56, time: 0.584, data_time: 0.002, memory: 7127, top1_acc: 0.6961, top5_acc: 0.8859, loss_cls: 1.1953, loss: 1.1953, grad_norm: 8.7983 2021-06-07 12:14:20,029 - mmaction - INFO - Epoch [43][820/1345] lr: 1.000e-04, eta: 2:34:36, time: 0.604, data_time: 0.001, memory: 7127, top1_acc: 0.6945, top5_acc: 0.8953, loss_cls: 1.1995, loss: 1.1995, grad_norm: 9.1139 2021-06-07 12:14:33,097 - mmaction - INFO - Epoch [43][840/1345] lr: 1.000e-04, eta: 2:34:17, time: 0.654, data_time: 0.002, memory: 7127, top1_acc: 0.6703, top5_acc: 0.8727, loss_cls: 1.2466, loss: 1.2466, grad_norm: 9.1426 2021-06-07 12:14:45,561 - mmaction - INFO - Epoch [43][860/1345] lr: 1.000e-04, eta: 2:33:57, time: 0.621, data_time: 0.001, memory: 7127, top1_acc: 0.6984, top5_acc: 0.8820, loss_cls: 1.2003, loss: 1.2003, grad_norm: 8.9154 2021-06-07 12:14:57,723 - mmaction - INFO - Epoch [43][880/1345] lr: 1.000e-04, eta: 2:33:37, time: 0.609, data_time: 0.003, memory: 7127, top1_acc: 0.6883, top5_acc: 0.8867, loss_cls: 1.2353, loss: 1.2353, grad_norm: 9.2537 2021-06-07 12:15:09,863 - mmaction - INFO - Epoch [43][900/1345] lr: 1.000e-04, eta: 2:33:17, time: 0.607, data_time: 0.002, memory: 7127, top1_acc: 0.6961, top5_acc: 0.8883, loss_cls: 1.1903, loss: 1.1903, grad_norm: 8.8305 2021-06-07 12:15:21,632 - mmaction - INFO - Epoch [43][920/1345] lr: 1.000e-04, eta: 2:32:57, time: 0.588, data_time: 0.002, memory: 7127, top1_acc: 0.7047, top5_acc: 0.8977, loss_cls: 1.1412, loss: 1.1412, grad_norm: 8.6386 2021-06-07 12:15:34,042 - mmaction - INFO - Epoch [43][940/1345] lr: 1.000e-04, eta: 2:32:38, time: 0.620, data_time: 0.001, memory: 7127, top1_acc: 0.6750, top5_acc: 0.8844, loss_cls: 1.2227, loss: 1.2227, grad_norm: 9.1625 2021-06-07 12:15:46,681 - mmaction - INFO - Epoch [43][960/1345] lr: 1.000e-04, eta: 2:32:18, time: 0.631, data_time: 0.002, memory: 7127, top1_acc: 0.6914, top5_acc: 0.9008, loss_cls: 1.1745, loss: 1.1745, grad_norm: 9.1633 2021-06-07 12:15:59,661 - mmaction - INFO - Epoch [43][980/1345] lr: 1.000e-04, eta: 2:31:58, time: 0.650, data_time: 0.002, memory: 7127, top1_acc: 0.6937, top5_acc: 0.8875, loss_cls: 1.2019, loss: 1.2019, grad_norm: 8.9172 2021-06-07 12:16:11,720 - mmaction - INFO - Epoch [43][1000/1345] lr: 1.000e-04, eta: 2:31:39, time: 0.603, data_time: 0.001, memory: 7127, top1_acc: 0.6836, top5_acc: 0.8859, loss_cls: 1.2135, loss: 1.2135, grad_norm: 9.1463 2021-06-07 12:16:24,370 - mmaction - INFO - Epoch [43][1020/1345] lr: 1.000e-04, eta: 2:31:19, time: 0.633, data_time: 0.001, memory: 7127, top1_acc: 0.6930, top5_acc: 0.8977, loss_cls: 1.1334, loss: 1.1334, grad_norm: 8.9202 2021-06-07 12:16:36,487 - mmaction - INFO - Epoch [43][1040/1345] lr: 1.000e-04, eta: 2:30:59, time: 0.605, data_time: 0.001, memory: 7127, top1_acc: 0.6555, top5_acc: 0.8898, loss_cls: 1.2833, loss: 1.2833, grad_norm: 9.2693 2021-06-07 12:16:48,305 - mmaction - INFO - Epoch [43][1060/1345] lr: 1.000e-04, eta: 2:30:39, time: 0.591, data_time: 0.002, memory: 7127, top1_acc: 0.6867, top5_acc: 0.8906, loss_cls: 1.1718, loss: 1.1718, grad_norm: 9.0426 2021-06-07 12:17:00,197 - mmaction - INFO - Epoch [43][1080/1345] lr: 1.000e-04, eta: 2:30:20, time: 0.595, data_time: 0.002, memory: 7127, top1_acc: 0.6797, top5_acc: 0.8852, loss_cls: 1.1983, loss: 1.1983, grad_norm: 8.9129 2021-06-07 12:17:12,250 - mmaction - INFO - Epoch [43][1100/1345] lr: 1.000e-04, eta: 2:30:00, time: 0.602, data_time: 0.001, memory: 7127, top1_acc: 0.6852, top5_acc: 0.8945, loss_cls: 1.1814, loss: 1.1814, grad_norm: 9.0944 2021-06-07 12:17:25,249 - mmaction - INFO - Epoch [43][1120/1345] lr: 1.000e-04, eta: 2:29:40, time: 0.650, data_time: 0.002, memory: 7127, top1_acc: 0.6844, top5_acc: 0.9031, loss_cls: 1.1454, loss: 1.1454, grad_norm: 8.8657 2021-06-07 12:17:36,864 - mmaction - INFO - Epoch [43][1140/1345] lr: 1.000e-04, eta: 2:29:21, time: 0.581, data_time: 0.001, memory: 7127, top1_acc: 0.6883, top5_acc: 0.8938, loss_cls: 1.1749, loss: 1.1749, grad_norm: 8.8202 2021-06-07 12:17:49,864 - mmaction - INFO - Epoch [43][1160/1345] lr: 1.000e-04, eta: 2:29:01, time: 0.650, data_time: 0.001, memory: 7127, top1_acc: 0.6906, top5_acc: 0.8945, loss_cls: 1.1787, loss: 1.1787, grad_norm: 8.9807 2021-06-07 12:18:01,310 - mmaction - INFO - Epoch [43][1180/1345] lr: 1.000e-04, eta: 2:28:41, time: 0.572, data_time: 0.001, memory: 7127, top1_acc: 0.6797, top5_acc: 0.8945, loss_cls: 1.1994, loss: 1.1994, grad_norm: 8.9962 2021-06-07 12:18:13,345 - mmaction - INFO - Epoch [43][1200/1345] lr: 1.000e-04, eta: 2:28:21, time: 0.602, data_time: 0.002, memory: 7127, top1_acc: 0.6797, top5_acc: 0.8859, loss_cls: 1.1968, loss: 1.1968, grad_norm: 9.0031 2021-06-07 12:18:25,174 - mmaction - INFO - Epoch [43][1220/1345] lr: 1.000e-04, eta: 2:28:02, time: 0.591, data_time: 0.001, memory: 7127, top1_acc: 0.7055, top5_acc: 0.9023, loss_cls: 1.1295, loss: 1.1295, grad_norm: 8.6106 2021-06-07 12:18:37,698 - mmaction - INFO - Epoch [43][1240/1345] lr: 1.000e-04, eta: 2:27:42, time: 0.626, data_time: 0.001, memory: 7127, top1_acc: 0.6813, top5_acc: 0.8812, loss_cls: 1.1945, loss: 1.1945, grad_norm: 9.0557 2021-06-07 12:18:50,698 - mmaction - INFO - Epoch [43][1260/1345] lr: 1.000e-04, eta: 2:27:23, time: 0.650, data_time: 0.001, memory: 7127, top1_acc: 0.7023, top5_acc: 0.8844, loss_cls: 1.1772, loss: 1.1772, grad_norm: 8.7155 2021-06-07 12:19:02,104 - mmaction - INFO - Epoch [43][1280/1345] lr: 1.000e-04, eta: 2:27:03, time: 0.570, data_time: 0.001, memory: 7127, top1_acc: 0.7039, top5_acc: 0.8945, loss_cls: 1.1545, loss: 1.1545, grad_norm: 9.3225 2021-06-07 12:19:13,966 - mmaction - INFO - Epoch [43][1300/1345] lr: 1.000e-04, eta: 2:26:43, time: 0.593, data_time: 0.001, memory: 7127, top1_acc: 0.7031, top5_acc: 0.8914, loss_cls: 1.1575, loss: 1.1575, grad_norm: 8.7475 2021-06-07 12:19:26,295 - mmaction - INFO - Epoch [43][1320/1345] lr: 1.000e-04, eta: 2:26:23, time: 0.616, data_time: 0.001, memory: 7127, top1_acc: 0.6914, top5_acc: 0.9023, loss_cls: 1.1270, loss: 1.1270, grad_norm: 8.9074 2021-06-07 12:19:37,686 - mmaction - INFO - Epoch [43][1340/1345] lr: 1.000e-04, eta: 2:26:04, time: 0.570, data_time: 0.001, memory: 7127, top1_acc: 0.6789, top5_acc: 0.8906, loss_cls: 1.1869, loss: 1.1869, grad_norm: 9.0487 2021-06-07 12:19:45,269 - mmaction - INFO - Saving checkpoint at 43 epochs 2021-06-07 12:28:31,481 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-06-07 12:28:31,739 - mmaction - INFO - top1_acc 0.4697 top5_acc 0.7581 2021-06-07 12:28:31,739 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-06-07 12:28:31,808 - mmaction - INFO - mean_acc 0.4277 2021-06-07 12:28:32,960 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_43.pth. 2021-06-07 12:28:32,960 - mmaction - INFO - Best top1_acc is 0.4697 at 43 epoch. 2021-06-07 12:28:32,965 - mmaction - INFO - Epoch(val) [43][1345] top1_acc: 0.4697, top5_acc: 0.7581, mean_class_accuracy: 0.4277 2021-06-07 12:36:22,076 - mmaction - INFO - Epoch [44][20/1345] lr: 1.000e-04, eta: 2:26:53, time: 23.453, data_time: 22.816, memory: 7127, top1_acc: 0.7180, top5_acc: 0.9062, loss_cls: 1.1070, loss: 1.1070, grad_norm: 8.7729 2021-06-07 12:36:32,295 - mmaction - INFO - Epoch [44][40/1345] lr: 1.000e-04, eta: 2:26:33, time: 0.513, data_time: 0.005, memory: 7127, top1_acc: 0.6758, top5_acc: 0.8859, loss_cls: 1.2169, loss: 1.2169, grad_norm: 9.1648 2021-06-07 12:36:42,383 - mmaction - INFO - Epoch [44][60/1345] lr: 1.000e-04, eta: 2:26:12, time: 0.504, data_time: 0.001, memory: 7127, top1_acc: 0.6773, top5_acc: 0.8750, loss_cls: 1.2321, loss: 1.2321, grad_norm: 9.1326 2021-06-07 12:36:52,569 - mmaction - INFO - Epoch [44][80/1345] lr: 1.000e-04, eta: 2:25:52, time: 0.509, data_time: 0.002, memory: 7127, top1_acc: 0.6906, top5_acc: 0.8883, loss_cls: 1.1859, loss: 1.1859, grad_norm: 8.8450 2021-06-07 12:37:02,674 - mmaction - INFO - Epoch [44][100/1345] lr: 1.000e-04, eta: 2:25:32, time: 0.506, data_time: 0.002, memory: 7127, top1_acc: 0.6922, top5_acc: 0.8922, loss_cls: 1.1400, loss: 1.1400, grad_norm: 8.7746 2021-06-07 12:37:12,807 - mmaction - INFO - Epoch [44][120/1345] lr: 1.000e-04, eta: 2:25:12, time: 0.506, data_time: 0.001, memory: 7127, top1_acc: 0.7102, top5_acc: 0.8914, loss_cls: 1.1194, loss: 1.1194, grad_norm: 8.8716 2021-06-07 12:37:22,720 - mmaction - INFO - Epoch [44][140/1345] lr: 1.000e-04, eta: 2:24:52, time: 0.497, data_time: 0.003, memory: 7127, top1_acc: 0.6922, top5_acc: 0.8906, loss_cls: 1.1556, loss: 1.1556, grad_norm: 8.7977 2021-06-07 12:37:33,006 - mmaction - INFO - Epoch [44][160/1345] lr: 1.000e-04, eta: 2:24:32, time: 0.514, data_time: 0.001, memory: 7127, top1_acc: 0.6828, top5_acc: 0.8773, loss_cls: 1.2229, loss: 1.2229, grad_norm: 9.0520 2021-06-07 12:37:43,459 - mmaction - INFO - Epoch [44][180/1345] lr: 1.000e-04, eta: 2:24:12, time: 0.523, data_time: 0.001, memory: 7127, top1_acc: 0.6922, top5_acc: 0.8930, loss_cls: 1.1818, loss: 1.1818, grad_norm: 8.7670 2021-06-07 12:37:53,843 - mmaction - INFO - Epoch [44][200/1345] lr: 1.000e-04, eta: 2:23:52, time: 0.520, data_time: 0.002, memory: 7127, top1_acc: 0.7063, top5_acc: 0.8914, loss_cls: 1.1692, loss: 1.1692, grad_norm: 8.6746 2021-06-07 12:38:04,273 - mmaction - INFO - Epoch [44][220/1345] lr: 1.000e-04, eta: 2:23:32, time: 0.521, data_time: 0.001, memory: 7127, top1_acc: 0.7094, top5_acc: 0.9023, loss_cls: 1.1062, loss: 1.1062, grad_norm: 8.7822 2021-06-07 12:38:15,525 - mmaction - INFO - Epoch [44][240/1345] lr: 1.000e-04, eta: 2:23:12, time: 0.563, data_time: 0.002, memory: 7127, top1_acc: 0.7063, top5_acc: 0.8969, loss_cls: 1.1130, loss: 1.1130, grad_norm: 8.6066 2021-06-07 12:38:26,929 - mmaction - INFO - Epoch [44][260/1345] lr: 1.000e-04, eta: 2:22:52, time: 0.568, data_time: 0.001, memory: 7127, top1_acc: 0.6813, top5_acc: 0.8914, loss_cls: 1.1968, loss: 1.1968, grad_norm: 8.8958 2021-06-07 12:38:37,571 - mmaction - INFO - Epoch [44][280/1345] lr: 1.000e-04, eta: 2:22:32, time: 0.533, data_time: 0.003, memory: 7127, top1_acc: 0.6867, top5_acc: 0.8891, loss_cls: 1.2066, loss: 1.2066, grad_norm: 9.1237 2021-06-07 12:38:49,448 - mmaction - INFO - Epoch [44][300/1345] lr: 1.000e-04, eta: 2:22:12, time: 0.595, data_time: 0.003, memory: 7127, top1_acc: 0.7070, top5_acc: 0.8953, loss_cls: 1.1138, loss: 1.1138, grad_norm: 8.5985 2021-06-07 12:39:00,257 - mmaction - INFO - Epoch [44][320/1345] lr: 1.000e-04, eta: 2:21:52, time: 0.541, data_time: 0.001, memory: 7127, top1_acc: 0.6984, top5_acc: 0.8938, loss_cls: 1.1733, loss: 1.1733, grad_norm: 8.8048 2021-06-07 12:39:12,010 - mmaction - INFO - Epoch [44][340/1345] lr: 1.000e-04, eta: 2:21:32, time: 0.588, data_time: 0.001, memory: 7127, top1_acc: 0.7063, top5_acc: 0.9008, loss_cls: 1.1031, loss: 1.1031, grad_norm: 8.5045 2021-06-07 12:39:23,952 - mmaction - INFO - Epoch [44][360/1345] lr: 1.000e-04, eta: 2:21:12, time: 0.596, data_time: 0.001, memory: 7127, top1_acc: 0.6898, top5_acc: 0.8859, loss_cls: 1.1990, loss: 1.1990, grad_norm: 9.1491 2021-06-07 12:39:36,120 - mmaction - INFO - Epoch [44][380/1345] lr: 1.000e-04, eta: 2:20:53, time: 0.609, data_time: 0.002, memory: 7127, top1_acc: 0.7031, top5_acc: 0.8945, loss_cls: 1.1382, loss: 1.1382, grad_norm: 8.9813 2021-06-07 12:39:46,950 - mmaction - INFO - Epoch [44][400/1345] lr: 1.000e-04, eta: 2:20:33, time: 0.541, data_time: 0.001, memory: 7127, top1_acc: 0.6914, top5_acc: 0.8883, loss_cls: 1.1925, loss: 1.1925, grad_norm: 9.1765 2021-06-07 12:40:00,052 - mmaction - INFO - Epoch [44][420/1345] lr: 1.000e-04, eta: 2:20:13, time: 0.655, data_time: 0.001, memory: 7127, top1_acc: 0.6859, top5_acc: 0.8875, loss_cls: 1.2112, loss: 1.2112, grad_norm: 9.4740 2021-06-07 12:40:12,595 - mmaction - INFO - Epoch [44][440/1345] lr: 1.000e-04, eta: 2:19:54, time: 0.625, data_time: 0.007, memory: 7127, top1_acc: 0.6992, top5_acc: 0.8906, loss_cls: 1.1521, loss: 1.1521, grad_norm: 9.0596 2021-06-07 12:40:24,645 - mmaction - INFO - Epoch [44][460/1345] lr: 1.000e-04, eta: 2:19:34, time: 0.604, data_time: 0.007, memory: 7127, top1_acc: 0.6742, top5_acc: 0.8688, loss_cls: 1.2642, loss: 1.2642, grad_norm: 9.3221 2021-06-07 12:40:36,408 - mmaction - INFO - Epoch [44][480/1345] lr: 1.000e-04, eta: 2:19:14, time: 0.588, data_time: 0.001, memory: 7127, top1_acc: 0.6664, top5_acc: 0.8750, loss_cls: 1.2609, loss: 1.2609, grad_norm: 9.4158 2021-06-07 12:40:48,456 - mmaction - INFO - Epoch [44][500/1345] lr: 1.000e-04, eta: 2:18:54, time: 0.602, data_time: 0.002, memory: 7127, top1_acc: 0.6852, top5_acc: 0.8891, loss_cls: 1.1763, loss: 1.1763, grad_norm: 9.1706 2021-06-07 12:41:01,238 - mmaction - INFO - Epoch [44][520/1345] lr: 1.000e-04, eta: 2:18:35, time: 0.639, data_time: 0.002, memory: 7127, top1_acc: 0.7094, top5_acc: 0.9031, loss_cls: 1.1136, loss: 1.1136, grad_norm: 8.7781 2021-06-07 12:41:13,514 - mmaction - INFO - Epoch [44][540/1345] lr: 1.000e-04, eta: 2:18:15, time: 0.614, data_time: 0.001, memory: 7127, top1_acc: 0.7008, top5_acc: 0.8977, loss_cls: 1.1279, loss: 1.1279, grad_norm: 8.7421 2021-06-07 12:41:26,073 - mmaction - INFO - Epoch [44][560/1345] lr: 1.000e-04, eta: 2:17:55, time: 0.628, data_time: 0.002, memory: 7127, top1_acc: 0.7000, top5_acc: 0.8867, loss_cls: 1.1517, loss: 1.1517, grad_norm: 9.3255 2021-06-07 12:41:37,649 - mmaction - INFO - Epoch [44][580/1345] lr: 1.000e-04, eta: 2:17:36, time: 0.579, data_time: 0.002, memory: 7127, top1_acc: 0.6984, top5_acc: 0.8898, loss_cls: 1.1587, loss: 1.1587, grad_norm: 8.9145 2021-06-07 12:41:49,578 - mmaction - INFO - Epoch [44][600/1345] lr: 1.000e-04, eta: 2:17:16, time: 0.597, data_time: 0.002, memory: 7127, top1_acc: 0.6953, top5_acc: 0.9031, loss_cls: 1.1604, loss: 1.1604, grad_norm: 9.3340 2021-06-07 12:42:01,917 - mmaction - INFO - Epoch [44][620/1345] lr: 1.000e-04, eta: 2:16:56, time: 0.617, data_time: 0.001, memory: 7127, top1_acc: 0.6930, top5_acc: 0.8812, loss_cls: 1.2211, loss: 1.2211, grad_norm: 9.3346 2021-06-07 12:42:14,167 - mmaction - INFO - Epoch [44][640/1345] lr: 1.000e-04, eta: 2:16:37, time: 0.612, data_time: 0.001, memory: 7127, top1_acc: 0.6875, top5_acc: 0.8906, loss_cls: 1.2073, loss: 1.2073, grad_norm: 9.0356 2021-06-07 12:42:26,646 - mmaction - INFO - Epoch [44][660/1345] lr: 1.000e-04, eta: 2:16:17, time: 0.624, data_time: 0.002, memory: 7127, top1_acc: 0.6742, top5_acc: 0.8773, loss_cls: 1.2375, loss: 1.2375, grad_norm: 9.1727 2021-06-07 12:42:38,461 - mmaction - INFO - Epoch [44][680/1345] lr: 1.000e-04, eta: 2:15:57, time: 0.591, data_time: 0.002, memory: 7127, top1_acc: 0.6719, top5_acc: 0.8781, loss_cls: 1.2611, loss: 1.2611, grad_norm: 9.2810 2021-06-07 12:42:51,441 - mmaction - INFO - Epoch [44][700/1345] lr: 1.000e-04, eta: 2:15:38, time: 0.649, data_time: 0.001, memory: 7127, top1_acc: 0.7047, top5_acc: 0.8914, loss_cls: 1.1622, loss: 1.1622, grad_norm: 8.8195 2021-06-07 12:43:03,488 - mmaction - INFO - Epoch [44][720/1345] lr: 1.000e-04, eta: 2:15:18, time: 0.602, data_time: 0.001, memory: 7127, top1_acc: 0.7156, top5_acc: 0.9031, loss_cls: 1.1194, loss: 1.1194, grad_norm: 8.9095 2021-06-07 12:43:15,562 - mmaction - INFO - Epoch [44][740/1345] lr: 1.000e-04, eta: 2:14:59, time: 0.604, data_time: 0.002, memory: 7127, top1_acc: 0.7125, top5_acc: 0.8906, loss_cls: 1.1322, loss: 1.1322, grad_norm: 8.8361 2021-06-07 12:43:29,279 - mmaction - INFO - Epoch [44][760/1345] lr: 1.000e-04, eta: 2:14:39, time: 0.686, data_time: 0.002, memory: 7127, top1_acc: 0.6969, top5_acc: 0.8883, loss_cls: 1.2162, loss: 1.2162, grad_norm: 9.0279 2021-06-07 12:43:41,476 - mmaction - INFO - Epoch [44][780/1345] lr: 1.000e-04, eta: 2:14:20, time: 0.610, data_time: 0.001, memory: 7127, top1_acc: 0.6734, top5_acc: 0.8797, loss_cls: 1.2228, loss: 1.2228, grad_norm: 9.3457 2021-06-07 12:43:54,555 - mmaction - INFO - Epoch [44][800/1345] lr: 1.000e-04, eta: 2:14:00, time: 0.654, data_time: 0.001, memory: 7127, top1_acc: 0.7063, top5_acc: 0.8938, loss_cls: 1.1497, loss: 1.1497, grad_norm: 8.9999 2021-06-07 12:44:06,601 - mmaction - INFO - Epoch [44][820/1345] lr: 1.000e-04, eta: 2:13:40, time: 0.602, data_time: 0.001, memory: 7127, top1_acc: 0.6922, top5_acc: 0.9023, loss_cls: 1.1400, loss: 1.1400, grad_norm: 9.0716 2021-06-07 12:44:19,730 - mmaction - INFO - Epoch [44][840/1345] lr: 1.000e-04, eta: 2:13:21, time: 0.657, data_time: 0.001, memory: 7127, top1_acc: 0.7117, top5_acc: 0.8969, loss_cls: 1.1097, loss: 1.1097, grad_norm: 8.8834 2021-06-07 12:44:33,474 - mmaction - INFO - Epoch [44][860/1345] lr: 1.000e-04, eta: 2:13:02, time: 0.687, data_time: 0.001, memory: 7127, top1_acc: 0.6961, top5_acc: 0.8977, loss_cls: 1.1349, loss: 1.1349, grad_norm: 9.2465 2021-06-07 12:44:45,307 - mmaction - INFO - Epoch [44][880/1345] lr: 1.000e-04, eta: 2:12:42, time: 0.591, data_time: 0.001, memory: 7127, top1_acc: 0.7055, top5_acc: 0.8883, loss_cls: 1.1588, loss: 1.1588, grad_norm: 9.0283 2021-06-07 12:44:58,115 - mmaction - INFO - Epoch [44][900/1345] lr: 1.000e-04, eta: 2:12:22, time: 0.640, data_time: 0.001, memory: 7127, top1_acc: 0.6922, top5_acc: 0.9000, loss_cls: 1.1341, loss: 1.1341, grad_norm: 9.2110 2021-06-07 12:45:10,647 - mmaction - INFO - Epoch [44][920/1345] lr: 1.000e-04, eta: 2:12:03, time: 0.627, data_time: 0.001, memory: 7127, top1_acc: 0.6797, top5_acc: 0.8750, loss_cls: 1.2600, loss: 1.2600, grad_norm: 9.5765 2021-06-07 12:45:23,946 - mmaction - INFO - Epoch [44][940/1345] lr: 1.000e-04, eta: 2:11:43, time: 0.665, data_time: 0.001, memory: 7127, top1_acc: 0.6758, top5_acc: 0.8797, loss_cls: 1.2273, loss: 1.2273, grad_norm: 9.0653 2021-06-07 12:45:37,032 - mmaction - INFO - Epoch [44][960/1345] lr: 1.000e-04, eta: 2:11:24, time: 0.654, data_time: 0.001, memory: 7127, top1_acc: 0.6922, top5_acc: 0.8906, loss_cls: 1.1703, loss: 1.1703, grad_norm: 8.9328 2021-06-07 12:45:49,032 - mmaction - INFO - Epoch [44][980/1345] lr: 1.000e-04, eta: 2:11:04, time: 0.600, data_time: 0.001, memory: 7127, top1_acc: 0.6969, top5_acc: 0.8938, loss_cls: 1.1725, loss: 1.1725, grad_norm: 8.9030 2021-06-07 12:46:02,542 - mmaction - INFO - Epoch [44][1000/1345] lr: 1.000e-04, eta: 2:10:45, time: 0.675, data_time: 0.001, memory: 7127, top1_acc: 0.6813, top5_acc: 0.8852, loss_cls: 1.1947, loss: 1.1947, grad_norm: 9.3757 2021-06-07 12:46:14,849 - mmaction - INFO - Epoch [44][1020/1345] lr: 1.000e-04, eta: 2:10:25, time: 0.615, data_time: 0.002, memory: 7127, top1_acc: 0.6867, top5_acc: 0.8805, loss_cls: 1.2058, loss: 1.2058, grad_norm: 9.2557 2021-06-07 12:46:28,924 - mmaction - INFO - Epoch [44][1040/1345] lr: 1.000e-04, eta: 2:10:06, time: 0.705, data_time: 0.003, memory: 7127, top1_acc: 0.6961, top5_acc: 0.8828, loss_cls: 1.1848, loss: 1.1848, grad_norm: 8.9717 2021-06-07 12:46:40,439 - mmaction - INFO - Epoch [44][1060/1345] lr: 1.000e-04, eta: 2:09:46, time: 0.574, data_time: 0.001, memory: 7127, top1_acc: 0.6969, top5_acc: 0.8883, loss_cls: 1.1812, loss: 1.1812, grad_norm: 9.0489 2021-06-07 12:46:52,697 - mmaction - INFO - Epoch [44][1080/1345] lr: 1.000e-04, eta: 2:09:27, time: 0.614, data_time: 0.003, memory: 7127, top1_acc: 0.7000, top5_acc: 0.8789, loss_cls: 1.1671, loss: 1.1671, grad_norm: 8.9720 2021-06-07 12:47:05,726 - mmaction - INFO - Epoch [44][1100/1345] lr: 1.000e-04, eta: 2:09:08, time: 0.651, data_time: 0.001, memory: 7127, top1_acc: 0.6937, top5_acc: 0.8805, loss_cls: 1.2228, loss: 1.2228, grad_norm: 9.0446 2021-06-07 12:47:18,757 - mmaction - INFO - Epoch [44][1120/1345] lr: 1.000e-04, eta: 2:08:48, time: 0.650, data_time: 0.001, memory: 7127, top1_acc: 0.7039, top5_acc: 0.8984, loss_cls: 1.1906, loss: 1.1906, grad_norm: 9.2102 2021-06-07 12:47:30,734 - mmaction - INFO - Epoch [44][1140/1345] lr: 1.000e-04, eta: 2:08:29, time: 0.600, data_time: 0.003, memory: 7127, top1_acc: 0.6664, top5_acc: 0.8867, loss_cls: 1.2258, loss: 1.2258, grad_norm: 9.3210 2021-06-07 12:47:42,925 - mmaction - INFO - Epoch [44][1160/1345] lr: 1.000e-04, eta: 2:08:09, time: 0.610, data_time: 0.002, memory: 7127, top1_acc: 0.6789, top5_acc: 0.8633, loss_cls: 1.2854, loss: 1.2854, grad_norm: 9.4873 2021-06-07 12:47:55,322 - mmaction - INFO - Epoch [44][1180/1345] lr: 1.000e-04, eta: 2:07:49, time: 0.620, data_time: 0.001, memory: 7127, top1_acc: 0.6820, top5_acc: 0.8977, loss_cls: 1.1734, loss: 1.1734, grad_norm: 9.3453 2021-06-07 12:48:07,505 - mmaction - INFO - Epoch [44][1200/1345] lr: 1.000e-04, eta: 2:07:30, time: 0.609, data_time: 0.002, memory: 7127, top1_acc: 0.7039, top5_acc: 0.9062, loss_cls: 1.1457, loss: 1.1457, grad_norm: 9.2072 2021-06-07 12:48:19,918 - mmaction - INFO - Epoch [44][1220/1345] lr: 1.000e-04, eta: 2:07:10, time: 0.621, data_time: 0.001, memory: 7127, top1_acc: 0.6906, top5_acc: 0.8977, loss_cls: 1.1749, loss: 1.1749, grad_norm: 9.0606 2021-06-07 12:48:32,029 - mmaction - INFO - Epoch [44][1240/1345] lr: 1.000e-04, eta: 2:06:51, time: 0.606, data_time: 0.001, memory: 7127, top1_acc: 0.6711, top5_acc: 0.8891, loss_cls: 1.2333, loss: 1.2333, grad_norm: 9.1102 2021-06-07 12:48:44,745 - mmaction - INFO - Epoch [44][1260/1345] lr: 1.000e-04, eta: 2:06:32, time: 0.636, data_time: 0.001, memory: 7127, top1_acc: 0.6883, top5_acc: 0.8844, loss_cls: 1.1854, loss: 1.1854, grad_norm: 9.3356 2021-06-07 12:48:56,830 - mmaction - INFO - Epoch [44][1280/1345] lr: 1.000e-04, eta: 2:06:12, time: 0.604, data_time: 0.001, memory: 7127, top1_acc: 0.7000, top5_acc: 0.8859, loss_cls: 1.1641, loss: 1.1641, grad_norm: 9.1852 2021-06-07 12:49:09,269 - mmaction - INFO - Epoch [44][1300/1345] lr: 1.000e-04, eta: 2:05:53, time: 0.622, data_time: 0.001, memory: 7127, top1_acc: 0.7109, top5_acc: 0.9000, loss_cls: 1.1164, loss: 1.1164, grad_norm: 8.9946 2021-06-07 12:49:21,357 - mmaction - INFO - Epoch [44][1320/1345] lr: 1.000e-04, eta: 2:05:33, time: 0.604, data_time: 0.001, memory: 7127, top1_acc: 0.7070, top5_acc: 0.8742, loss_cls: 1.1862, loss: 1.1862, grad_norm: 8.9941 2021-06-07 12:49:34,120 - mmaction - INFO - Epoch [44][1340/1345] lr: 1.000e-04, eta: 2:05:14, time: 0.639, data_time: 0.002, memory: 7127, top1_acc: 0.6875, top5_acc: 0.8883, loss_cls: 1.2006, loss: 1.2006, grad_norm: 9.2913 2021-06-07 12:49:42,245 - mmaction - INFO - Saving checkpoint at 44 epochs 2021-06-07 12:58:18,826 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-06-07 12:58:19,079 - mmaction - INFO - top1_acc 0.4696 top5_acc 0.7579 2021-06-07 12:58:19,079 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-06-07 12:58:19,143 - mmaction - INFO - mean_acc 0.4306 2021-06-07 12:58:19,146 - mmaction - INFO - Epoch(val) [44][1345] top1_acc: 0.4696, top5_acc: 0.7579, mean_class_accuracy: 0.4306 2021-06-07 13:05:50,921 - mmaction - INFO - Epoch [45][20/1345] lr: 1.000e-04, eta: 2:05:49, time: 22.586, data_time: 21.955, memory: 7127, top1_acc: 0.7000, top5_acc: 0.9031, loss_cls: 1.1285, loss: 1.1285, grad_norm: 8.5564 2021-06-07 13:06:01,002 - mmaction - INFO - Epoch [45][40/1345] lr: 1.000e-04, eta: 2:05:29, time: 0.505, data_time: 0.004, memory: 7127, top1_acc: 0.7008, top5_acc: 0.9023, loss_cls: 1.1297, loss: 1.1297, grad_norm: 9.0326 2021-06-07 13:06:11,203 - mmaction - INFO - Epoch [45][60/1345] lr: 1.000e-04, eta: 2:05:09, time: 0.511, data_time: 0.002, memory: 7127, top1_acc: 0.6766, top5_acc: 0.8930, loss_cls: 1.2257, loss: 1.2257, grad_norm: 9.2389 2021-06-07 13:06:21,325 - mmaction - INFO - Epoch [45][80/1345] lr: 1.000e-04, eta: 2:04:49, time: 0.505, data_time: 0.002, memory: 7127, top1_acc: 0.6898, top5_acc: 0.8844, loss_cls: 1.2131, loss: 1.2131, grad_norm: 9.0390 2021-06-07 13:06:31,581 - mmaction - INFO - Epoch [45][100/1345] lr: 1.000e-04, eta: 2:04:29, time: 0.511, data_time: 0.002, memory: 7127, top1_acc: 0.6852, top5_acc: 0.8844, loss_cls: 1.2290, loss: 1.2290, grad_norm: 9.6337 2021-06-07 13:06:41,866 - mmaction - INFO - Epoch [45][120/1345] lr: 1.000e-04, eta: 2:04:09, time: 0.517, data_time: 0.005, memory: 7127, top1_acc: 0.7078, top5_acc: 0.8891, loss_cls: 1.1780, loss: 1.1780, grad_norm: 8.9584 2021-06-07 13:06:52,162 - mmaction - INFO - Epoch [45][140/1345] lr: 1.000e-04, eta: 2:03:49, time: 0.514, data_time: 0.001, memory: 7127, top1_acc: 0.6836, top5_acc: 0.8758, loss_cls: 1.2196, loss: 1.2196, grad_norm: 9.0678 2021-06-07 13:07:02,449 - mmaction - INFO - Epoch [45][160/1345] lr: 1.000e-04, eta: 2:03:29, time: 0.514, data_time: 0.002, memory: 7127, top1_acc: 0.7172, top5_acc: 0.8930, loss_cls: 1.1145, loss: 1.1145, grad_norm: 9.0324 2021-06-07 13:07:12,858 - mmaction - INFO - Epoch [45][180/1345] lr: 1.000e-04, eta: 2:03:10, time: 0.521, data_time: 0.002, memory: 7127, top1_acc: 0.7250, top5_acc: 0.9078, loss_cls: 1.0775, loss: 1.0775, grad_norm: 8.9955 2021-06-07 13:07:23,245 - mmaction - INFO - Epoch [45][200/1345] lr: 1.000e-04, eta: 2:02:50, time: 0.520, data_time: 0.002, memory: 7127, top1_acc: 0.6625, top5_acc: 0.8789, loss_cls: 1.2551, loss: 1.2551, grad_norm: 9.0479 2021-06-07 13:07:33,814 - mmaction - INFO - Epoch [45][220/1345] lr: 1.000e-04, eta: 2:02:30, time: 0.528, data_time: 0.001, memory: 7127, top1_acc: 0.6914, top5_acc: 0.8836, loss_cls: 1.2400, loss: 1.2400, grad_norm: 9.0724 2021-06-07 13:07:44,335 - mmaction - INFO - Epoch [45][240/1345] lr: 1.000e-04, eta: 2:02:10, time: 0.527, data_time: 0.002, memory: 7127, top1_acc: 0.7031, top5_acc: 0.8875, loss_cls: 1.1818, loss: 1.1818, grad_norm: 9.3526 2021-06-07 13:07:55,586 - mmaction - INFO - Epoch [45][260/1345] lr: 1.000e-04, eta: 2:01:50, time: 0.562, data_time: 0.001, memory: 7127, top1_acc: 0.7031, top5_acc: 0.8922, loss_cls: 1.1470, loss: 1.1470, grad_norm: 8.9566 2021-06-07 13:08:06,511 - mmaction - INFO - Epoch [45][280/1345] lr: 1.000e-04, eta: 2:01:31, time: 0.546, data_time: 0.002, memory: 7127, top1_acc: 0.7078, top5_acc: 0.8836, loss_cls: 1.1926, loss: 1.1926, grad_norm: 9.2110 2021-06-07 13:08:18,102 - mmaction - INFO - Epoch [45][300/1345] lr: 1.000e-04, eta: 2:01:11, time: 0.580, data_time: 0.001, memory: 7127, top1_acc: 0.7063, top5_acc: 0.8875, loss_cls: 1.1639, loss: 1.1639, grad_norm: 8.9798 2021-06-07 13:08:29,928 - mmaction - INFO - Epoch [45][320/1345] lr: 1.000e-04, eta: 2:00:51, time: 0.590, data_time: 0.001, memory: 7127, top1_acc: 0.6766, top5_acc: 0.9039, loss_cls: 1.1620, loss: 1.1620, grad_norm: 9.2601 2021-06-07 13:08:42,134 - mmaction - INFO - Epoch [45][340/1345] lr: 1.000e-04, eta: 2:00:32, time: 0.610, data_time: 0.002, memory: 7127, top1_acc: 0.6922, top5_acc: 0.8852, loss_cls: 1.1961, loss: 1.1961, grad_norm: 9.2454 2021-06-07 13:08:54,009 - mmaction - INFO - Epoch [45][360/1345] lr: 1.000e-04, eta: 2:00:12, time: 0.594, data_time: 0.002, memory: 7127, top1_acc: 0.6859, top5_acc: 0.8867, loss_cls: 1.2052, loss: 1.2052, grad_norm: 9.3227 2021-06-07 13:09:06,135 - mmaction - INFO - Epoch [45][380/1345] lr: 1.000e-04, eta: 1:59:53, time: 0.606, data_time: 0.001, memory: 7127, top1_acc: 0.6734, top5_acc: 0.8734, loss_cls: 1.2479, loss: 1.2479, grad_norm: 9.2223 2021-06-07 13:09:17,442 - mmaction - INFO - Epoch [45][400/1345] lr: 1.000e-04, eta: 1:59:33, time: 0.565, data_time: 0.001, memory: 7127, top1_acc: 0.6875, top5_acc: 0.8820, loss_cls: 1.2202, loss: 1.2202, grad_norm: 9.1150 2021-06-07 13:09:28,795 - mmaction - INFO - Epoch [45][420/1345] lr: 1.000e-04, eta: 1:59:13, time: 0.567, data_time: 0.001, memory: 7127, top1_acc: 0.6922, top5_acc: 0.8859, loss_cls: 1.1644, loss: 1.1644, grad_norm: 9.0673 2021-06-07 13:09:40,298 - mmaction - INFO - Epoch [45][440/1345] lr: 1.000e-04, eta: 1:58:54, time: 0.575, data_time: 0.002, memory: 7127, top1_acc: 0.6852, top5_acc: 0.8984, loss_cls: 1.1684, loss: 1.1684, grad_norm: 9.1578 2021-06-07 13:09:51,532 - mmaction - INFO - Epoch [45][460/1345] lr: 1.000e-04, eta: 1:58:34, time: 0.562, data_time: 0.001, memory: 7127, top1_acc: 0.7086, top5_acc: 0.8867, loss_cls: 1.1770, loss: 1.1770, grad_norm: 8.7746 2021-06-07 13:10:03,303 - mmaction - INFO - Epoch [45][480/1345] lr: 1.000e-04, eta: 1:58:14, time: 0.588, data_time: 0.002, memory: 7127, top1_acc: 0.7055, top5_acc: 0.9008, loss_cls: 1.1302, loss: 1.1302, grad_norm: 8.9328 2021-06-07 13:10:15,239 - mmaction - INFO - Epoch [45][500/1345] lr: 1.000e-04, eta: 1:57:55, time: 0.596, data_time: 0.001, memory: 7127, top1_acc: 0.7070, top5_acc: 0.9008, loss_cls: 1.1337, loss: 1.1337, grad_norm: 9.0268 2021-06-07 13:10:27,942 - mmaction - INFO - Epoch [45][520/1345] lr: 1.000e-04, eta: 1:57:35, time: 0.636, data_time: 0.002, memory: 7127, top1_acc: 0.7234, top5_acc: 0.8977, loss_cls: 1.0718, loss: 1.0718, grad_norm: 8.6562 2021-06-07 13:10:39,820 - mmaction - INFO - Epoch [45][540/1345] lr: 1.000e-04, eta: 1:57:16, time: 0.593, data_time: 0.002, memory: 7127, top1_acc: 0.6906, top5_acc: 0.8922, loss_cls: 1.2275, loss: 1.2275, grad_norm: 9.1942 2021-06-07 13:10:51,036 - mmaction - INFO - Epoch [45][560/1345] lr: 1.000e-04, eta: 1:56:56, time: 0.562, data_time: 0.002, memory: 7127, top1_acc: 0.6953, top5_acc: 0.8875, loss_cls: 1.1585, loss: 1.1585, grad_norm: 9.0454 2021-06-07 13:11:02,693 - mmaction - INFO - Epoch [45][580/1345] lr: 1.000e-04, eta: 1:56:37, time: 0.583, data_time: 0.001, memory: 7127, top1_acc: 0.6859, top5_acc: 0.8906, loss_cls: 1.1812, loss: 1.1812, grad_norm: 9.4739 2021-06-07 13:11:14,995 - mmaction - INFO - Epoch [45][600/1345] lr: 1.000e-04, eta: 1:56:17, time: 0.615, data_time: 