2021-06-07 15:53:36,713 - 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 ------------------------------------------------------------ 2021-06-07 15:53:36,714 - mmaction - INFO - Distributed training: True 2021-06-07 15:53:37,896 - 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=16, tam_cfg=dict(use_init=False)), cls_head=dict( type='TSMHead', num_classes=174, num_segments=16, 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=16), 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=16, 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=16, 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=4, 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=16), 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=16, 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=16, 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_1x1x16_50e_sthv1_rgb_without_init/' gpu_ids = range(0, 16) omnisource = False module_hooks = [] 2021-06-07 15:54:03,568 - mmaction - INFO - These parameters in pretrained checkpoint are not loaded: {'fc.bias', 'fc.weight'} 2021-06-07 15:54:06,741 - mmaction - INFO - Start running, host: linjintao@SH-IDC1-10-5-30-84, work_dir: /mnt/lustre/linjintao/try/mmaction2_dev/work_dirs/tanet_r50_flip_1x1x16_50e_sthv1_rgb_without_init 2021-06-07 15:54:06,742 - mmaction - INFO - workflow: [('train', 1)], max: 50 epochs 2021-06-07 16:01:53,931 - mmaction - INFO - Epoch [1][20/1345] lr: 1.000e-02, eta: 18 days, 4:11:20, time: 23.357, data_time: 22.479, memory: 7129, top1_acc: 0.0109, top5_acc: 0.0523, loss_cls: 5.6231, loss: 5.6231, grad_norm: 3.8660 2021-06-07 16:02:04,700 - mmaction - INFO - Epoch [1][40/1345] lr: 1.000e-02, eta: 9 days, 7:04:26, time: 0.540, data_time: 0.004, memory: 7129, top1_acc: 0.0141, top5_acc: 0.0484, loss_cls: 5.6104, loss: 5.6104, grad_norm: 3.7449 2021-06-07 16:02:15,388 - mmaction - INFO - Epoch [1][60/1345] lr: 1.000e-02, eta: 6 days, 7:59:04, time: 0.532, data_time: 0.001, memory: 7129, top1_acc: 0.0078, top5_acc: 0.0437, loss_cls: 5.3058, loss: 5.3058, grad_norm: 2.0601 2021-06-07 16:02:25,962 - mmaction - INFO - Epoch [1][80/1345] lr: 1.000e-02, eta: 4 days, 20:25:47, time: 0.531, data_time: 0.003, memory: 7129, top1_acc: 0.0102, top5_acc: 0.0328, loss_cls: 5.1662, loss: 5.1662, grad_norm: 1.2709 2021-06-07 16:02:36,604 - mmaction - INFO - Epoch [1][100/1345] lr: 1.000e-02, eta: 3 days, 23:05:44, time: 0.531, data_time: 0.001, memory: 7129, top1_acc: 0.0031, top5_acc: 0.0484, loss_cls: 5.1325, loss: 5.1325, grad_norm: 1.1966 2021-06-07 16:02:47,397 - mmaction - INFO - Epoch [1][120/1345] lr: 1.000e-02, eta: 3 days, 8:54:03, time: 0.540, data_time: 0.003, memory: 7129, top1_acc: 0.0094, top5_acc: 0.0422, loss_cls: 5.0973, loss: 5.0973, grad_norm: 0.8368 2021-06-07 16:02:58,294 - mmaction - INFO - Epoch [1][140/1345] lr: 1.000e-02, eta: 2 days, 22:46:35, time: 0.546, data_time: 0.002, memory: 7129, top1_acc: 0.0117, top5_acc: 0.0445, loss_cls: 5.0931, loss: 5.0931, grad_norm: 0.8633 2021-06-07 16:03:09,308 - mmaction - INFO - Epoch [1][160/1345] lr: 1.000e-02, eta: 2 days, 15:11:39, time: 0.551, data_time: 0.002, memory: 7129, top1_acc: 0.0117, top5_acc: 0.0477, loss_cls: 5.0887, loss: 5.0887, grad_norm: 0.9932 2021-06-07 16:03:20,221 - mmaction - INFO - Epoch [1][180/1345] lr: 1.000e-02, eta: 2 days, 9:17:06, time: 0.546, data_time: 0.001, memory: 7129, top1_acc: 0.0102, top5_acc: 0.0523, loss_cls: 5.0986, loss: 5.0986, grad_norm: 1.6822 2021-06-07 16:03:32,737 - mmaction - INFO - Epoch [1][200/1345] lr: 1.000e-02, eta: 2 days, 4:42:27, time: 0.626, data_time: 0.002, memory: 7129, top1_acc: 0.0063, top5_acc: 0.0305, loss_cls: 5.0933, loss: 5.0933, grad_norm: 1.1792 2021-06-07 16:03:45,686 - mmaction - INFO - Epoch [1][220/1345] lr: 1.000e-02, eta: 2 days, 0:59:50, time: 0.647, data_time: 0.001, memory: 7129, top1_acc: 0.0078, top5_acc: 0.0578, loss_cls: 5.0691, loss: 5.0691, grad_norm: 0.8917 2021-06-07 16:03:57,599 - mmaction - INFO - Epoch [1][240/1345] lr: 1.000e-02, eta: 1 day, 21:49:14, time: 0.593, data_time: 0.001, memory: 7129, top1_acc: 0.0125, top5_acc: 0.0547, loss_cls: 5.0641, loss: 5.0641, grad_norm: 1.1611 2021-06-07 16:04:10,038 - mmaction - INFO - Epoch [1][260/1345] lr: 1.000e-02, eta: 1 day, 19:10:38, time: 0.625, data_time: 0.004, memory: 7129, top1_acc: 0.0117, top5_acc: 0.0563, loss_cls: 5.0505, loss: 5.0505, grad_norm: 1.6651 2021-06-07 16:04:22,840 - mmaction - INFO - Epoch [1][280/1345] lr: 1.000e-02, eta: 1 day, 16:55:53, time: 0.640, data_time: 0.001, memory: 7129, top1_acc: 0.0180, top5_acc: 0.0672, loss_cls: 5.0429, loss: 5.0429, grad_norm: 1.4270 2021-06-07 16:04:37,468 - mmaction - INFO - Epoch [1][300/1345] lr: 1.000e-02, eta: 1 day, 15:05:52, time: 0.731, data_time: 0.001, memory: 7129, top1_acc: 0.0133, top5_acc: 0.0648, loss_cls: 5.0344, loss: 5.0344, grad_norm: 1.2507 2021-06-07 16:04:51,803 - mmaction - INFO - Epoch [1][320/1345] lr: 1.000e-02, eta: 1 day, 13:28:28, time: 0.715, data_time: 0.001, memory: 7129, top1_acc: 0.0117, top5_acc: 0.0602, loss_cls: 5.0555, loss: 5.0555, grad_norm: 1.0387 2021-06-07 16:05:06,037 - mmaction - INFO - Epoch [1][340/1345] lr: 1.000e-02, eta: 1 day, 12:02:20, time: 0.713, data_time: 0.003, memory: 7129, top1_acc: 0.0133, top5_acc: 0.0680, loss_cls: 5.0122, loss: 5.0122, grad_norm: 1.2708 2021-06-07 16:05:20,686 - mmaction - INFO - Epoch [1][360/1345] lr: 1.000e-02, eta: 1 day, 10:46:59, time: 0.733, data_time: 0.002, memory: 7129, top1_acc: 0.0180, top5_acc: 0.0719, loss_cls: 5.0008, loss: 5.0008, grad_norm: 1.2405 2021-06-07 16:05:34,823 - mmaction - INFO - Epoch [1][380/1345] lr: 1.000e-02, eta: 1 day, 9:38:00, time: 0.707, data_time: 0.001, memory: 7129, top1_acc: 0.0148, top5_acc: 0.0750, loss_cls: 5.0356, loss: 5.0356, grad_norm: 1.5876 2021-06-07 16:05:49,318 - mmaction - INFO - Epoch [1][400/1345] lr: 1.000e-02, eta: 1 day, 8:36:55, time: 0.725, data_time: 0.002, memory: 7129, top1_acc: 0.0180, top5_acc: 0.0766, loss_cls: 5.0388, loss: 5.0388, grad_norm: 1.1300 2021-06-07 16:06:04,324 - mmaction - INFO - Epoch [1][420/1345] lr: 1.000e-02, eta: 1 day, 7:42:58, time: 0.750, data_time: 0.001, memory: 7129, top1_acc: 0.0102, top5_acc: 0.0609, loss_cls: 5.0318, loss: 5.0318, grad_norm: 1.1608 2021-06-07 16:06:19,497 - mmaction - INFO - Epoch [1][440/1345] lr: 1.000e-02, eta: 1 day, 6:54:17, time: 0.758, data_time: 0.001, memory: 7129, top1_acc: 0.0211, top5_acc: 0.0664, loss_cls: 5.0179, loss: 5.0179, grad_norm: 1.7461 2021-06-07 16:06:34,167 - mmaction - INFO - Epoch [1][460/1345] lr: 1.000e-02, eta: 1 day, 6:08:38, time: 0.734, data_time: 0.002, memory: 7129, top1_acc: 0.0219, top5_acc: 0.0750, loss_cls: 5.0064, loss: 5.0064, grad_norm: 1.1620 2021-06-07 16:06:50,454 - mmaction - INFO - Epoch [1][480/1345] lr: 1.000e-02, eta: 1 day, 5:30:33, time: 0.815, data_time: 0.002, memory: 7129, top1_acc: 0.0187, top5_acc: 0.0648, loss_cls: 5.0060, loss: 5.0060, grad_norm: 1.4211 2021-06-07 16:07:06,116 - mmaction - INFO - Epoch [1][500/1345] lr: 1.000e-02, eta: 1 day, 4:54:03, time: 0.783, data_time: 0.001, memory: 7129, top1_acc: 0.0141, top5_acc: 0.0750, loss_cls: 5.0223, loss: 5.0223, grad_norm: 1.2425 2021-06-07 16:07:21,691 - mmaction - INFO - Epoch [1][520/1345] lr: 1.000e-02, eta: 1 day, 4:20:11, time: 0.779, data_time: 0.002, memory: 7129, top1_acc: 0.0109, top5_acc: 0.0781, loss_cls: 5.0006, loss: 5.0006, grad_norm: 1.7841 2021-06-07 16:07:38,296 - mmaction - INFO - Epoch [1][540/1345] lr: 1.000e-02, eta: 1 day, 3:50:54, time: 0.830, data_time: 0.001, memory: 7129, top1_acc: 0.0172, top5_acc: 0.0805, loss_cls: 4.9884, loss: 4.9884, grad_norm: 1.4912 2021-06-07 16:07:55,150 - mmaction - INFO - Epoch [1][560/1345] lr: 1.000e-02, eta: 1 day, 3:24:12, time: 0.843, data_time: 0.001, memory: 7129, top1_acc: 0.0187, top5_acc: 0.0719, loss_cls: 4.9988, loss: 4.9988, grad_norm: 1.4590 2021-06-07 16:08:11,639 - mmaction - INFO - Epoch [1][580/1345] lr: 1.000e-02, eta: 1 day, 2:58:37, time: 0.824, data_time: 0.001, memory: 7129, top1_acc: 0.0234, top5_acc: 0.0914, loss_cls: 4.9684, loss: 4.9684, grad_norm: 1.6961 2021-06-07 16:08:26,090 - mmaction - INFO - Epoch [1][600/1345] lr: 1.000e-02, eta: 1 day, 2:30:52, time: 0.720, data_time: 0.001, memory: 7129, top1_acc: 0.0195, top5_acc: 0.0891, loss_cls: 4.9555, loss: 4.9555, grad_norm: 1.6391 2021-06-07 16:08:42,519 - mmaction - INFO - Epoch [1][620/1345] lr: 1.000e-02, eta: 1 day, 2:08:36, time: 0.824, data_time: 0.003, memory: 7129, top1_acc: 0.0211, top5_acc: 0.0836, loss_cls: 4.9519, loss: 4.9519, grad_norm: 1.5843 2021-06-07 16:08:59,304 - mmaction - INFO - Epoch [1][640/1345] lr: 1.000e-02, eta: 1 day, 1:48:14, time: 0.839, data_time: 0.001, memory: 7129, top1_acc: 0.0258, top5_acc: 0.0977, loss_cls: 4.9224, loss: 4.9224, grad_norm: 1.8687 2021-06-07 16:09:12,744 - mmaction - INFO - Epoch [1][660/1345] lr: 1.000e-02, eta: 1 day, 1:23:26, time: 0.671, data_time: 0.001, memory: 7129, top1_acc: 0.0211, top5_acc: 0.0891, loss_cls: 4.9502, loss: 4.9502, grad_norm: 1.8590 2021-06-07 16:09:28,763 - mmaction - INFO - Epoch [1][680/1345] lr: 1.000e-02, eta: 1 day, 1:04:20, time: 0.802, data_time: 0.002, memory: 7129, top1_acc: 0.0281, top5_acc: 0.0992, loss_cls: 4.9235, loss: 4.9235, grad_norm: 2.0704 2021-06-07 16:09:44,423 - mmaction - INFO - Epoch [1][700/1345] lr: 1.000e-02, eta: 1 day, 0:45:44, time: 0.783, data_time: 0.001, memory: 7129, top1_acc: 0.0203, top5_acc: 0.1039, loss_cls: 4.9445, loss: 4.9445, grad_norm: 2.0691 2021-06-07 16:10:00,516 - mmaction - INFO - Epoch [1][720/1345] lr: 1.000e-02, eta: 1 day, 0:28:48, time: 0.805, data_time: 0.002, memory: 7129, top1_acc: 0.0258, top5_acc: 0.1000, loss_cls: 4.8812, loss: 4.8812, grad_norm: 2.2806 2021-06-07 16:10:15,939 - mmaction - INFO - Epoch [1][740/1345] lr: 1.000e-02, eta: 1 day, 0:11:48, time: 0.772, data_time: 0.001, memory: 7129, top1_acc: 0.0312, top5_acc: 0.1141, loss_cls: 4.9172, loss: 4.9172, grad_norm: 2.3665 2021-06-07 16:10:31,729 - mmaction - INFO - Epoch [1][760/1345] lr: 1.000e-02, eta: 23:56:11, time: 0.789, data_time: 0.002, memory: 7129, top1_acc: 0.0305, top5_acc: 0.1187, loss_cls: 4.9062, loss: 4.9062, grad_norm: 2.7304 2021-06-07 16:10:47,115 - mmaction - INFO - Epoch [1][780/1345] lr: 1.000e-02, eta: 23:40:47, time: 0.769, data_time: 0.001, memory: 7129, top1_acc: 0.0258, top5_acc: 0.1109, loss_cls: 4.9050, loss: 4.9050, grad_norm: 2.3510 2021-06-07 16:11:02,471 - mmaction - INFO - Epoch [1][800/1345] lr: 1.000e-02, eta: 23:26:04, time: 0.766, data_time: 0.001, memory: 7129, top1_acc: 0.0336, top5_acc: 0.1187, loss_cls: 4.8980, loss: 4.8980, grad_norm: 2.2893 2021-06-07 16:11:19,780 - mmaction - INFO - Epoch [1][820/1345] lr: 1.000e-02, eta: 23:14:47, time: 0.867, data_time: 0.003, memory: 7129, top1_acc: 0.0227, top5_acc: 0.0930, loss_cls: 4.9187, loss: 4.9187, grad_norm: 2.2199 2021-06-07 16:11:34,483 - mmaction - INFO - Epoch [1][840/1345] lr: 1.000e-02, eta: 23:00:32, time: 0.735, data_time: 0.001, memory: 7129, top1_acc: 0.0414, top5_acc: 0.1187, loss_cls: 4.8746, loss: 4.8746, grad_norm: 2.7866 2021-06-07 16:11:51,148 - mmaction - INFO - Epoch [1][860/1345] lr: 1.000e-02, eta: 22:49:28, time: 0.833, data_time: 0.001, memory: 7129, top1_acc: 0.0242, top5_acc: 0.1102, loss_cls: 4.8980, loss: 4.8980, grad_norm: 3.0583 2021-06-07 16:12:05,709 - mmaction - INFO - Epoch [1][880/1345] lr: 1.000e-02, eta: 22:36:14, time: 0.728, data_time: 0.001, memory: 7129, top1_acc: 0.0297, top5_acc: 0.1250, loss_cls: 4.8831, loss: 4.8831, grad_norm: 2.4803 2021-06-07 16:12:22,711 - mmaction - INFO - Epoch [1][900/1345] lr: 1.000e-02, eta: 22:26:35, time: 0.850, data_time: 0.001, memory: 7129, top1_acc: 0.0336, top5_acc: 0.1305, loss_cls: 4.8017, loss: 4.8017, grad_norm: 3.2604 2021-06-07 16:12:38,488 - mmaction - INFO - Epoch [1][920/1345] lr: 1.000e-02, eta: 22:15:52, time: 0.789, data_time: 0.001, memory: 7129, top1_acc: 0.0336, top5_acc: 0.1281, loss_cls: 4.8424, loss: 4.8424, grad_norm: 2.9584 2021-06-07 16:12:54,313 - mmaction - INFO - Epoch [1][940/1345] lr: 1.000e-02, eta: 22:05:39, time: 0.791, data_time: 0.001, memory: 7129, top1_acc: 0.0305, top5_acc: 0.1133, loss_cls: 4.8681, loss: 4.8681, grad_norm: 3.0221 2021-06-07 16:13:10,871 - mmaction - INFO - Epoch [1][960/1345] lr: 1.000e-02, eta: 21:56:42, time: 0.828, data_time: 0.002, memory: 7129, top1_acc: 0.0250, top5_acc: 0.1172, loss_cls: 4.8563, loss: 4.8563, grad_norm: 2.3960 2021-06-07 16:13:26,914 - mmaction - INFO - Epoch [1][980/1345] lr: 1.000e-02, eta: 21:47:29, time: 0.800, data_time: 0.001, memory: 7129, top1_acc: 0.0359, top5_acc: 0.1320, loss_cls: 4.7976, loss: 4.7976, grad_norm: 2.6773 2021-06-07 16:13:42,637 - mmaction - INFO - Epoch [1][1000/1345] lr: 1.000e-02, eta: 21:38:20, time: 0.787, data_time: 0.004, memory: 7129, top1_acc: 0.0375, top5_acc: 0.1305, loss_cls: 4.8160, loss: 4.8160, grad_norm: 2.4235 2021-06-07 16:13:57,495 - mmaction - INFO - Epoch [1][1020/1345] lr: 1.000e-02, eta: 21:28:35, time: 0.744, data_time: 0.002, memory: 7129, top1_acc: 0.0477, top5_acc: 0.1367, loss_cls: 4.7695, loss: 4.7695, grad_norm: 2.7953 2021-06-07 16:14:14,054 - mmaction - INFO - Epoch [1][1040/1345] lr: 1.000e-02, eta: 21:21:00, time: 0.828, data_time: 0.001, memory: 7129, top1_acc: 0.0414, top5_acc: 0.1484, loss_cls: 4.7213, loss: 4.7213, grad_norm: 2.6416 2021-06-07 16:14:30,529 - mmaction - INFO - Epoch [1][1060/1345] lr: 1.000e-02, eta: 21:13:34, time: 0.823, data_time: 0.001, memory: 7129, top1_acc: 0.0398, top5_acc: 0.1492, loss_cls: 4.7621, loss: 4.7621, grad_norm: 2.7035 2021-06-07 16:14:46,812 - mmaction - INFO - Epoch [1][1080/1345] lr: 1.000e-02, eta: 21:06:15, time: 0.815, data_time: 0.002, memory: 7129, top1_acc: 0.0492, top5_acc: 0.1562, loss_cls: 4.7373, loss: 4.7373, grad_norm: 2.6607 2021-06-07 16:15:01,799 - mmaction - INFO - Epoch [1][1100/1345] lr: 1.000e-02, eta: 20:57:53, time: 0.750, data_time: 0.002, memory: 7129, top1_acc: 0.0617, top5_acc: 0.1547, loss_cls: 4.7272, loss: 4.7272, grad_norm: 2.6487 2021-06-07 16:15:17,876 - mmaction - INFO - Epoch [1][1120/1345] lr: 1.000e-02, eta: 20:50:52, time: 0.804, data_time: 0.001, memory: 7129, top1_acc: 0.0445, top5_acc: 0.1664, loss_cls: 4.6672, loss: 4.6672, grad_norm: 2.9666 2021-06-07 16:15:34,149 - mmaction - INFO - Epoch [1][1140/1345] lr: 1.000e-02, eta: 20:44:17, time: 0.814, data_time: 0.001, memory: 7129, top1_acc: 