0.001, memory: 7127, top1_acc: 0.6992, top5_acc: 0.8789, loss_cls: 1.1631, loss: 1.1631, grad_norm: 9.0610 2021-06-07 13:11:26,578 - mmaction - INFO - Epoch [45][620/1345] lr: 1.000e-04, eta: 1:55:58, time: 0.579, data_time: 0.001, memory: 7127, top1_acc: 0.6914, top5_acc: 0.8898, loss_cls: 1.1459, loss: 1.1459, grad_norm: 9.0080 2021-06-07 13:11:38,689 - mmaction - INFO - Epoch [45][640/1345] lr: 1.000e-04, eta: 1:55:38, time: 0.606, data_time: 0.001, memory: 7127, top1_acc: 0.6969, top5_acc: 0.8930, loss_cls: 1.1687, loss: 1.1687, grad_norm: 9.0995 2021-06-07 13:11:50,120 - mmaction - INFO - Epoch [45][660/1345] lr: 1.000e-04, eta: 1:55:19, time: 0.571, data_time: 0.001, memory: 7127, top1_acc: 0.7078, top5_acc: 0.8797, loss_cls: 1.1379, loss: 1.1379, grad_norm: 8.8519 2021-06-07 13:12:02,115 - mmaction - INFO - Epoch [45][680/1345] lr: 1.000e-04, eta: 1:54:59, time: 0.600, data_time: 0.002, memory: 7127, top1_acc: 0.7008, top5_acc: 0.8969, loss_cls: 1.1159, loss: 1.1159, grad_norm: 8.8205 2021-06-07 13:12:13,377 - mmaction - INFO - Epoch [45][700/1345] lr: 1.000e-04, eta: 1:54:39, time: 0.562, data_time: 0.001, memory: 7127, top1_acc: 0.7047, top5_acc: 0.9039, loss_cls: 1.0993, loss: 1.0993, grad_norm: 9.3798 2021-06-07 13:12:26,228 - mmaction - INFO - Epoch [45][720/1345] lr: 1.000e-04, eta: 1:54:20, time: 0.643, data_time: 0.002, memory: 7127, top1_acc: 0.6773, top5_acc: 0.8781, loss_cls: 1.2264, loss: 1.2264, grad_norm: 9.0734 2021-06-07 13:12:38,647 - mmaction - INFO - Epoch [45][740/1345] lr: 1.000e-04, eta: 1:54:01, time: 0.621, data_time: 0.001, memory: 7127, top1_acc: 0.7188, top5_acc: 0.8852, loss_cls: 1.1240, loss: 1.1240, grad_norm: 8.9482 2021-06-07 13:12:50,890 - mmaction - INFO - Epoch [45][760/1345] lr: 1.000e-04, eta: 1:53:41, time: 0.612, data_time: 0.002, memory: 7127, top1_acc: 0.6937, top5_acc: 0.9070, loss_cls: 1.1658, loss: 1.1658, grad_norm: 9.1902 2021-06-07 13:13:02,748 - mmaction - INFO - Epoch [45][780/1345] lr: 1.000e-04, eta: 1:53:22, time: 0.593, data_time: 0.001, memory: 7127, top1_acc: 0.6961, top5_acc: 0.8945, loss_cls: 1.1302, loss: 1.1302, grad_norm: 8.9893 2021-06-07 13:13:15,775 - mmaction - INFO - Epoch [45][800/1345] lr: 1.000e-04, eta: 1:53:02, time: 0.652, data_time: 0.002, memory: 7127, top1_acc: 0.7234, top5_acc: 0.9062, loss_cls: 1.0826, loss: 1.0826, grad_norm: 8.9650 2021-06-07 13:13:27,316 - mmaction - INFO - Epoch [45][820/1345] lr: 1.000e-04, eta: 1:52:43, time: 0.575, data_time: 0.001, memory: 7127, top1_acc: 0.6953, top5_acc: 0.8883, loss_cls: 1.1716, loss: 1.1716, grad_norm: 9.1859 2021-06-07 13:13:39,494 - mmaction - INFO - Epoch [45][840/1345] lr: 1.000e-04, eta: 1:52:23, time: 0.610, data_time: 0.003, memory: 7127, top1_acc: 0.6656, top5_acc: 0.8875, loss_cls: 1.2432, loss: 1.2432, grad_norm: 9.4852 2021-06-07 13:13:51,645 - mmaction - INFO - Epoch [45][860/1345] lr: 1.000e-04, eta: 1:52:04, time: 0.608, data_time: 0.001, memory: 7127, top1_acc: 0.6836, top5_acc: 0.8898, loss_cls: 1.1703, loss: 1.1703, grad_norm: 9.3412 2021-06-07 13:14:03,836 - mmaction - INFO - Epoch [45][880/1345] lr: 1.000e-04, eta: 1:51:45, time: 0.609, data_time: 0.001, memory: 7127, top1_acc: 0.6813, top5_acc: 0.8977, loss_cls: 1.1931, loss: 1.1931, grad_norm: 9.5761 2021-06-07 13:14:16,384 - mmaction - INFO - Epoch [45][900/1345] lr: 1.000e-04, eta: 1:51:25, time: 0.628, data_time: 0.001, memory: 7127, top1_acc: 0.6867, top5_acc: 0.8867, loss_cls: 1.2478, loss: 1.2478, grad_norm: 9.3651 2021-06-07 13:14:27,995 - mmaction - INFO - Epoch [45][920/1345] lr: 1.000e-04, eta: 1:51:06, time: 0.580, data_time: 0.001, memory: 7127, top1_acc: 0.6828, top5_acc: 0.8805, loss_cls: 1.2196, loss: 1.2196, grad_norm: 9.3772 2021-06-07 13:14:40,226 - mmaction - INFO - Epoch [45][940/1345] lr: 1.000e-04, eta: 1:50:46, time: 0.612, data_time: 0.001, memory: 7127, top1_acc: 0.6969, top5_acc: 0.8867, loss_cls: 1.1890, loss: 1.1890, grad_norm: 9.1364 2021-06-07 13:14:52,493 - mmaction - INFO - Epoch [45][960/1345] lr: 1.000e-04, eta: 1:50:27, time: 0.613, data_time: 0.001, memory: 7127, top1_acc: 0.6867, top5_acc: 0.8789, loss_cls: 1.2552, loss: 1.2552, grad_norm: 9.6997 2021-06-07 13:15:05,118 - mmaction - INFO - Epoch [45][980/1345] lr: 1.000e-04, eta: 1:50:08, time: 0.630, data_time: 0.001, memory: 7127, top1_acc: 0.6984, top5_acc: 0.8828, loss_cls: 1.1989, loss: 1.1989, grad_norm: 9.0027 2021-06-07 13:15:17,743 - mmaction - INFO - Epoch [45][1000/1345] lr: 1.000e-04, eta: 1:49:48, time: 0.633, data_time: 0.003, memory: 7127, top1_acc: 0.6969, top5_acc: 0.8820, loss_cls: 1.2023, loss: 1.2023, grad_norm: 9.0931 2021-06-07 13:15:29,883 - mmaction - INFO - Epoch [45][1020/1345] lr: 1.000e-04, eta: 1:49:29, time: 0.607, data_time: 0.001, memory: 7127, top1_acc: 0.6781, top5_acc: 0.8758, loss_cls: 1.2206, loss: 1.2206, grad_norm: 9.5540 2021-06-07 13:15:43,632 - mmaction - INFO - Epoch [45][1040/1345] lr: 1.000e-04, eta: 1:49:10, time: 0.688, data_time: 0.002, memory: 7127, top1_acc: 0.6813, top5_acc: 0.8953, loss_cls: 1.1794, loss: 1.1794, grad_norm: 9.2730 2021-06-07 13:15:55,265 - mmaction - INFO - Epoch [45][1060/1345] lr: 1.000e-04, eta: 1:48:50, time: 0.582, data_time: 0.001, memory: 7127, top1_acc: 0.6766, top5_acc: 0.8812, loss_cls: 1.2359, loss: 1.2359, grad_norm: 9.2965 2021-06-07 13:16:07,569 - mmaction - INFO - Epoch [45][1080/1345] lr: 1.000e-04, eta: 1:48:31, time: 0.615, data_time: 0.001, memory: 7127, top1_acc: 0.6953, top5_acc: 0.8781, loss_cls: 1.1762, loss: 1.1762, grad_norm: 9.2078 2021-06-07 13:16:19,801 - mmaction - INFO - Epoch [45][1100/1345] lr: 1.000e-04, eta: 1:48:11, time: 0.610, data_time: 0.001, memory: 7127, top1_acc: 0.6867, top5_acc: 0.8938, loss_cls: 1.2080, loss: 1.2080, grad_norm: 9.3818 2021-06-07 13:16:32,722 - mmaction - INFO - Epoch [45][1120/1345] lr: 1.000e-04, eta: 1:47:52, time: 0.648, data_time: 0.004, memory: 7127, top1_acc: 0.6742, top5_acc: 0.9055, loss_cls: 1.1865, loss: 1.1865, grad_norm: 9.3586 2021-06-07 13:16:45,140 - mmaction - INFO - Epoch [45][1140/1345] lr: 1.000e-04, eta: 1:47:33, time: 0.621, data_time: 0.001, memory: 7127, top1_acc: 0.6805, top5_acc: 0.8820, loss_cls: 1.2135, loss: 1.2135, grad_norm: 9.3839 2021-06-07 13:16:57,460 - mmaction - INFO - Epoch [45][1160/1345] lr: 1.000e-04, eta: 1:47:13, time: 0.616, data_time: 0.001, memory: 7127, top1_acc: 0.6945, top5_acc: 0.8906, loss_cls: 1.1541, loss: 1.1541, grad_norm: 9.1994 2021-06-07 13:17:09,787 - mmaction - INFO - Epoch [45][1180/1345] lr: 1.000e-04, eta: 1:46:54, time: 0.617, data_time: 0.001, memory: 7127, top1_acc: 0.6922, top5_acc: 0.8930, loss_cls: 1.1791, loss: 1.1791, grad_norm: 9.2476 2021-06-07 13:17:22,299 - mmaction - INFO - Epoch [45][1200/1345] lr: 1.000e-04, eta: 1:46:35, time: 0.625, data_time: 0.001, memory: 7127, top1_acc: 0.6969, top5_acc: 0.8883, loss_cls: 1.1548, loss: 1.1548, grad_norm: 9.0778 2021-06-07 13:17:34,856 - mmaction - INFO - Epoch [45][1220/1345] lr: 1.000e-04, eta: 1:46:15, time: 0.628, data_time: 0.001, memory: 7127, top1_acc: 0.7109, top5_acc: 0.8984, loss_cls: 1.1132, loss: 1.1132, grad_norm: 8.9929 2021-06-07 13:17:47,404 - mmaction - INFO - Epoch [45][1240/1345] lr: 1.000e-04, eta: 1:45:56, time: 0.628, data_time: 0.001, memory: 7127, top1_acc: 0.6867, top5_acc: 0.8930, loss_cls: 1.1538, loss: 1.1538, grad_norm: 9.1446 2021-06-07 13:17:59,960 - mmaction - INFO - Epoch [45][1260/1345] lr: 1.000e-04, eta: 1:45:37, time: 0.627, data_time: 0.001, memory: 7127, top1_acc: 0.7078, top5_acc: 0.8914, loss_cls: 1.1377, loss: 1.1377, grad_norm: 9.4606 2021-06-07 13:18:12,710 - mmaction - INFO - Epoch [45][1280/1345] lr: 1.000e-04, eta: 1:45:18, time: 0.638, data_time: 0.002, memory: 7127, top1_acc: 0.7000, top5_acc: 0.9039, loss_cls: 1.1250, loss: 1.1250, grad_norm: 9.0454 2021-06-07 13:18:25,358 - mmaction - INFO - Epoch [45][1300/1345] lr: 1.000e-04, eta: 1:44:58, time: 0.633, data_time: 0.001, memory: 7127, top1_acc: 0.7039, top5_acc: 0.8992, loss_cls: 1.1056, loss: 1.1056, grad_norm: 8.8419 2021-06-07 13:18:38,215 - mmaction - INFO - Epoch [45][1320/1345] lr: 1.000e-04, eta: 1:44:39, time: 0.642, data_time: 0.001, memory: 7127, top1_acc: 0.6844, top5_acc: 0.8859, loss_cls: 1.2311, loss: 1.2311, grad_norm: 9.2646 2021-06-07 13:18:51,134 - mmaction - INFO - Epoch [45][1340/1345] lr: 1.000e-04, eta: 1:44:20, time: 0.647, data_time: 0.002, memory: 7127, top1_acc: 0.6969, top5_acc: 0.8883, loss_cls: 1.1592, loss: 1.1592, grad_norm: 8.9940 2021-06-07 13:18:58,800 - mmaction - INFO - Saving checkpoint at 45 epochs 2021-06-07 13:27:54,186 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-06-07 13:27:54,459 - mmaction - INFO - top1_acc 0.4714 top5_acc 0.7572 2021-06-07 13:27:54,460 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-06-07 13:27:54,528 - mmaction - INFO - mean_acc 0.4329 2021-06-07 13:27:55,467 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_45.pth. 2021-06-07 13:27:55,467 - mmaction - INFO - Best top1_acc is 0.4714 at 45 epoch. 2021-06-07 13:27:55,486 - mmaction - INFO - Epoch(val) [45][1345] top1_acc: 0.4714, top5_acc: 0.7572, mean_class_accuracy: 0.4329 2021-06-07 13:35:38,748 - mmaction - INFO - Epoch [46][20/1345] lr: 1.000e-05, eta: 1:44:45, time: 23.161, data_time: 22.521, memory: 7127, top1_acc: 0.7039, top5_acc: 0.8969, loss_cls: 1.1309, loss: 1.1309, grad_norm: 8.9940 2021-06-07 13:35:48,805 - mmaction - INFO - Epoch [46][40/1345] lr: 1.000e-05, eta: 1:44:26, time: 0.504, data_time: 0.003, memory: 7127, top1_acc: 0.6930, top5_acc: 0.9031, loss_cls: 1.1324, loss: 1.1324, grad_norm: 9.2809 2021-06-07 13:35:59,126 - mmaction - INFO - Epoch [46][60/1345] lr: 1.000e-05, eta: 1:44:06, time: 0.516, data_time: 0.001, memory: 7127, top1_acc: 0.7023, top5_acc: 0.8914, loss_cls: 1.1451, loss: 1.1451, grad_norm: 8.9514 2021-06-07 13:36:09,448 - mmaction - INFO - Epoch [46][80/1345] lr: 1.000e-05, eta: 1:43:46, time: 0.516, data_time: 0.002, memory: 7127, top1_acc: 0.7031, top5_acc: 0.8961, loss_cls: 1.1627, loss: 1.1627, grad_norm: 9.2099 2021-06-07 13:36:19,710 - mmaction - INFO - Epoch [46][100/1345] lr: 1.000e-05, eta: 1:43:27, time: 0.513, data_time: 0.002, memory: 7127, top1_acc: 0.6859, top5_acc: 0.8836, loss_cls: 1.1784, loss: 1.1784, grad_norm: 9.1346 2021-06-07 13:36:29,892 - mmaction - INFO - Epoch [46][120/1345] lr: 1.000e-05, eta: 1:43:07, time: 0.510, data_time: 0.002, memory: 7127, top1_acc: 0.7000, top5_acc: 0.8906, loss_cls: 1.1576, loss: 1.1576, grad_norm: 8.9935 2021-06-07 13:36:40,170 - mmaction - INFO - Epoch [46][140/1345] lr: 1.000e-05, eta: 1:42:47, time: 0.513, data_time: 0.001, memory: 7127, top1_acc: 0.6898, top5_acc: 0.8844, loss_cls: 1.1993, loss: 1.1993, grad_norm: 9.0725 2021-06-07 13:36:50,529 - mmaction - INFO - Epoch [46][160/1345] lr: 1.000e-05, eta: 1:42:28, time: 0.518, data_time: 0.002, memory: 7127, top1_acc: 0.6867, top5_acc: 0.8914, loss_cls: 1.1887, loss: 1.1887, grad_norm: 9.1015 2021-06-07 13:37:01,029 - mmaction - INFO - Epoch [46][180/1345] lr: 1.000e-05, eta: 1:42:08, time: 0.525, data_time: 0.002, memory: 7127, top1_acc: 0.7281, top5_acc: 0.8961, loss_cls: 1.1011, loss: 1.1011, grad_norm: 8.9702 2021-06-07 13:37:12,484 - mmaction - INFO - Epoch [46][200/1345] lr: 1.000e-05, eta: 1:41:49, time: 0.572, data_time: 0.001, memory: 7127, top1_acc: 0.6945, top5_acc: 0.8945, loss_cls: 1.1679, loss: 1.1679, grad_norm: 9.1738 2021-06-07 13:37:23,158 - mmaction - INFO - Epoch [46][220/1345] lr: 1.000e-05, eta: 1:41:29, time: 0.534, data_time: 0.001, memory: 7127, top1_acc: 0.7211, top5_acc: 0.8961, loss_cls: 1.0897, loss: 1.0897, grad_norm: 8.9325 2021-06-07 13:37:34,236 - mmaction - INFO - Epoch [46][240/1345] lr: 1.000e-05, eta: 1:41:09, time: 0.554, data_time: 0.001, memory: 7127, top1_acc: 0.7016, top5_acc: 0.9109, loss_cls: 1.1386, loss: 1.1386, grad_norm: 9.2285 2021-06-07 13:37:45,623 - mmaction - INFO - Epoch [46][260/1345] lr: 1.000e-05, eta: 1:40:50, time: 0.569, data_time: 0.002, memory: 7127, top1_acc: 0.6984, top5_acc: 0.8859, loss_cls: 1.1512, loss: 1.1512, grad_norm: 9.0776 2021-06-07 13:37:56,858 - mmaction - INFO - Epoch [46][280/1345] lr: 1.000e-05, eta: 1:40:30, time: 0.562, data_time: 0.002, memory: 7127, top1_acc: 0.6992, top5_acc: 0.8836, loss_cls: 1.1716, loss: 1.1716, grad_norm: 9.0404 2021-06-07 13:38:09,232 - mmaction - INFO - Epoch [46][300/1345] lr: 1.000e-05, eta: 1:40:11, time: 0.618, data_time: 0.001, memory: 7127, top1_acc: 0.7008, top5_acc: 0.8945, loss_cls: 1.1741, loss: 1.1741, grad_norm: 9.1996 2021-06-07 13:38:21,451 - mmaction - INFO - Epoch [46][320/1345] lr: 1.000e-05, eta: 1:39:52, time: 0.612, data_time: 0.002, memory: 7127, top1_acc: 0.7445, top5_acc: 0.9156, loss_cls: 1.0113, loss: 1.0113, grad_norm: 8.8096 2021-06-07 13:38:33,230 - mmaction - INFO - Epoch [46][340/1345] lr: 1.000e-05, eta: 1:39:32, time: 0.589, data_time: 0.001, memory: 7127, top1_acc: 0.6984, top5_acc: 0.8938, loss_cls: 1.1543, loss: 1.1543, grad_norm: 9.3877 2021-06-07 13:38:44,997 - mmaction - INFO - Epoch [46][360/1345] lr: 1.000e-05, eta: 1:39:13, time: 0.588, data_time: 0.001, memory: 7127, top1_acc: 0.6727, top5_acc: 0.8859, loss_cls: 1.2614, loss: 1.2614, grad_norm: 9.3044 2021-06-07 13:38:56,679 - mmaction - INFO - Epoch [46][380/1345] lr: 1.000e-05, eta: 1:38:53, time: 0.584, data_time: 0.001, memory: 7127, top1_acc: 0.6977, top5_acc: 0.8914, loss_cls: 1.1504, loss: 1.1504, grad_norm: 9.1006 2021-06-07 13:39:08,385 - mmaction - INFO - Epoch [46][400/1345] lr: 1.000e-05, eta: 1:38:34, time: 0.585, data_time: 0.001, memory: 7127, top1_acc: 0.6945, top5_acc: 0.8742, loss_cls: 1.2645, loss: 1.2645, grad_norm: 9.2808 2021-06-07 13:39:21,427 - mmaction - INFO - Epoch [46][420/1345] lr: 1.000e-05, eta: 1:38:15, time: 0.652, data_time: 0.001, memory: 7127, top1_acc: 0.6875, top5_acc: 0.8836, loss_cls: 1.2116, loss: 1.2116, grad_norm: 9.3279 2021-06-07 13:39:33,634 - mmaction - INFO - Epoch [46][440/1345] lr: 1.000e-05, eta: 1:37:55, time: 0.611, data_time: 0.002, memory: 7127, top1_acc: 0.6875, top5_acc: 0.8875, loss_cls: 1.2053, loss: 1.2053, grad_norm: 8.8637 2021-06-07 13:39:46,857 - mmaction - INFO - Epoch [46][460/1345] lr: 1.000e-05, eta: 1:37:36, time: 0.661, data_time: 0.001, memory: 7127, top1_acc: 0.6977, top5_acc: 0.8883, loss_cls: 1.1757, loss: 1.1757, grad_norm: 9.6230 2021-06-07 13:39:58,704 - mmaction - INFO - Epoch [46][480/1345] lr: 1.000e-05, eta: 1:37:17, time: 0.593, data_time: 0.001, memory: 7127, top1_acc: 0.7031, top5_acc: 0.9016, loss_cls: 1.1254, loss: 1.1254, grad_norm: 9.0141 2021-06-07 13:40:10,771 - mmaction - INFO - Epoch [46][500/1345] lr: 1.000e-05, eta: 1:36:57, time: 0.603, data_time: 0.001, memory: 7127, top1_acc: 0.6797, top5_acc: 0.8914, loss_cls: 1.1904, loss: 1.1904, grad_norm: 9.3250 2021-06-07 13:40:23,086 - mmaction - INFO - Epoch [46][520/1345] lr: 1.000e-05, eta: 1:36:38, time: 0.614, data_time: 0.002, memory: 7127, top1_acc: 0.7063, top5_acc: 0.9078, loss_cls: 1.0804, loss: 1.0804, grad_norm: 8.9259 2021-06-07 13:40:35,746 - mmaction - INFO - Epoch [46][540/1345] lr: 1.000e-05, eta: 1:36:19, time: 0.636, data_time: 0.003, memory: 7127, top1_acc: 0.6680, top5_acc: 0.8875, loss_cls: 1.1918, loss: 1.1918, grad_norm: 9.3355 2021-06-07 13:40:48,175 - mmaction - INFO - Epoch [46][560/1345] lr: 1.000e-05, eta: 1:35:59, time: 0.621, data_time: 0.001, memory: 7127, top1_acc: 0.6867, top5_acc: 0.8891, loss_cls: 1.1879, loss: 1.1879, grad_norm: 9.3327 2021-06-07 13:40:59,861 - mmaction - INFO - Epoch [46][580/1345] lr: 1.000e-05, eta: 1:35:40, time: 0.584, data_time: 0.001, memory: 7127, top1_acc: 0.6937, top5_acc: 0.8984, loss_cls: 1.1507, loss: 1.1507, grad_norm: 9.1572 2021-06-07 13:41:13,079 - mmaction - INFO - Epoch [46][600/1345] lr: 1.000e-05, eta: 1:35:21, time: 0.661, data_time: 0.001, memory: 7127, top1_acc: 0.6813, top5_acc: 0.8867, loss_cls: 1.1868, loss: 1.1868, grad_norm: 9.3450 2021-06-07 13:41:25,773 - mmaction - INFO - Epoch [46][620/1345] lr: 1.000e-05, eta: 1:35:01, time: 0.635, data_time: 0.002, memory: 7127, top1_acc: 0.6945, top5_acc: 0.8898, loss_cls: 1.1648, loss: 1.1648, grad_norm: 9.2637 2021-06-07 13:41:37,958 - mmaction - INFO - Epoch [46][640/1345] lr: 1.000e-05, eta: 1:34:42, time: 0.609, data_time: 0.001, memory: 7127, top1_acc: 0.6844, top5_acc: 0.8891, loss_cls: 1.2143, loss: 1.2143, grad_norm: 9.4771 2021-06-07 13:41:51,291 - mmaction - INFO - Epoch [46][660/1345] lr: 1.000e-05, eta: 1:34:23, time: 0.668, data_time: 0.002, memory: 7127, top1_acc: 0.6977, top5_acc: 0.8922, loss_cls: 1.1527, loss: 1.1527, grad_norm: 9.2251 2021-06-07 13:42:03,506 - mmaction - INFO - Epoch [46][680/1345] lr: 1.000e-05, eta: 1:34:03, time: 0.611, data_time: 0.001, memory: 7127, top1_acc: 0.6852, top5_acc: 0.8992, loss_cls: 1.1697, loss: 1.1697, grad_norm: 9.6916 2021-06-07 13:42:16,099 - mmaction - INFO - Epoch [46][700/1345] lr: 1.000e-05, eta: 1:33:44, time: 0.629, data_time: 0.001, memory: 7127, top1_acc: 0.6992, top5_acc: 0.8898, loss_cls: 1.1531, loss: 1.1531, grad_norm: 9.2390 2021-06-07 13:42:28,920 - mmaction - INFO - Epoch [46][720/1345] lr: 1.000e-05, eta: 1:33:25, time: 0.641, data_time: 0.001, memory: 7127, top1_acc: 0.6914, top5_acc: 0.8977, loss_cls: 1.1780, loss: 1.1780, grad_norm: 9.2849 2021-06-07 13:42:42,170 - mmaction - INFO - Epoch [46][740/1345] lr: 1.000e-05, eta: 1:33:06, time: 0.663, data_time: 0.001, memory: 7127, top1_acc: 0.7000, top5_acc: 0.8938, loss_cls: 1.1577, loss: 1.1577, grad_norm: 9.0574 2021-06-07 13:42:54,190 - mmaction - INFO - Epoch [46][760/1345] lr: 1.000e-05, eta: 1:32:46, time: 0.601, data_time: 0.001, memory: 7127, top1_acc: 0.7172, top5_acc: 0.8992, loss_cls: 1.1334, loss: 1.1334, grad_norm: 9.3118 2021-06-07 13:43:07,106 - mmaction - INFO - Epoch [46][780/1345] lr: 1.000e-05, eta: 1:32:27, time: 0.646, data_time: 0.001, memory: 7127, top1_acc: 0.6922, top5_acc: 0.8938, loss_cls: 1.1385, loss: 1.1385, grad_norm: 8.9757 2021-06-07 13:43:20,449 - mmaction - INFO - Epoch [46][800/1345] lr: 1.000e-05, eta: 1:32:08, time: 0.667, data_time: 0.001, memory: 7127, top1_acc: 0.6883, top5_acc: 0.8906, loss_cls: 1.2304, loss: 1.2304, grad_norm: 9.2658 2021-06-07 13:43:33,186 - mmaction - INFO - Epoch [46][820/1345] lr: 1.000e-05, eta: 1:31:49, time: 0.637, data_time: 0.002, memory: 7127, top1_acc: 0.6773, top5_acc: 0.8836, loss_cls: 1.2191, loss: 1.2191, grad_norm: 9.1839 2021-06-07 13:43:45,810 - mmaction - INFO - Epoch [46][840/1345] lr: 1.000e-05, eta: 1:31:30, time: 0.631, data_time: 0.001, memory: 7127, top1_acc: 0.7055, top5_acc: 0.8938, loss_cls: 1.1598, loss: 1.1598, grad_norm: 9.2679 2021-06-07 13:43:58,472 - mmaction - INFO - Epoch [46][860/1345] lr: 1.000e-05, eta: 1:31:10, time: 0.633, data_time: 0.001, memory: 7127, top1_acc: 0.7008, top5_acc: 0.8953, loss_cls: 1.1361, loss: 1.1361, grad_norm: 8.9210 2021-06-07 13:44:10,747 - mmaction - INFO - Epoch [46][880/1345] lr: 1.000e-05, eta: 1:30:51, time: 0.614, data_time: 0.001, memory: 7127, top1_acc: 0.6781, top5_acc: 0.8867, loss_cls: 1.2083, loss: 1.2083, grad_norm: 9.2193 2021-06-07 13:44:23,719 - mmaction - INFO - Epoch [46][900/1345] lr: 1.000e-05, eta: 1:30:32, time: 0.649, data_time: 0.001, memory: 7127, top1_acc: 0.6953, top5_acc: 0.8883, loss_cls: 1.1635, loss: 1.1635, grad_norm: 8.9753 2021-06-07 13:44:36,032 - mmaction - INFO - Epoch [46][920/1345] lr: 1.000e-05, eta: 1:30:13, time: 0.615, data_time: 0.001, memory: 7127, top1_acc: 0.6969, top5_acc: 0.8891, loss_cls: 1.1554, loss: 1.1554, grad_norm: 9.1048 2021-06-07 13:44:49,052 - mmaction - INFO - Epoch [46][940/1345] lr: 1.000e-05, eta: 1:29:53, time: 0.651, data_time: 0.001, memory: 7127, top1_acc: 0.6648, top5_acc: 0.8766, loss_cls: 1.2630, loss: 1.2630, grad_norm: 9.3324 2021-06-07 13:45:01,065 - mmaction - INFO - Epoch [46][960/1345] lr: 1.000e-05, eta: 1:29:34, time: 0.600, data_time: 0.001, memory: 7127, top1_acc: 0.6984, top5_acc: 0.8844, loss_cls: 1.1799, loss: 1.1799, grad_norm: 9.4015 2021-06-07 13:45:13,885 - mmaction - INFO - Epoch [46][980/1345] lr: 1.000e-05, eta: 1:29:15, time: 0.641, data_time: 0.002, memory: 7127, top1_acc: 0.7039, top5_acc: 0.9023, loss_cls: 1.1314, loss: 1.1314, grad_norm: 8.9929 2021-06-07 13:45:26,071 - mmaction - INFO - Epoch [46][1000/1345] lr: 1.000e-05, eta: 1:28:56, time: 0.609, data_time: 0.001, memory: 7127, top1_acc: 0.7156, top5_acc: 0.9133, loss_cls: 1.1072, loss: 1.1072, grad_norm: 9.2457 2021-06-07 13:45:38,514 - mmaction - INFO - Epoch [46][1020/1345] lr: 1.000e-05, eta: 1:28:37, time: 0.622, data_time: 0.002, memory: 7127, top1_acc: 0.7148, top5_acc: 0.8961, loss_cls: 1.0934, loss: 1.0934, grad_norm: 8.9296 2021-06-07 13:45:50,953 - mmaction - INFO - Epoch [46][1040/1345] lr: 1.000e-05, eta: 1:28:17, time: 0.622, data_time: 0.002, memory: 7127, top1_acc: 0.6992, top5_acc: 0.8930, loss_cls: 1.1197, loss: 1.1197, grad_norm: 8.8793 2021-06-07 13:46:04,211 - mmaction - INFO - Epoch [46][1060/1345] lr: 1.000e-05, eta: 1:27:58, time: 0.663, data_time: 0.002, memory: 7127, top1_acc: 0.6930, top5_acc: 0.8875, loss_cls: 1.1918, loss: 1.1918, grad_norm: 9.3130 2021-06-07 13:46:16,340 - mmaction - INFO - Epoch [46][1080/1345] lr: 1.000e-05, eta: 1:27:39, time: 0.607, data_time: 0.001, memory: 7127, top1_acc: 0.6977, top5_acc: 0.8930, loss_cls: 1.1368, loss: 1.1368, grad_norm: 8.9433 2021-06-07 13:46:28,848 - mmaction - INFO - Epoch [46][1100/1345] lr: 1.000e-05, eta: 1:27:20, time: 0.624, data_time: 0.001, memory: 7127, top1_acc: 0.6930, top5_acc: 0.8859, loss_cls: 1.1835, loss: 1.1835, grad_norm: 9.0624 2021-06-07 13:46:41,496 - mmaction - INFO - Epoch [46][1120/1345] lr: 1.000e-05, eta: 1:27:01, time: 0.633, data_time: 0.002, memory: 7127, top1_acc: 0.6898, top5_acc: 0.8875, loss_cls: 1.1814, loss: 1.1814, grad_norm: 9.5189 2021-06-07 13:46:53,942 - mmaction - INFO - Epoch [46][1140/1345] lr: 1.000e-05, eta: 1:26:41, time: 0.623, data_time: 0.002, memory: 7127, top1_acc: 0.7047, top5_acc: 0.9016, loss_cls: 1.1138, loss: 1.1138, grad_norm: 8.8010 2021-06-07 13:47:06,785 - mmaction - INFO - Epoch [46][1160/1345] lr: 1.000e-05, eta: 1:26:22, time: 0.642, data_time: 0.001, memory: 7127, top1_acc: 0.6875, top5_acc: 0.8727, loss_cls: 1.2092, loss: 1.2092, grad_norm: 9.3876 2021-06-07 13:47:19,445 - mmaction - INFO - Epoch [46][1180/1345] lr: 1.000e-05, eta: 1:26:03, time: 0.633, data_time: 0.001, memory: 7127, top1_acc: 0.7039, top5_acc: 0.8961, loss_cls: 1.1420, loss: 1.1420, grad_norm: 9.2089 2021-06-07 13:47:32,317 - mmaction - INFO - Epoch [46][1200/1345] lr: 1.000e-05, eta: 1:25:44, time: 0.643, data_time: 0.001, memory: 7127, top1_acc: 0.6898, top5_acc: 0.9086, loss_cls: 1.1246, loss: 1.1246, grad_norm: 9.0671 2021-06-07 13:47:44,786 - mmaction - INFO - Epoch [46][1220/1345] lr: 1.000e-05, eta: 1:25:25, time: 0.624, data_time: 0.002, memory: 7127, top1_acc: 0.6984, top5_acc: 0.8914, loss_cls: 1.1440, loss: 1.1440, grad_norm: 8.7858 2021-06-07 13:47:57,152 - mmaction - INFO - Epoch [46][1240/1345] lr: 1.000e-05, eta: 1:25:06, time: 0.618, data_time: 0.001, memory: 7127, top1_acc: 0.7039, top5_acc: 0.8992, loss_cls: 1.1518, loss: 1.1518, grad_norm: 9.1678 2021-06-07 13:48:09,764 - mmaction - INFO - Epoch [46][1260/1345] lr: 1.000e-05, eta: 1:24:46, time: 0.631, data_time: 0.001, memory: 7127, top1_acc: 0.6758, top5_acc: 0.8906, loss_cls: 1.2159, loss: 1.2159, grad_norm: 9.1541 2021-06-07 13:48:22,350 - mmaction - INFO - Epoch [46][1280/1345] lr: 1.000e-05, eta: 1:24:27, time: 0.629, data_time: 0.001, memory: 7127, top1_acc: 0.7008, top5_acc: 0.8969, loss_cls: 1.1713, loss: 1.1713, grad_norm: 9.4539 2021-06-07 13:48:35,098 - mmaction - INFO - Epoch [46][1300/1345] lr: 1.000e-05, eta: 1:24:08, time: 0.638, data_time: 0.002, memory: 7127, top1_acc: 0.6711, top5_acc: 0.8812, loss_cls: 1.2571, loss: 1.2571, grad_norm: 9.6888 2021-06-07 13:48:47,359 - mmaction - INFO - Epoch [46][1320/1345] lr: 1.000e-05, eta: 1:23:49, time: 0.613, data_time: 0.001, memory: 7127, top1_acc: 0.7063, top5_acc: 0.8836, loss_cls: 1.1662, loss: 1.1662, grad_norm: 9.3466 2021-06-07 13:49:00,347 - mmaction - INFO - Epoch [46][1340/1345] lr: 1.000e-05, eta: 1:23:30, time: 0.649, data_time: 0.001, memory: 7127, top1_acc: 0.6797, top5_acc: 0.8914, loss_cls: 1.1835, loss: 1.1835, grad_norm: 9.3949 2021-06-07 13:49:07,738 - mmaction - INFO - Saving checkpoint at 46 epochs 2021-06-07 13:57:47,510 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-06-07 13:57:47,764 - mmaction - INFO - top1_acc 0.4730 top5_acc 0.7579 2021-06-07 13:57:47,764 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-06-07 13:57:47,828 - mmaction - INFO - mean_acc 0.4315 2021-06-07 13:57:48,777 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_46.pth. 2021-06-07 13:57:48,777 - mmaction - INFO - Best top1_acc is 0.4730 at 46 epoch. 2021-06-07 13:57:48,783 - mmaction - INFO - Epoch(val) [46][1345] top1_acc: 0.4730, top5_acc: 0.7579, mean_class_accuracy: 0.4315 2021-06-07 14:05:18,335 - mmaction - INFO - Epoch [47][20/1345] lr: 1.000e-05, eta: 1:23:44, time: 22.473, data_time: 21.843, memory: 7127, top1_acc: 0.6930, top5_acc: 0.9008, loss_cls: 1.1723, loss: 1.1723, grad_norm: 9.3319 2021-06-07 14:05:28,641 - mmaction - INFO - Epoch [47][40/1345] lr: 1.000e-05, eta: 1:23:24, time: 0.517, data_time: 0.003, memory: 7127, top1_acc: 0.6922, top5_acc: 0.8883, loss_cls: 1.1644, loss: 1.1644, grad_norm: 9.0949 2021-06-07 14:05:38,848 - mmaction - INFO - Epoch [47][60/1345] lr: 1.000e-05, eta: 1:23:05, time: 0.509, data_time: 0.001, memory: 7127, top1_acc: 0.6930, top5_acc: 0.9102, loss_cls: 1.1302, loss: 1.1302, grad_norm: 9.0755 2021-06-07 14:05:49,008 - mmaction - INFO - Epoch [47][80/1345] lr: 1.000e-05, eta: 1:22:45, time: 0.509, data_time: 0.003, memory: 7127, top1_acc: 0.6969, top5_acc: 0.8930, loss_cls: 1.1604, loss: 1.1604, grad_norm: 8.9967 2021-06-07 14:05:59,258 - mmaction - INFO - Epoch [47][100/1345] lr: 1.000e-05, eta: 1:22:26, time: 0.513, data_time: 0.002, memory: 7127, top1_acc: 0.6672, top5_acc: 0.8836, loss_cls: 1.2288, loss: 1.2288, grad_norm: 9.5346 2021-06-07 14:06:09,451 - mmaction - INFO - Epoch [47][120/1345] lr: 1.000e-05, eta: 1:22:06, time: 0.509, data_time: 0.001, memory: 7127, top1_acc: 0.7047, top5_acc: 0.8961, loss_cls: 1.1315, loss: 1.1315, grad_norm: 8.9547 2021-06-07 14:06:19,600 - mmaction - INFO - Epoch [47][140/1345] lr: 1.000e-05, eta: 1:21:47, time: 0.508, data_time: 0.002, memory: 7127, top1_acc: 0.6953, top5_acc: 0.8812, loss_cls: 1.1951, loss: 1.1951, grad_norm: 9.1863 2021-06-07 14:06:29,925 - mmaction - INFO - Epoch [47][160/1345] lr: 1.000e-05, eta: 1:21:27, time: 0.517, data_time: 0.002, memory: 7127, top1_acc: 0.6945, top5_acc: 0.8906, loss_cls: 1.1732, loss: 1.1732, grad_norm: 9.1864 2021-06-07 14:06:40,333 - mmaction - INFO - Epoch [47][180/1345] lr: 1.000e-05, eta: 1:21:08, time: 0.520, data_time: 0.001, memory: 7127, top1_acc: 0.6867, top5_acc: 0.9039, loss_cls: 1.1267, loss: 1.1267, grad_norm: 9.1107 2021-06-07 14:06:51,195 - mmaction - INFO - Epoch [47][200/1345] lr: 1.000e-05, eta: 1:20:49, time: 0.542, data_time: 0.001, memory: 7127, top1_acc: 0.7039, top5_acc: 0.8953, loss_cls: 1.1532, loss: 1.1532, grad_norm: 9.2631 2021-06-07 14:07:02,713 - mmaction - INFO - Epoch [47][220/1345] lr: 1.000e-05, eta: 1:20:29, time: 0.576, data_time: 0.001, memory: 7127, top1_acc: 0.6906, top5_acc: 0.8930, loss_cls: 1.1390, loss: 1.1390, grad_norm: 9.2523 2021-06-07 14:07:13,507 - mmaction - INFO - Epoch [47][240/1345] lr: 1.000e-05, eta: 1:20:10, time: 0.540, data_time: 0.001, memory: 7127, top1_acc: 0.6969, top5_acc: 0.8805, loss_cls: 1.1944, loss: 1.1944, grad_norm: 9.0641 2021-06-07 14:07:25,284 - mmaction - INFO - Epoch [47][260/1345] lr: 1.000e-05, eta: 1:19:51, time: 0.589, data_time: 0.001, memory: 7127, top1_acc: 0.6914, top5_acc: 0.8891, loss_cls: 1.1812, loss: 1.1812, grad_norm: 9.0047 2021-06-07 14:07:37,964 - mmaction - INFO - Epoch [47][280/1345] lr: 1.000e-05, eta: 1:19:31, time: 0.634, data_time: 0.002, memory: 7127, top1_acc: 0.6805, top5_acc: 0.8828, loss_cls: 1.1956, loss: 1.1956, grad_norm: 9.3744 2021-06-07 14:07:49,376 - mmaction - INFO - Epoch [47][300/1345] lr: 1.000e-05, eta: 1:19:12, time: 0.571, data_time: 0.002, memory: 7127, top1_acc: 0.7055, top5_acc: 0.8891, loss_cls: 1.1815, loss: 1.1815, grad_norm: 9.2749 2021-06-07 14:08:01,128 - mmaction - INFO - Epoch [47][320/1345] lr: 1.000e-05, eta: 1:18:53, time: 0.587, data_time: 0.002, memory: 7127, top1_acc: 0.7031, top5_acc: 0.8977, loss_cls: 1.1194, loss: 1.1194, grad_norm: 8.8118 2021-06-07 14:08:14,353 - mmaction - INFO - Epoch [47][340/1345] lr: 1.000e-05, eta: 1:18:34, time: 0.662, data_time: 0.001, memory: 7127, top1_acc: 0.7086, top5_acc: 0.8891, loss_cls: 1.1249, loss: 1.1249, grad_norm: 9.1026 2021-06-07 14:08:26,441 - mmaction - INFO - Epoch [47][360/1345] lr: 1.000e-05, eta: 1:18:14, time: 0.604, data_time: 0.001, memory: 7127, top1_acc: 0.6891, top5_acc: 0.9070, loss_cls: 1.1084, loss: 1.1084, grad_norm: 9.0931 2021-06-07 14:08:37,793 - mmaction - INFO - Epoch [47][380/1345] lr: 1.000e-05, eta: 1:17:55, time: 0.568, data_time: 0.001, memory: 7127, top1_acc: 0.7117, top5_acc: 0.8977, loss_cls: 1.1159, loss: 1.1159, grad_norm: 8.8082 2021-06-07 14:08:49,284 - mmaction - INFO - Epoch [47][400/1345] lr: 1.000e-05, eta: 1:17:36, time: 0.574, data_time: 0.001, memory: 7127, top1_acc: 0.7312, top5_acc: 0.8938, loss_cls: 1.1196, loss: 1.1196, grad_norm: 8.8811 2021-06-07 14:09:01,304 - mmaction - INFO - Epoch [47][420/1345] lr: 1.000e-05, eta: 1:17:17, time: 0.601, data_time: 0.001, memory: 7127, top1_acc: 0.7086, top5_acc: 0.8992, loss_cls: 1.1142, loss: 1.1142, grad_norm: 9.1097 2021-06-07 14:09:13,611 - mmaction - INFO - Epoch [47][440/1345] lr: 1.000e-05, eta: 1:16:57, time: 0.615, data_time: 0.001, memory: 7127, top1_acc: 0.6914, top5_acc: 0.8867, loss_cls: 1.2015, loss: 1.2015, grad_norm: 9.0967 2021-06-07 14:09:26,021 - mmaction - INFO - Epoch [47][460/1345] lr: 1.000e-05, eta: 1:16:38, time: 0.621, data_time: 0.001, memory: 7127, top1_acc: 0.7086, top5_acc: 0.9000, loss_cls: 1.1065, loss: 1.1065, grad_norm: 9.0901 2021-06-07 14:09:37,233 - mmaction - INFO - Epoch [47][480/1345] lr: 1.000e-05, eta: 1:16:19, time: 0.560, data_time: 0.001, memory: 7127, top1_acc: 0.7109, top5_acc: 0.8961, loss_cls: 1.1259, loss: 1.1259, grad_norm: 8.8159 2021-06-07 14:09:49,303 - mmaction - INFO - Epoch [47][500/1345] lr: 1.000e-05, eta: 1:16:00, time: 0.604, data_time: 0.002, memory: 7127, top1_acc: 0.7141, top5_acc: 0.8992, loss_cls: 1.1182, loss: 1.1182, grad_norm: 9.1639 2021-06-07 14:10:02,012 - mmaction - INFO - Epoch [47][520/1345] lr: 1.000e-05, eta: 1:15:40, time: 0.635, data_time: 0.001, memory: 7127, top1_acc: 0.6867, top5_acc: 0.8922, loss_cls: 1.1735, loss: 1.1735, grad_norm: 9.5572 2021-06-07 14:10:14,318 - mmaction - INFO - Epoch [47][540/1345] lr: 1.000e-05, eta: 1:15:21, time: 0.616, data_time: 0.002, memory: 7127, top1_acc: 0.6805, top5_acc: 0.8883, loss_cls: 1.2163, loss: 1.2163, grad_norm: 9.5055 2021-06-07 14:10:26,109 - mmaction - INFO - Epoch [47][560/1345] lr: 1.000e-05, eta: 1:15:02, time: 0.590, data_time: 0.001, memory: 7127, top1_acc: 0.6906, top5_acc: 0.8953, loss_cls: 1.1405, loss: 1.1405, grad_norm: 9.1763 2021-06-07 14:10:37,875 - mmaction - INFO - Epoch [47][580/1345] lr: 1.000e-05, eta: 1:14:43, time: 0.588, data_time: 0.001, memory: 7127, top1_acc: 0.6883, top5_acc: 0.8820, loss_cls: 1.1981, loss: 1.1981, grad_norm: 9.3372 2021-06-07 14:10:50,439 - mmaction - INFO - Epoch [47][600/1345] lr: 1.000e-05, eta: 1:14:24, time: 0.628, data_time: 0.002, memory: 7127, top1_acc: 0.7312, top5_acc: 0.9164, loss_cls: 1.0043, loss: 1.0043, grad_norm: 8.7442 2021-06-07 14:11:02,181 - mmaction - INFO - Epoch [47][620/1345] lr: 1.000e-05, eta: 1:14:05, time: 0.588, data_time: 0.002, memory: 7127, top1_acc: 0.6930, top5_acc: 0.8852, loss_cls: 1.1814, loss: 1.1814, grad_norm: 9.2246 2021-06-07 14:11:14,291 - mmaction - INFO - Epoch [47][640/1345] lr: 1.000e-05, eta: 1:13:45, time: 0.605, data_time: 0.001, memory: 7127, top1_acc: 0.6867, top5_acc: 0.8977, loss_cls: 1.1571, loss: 1.1571, grad_norm: 9.2950 2021-06-07 14:11:26,812 - mmaction - INFO - Epoch [47][660/1345] lr: 1.000e-05, eta: 1:13:26, time: 0.626, data_time: 0.001, memory: 7127, top1_acc: 0.6711, top5_acc: 0.8695, loss_cls: 1.2805, loss: 1.2805, grad_norm: 9.3685 2021-06-07 14:11:39,037 - mmaction - INFO - Epoch [47][680/1345] lr: 1.000e-05, eta: 1:13:07, time: 0.611, data_time: 0.002, memory: 7127, top1_acc: 0.7055, top5_acc: 0.8844, loss_cls: 1.1681, loss: 1.1681, grad_norm: 9.1865 2021-06-07 14:11:51,054 - mmaction - INFO - Epoch [47][700/1345] lr: 1.000e-05, eta: 1:12:48, time: 0.602, data_time: 0.001, memory: 7127, top1_acc: 0.7063, top5_acc: 0.9000, loss_cls: 1.1010, loss: 1.1010, grad_norm: 9.1465 2021-06-07 14:12:03,181 - mmaction - INFO - Epoch [47][720/1345] lr: 1.000e-05, eta: 1:12:29, time: 0.606, data_time: 0.001, memory: 7127, top1_acc: 0.6844, top5_acc: 0.8883, loss_cls: 1.1758, loss: 1.1758, grad_norm: 9.4768 2021-06-07 14:12:14,776 - mmaction - INFO - Epoch [47][740/1345] lr: 1.000e-05, eta: 1:12:10, time: 0.578, data_time: 0.001, memory: 7127, top1_acc: 0.7070, top5_acc: 0.8922, loss_cls: 1.1215, loss: 1.1215, grad_norm: 8.9719 2021-06-07 14:12:26,601 - mmaction - INFO - Epoch [47][760/1345] lr: 1.000e-05, eta: 1:11:50, time: 0.593, data_time: 0.003, memory: 7127, top1_acc: 0.7016, top5_acc: 0.9008, loss_cls: 1.1306, loss: 1.1306, grad_norm: 9.2195 2021-06-07 14:12:39,740 - mmaction - INFO - Epoch [47][780/1345] lr: 1.000e-05, eta: 1:11:31, time: 0.657, data_time: 0.001, memory: 7127, top1_acc: 0.6805, top5_acc: 0.8820, loss_cls: 1.2433, loss: 1.2433, grad_norm: 9.5425 2021-06-07 14:12:51,011 - mmaction - INFO - Epoch [47][800/1345] lr: 1.000e-05, eta: 1:11:12, time: 0.563, data_time: 0.001, memory: 7127, top1_acc: 0.7039, top5_acc: 0.8922, loss_cls: 1.1388, loss: 1.1388, grad_norm: 9.2617 2021-06-07 14:13:02,687 - mmaction - INFO - Epoch [47][820/1345] lr: 1.000e-05, eta: 1:10:53, time: 0.584, data_time: 0.001, memory: 7127, top1_acc: 0.6930, top5_acc: 0.8906, loss_cls: 1.2012, loss: 1.2012, grad_norm: 9.6091 2021-06-07 14:13:14,541 - mmaction - INFO - Epoch [47][840/1345] lr: 1.000e-05, eta: 1:10:34, time: 0.593, data_time: 0.001, memory: 7127, top1_acc: 0.6922, top5_acc: 0.8828, loss_cls: 1.2011, loss: 1.2011, grad_norm: 9.1486 2021-06-07 14:13:26,502 - mmaction - INFO - Epoch [47][860/1345] lr: 1.000e-05, eta: 1:10:15, time: 0.598, data_time: 0.001, memory: 7127, top1_acc: 0.6828, top5_acc: 0.8797, loss_cls: 1.1916, loss: 1.1916, grad_norm: 9.2558 2021-06-07 14:13:38,310 - mmaction - INFO - Epoch [47][880/1345] lr: 1.000e-05, eta: 1:09:55, time: 0.590, data_time: 0.002, memory: 7127, top1_acc: 0.6766, top5_acc: 0.8945, loss_cls: 1.2136, loss: 1.2136, grad_norm: 9.5659 2021-06-07 14:13:50,166 - mmaction - INFO - Epoch [47][900/1345] lr: 1.000e-05, eta: 1:09:36, time: 0.594, data_time: 0.002, memory: 7127, top1_acc: 0.7125, top5_acc: 0.8906, loss_cls: 1.1155, loss: 1.1155, grad_norm: 8.9161 2021-06-07 14:14:02,741 - mmaction - INFO - Epoch [47][920/1345] lr: 1.000e-05, eta: 1:09:17, time: 0.628, data_time: 0.001, memory: 7127, top1_acc: 0.7102, top5_acc: 0.9023, loss_cls: 1.1236, loss: 1.1236, grad_norm: 8.8390 2021-06-07 14:14:14,304 - mmaction - INFO - Epoch [47][940/1345] lr: 1.000e-05, eta: 1:08:58, time: 0.578, data_time: 0.001, memory: 7127, top1_acc: 0.6937, top5_acc: 0.8820, loss_cls: 1.2026, loss: 1.2026, grad_norm: 9.0613 2021-06-07 14:14:26,818 - mmaction - INFO - Epoch [47][960/1345] lr: 1.000e-05, eta: 1:08:39, time: 0.624, data_time: 0.001, memory: 7127, top1_acc: 0.7008, top5_acc: 0.8945, loss_cls: 1.1583, loss: 1.1583, grad_norm: 8.8948 2021-06-07 14:14:38,257 - mmaction - INFO - Epoch [47][980/1345] lr: 1.000e-05, eta: 1:08:20, time: 0.573, data_time: 0.002, memory: 7127, top1_acc: 0.6930, top5_acc: 0.8812, loss_cls: 1.2170, loss: 1.2170, grad_norm: 9.0737 2021-06-07 14:14:50,531 - mmaction - INFO - Epoch [47][1000/1345] lr: 1.000e-05, eta: 1:08:01, time: 0.614, data_time: 0.002, memory: 7127, top1_acc: 0.6969, top5_acc: 0.8961, loss_cls: 1.1431, loss: 1.1431, grad_norm: 9.2939 2021-06-07 14:15:02,972 - mmaction - INFO - Epoch [47][1020/1345] lr: 1.000e-05, eta: 1:07:42, time: 0.622, data_time: 0.001, memory: 7127, top1_acc: 0.7172, top5_acc: 0.9086, loss_cls: 1.0773, loss: 1.0773, grad_norm: 8.7544 2021-06-07 14:15:15,274 - mmaction - INFO - Epoch [47][1040/1345] lr: 1.000e-05, eta: 1:07:23, time: 0.615, data_time: 0.002, memory: 7127, top1_acc: 0.7086, top5_acc: 0.8812, loss_cls: 1.1540, loss: 1.1540, grad_norm: 8.9369 2021-06-07 14:15:26,895 - mmaction - INFO - Epoch [47][1060/1345] lr: 1.000e-05, eta: 1:07:04, time: 0.581, data_time: 0.001, memory: 7127, top1_acc: 0.6891, top5_acc: 0.8812, loss_cls: 1.1981, loss: 1.1981, grad_norm: 9.4474 2021-06-07 14:15:39,300 - mmaction - INFO - Epoch [47][1080/1345] lr: 1.000e-05, eta: 1:06:45, time: 0.621, data_time: 0.001, memory: 7127, top1_acc: 0.7148, top5_acc: 0.9008, loss_cls: 1.1090, loss: 1.1090, grad_norm: 9.0538 2021-06-07 14:15:51,009 - mmaction - INFO - Epoch [47][1100/1345] lr: 1.000e-05, eta: 1:06:25, time: 0.585, data_time: 0.001, memory: 7127, top1_acc: 0.6984, top5_acc: 0.8875, loss_cls: 1.1928, loss: 1.1928, grad_norm: 9.1809 2021-06-07 14:16:02,801 - mmaction - INFO - Epoch [47][1120/1345] lr: 1.000e-05, eta: 1:06:06, time: 0.589, data_time: 0.001, memory: 7127, top1_acc: 0.6758, top5_acc: 0.8914, loss_cls: 1.1861, loss: 1.1861, grad_norm: 9.2486 2021-06-07 14:16:14,768 - mmaction - INFO - Epoch [47][1140/1345] lr: 1.000e-05, eta: 1:05:47, time: 0.599, data_time: 0.002, memory: 7127, top1_acc: 0.6914, top5_acc: 0.8828, loss_cls: 1.1883, loss: 1.1883, grad_norm: 9.3433 2021-06-07 14:16:27,237 - mmaction - INFO - Epoch [47][1160/1345] lr: 1.000e-05, eta: 1:05:28, time: 0.623, data_time: 0.001, memory: 7127, top1_acc: 0.7031, top5_acc: 0.8938, loss_cls: 1.1630, loss: 1.1630, grad_norm: 9.1284 2021-06-07 14:16:39,462 - mmaction - INFO - Epoch [47][1180/1345] lr: 1.000e-05, eta: 1:05:09, time: 0.611, data_time: 0.002, memory: 7127, top1_acc: 0.7242, top5_acc: 0.9070, loss_cls: 1.1061, loss: 1.1061, grad_norm: 8.8906 2021-06-07 14:16:51,346 - mmaction - INFO - Epoch [47][1200/1345] lr: 1.000e-05, eta: 1:04:50, time: 0.595, data_time: 0.002, memory: 7127, top1_acc: 0.6977, top5_acc: 0.8977, loss_cls: 1.1456, loss: 1.1456, grad_norm: 9.2238 2021-06-07 14:17:03,330 - mmaction - INFO - Epoch [47][1220/1345] lr: 1.000e-05, eta: 1:04:31, time: 0.599, data_time: 0.001, memory: 7127, top1_acc: 0.7109, top5_acc: 0.8977, loss_cls: 1.1213, loss: 1.1213, grad_norm: 8.8210 2021-06-07 14:17:15,840 - mmaction - INFO - Epoch [47][1240/1345] lr: 1.000e-05, eta: 1:04:12, time: 0.625, data_time: 0.001, memory: 7127, top1_acc: 0.7133, top5_acc: 0.9023, loss_cls: 1.1347, loss: 1.1347, grad_norm: 9.0779 2021-06-07 14:17:28,018 - mmaction - INFO - Epoch [47][1260/1345] lr: 1.000e-05, eta: 1:03:53, time: 0.609, data_time: 0.001, memory: 7127, top1_acc: 0.7008, top5_acc: 0.9055, loss_cls: 1.0989, loss: 1.0989, grad_norm: 9.1741 2021-06-07 14:17:40,037 - mmaction - INFO - Epoch [47][1280/1345] lr: 1.000e-05, eta: 1:03:34, time: 0.601, data_time: 0.002, memory: 7127, top1_acc: 0.7063, top5_acc: 0.9023, loss_cls: 1.1101, loss: 1.1101, grad_norm: 9.2430 2021-06-07 14:17:51,682 - mmaction - INFO - Epoch [47][1300/1345] lr: 1.000e-05, eta: 1:03:15, time: 0.582, data_time: 0.001, memory: 7127, top1_acc: 0.7000, top5_acc: 0.8953, loss_cls: 1.1439, loss: 1.1439, grad_norm: 8.9997 2021-06-07 14:18:03,519 - mmaction - INFO - Epoch [47][1320/1345] lr: 1.000e-05, eta: 1:02:56, time: 0.592, data_time: 0.001, memory: 7127, top1_acc: 0.6906, top5_acc: 0.8898, loss_cls: 1.2107, loss: 1.2107, grad_norm: 9.4211 2021-06-07 14:18:15,513 - mmaction - INFO - Epoch [47][1340/1345] lr: 1.000e-05, eta: 1:02:37, time: 0.600, data_time: 0.001, memory: 7127, top1_acc: 0.7172, top5_acc: 0.8906, loss_cls: 1.1317, loss: 1.1317, grad_norm: 9.1382 2021-06-07 14:18:23,301 - mmaction - INFO - Saving checkpoint at 47 epochs 2021-06-07 14:27:06,845 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-06-07 14:27:07,102 - mmaction - INFO - top1_acc 0.4645 top5_acc 0.7582 2021-06-07 14:27:07,102 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-06-07 14:27:07,172 - mmaction - INFO - mean_acc 0.4228 2021-06-07 14:27:07,175 - mmaction - INFO - Epoch(val) [47][1345] top1_acc: 0.4645, top5_acc: 0.7582, mean_class_accuracy: 0.4228 2021-06-07 14:34:50,868 - mmaction - INFO - Epoch [48][20/1345] lr: 1.000e-05, eta: 1:02:42, time: 23.182, data_time: 22.549, memory: 7127, top1_acc: 0.6875, top5_acc: 0.8953, loss_cls: 1.1936, loss: 1.1936, grad_norm: 9.2435 2021-06-07 14:35:00,965 - mmaction - INFO - Epoch [48][40/1345] lr: 1.000e-05, eta: 1:02:22, time: 0.506, data_time: 0.005, memory: 7127, top1_acc: 0.7125, top5_acc: 0.9031, loss_cls: 1.1109, loss: 1.1109, grad_norm: 9.1877 2021-06-07 14:35:11,041 - mmaction - INFO - Epoch [48][60/1345] lr: 1.000e-05, eta: 1:02:03, time: 0.504, data_time: 0.002, memory: 7127, top1_acc: 0.7164, top5_acc: 0.8992, loss_cls: 1.1156, loss: 1.1156, grad_norm: 8.9257 2021-06-07 14:35:21,384 - mmaction - INFO - Epoch [48][80/1345] lr: 1.000e-05, eta: 1:01:44, time: 0.516, data_time: 0.002, memory: 7127, top1_acc: 0.7156, top5_acc: 0.9000, loss_cls: 1.1219, loss: 1.1219, grad_norm: 9.1554 2021-06-07 14:35:31,799 - mmaction - INFO - Epoch [48][100/1345] lr: 1.000e-05, eta: 1:01:25, time: 0.521, data_time: 0.002, memory: 7127, top1_acc: 0.7063, top5_acc: 0.8930, loss_cls: 1.1488, loss: 1.1488, grad_norm: 9.0886 2021-06-07 14:35:41,825 - mmaction - INFO - Epoch [48][120/1345] lr: 1.000e-05, eta: 1:01:05, time: 0.501, data_time: 0.001, memory: 7127, top1_acc: 0.6711, top5_acc: 0.8828, loss_cls: 1.2382, loss: 1.2382, grad_norm: 9.4658 2021-06-07 14:35:52,196 - mmaction - INFO - Epoch [48][140/1345] lr: 1.000e-05, eta: 1:00:46, time: 0.518, data_time: 0.002, memory: 7127, top1_acc: 0.7086, top5_acc: 0.8953, loss_cls: 1.1075, loss: 1.1075, grad_norm: 8.8656 2021-06-07 14:36:02,398 - mmaction - INFO - Epoch [48][160/1345] lr: 1.000e-05, eta: 1:00:27, time: 0.509, data_time: 0.003, memory: 7127, top1_acc: 0.6750, top5_acc: 0.8844, loss_cls: 1.1965, loss: 1.1965, grad_norm: 9.5152 2021-06-07 14:36:12,682 - mmaction - INFO - Epoch [48][180/1345] lr: 1.000e-05, eta: 1:00:08, time: 0.516, data_time: 0.003, memory: 7127, top1_acc: 0.7125, top5_acc: 0.9055, loss_cls: 1.0992, loss: 1.0992, grad_norm: 9.0417 2021-06-07 14:36:23,179 - mmaction - INFO - Epoch [48][200/1345] lr: 1.000e-05, eta: 0:59:48, time: 0.525, data_time: 0.002, memory: 7127, top1_acc: 0.6898, top5_acc: 0.8938, loss_cls: 1.1929, loss: 1.1929, grad_norm: 9.2781 2021-06-07 14:36:33,586 - mmaction - INFO - Epoch [48][220/1345] lr: 1.000e-05, eta: 0:59:29, time: 0.520, data_time: 0.001, memory: 7127, top1_acc: 0.7141, top5_acc: 0.9047, loss_cls: 1.1069, loss: 1.1069, grad_norm: 9.0685 2021-06-07 14:36:44,130 - mmaction - INFO - Epoch [48][240/1345] lr: 1.000e-05, eta: 0:59:10, time: 0.527, data_time: 0.001, memory: 7127, top1_acc: 0.6961, top5_acc: 0.8898, loss_cls: 1.1581, loss: 1.1581, grad_norm: 9.0216 2021-06-07 14:36:55,079 - mmaction - INFO - Epoch [48][260/1345] lr: 1.000e-05, eta: 0:58:51, time: 0.547, data_time: 0.001, memory: 7127, top1_acc: 0.6789, top5_acc: 0.8812, loss_cls: 1.2281, loss: 1.2281, grad_norm: 9.1547 2021-06-07 14:37:06,087 - mmaction - INFO - Epoch [48][280/1345] lr: 1.000e-05, eta: 0:58:32, time: 0.551, data_time: 0.001, memory: 7127, top1_acc: 0.6781, top5_acc: 0.8828, loss_cls: 1.2241, loss: 1.2241, grad_norm: 9.6701 2021-06-07 14:37:17,741 - mmaction - INFO - Epoch [48][300/1345] lr: 1.000e-05, eta: 