0.0461, top5_acc: 0.1648, loss_cls: 4.7140, loss: 4.7140, grad_norm: 2.9098 2021-06-07 16:15:49,637 - mmaction - INFO - Epoch [1][1160/1345] lr: 1.000e-02, eta: 20:37:10, time: 0.774, data_time: 0.001, memory: 7129, top1_acc: 0.0398, top5_acc: 0.1641, loss_cls: 4.7166, loss: 4.7166, grad_norm: 2.6955 2021-06-07 16:16:06,087 - mmaction - INFO - Epoch [1][1180/1345] lr: 1.000e-02, eta: 20:31:10, time: 0.822, data_time: 0.001, memory: 7129, top1_acc: 0.0516, top5_acc: 0.1773, loss_cls: 4.6773, loss: 4.6773, grad_norm: 2.7869 2021-06-07 16:16:21,855 - mmaction - INFO - Epoch [1][1200/1345] lr: 1.000e-02, eta: 20:24:45, time: 0.789, data_time: 0.002, memory: 7129, top1_acc: 0.0578, top5_acc: 0.1555, loss_cls: 4.6823, loss: 4.6823, grad_norm: 2.9344 2021-06-07 16:16:38,188 - mmaction - INFO - Epoch [1][1220/1345] lr: 1.000e-02, eta: 20:19:02, time: 0.817, data_time: 0.001, memory: 7129, top1_acc: 0.0516, top5_acc: 0.1492, loss_cls: 4.6783, loss: 4.6783, grad_norm: 3.2155 2021-06-07 16:16:57,245 - mmaction - INFO - Epoch [1][1240/1345] lr: 1.000e-02, eta: 20:15:55, time: 0.953, data_time: 0.002, memory: 7129, top1_acc: 0.0477, top5_acc: 0.1688, loss_cls: 4.6442, loss: 4.6442, grad_norm: 3.1148 2021-06-07 16:17:10,706 - mmaction - INFO - Epoch [1][1260/1345] lr: 1.000e-02, eta: 20:08:00, time: 0.672, data_time: 0.001, memory: 7129, top1_acc: 0.0594, top5_acc: 0.1750, loss_cls: 4.6230, loss: 4.6230, grad_norm: 2.8687 2021-06-07 16:17:26,982 - mmaction - INFO - Epoch [1][1280/1345] lr: 1.000e-02, eta: 20:02:45, time: 0.815, data_time: 0.002, memory: 7129, top1_acc: 0.0586, top5_acc: 0.1688, loss_cls: 4.6793, loss: 4.6793, grad_norm: 3.3124 2021-06-07 16:17:42,276 - mmaction - INFO - Epoch [1][1300/1345] lr: 1.000e-02, eta: 19:56:49, time: 0.765, data_time: 0.001, memory: 7129, top1_acc: 0.0516, top5_acc: 0.1836, loss_cls: 4.6015, loss: 4.6015, grad_norm: 3.3427 2021-06-07 16:17:56,743 - mmaction - INFO - Epoch [1][1320/1345] lr: 1.000e-02, eta: 19:50:23, time: 0.723, data_time: 0.001, memory: 7129, top1_acc: 0.0594, top5_acc: 0.1969, loss_cls: 4.5775, loss: 4.5775, grad_norm: 3.3175 2021-06-07 16:18:12,678 - mmaction - INFO - Epoch [1][1340/1345] lr: 1.000e-02, eta: 19:45:19, time: 0.797, data_time: 0.001, memory: 7129, top1_acc: 0.0633, top5_acc: 0.1914, loss_cls: 4.5774, loss: 4.5774, grad_norm: 3.4121 2021-06-07 16:18:20,857 - mmaction - INFO - Saving checkpoint at 1 epochs 2021-06-07 16:26:04,284 - mmaction - INFO - Epoch [2][20/1345] lr: 1.000e-02, eta: 1 day, 1:35:09, time: 23.120, data_time: 21.350, memory: 7129, top1_acc: 0.0625, top5_acc: 0.1938, loss_cls: 4.5991, loss: 4.5991, grad_norm: 2.8542 2021-06-07 16:26:14,918 - mmaction - INFO - Epoch [2][40/1345] lr: 1.000e-02, eta: 1 day, 1:20:58, time: 0.533, data_time: 0.004, memory: 7129, top1_acc: 0.0625, top5_acc: 0.1891, loss_cls: 4.5522, loss: 4.5522, grad_norm: 3.1457 2021-06-07 16:26:25,607 - mmaction - INFO - Epoch [2][60/1345] lr: 1.000e-02, eta: 1 day, 1:07:14, time: 0.535, data_time: 0.002, memory: 7129, top1_acc: 0.0617, top5_acc: 0.1977, loss_cls: 4.5232, loss: 4.5232, grad_norm: 3.3113 2021-06-07 16:26:36,241 - mmaction - INFO - Epoch [2][80/1345] lr: 1.000e-02, eta: 1 day, 0:53:48, time: 0.531, data_time: 0.001, memory: 7129, top1_acc: 0.0664, top5_acc: 0.2242, loss_cls: 4.5099, loss: 4.5099, grad_norm: 3.4709 2021-06-07 16:26:46,903 - mmaction - INFO - Epoch [2][100/1345] lr: 1.000e-02, eta: 1 day, 0:40:45, time: 0.532, data_time: 0.002, memory: 7129, top1_acc: 0.0586, top5_acc: 0.2102, loss_cls: 4.5198, loss: 4.5198, grad_norm: 3.4148 2021-06-07 16:26:57,718 - mmaction - INFO - Epoch [2][120/1345] lr: 1.000e-02, eta: 1 day, 0:28:11, time: 0.541, data_time: 0.003, memory: 7129, top1_acc: 0.0484, top5_acc: 0.2008, loss_cls: 4.5472, loss: 4.5472, grad_norm: 3.6431 2021-06-07 16:27:08,582 - mmaction - INFO - Epoch [2][140/1345] lr: 1.000e-02, eta: 1 day, 0:16:00, time: 0.543, data_time: 0.002, memory: 7129, top1_acc: 0.0734, top5_acc: 0.2242, loss_cls: 4.5016, loss: 4.5016, grad_norm: 4.2511 2021-06-07 16:27:19,380 - mmaction - INFO - Epoch [2][160/1345] lr: 1.000e-02, eta: 1 day, 0:04:05, time: 0.541, data_time: 0.002, memory: 7129, top1_acc: 0.0680, top5_acc: 0.1992, loss_cls: 4.5179, loss: 4.5179, grad_norm: 4.5139 2021-06-07 16:27:30,504 - mmaction - INFO - Epoch [2][180/1345] lr: 1.000e-02, eta: 23:52:42, time: 0.556, data_time: 0.001, memory: 7129, top1_acc: 0.0633, top5_acc: 0.2102, loss_cls: 4.5250, loss: 4.5250, grad_norm: 5.0215 2021-06-07 16:27:42,463 - mmaction - INFO - Epoch [2][200/1345] lr: 1.000e-02, eta: 23:42:12, time: 0.598, data_time: 0.002, memory: 7129, top1_acc: 0.0625, top5_acc: 0.1875, loss_cls: 4.5953, loss: 4.5953, grad_norm: 3.9250 2021-06-07 16:27:55,282 - mmaction - INFO - Epoch [2][220/1345] lr: 1.000e-02, eta: 23:32:34, time: 0.641, data_time: 0.001, memory: 7129, top1_acc: 0.0688, top5_acc: 0.2188, loss_cls: 4.4592, loss: 4.4592, grad_norm: 4.1742 2021-06-07 16:28:09,399 - mmaction - INFO - Epoch [2][240/1345] lr: 1.000e-02, eta: 23:24:04, time: 0.705, data_time: 0.001, memory: 7129, top1_acc: 0.0688, top5_acc: 0.2234, loss_cls: 4.5085, loss: 4.5085, grad_norm: 4.1933 2021-06-07 16:28:23,547 - mmaction - INFO - Epoch [2][260/1345] lr: 1.000e-02, eta: 23:15:48, time: 0.708, data_time: 0.002, memory: 7129, top1_acc: 0.0773, top5_acc: 0.2313, loss_cls: 4.5146, loss: 4.5146, grad_norm: 3.9320 2021-06-07 16:28:37,854 - mmaction - INFO - Epoch [2][280/1345] lr: 1.000e-02, eta: 23:07:49, time: 0.715, data_time: 0.001, memory: 7129, top1_acc: 0.0648, top5_acc: 0.2258, loss_cls: 4.4703, loss: 4.4703, grad_norm: 4.7699 2021-06-07 16:28:51,566 - mmaction - INFO - Epoch [2][300/1345] lr: 1.000e-02, eta: 22:59:39, time: 0.686, data_time: 0.002, memory: 7129, top1_acc: 0.0563, top5_acc: 0.2000, loss_cls: 4.5625, loss: 4.5625, grad_norm: 5.8084 2021-06-07 16:29:05,984 - mmaction - INFO - Epoch [2][320/1345] lr: 1.000e-02, eta: 22:52:08, time: 0.721, data_time: 0.001, memory: 7129, top1_acc: 0.0555, top5_acc: 0.2055, loss_cls: 4.5413, loss: 4.5413, grad_norm: 4.2648 2021-06-07 16:29:20,061 - mmaction - INFO - Epoch [2][340/1345] lr: 1.000e-02, eta: 22:44:33, time: 0.704, data_time: 0.001, memory: 7129, top1_acc: 0.0633, top5_acc: 0.2305, loss_cls: 4.5076, loss: 4.5076, grad_norm: 4.2798 2021-06-07 16:29:34,497 - mmaction - INFO - Epoch [2][360/1345] lr: 1.000e-02, eta: 22:37:23, time: 0.721, data_time: 0.001, memory: 7129, top1_acc: 0.0688, top5_acc: 0.2180, loss_cls: 4.5302, loss: 4.5302, grad_norm: 4.0825 2021-06-07 16:29:50,523 - mmaction - INFO - Epoch [2][380/1345] lr: 1.000e-02, eta: 22:31:22, time: 0.800, data_time: 0.002, memory: 7129, top1_acc: 0.0672, top5_acc: 0.2359, loss_cls: 4.4383, loss: 4.4383, grad_norm: 3.8468 2021-06-07 16:30:06,953 - mmaction - INFO - Epoch [2][400/1345] lr: 1.000e-02, eta: 22:25:46, time: 0.822, data_time: 0.003, memory: 7129, top1_acc: 0.0695, top5_acc: 0.2195, loss_cls: 4.4330, loss: 4.4330, grad_norm: 3.5429 2021-06-07 16:30:22,090 - mmaction - INFO - Epoch [2][420/1345] lr: 1.000e-02, eta: 22:19:28, time: 0.757, data_time: 0.002, memory: 7129, top1_acc: 0.0789, top5_acc: 0.2430, loss_cls: 4.3622, loss: 4.3622, grad_norm: 3.5576 2021-06-07 16:30:37,342 - mmaction - INFO - Epoch [2][440/1345] lr: 1.000e-02, eta: 22:13:22, time: 0.762, data_time: 0.001, memory: 7129, top1_acc: 0.0758, top5_acc: 0.2328, loss_cls: 4.4315, loss: 4.4315, grad_norm: 3.5465 2021-06-07 16:30:54,868 - mmaction - INFO - Epoch [2][460/1345] lr: 1.000e-02, eta: 22:08:48, time: 0.878, data_time: 0.003, memory: 7129, top1_acc: 0.0719, top5_acc: 0.2266, loss_cls: 4.4279, loss: 4.4279, grad_norm: 3.5968 2021-06-07 16:31:10,847 - mmaction - INFO - Epoch [2][480/1345] lr: 1.000e-02, eta: 22:03:22, time: 0.798, data_time: 0.001, memory: 7129, top1_acc: 0.0859, top5_acc: 0.2414, loss_cls: 4.4338, loss: 4.4338, grad_norm: 3.6198 2021-06-07 16:31:25,796 - mmaction - INFO - Epoch [2][500/1345] lr: 1.000e-02, eta: 21:57:28, time: 0.748, data_time: 0.002, memory: 7129, top1_acc: 0.0875, top5_acc: 0.2555, loss_cls: 4.3158, loss: 4.3158, grad_norm: 3.6505 2021-06-07 16:31:41,182 - mmaction - INFO - Epoch [2][520/1345] lr: 1.000e-02, eta: 21:51:56, time: 0.769, data_time: 0.001, memory: 7129, top1_acc: 0.0844, top5_acc: 0.2297, loss_cls: 4.4124, loss: 4.4124, grad_norm: 3.3987 2021-06-07 16:31:58,263 - mmaction - INFO - Epoch [2][540/1345] lr: 1.000e-02, eta: 21:47:28, time: 0.853, data_time: 0.001, memory: 7129, top1_acc: 0.0711, top5_acc: 0.2461, loss_cls: 4.3483, loss: 4.3483, grad_norm: 3.5257 2021-06-07 16:32:12,915 - mmaction - INFO - Epoch [2][560/1345] lr: 1.000e-02, eta: 21:41:44, time: 0.734, data_time: 0.002, memory: 7129, top1_acc: 0.0836, top5_acc: 0.2437, loss_cls: 4.3638, loss: 4.3638, grad_norm: 3.7278 2021-06-07 16:32:28,873 - mmaction - INFO - Epoch [2][580/1345] lr: 1.000e-02, eta: 21:36:51, time: 0.798, data_time: 0.002, memory: 7129, top1_acc: 0.0781, top5_acc: 0.2562, loss_cls: 4.3456, loss: 4.3456, grad_norm: 3.5968 2021-06-07 16:32:44,192 - mmaction - INFO - Epoch [2][600/1345] lr: 1.000e-02, eta: 21:31:41, time: 0.766, data_time: 0.001, memory: 7129, top1_acc: 0.0859, top5_acc: 0.2719, loss_cls: 4.2591, loss: 4.2591, grad_norm: 3.7163 2021-06-07 16:33:00,623 - mmaction - INFO - Epoch [2][620/1345] lr: 1.000e-02, eta: 21:27:15, time: 0.822, data_time: 0.001, memory: 7129, top1_acc: 0.0914, top5_acc: 0.2727, loss_cls: 4.2864, loss: 4.2864, grad_norm: 3.6895 2021-06-07 16:33:16,947 - mmaction - INFO - Epoch [2][640/1345] lr: 1.000e-02, eta: 21:22:50, time: 0.816, data_time: 0.001, memory: 7129, top1_acc: 0.0938, top5_acc: 0.2930, loss_cls: 4.2759, loss: 4.2759, grad_norm: 3.9544 2021-06-07 16:33:32,993 - mmaction - INFO - Epoch [2][660/1345] lr: 1.000e-02, eta: 21:18:21, time: 0.802, data_time: 0.001, memory: 7129, top1_acc: 0.0813, top5_acc: 0.2734, loss_cls: 4.2555, loss: 4.2555, grad_norm: 3.7037 2021-06-07 16:33:48,584 - mmaction - INFO - Epoch [2][680/1345] lr: 1.000e-02, eta: 21:13:42, time: 0.779, data_time: 0.001, memory: 7129, top1_acc: 0.0875, top5_acc: 0.2820, loss_cls: 4.2353, loss: 4.2353, grad_norm: 3.9270 2021-06-07 16:34:04,723 - mmaction - INFO - Epoch [2][700/1345] lr: 1.000e-02, eta: 21:09:26, time: 0.808, data_time: 0.002, memory: 7129, top1_acc: 0.0898, top5_acc: 0.2586, loss_cls: 4.2844, loss: 4.2844, grad_norm: 3.5896 2021-06-07 16:34:20,981 - mmaction - INFO - Epoch [2][720/1345] lr: 1.000e-02, eta: 21:05:18, time: 0.812, data_time: 0.001, memory: 7129, top1_acc: 0.0961, top5_acc: 0.2852, loss_cls: 4.2633, loss: 4.2633, grad_norm: 3.6996 2021-06-07 16:34:37,502 - mmaction - INFO - Epoch [2][740/1345] lr: 1.000e-02, eta: 21:01:24, time: 0.826, data_time: 0.002, memory: 7129, top1_acc: 0.0945, top5_acc: 0.2797, loss_cls: 4.2803, loss: 4.2803, grad_norm: 3.7464 2021-06-07 16:34:53,373 - mmaction - INFO - Epoch [2][760/1345] lr: 1.000e-02, eta: 20:57:12, time: 0.793, data_time: 0.001, memory: 7129, top1_acc: 0.0883, top5_acc: 0.2812, loss_cls: 4.2449, loss: 4.2449, grad_norm: 3.7459 2021-06-07 16:35:09,392 - mmaction - INFO - Epoch [2][780/1345] lr: 1.000e-02, eta: 20:53:11, time: 0.801, data_time: 0.002, memory: 7129, top1_acc: 0.0898, top5_acc: 0.2789, loss_cls: 4.2360, loss: 4.2360, grad_norm: 3.6112 2021-06-07 16:35:24,651 - mmaction - INFO - Epoch [2][800/1345] lr: 1.000e-02, eta: 20:48:50, time: 0.762, data_time: 0.001, memory: 7129, top1_acc: 0.0891, top5_acc: 0.2906, loss_cls: 4.2253, loss: 4.2253, grad_norm: 3.9200 2021-06-07 16:35:40,668 - mmaction - INFO - Epoch [2][820/1345] lr: 1.000e-02, eta: 20:44:56, time: 0.801, data_time: 0.002, memory: 7129, top1_acc: 0.0938, top5_acc: 0.2773, loss_cls: 4.2756, loss: 4.2756, grad_norm: 3.7007 2021-06-07 16:35:57,641 - mmaction - INFO - Epoch [2][840/1345] lr: 1.000e-02, eta: 20:41:35, time: 0.849, data_time: 0.001, memory: 7129, top1_acc: 0.1000, top5_acc: 0.2977, loss_cls: 4.2163, loss: 4.2163, grad_norm: 3.7165 2021-06-07 16:36:13,387 - mmaction - INFO - Epoch [2][860/1345] lr: 1.000e-02, eta: 20:37:42, time: 0.787, data_time: 0.001, memory: 7129, top1_acc: 0.1016, top5_acc: 0.2922, loss_cls: 4.1889, loss: 4.1889, grad_norm: 3.7846 2021-06-07 16:36:29,284 - mmaction - INFO - Epoch [2][880/1345] lr: 1.000e-02, eta: 20:33:56, time: 0.795, data_time: 0.001, memory: 7129, top1_acc: 0.1109, top5_acc: 0.3078, loss_cls: 4.1357, loss: 4.1357, grad_norm: 4.0247 2021-06-07 16:36:45,106 - mmaction - INFO - Epoch [2][900/1345] lr: 1.000e-02, eta: 20:30:12, time: 0.791, data_time: 0.001, memory: 7129, top1_acc: 0.0953, top5_acc: 0.3070, loss_cls: 4.1706, loss: 4.1706, grad_norm: 4.1311 2021-06-07 16:37:01,694 - mmaction - INFO - Epoch [2][920/1345] lr: 1.000e-02, eta: 20:26:53, time: 0.829, data_time: 0.001, memory: 7129, top1_acc: 0.1023, top5_acc: 0.3031, loss_cls: 4.2250, loss: 4.2250, grad_norm: 3.9025 2021-06-07 16:37:16,718 - mmaction - INFO - Epoch [2][940/1345] lr: 1.000e-02, eta: 20:22:54, time: 0.752, data_time: 0.002, memory: 7129, top1_acc: 0.0906, top5_acc: 0.2836, loss_cls: 4.2169, loss: 4.2169, grad_norm: 4.2732 2021-06-07 16:37:33,242 - mmaction - INFO - Epoch [2][960/1345] lr: 1.000e-02, eta: 20:19:40, time: 0.826, data_time: 0.002, memory: 7129, top1_acc: 0.1008, top5_acc: 0.3023, loss_cls: 4.1594, loss: 4.1594, grad_norm: 4.3442 2021-06-07 16:37:49,741 - mmaction - INFO - Epoch [2][980/1345] lr: 1.000e-02, eta: 20:16:29, time: 0.825, data_time: 0.001, memory: 7129, top1_acc: 0.1031, top5_acc: 0.3016, loss_cls: 4.1463, loss: 4.1463, grad_norm: 4.0453 2021-06-07 16:38:04,874 - mmaction - INFO - Epoch [2][1000/1345] lr: 1.000e-02, eta: 20:12:43, time: 0.757, data_time: 0.001, memory: 7129, top1_acc: 0.1094, top5_acc: 0.3063, loss_cls: 4.1492, loss: 4.1492, grad_norm: 3.9856 2021-06-07 16:38:20,645 - mmaction - INFO - Epoch [2][1020/1345] lr: 1.000e-02, eta: 20:09:18, time: 0.788, data_time: 0.001, memory: 7129, top1_acc: 0.1047, top5_acc: 0.2836, loss_cls: 4.2300, loss: 4.2300, grad_norm: 3.9587 2021-06-07 16:38:37,546 - mmaction - INFO - Epoch [2][1040/1345] lr: 1.000e-02, eta: 20:06:27, time: 0.845, data_time: 0.002, memory: 7129, top1_acc: 0.1242, top5_acc: 0.3438, loss_cls: 4.0899, loss: 4.0899, grad_norm: 3.8850 2021-06-07 16:38:53,725 - mmaction - INFO - Epoch [2][1060/1345] lr: 1.000e-02, eta: 20:03:20, time: 0.809, data_time: 0.001, memory: 7129, top1_acc: 0.1008, top5_acc: 0.3180, loss_cls: 4.1154, loss: 4.1154, grad_norm: 4.2380 2021-06-07 16:39:08,828 - mmaction - INFO - Epoch [2][1080/1345] lr: 1.000e-02, eta: 19:59:46, time: 0.755, data_time: 0.001, memory: 7129, top1_acc: 0.1055, top5_acc: 0.2961, loss_cls: 4.1763, loss: 4.1763, grad_norm: 4.1042 2021-06-07 16:39:24,801 - mmaction - INFO - Epoch [2][1100/1345] lr: 1.000e-02, eta: 19:56:38, time: 0.799, data_time: 0.001, memory: 7129, top1_acc: 0.0945, top5_acc: 0.3117, loss_cls: 4.1513, loss: 4.1513, grad_norm: 4.0331 2021-06-07 16:39:41,002 - mmaction - INFO - Epoch [2][1120/1345] lr: 1.000e-02, eta: 19:53:39, time: 0.810, data_time: 0.001, memory: 7129, top1_acc: 0.1133, top5_acc: 0.3000, loss_cls: 4.1961, loss: 4.1961, grad_norm: 4.4953 2021-06-07 16:39:56,849 - mmaction - INFO - Epoch [2][1140/1345] lr: 1.000e-02, eta: 19:50:34, time: 0.792, data_time: 0.001, memory: 7129, top1_acc: 0.1187, top5_acc: 0.3281, loss_cls: 4.0747, loss: 4.0747, grad_norm: 4.3132 2021-06-07 16:40:13,352 - mmaction - INFO - Epoch [2][1160/1345] lr: 1.000e-02, eta: 19:47:48, time: 0.826, data_time: 0.001, memory: 7129, top1_acc: 0.1070, top5_acc: 0.2930, loss_cls: 4.1688, loss: 4.1688, grad_norm: 3.9912 2021-06-07 16:40:29,819 - mmaction - INFO - Epoch [2][1180/1345] lr: 1.000e-02, eta: 19:45:04, time: 0.824, data_time: 0.001, memory: 7129, top1_acc: 0.1203, top5_acc: 0.3148, loss_cls: 4.0869, loss: 4.0869, grad_norm: 4.1769 2021-06-07 16:40:44,632 - mmaction - INFO - Epoch [2][1200/1345] lr: 1.000e-02, eta: 19:41:40, time: 0.740, data_time: 0.001, memory: 7129, top1_acc: 0.1031, top5_acc: 0.3078, loss_cls: 4.1290, loss: 4.1290, grad_norm: 4.2304 2021-06-07 16:41:00,719 - mmaction - INFO - Epoch [2][1220/1345] lr: 1.000e-02, eta: 19:38:51, time: 0.805, data_time: 0.002, memory: 7129, top1_acc: 0.1203, top5_acc: 0.3281, loss_cls: 4.0364, loss: 4.0364, grad_norm: 4.2054 2021-06-07 16:41:15,647 - mmaction - INFO - Epoch [2][1240/1345] lr: 1.000e-02, eta: 19:35:36, time: 0.747, data_time: 0.001, memory: 7129, top1_acc: 0.1031, top5_acc: 0.3164, loss_cls: 4.1082, loss: 4.1082, grad_norm: 4.1400 2021-06-07 16:41:31,790 - mmaction - INFO - Epoch [2][1260/1345] lr: 1.000e-02, eta: 19:32:53, time: 0.806, data_time: 0.001, memory: 7129, top1_acc: 0.1062, top5_acc: 0.3047, loss_cls: 4.1059, loss: 4.1059, grad_norm: 4.1695 2021-06-07 16:41:48,564 - mmaction - INFO - Epoch [2][1280/1345] lr: 1.000e-02, eta: 19:30:28, time: 0.839, data_time: 0.002, memory: 7129, top1_acc: 0.1281, top5_acc: 0.3375, loss_cls: 4.0177, loss: 4.0177, grad_norm: 4.0300 2021-06-07 16:42:05,583 - mmaction - INFO - Epoch [2][1300/1345] lr: 1.000e-02, eta: 19:28:11, time: 0.851, data_time: 0.004, memory: 7129, top1_acc: 0.1187, top5_acc: 0.3336, loss_cls: 4.1016, loss: 4.1016, grad_norm: 3.9779 2021-06-07 16:42:20,942 - mmaction - INFO - Epoch [2][1320/1345] lr: 1.000e-02, eta: 19:25:16, time: 0.768, data_time: 0.001, memory: 7129, top1_acc: 0.1109, top5_acc: 0.3250, loss_cls: 4.0282, loss: 4.0282, grad_norm: 4.2183 2021-06-07 16:42:38,475 - mmaction - INFO - Epoch [2][1340/1345] lr: 1.000e-02, eta: 19:23:15, time: 0.877, data_time: 0.001, memory: 7129, top1_acc: 0.1172, top5_acc: 0.3234, loss_cls: 4.0428, loss: 4.0428, grad_norm: 4.0785 2021-06-07 16:42:45,190 - mmaction - INFO - Saving checkpoint at 2 epochs 2021-06-07 16:49:54,116 - mmaction - INFO - Epoch [3][20/1345] lr: 1.000e-02, eta: 22:01:56, time: 21.397, data_time: 20.737, memory: 7129, top1_acc: 0.1258, top5_acc: 0.3633, loss_cls: 3.9875, loss: 3.9875, grad_norm: 4.1050 2021-06-07 16:50:05,044 - mmaction - INFO - Epoch [3][40/1345] lr: 1.000e-02, eta: 21:56:09, time: 0.547, data_time: 0.003, memory: 7129, top1_acc: 0.1383, top5_acc: 0.3555, loss_cls: 3.9265, loss: 3.9265, grad_norm: 4.1957 2021-06-07 16:50:15,664 - mmaction - INFO - Epoch [3][60/1345] lr: 1.000e-02, eta: 21:50:19, time: 0.530, data_time: 0.001, memory: 7129, top1_acc: 0.1211, top5_acc: 0.3617, loss_cls: 3.9855, loss: 3.9855, grad_norm: 4.2541 2021-06-07 16:50:26,267 - mmaction - INFO - Epoch [3][80/1345] lr: 1.000e-02, eta: 21:44:35, time: 0.531, data_time: 0.002, memory: 7129, top1_acc: 0.1187, top5_acc: 0.3406, loss_cls: 4.0229, loss: 4.0229, grad_norm: 4.3420 2021-06-07 16:50:37,063 - mmaction - INFO - Epoch [3][100/1345] lr: 1.000e-02, eta: 21:38:59, time: 0.539, data_time: 0.001, memory: 7129, top1_acc: 0.1125, top5_acc: 0.3555, loss_cls: 3.9993, loss: 3.9993, grad_norm: 4.2635 2021-06-07 16:50:48,108 - mmaction - INFO - Epoch [3][120/1345] lr: 1.000e-02, eta: 21:33:34, time: 0.553, data_time: 0.003, memory: 7129, top1_acc: 0.1250, top5_acc: 0.3664, loss_cls: 3.9444, loss: 3.9444, grad_norm: 4.2300 2021-06-07 16:50:58,957 - mmaction - INFO - Epoch [3][140/1345] lr: 1.000e-02, eta: 21:28:08, time: 0.541, data_time: 0.001, memory: 7129, top1_acc: 0.1195, top5_acc: 0.3438, loss_cls: 3.9875, loss: 3.9875, grad_norm: 4.4868 2021-06-07 16:51:10,215 - mmaction - INFO - Epoch [3][160/1345] lr: 1.000e-02, eta: 21:22:56, time: 0.564, data_time: 0.002, memory: 7129, top1_acc: 0.1258, top5_acc: 0.3617, loss_cls: 3.9740, loss: 3.9740, grad_norm: 4.2097 2021-06-07 16:51:22,214 - mmaction - INFO - Epoch [3][180/1345] lr: 1.000e-02, eta: 21:18:05, time: 0.599, data_time: 0.001, memory: 7129, top1_acc: 0.1422, top5_acc: 0.3547, loss_cls: 3.9360, loss: 3.9360, grad_norm: 4.2951 2021-06-07 16:51:34,943 - mmaction - INFO - Epoch [3][200/1345] lr: 1.000e-02, eta: 21:13:34, time: 0.637, data_time: 0.002, memory: 7129, top1_acc: 0.1375, top5_acc: 0.3563, loss_cls: 3.9424, loss: 3.9424, grad_norm: 4.5399 2021-06-07 16:51:47,068 - mmaction - INFO - Epoch [3][220/1345] lr: 1.000e-02, eta: 21:08:54, time: 0.607, data_time: 0.002, memory: 7129, top1_acc: 0.1344, top5_acc: 0.3492, loss_cls: 3.9257, loss: 3.9257, grad_norm: 4.5136 2021-06-07 16:51:59,853 - mmaction - INFO - Epoch [3][240/1345] lr: 1.000e-02, eta: 21:04:31, time: 0.638, data_time: 0.001, memory: 7129, top1_acc: 0.1391, top5_acc: 0.3820, loss_cls: 3.8561, loss: 3.8561, grad_norm: 4.4556 2021-06-07 16:52:14,262 - mmaction - INFO - Epoch [3][260/1345] lr: 1.000e-02, eta: 21:00:47, time: 0.722, data_time: 0.002, memory: 7129, top1_acc: 0.1234, top5_acc: 0.3547, loss_cls: 3.9519, loss: 3.9519, grad_norm: 4.2667 2021-06-07 16:52:26,980 - mmaction - INFO - Epoch [3][280/1345] lr: 1.000e-02, eta: 20:56:30, time: 0.635, data_time: 0.001, memory: 7129, top1_acc: 0.1305, top5_acc: 0.3602, loss_cls: 3.9390, loss: 3.9390, grad_norm: 4.2119 2021-06-07 16:52:42,710 - mmaction - INFO - Epoch [3][300/1345] lr: 1.000e-02, eta: 20:53:20, time: 0.787, data_time: 0.002, memory: 7129, top1_acc: 0.1258, top5_acc: 0.3656, loss_cls: 3.9012, loss: 3.9012, grad_norm: 4.5225 2021-06-07 16:52:56,850 - mmaction - INFO - Epoch [3][320/1345] lr: 1.000e-02, eta: 20:49:39, time: 0.706, data_time: 0.001, memory: 7129, top1_acc: 0.1344, top5_acc: 0.3492, loss_cls: 3.9800, loss: 3.9800, grad_norm: 4.2883 2021-06-07 16:53:10,740 - mmaction - INFO - Epoch [3][340/1345] lr: 1.000e-02, eta: 20:45:55, time: 0.696, data_time: 0.003, memory: 7129, top1_acc: 0.1492, top5_acc: 0.3703, loss_cls: 3.9013, loss: 3.9013, grad_norm: 4.3929 2021-06-07 16:53:24,727 - mmaction - INFO - Epoch [3][360/1345] lr: 1.000e-02, eta: 20:42:16, time: 0.699, data_time: 0.001, memory: 7129, top1_acc: 0.1445, top5_acc: 0.3656, loss_cls: 3.9112, loss: 3.9112, grad_norm: 4.5451 2021-06-07 16:53:40,358 - mmaction - INFO - Epoch [3][380/1345] lr: 1.000e-02, eta: 20:39:15, time: 0.782, data_time: 0.001, memory: 7129, top1_acc: 0.1242, top5_acc: 0.3555, loss_cls: 3.9325, loss: 3.9325, grad_norm: 4.4282 2021-06-07 16:53:58,020 - mmaction - INFO - Epoch [3][400/1345] lr: 1.000e-02, eta: 20:36:57, time: 0.883, data_time: 0.001, memory: 7129, top1_acc: 0.1539, top5_acc: 0.3812, loss_cls: 3.8219, loss: 3.8219, grad_norm: 4.6698 2021-06-07 16:54:13,417 - mmaction - INFO - Epoch [3][420/1345] lr: 1.000e-02, eta: 20:33:54, time: 0.770, data_time: 0.001, memory: 7129, top1_acc: 0.1555, top5_acc: 0.3906, loss_cls: 3.8876, loss: 3.8876, grad_norm: 4.5186 2021-06-07 16:54:28,643 - mmaction - INFO - Epoch [3][440/1345] lr: 1.000e-02, eta: 20:30:50, time: 0.761, data_time: 0.001, memory: 7129, top1_acc: 0.1523, top5_acc: 0.3688, loss_cls: 3.8944, loss: 3.8944, grad_norm: 4.3161 2021-06-07 16:54:44,154 - mmaction - INFO - Epoch [3][460/1345] lr: 1.000e-02, eta: 20:27:54, time: 0.776, data_time: 0.001, memory: 7129, top1_acc: 0.1367, top5_acc: 0.3836, loss_cls: 3.8635, loss: 3.8635, grad_norm: 4.5793 2021-06-07 16:55:00,719 - mmaction - INFO - Epoch [3][480/1345] lr: 1.000e-02, eta: 20:25:21, time: 0.828, data_time: 0.001, memory: 7129, top1_acc: 0.1594, top5_acc: 0.3828, loss_cls: 3.8799, loss: 3.8799, grad_norm: 4.2429 2021-06-07 16:55:15,230 - mmaction - INFO - Epoch [3][500/1345] lr: 1.000e-02, eta: 20:22:09, time: 0.725, data_time: 0.001, memory: 7129, top1_acc: 0.1453, top5_acc: 0.3844, loss_cls: 3.8628, loss: 3.8628, grad_norm: 4.5586 2021-06-07 16:55:30,095 - mmaction - INFO - Epoch [3][520/1345] lr: 1.000e-02, eta: 20:19:06, time: 0.744, data_time: 0.001, memory: 7129, top1_acc: 0.1406, top5_acc: 0.4047, loss_cls: 3.8257, loss: 3.8257, grad_norm: 4.8591 2021-06-07 16:55:46,138 - mmaction - INFO - Epoch [3][540/1345] lr: 1.000e-02, eta: 20:16:28, time: 0.802, data_time: 0.001, memory: 7129, top1_acc: 0.1430, top5_acc: 0.3797, loss_cls: 3.8861, loss: 3.8861, grad_norm: 4.4506 2021-06-07 16:56:01,502 - mmaction - INFO - Epoch [3][560/1345] lr: 1.000e-02, eta: 20:13:39, time: 0.768, data_time: 0.001, memory: 7129, top1_acc: 0.1359, top5_acc: 0.3773, loss_cls: 3.8235, loss: 3.8235, grad_norm: 4.4938 2021-06-07 16:56:18,274 - mmaction - INFO - Epoch [3][580/1345] lr: 1.000e-02, eta: 20:11:19, time: 0.839, data_time: 0.001, memory: 7129, top1_acc: 0.1508, top5_acc: 0.4078, loss_cls: 3.8020, loss: 3.8020, grad_norm: 4.3802 2021-06-07 16:56:34,038 - mmaction - INFO - Epoch [3][600/1345] lr: 1.000e-02, eta: 20:08:41, time: 0.787, data_time: 0.001, memory: 7129, top1_acc: 0.1445, top5_acc: 0.3781, loss_cls: 3.8542, loss: 3.8542, grad_norm: 4.7603 2021-06-07 16:56:48,335 - mmaction - INFO - Epoch [3][620/1345] lr: 1.000e-02, eta: 20:05:36, time: 0.715, data_time: 0.002, memory: 7129, top1_acc: 0.1430, top5_acc: 0.3734, loss_cls: 3.8935, loss: 3.8935, grad_norm: 4.3953 2021-06-07 16:57:04,062 - mmaction - INFO - Epoch [3][640/1345] lr: 1.000e-02, eta: 20:03:01, time: 0.786, data_time: 0.001, memory: 7129, top1_acc: 0.1688, top5_acc: 0.4000, loss_cls: 3.7790, loss: 3.7790, grad_norm: 4.6549 2021-06-07 16:57:20,557 - mmaction - INFO - Epoch [3][660/1345] lr: 1.000e-02, eta: 20:00:43, time: 0.825, data_time: 0.002, memory: 7129, top1_acc: 0.1609, top5_acc: 0.3805, loss_cls: 3.8096, loss: 3.8096, grad_norm: 4.6607 2021-06-07 16:57:37,141 - mmaction - INFO - Epoch [3][680/1345] lr: 1.000e-02, eta: 19:58:27, time: 0.830, data_time: 0.001, memory: 7129, top1_acc: 0.1539, top5_acc: 0.3898, loss_cls: 3.8318, loss: 3.8318, grad_norm: 4.7347 2021-06-07 16:57:51,528 - mmaction - INFO - Epoch [3][700/1345] lr: 1.000e-02, eta: 19:55:32, time: 0.719, data_time: 0.001, memory: 7129, top1_acc: 0.1523, top5_acc: 0.3898, loss_cls: 3.8343, loss: 3.8343, grad_norm: 4.7332 2021-06-07 16:58:07,853 - mmaction - INFO - Epoch [3][720/1345] lr: 1.000e-02, eta: 19:53:14, time: 0.816, data_time: 0.001, memory: 7129, top1_acc: 0.1719, top5_acc: 0.4023, loss_cls: 3.7781, loss: 3.7781, grad_norm: 4.6270 2021-06-07 16:58:24,309 - mmaction - INFO - Epoch [3][740/1345] lr: 1.000e-02, eta: 19:51:01, time: 0.824, data_time: 0.002, memory: 7129, top1_acc: 0.1539, top5_acc: 0.3977, loss_cls: 3.8099, loss: 3.8099, grad_norm: 4.7349 2021-06-07 16:58:40,878 - mmaction - INFO - Epoch [3][760/1345] lr: 1.000e-02, eta: 19:48:50, time: 0.828, data_time: 0.001, memory: 7129, top1_acc: 0.1406, top5_acc: 0.3695, loss_cls: 3.9005, loss: 3.9005, grad_norm: 4.7453 2021-06-07 16:58:55,634 - mmaction - INFO - Epoch [3][780/1345] lr: 1.000e-02, eta: 19:46:08, time: 0.738, data_time: 0.001, memory: 7129, top1_acc: 0.1484, top5_acc: 0.3844, loss_cls: 3.8108, loss: 3.8108, grad_norm: 4.4839 2021-06-07 16:59:12,462 - mmaction - INFO - Epoch [3][800/1345] lr: 1.000e-02, eta: 19:44:06, time: 0.842, data_time: 0.001, memory: 7129, top1_acc: 0.1680, top5_acc: 0.4219, loss_cls: 3.7346, loss: 3.7346, grad_norm: 4.4854 2021-06-07 16:59:28,801 - mmaction - INFO - Epoch [3][820/1345] lr: 1.000e-02, eta: 19:41:55, time: 0.816, data_time: 0.001, memory: 7129, top1_acc: 0.1602, top5_acc: 0.4133, loss_cls: 3.7599, loss: 3.7599, grad_norm: 4.8910 2021-06-07 16:59:44,887 - mmaction - INFO - Epoch [3][840/1345] lr: 1.000e-02, eta: 19:39:42, time: 0.805, data_time: 0.001, memory: 7129, top1_acc: 0.1531, top5_acc: 0.3977, loss_cls: 3.7963, loss: 3.7963, grad_norm: 4.5501 2021-06-07 16:59:59,324 - mmaction - INFO - Epoch [3][860/1345] lr: 1.000e-02, eta: 19:37:00, time: 0.722, data_time: 0.001, memory: 7129, top1_acc: 0.1594, top5_acc: 0.4031, loss_cls: 3.7942, loss: 3.7942, grad_norm: 4.6745 2021-06-07 17:00:17,070 - mmaction - INFO - Epoch [3][880/1345] lr: 1.000e-02, eta: 19:35:19, time: 0.887, data_time: 0.001, memory: 7129, top1_acc: 0.1641, top5_acc: 0.3961, loss_cls: 3.7397, loss: 3.7397, grad_norm: 4.8138 2021-06-07 17:00:32,164 - mmaction - INFO - Epoch [3][900/1345] lr: 1.000e-02, eta: 19:32:51, time: 0.754, data_time: 0.002, memory: 7129, top1_acc: 0.1766, top5_acc: 0.4055, loss_cls: 3.7190, loss: 3.7190, grad_norm: 5.0032 2021-06-07 17:00:47,800 - mmaction - INFO - Epoch [3][920/1345] lr: 1.000e-02, eta: 19:30:36, time: 0.783, data_time: 0.002, memory: 7129, top1_acc: 0.1805, top5_acc: 0.3937, loss_cls: 3.7378, loss: 3.7378, grad_norm: 4.8613 2021-06-07 17:01:05,364 - mmaction - INFO - Epoch [3][940/1345] lr: 1.000e-02, eta: 19:28:54, time: 0.878, data_time: 0.001, memory: 7129, top1_acc: 0.1602, top5_acc: 0.4094, loss_cls: 3.7433, loss: 3.7433, grad_norm: 4.8131 2021-06-07 17:01:21,447 - mmaction - INFO - Epoch [3][960/1345] lr: 1.000e-02, eta: 19:26:48, time: 0.804, data_time: 0.001, memory: 7129, top1_acc: 0.1672, top5_acc: 0.4094, loss_cls: 3.7976, loss: 3.7976, grad_norm: 4.3003 2021-06-07 17:01:37,415 - mmaction - INFO - Epoch [3][980/1345] lr: 1.000e-02, eta: 19:24:42, time: 0.799, data_time: 0.002, memory: 7129, top1_acc: 0.1578, top5_acc: 0.4336, loss_cls: 3.6686, loss: 3.6686, grad_norm: 4.7721 2021-06-07 17:01:55,183 - mmaction - INFO - Epoch [3][1000/1345] lr: 1.000e-02, eta: 