0:58:12, time: 0.582, data_time: 0.001, memory: 7127, top1_acc: 0.7000, top5_acc: 0.8859, loss_cls: 1.1685, loss: 1.1685, grad_norm: 9.0850 2021-06-07 14:37:29,182 - mmaction - INFO - Epoch [48][320/1345] lr: 1.000e-05, eta: 0:57:53, time: 0.572, data_time: 0.002, memory: 7127, top1_acc: 0.6937, top5_acc: 0.8977, loss_cls: 1.1738, loss: 1.1738, grad_norm: 9.4070 2021-06-07 14:37:40,179 - mmaction - INFO - Epoch [48][340/1345] lr: 1.000e-05, eta: 0:57:34, time: 0.550, data_time: 0.001, memory: 7127, top1_acc: 0.7000, top5_acc: 0.8922, loss_cls: 1.1479, loss: 1.1479, grad_norm: 9.0592 2021-06-07 14:37:51,488 - mmaction - INFO - Epoch [48][360/1345] lr: 1.000e-05, eta: 0:57:15, time: 0.565, data_time: 0.002, memory: 7127, top1_acc: 0.7172, top5_acc: 0.8992, loss_cls: 1.1198, loss: 1.1198, grad_norm: 9.1172 2021-06-07 14:38:03,476 - mmaction - INFO - Epoch [48][380/1345] lr: 1.000e-05, eta: 0:56:56, time: 0.597, data_time: 0.002, memory: 7127, top1_acc: 0.6719, top5_acc: 0.8812, loss_cls: 1.2338, loss: 1.2338, grad_norm: 9.3282 2021-06-07 14:38:16,766 - mmaction - INFO - Epoch [48][400/1345] lr: 1.000e-05, eta: 0:56:37, time: 0.668, data_time: 0.004, memory: 7127, top1_acc: 0.7086, top5_acc: 0.8945, loss_cls: 1.1467, loss: 1.1467, grad_norm: 9.2101 2021-06-07 14:38:28,956 - mmaction - INFO - Epoch [48][420/1345] lr: 1.000e-05, eta: 0:56:18, time: 0.608, data_time: 0.001, memory: 7127, top1_acc: 0.7000, top5_acc: 0.9047, loss_cls: 1.0649, loss: 1.0649, grad_norm: 8.9107 2021-06-07 14:38:40,180 - mmaction - INFO - Epoch [48][440/1345] lr: 1.000e-05, eta: 0:55:59, time: 0.561, data_time: 0.002, memory: 7127, top1_acc: 0.6961, top5_acc: 0.8945, loss_cls: 1.1265, loss: 1.1265, grad_norm: 8.9732 2021-06-07 14:38:51,285 - mmaction - INFO - Epoch [48][460/1345] lr: 1.000e-05, eta: 0:55:40, time: 0.556, data_time: 0.002, memory: 7127, top1_acc: 0.6937, top5_acc: 0.8867, loss_cls: 1.1630, loss: 1.1630, grad_norm: 9.1868 2021-06-07 14:39:03,141 - mmaction - INFO - Epoch [48][480/1345] lr: 1.000e-05, eta: 0:55:21, time: 0.593, data_time: 0.002, memory: 7127, top1_acc: 0.6813, top5_acc: 0.8867, loss_cls: 1.2024, loss: 1.2024, grad_norm: 9.3038 2021-06-07 14:39:14,611 - mmaction - INFO - Epoch [48][500/1345] lr: 1.000e-05, eta: 0:55:02, time: 0.574, data_time: 0.001, memory: 7127, top1_acc: 0.7016, top5_acc: 0.8922, loss_cls: 1.1475, loss: 1.1475, grad_norm: 9.0361 2021-06-07 14:39:26,965 - mmaction - INFO - Epoch [48][520/1345] lr: 1.000e-05, eta: 0:54:42, time: 0.618, data_time: 0.001, memory: 7127, top1_acc: 0.6766, top5_acc: 0.8844, loss_cls: 1.2609, loss: 1.2609, grad_norm: 9.7628 2021-06-07 14:39:38,696 - mmaction - INFO - Epoch [48][540/1345] lr: 1.000e-05, eta: 0:54:23, time: 0.584, data_time: 0.001, memory: 7127, top1_acc: 0.7086, top5_acc: 0.8914, loss_cls: 1.1022, loss: 1.1022, grad_norm: 8.8397 2021-06-07 14:39:50,805 - mmaction - INFO - Epoch [48][560/1345] lr: 1.000e-05, eta: 0:54:04, time: 0.608, data_time: 0.003, memory: 7127, top1_acc: 0.6922, top5_acc: 0.8906, loss_cls: 1.1521, loss: 1.1521, grad_norm: 9.3536 2021-06-07 14:40:02,233 - mmaction - INFO - Epoch [48][580/1345] lr: 1.000e-05, eta: 0:53:45, time: 0.571, data_time: 0.001, memory: 7127, top1_acc: 0.7000, top5_acc: 0.9000, loss_cls: 1.1575, loss: 1.1575, grad_norm: 9.1867 2021-06-07 14:40:14,096 - mmaction - INFO - Epoch [48][600/1345] lr: 1.000e-05, eta: 0:53:26, time: 0.593, data_time: 0.002, memory: 7127, top1_acc: 0.6961, top5_acc: 0.8867, loss_cls: 1.2153, loss: 1.2153, grad_norm: 9.4156 2021-06-07 14:40:26,272 - mmaction - INFO - Epoch [48][620/1345] lr: 1.000e-05, eta: 0:53:07, time: 0.609, data_time: 0.001, memory: 7127, top1_acc: 0.6914, top5_acc: 0.8875, loss_cls: 1.1760, loss: 1.1760, grad_norm: 9.2014 2021-06-07 14:40:38,083 - mmaction - INFO - Epoch [48][640/1345] lr: 1.000e-05, eta: 0:52:48, time: 0.590, data_time: 0.001, memory: 7127, top1_acc: 0.7078, top5_acc: 0.9039, loss_cls: 1.1143, loss: 1.1143, grad_norm: 9.0128 2021-06-07 14:40:50,655 - mmaction - INFO - Epoch [48][660/1345] lr: 1.000e-05, eta: 0:52:29, time: 0.629, data_time: 0.001, memory: 7127, top1_acc: 0.7203, top5_acc: 0.8852, loss_cls: 1.1181, loss: 1.1181, grad_norm: 8.9703 2021-06-07 14:41:02,711 - mmaction - INFO - Epoch [48][680/1345] lr: 1.000e-05, eta: 0:52:10, time: 0.603, data_time: 0.002, memory: 7127, top1_acc: 0.6961, top5_acc: 0.8961, loss_cls: 1.1760, loss: 1.1760, grad_norm: 9.2404 2021-06-07 14:41:15,208 - mmaction - INFO - Epoch [48][700/1345] lr: 1.000e-05, eta: 0:51:51, time: 0.625, data_time: 0.001, memory: 7127, top1_acc: 0.6922, top5_acc: 0.8938, loss_cls: 1.1632, loss: 1.1632, grad_norm: 9.1301 2021-06-07 14:41:27,201 - mmaction - INFO - Epoch [48][720/1345] lr: 1.000e-05, eta: 0:51:32, time: 0.600, data_time: 0.001, memory: 7127, top1_acc: 0.7031, top5_acc: 0.8922, loss_cls: 1.1522, loss: 1.1522, grad_norm: 9.2155 2021-06-07 14:41:39,160 - mmaction - INFO - Epoch [48][740/1345] lr: 1.000e-05, eta: 0:51:13, time: 0.598, data_time: 0.001, memory: 7127, top1_acc: 0.6836, top5_acc: 0.8867, loss_cls: 1.1618, loss: 1.1618, grad_norm: 8.9333 2021-06-07 14:41:51,426 - mmaction - INFO - Epoch [48][760/1345] lr: 1.000e-05, eta: 0:50:54, time: 0.613, data_time: 0.001, memory: 7127, top1_acc: 0.7156, top5_acc: 0.8914, loss_cls: 1.1412, loss: 1.1412, grad_norm: 9.0375 2021-06-07 14:42:04,515 - mmaction - INFO - Epoch [48][780/1345] lr: 1.000e-05, eta: 0:50:35, time: 0.655, data_time: 0.001, memory: 7127, top1_acc: 0.6945, top5_acc: 0.8812, loss_cls: 1.2011, loss: 1.2011, grad_norm: 9.2898 2021-06-07 14:42:16,727 - mmaction - INFO - Epoch [48][800/1345] lr: 1.000e-05, eta: 0:50:16, time: 0.610, data_time: 0.002, memory: 7127, top1_acc: 0.6773, top5_acc: 0.8922, loss_cls: 1.1984, loss: 1.1984, grad_norm: 9.4551 2021-06-07 14:42:29,178 - mmaction - INFO - Epoch [48][820/1345] lr: 1.000e-05, eta: 0:49:57, time: 0.623, data_time: 0.002, memory: 7127, top1_acc: 0.7063, top5_acc: 0.9000, loss_cls: 1.1069, loss: 1.1069, grad_norm: 9.1006 2021-06-07 14:42:41,664 - mmaction - INFO - Epoch [48][840/1345] lr: 1.000e-05, eta: 0:49:38, time: 0.624, data_time: 0.001, memory: 7127, top1_acc: 0.6930, top5_acc: 0.8914, loss_cls: 1.1695, loss: 1.1695, grad_norm: 9.3084 2021-06-07 14:42:54,162 - mmaction - INFO - Epoch [48][860/1345] lr: 1.000e-05, eta: 0:49:19, time: 0.625, data_time: 0.001, memory: 7127, top1_acc: 0.6977, top5_acc: 0.8914, loss_cls: 1.1618, loss: 1.1618, grad_norm: 9.1810 2021-06-07 14:43:06,601 - mmaction - INFO - Epoch [48][880/1345] lr: 1.000e-05, eta: 0:49:00, time: 0.621, data_time: 0.001, memory: 7127, top1_acc: 0.6961, top5_acc: 0.8867, loss_cls: 1.1828, loss: 1.1828, grad_norm: 8.9899 2021-06-07 14:43:19,442 - mmaction - INFO - Epoch [48][900/1345] lr: 1.000e-05, eta: 0:48:42, time: 0.642, data_time: 0.001, memory: 7127, top1_acc: 0.7109, top5_acc: 0.8992, loss_cls: 1.1310, loss: 1.1310, grad_norm: 9.2158 2021-06-07 14:43:31,616 - mmaction - INFO - Epoch [48][920/1345] lr: 1.000e-05, eta: 0:48:23, time: 0.608, data_time: 0.001, memory: 7127, top1_acc: 0.7102, top5_acc: 0.8945, loss_cls: 1.1282, loss: 1.1282, grad_norm: 9.0830 2021-06-07 14:43:44,281 - mmaction - INFO - Epoch [48][940/1345] lr: 1.000e-05, eta: 0:48:04, time: 0.633, data_time: 0.002, memory: 7127, top1_acc: 0.7047, top5_acc: 0.9070, loss_cls: 1.0729, loss: 1.0729, grad_norm: 9.0867 2021-06-07 14:43:57,335 - mmaction - INFO - Epoch [48][960/1345] lr: 1.000e-05, eta: 0:47:45, time: 0.653, data_time: 0.002, memory: 7127, top1_acc: 0.6820, top5_acc: 0.8828, loss_cls: 1.1970, loss: 1.1970, grad_norm: 9.4220 2021-06-07 14:44:09,909 - mmaction - INFO - Epoch [48][980/1345] lr: 1.000e-05, eta: 0:47:26, time: 0.628, data_time: 0.001, memory: 7127, top1_acc: 0.6992, top5_acc: 0.8930, loss_cls: 1.1521, loss: 1.1521, grad_norm: 9.1328 2021-06-07 14:44:23,520 - mmaction - INFO - Epoch [48][1000/1345] lr: 1.000e-05, eta: 0:47:07, time: 0.681, data_time: 0.002, memory: 7127, top1_acc: 0.6773, top5_acc: 0.8812, loss_cls: 1.2208, loss: 1.2208, grad_norm: 9.6111 2021-06-07 14:44:35,472 - mmaction - INFO - Epoch [48][1020/1345] lr: 1.000e-05, eta: 0:46:48, time: 0.598, data_time: 0.001, memory: 7127, top1_acc: 0.6891, top5_acc: 0.8875, loss_cls: 1.1889, loss: 1.1889, grad_norm: 9.2982 2021-06-07 14:44:48,167 - mmaction - INFO - Epoch [48][1040/1345] lr: 1.000e-05, eta: 0:46:29, time: 0.635, data_time: 0.002, memory: 7127, top1_acc: 0.7063, top5_acc: 0.8961, loss_cls: 1.1595, loss: 1.1595, grad_norm: 9.4026 2021-06-07 14:45:00,992 - mmaction - INFO - Epoch [48][1060/1345] lr: 1.000e-05, eta: 0:46:10, time: 0.641, data_time: 0.001, memory: 7127, top1_acc: 0.6820, top5_acc: 0.8891, loss_cls: 1.1984, loss: 1.1984, grad_norm: 9.4657 2021-06-07 14:45:14,589 - mmaction - INFO - Epoch [48][1080/1345] lr: 1.000e-05, eta: 0:45:51, time: 0.681, data_time: 0.002, memory: 7127, top1_acc: 0.7039, top5_acc: 0.8984, loss_cls: 1.1505, loss: 1.1505, grad_norm: 9.1696 2021-06-07 14:45:26,501 - mmaction - INFO - Epoch [48][1100/1345] lr: 1.000e-05, eta: 0:45:32, time: 0.595, data_time: 0.001, memory: 7127, top1_acc: 0.6969, top5_acc: 0.8969, loss_cls: 1.1527, loss: 1.1527, grad_norm: 9.3687 2021-06-07 14:45:38,948 - mmaction - INFO - Epoch [48][1120/1345] lr: 1.000e-05, eta: 0:45:14, time: 0.623, data_time: 0.002, memory: 7127, top1_acc: 0.6961, top5_acc: 0.8945, loss_cls: 1.1591, loss: 1.1591, grad_norm: 9.0900 2021-06-07 14:45:51,592 - mmaction - INFO - Epoch [48][1140/1345] lr: 1.000e-05, eta: 0:44:55, time: 0.632, data_time: 0.001, memory: 7127, top1_acc: 0.7117, top5_acc: 0.8867, loss_cls: 1.1391, loss: 1.1391, grad_norm: 9.3003 2021-06-07 14:46:05,066 - mmaction - INFO - Epoch [48][1160/1345] lr: 1.000e-05, eta: 0:44:36, time: 0.674, data_time: 0.001, memory: 7127, top1_acc: 0.7109, top5_acc: 0.8969, loss_cls: 1.1186, loss: 1.1186, grad_norm: 9.2181 2021-06-07 14:46:17,457 - mmaction - INFO - Epoch [48][1180/1345] lr: 1.000e-05, eta: 0:44:17, time: 0.617, data_time: 0.001, memory: 7127, top1_acc: 0.6891, top5_acc: 0.8852, loss_cls: 1.2023, loss: 1.2023, grad_norm: 9.5419 2021-06-07 14:46:30,256 - mmaction - INFO - Epoch [48][1200/1345] lr: 1.000e-05, eta: 0:43:58, time: 0.642, data_time: 0.003, memory: 7127, top1_acc: 0.6930, top5_acc: 0.8922, loss_cls: 1.1516, loss: 1.1516, grad_norm: 9.1634 2021-06-07 14:46:42,848 - mmaction - INFO - Epoch [48][1220/1345] lr: 1.000e-05, eta: 0:43:39, time: 0.629, data_time: 0.001, memory: 7127, top1_acc: 0.6898, top5_acc: 0.8852, loss_cls: 1.1895, loss: 1.1895, grad_norm: 8.9937 2021-06-07 14:46:55,644 - mmaction - INFO - Epoch [48][1240/1345] lr: 1.000e-05, eta: 0:43:20, time: 0.639, data_time: 0.002, memory: 7127, top1_acc: 0.6945, top5_acc: 0.8883, loss_cls: 1.1774, loss: 1.1774, grad_norm: 9.3513 2021-06-07 14:47:07,939 - mmaction - INFO - Epoch [48][1260/1345] lr: 1.000e-05, eta: 0:43:01, time: 0.615, data_time: 0.002, memory: 7127, top1_acc: 0.6859, top5_acc: 0.8922, loss_cls: 1.1999, loss: 1.1999, grad_norm: 9.1886 2021-06-07 14:47:21,058 - mmaction - INFO - Epoch [48][1280/1345] lr: 1.000e-05, eta: 0:42:43, time: 0.657, data_time: 0.002, memory: 7127, top1_acc: 0.7133, top5_acc: 0.8992, loss_cls: 1.1379, loss: 1.1379, grad_norm: 9.2417 2021-06-07 14:47:33,146 - mmaction - INFO - Epoch [48][1300/1345] lr: 1.000e-05, eta: 0:42:24, time: 0.604, data_time: 0.001, memory: 7127, top1_acc: 0.6930, top5_acc: 0.8828, loss_cls: 1.1946, loss: 1.1946, grad_norm: 9.4409 2021-06-07 14:47:45,784 - mmaction - INFO - Epoch [48][1320/1345] lr: 1.000e-05, eta: 0:42:05, time: 0.631, data_time: 0.001, memory: 7127, top1_acc: 0.6836, top5_acc: 0.8930, loss_cls: 1.1605, loss: 1.1605, grad_norm: 9.2166 2021-06-07 14:47:58,338 - mmaction - INFO - Epoch [48][1340/1345] lr: 1.000e-05, eta: 0:41:46, time: 0.628, data_time: 0.002, memory: 7127, top1_acc: 0.6883, top5_acc: 0.8789, loss_cls: 1.2269, loss: 1.2269, grad_norm: 9.1731 2021-06-07 14:48:05,883 - mmaction - INFO - Saving checkpoint at 48 epochs 2021-06-07 14:56:54,017 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-06-07 14:56:54,278 - mmaction - INFO - top1_acc 0.4724 top5_acc 0.7592 2021-06-07 14:56:54,278 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-06-07 14:56:54,346 - mmaction - INFO - mean_acc 0.4330 2021-06-07 14:56:54,349 - mmaction - INFO - Epoch(val) [48][1345] top1_acc: 0.4724, top5_acc: 0.7592, mean_class_accuracy: 0.4330 2021-06-07 15:04:26,236 - mmaction - INFO - Epoch [49][20/1345] lr: 1.000e-05, eta: 0:41:40, time: 22.591, data_time: 21.949, memory: 7127, top1_acc: 0.6859, top5_acc: 0.8875, loss_cls: 1.2091, loss: 1.2091, grad_norm: 9.2858 2021-06-07 15:04:36,342 - mmaction - INFO - Epoch [49][40/1345] lr: 1.000e-05, eta: 0:41:21, time: 0.507, data_time: 0.004, memory: 7127, top1_acc: 0.6734, top5_acc: 0.8875, loss_cls: 1.2307, loss: 1.2307, grad_norm: 9.4009 2021-06-07 15:04:46,786 - mmaction - INFO - Epoch [49][60/1345] lr: 1.000e-05, eta: 0:41:02, time: 0.522, data_time: 0.001, memory: 7127, top1_acc: 0.7102, top5_acc: 0.9031, loss_cls: 1.1074, loss: 1.1074, grad_norm: 9.0523 2021-06-07 15:04:56,838 - mmaction - INFO - Epoch [49][80/1345] lr: 1.000e-05, eta: 0:40:43, time: 0.502, data_time: 0.001, memory: 7127, top1_acc: 0.6961, top5_acc: 0.8922, loss_cls: 1.1368, loss: 1.1368, grad_norm: 8.9994 2021-06-07 15:05:06,994 - mmaction - INFO - Epoch [49][100/1345] lr: 1.000e-05, eta: 0:40:24, time: 0.508, data_time: 0.002, memory: 7127, top1_acc: 0.6906, top5_acc: 0.8977, loss_cls: 1.1574, loss: 1.1574, grad_norm: 9.0737 2021-06-07 15:05:17,180 - mmaction - INFO - Epoch [49][120/1345] lr: 1.000e-05, eta: 0:40:05, time: 0.509, data_time: 0.002, memory: 7127, top1_acc: 0.6953, top5_acc: 0.8891, loss_cls: 1.1844, loss: 1.1844, grad_norm: 9.2608 2021-06-07 15:05:27,306 - mmaction - INFO - Epoch [49][140/1345] lr: 1.000e-05, eta: 0:39:46, time: 0.507, data_time: 0.002, memory: 7127, top1_acc: 0.7094, top5_acc: 0.8898, loss_cls: 1.1237, loss: 1.1237, grad_norm: 9.1206 2021-06-07 15:05:37,696 - mmaction - INFO - Epoch [49][160/1345] lr: 1.000e-05, eta: 0:39:27, time: 0.519, data_time: 0.002, memory: 7127, top1_acc: 0.7133, top5_acc: 0.8961, loss_cls: 1.1184, loss: 1.1184, grad_norm: 9.0439 2021-06-07 15:05:48,089 - mmaction - INFO - Epoch [49][180/1345] lr: 1.000e-05, eta: 0:39:08, time: 0.519, data_time: 0.002, memory: 7127, top1_acc: 0.7047, top5_acc: 0.8898, loss_cls: 1.1657, loss: 1.1657, grad_norm: 9.0418 2021-06-07 15:05:58,800 - mmaction - INFO - Epoch [49][200/1345] lr: 1.000e-05, eta: 0:38:49, time: 0.537, data_time: 0.003, memory: 7127, top1_acc: 0.6930, top5_acc: 0.8875, loss_cls: 1.1747, loss: 1.1747, grad_norm: 9.2101 2021-06-07 15:06:09,445 - mmaction - INFO - Epoch [49][220/1345] lr: 1.000e-05, eta: 0:38:30, time: 0.532, data_time: 0.001, memory: 7127, top1_acc: 0.7016, top5_acc: 0.8914, loss_cls: 1.1311, loss: 1.1311, grad_norm: 9.0732 2021-06-07 15:06:20,359 - mmaction - INFO - Epoch [49][240/1345] lr: 1.000e-05, eta: 0:38:11, time: 0.544, data_time: 0.002, memory: 7127, top1_acc: 0.7109, top5_acc: 0.8977, loss_cls: 1.1386, loss: 1.1386, grad_norm: 9.2903 2021-06-07 15:06:31,332 - mmaction - INFO - Epoch [49][260/1345] lr: 1.000e-05, eta: 0:37:52, time: 0.551, data_time: 0.003, memory: 7127, top1_acc: 0.6930, top5_acc: 0.9008, loss_cls: 1.1235, loss: 1.1235, grad_norm: 9.1385 2021-06-07 15:06:42,704 - mmaction - INFO - Epoch [49][280/1345] lr: 1.000e-05, eta: 0:37:33, time: 0.569, data_time: 0.001, memory: 7127, top1_acc: 0.7023, top5_acc: 0.8875, loss_cls: 1.1677, loss: 1.1677, grad_norm: 8.9620 2021-06-07 15:06:54,224 - mmaction - INFO - Epoch [49][300/1345] lr: 1.000e-05, eta: 0:37:14, time: 0.576, data_time: 0.001, memory: 7127, top1_acc: 0.6805, top5_acc: 0.8867, loss_cls: 1.1956, loss: 1.1956, grad_norm: 9.4926 2021-06-07 15:07:05,342 - mmaction - INFO - Epoch [49][320/1345] lr: 1.000e-05, eta: 0:36:55, time: 0.556, data_time: 0.001, memory: 7127, top1_acc: 0.6891, top5_acc: 0.8875, loss_cls: 1.2093, loss: 1.2093, grad_norm: 9.2170 2021-06-07 15:07:16,828 - mmaction - INFO - Epoch [49][340/1345] lr: 1.000e-05, eta: 0:36:36, time: 0.575, data_time: 0.001, memory: 7127, top1_acc: 0.7055, top5_acc: 0.9086, loss_cls: 1.1047, loss: 1.1047, grad_norm: 8.8161 2021-06-07 15:07:28,823 - mmaction - INFO - Epoch [49][360/1345] lr: 1.000e-05, eta: 0:36:17, time: 0.600, data_time: 0.001, memory: 7127, top1_acc: 0.7305, top5_acc: 0.8992, loss_cls: 1.0979, loss: 1.0979, grad_norm: 9.1204 2021-06-07 15:07:40,500 - mmaction - INFO - Epoch [49][380/1345] lr: 1.000e-05, eta: 0:35:58, time: 0.584, data_time: 0.001, memory: 7127, top1_acc: 0.6953, top5_acc: 0.8883, loss_cls: 1.1735, loss: 1.1735, grad_norm: 9.1152 2021-06-07 15:07:52,702 - mmaction - INFO - Epoch [49][400/1345] lr: 1.000e-05, eta: 0:35:39, time: 0.610, data_time: 0.001, memory: 7127, top1_acc: 0.6906, top5_acc: 0.8953, loss_cls: 1.1871, loss: 1.1871, grad_norm: 9.0622 2021-06-07 15:08:06,520 - mmaction - INFO - Epoch [49][420/1345] lr: 1.000e-05, eta: 0:35:20, time: 0.691, data_time: 0.001, memory: 7127, top1_acc: 0.6875, top5_acc: 0.8953, loss_cls: 1.1590, loss: 1.1590, grad_norm: 8.9777 2021-06-07 15:08:18,376 - mmaction - INFO - Epoch [49][440/1345] lr: 1.000e-05, eta: 0:35:01, time: 0.593, data_time: 0.001, memory: 7127, top1_acc: 0.6930, top5_acc: 0.8852, loss_cls: 1.1823, loss: 1.1823, grad_norm: 9.2494 2021-06-07 15:08:31,105 - mmaction - INFO - Epoch [49][460/1345] lr: 1.000e-05, eta: 0:34:43, time: 0.636, data_time: 0.001, memory: 7127, top1_acc: 0.7063, top5_acc: 0.9047, loss_cls: 1.0969, loss: 1.0969, grad_norm: 9.2842 2021-06-07 15:08:43,885 - mmaction - INFO - Epoch [49][480/1345] lr: 1.000e-05, eta: 0:34:24, time: 0.639, data_time: 0.002, memory: 7127, top1_acc: 0.7016, top5_acc: 0.8953, loss_cls: 1.1527, loss: 1.1527, grad_norm: 9.1582 2021-06-07 15:08:56,814 - mmaction - INFO - Epoch [49][500/1345] lr: 1.000e-05, eta: 0:34:05, time: 0.647, data_time: 0.001, memory: 7127, top1_acc: 0.7117, top5_acc: 0.8953, loss_cls: 1.1202, loss: 1.1202, grad_norm: 9.1200 2021-06-07 15:09:09,568 - mmaction - INFO - Epoch [49][520/1345] lr: 1.000e-05, eta: 0:33:46, time: 0.638, data_time: 0.001, memory: 7127, top1_acc: 0.7211, top5_acc: 0.9125, loss_cls: 1.0696, loss: 1.0696, grad_norm: 8.7232 2021-06-07 15:09:21,662 - mmaction - INFO - Epoch [49][540/1345] lr: 1.000e-05, eta: 0:33:27, time: 0.603, data_time: 0.001, memory: 7127, top1_acc: 0.7031, top5_acc: 0.9094, loss_cls: 1.1272, loss: 1.1272, grad_norm: 9.0816 2021-06-07 15:09:33,841 - mmaction - INFO - Epoch [49][560/1345] lr: 1.000e-05, eta: 0:33:08, time: 0.609, data_time: 0.002, memory: 7127, top1_acc: 0.7180, top5_acc: 0.8945, loss_cls: 1.1194, loss: 1.1194, grad_norm: 8.9038 2021-06-07 15:09:47,046 - mmaction - INFO - Epoch [49][580/1345] lr: 1.000e-05, eta: 0:32:49, time: 0.661, data_time: 0.002, memory: 7127, top1_acc: 0.7031, top5_acc: 0.8883, loss_cls: 1.1664, loss: 1.1664, grad_norm: 9.1114 2021-06-07 15:09:59,095 - mmaction - INFO - Epoch [49][600/1345] lr: 1.000e-05, eta: 0:32:30, time: 0.602, data_time: 0.001, memory: 7127, top1_acc: 0.7211, top5_acc: 0.8992, loss_cls: 1.0763, loss: 1.0763, grad_norm: 8.9441 2021-06-07 15:10:11,875 - mmaction - INFO - Epoch [49][620/1345] lr: 1.000e-05, eta: 0:32:12, time: 0.639, data_time: 0.001, memory: 7127, top1_acc: 0.6797, top5_acc: 0.8820, loss_cls: 1.2320, loss: 1.2320, grad_norm: 9.2871 2021-06-07 15:10:24,335 - mmaction - INFO - Epoch [49][640/1345] lr: 1.000e-05, eta: 0:31:53, time: 0.622, data_time: 0.002, memory: 7127, top1_acc: 0.7039, top5_acc: 0.8828, loss_cls: 1.1692, loss: 1.1692, grad_norm: 8.8717 2021-06-07 15:10:36,924 - mmaction - INFO - Epoch [49][660/1345] lr: 1.000e-05, eta: 0:31:34, time: 0.630, data_time: 0.002, memory: 7127, top1_acc: 0.6984, top5_acc: 0.8789, loss_cls: 1.2004, loss: 1.2004, grad_norm: 9.5084 2021-06-07 15:10:50,945 - mmaction - INFO - Epoch [49][680/1345] lr: 1.000e-05, eta: 0:31:15, time: 0.701, data_time: 0.002, memory: 7127, top1_acc: 0.6898, top5_acc: 0.8766, loss_cls: 1.2089, loss: 1.2089, grad_norm: 9.5456 2021-06-07 15:11:02,365 - mmaction - INFO - Epoch [49][700/1345] lr: 1.000e-05, eta: 0:30:56, time: 0.570, data_time: 0.001, memory: 7127, top1_acc: 0.7031, top5_acc: 0.8883, loss_cls: 1.1630, loss: 1.1630, grad_norm: 9.3067 2021-06-07 15:11:14,570 - mmaction - INFO - Epoch [49][720/1345] lr: 1.000e-05, eta: 0:30:37, time: 0.611, data_time: 0.002, memory: 7127, top1_acc: 0.6922, top5_acc: 0.8883, loss_cls: 1.1694, loss: 1.1694, grad_norm: 8.8124 2021-06-07 15:11:27,365 - mmaction - INFO - Epoch [49][740/1345] lr: 1.000e-05, eta: 0:30:18, time: 0.639, data_time: 0.001, memory: 7127, top1_acc: 0.6914, top5_acc: 0.8969, loss_cls: 1.1732, loss: 1.1732, grad_norm: 9.3558 2021-06-07 15:11:39,387 - mmaction - INFO - Epoch [49][760/1345] lr: 1.000e-05, eta: 0:30:00, time: 0.602, data_time: 0.002, memory: 7127, top1_acc: 0.6914, top5_acc: 0.8852, loss_cls: 1.2119, loss: 1.2119, grad_norm: 9.4906 2021-06-07 15:11:51,317 - mmaction - INFO - Epoch [49][780/1345] lr: 1.000e-05, eta: 0:29:41, time: 0.597, data_time: 0.001, memory: 7127, top1_acc: 0.7070, top5_acc: 0.8969, loss_cls: 1.1266, loss: 1.1266, grad_norm: 8.6696 2021-06-07 15:12:04,159 - mmaction - INFO - Epoch [49][800/1345] lr: 1.000e-05, eta: 0:29:22, time: 0.642, data_time: 0.001, memory: 7127, top1_acc: 0.7188, top5_acc: 0.8914, loss_cls: 1.1189, loss: 1.1189, grad_norm: 9.0663 2021-06-07 15:12:16,942 - mmaction - INFO - Epoch [49][820/1345] lr: 1.000e-05, eta: 0:29:03, time: 0.639, data_time: 0.001, memory: 7127, top1_acc: 0.7016, top5_acc: 0.8836, loss_cls: 1.1766, loss: 1.1766, grad_norm: 9.3728 2021-06-07 15:12:28,320 - mmaction - INFO - Epoch [49][840/1345] lr: 1.000e-05, eta: 0:28:44, time: 0.569, data_time: 0.002, memory: 7127, top1_acc: 0.6945, top5_acc: 0.8953, loss_cls: 1.1418, loss: 1.1418, grad_norm: 9.4686 2021-06-07 15:12:40,572 - mmaction - INFO - Epoch [49][860/1345] lr: 1.000e-05, eta: 0:28:25, time: 0.612, data_time: 0.001, memory: 7127, top1_acc: 0.6891, top5_acc: 0.8875, loss_cls: 1.1994, loss: 1.1994, grad_norm: 9.5049 2021-06-07 15:12:52,619 - mmaction - INFO - Epoch [49][880/1345] lr: 1.000e-05, eta: 0:28:07, time: 0.603, data_time: 0.002, memory: 7127, top1_acc: 0.6914, top5_acc: 0.8891, loss_cls: 1.1930, loss: 1.1930, grad_norm: 9.2841 2021-06-07 15:13:05,006 - mmaction - INFO - Epoch [49][900/1345] lr: 1.000e-05, eta: 0:27:48, time: 0.619, data_time: 0.001, memory: 7127, top1_acc: 0.6875, top5_acc: 0.8836, loss_cls: 1.2341, loss: 1.2341, grad_norm: 9.4065 2021-06-07 15:13:18,013 - mmaction - INFO - Epoch [49][920/1345] lr: 1.000e-05, eta: 0:27:29, time: 0.650, data_time: 0.001, memory: 7127, top1_acc: 0.7016, top5_acc: 0.8938, loss_cls: 1.1240, loss: 1.1240, grad_norm: 8.8044 2021-06-07 15:13:29,222 - mmaction - INFO - Epoch [49][940/1345] lr: 1.000e-05, eta: 0:27:10, time: 0.561, data_time: 0.001, memory: 7127, top1_acc: 0.6961, top5_acc: 0.8844, loss_cls: 1.1796, loss: 1.1796, grad_norm: 9.1480 2021-06-07 15:13:41,807 - mmaction - INFO - Epoch [49][960/1345] lr: 1.000e-05, eta: 0:26:51, time: 0.629, data_time: 0.001, memory: 7127, top1_acc: 0.7188, top5_acc: 0.8945, loss_cls: 1.1296, loss: 1.1296, grad_norm: 9.0073 2021-06-07 15:13:53,959 - mmaction - INFO - Epoch [49][980/1345] lr: 1.000e-05, eta: 0:26:33, time: 0.608, data_time: 0.001, memory: 7127, top1_acc: 0.6969, top5_acc: 0.8969, loss_cls: 1.1516, loss: 1.1516, grad_norm: 9.2491 2021-06-07 15:14:05,679 - mmaction - INFO - Epoch [49][1000/1345] lr: 1.000e-05, eta: 0:26:14, time: 0.586, data_time: 0.001, memory: 7127, top1_acc: 0.6852, top5_acc: 0.8953, loss_cls: 1.1774, loss: 1.1774, grad_norm: 9.2164 2021-06-07 15:14:17,275 - mmaction - INFO - Epoch [49][1020/1345] lr: 1.000e-05, eta: 0:25:55, time: 0.579, data_time: 0.001, memory: 7127, top1_acc: 0.7086, top5_acc: 0.8977, loss_cls: 1.1295, loss: 1.1295, grad_norm: 9.1480 2021-06-07 15:14:29,312 - mmaction - INFO - Epoch [49][1040/1345] lr: 1.000e-05, eta: 0:25:36, time: 0.602, data_time: 0.002, memory: 7127, top1_acc: 0.6914, top5_acc: 0.8891, loss_cls: 1.1667, loss: 1.1667, grad_norm: 9.4771 2021-06-07 15:14:40,983 - mmaction - INFO - Epoch [49][1060/1345] lr: 1.000e-05, eta: 0:25:17, time: 0.581, data_time: 0.001, memory: 7127, top1_acc: 0.6789, top5_acc: 0.8930, loss_cls: 1.1953, loss: 1.1953, grad_norm: 9.2769 2021-06-07 15:14:52,936 - mmaction - INFO - Epoch [49][1080/1345] lr: 1.000e-05, eta: 0:24:59, time: 0.599, data_time: 0.004, memory: 7127, top1_acc: 0.7102, top5_acc: 0.8875, loss_cls: 1.1195, loss: 1.1195, grad_norm: 8.8560 2021-06-07 15:15:05,086 - mmaction - INFO - Epoch [49][1100/1345] lr: 1.000e-05, eta: 0:24:40, time: 0.608, data_time: 0.002, memory: 7127, top1_acc: 0.7203, top5_acc: 0.9031, loss_cls: 1.0836, loss: 1.0836, grad_norm: 9.1335 2021-06-07 15:15:16,770 - mmaction - INFO - Epoch [49][1120/1345] lr: 1.000e-05, eta: 0:24:21, time: 0.584, data_time: 0.001, memory: 7127, top1_acc: 0.7156, top5_acc: 0.8969, loss_cls: 1.0993, loss: 1.0993, grad_norm: 9.1441 2021-06-07 15:15:28,655 - mmaction - INFO - Epoch [49][1140/1345] lr: 1.000e-05, eta: 0:24:02, time: 0.595, data_time: 0.001, memory: 7127, top1_acc: 0.6977, top5_acc: 0.8930, loss_cls: 1.1649, loss: 1.1649, grad_norm: 9.1657 2021-06-07 15:15:40,453 - mmaction - INFO - Epoch [49][1160/1345] lr: 1.000e-05, eta: 0:23:43, time: 0.590, data_time: 0.001, memory: 7127, top1_acc: 0.7078, top5_acc: 0.8898, loss_cls: 1.1302, loss: 1.1302, grad_norm: 8.9647 2021-06-07 15:15:52,581 - mmaction - INFO - Epoch [49][1180/1345] lr: 1.000e-05, eta: 0:23:25, time: 0.606, data_time: 0.001, memory: 7127, top1_acc: 0.6883, top5_acc: 0.8914, loss_cls: 1.1958, loss: 1.1958, grad_norm: 9.3747 2021-06-07 15:16:04,581 - mmaction - INFO - Epoch [49][1200/1345] lr: 1.000e-05, eta: 0:23:06, time: 0.600, data_time: 0.001, memory: 7127, top1_acc: 0.7172, top5_acc: 0.9117, loss_cls: 1.0772, loss: 1.0772, grad_norm: 8.8218 2021-06-07 15:16:15,907 - mmaction - INFO - Epoch [49][1220/1345] lr: 1.000e-05, eta: 0:22:47, time: 0.566, data_time: 0.001, memory: 7127, top1_acc: 0.7078, top5_acc: 0.8992, loss_cls: 1.1465, loss: 1.1465, grad_norm: 9.3054 2021-06-07 15:16:28,762 - mmaction - INFO - Epoch [49][1240/1345] lr: 1.000e-05, eta: 0:22:28, time: 0.643, data_time: 0.002, memory: 7127, top1_acc: 0.6875, top5_acc: 0.8945, loss_cls: 1.1754, loss: 1.1754, grad_norm: 9.2656 2021-06-07 15:16:40,136 - mmaction - INFO - Epoch [49][1260/1345] lr: 1.000e-05, eta: 0:22:10, time: 0.568, data_time: 0.001, memory: 7127, top1_acc: 0.7180, top5_acc: 0.9039, loss_cls: 1.0934, loss: 1.0934, grad_norm: 9.1288 2021-06-07 15:16:52,993 - mmaction - INFO - Epoch [49][1280/1345] lr: 1.000e-05, eta: 0:21:51, time: 0.643, data_time: 0.002, memory: 7127, top1_acc: 0.7008, top5_acc: 0.8875, loss_cls: 1.1934, loss: 1.1934, grad_norm: 9.4089 2021-06-07 15:17:04,852 - mmaction - INFO - Epoch [49][1300/1345] lr: 1.000e-05, eta: 0:21:32, time: 0.592, data_time: 0.001, memory: 7127, top1_acc: 0.6898, top5_acc: 0.8828, loss_cls: 1.1893, loss: 1.1893, grad_norm: 9.3016 2021-06-07 15:17:16,801 - mmaction - INFO - Epoch [49][1320/1345] lr: 1.000e-05, eta: 0:21:13, time: 0.598, data_time: 0.003, memory: 7127, top1_acc: 0.7078, top5_acc: 0.9023, loss_cls: 1.1582, loss: 1.1582, grad_norm: 9.5407 2021-06-07 15:17:29,143 - mmaction - INFO - Epoch [49][1340/1345] lr: 1.000e-05, eta: 0:20:55, time: 0.618, data_time: 0.002, memory: 7127, top1_acc: 0.7133, top5_acc: 0.9000, loss_cls: 1.1091, loss: 1.1091, grad_norm: 9.1113 2021-06-07 15:17:36,577 - mmaction - INFO - Saving checkpoint at 49 epochs 2021-06-07 15:26:24,194 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-06-07 15:26:24,443 - mmaction - INFO - top1_acc 0.4692 top5_acc 0.7599 2021-06-07 15:26:24,443 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-06-07 15:26:24,503 - mmaction - INFO - mean_acc 0.4290 2021-06-07 15:26:24,509 - mmaction - INFO - Epoch(val) [49][1345] top1_acc: 0.4692, top5_acc: 0.7599, mean_class_accuracy: 0.4290 2021-06-07 15:34:01,219 - mmaction - INFO - Epoch [50][20/1345] lr: 1.000e-05, eta: 0:20:40, time: 22.833, data_time: 22.201, memory: 7127, top1_acc: 0.7078, top5_acc: 0.8875, loss_cls: 1.1593, loss: 1.1593, grad_norm: 9.1239 2021-06-07 15:34:11,465 - mmaction - INFO - Epoch [50][40/1345] lr: 1.000e-05, eta: 0:20:21, time: 0.512, data_time: 0.003, memory: 7127, top1_acc: 0.6883, top5_acc: 0.8828, loss_cls: 1.1769, loss: 1.1769, grad_norm: 9.3708 2021-06-07 15:34:21,550 - mmaction - INFO - Epoch [50][60/1345] lr: 1.000e-05, eta: 0:20:02, time: 0.505, data_time: 0.002, memory: 7127, top1_acc: 0.7109, top5_acc: 0.8969, loss_cls: 1.1366, loss: 1.1366, grad_norm: 8.7651 2021-06-07 15:34:31,649 - mmaction - INFO - Epoch [50][80/1345] lr: 1.000e-05, eta: 0:19:44, time: 0.506, data_time: 0.002, memory: 7127, top1_acc: 0.7000, top5_acc: 0.8922, loss_cls: 1.1697, loss: 1.1697, grad_norm: 9.1064 2021-06-07 15:34:41,889 - mmaction - INFO - Epoch [50][100/1345] lr: 1.000e-05, eta: 0:19:25, time: 0.511, data_time: 0.001, memory: 7127, top1_acc: 0.7000, top5_acc: 0.8883, loss_cls: 1.1715, loss: 1.1715, grad_norm: 8.9405 2021-06-07 15:34:51,932 - mmaction - INFO - Epoch [50][120/1345] lr: 