19:23:07, time: 0.888, data_time: 0.001, memory: 7129, top1_acc: 0.1633, top5_acc: 0.4109, loss_cls: 3.7551, loss: 3.7551, grad_norm: 4.7215 2021-06-07 17:02:11,513 - mmaction - INFO - Epoch [3][1020/1345] lr: 1.000e-02, eta: 19:21:09, time: 0.817, data_time: 0.002, memory: 7129, top1_acc: 0.1906, top5_acc: 0.4313, loss_cls: 3.6800, loss: 3.6800, grad_norm: 4.7521 2021-06-07 17:02:27,689 - mmaction - INFO - Epoch [3][1040/1345] lr: 1.000e-02, eta: 19:19:09, time: 0.808, data_time: 0.001, memory: 7129, top1_acc: 0.1516, top5_acc: 0.3852, loss_cls: 3.8352, loss: 3.8352, grad_norm: 5.0784 2021-06-07 17:02:42,010 - mmaction - INFO - Epoch [3][1060/1345] lr: 1.000e-02, eta: 19:16:38, time: 0.715, data_time: 0.002, memory: 7129, top1_acc: 0.1555, top5_acc: 0.3961, loss_cls: 3.7572, loss: 3.7572, grad_norm: 4.6362 2021-06-07 17:02:58,965 - mmaction - INFO - Epoch [3][1080/1345] lr: 1.000e-02, eta: 19:14:54, time: 0.850, data_time: 0.003, memory: 7129, top1_acc: 0.1789, top5_acc: 0.3961, loss_cls: 3.7725, loss: 3.7725, grad_norm: 4.7033 2021-06-07 17:03:15,193 - mmaction - INFO - Epoch [3][1100/1345] lr: 1.000e-02, eta: 19:12:58, time: 0.811, data_time: 0.001, memory: 7129, top1_acc: 0.1562, top5_acc: 0.4102, loss_cls: 3.7048, loss: 3.7048, grad_norm: 4.6572 2021-06-07 17:03:31,050 - mmaction - INFO - Epoch [3][1120/1345] lr: 1.000e-02, eta: 19:10:58, time: 0.793, data_time: 0.001, memory: 7129, top1_acc: 0.1789, top5_acc: 0.4195, loss_cls: 3.6283, loss: 3.6283, grad_norm: 4.6213 2021-06-07 17:03:46,266 - mmaction - INFO - Epoch [3][1140/1345] lr: 1.000e-02, eta: 19:08:47, time: 0.761, data_time: 0.001, memory: 7129, top1_acc: 0.1742, top5_acc: 0.4258, loss_cls: 3.7044, loss: 3.7044, grad_norm: 4.7407 2021-06-07 17:04:03,240 - mmaction - INFO - Epoch [3][1160/1345] lr: 1.000e-02, eta: 19:07:07, time: 0.849, data_time: 0.001, memory: 7129, top1_acc: 0.1703, top5_acc: 0.4156, loss_cls: 3.7070, loss: 3.7070, grad_norm: 4.7636 2021-06-07 17:04:20,556 - mmaction - INFO - Epoch [3][1180/1345] lr: 1.000e-02, eta: 19:05:33, time: 0.866, data_time: 0.002, memory: 7129, top1_acc: 0.1727, top5_acc: 0.4391, loss_cls: 3.6553, loss: 3.6553, grad_norm: 4.8347 2021-06-07 17:04:35,404 - mmaction - INFO - Epoch [3][1200/1345] lr: 1.000e-02, eta: 19:03:20, time: 0.743, data_time: 0.001, memory: 7129, top1_acc: 0.1672, top5_acc: 0.4219, loss_cls: 3.6930, loss: 3.6930, grad_norm: 4.5417 2021-06-07 17:04:51,510 - mmaction - INFO - Epoch [3][1220/1345] lr: 1.000e-02, eta: 19:01:29, time: 0.805, data_time: 0.001, memory: 7129, top1_acc: 0.1562, top5_acc: 0.4086, loss_cls: 3.7010, loss: 3.7010, grad_norm: 4.6115 2021-06-07 17:05:07,528 - mmaction - INFO - Epoch [3][1240/1345] lr: 1.000e-02, eta: 18:59:37, time: 0.801, data_time: 0.001, memory: 7129, top1_acc: 0.1719, top5_acc: 0.4172, loss_cls: 3.7116, loss: 3.7116, grad_norm: 4.7399 2021-06-07 17:05:24,099 - mmaction - INFO - Epoch [3][1260/1345] lr: 1.000e-02, eta: 18:57:55, time: 0.829, data_time: 0.001, memory: 7129, top1_acc: 0.1656, top5_acc: 0.4211, loss_cls: 3.6954, loss: 3.6954, grad_norm: 4.6212 2021-06-07 17:05:38,345 - mmaction - INFO - Epoch [3][1280/1345] lr: 1.000e-02, eta: 18:55:36, time: 0.712, data_time: 0.001, memory: 7129, top1_acc: 0.1781, top5_acc: 0.4555, loss_cls: 3.6096, loss: 3.6096, grad_norm: 4.9801 2021-06-07 17:05:56,013 - mmaction - INFO - Epoch [3][1300/1345] lr: 1.000e-02, eta: 18:54:13, time: 0.884, data_time: 0.002, memory: 7129, top1_acc: 0.1891, top5_acc: 0.4313, loss_cls: 3.6234, loss: 3.6234, grad_norm: 4.6815 2021-06-07 17:06:12,189 - mmaction - INFO - Epoch [3][1320/1345] lr: 1.000e-02, eta: 18:52:27, time: 0.807, data_time: 0.001, memory: 7129, top1_acc: 0.1719, top5_acc: 0.4055, loss_cls: 3.7644, loss: 3.7644, grad_norm: 4.9256 2021-06-07 17:06:27,913 - mmaction - INFO - Epoch [3][1340/1345] lr: 1.000e-02, eta: 18:50:36, time: 0.788, data_time: 0.003, memory: 7129, top1_acc: 0.1719, top5_acc: 0.4508, loss_cls: 3.6354, loss: 3.6354, grad_norm: 4.7371 2021-06-07 17:06:34,053 - mmaction - INFO - Saving checkpoint at 3 epochs 2021-06-07 17:14:16,205 - mmaction - INFO - Epoch [4][20/1345] lr: 1.000e-02, eta: 20:42:56, time: 23.054, data_time: 22.026, memory: 7129, top1_acc: 0.2008, top5_acc: 0.4500, loss_cls: 3.6146, loss: 3.6146, grad_norm: 4.7551 2021-06-07 17:14:27,028 - mmaction - INFO - Epoch [4][40/1345] lr: 1.000e-02, eta: 20:39:15, time: 0.542, data_time: 0.004, memory: 7129, top1_acc: 0.1758, top5_acc: 0.4469, loss_cls: 3.6401, loss: 3.6401, grad_norm: 4.6730 2021-06-07 17:14:37,785 - mmaction - INFO - Epoch [4][60/1345] lr: 1.000e-02, eta: 20:35:34, time: 0.539, data_time: 0.002, memory: 7129, top1_acc: 0.1859, top5_acc: 0.4578, loss_cls: 3.5712, loss: 3.5712, grad_norm: 4.7709 2021-06-07 17:14:48,579 - mmaction - INFO - Epoch [4][80/1345] lr: 1.000e-02, eta: 20:31:56, time: 0.540, data_time: 0.001, memory: 7129, top1_acc: 0.1828, top5_acc: 0.4477, loss_cls: 3.5827, loss: 3.5827, grad_norm: 4.9914 2021-06-07 17:14:59,301 - mmaction - INFO - Epoch [4][100/1345] lr: 1.000e-02, eta: 20:28:19, time: 0.536, data_time: 0.001, memory: 7129, top1_acc: 0.1812, top5_acc: 0.4367, loss_cls: 3.6165, loss: 3.6165, grad_norm: 4.7835 2021-06-07 17:15:12,053 - mmaction - INFO - Epoch [4][120/1345] lr: 1.000e-02, eta: 20:25:14, time: 0.637, data_time: 0.002, memory: 7129, top1_acc: 0.1977, top5_acc: 0.4727, loss_cls: 3.5501, loss: 3.5501, grad_norm: 4.9438 2021-06-07 17:15:22,712 - mmaction - INFO - Epoch [4][140/1345] lr: 1.000e-02, eta: 20:21:40, time: 0.534, data_time: 0.004, memory: 7129, top1_acc: 0.1781, top5_acc: 0.4414, loss_cls: 3.5839, loss: 3.5839, grad_norm: 5.1637 2021-06-07 17:15:33,709 - mmaction - INFO - Epoch [4][160/1345] lr: 1.000e-02, eta: 20:18:13, time: 0.549, data_time: 0.002, memory: 7129, top1_acc: 0.1984, top5_acc: 0.4648, loss_cls: 3.4781, loss: 3.4781, grad_norm: 4.7015 2021-06-07 17:15:46,163 - mmaction - INFO - Epoch [4][180/1345] lr: 1.000e-02, eta: 20:15:10, time: 0.623, data_time: 0.002, memory: 7129, top1_acc: 0.1945, top5_acc: 0.4570, loss_cls: 3.5651, loss: 3.5651, grad_norm: 4.9329 2021-06-07 17:15:58,092 - mmaction - INFO - Epoch [4][200/1345] lr: 1.000e-02, eta: 20:12:00, time: 0.596, data_time: 0.002, memory: 7129, top1_acc: 0.1773, top5_acc: 0.4539, loss_cls: 3.5844, loss: 3.5844, grad_norm: 5.0375 2021-06-07 17:16:11,125 - mmaction - INFO - Epoch [4][220/1345] lr: 1.000e-02, eta: 20:09:08, time: 0.652, data_time: 0.002, memory: 7129, top1_acc: 0.1969, top5_acc: 0.4469, loss_cls: 3.5801, loss: 3.5801, grad_norm: 4.9567 2021-06-07 17:16:25,174 - mmaction - INFO - Epoch [4][240/1345] lr: 1.000e-02, eta: 20:06:33, time: 0.703, data_time: 0.001, memory: 7129, top1_acc: 0.1820, top5_acc: 0.4469, loss_cls: 3.5795, loss: 3.5795, grad_norm: 4.8291 2021-06-07 17:16:38,079 - mmaction - INFO - Epoch [4][260/1345] lr: 1.000e-02, eta: 20:03:42, time: 0.645, data_time: 0.001, memory: 7129, top1_acc: 0.1953, top5_acc: 0.4484, loss_cls: 3.5687, loss: 3.5687, grad_norm: 5.1158 2021-06-07 17:16:52,053 - mmaction - INFO - Epoch [4][280/1345] lr: 1.000e-02, eta: 20:01:08, time: 0.699, data_time: 0.002, memory: 7129, top1_acc: 0.1867, top5_acc: 0.4461, loss_cls: 3.6006, loss: 3.6006, grad_norm: 4.8684 2021-06-07 17:17:06,866 - mmaction - INFO - Epoch [4][300/1345] lr: 1.000e-02, eta: 19:58:48, time: 0.741, data_time: 0.002, memory: 7129, top1_acc: 0.1781, top5_acc: 0.4430, loss_cls: 3.5889, loss: 3.5889, grad_norm: 5.0521 2021-06-07 17:17:21,133 - mmaction - INFO - Epoch [4][320/1345] lr: 1.000e-02, eta: 19:56:21, time: 0.713, data_time: 0.001, memory: 7129, top1_acc: 0.1938, top5_acc: 0.4437, loss_cls: 3.5329, loss: 3.5329, grad_norm: 5.0493 2021-06-07 17:17:36,817 - mmaction - INFO - Epoch [4][340/1345] lr: 1.000e-02, eta: 19:54:15, time: 0.784, data_time: 0.001, memory: 7129, top1_acc: 0.1859, top5_acc: 0.4633, loss_cls: 3.5412, loss: 3.5412, grad_norm: 5.0650 2021-06-07 17:17:50,507 - mmaction - INFO - Epoch [4][360/1345] lr: 1.000e-02, eta: 19:51:42, time: 0.684, data_time: 0.001, memory: 7129, top1_acc: 0.2211, top5_acc: 0.4875, loss_cls: 3.4558, loss: 3.4558, grad_norm: 4.7817 2021-06-07 17:18:06,055 - mmaction - INFO - Epoch [4][380/1345] lr: 1.000e-02, eta: 19:49:37, time: 0.778, data_time: 0.001, memory: 7129, top1_acc: 0.1938, top5_acc: 0.4641, loss_cls: 3.5067, loss: 3.5067, grad_norm: 4.8736 2021-06-07 17:18:21,127 - mmaction - INFO - Epoch [4][400/1345] lr: 1.000e-02, eta: 19:47:26, time: 0.754, data_time: 0.001, memory: 7129, top1_acc: 0.2109, top5_acc: 0.4789, loss_cls: 3.4501, loss: 3.4501, grad_norm: 5.2147 2021-06-07 17:18:35,374 - mmaction - INFO - Epoch [4][420/1345] lr: 1.000e-02, eta: 19:45:04, time: 0.712, data_time: 0.001, memory: 7129, top1_acc: 0.1797, top5_acc: 0.4461, loss_cls: 3.5557, loss: 3.5557, grad_norm: 4.9937 2021-06-07 17:18:50,973 - mmaction - INFO - Epoch [4][440/1345] lr: 1.000e-02, eta: 19:43:03, time: 0.779, data_time: 0.001, memory: 7129, top1_acc: 0.1641, top5_acc: 0.4430, loss_cls: 3.5746, loss: 3.5746, grad_norm: 5.0026 2021-06-07 17:19:06,565 - mmaction - INFO - Epoch [4][460/1345] lr: 1.000e-02, eta: 19:41:02, time: 0.780, data_time: 0.001, memory: 7129, top1_acc: 0.1945, top5_acc: 0.4516, loss_cls: 3.5427, loss: 3.5427, grad_norm: 5.0092 2021-06-07 17:19:21,875 - mmaction - INFO - Epoch [4][480/1345] lr: 1.000e-02, eta: 19:38:58, time: 0.765, data_time: 0.001, memory: 7129, top1_acc: 0.2023, top5_acc: 0.4570, loss_cls: 3.5492, loss: 3.5492, grad_norm: 4.9993 2021-06-07 17:19:39,466 - mmaction - INFO - Epoch [4][500/1345] lr: 1.000e-02, eta: 19:37:27, time: 0.880, data_time: 0.001, memory: 7129, top1_acc: 0.1898, top5_acc: 0.4555, loss_cls: 3.6315, loss: 3.6315, grad_norm: 4.9403 2021-06-07 17:19:54,056 - mmaction - INFO - Epoch [4][520/1345] lr: 1.000e-02, eta: 19:35:15, time: 0.729, data_time: 0.001, memory: 7129, top1_acc: 0.2250, top5_acc: 0.5016, loss_cls: 3.4306, loss: 3.4306, grad_norm: 5.1583 2021-06-07 17:20:09,568 - mmaction - INFO - Epoch [4][540/1345] lr: 1.000e-02, eta: 19:33:17, time: 0.776, data_time: 0.001, memory: 7129, top1_acc: 0.2031, top5_acc: 0.4539, loss_cls: 3.5124, loss: 3.5124, grad_norm: 5.0296 2021-06-07 17:20:25,654 - mmaction - INFO - Epoch [4][560/1345] lr: 1.000e-02, eta: 19:31:28, time: 0.804, data_time: 0.001, memory: 7129, top1_acc: 0.2109, top5_acc: 0.4727, loss_cls: 3.4609, loss: 3.4609, grad_norm: 5.0717 2021-06-07 17:20:42,457 - mmaction - INFO - Epoch [4][580/1345] lr: 1.000e-02, eta: 19:29:49, time: 0.841, data_time: 0.001, memory: 7129, top1_acc: 0.1922, top5_acc: 0.4609, loss_cls: 3.5068, loss: 3.5068, grad_norm: 5.0339 2021-06-07 17:20:57,286 - mmaction - INFO - Epoch [4][600/1345] lr: 1.000e-02, eta: 19:27:44, time: 0.741, data_time: 0.001, memory: 7129, top1_acc: 0.2039, top5_acc: 0.4766, loss_cls: 3.4628, loss: 3.4628, grad_norm: 5.2707 2021-06-07 17:21:13,300 - mmaction - INFO - Epoch [4][620/1345] lr: 1.000e-02, eta: 19:25:56, time: 0.801, data_time: 0.001, memory: 7129, top1_acc: 0.1977, top5_acc: 0.4781, loss_cls: 3.4998, loss: 3.4998, grad_norm: 4.9303 2021-06-07 17:21:29,003 - mmaction - INFO - Epoch [4][640/1345] lr: 1.000e-02, eta: 19:24:05, time: 0.785, data_time: 0.001, memory: 7129, top1_acc: 0.2102, top5_acc: 0.4859, loss_cls: 3.4346, loss: 3.4346, grad_norm: 5.2441 2021-06-07 17:21:46,509 - mmaction - INFO - Epoch [4][660/1345] lr: 1.000e-02, eta: 19:22:38, time: 0.876, data_time: 0.001, memory: 7129, top1_acc: 0.2102, top5_acc: 0.4680, loss_cls: 3.5072, loss: 3.5072, grad_norm: 5.0135 2021-06-07 17:22:03,341 - mmaction - INFO - Epoch [4][680/1345] lr: 1.000e-02, eta: 19:21:03, time: 0.842, data_time: 0.002, memory: 7129, top1_acc: 0.2188, top5_acc: 0.5000, loss_cls: 3.3901, loss: 3.3901, grad_norm: 5.0494 2021-06-07 17:22:20,009 - mmaction - INFO - Epoch [4][700/1345] lr: 1.000e-02, eta: 19:19:27, time: 0.833, data_time: 0.001, memory: 7129, top1_acc: 0.2070, top5_acc: 0.4797, loss_cls: 3.4959, loss: 3.4959, grad_norm: 5.3443 2021-06-07 17:22:35,650 - mmaction - INFO - Epoch [4][720/1345] lr: 1.000e-02, eta: 19:17:38, time: 0.782, data_time: 0.002, memory: 7129, top1_acc: 0.2102, top5_acc: 0.4680, loss_cls: 3.4906, loss: 3.4906, grad_norm: 4.9402 2021-06-07 17:22:51,127 - mmaction - INFO - Epoch [4][740/1345] lr: 1.000e-02, eta: 19:15:47, time: 0.774, data_time: 0.001, memory: 7129, top1_acc: 0.2320, top5_acc: 0.4875, loss_cls: 3.3765, loss: 3.3765, grad_norm: 5.1659 2021-06-07 17:23:07,166 - mmaction - INFO - Epoch [4][760/1345] lr: 1.000e-02, eta: 19:14:05, time: 0.802, data_time: 0.001, memory: 7129, top1_acc: 0.1906, top5_acc: 0.4633, loss_cls: 3.5408, loss: 3.5408, grad_norm: 5.0908 2021-06-07 17:23:24,432 - mmaction - INFO - Epoch [4][780/1345] lr: 1.000e-02, eta: 19:12:39, time: 0.863, data_time: 0.001, memory: 7129, top1_acc: 0.2148, top5_acc: 0.4719, loss_cls: 3.4410, loss: 3.4410, grad_norm: 5.0146 2021-06-07 17:23:39,253 - mmaction - INFO - Epoch [4][800/1345] lr: 1.000e-02, eta: 19:10:42, time: 0.741, data_time: 0.001, memory: 7129, top1_acc: 0.2117, top5_acc: 0.4742, loss_cls: 3.4516, loss: 3.4516, grad_norm: 5.3011 2021-06-07 17:23:54,686 - mmaction - INFO - Epoch [4][820/1345] lr: 1.000e-02, eta: 19:08:54, time: 0.772, data_time: 0.001, memory: 7129, top1_acc: 0.1922, top5_acc: 0.4430, loss_cls: 3.6086, loss: 3.6086, grad_norm: 5.2441 2021-06-07 17:24:12,049 - mmaction - INFO - Epoch [4][840/1345] lr: 1.000e-02, eta: 19:07:31, time: 0.868, data_time: 0.001, memory: 7129, top1_acc: 0.2133, top5_acc: 0.5008, loss_cls: 3.3930, loss: 3.3930, grad_norm: 5.0150 2021-06-07 17:24:26,926 - mmaction - INFO - Epoch [4][860/1345] lr: 1.000e-02, eta: 19:05:38, time: 0.744, data_time: 0.002, memory: 7129, top1_acc: 0.2172, top5_acc: 0.4938, loss_cls: 3.4390, loss: 3.4390, grad_norm: 5.0537 2021-06-07 17:24:42,869 - mmaction - INFO - Epoch [4][880/1345] lr: 1.000e-02, eta: 19:03:58, time: 0.797, data_time: 0.001, memory: 7129, top1_acc: 0.2516, top5_acc: 0.5148, loss_cls: 3.3196, loss: 3.3196, grad_norm: 5.1845 2021-06-07 17:24:58,531 - mmaction - INFO - Epoch [4][900/1345] lr: 1.000e-02, eta: 19:02:16, time: 0.783, data_time: 0.001, memory: 7129, top1_acc: 0.2289, top5_acc: 0.4695, loss_cls: 3.4682, loss: 3.4682, grad_norm: 5.4364 2021-06-07 17:25:15,041 - mmaction - INFO - Epoch [4][920/1345] lr: 1.000e-02, eta: 19:00:45, time: 0.825, data_time: 0.001, memory: 7129, top1_acc: 0.2156, top5_acc: 0.4961, loss_cls: 3.4288, loss: 3.4288, grad_norm: 4.9847 2021-06-07 17:25:29,390 - mmaction - INFO - Epoch [4][940/1345] lr: 1.000e-02, eta: 18:58:47, time: 0.718, data_time: 0.002, memory: 7129, top1_acc: 0.2000, top5_acc: 0.4727, loss_cls: 3.5001, loss: 3.5001, grad_norm: 5.2174 2021-06-07 17:25:44,740 - mmaction - INFO - Epoch [4][960/1345] lr: 1.000e-02, eta: 18:57:03, time: 0.767, data_time: 0.001, memory: 7129, top1_acc: 0.2195, top5_acc: 0.4820, loss_cls: 3.4121, loss: 3.4121, grad_norm: 5.3805 2021-06-07 17:26:02,216 - mmaction - INFO - Epoch [4][980/1345] lr: 1.000e-02, eta: 18:55:46, time: 0.874, data_time: 0.001, memory: 7129, top1_acc: 0.2133, top5_acc: 0.4719, loss_cls: 3.4713, loss: 3.4713, grad_norm: 5.3765 2021-06-07 17:26:17,651 - mmaction - INFO - Epoch [4][1000/1345] lr: 1.000e-02, eta: 18:54:04, time: 0.772, data_time: 0.001, memory: 7129, top1_acc: 0.2219, top5_acc: 0.4938, loss_cls: 3.4164, loss: 3.4164, grad_norm: 5.1981 2021-06-07 17:26:33,296 - mmaction - INFO - Epoch [4][1020/1345] lr: 1.000e-02, eta: 18:52:26, time: 0.782, data_time: 0.001, memory: 7129, top1_acc: 0.2031, top5_acc: 0.4734, loss_cls: 3.4775, loss: 3.4775, grad_norm: 5.3830 2021-06-07 17:26:50,111 - mmaction - INFO - Epoch [4][1040/1345] lr: 1.000e-02, eta: 18:51:02, time: 0.841, data_time: 0.001, memory: 7129, top1_acc: 0.1969, top5_acc: 0.4695, loss_cls: 3.4747, loss: 3.4747, grad_norm: 4.9146 2021-06-07 17:27:06,379 - mmaction - INFO - Epoch [4][1060/1345] lr: 1.000e-02, eta: 18:49:33, time: 0.813, data_time: 0.001, memory: 7129, top1_acc: 0.2141, top5_acc: 0.4984, loss_cls: 3.3580, loss: 3.3580, grad_norm: 5.2895 2021-06-07 17:27:21,052 - mmaction - INFO - Epoch [4][1080/1345] lr: 1.000e-02, eta: 18:47:44, time: 0.734, data_time: 0.001, memory: 7129, top1_acc: 0.2117, top5_acc: 0.4758, loss_cls: 3.4487, loss: 3.4487, grad_norm: 4.9939 2021-06-07 17:27:38,540 - mmaction - INFO - Epoch [4][1100/1345] lr: 1.000e-02, eta: 18:46:30, time: 0.874, data_time: 0.001, memory: 7129, top1_acc: 0.2344, top5_acc: 0.5031, loss_cls: 3.3991, loss: 3.3991, grad_norm: 5.1032 2021-06-07 17:27:53,297 - mmaction - INFO - Epoch [4][1120/1345] lr: 1.000e-02, eta: 18:44:44, time: 0.738, data_time: 0.002, memory: 7129, top1_acc: 0.1977, top5_acc: 0.4898, loss_cls: 3.4594, loss: 3.4594, grad_norm: 5.1026 2021-06-07 17:28:10,160 - mmaction - INFO - Epoch [4][1140/1345] lr: 1.000e-02, eta: 18:43:24, time: 0.843, data_time: 0.001, memory: 7129, top1_acc: 0.2359, top5_acc: 0.4977, loss_cls: 3.3591, loss: 3.3591, grad_norm: 5.0939 2021-06-07 17:28:25,296 - mmaction - INFO - Epoch [4][1160/1345] lr: 1.000e-02, eta: 18:41:44, time: 0.756, data_time: 0.001, memory: 7129, top1_acc: 0.2414, top5_acc: 0.5047, loss_cls: 3.3114, loss: 3.3114, grad_norm: 5.2499 2021-06-07 17:28:42,557 - mmaction - INFO - Epoch [4][1180/1345] lr: 1.000e-02, eta: 18:40:29, time: 0.863, data_time: 0.001, memory: 7129, top1_acc: 0.2211, top5_acc: 0.4945, loss_cls: 3.3728, loss: 3.3728, grad_norm: 5.2550 2021-06-07 17:28:59,498 - mmaction - INFO - Epoch [4][1200/1345] lr: 1.000e-02, eta: 18:39:11, time: 0.846, data_time: 0.002, memory: 7129, top1_acc: 0.2273, top5_acc: 0.4930, loss_cls: 3.3784, loss: 3.3784, grad_norm: 5.2589 2021-06-07 17:29:15,278 - mmaction - INFO - Epoch [4][1220/1345] lr: 1.000e-02, eta: 18:37:41, time: 0.790, data_time: 0.002, memory: 7129, top1_acc: 0.2109, top5_acc: 0.5094, loss_cls: 3.4085, loss: 3.4085, grad_norm: 5.5211 2021-06-07 17:29:31,825 - mmaction - INFO - Epoch [4][1240/1345] lr: 1.000e-02, eta: 18:36:19, time: 0.825, data_time: 0.002, memory: 7129, top1_acc: 0.2383, top5_acc: 0.4758, loss_cls: 3.4501, loss: 3.4501, grad_norm: 5.1306 2021-06-07 17:29:48,257 - mmaction - INFO - Epoch [4][1260/1345] lr: 1.000e-02, eta: 18:34:57, time: 0.824, data_time: 0.003, memory: 7129, top1_acc: 0.2094, top5_acc: 0.4758, loss_cls: 3.4299, loss: 3.4299, grad_norm: 5.1786 2021-06-07 17:30:04,490 - mmaction - INFO - Epoch [4][1280/1345] lr: 1.000e-02, eta: 18:33:33, time: 0.812, data_time: 0.002, memory: 7129, top1_acc: 0.2195, top5_acc: 0.4859, loss_cls: 3.4316, loss: 3.4316, grad_norm: 5.1324 2021-06-07 17:30:19,956 - mmaction - INFO - Epoch [4][1300/1345] lr: 1.000e-02, eta: 18:32:00, time: 0.773, data_time: 0.002, memory: 7129, top1_acc: 0.2344, top5_acc: 0.4766, loss_cls: 3.4090, loss: 3.4090, grad_norm: 5.3418 2021-06-07 17:30:36,018 - mmaction - INFO - Epoch [4][1320/1345] lr: 1.000e-02, eta: 18:30:35, time: 0.803, data_time: 0.001, memory: 7129, top1_acc: 0.2211, top5_acc: 0.4617, loss_cls: 3.4764, loss: 3.4764, grad_norm: 5.2195 2021-06-07 17:30:52,089 - mmaction - INFO - Epoch [4][1340/1345] lr: 1.000e-02, eta: 18:29:11, time: 0.804, data_time: 0.001, memory: 7129, top1_acc: 0.2242, top5_acc: 0.4898, loss_cls: 3.3881, loss: 3.3881, grad_norm: 5.1518 2021-06-07 17:31:01,099 - mmaction - INFO - Saving checkpoint at 4 epochs 2021-06-07 17:38:42,107 - mmaction - INFO - Epoch [5][20/1345] lr: 1.000e-02, eta: 19:51:25, time: 23.001, data_time: 22.344, memory: 7129, top1_acc: 0.2516, top5_acc: 0.5328, loss_cls: 3.2549, loss: 3.2549, grad_norm: 5.3989 2021-06-07 17:38:53,205 - mmaction - INFO - Epoch [5][40/1345] lr: 1.000e-02, eta: 19:48:45, time: 0.556, data_time: 0.003, memory: 7129, top1_acc: 0.2469, top5_acc: 0.5039, loss_cls: 3.2951, loss: 3.2951, grad_norm: 5.0095 2021-06-07 17:39:04,191 - mmaction - INFO - Epoch [5][60/1345] lr: 1.000e-02, eta: 19:46:04, time: 0.548, data_time: 0.001, memory: 7129, top1_acc: 0.2531, top5_acc: 0.5234, loss_cls: 3.2773, loss: 3.2773, grad_norm: 5.6973 2021-06-07 17:39:15,083 - mmaction - INFO - Epoch [5][80/1345] lr: 1.000e-02, eta: 19:43:24, time: 0.546, data_time: 0.002, memory: 7129, top1_acc: 0.2508, top5_acc: 0.5484, loss_cls: 3.2068, loss: 3.2068, grad_norm: 5.3678 2021-06-07 17:39:26,039 - mmaction - INFO - Epoch [5][100/1345] lr: 1.000e-02, eta: 19:40:45, time: 0.547, data_time: 0.001, memory: 7129, top1_acc: 0.2406, top5_acc: 0.4961, loss_cls: 3.4116, loss: 3.4116, grad_norm: 5.3243 2021-06-07 17:39:36,832 - mmaction - INFO - Epoch [5][120/1345] lr: 1.000e-02, eta: 19:38:07, time: 0.541, data_time: 0.003, memory: 7129, top1_acc: 0.2594, top5_acc: 0.5078, loss_cls: 3.2689, loss: 3.2689, grad_norm: 5.2311 2021-06-07 17:39:47,558 - mmaction - INFO - Epoch [5][140/1345] lr: 1.000e-02, eta: 19:35:27, time: 0.535, data_time: 0.001, memory: 7129, top1_acc: 0.2203, top5_acc: 0.5023, loss_cls: 3.3452, loss: 3.3452, grad_norm: 5.2435 2021-06-07 17:39:59,037 - mmaction - INFO - Epoch [5][160/1345] lr: 1.000e-02, eta: 19:32:58, time: 0.575, data_time: 0.002, memory: 7129, top1_acc: 0.2203, top5_acc: 0.5258, loss_cls: 3.3198, loss: 3.3198, grad_norm: 5.5318 2021-06-07 17:40:11,647 - mmaction - INFO - Epoch [5][180/1345] lr: 1.000e-02, eta: 19:30:41, time: 0.627, data_time: 0.008, memory: 7129, top1_acc: 0.2531, top5_acc: 0.5188, loss_cls: 3.2910, loss: 3.2910, grad_norm: 5.2983 2021-06-07 17:40:23,794 - mmaction - INFO - Epoch [5][200/1345] lr: 1.000e-02, eta: 19:28:21, time: 0.610, data_time: 0.008, memory: 7129, top1_acc: 0.2219, top5_acc: 0.4914, loss_cls: 3.3930, loss: 3.3930, grad_norm: 5.4728 2021-06-07 17:40:36,107 - mmaction - INFO - Epoch [5][220/1345] lr: 1.000e-02, eta: 19:26:04, time: 0.614, data_time: 0.001, memory: 7129, top1_acc: 0.2234, top5_acc: 0.5281, loss_cls: 3.2803, loss: 3.2803, grad_norm: 5.2719 2021-06-07 17:40:49,678 - mmaction - INFO - Epoch [5][240/1345] lr: 1.000e-02, eta: 19:24:01, time: 0.680, data_time: 0.003, memory: 7129, top1_acc: 0.2422, top5_acc: 0.4969, loss_cls: 3.3636, loss: 3.3636, grad_norm: 5.4103 2021-06-07 17:41:02,272 - mmaction - INFO - Epoch [5][260/1345] lr: 1.000e-02, eta: 19:21:48, time: 0.630, data_time: 0.001, memory: 7129, top1_acc: 0.2469, top5_acc: 0.5125, loss_cls: 3.2591, loss: 3.2591, grad_norm: 5.4640 2021-06-07 17:41:16,044 - mmaction - INFO - Epoch [5][280/1345] lr: 1.000e-02, eta: 19:19:49, time: 0.688, data_time: 0.001, memory: 7129, top1_acc: 0.2398, top5_acc: 0.5094, loss_cls: 3.3803, loss: 3.3803, grad_norm: 5.2044 2021-06-07 17:41:30,729 - mmaction - INFO - Epoch [5][300/1345] lr: 1.000e-02, eta: 19:18:01, time: 0.735, data_time: 0.002, memory: 7129, top1_acc: 0.2586, top5_acc: 0.5266, loss_cls: 3.2882, loss: 3.2882, grad_norm: 5.3446 2021-06-07 17:41:44,584 - mmaction - INFO - Epoch [5][320/1345] lr: 1.000e-02, eta: 19:16:04, time: 0.692, data_time: 0.001, memory: 7129, top1_acc: 0.2414, top5_acc: 0.5172, loss_cls: 3.2817, loss: 3.2817, grad_norm: 5.5071 2021-06-07 17:41:59,750 - mmaction - INFO - Epoch [5][340/1345] lr: 1.000e-02, eta: 19:14:23, time: 0.759, data_time: 0.001, memory: 7129, top1_acc: 0.2445, top5_acc: 0.5133, loss_cls: 3.2795, loss: 3.2795, grad_norm: 5.2696 2021-06-07 17:42:13,621 - mmaction - INFO - Epoch [5][360/1345] lr: 1.000e-02, eta: 19:12:27, time: 0.693, data_time: 0.001, memory: 7129, top1_acc: 0.2375, top5_acc: 0.5320, loss_cls: 3.2740, loss: 3.2740, grad_norm: 5.2008 2021-06-07 17:42:29,872 - mmaction - INFO - Epoch [5][380/1345] lr: 1.000e-02, eta: 19:10:58, time: 0.812, data_time: 0.001, memory: 7129, top1_acc: 0.2422, top5_acc: 0.5078, loss_cls: 3.3056, loss: 3.3056, grad_norm: 5.5382 2021-06-07 17:42:44,306 - mmaction - INFO - Epoch [5][400/1345] lr: 1.000e-02, eta: 19:09:11, time: 0.722, data_time: 0.002, memory: 7129, top1_acc: 0.2172, top5_acc: 0.5148, loss_cls: 3.3588, loss: 3.3588, grad_norm: 5.1507 2021-06-07 17:42:59,427 - mmaction - INFO - Epoch [5][420/1345] lr: 1.000e-02, eta: 19:07:31, time: 0.756, data_time: 0.001, memory: 7129, top1_acc: 0.2328, top5_acc: 0.5211, loss_cls: 3.3503, loss: 3.3503, grad_norm: 5.3960 2021-06-07 17:43:15,125 - mmaction - INFO - Epoch [5][440/1345] lr: 1.000e-02, eta: 19:05:57, time: 0.785, data_time: 0.001, memory: 7129, top1_acc: 0.2336, top5_acc: 0.4992, loss_cls: 3.3535, loss: 3.3535, grad_norm: 4.9316 2021-06-07 17:43:29,410 - mmaction - INFO - Epoch [5][460/1345] lr: 1.000e-02, eta: 19:04:10, time: 0.714, data_time: 0.001, memory: 7129, top1_acc: 0.2547, top5_acc: 0.5188, loss_cls: 3.2730, loss: 3.2730, grad_norm: 5.3732 2021-06-07 17:43:44,405 - mmaction - INFO - Epoch [5][480/1345] lr: 1.000e-02, eta: 19:02:30, time: 0.747, data_time: 0.001, memory: 7129, top1_acc: 0.2266, top5_acc: 0.5141, loss_cls: 3.3352, loss: 3.3352, grad_norm: 5.2861 2021-06-07 17:44:00,130 - mmaction - INFO - Epoch [5][500/1345] lr: 1.000e-02, eta: 19:00:58, time: 0.786, data_time: 0.004, memory: 7129, top1_acc: 0.2664, top5_acc: 0.5414, loss_cls: 3.2086, loss: 3.2086, grad_norm: 5.3213 2021-06-07 17:44:16,015 - mmaction - INFO - Epoch [5][520/1345] lr: 1.000e-02, eta: 18:59:30, time: 0.797, data_time: 0.005, memory: 7129, top1_acc: 0.2656, top5_acc: 0.5234, loss_cls: 3.2039, loss: 3.2039, grad_norm: 5.3111 2021-06-07 17:44:31,209 - mmaction - INFO - Epoch [5][540/1345] lr: 1.000e-02, eta: 18:57:54, time: 0.759, data_time: 0.001, memory: 7129, top1_acc: 0.2719, top5_acc: 0.5297, loss_cls: 3.2029, loss: 3.2029, grad_norm: 5.4158 2021-06-07 17:44:46,543 - mmaction - INFO - Epoch [5][560/1345] lr: 1.000e-02, eta: 18:56:20, time: 0.767, data_time: 0.002, memory: 7129, top1_acc: 0.2242, top5_acc: 0.5203, loss_cls: 3.3129, loss: 3.3129, grad_norm: 5.4280 2021-06-07 17:45:03,196 - mmaction - INFO - Epoch [5][580/1345] lr: 1.000e-02, eta: 18:55:01, time: 0.832, data_time: 0.001, memory: 7129, top1_acc: 0.2711, top5_acc: 0.5406, loss_cls: 3.2130, loss: 3.2130, grad_norm: 5.5275 2021-06-07 17:45:18,181 - mmaction - INFO - Epoch [5][600/1345] lr: 1.000e-02, eta: 18:53:24, time: 0.749, data_time: 0.002, memory: 7129, top1_acc: 0.2477, top5_acc: 0.5297, loss_cls: 3.2247, loss: 3.2247, grad_norm: 5.5256 2021-06-07 17:45:33,094 - mmaction - INFO - Epoch [5][620/1345] lr: 1.000e-02, eta: 18:51:48, time: 0.747, data_time: 0.002, memory: 7129, top1_acc: 0.2391, top5_acc: 0.5156, loss_cls: 3.2606, loss: 3.2606, grad_norm: 5.5101 2021-06-07 17:45:48,810 - mmaction - INFO - Epoch [5][640/1345] lr: 1.000e-02, eta: 18:50:20, time: 0.784, data_time: 0.001, memory: 7129, top1_acc: 0.2461, top5_acc: 0.5219, loss_cls: 3.2269, loss: 3.2269, grad_norm: 5.4399 2021-06-07 17:46:04,739 - mmaction - INFO - Epoch [5][660/1345] lr: 1.000e-02, eta: 18:48:55, time: 0.798, data_time: 0.002, memory: 7129, top1_acc: 0.2375, top5_acc: 0.5203, loss_cls: 3.2862, loss: 3.2862, grad_norm: 5.7133 2021-06-07 17:46:19,932 - mmaction - INFO - Epoch [5][680/1345] lr: 1.000e-02, eta: 18:47:22, time: 0.760, data_time: 0.001, memory: 7129, top1_acc: 0.2398, top5_acc: 0.5188, loss_cls: 3.3198, loss: 3.3198, grad_norm: 5.4684 2021-06-07 17:46:37,487 - mmaction - INFO - Epoch [5][700/1345] lr: 1.000e-02, eta: 18:46:14, time: 0.878, data_time: 0.001, memory: 7129, top1_acc: 0.2062, top5_acc: 0.4961, loss_cls: 3.3648, loss: 3.3648, grad_norm: 5.4703 2021-06-07 17:46:51,946 - mmaction - INFO - Epoch [5][720/1345] lr: 1.000e-02, eta: 18:44:36, time: 0.723, data_time: 0.001, memory: 7129, top1_acc: 0.2531, top5_acc: 0.5195, loss_cls: 3.2695, loss: 3.2695, grad_norm: 5.5061 2021-06-07 17:47:07,821 - mmaction - INFO - Epoch [5][740/1345] lr: 1.000e-02, eta: 18:43:12, time: 0.794, data_time: 0.001, memory: 7129, top1_acc: 0.2477, top5_acc: 0.5266, loss_cls: 3.2836, loss: 3.2836, grad_norm: 5.4578 2021-06-07 17:47:22,683 - mmaction - INFO - Epoch [5][760/1345] lr: 1.000e-02, eta: 18:41:38, time: 0.743, data_time: 0.001, memory: 7129, top1_acc: 0.2406, top5_acc: 0.5547, loss_cls: 3.1712, loss: 3.1712, grad_norm: 5.6996 2021-06-07 17:47:40,367 - mmaction - INFO - Epoch [5][780/1345] lr: 1.000e-02, eta: 18:40:33, time: 0.884, data_time: 0.001, memory: 7129, top1_acc: 0.2328, top5_acc: 0.5031, loss_cls: 3.3350, loss: 3.3350, grad_norm: 5.3513 2021-06-07 17:47:56,206 - mmaction - INFO - Epoch [5][800/1345] lr: 1.000e-02, eta: 18:39:10, time: 0.792, data_time: 0.001, memory: 7129, top1_acc: 0.2445, top5_acc: 0.5078, loss_cls: 3.2782, loss: 3.2782, grad_norm: 5.4463 2021-06-07 17:48:11,537 - mmaction - INFO - Epoch [5][820/1345] lr: 1.000e-02, eta: 18:37:43, time: 0.766, data_time: 0.001, memory: 7129, top1_acc: 0.2781, top5_acc: 0.5461, loss_cls: 3.1624, loss: 3.1624, grad_norm: 5.5474 2021-06-07 17:48:27,829 - mmaction - INFO - Epoch [5][840/1345] lr: 1.000e-02, eta: 18:36:25, time: 0.814, data_time: 0.001, memory: 7129, top1_acc: 0.2437, top5_acc: 0.5219, loss_cls: 3.2658, loss: 3.2658, grad_norm: 5.3812 2021-06-07 17:48:43,543 - mmaction - INFO - Epoch [5][860/1345] lr: 