1.000e-05, eta: 0:19:06, time: 0.502, data_time: 0.002, memory: 7127, top1_acc: 0.6734, top5_acc: 0.8781, loss_cls: 1.2339, loss: 1.2339, grad_norm: 9.5003 2021-06-07 15:35:02,141 - mmaction - INFO - Epoch [50][140/1345] lr: 1.000e-05, eta: 0:18:47, time: 0.509, data_time: 0.002, memory: 7127, top1_acc: 0.6687, top5_acc: 0.8766, loss_cls: 1.2267, loss: 1.2267, grad_norm: 9.2993 2021-06-07 15:35:13,014 - mmaction - INFO - Epoch [50][160/1345] lr: 1.000e-05, eta: 0:18:28, time: 0.545, data_time: 0.003, memory: 7127, top1_acc: 0.7016, top5_acc: 0.9008, loss_cls: 1.1026, loss: 1.1026, grad_norm: 9.0143 2021-06-07 15:35:23,396 - mmaction - INFO - Epoch [50][180/1345] lr: 1.000e-05, eta: 0:18:09, time: 0.519, data_time: 0.002, memory: 7127, top1_acc: 0.7047, top5_acc: 0.8945, loss_cls: 1.1344, loss: 1.1344, grad_norm: 9.2793 2021-06-07 15:35:33,797 - mmaction - INFO - Epoch [50][200/1345] lr: 1.000e-05, eta: 0:17:50, time: 0.520, data_time: 0.002, memory: 7127, top1_acc: 0.7023, top5_acc: 0.9039, loss_cls: 1.1476, loss: 1.1476, grad_norm: 9.0637 2021-06-07 15:35:44,733 - mmaction - INFO - Epoch [50][220/1345] lr: 1.000e-05, eta: 0:17:31, time: 0.547, data_time: 0.002, memory: 7127, top1_acc: 0.7117, top5_acc: 0.8914, loss_cls: 1.1230, loss: 1.1230, grad_norm: 8.9088 2021-06-07 15:35:55,559 - mmaction - INFO - Epoch [50][240/1345] lr: 1.000e-05, eta: 0:17:13, time: 0.541, data_time: 0.002, memory: 7127, top1_acc: 0.6898, top5_acc: 0.8883, loss_cls: 1.1655, loss: 1.1655, grad_norm: 9.4154 2021-06-07 15:36:08,178 - mmaction - INFO - Epoch [50][260/1345] lr: 1.000e-05, eta: 0:16:54, time: 0.632, data_time: 0.001, memory: 7127, top1_acc: 0.7047, top5_acc: 0.8992, loss_cls: 1.1421, loss: 1.1421, grad_norm: 9.1502 2021-06-07 15:36:19,082 - mmaction - INFO - Epoch [50][280/1345] lr: 1.000e-05, eta: 0:16:35, time: 0.545, data_time: 0.001, memory: 7127, top1_acc: 0.7094, top5_acc: 0.9000, loss_cls: 1.1431, loss: 1.1431, grad_norm: 9.1580 2021-06-07 15:36:31,050 - mmaction - INFO - Epoch [50][300/1345] lr: 1.000e-05, eta: 0:16:16, time: 0.598, data_time: 0.001, memory: 7127, top1_acc: 0.6687, top5_acc: 0.8875, loss_cls: 1.2167, loss: 1.2167, grad_norm: 9.1766 2021-06-07 15:36:42,415 - mmaction - INFO - Epoch [50][320/1345] lr: 1.000e-05, eta: 0:15:57, time: 0.567, data_time: 0.001, memory: 7127, top1_acc: 0.7063, top5_acc: 0.9031, loss_cls: 1.1032, loss: 1.1032, grad_norm: 9.2622 2021-06-07 15:36:54,594 - mmaction - INFO - Epoch [50][340/1345] lr: 1.000e-05, eta: 0:15:39, time: 0.609, data_time: 0.002, memory: 7127, top1_acc: 0.6945, top5_acc: 0.8930, loss_cls: 1.1464, loss: 1.1464, grad_norm: 9.4075 2021-06-07 15:37:07,460 - mmaction - INFO - Epoch [50][360/1345] lr: 1.000e-05, eta: 0:15:20, time: 0.643, data_time: 0.002, memory: 7127, top1_acc: 0.6805, top5_acc: 0.8844, loss_cls: 1.2462, loss: 1.2462, grad_norm: 9.2573 2021-06-07 15:37:20,507 - mmaction - INFO - Epoch [50][380/1345] lr: 1.000e-05, eta: 0:15:01, time: 0.650, data_time: 0.001, memory: 7127, top1_acc: 0.6883, top5_acc: 0.8773, loss_cls: 1.2097, loss: 1.2097, grad_norm: 9.1469 2021-06-07 15:37:32,949 - mmaction - INFO - Epoch [50][400/1345] lr: 1.000e-05, eta: 0:14:42, time: 0.624, data_time: 0.004, memory: 7127, top1_acc: 0.6875, top5_acc: 0.8859, loss_cls: 1.2136, loss: 1.2136, grad_norm: 9.6164 2021-06-07 15:37:44,543 - mmaction - INFO - Epoch [50][420/1345] lr: 1.000e-05, eta: 0:14:24, time: 0.580, data_time: 0.002, memory: 7127, top1_acc: 0.6828, top5_acc: 0.8891, loss_cls: 1.1837, loss: 1.1837, grad_norm: 9.4850 2021-06-07 15:37:56,462 - mmaction - INFO - Epoch [50][440/1345] lr: 1.000e-05, eta: 0:14:05, time: 0.597, data_time: 0.002, memory: 7127, top1_acc: 0.7023, top5_acc: 0.8883, loss_cls: 1.1814, loss: 1.1814, grad_norm: 9.1995 2021-06-07 15:38:08,300 - mmaction - INFO - Epoch [50][460/1345] lr: 1.000e-05, eta: 0:13:46, time: 0.592, data_time: 0.001, memory: 7127, top1_acc: 0.7188, top5_acc: 0.8992, loss_cls: 1.1133, loss: 1.1133, grad_norm: 8.8545 2021-06-07 15:38:20,682 - mmaction - INFO - Epoch [50][480/1345] lr: 1.000e-05, eta: 0:13:27, time: 0.619, data_time: 0.001, memory: 7127, top1_acc: 0.7063, top5_acc: 0.8938, loss_cls: 1.1163, loss: 1.1163, grad_norm: 8.9182 2021-06-07 15:38:34,073 - mmaction - INFO - Epoch [50][500/1345] lr: 1.000e-05, eta: 0:13:08, time: 0.670, data_time: 0.001, memory: 7127, top1_acc: 0.7023, top5_acc: 0.8891, loss_cls: 1.1509, loss: 1.1509, grad_norm: 8.9750 2021-06-07 15:38:46,145 - mmaction - INFO - Epoch [50][520/1345] lr: 1.000e-05, eta: 0:12:50, time: 0.604, data_time: 0.001, memory: 7127, top1_acc: 0.6969, top5_acc: 0.8922, loss_cls: 1.1671, loss: 1.1671, grad_norm: 9.3418 2021-06-07 15:38:58,167 - mmaction - INFO - Epoch [50][540/1345] lr: 1.000e-05, eta: 0:12:31, time: 0.601, data_time: 0.001, memory: 7127, top1_acc: 0.6742, top5_acc: 0.8797, loss_cls: 1.2741, loss: 1.2741, grad_norm: 9.5934 2021-06-07 15:39:10,580 - mmaction - INFO - Epoch [50][560/1345] lr: 1.000e-05, eta: 0:12:12, time: 0.620, data_time: 0.001, memory: 7127, top1_acc: 0.6930, top5_acc: 0.8938, loss_cls: 1.1699, loss: 1.1699, grad_norm: 9.4171 2021-06-07 15:39:22,614 - mmaction - INFO - Epoch [50][580/1345] lr: 1.000e-05, eta: 0:11:53, time: 0.603, data_time: 0.002, memory: 7127, top1_acc: 0.6992, top5_acc: 0.8758, loss_cls: 1.1990, loss: 1.1990, grad_norm: 9.3929 2021-06-07 15:39:35,151 - mmaction - INFO - Epoch [50][600/1345] lr: 1.000e-05, eta: 0:11:35, time: 0.627, data_time: 0.002, memory: 7127, top1_acc: 0.7094, top5_acc: 0.9078, loss_cls: 1.0934, loss: 1.0934, grad_norm: 9.0013 2021-06-07 15:39:47,722 - mmaction - INFO - Epoch [50][620/1345] lr: 1.000e-05, eta: 0:11:16, time: 0.628, data_time: 0.001, memory: 7127, top1_acc: 0.6734, top5_acc: 0.8875, loss_cls: 1.2261, loss: 1.2261, grad_norm: 9.5212 2021-06-07 15:40:00,507 - mmaction - INFO - Epoch [50][640/1345] lr: 1.000e-05, eta: 0:10:57, time: 0.640, data_time: 0.003, memory: 7127, top1_acc: 0.6875, top5_acc: 0.9016, loss_cls: 1.1772, loss: 1.1772, grad_norm: 9.2847 2021-06-07 15:40:12,721 - mmaction - INFO - Epoch [50][660/1345] lr: 1.000e-05, eta: 0:10:39, time: 0.610, data_time: 0.001, memory: 7127, top1_acc: 0.6906, top5_acc: 0.8781, loss_cls: 1.1872, loss: 1.1872, grad_norm: 9.2526 2021-06-07 15:40:25,141 - mmaction - INFO - Epoch [50][680/1345] lr: 1.000e-05, eta: 0:10:20, time: 0.622, data_time: 0.002, memory: 7127, top1_acc: 0.6977, top5_acc: 0.8945, loss_cls: 1.1665, loss: 1.1665, grad_norm: 9.4578 2021-06-07 15:40:37,812 - mmaction - INFO - Epoch [50][700/1345] lr: 1.000e-05, eta: 0:10:01, time: 0.633, data_time: 0.001, memory: 7127, top1_acc: 0.6883, top5_acc: 0.8883, loss_cls: 1.1668, loss: 1.1668, grad_norm: 9.1895 2021-06-07 15:40:50,280 - mmaction - INFO - Epoch [50][720/1345] lr: 1.000e-05, eta: 0:09:42, time: 0.623, data_time: 0.002, memory: 7127, top1_acc: 0.7047, top5_acc: 0.8992, loss_cls: 1.1284, loss: 1.1284, grad_norm: 9.1148 2021-06-07 15:41:03,385 - mmaction - INFO - Epoch [50][740/1345] lr: 1.000e-05, eta: 0:09:24, time: 0.655, data_time: 0.002, memory: 7127, top1_acc: 0.6883, top5_acc: 0.8883, loss_cls: 1.2066, loss: 1.2066, grad_norm: 9.2214 2021-06-07 15:41:16,207 - mmaction - INFO - Epoch [50][760/1345] lr: 1.000e-05, eta: 0:09:05, time: 0.641, data_time: 0.002, memory: 7127, top1_acc: 0.7039, top5_acc: 0.8859, loss_cls: 1.1721, loss: 1.1721, grad_norm: 9.4130 2021-06-07 15:41:28,735 - mmaction - INFO - Epoch [50][780/1345] lr: 1.000e-05, eta: 0:08:46, time: 0.627, data_time: 0.002, memory: 7127, top1_acc: 0.7125, top5_acc: 0.8898, loss_cls: 1.1360, loss: 1.1360, grad_norm: 9.0387 2021-06-07 15:41:41,912 - mmaction - INFO - Epoch [50][800/1345] lr: 1.000e-05, eta: 0:08:28, time: 0.658, data_time: 0.002, memory: 7127, top1_acc: 0.6953, top5_acc: 0.8977, loss_cls: 1.1458, loss: 1.1458, grad_norm: 9.2368 2021-06-07 15:41:54,591 - mmaction - INFO - Epoch [50][820/1345] lr: 1.000e-05, eta: 0:08:09, time: 0.634, data_time: 0.001, memory: 7127, top1_acc: 0.7000, top5_acc: 0.8828, loss_cls: 1.1403, loss: 1.1403, grad_norm: 8.8742 2021-06-07 15:42:07,225 - mmaction - INFO - Epoch [50][840/1345] lr: 1.000e-05, eta: 0:07:50, time: 0.631, data_time: 0.002, memory: 7127, top1_acc: 0.7141, top5_acc: 0.8969, loss_cls: 1.1513, loss: 1.1513, grad_norm: 9.3669 2021-06-07 15:42:19,936 - mmaction - INFO - Epoch [50][860/1345] lr: 1.000e-05, eta: 0:07:32, time: 0.637, data_time: 0.002, memory: 7127, top1_acc: 0.6891, top5_acc: 0.8898, loss_cls: 1.1814, loss: 1.1814, grad_norm: 9.3151 2021-06-07 15:42:33,038 - mmaction - INFO - Epoch [50][880/1345] lr: 1.000e-05, eta: 0:07:13, time: 0.655, data_time: 0.001, memory: 7127, top1_acc: 0.7094, top5_acc: 0.8805, loss_cls: 1.1497, loss: 1.1497, grad_norm: 9.2455 2021-06-07 15:42:45,935 - mmaction - INFO - Epoch [50][900/1345] lr: 1.000e-05, eta: 0:06:54, time: 0.645, data_time: 0.001, memory: 7127, top1_acc: 0.6914, top5_acc: 0.8906, loss_cls: 1.1926, loss: 1.1926, grad_norm: 9.3493 2021-06-07 15:42:59,220 - mmaction - INFO - Epoch [50][920/1345] lr: 1.000e-05, eta: 0:06:36, time: 0.664, data_time: 0.001, memory: 7127, top1_acc: 0.6906, top5_acc: 0.8867, loss_cls: 1.1758, loss: 1.1758, grad_norm: 9.0877 2021-06-07 15:43:11,504 - mmaction - INFO - Epoch [50][940/1345] lr: 1.000e-05, eta: 0:06:17, time: 0.614, data_time: 0.001, memory: 7127, top1_acc: 0.6930, top5_acc: 0.8875, loss_cls: 1.1721, loss: 1.1721, grad_norm: 9.2524 2021-06-07 15:43:25,341 - mmaction - INFO - Epoch [50][960/1345] lr: 1.000e-05, eta: 0:05:58, time: 0.692, data_time: 0.001, memory: 7127, top1_acc: 0.7000, top5_acc: 0.9016, loss_cls: 1.1569, loss: 1.1569, grad_norm: 9.1836 2021-06-07 15:43:37,934 - mmaction - INFO - Epoch [50][980/1345] lr: 1.000e-05, eta: 0:05:40, time: 0.629, data_time: 0.001, memory: 7127, top1_acc: 0.6883, top5_acc: 0.8922, loss_cls: 1.1735, loss: 1.1735, grad_norm: 9.2255 2021-06-07 15:43:50,203 - mmaction - INFO - Epoch [50][1000/1345] lr: 1.000e-05, eta: 0:05:21, time: 0.614, data_time: 0.002, memory: 7127, top1_acc: 0.7008, top5_acc: 0.9047, loss_cls: 1.1302, loss: 1.1302, grad_norm: 9.2296 2021-06-07 15:44:02,707 - mmaction - INFO - Epoch [50][1020/1345] lr: 1.000e-05, eta: 0:05:02, time: 0.624, data_time: 0.001, memory: 7127, top1_acc: 0.7031, top5_acc: 0.8844, loss_cls: 1.1957, loss: 1.1957, grad_norm: 9.2719 2021-06-07 15:44:15,323 - mmaction - INFO - Epoch [50][1040/1345] lr: 1.000e-05, eta: 0:04:44, time: 0.632, data_time: 0.003, memory: 7127, top1_acc: 0.6992, top5_acc: 0.9000, loss_cls: 1.1466, loss: 1.1466, grad_norm: 9.4705 2021-06-07 15:44:28,065 - mmaction - INFO - Epoch [50][1060/1345] lr: 1.000e-05, eta: 0:04:25, time: 0.637, data_time: 0.001, memory: 7127, top1_acc: 0.7148, top5_acc: 0.9180, loss_cls: 1.0265, loss: 1.0265, grad_norm: 8.9632 2021-06-07 15:44:41,605 - mmaction - INFO - Epoch [50][1080/1345] lr: 1.000e-05, eta: 0:04:06, time: 0.678, data_time: 0.002, memory: 7127, top1_acc: 0.6805, top5_acc: 0.8859, loss_cls: 1.1758, loss: 1.1758, grad_norm: 9.4882 2021-06-07 15:44:53,492 - mmaction - INFO - Epoch [50][1100/1345] lr: 1.000e-05, eta: 0:03:48, time: 0.594, data_time: 0.001, memory: 7127, top1_acc: 0.7023, top5_acc: 0.8914, loss_cls: 1.1585, loss: 1.1585, grad_norm: 9.1185 2021-06-07 15:45:05,741 - mmaction - INFO - Epoch [50][1120/1345] lr: 1.000e-05, eta: 0:03:29, time: 0.613, data_time: 0.001, memory: 7127, top1_acc: 0.6977, top5_acc: 0.8977, loss_cls: 1.1367, loss: 1.1367, grad_norm: 9.2295 2021-06-07 15:45:19,034 - mmaction - INFO - Epoch [50][1140/1345] lr: 1.000e-05, eta: 0:03:10, time: 0.664, data_time: 0.001, memory: 7127, top1_acc: 0.7109, top5_acc: 0.8805, loss_cls: 1.1415, loss: 1.1415, grad_norm: 9.2953 2021-06-07 15:45:30,870 - mmaction - INFO - Epoch [50][1160/1345] lr: 1.000e-05, eta: 0:02:52, time: 0.592, data_time: 0.001, memory: 7127, top1_acc: 0.6992, top5_acc: 0.8953, loss_cls: 1.1515, loss: 1.1515, grad_norm: 9.1244 2021-06-07 15:45:43,367 - mmaction - INFO - Epoch [50][1180/1345] lr: 1.000e-05, eta: 0:02:33, time: 0.625, data_time: 0.001, memory: 7127, top1_acc: 0.6922, top5_acc: 0.8977, loss_cls: 1.1457, loss: 1.1457, grad_norm: 9.1379 2021-06-07 15:45:55,882 - mmaction - INFO - Epoch [50][1200/1345] lr: 1.000e-05, eta: 0:02:14, time: 0.626, data_time: 0.002, memory: 7127, top1_acc: 0.7086, top5_acc: 0.8961, loss_cls: 1.1391, loss: 1.1391, grad_norm: 9.0261 2021-06-07 15:46:08,598 - mmaction - INFO - Epoch [50][1220/1345] lr: 1.000e-05, eta: 0:01:56, time: 0.635, data_time: 0.001, memory: 7127, top1_acc: 0.7211, top5_acc: 0.9047, loss_cls: 1.0910, loss: 1.0910, grad_norm: 9.1249 2021-06-07 15:46:20,753 - mmaction - INFO - Epoch [50][1240/1345] lr: 1.000e-05, eta: 0:01:37, time: 0.609, data_time: 0.003, memory: 7127, top1_acc: 0.6820, top5_acc: 0.8938, loss_cls: 1.2023, loss: 1.2023, grad_norm: 9.7537 2021-06-07 15:46:33,194 - mmaction - INFO - Epoch [50][1260/1345] lr: 1.000e-05, eta: 0:01:19, time: 0.622, data_time: 0.001, memory: 7127, top1_acc: 0.6766, top5_acc: 0.8852, loss_cls: 1.1914, loss: 1.1914, grad_norm: 9.1990 2021-06-07 15:46:45,478 - mmaction - INFO - Epoch [50][1280/1345] lr: 1.000e-05, eta: 0:01:00, time: 0.614, data_time: 0.001, memory: 7127, top1_acc: 0.7148, top5_acc: 0.9016, loss_cls: 1.0873, loss: 1.0873, grad_norm: 9.2641 2021-06-07 15:46:58,145 - mmaction - INFO - Epoch [50][1300/1345] lr: 1.000e-05, eta: 0:00:41, time: 0.633, data_time: 0.001, memory: 7127, top1_acc: 0.6922, top5_acc: 0.9016, loss_cls: 1.1735, loss: 1.1735, grad_norm: 9.1412 2021-06-07 15:47:11,358 - mmaction - INFO - Epoch [50][1320/1345] lr: 1.000e-05, eta: 0:00:23, time: 0.661, data_time: 0.001, memory: 7127, top1_acc: 0.6930, top5_acc: 0.8875, loss_cls: 1.1829, loss: 1.1829, grad_norm: 9.2532 2021-06-07 15:47:23,255 - mmaction - INFO - Epoch [50][1340/1345] lr: 1.000e-05, eta: 0:00:04, time: 0.595, data_time: 0.001, memory: 7127, top1_acc: 0.6820, top5_acc: 0.8766, loss_cls: 1.2255, loss: 1.2255, grad_norm: 9.5609 2021-06-07 15:47:30,707 - mmaction - INFO - Saving checkpoint at 50 epochs 2021-06-07 15:56:08,027 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-06-07 15:56:08,269 - mmaction - INFO - top1_acc 0.4745 top5_acc 0.7600 2021-06-07 15:56:08,269 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-06-07 15:56:08,329 - mmaction - INFO - mean_acc 0.4347 2021-06-07 15:56:09,279 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_50.pth. 2021-06-07 15:56:09,279 - mmaction - INFO - Best top1_acc is 0.4745 at 50 epoch. 2021-06-07 15:56:09,284 - mmaction - INFO - Epoch(val) [50][1345] top1_acc: 0.4745, top5_acc: 0.7600, mean_class_accuracy: 0.4347