1.000e-02, eta: 18:35:02, time: 0.786, data_time: 0.001, memory: 7129, top1_acc: 0.2594, top5_acc: 0.5281, loss_cls: 3.2472, loss: 3.2472, grad_norm: 5.5084 2021-06-07 17:49:00,513 - mmaction - INFO - Epoch [5][880/1345] lr: 1.000e-02, eta: 18:33:52, time: 0.849, data_time: 0.002, memory: 7129, top1_acc: 0.2711, top5_acc: 0.5492, loss_cls: 3.1660, loss: 3.1660, grad_norm: 5.5446 2021-06-07 17:49:15,705 - mmaction - INFO - Epoch [5][900/1345] lr: 1.000e-02, eta: 18:32:25, time: 0.760, data_time: 0.001, memory: 7129, top1_acc: 0.2344, top5_acc: 0.5164, loss_cls: 3.2785, loss: 3.2785, grad_norm: 5.4259 2021-06-07 17:49:32,386 - mmaction - INFO - Epoch [5][920/1345] lr: 1.000e-02, eta: 18:31:12, time: 0.834, data_time: 0.001, memory: 7129, top1_acc: 0.2617, top5_acc: 0.5281, loss_cls: 3.1871, loss: 3.1871, grad_norm: 5.6151 2021-06-07 17:49:49,013 - mmaction - INFO - Epoch [5][940/1345] lr: 1.000e-02, eta: 18:30:00, time: 0.831, data_time: 0.001, memory: 7129, top1_acc: 0.2500, top5_acc: 0.5219, loss_cls: 3.2622, loss: 3.2622, grad_norm: 5.1111 2021-06-07 17:50:05,333 - mmaction - INFO - Epoch [5][960/1345] lr: 1.000e-02, eta: 18:28:45, time: 0.816, data_time: 0.001, memory: 7129, top1_acc: 0.2555, top5_acc: 0.5297, loss_cls: 3.2120, loss: 3.2120, grad_norm: 5.5029 2021-06-07 17:50:22,419 - mmaction - INFO - Epoch [5][980/1345] lr: 1.000e-02, eta: 18:27:37, time: 0.854, data_time: 0.001, memory: 7129, top1_acc: 0.2625, top5_acc: 0.5367, loss_cls: 3.2176, loss: 3.2176, grad_norm: 5.6079 2021-06-07 17:50:38,837 - mmaction - INFO - Epoch [5][1000/1345] lr: 1.000e-02, eta: 18:26:24, time: 0.821, data_time: 0.001, memory: 7129, top1_acc: 0.2594, top5_acc: 0.5359, loss_cls: 3.1952, loss: 3.1952, grad_norm: 5.5120 2021-06-07 17:50:55,560 - mmaction - INFO - Epoch [5][1020/1345] lr: 1.000e-02, eta: 18:25:13, time: 0.834, data_time: 0.001, memory: 7129, top1_acc: 0.2586, top5_acc: 0.5383, loss_cls: 3.1691, loss: 3.1691, grad_norm: 5.2714 2021-06-07 17:51:10,861 - mmaction - INFO - Epoch [5][1040/1345] lr: 1.000e-02, eta: 18:23:50, time: 0.768, data_time: 0.004, memory: 7129, top1_acc: 0.2687, top5_acc: 0.5203, loss_cls: 3.2406, loss: 3.2406, grad_norm: 5.4649 2021-06-07 17:51:26,638 - mmaction - INFO - Epoch [5][1060/1345] lr: 1.000e-02, eta: 18:22:32, time: 0.789, data_time: 0.001, memory: 7129, top1_acc: 0.2516, top5_acc: 0.5219, loss_cls: 3.2231, loss: 3.2231, grad_norm: 5.5103 2021-06-07 17:51:42,457 - mmaction - INFO - Epoch [5][1080/1345] lr: 1.000e-02, eta: 18:21:14, time: 0.791, data_time: 0.001, memory: 7129, top1_acc: 0.2781, top5_acc: 0.5484, loss_cls: 3.1104, loss: 3.1104, grad_norm: 5.5311 2021-06-07 17:51:57,848 - mmaction - INFO - Epoch [5][1100/1345] lr: 1.000e-02, eta: 18:19:53, time: 0.769, data_time: 0.001, memory: 7129, top1_acc: 0.2789, top5_acc: 0.5609, loss_cls: 3.1014, loss: 3.1014, grad_norm: 5.5611 2021-06-07 17:52:13,832 - mmaction - INFO - Epoch [5][1120/1345] lr: 1.000e-02, eta: 18:18:38, time: 0.799, data_time: 0.001, memory: 7129, top1_acc: 0.2656, top5_acc: 0.5328, loss_cls: 3.2046, loss: 3.2046, grad_norm: 5.6023 2021-06-07 17:52:32,649 - mmaction - INFO - Epoch [5][1140/1345] lr: 1.000e-02, eta: 18:17:49, time: 0.941, data_time: 0.001, memory: 7129, top1_acc: 0.2578, top5_acc: 0.5445, loss_cls: 3.2179, loss: 3.2179, grad_norm: 5.4599 2021-06-07 17:52:47,026 - mmaction - INFO - Epoch [5][1160/1345] lr: 1.000e-02, eta: 18:16:19, time: 0.719, data_time: 0.001, memory: 7129, top1_acc: 0.2578, top5_acc: 0.5578, loss_cls: 3.1673, loss: 3.1673, grad_norm: 5.6240 2021-06-07 17:53:03,816 - mmaction - INFO - Epoch [5][1180/1345] lr: 1.000e-02, eta: 18:15:13, time: 0.840, data_time: 0.002, memory: 7129, top1_acc: 0.2672, top5_acc: 0.5484, loss_cls: 3.2074, loss: 3.2074, grad_norm: 5.6441 2021-06-07 17:53:18,178 - mmaction - INFO - Epoch [5][1200/1345] lr: 1.000e-02, eta: 18:13:44, time: 0.718, data_time: 0.001, memory: 7129, top1_acc: 0.2992, top5_acc: 0.5555, loss_cls: 3.1009, loss: 3.1009, grad_norm: 5.3539 2021-06-07 17:53:34,442 - mmaction - INFO - Epoch [5][1220/1345] lr: 1.000e-02, eta: 18:12:32, time: 0.812, data_time: 0.001, memory: 7129, top1_acc: 0.2469, top5_acc: 0.5258, loss_cls: 3.2464, loss: 3.2464, grad_norm: 5.3921 2021-06-07 17:53:50,660 - mmaction - INFO - Epoch [5][1240/1345] lr: 1.000e-02, eta: 18:11:22, time: 0.812, data_time: 0.002, memory: 7129, top1_acc: 0.2430, top5_acc: 0.5352, loss_cls: 3.2052, loss: 3.2052, grad_norm: 5.6220 2021-06-07 17:54:06,461 - mmaction - INFO - Epoch [5][1260/1345] lr: 1.000e-02, eta: 18:10:07, time: 0.790, data_time: 0.001, memory: 7129, top1_acc: 0.2891, top5_acc: 0.5461, loss_cls: 3.2005, loss: 3.2005, grad_norm: 5.4518 2021-06-07 17:54:23,501 - mmaction - INFO - Epoch [5][1280/1345] lr: 1.000e-02, eta: 18:09:04, time: 0.851, data_time: 0.001, memory: 7129, top1_acc: 0.2836, top5_acc: 0.5586, loss_cls: 3.0900, loss: 3.0900, grad_norm: 5.4576 2021-06-07 17:54:38,760 - mmaction - INFO - Epoch [5][1300/1345] lr: 1.000e-02, eta: 18:07:45, time: 0.764, data_time: 0.002, memory: 7129, top1_acc: 0.2586, top5_acc: 0.5398, loss_cls: 3.1281, loss: 3.1281, grad_norm: 5.5383 2021-06-07 17:54:54,829 - mmaction - INFO - Epoch [5][1320/1345] lr: 1.000e-02, eta: 18:06:34, time: 0.804, data_time: 0.001, memory: 7129, top1_acc: 0.2570, top5_acc: 0.5375, loss_cls: 3.1829, loss: 3.1829, grad_norm: 5.3363 2021-06-07 17:55:08,635 - mmaction - INFO - Epoch [5][1340/1345] lr: 1.000e-02, eta: 18:05:03, time: 0.690, data_time: 0.002, memory: 7129, top1_acc: 0.2797, top5_acc: 0.5305, loss_cls: 3.1951, loss: 3.1951, grad_norm: 5.5167 2021-06-07 17:55:16,870 - mmaction - INFO - Saving checkpoint at 5 epochs 2021-06-07 18:03:06,213 - mmaction - INFO - Epoch [6][20/1345] lr: 1.000e-02, eta: 19:10:36, time: 23.416, data_time: 22.733, memory: 7129, top1_acc: 0.2562, top5_acc: 0.5516, loss_cls: 3.1672, loss: 3.1672, grad_norm: 5.4541 2021-06-07 18:03:17,132 - mmaction - INFO - Epoch [6][40/1345] lr: 1.000e-02, eta: 19:08:27, time: 0.548, data_time: 0.005, memory: 7129, top1_acc: 0.2875, top5_acc: 0.5445, loss_cls: 3.1047, loss: 3.1047, grad_norm: 5.5871 2021-06-07 18:03:27,645 - mmaction - INFO - Epoch [6][60/1345] lr: 1.000e-02, eta: 19:06:15, time: 0.525, data_time: 0.002, memory: 7129, top1_acc: 0.2750, top5_acc: 0.5531, loss_cls: 3.1650, loss: 3.1650, grad_norm: 5.4079 2021-06-07 18:03:38,789 - mmaction - INFO - Epoch [6][80/1345] lr: 1.000e-02, eta: 19:04:09, time: 0.556, data_time: 0.002, memory: 7129, top1_acc: 0.2695, top5_acc: 0.5500, loss_cls: 3.1332, loss: 3.1332, grad_norm: 5.5538 2021-06-07 18:03:49,527 - mmaction - INFO - Epoch [6][100/1345] lr: 1.000e-02, eta: 19:02:00, time: 0.539, data_time: 0.003, memory: 7129, top1_acc: 0.2758, top5_acc: 0.5617, loss_cls: 3.0830, loss: 3.0830, grad_norm: 5.7764 2021-06-07 18:04:00,235 - mmaction - INFO - Epoch [6][120/1345] lr: 1.000e-02, eta: 18:59:52, time: 0.535, data_time: 0.001, memory: 7129, top1_acc: 0.2773, top5_acc: 0.5539, loss_cls: 3.0871, loss: 3.0871, grad_norm: 5.4161 2021-06-07 18:04:11,140 - mmaction - INFO - Epoch [6][140/1345] lr: 1.000e-02, eta: 18:57:46, time: 0.545, data_time: 0.002, memory: 7129, top1_acc: 0.2656, top5_acc: 0.5508, loss_cls: 3.1357, loss: 3.1357, grad_norm: 5.3654 2021-06-07 18:04:21,944 - mmaction - INFO - Epoch [6][160/1345] lr: 1.000e-02, eta: 18:55:40, time: 0.539, data_time: 0.002, memory: 7129, top1_acc: 0.2687, top5_acc: 0.5492, loss_cls: 3.1194, loss: 3.1194, grad_norm: 5.4944 2021-06-07 18:04:32,981 - mmaction - INFO - Epoch [6][180/1345] lr: 1.000e-02, eta: 18:53:36, time: 0.552, data_time: 0.003, memory: 7129, top1_acc: 0.2680, top5_acc: 0.5570, loss_cls: 3.1341, loss: 3.1341, grad_norm: 5.4260 2021-06-07 18:04:44,667 - mmaction - INFO - Epoch [6][200/1345] lr: 1.000e-02, eta: 18:51:39, time: 0.584, data_time: 0.003, memory: 7129, top1_acc: 0.2781, top5_acc: 0.5477, loss_cls: 3.1013, loss: 3.1013, grad_norm: 5.6056 2021-06-07 18:04:56,418 - mmaction - INFO - Epoch [6][220/1345] lr: 1.000e-02, eta: 18:49:44, time: 0.589, data_time: 0.003, memory: 7129, top1_acc: 0.3016, top5_acc: 0.5563, loss_cls: 3.0920, loss: 3.0920, grad_norm: 5.5997 2021-06-07 18:05:10,565 - mmaction - INFO - Epoch [6][240/1345] lr: 1.000e-02, eta: 18:48:09, time: 0.706, data_time: 0.002, memory: 7129, top1_acc: 0.2844, top5_acc: 0.5656, loss_cls: 3.0531, loss: 3.0531, grad_norm: 5.6618 2021-06-07 18:05:23,247 - mmaction - INFO - Epoch [6][260/1345] lr: 1.000e-02, eta: 18:46:22, time: 0.635, data_time: 0.007, memory: 7129, top1_acc: 0.2836, top5_acc: 0.5625, loss_cls: 3.0912, loss: 3.0912, grad_norm: 5.6210 2021-06-07 18:05:35,928 - mmaction - INFO - Epoch [6][280/1345] lr: 1.000e-02, eta: 18:44:36, time: 0.635, data_time: 0.003, memory: 7129, top1_acc: 0.2734, top5_acc: 0.5492, loss_cls: 3.1100, loss: 3.1100, grad_norm: 5.5363 2021-06-07 18:05:50,201 - mmaction - INFO - Epoch [6][300/1345] lr: 1.000e-02, eta: 18:43:04, time: 0.714, data_time: 0.001, memory: 7129, top1_acc: 0.2812, top5_acc: 0.5391, loss_cls: 3.1163, loss: 3.1163, grad_norm: 5.6116 2021-06-07 18:06:06,170 - mmaction - INFO - Epoch [6][320/1345] lr: 1.000e-02, eta: 18:41:47, time: 0.798, data_time: 0.001, memory: 7129, top1_acc: 0.2687, top5_acc: 0.5594, loss_cls: 3.1472, loss: 3.1472, grad_norm: 5.7762 2021-06-07 18:06:22,148 - mmaction - INFO - Epoch [6][340/1345] lr: 1.000e-02, eta: 18:40:30, time: 0.799, data_time: 0.001, memory: 7129, top1_acc: 0.2789, top5_acc: 0.5609, loss_cls: 3.1229, loss: 3.1229, grad_norm: 5.5944 2021-06-07 18:06:37,258 - mmaction - INFO - Epoch [6][360/1345] lr: 1.000e-02, eta: 18:39:06, time: 0.755, data_time: 0.002, memory: 7129, top1_acc: 0.2812, top5_acc: 0.5719, loss_cls: 3.0537, loss: 3.0537, grad_norm: 5.7913 2021-06-07 18:06:51,836 - mmaction - INFO - Epoch [6][380/1345] lr: 1.000e-02, eta: 18:37:38, time: 0.729, data_time: 0.001, memory: 7129, top1_acc: 0.2938, top5_acc: 0.5828, loss_cls: 3.0375, loss: 3.0375, grad_norm: 5.4961 2021-06-07 18:07:07,435 - mmaction - INFO - Epoch [6][400/1345] lr: 1.000e-02, eta: 18:36:20, time: 0.780, data_time: 0.001, memory: 7129, top1_acc: 0.2758, top5_acc: 0.5609, loss_cls: 3.0939, loss: 3.0939, grad_norm: 5.9465 2021-06-07 18:07:21,841 - mmaction - INFO - Epoch [6][420/1345] lr: 1.000e-02, eta: 18:34:51, time: 0.720, data_time: 0.001, memory: 7129, top1_acc: 0.2766, top5_acc: 0.5594, loss_cls: 3.1504, loss: 3.1504, grad_norm: 5.6832 2021-06-07 18:07:36,747 - mmaction - INFO - Epoch [6][440/1345] lr: 1.000e-02, eta: 18:33:27, time: 0.745, data_time: 0.001, memory: 7129, top1_acc: 0.2695, top5_acc: 0.5547, loss_cls: 3.1366, loss: 3.1366, grad_norm: 5.8377 2021-06-07 18:07:51,914 - mmaction - INFO - Epoch [6][460/1345] lr: 1.000e-02, eta: 18:32:06, time: 0.758, data_time: 0.003, memory: 7129, top1_acc: 0.2992, top5_acc: 0.5742, loss_cls: 3.0813, loss: 3.0813, grad_norm: 5.4420 2021-06-07 18:08:08,352 - mmaction - INFO - Epoch [6][480/1345] lr: 1.000e-02, eta: 18:30:55, time: 0.822, data_time: 0.001, memory: 7129, top1_acc: 0.2656, top5_acc: 0.5430, loss_cls: 3.1766, loss: 3.1766, grad_norm: 5.6103 2021-06-07 18:08:23,271 - mmaction - INFO - Epoch [6][500/1345] lr: 1.000e-02, eta: 18:29:33, time: 0.746, data_time: 0.001, memory: 7129, top1_acc: 0.2906, top5_acc: 0.5656, loss_cls: 3.0513, loss: 3.0513, grad_norm: 5.3442 2021-06-07 18:08:38,227 - mmaction - INFO - Epoch [6][520/1345] lr: 1.000e-02, eta: 18:28:11, time: 0.748, data_time: 0.001, memory: 7129, top1_acc: 0.2906, top5_acc: 0.5641, loss_cls: 3.0513, loss: 3.0513, grad_norm: 5.3765 2021-06-07 18:08:54,991 - mmaction - INFO - Epoch [6][540/1345] lr: 1.000e-02, eta: 18:27:04, time: 0.838, data_time: 0.001, memory: 7129, top1_acc: 0.2820, top5_acc: 0.5695, loss_cls: 3.0972, loss: 3.0972, grad_norm: 5.8058 2021-06-07 18:09:10,028 - mmaction - INFO - Epoch [6][560/1345] lr: 1.000e-02, eta: 18:25:43, time: 0.752, data_time: 0.001, memory: 7129, top1_acc: 0.2750, top5_acc: 0.5633, loss_cls: 3.0817, loss: 3.0817, grad_norm: 5.6851 2021-06-07 18:09:26,521 - mmaction - INFO - Epoch [6][580/1345] lr: 1.000e-02, eta: 18:24:35, time: 0.825, data_time: 0.001, memory: 7129, top1_acc: 0.2883, top5_acc: 0.5789, loss_cls: 3.0648, loss: 3.0648, grad_norm: 5.6689 2021-06-07 18:09:43,160 - mmaction - INFO - Epoch [6][600/1345] lr: 1.000e-02, eta: 18:23:28, time: 0.832, data_time: 0.001, memory: 7129, top1_acc: 0.2914, top5_acc: 0.5469, loss_cls: 3.1131, loss: 3.1131, grad_norm: 5.4128 2021-06-07 18:09:58,687 - mmaction - INFO - Epoch [6][620/1345] lr: 1.000e-02, eta: 18:22:12, time: 0.776, data_time: 0.001, memory: 7129, top1_acc: 0.2789, top5_acc: 0.5594, loss_cls: 3.1074, loss: 3.1074, grad_norm: 5.6513 2021-06-07 18:10:13,496 - mmaction - INFO - Epoch [6][640/1345] lr: 1.000e-02, eta: 18:20:51, time: 0.740, data_time: 0.001, memory: 7129, top1_acc: 0.2625, top5_acc: 0.5539, loss_cls: 3.1069, loss: 3.1069, grad_norm: 5.6953 2021-06-07 18:10:29,298 - mmaction - INFO - Epoch [6][660/1345] lr: 1.000e-02, eta: 18:19:38, time: 0.790, data_time: 0.001, memory: 7129, top1_acc: 0.2586, top5_acc: 0.5539, loss_cls: 3.1722, loss: 3.1722, grad_norm: 5.4641 2021-06-07 18:10:45,592 - mmaction - INFO - Epoch [6][680/1345] lr: 1.000e-02, eta: 18:18:30, time: 0.815, data_time: 0.002, memory: 7129, top1_acc: 0.2664, top5_acc: 0.5430, loss_cls: 3.1783, loss: 3.1783, grad_norm: 5.6112 2021-06-07 18:11:01,800 - mmaction - INFO - Epoch [6][700/1345] lr: 1.000e-02, eta: 18:17:21, time: 0.810, data_time: 0.001, memory: 7129, top1_acc: 0.2719, top5_acc: 0.5516, loss_cls: 3.1216, loss: 3.1216, grad_norm: 5.5546 2021-06-07 18:11:18,820 - mmaction - INFO - Epoch [6][720/1345] lr: 1.000e-02, eta: 18:16:19, time: 0.851, data_time: 0.001, memory: 7129, top1_acc: 0.2867, top5_acc: 0.5672, loss_cls: 3.0868, loss: 3.0868, grad_norm: 5.7142 2021-06-07 18:11:33,439 - mmaction - INFO - Epoch [6][740/1345] lr: 1.000e-02, eta: 18:14:58, time: 0.731, data_time: 0.001, memory: 7129, top1_acc: 0.2914, top5_acc: 0.5687, loss_cls: 3.0341, loss: 3.0341, grad_norm: 5.6718 2021-06-07 18:11:48,081 - mmaction - INFO - Epoch [6][760/1345] lr: 1.000e-02, eta: 18:13:37, time: 0.732, data_time: 0.001, memory: 7129, top1_acc: 0.2695, top5_acc: 0.5516, loss_cls: 3.1107, loss: 3.1107, grad_norm: 5.5318 2021-06-07 18:12:04,250 - mmaction - INFO - Epoch [6][780/1345] lr: 1.000e-02, eta: 18:12:29, time: 0.809, data_time: 0.001, memory: 7129, top1_acc: 0.2570, top5_acc: 0.5266, loss_cls: 3.2309, loss: 3.2309, grad_norm: 5.6508 2021-06-07 18:12:20,574 - mmaction - INFO - Epoch [6][800/1345] lr: 1.000e-02, eta: 18:11:23, time: 0.816, data_time: 0.001, memory: 7129, top1_acc: 0.2836, top5_acc: 0.5672, loss_cls: 3.0658, loss: 3.0658, grad_norm: 5.5463 2021-06-07 18:12:38,152 - mmaction - INFO - Epoch [6][820/1345] lr: 1.000e-02, eta: 18:10:26, time: 0.879, data_time: 0.001, memory: 7129, top1_acc: 0.3023, top5_acc: 0.5750, loss_cls: 3.0033, loss: 3.0033, grad_norm: 5.5876 2021-06-07 18:12:53,085 - mmaction - INFO - Epoch [6][840/1345] lr: 1.000e-02, eta: 18:09:09, time: 0.746, data_time: 0.001, memory: 7129, top1_acc: 0.2945, top5_acc: 0.5750, loss_cls: 3.0093, loss: 3.0093, grad_norm: 5.6705 2021-06-07 18:13:09,287 - mmaction - INFO - Epoch [6][860/1345] lr: 1.000e-02, eta: 18:08:02, time: 0.810, data_time: 0.001, memory: 7129, top1_acc: 0.2961, top5_acc: 0.5844, loss_cls: 2.9798, loss: 2.9798, grad_norm: 5.6464 2021-06-07 18:13:24,543 - mmaction - INFO - Epoch [6][880/1345] lr: 1.000e-02, eta: 18:06:49, time: 0.763, data_time: 0.001, memory: 7129, top1_acc: 0.3016, top5_acc: 0.5594, loss_cls: 3.0554, loss: 3.0554, grad_norm: 5.5709 2021-06-07 18:13:40,044 - mmaction - INFO - Epoch [6][900/1345] lr: 1.000e-02, eta: 18:05:37, time: 0.775, data_time: 0.002, memory: 7129, top1_acc: 0.2750, top5_acc: 0.5539, loss_cls: 3.1434, loss: 3.1434, grad_norm: 5.7100 2021-06-07 18:13:56,401 - mmaction - INFO - Epoch [6][920/1345] lr: 1.000e-02, eta: 18:04:32, time: 0.817, data_time: 0.001, memory: 7129, top1_acc: 0.2820, top5_acc: 0.5695, loss_cls: 3.0840, loss: 3.0840, grad_norm: 5.6934 2021-06-07 18:14:12,858 - mmaction - INFO - Epoch [6][940/1345] lr: 1.000e-02, eta: 18:03:29, time: 0.823, data_time: 0.003, memory: 7129, top1_acc: 0.2836, top5_acc: 0.5797, loss_cls: 3.0245, loss: 3.0245, grad_norm: 5.7132 2021-06-07 18:14:27,746 - mmaction - INFO - Epoch [6][960/1345] lr: 1.000e-02, eta: 18:02:13, time: 0.745, data_time: 0.002, memory: 7129, top1_acc: 0.2828, top5_acc: 0.5758, loss_cls: 3.0382, loss: 3.0382, grad_norm: 5.6551 2021-06-07 18:14:43,594 - mmaction - INFO - Epoch [6][980/1345] lr: 1.000e-02, eta: 18:01:05, time: 0.792, data_time: 0.001, memory: 7129, top1_acc: 0.2711, top5_acc: 0.5516, loss_cls: 3.1390, loss: 3.1390, grad_norm: 5.4693 2021-06-07 18:14:59,774 - mmaction - INFO - Epoch [6][1000/1345] lr: 1.000e-02, eta: 18:00:00, time: 0.809, data_time: 0.001, memory: 7129, top1_acc: 0.2812, top5_acc: 0.5617, loss_cls: 3.0867, loss: 3.0867, grad_norm: 5.4968 2021-06-07 18:15:15,295 - mmaction - INFO - Epoch [6][1020/1345] lr: 1.000e-02, eta: 17:58:50, time: 0.776, data_time: 0.001, memory: 7129, top1_acc: 0.3000, top5_acc: 0.6062, loss_cls: 2.9387, loss: 2.9387, grad_norm: 5.7406 2021-06-07 18:15:31,521 - mmaction - INFO - Epoch [6][1040/1345] lr: 1.000e-02, eta: 17:57:46, time: 0.812, data_time: 0.001, memory: 7129, top1_acc: 0.2914, top5_acc: 0.5625, loss_cls: 3.0316, loss: 3.0316, grad_norm: 6.2224 2021-06-07 18:15:47,197 - mmaction - INFO - Epoch [6][1060/1345] lr: 1.000e-02, eta: 17:56:38, time: 0.783, data_time: 0.001, memory: 7129, top1_acc: 0.2734, top5_acc: 0.5625, loss_cls: 3.1079, loss: 3.1079, grad_norm: 5.7621 2021-06-07 18:16:03,166 - mmaction - INFO - Epoch [6][1080/1345] lr: 1.000e-02, eta: 17:55:33, time: 0.798, data_time: 0.001, memory: 7129, top1_acc: 0.2812, top5_acc: 0.5695, loss_cls: 3.0424, loss: 3.0424, grad_norm: 5.8283 2021-06-07 18:16:19,045 - mmaction - INFO - Epoch [6][1100/1345] lr: 1.000e-02, eta: 17:54:27, time: 0.794, data_time: 0.001, memory: 7129, top1_acc: 0.3109, top5_acc: 0.5914, loss_cls: 2.9659, loss: 2.9659, grad_norm: 5.6205 2021-06-07 18:16:35,884 - mmaction - INFO - Epoch [6][1120/1345] lr: 1.000e-02, eta: 17:53:28, time: 0.843, data_time: 0.002, memory: 7129, top1_acc: 0.2852, top5_acc: 0.5602, loss_cls: 3.1009, loss: 3.1009, grad_norm: 5.4345 2021-06-07 18:16:51,416 - mmaction - INFO - Epoch [6][1140/1345] lr: 1.000e-02, eta: 17:52:20, time: 0.775, data_time: 0.001, memory: 7129, top1_acc: 0.2828, top5_acc: 0.5625, loss_cls: 3.1412, loss: 3.1412, grad_norm: 5.4698 2021-06-07 18:17:07,092 - mmaction - INFO - Epoch [6][1160/1345] lr: 1.000e-02, eta: 17:51:13, time: 0.785, data_time: 0.002, memory: 7129, top1_acc: 0.3000, top5_acc: 0.5734, loss_cls: 3.0020, loss: 3.0020, grad_norm: 5.4184 2021-06-07 18:17:24,399 - mmaction - INFO - Epoch [6][1180/1345] lr: 1.000e-02, eta: 17:50:19, time: 0.866, data_time: 0.001, memory: 7129, top1_acc: 0.2711, top5_acc: 0.5586, loss_cls: 3.0956, loss: 3.0956, grad_norm: 5.4372 2021-06-07 18:17:39,275 - mmaction - INFO - Epoch [6][1200/1345] lr: 1.000e-02, eta: 17:49:07, time: 0.743, data_time: 0.002, memory: 7129, top1_acc: 0.3055, top5_acc: 0.6047, loss_cls: 2.9500, loss: 2.9500, grad_norm: 5.6009 2021-06-07 18:17:56,892 - mmaction - INFO - Epoch [6][1220/1345] lr: 1.000e-02, eta: 17:48:15, time: 0.881, data_time: 0.001, memory: 7129, top1_acc: 0.2984, top5_acc: 0.5805, loss_cls: 3.0007, loss: 3.0007, grad_norm: 5.7006 2021-06-07 18:18:12,686 - mmaction - INFO - Epoch [6][1240/1345] lr: 1.000e-02, eta: 17:47:10, time: 0.790, data_time: 0.001, memory: 7129, top1_acc: 0.2789, top5_acc: 0.5766, loss_cls: 2.9930, loss: 2.9930, grad_norm: 5.5479 2021-06-07 18:18:27,698 - mmaction - INFO - Epoch [6][1260/1345] lr: 1.000e-02, eta: 17:46:00, time: 0.750, data_time: 0.001, memory: 7129, top1_acc: 0.2922, top5_acc: 0.5477, loss_cls: 3.1427, loss: 3.1427, grad_norm: 5.4310 2021-06-07 18:18:44,740 - mmaction - INFO - Epoch [6][1280/1345] lr: 1.000e-02, eta: 17:45:04, time: 0.853, data_time: 0.002, memory: 7129, top1_acc: 0.2906, top5_acc: 0.5805, loss_cls: 3.0538, loss: 3.0538, grad_norm: 5.9562 2021-06-07 18:18:59,274 - mmaction - INFO - Epoch [6][1300/1345] lr: 1.000e-02, eta: 17:43:51, time: 0.727, data_time: 0.001, memory: 7129, top1_acc: 0.2687, top5_acc: 0.5578, loss_cls: 3.0843, loss: 3.0843, grad_norm: 5.6658 2021-06-07 18:19:14,551 - mmaction - INFO - Epoch [6][1320/1345] lr: 1.000e-02, eta: 17:42:43, time: 0.764, data_time: 0.001, memory: 7129, top1_acc: 0.3094, top5_acc: 0.5687, loss_cls: 3.0227, loss: 3.0227, grad_norm: 5.5044 2021-06-07 18:19:31,404 - mmaction - INFO - Epoch [6][1340/1345] lr: 1.000e-02, eta: 17:41:47, time: 0.843, data_time: 0.001, memory: 7129, top1_acc: 0.2805, top5_acc: 0.5773, loss_cls: 3.0027, loss: 3.0027, grad_norm: 5.2717 2021-06-07 18:19:40,525 - mmaction - INFO - Saving checkpoint at 6 epochs 2021-06-07 18:26:58,867 - mmaction - INFO - Epoch [7][20/1345] lr: 1.000e-02, eta: 18:31:22, time: 21.866, data_time: 21.182, memory: 7129, top1_acc: 0.3242, top5_acc: 0.6062, loss_cls: 2.9136, loss: 2.9136, grad_norm: 5.5515 2021-06-07 18:27:09,451 - mmaction - INFO - Epoch [7][40/1345] lr: 1.000e-02, eta: 18:29:32, time: 0.530, data_time: 0.004, memory: 7129, top1_acc: 0.2828, top5_acc: 0.5750, loss_cls: 3.0588, loss: 3.0588, grad_norm: 5.5970 2021-06-07 18:27:20,093 - mmaction - INFO - Epoch [7][60/1345] lr: 1.000e-02, eta: 18:27:43, time: 0.532, data_time: 0.001, memory: 7129, top1_acc: 0.2969, top5_acc: 0.5828, loss_cls: 2.9781, loss: 2.9781, grad_norm: 5.8453 2021-06-07 18:27:30,634 - mmaction - INFO - Epoch [7][80/1345] lr: 1.000e-02, eta: 18:25:54, time: 0.528, data_time: 0.002, memory: 7129, top1_acc: 0.2922, top5_acc: 0.5867, loss_cls: 2.9963, loss: 2.9963, grad_norm: 5.5863 2021-06-07 18:27:41,504 - mmaction - INFO - Epoch [7][100/1345] lr: 1.000e-02, eta: 18:24:08, time: 0.543, data_time: 0.001, memory: 7129, top1_acc: 0.2852, top5_acc: 0.5672, loss_cls: 3.0855, loss: 3.0855, grad_norm: 5.5641 2021-06-07 18:27:52,314 - mmaction - INFO - Epoch [7][120/1345] lr: 1.000e-02, eta: 18:22:22, time: 0.540, data_time: 0.001, memory: 7129, top1_acc: 0.3039, top5_acc: 0.5961, loss_cls: 2.9132, loss: 2.9132, grad_norm: 5.7527 2021-06-07 18:28:03,157 - mmaction - INFO - Epoch [7][140/1345] lr: 1.000e-02, eta: 18:20:36, time: 0.543, data_time: 0.001, memory: 7129, top1_acc: 0.2969, top5_acc: 0.5742, loss_cls: 3.0526, loss: 3.0526, grad_norm: 5.8933 2021-06-07 18:28:14,683 - mmaction - INFO - Epoch [7][160/1345] lr: 1.000e-02, eta: 18:18:56, time: 0.576, data_time: 0.002, memory: 7129, top1_acc: 0.3180, top5_acc: 0.5883, loss_cls: 2.9742, loss: 2.9742, grad_norm: 5.3512 2021-06-07 18:28:26,186 - mmaction - INFO - Epoch [7][180/1345] lr: 1.000e-02, eta: 18:17:16, time: 0.574, data_time: 0.002, memory: 7129, top1_acc: 0.2922, top5_acc: 0.5891, loss_cls: 2.9753, loss: 2.9753, grad_norm: 5.6706 2021-06-07 18:28:37,820 - mmaction - INFO - Epoch [7][200/1345] lr: 1.000e-02, eta: 18:15:38, time: 0.583, data_time: 0.003, memory: 7129, top1_acc: 0.3055, top5_acc: 0.5984, loss_cls: 2.9337, loss: 2.9337, grad_norm: 5.7849 2021-06-07 18:28:50,416 - mmaction - INFO - Epoch [7][220/1345] lr: 1.000e-02, eta: 18:14:06, time: 0.630, data_time: 0.002, memory: 7129, top1_acc: 0.2781, top5_acc: 0.5664, loss_cls: 3.0547, loss: 3.0547, grad_norm: 5.5924 2021-06-07 18:29:03,592 - mmaction - INFO - Epoch [7][240/1345] lr: 1.000e-02, eta: 18:12:40, time: 0.660, data_time: 0.002, memory: 7129, top1_acc: 0.3164, top5_acc: 0.5859, loss_cls: 2.9720, loss: 2.9720, grad_norm: 5.8628 2021-06-07 18:29:16,675 - mmaction - INFO - Epoch [7][260/1345] lr: 1.000e-02, eta: 18:11:13, time: 0.654, data_time: 0.001, memory: 7129, top1_acc: 0.2961, top5_acc: 0.5953, loss_cls: 2.9665, loss: 2.9665, grad_norm: 5.5230 2021-06-07 18:29:32,998 - mmaction - INFO - Epoch [7][280/1345] lr: 1.000e-02, eta: 18:10:09, time: 0.816, data_time: 0.002, memory: 7129, top1_acc: 0.3117, top5_acc: 0.5773, loss_cls: 2.9658, loss: 2.9658, grad_norm: 5.7384 2021-06-07 18:29:47,463 - mmaction - INFO - Epoch [7][300/1345] lr: 1.000e-02, eta: 18:08:52, time: 0.724, data_time: 0.001, memory: 7129, top1_acc: 0.3031, top5_acc: 0.5977, loss_cls: 2.9308, loss: 2.9308, grad_norm: 5.5837 2021-06-07 18:30:01,340 - mmaction - INFO - Epoch [7][320/1345] lr: 1.000e-02, eta: 18:07:31, time: 0.693, data_time: 0.001, memory: 7129, top1_acc: 0.2898, top5_acc: 0.6047, loss_cls: 2.9240, loss: 2.9240, grad_norm: 5.6589 2021-06-07 18:30:15,501 - mmaction - INFO - Epoch [7][340/1345] lr: 1.000e-02, eta: 18:06:13, time: 0.707, data_time: 0.001, memory: 7129, top1_acc: 0.3023, top5_acc: 0.5852, loss_cls: 2.9021, loss: 2.9021, grad_norm: 5.8712 2021-06-07 18:30:30,803 - mmaction - INFO - Epoch [7][360/1345] lr: 1.000e-02, eta: 18:05:03, time: 0.766, data_time: 0.002, memory: 7129, top1_acc: 0.2930, top5_acc: 0.5648, loss_cls: 2.9986, loss: 2.9986, grad_norm: 5.8850 2021-06-07 18:30:48,924 - mmaction - INFO - Epoch [7][380/1345] lr: 1.000e-02, eta: 18:04:13, time: 0.906, data_time: 0.001, memory: 7129, top1_acc: 0.2805, top5_acc: 0.5906, loss_cls: 2.9753, loss: 2.9753, grad_norm: 5.6615 2021-06-07 18:31:03,117 - mmaction - INFO - Epoch [7][400/1345] lr: 1.000e-02, eta: 18:02:56, time: 0.710, data_time: 0.002, memory: 7129, top1_acc: 0.3023, top5_acc: 0.5836, loss_cls: 3.0036, loss: 3.0036, grad_norm: 5.8206 2021-06-07 18:31:17,250 - mmaction - INFO - Epoch [7][420/1345] lr: 1.000e-02, eta: 18:01:39, time: 0.705, data_time: 0.001, memory: 7129, top1_acc: 0.2758, top5_acc: 0.5750, loss_cls: 3.0010, loss: 3.0010, grad_norm: 6.0214 2021-06-07 18:31:33,007 - mmaction - INFO - Epoch [7][440/1345] lr: 1.000e-02, eta: 18:00:33, time: 0.789, data_time: 0.003, memory: 7129, top1_acc: 0.2797, top5_acc: 0.5883, loss_cls: 3.0086, loss: 3.0086, grad_norm: 5.3593 2021-06-07 18:31:48,630 - mmaction - INFO - Epoch [7][460/1345] lr: 1.000e-02, eta: 17:59:26, time: 0.781, data_time: 0.001, memory: 7129, top1_acc: 0.2984, top5_acc: 0.5898, loss_cls: 2.9586, loss: 2.9586, grad_norm: 5.6500 2021-06-07 18:32:04,546 - mmaction - INFO - Epoch [7][480/1345] lr: 1.000e-02, eta: 17:58:22, time: 0.796, data_time: 0.002, memory: 7129, top1_acc: 0.3078, top5_acc: 0.5805, loss_cls: 2.9789, loss: 2.9789, grad_norm: 5.7368 2021-06-07 18:32:20,585 - mmaction - INFO - Epoch [7][500/1345] lr: 1.000e-02, eta: 17:57:19, time: 0.802, data_time: 0.001, memory: 7129, top1_acc: 0.3070, top5_acc: 0.6023, loss_cls: 2.9356, loss: 2.9356, grad_norm: 5.7150 2021-06-07 18:32:36,131 - mmaction - INFO - Epoch [7][520/1345] lr: 1.000e-02, eta: 17:56:13, time: 0.777, data_time: 0.002, memory: 7129, top1_acc: 0.2992, top5_acc: 0.5906, loss_cls: 2.9763, loss: 2.9763, grad_norm: 5.6672 2021-06-07 18:32:51,283 - mmaction - INFO - Epoch [7][540/1345] lr: 1.000e-02, eta: 17:55:04, time: 0.758, data_time: 0.002, memory: 7129, top1_acc: 0.3148, top5_acc: 0.5836, loss_cls: 2.9439, loss: 2.9439, grad_norm: 5.5940 2021-06-07 18:33:07,302 - mmaction - INFO - Epoch [7][560/1345] lr: 1.000e-02, eta: 17:54:01, time: 0.800, data_time: 0.001, memory: 7129, top1_acc: 0.2977, top5_acc: 0.5961, loss_cls: 2.9338, loss: 2.9338, grad_norm: 5.7377 2021-06-07 18:33:21,080 - mmaction - INFO - Epoch [7][580/1345] lr: 1.000e-02, eta: 17:52:44, time: 0.690, data_time: 0.003, memory: 7129, top1_acc: 0.3070, top5_acc: 0.5969, loss_cls: 2.9124, loss: 2.9124, grad_norm: 6.1267 2021-06-07 18:33:38,112 - mmaction - INFO - Epoch [7][600/1345] lr: 1.000e-02, eta: 17:51:48, time: 0.851, data_time: 0.001, memory: 7129, top1_acc: 0.3047, top5_acc: 0.5969, loss_cls: 2.9212, loss: 2.9212, grad_norm: 5.7142 2021-06-07 18:33:51,830 - mmaction - INFO - Epoch [7][620/1345] lr: 1.000e-02, eta: 17:50:31, time: 0.686, data_time: 0.002, memory: 7129, top1_acc: 0.2773, top5_acc: 0.5898, loss_cls: 3.0143, loss: 3.0143, grad_norm: 5.7595 2021-06-07 18:34:07,091 - mmaction - INFO - Epoch [7][640/1345] lr: 1.000e-02, eta: 17:49:24, time: 0.762, data_time: 0.001, memory: 7129, top1_acc: 0.2891, top5_acc: 0.5672, loss_cls: 3.0418, loss: 3.0418, grad_norm: 5.5804 2021-06-07 18:34:23,326 - mmaction - INFO - Epoch [7][660/1345] lr: 1.000e-02, eta: 17:48:24, time: 0.812, data_time: 0.002, memory: 7129, top1_acc: 0.3086, top5_acc: 0.5891, loss_cls: 2.9520, loss: 2.9520, grad_norm: 5.7862 2021-06-07 18:34:38,521 - mmaction - INFO - Epoch [7][680/1345] lr: 1.000e-02, eta: 17:47:17, time: 0.760, data_time: 0.002, memory: 7129, top1_acc: 0.3000, top5_acc: 0.6023, loss_cls: 2.9356, loss: 2.9356, grad_norm: 5.8208 2021-06-07 18:34:54,152 - mmaction - INFO - Epoch [7][700/1345] lr: 1.000e-02, eta: 17:46:14, time: 0.781, data_time: 0.001, memory: 7129, top1_acc: 0.3039, top5_acc: 0.5805, loss_cls: 3.0108, loss: 3.0108, grad_norm: 5.6293 2021-06-07 18:35:09,442 - mmaction - INFO - Epoch [7][720/1345] lr: 1.000e-02, eta: 17:45:08, time: 0.763, data_time: 0.001, memory: 7129, top1_acc: 0.2922, top5_acc: 0.5875, loss_cls: 2.9646, loss: 2.9646, grad_norm: 5.6128 2021-06-07 18:35:25,303 - mmaction - INFO - Epoch [7][740/1345] lr: 1.000e-02, eta: 17:44:06, time: 0.795, data_time: 0.004, memory: 7129, top1_acc: 0.3125, top5_acc: 0.5906, loss_cls: 2.9432, loss: 2.9432, grad_norm: 5.7097 2021-06-07 18:35:41,233 - mmaction - INFO - Epoch [7][760/1345] lr: 1.000e-02, eta: 17:43:05, time: 0.797, data_time: 0.002, memory: 7129, top1_acc: 0.3195, top5_acc: 0.6234, loss_cls: 2.8646, loss: 2.8646, grad_norm: 5.6745 2021-06-07 18:35:57,104 - mmaction - INFO - Epoch [7][780/1345] lr: 1.000e-02, eta: 17:42:04, time: 0.792, data_time: 0.001, memory: 7129, top1_acc: 0.3266, top5_acc: 0.6203, loss_cls: 2.8186, loss: 2.8186, grad_norm: 5.7591 2021-06-07 18:36:10,370 - mmaction - INFO - Epoch [7][800/1345] lr: 1.000e-02, eta: 17:40:46, time: 0.664, data_time: 0.002, memory: 7129, top1_acc: 0.3047, top5_acc: 0.5781, loss_cls: 2.9811, loss: 2.9811, grad_norm: 5.3951 2021-06-07 18:36:25,379 - mmaction - INFO - Epoch [7][820/1345] lr: 1.000e-02, eta: 17:39:39, time: 0.750, data_time: 0.001, memory: 7129, top1_acc: 0.2961, top5_acc: 0.5891, loss_cls: 2.9623, loss: 2.9623, grad_norm: 5.6905 2021-06-07 18:36:40,088 - mmaction - INFO - Epoch [7][840/1345] lr: 1.000e-02, eta: 17:38:31, time: 0.735, data_time: 0.001, memory: 7129, top1_acc: 0.3094, top5_acc: 0.5742, loss_cls: 2.9593, loss: 2.9593, grad_norm: 5.8806 2021-06-07 18:36:57,578 - mmaction - INFO - Epoch [7][860/1345] lr: 1.000e-02, eta: 17:37:42, time: 0.875, data_time: 0.002, memory: 7129, top1_acc: 0.2875, top5_acc: 0.5883, loss_cls: 2.9929, loss: 2.9929, grad_norm: 5.4396 2021-06-07 18:37:10,763 - mmaction - INFO - Epoch [7][880/1345] lr: 1.000e-02, eta: 17:36:24, time: 0.659, data_time: 0.001, memory: 7129, top1_acc: 0.3086, top5_acc: 0.5750, loss_cls: 2.9720, loss: 2.9720, grad_norm: 5.6958 2021-06-07 18:37:26,448 - mmaction - INFO - Epoch [7][900/1345] lr: 1.000e-02, eta: 17:35:23, time: 0.784, data_time: 0.001, memory: 7129, top1_acc: 0.3047, top5_acc: 0.5969, loss_cls: 2.9547, loss: 2.9547, grad_norm: 5.9121 2021-06-07 18:37:41,082 - mmaction - INFO - Epoch [7][920/1345] lr: 1.000e-02, eta: 17:34:15, time: 0.731, data_time: 0.001, memory: 7129, top1_acc: 0.3117, top5_acc: 0.5984, loss_cls: 2.9184, loss: 2.9184, grad_norm: 5.6167 2021-06-07 18:37:56,824 - mmaction - INFO - Epoch [7][940/1345] lr: 1.000e-02, eta: 17:33:14, time: 0.786, data_time: 0.002, memory: 7129, top1_acc: 0.3039, top5_acc: 0.6016, loss_cls: 2.9225, loss: 2.9225, grad_norm: 5.8408 2021-06-07 18:38:12,975 - mmaction - INFO - Epoch [7][960/1345] lr: 1.000e-02, eta: 17:32:17, time: 0.810, data_time: 0.003, memory: 7129, top1_acc: 0.3133, top5_acc: 0.5898, loss_cls: 2.9399, loss: 2.9399, grad_norm: 5.7355 2021-06-07 18:38:26,376 - mmaction - INFO - Epoch [7][980/1345] lr: 1.000e-02, eta: 17:31:02, time: 0.670, data_time: 0.001, memory: 7129, top1_acc: 0.2922, top5_acc: 0.5766, loss_cls: 3.0341, loss: 3.0341, grad_norm: 5.5976 2021-06-07 18:38:41,005 - mmaction - INFO - Epoch [7][1000/1345] lr: 1.000e-02, eta: 17:29:55, time: 0.732, data_time: 0.001, memory: 7129, top1_acc: 0.3148, top5_acc: 0.6211, loss_cls: 2.8550, loss: 2.8550, grad_norm: 5.6958 2021-06-07 18:38:55,957 - mmaction - INFO - Epoch [7][1020/1345] lr: 1.000e-02, eta: 17:28:51, time: 0.747, data_time: 0.001, memory: 7129, top1_acc: 0.3203, top5_acc: 0.5977, loss_cls: 2.9395, loss: 2.9395, grad_norm: 5.8900 2021-06-07 18:39:10,023 - mmaction - INFO - Epoch [7][1040/1345] lr: 1.000e-02, eta: 17:27:41, time: 0.703, data_time: 0.001, memory: 7129, top1_acc: 0.3289, top5_acc: 0.6016, loss_cls: 2.8807, loss: 2.8807, grad_norm: 5.5136 2021-06-07 18:39:27,870 - mmaction - INFO - Epoch [7][1060/1345] lr: 1.000e-02, eta: 17:26:55, time: 0.892, data_time: 0.002, memory: 7129, top1_acc: 0.3156, top5_acc: 0.5867, loss_cls: 2.9650, loss: 2.9650, grad_norm: 5.6219 2021-06-07 18:39:42,037 - mmaction - INFO - Epoch [7][1080/1345] lr: 1.000e-02, eta: 17:25:46, time: 0.708, data_time: 0.001, memory: 7129, top1_acc: 0.3367, top5_acc: 0.6133, loss_cls: 2.8506, loss: 2.8506, grad_norm: 5.9865 2021-06-07 18:39:57,293 - mmaction - INFO - Epoch [7][1100/1345] lr: 1.000e-02, eta: 17:24:44, time: 0.762, data_time: 0.002, memory: 7129, top1_acc: 0.3023, top5_acc: 0.5859, loss_cls: 2.9398, loss: 2.9398, grad_norm: 5.6821 2021-06-07 18:40:11,016 - mmaction - INFO - Epoch [7][1120/1345] lr: 1.000e-02, eta: 17:23:33, time: 0.687, data_time: 0.002, memory: 7129, top1_acc: 0.3211, top5_acc: 0.6195, loss_cls: 2.8277, loss: 2.8277, grad_norm: 5.7129 2021-06-07 18:40:26,008 - mmaction - INFO - Epoch [7][1140/1345] lr: 1.000e-02, eta: 17:22:30, time: 0.750, data_time: 0.002, memory: 7129, top1_acc: 0.3047, top5_acc: 0.5781, loss_cls: 2.9878, loss: 2.9878, grad_norm: 5.8038 2021-06-07 18:40:40,736 - mmaction - INFO - Epoch [7][1160/1345] lr: 1.000e-02, eta: 17:21:26, time: 0.736, data_time: 0.001, memory: 7129, top1_acc: 0.3047, top5_acc: 0.5938, loss_cls: 2.9154, loss: 2.9154, grad_norm: 5.6631 2021-06-07 18:40:57,344 - mmaction - INFO - Epoch [7][1180/1345] lr: 1.000e-02, eta: 17:20:33, time: 0.831, data_time: 0.002, memory: 7129, top1_acc: 0.3227, top5_acc: 0.5977, loss_cls: 2.9454, loss: 2.9454, grad_norm: 5.5943 2021-06-07 18:41:13,578 - mmaction - INFO - Epoch [7][1200/1345] lr: 1.000e-02, eta: 17:19:39, time: 0.811, data_time: 0.001, memory: 7129, top1_acc: 0.3078, top5_acc: 0.5953, loss_cls: 2.9033, loss: 2.9033, grad_norm: 5.5900 2021-06-07 18:41:28,660 - mmaction - INFO - Epoch [7][1220/1345] lr: 1.000e-02, eta: 17:18:37, time: 0.755, data_time: 0.002, memory: 7129, top1_acc: 0.3242, top5_acc: 0.6055, loss_cls: 2.9017, loss: 2.9017, grad_norm: 5.9370 2021-06-07 18:41:44,012 - mmaction - INFO - Epoch [7][1240/1345] lr: 1.000e-02, eta: 17:17:37, time: 0.768, data_time: 0.001, memory: 7129, top1_acc: 0.2906, top5_acc: 0.5953, loss_cls: 2.9319, loss: 2.9319, grad_norm: 5.7535 2021-06-07 18:41:58,619 - mmaction - INFO - Epoch [7][1260/1345] lr: 1.000e-02, eta: 17:16:33, time: 0.730, data_time: 0.001, memory: 7129, top1_acc: 0.3055, top5_acc: 0.5906, loss_cls: 2.9050, loss: 2.9050, grad_norm: 5.6885 2021-06-07 18:42:13,842 - mmaction - INFO - Epoch [7][1280/1345] lr: 1.000e-02, eta: 17:15:33, time: 0.761, data_time: 0.001, memory: 7129, top1_acc: 0.3023, top5_acc: 0.5969, loss_cls: 2.9662, loss: 2.9662, grad_norm: 5.6137 2021-06-07 18:42:28,965 - mmaction - INFO - Epoch [7][1300/1345] lr: 1.000e-02, eta: 17:14:32, time: 0.756, data_time: 0.002, memory: 7129, top1_acc: 0.3180, top5_acc: 0.5758, loss_cls: 2.9802, loss: 2.9802, grad_norm: 5.4995 2021-06-07 18:42:42,940 - mmaction - INFO - Epoch [7][1320/1345] lr: 1.000e-02, eta: 17:13:25, time: 0.700, data_time: 0.002, memory: 7129, top1_acc: 0.2977, top5_acc: 0.5914, loss_cls: 2.9471, loss: 2.9471, grad_norm: 5.5706 2021-06-07 18:42:58,772 - mmaction - INFO - Epoch [7][1340/1345] lr: 1.000e-02, eta: 17:12:29, time: 0.792, data_time: 0.001, memory: 7129, top1_acc: 0.2969, top5_acc: 0.5766, loss_cls: 3.0351, loss: 3.0351, grad_norm: 5.5939 2021-06-07 18:43:05,122 - mmaction - INFO - Saving checkpoint at 7 epochs 2021-06-07 18:50:35,614 - mmaction - INFO - Epoch [8][20/1345] lr: 1.000e-02, eta: 17:55:12, time: 22.474, data_time: 21.023, memory: 7129, top1_acc: 0.3187, top5_acc: 0.6031, loss_cls: 2.9157, loss: 2.9157, grad_norm: 5.8008 2021-06-07 18:50:46,548 - mmaction - INFO - Epoch [8][40/1345] lr: 1.000e-02, eta: 17:53:41, time: 0.548, data_time: 0.004, memory: 7129, top1_acc: 0.3070, top5_acc: 0.6047, loss_cls: 2.9595, loss: 2.9595, grad_norm: 5.6843 2021-06-07 18:50:57,280 - mmaction - INFO - Epoch [8][60/1345] lr: 1.000e-02, eta: 17:52:08, time: 0.536, data_time: 0.001, memory: 7129, top1_acc: 0.3359, top5_acc: 0.6242, loss_cls: 2.7929, loss: 2.7929, grad_norm: 5.5859 2021-06-07 18:51:07,977 - mmaction - INFO - Epoch [8][80/1345] lr: 1.000e-02, eta: 17:50:35, time: 0.534, data_time: 0.002, memory: 7129, top1_acc: 0.3281, top5_acc: 0.6242, loss_cls: 2.7801, loss: 2.7801, grad_norm: 5.8674 2021-06-07 18:51:18,984 - mmaction - INFO - Epoch [8][100/1345] lr: 1.000e-02, eta: 17:49:05, time: 0.550, data_time: 0.002, memory: 7129, top1_acc: 0.3141, top5_acc: 0.6078, loss_cls: 2.9115, loss: 2.9115, grad_norm: 5.7773 2021-06-07 18:51:29,814 - mmaction - INFO - Epoch [8][120/1345] lr: 1.000e-02, eta: 17:47:33, time: 0.542, data_time: 0.002, memory: 7129, top1_acc: 0.3133, top5_acc: 0.6078, loss_cls: 2.8612, loss: 2.8612, grad_norm: 5.8272 2021-06-07 18:51:40,574 - mmaction - INFO - Epoch [8][140/1345] lr: 1.000e-02, eta: 17:46:02, time: 0.537, data_time: 0.002, memory: 7129, top1_acc: 0.3422, top5_acc: 0.6242, loss_cls: 2.8319, loss: 2.8319, grad_norm: 5.6368 2021-06-07 18:51:51,998 - mmaction - INFO - Epoch [8][160/1345] lr: 1.000e-02, eta: 17:44:35, time: 0.569, data_time: 0.003, memory: 7129, top1_acc: 0.3414, top5_acc: 0.6062, loss_cls: 2.8784, loss: 2.8784, grad_norm: 5.8176 2021-06-07 18:52:04,763 - mmaction - INFO - Epoch [8][180/1345] lr: 1.000e-02, eta: 17:43:17, time: 0.642, data_time: 0.005, memory: 7129, top1_acc: 0.3211, top5_acc: 0.6078, loss_cls: 2.8569, loss: 2.8569, grad_norm: 5.7701 2021-06-07 18:52:16,833 - mmaction - INFO - Epoch [8][200/1345] lr: 1.000e-02, eta: 17:41:54, time: 0.604, data_time: 0.001, memory: 7129, top1_acc: 0.3250, top5_acc: 0.6219, loss_cls: 2.8893, loss: 2.8893, grad_norm: 5.7721 2021-06-07 18:52:31,052 - mmaction - INFO - Epoch [8][220/1345] lr: 1.000e-02, eta: 17:40:45, time: 0.710, data_time: 0.001, memory: 7129, top1_acc: 0.3266, top5_acc: 0.6172, loss_cls: 2.8559, loss: 2.8559, grad_norm: 5.7155 2021-06-07 18:52:43,658 - mmaction - INFO - Epoch [8][240/1345] lr: 1.000e-02, eta: 17:39:26, time: 0.631, data_time: 0.002, memory: 7129, top1_acc: 0.3438, top5_acc: 0.6312, loss_cls: 2.7587, loss: 2.7587, grad_norm: 5.7921 2021-06-07 18:52:56,751 - mmaction - INFO - Epoch [8][260/1345] lr: 1.000e-02, eta: 17:38:11, time: 0.653, data_time: 0.001, memory: 7129, top1_acc: 0.3133, top5_acc: 0.5883, loss_cls: 2.8920, loss: 2.8920, grad_norm: 5.6411 2021-06-07 18:53:10,723 - mmaction - INFO - Epoch [8][280/1345] lr: 1.000e-02, eta: 17:37:01, time: 0.700, data_time: 0.003, memory: 7129, top1_acc: 0.3281, top5_acc: 0.5773, loss_cls: 2.9110, loss: 2.9110, grad_norm: 5.7271 2021-06-07 18:53:26,714 - mmaction - INFO - Epoch [8][300/1345] lr: 1.000e-02, eta: 17:36:03, time: 0.800, data_time: 0.001, memory: 7129, top1_acc: 0.3359, top5_acc: 0.6234, loss_cls: 2.7797, loss: 2.7797, grad_norm: 5.7360 2021-06-07 18:53:41,392 - mmaction - INFO - Epoch [8][320/1345] lr: 1.000e-02, eta: 17:34:57, time: 0.733, data_time: 0.001, memory: 7129, top1_acc: 0.3398, top5_acc: 0.6320, loss_cls: 2.7887, loss: 2.7887, grad_norm: 5.8905 2021-06-07 18:53:55,246 - mmaction - INFO - Epoch [8][340/1345] lr: 1.000e-02, eta: 17:33:47, time: 0.693, data_time: 0.002, memory: 7129, top1_acc: 0.3320, top5_acc: 0.6016, loss_cls: 2.8350, loss: 2.8350, grad_norm: 6.0761 2021-06-07 18:54:09,243 - mmaction - INFO - Epoch [8][360/1345] lr: 1.000e-02, eta: 17:32:38, time: 0.700, data_time: 0.001, memory: 7129, top1_acc: 0.3023, top5_acc: 0.5945, loss_cls: 2.9256, loss: 2.9256, grad_norm: 5.7242 2021-06-07 18:54:26,134 - mmaction - INFO - Epoch [8][380/1345] lr: 1.000e-02, eta: 17:31:47, time: 0.845, data_time: 0.001, memory: 7129, top1_acc: 0.3141, top5_acc: 0.6078, loss_cls: 2.8497, loss: 2.8497, grad_norm: 5.8979 2021-06-07 18:54:40,553 - mmaction - INFO - Epoch [8][400/1345] lr: 1.000e-02, eta: 17:30:40, time: 0.721, data_time: 0.001, memory: 7129, top1_acc: 0.3359, top5_acc: 0.6219, loss_cls: 2.8398, loss: 2.8398, grad_norm: 5.9153 2021-06-07 18:54:55,701 - mmaction - INFO - Epoch [8][420/1345] lr: 1.000e-02, eta: 17:29:39, time: 0.758, data_time: 0.001, memory: 7129, top1_acc: 0.3484, top5_acc: 0.6148, loss_cls: 2.8148, loss: 2.8148, grad_norm: 5.7661 2021-06-07 18:55:11,167 - mmaction - INFO - Epoch [8][440/1345] lr: 1.000e-02, eta: 17:28:39, time: 0.772, data_time: 0.001, memory: 7129, top1_acc: 0.3383, top5_acc: 0.6227, loss_cls: 2.7692, loss: 2.7692, grad_norm: 5.7567 2021-06-07 18:55:26,486 - mmaction - INFO - Epoch [8][460/1345] lr: 1.000e-02, eta: 17:27:39, time: 0.765, data_time: 0.002, memory: 7129, top1_acc: 0.3312, top5_acc: 0.6195, loss_cls: 2.8624, loss: 2.8624, grad_norm: 5.7684 2021-06-07 18:55:43,501 - mmaction - INFO - Epoch [8][480/1345] lr: 1.000e-02, eta: 17:26:49, time: 0.852, data_time: 0.002, memory: 7129, top1_acc: 0.3141, top5_acc: 0.6109, loss_cls: 2.8979, loss: 2.8979, grad_norm: 5.8290 2021-06-07 18:55:58,229 - mmaction - INFO - Epoch [8][500/1345] lr: 1.000e-02, eta: 17:25:45, time: 0.737, data_time: 0.001, memory: 7129, top1_acc: 0.3117, top5_acc: 0.5891, loss_cls: 2.9349, loss: 2.9349, grad_norm: 5.8725 2021-06-07 18:56:14,421 - mmaction - INFO - Epoch [8][520/1345] lr: 1.000e-02, eta: 17:24:50, time: 0.809, data_time: 0.001, memory: 7129, top1_acc: 0.3047, top5_acc: 0.5945, loss_cls: 2.9207, loss: 2.9207, grad_norm: 5.8534 2021-06-07 18:56:30,600 - mmaction - INFO - Epoch [8][540/1345] lr: 1.000e-02, eta: 17:23:56, time: 0.809, data_time: 0.001, memory: 7129, top1_acc: 0.3180, top5_acc: 0.6078, loss_cls: 2.9034, loss: 2.9034, grad_norm: 5.9359 2021-06-07 18:56:46,005 - mmaction - INFO - Epoch [8][560/1345] lr: 1.000e-02, eta: 17:22:57, time: 0.770, data_time: 0.001, memory: 7129, top1_acc: 0.3141, top5_acc: 0.6125, loss_cls: 2.8913, loss: 2.8913, grad_norm: 5.6943 2021-06-07 18:57:00,990 - mmaction - INFO - Epoch [8][580/1345] lr: 1.000e-02, eta: 17:21:56, time: 0.749, data_time: 0.001, memory: 7129, top1_acc: 0.3312, top5_acc: 0.6039, loss_cls: 2.8391, loss: 2.8391, grad_norm: 5.6888 2021-06-07 18:57:17,651 - mmaction - INFO - Epoch [8][600/1345] lr: 1.000e-02, eta: 17:21:04, time: 0.833, data_time: 0.001, memory: 7129, top1_acc: 0.3227, top5_acc: 0.5922, loss_cls: 2.9210, loss: 2.9210, grad_norm: 5.8134 2021-06-07 18:57:32,617 - mmaction - INFO - Epoch [8][620/1345] lr: 1.000e-02, eta: 17:20:03, time: 0.748, data_time: 0.001, memory: 7129, top1_acc: 0.3281, top5_acc: 0.6047, loss_cls: 2.8753, loss: 2.8753, grad_norm: 5.7756 2021-06-07 18:57:47,970 - mmaction - INFO - Epoch [8][640/1345] lr: 1.000e-02, eta: 17:19:05, time: 0.768, data_time: 0.001, memory: 7129, top1_acc: 0.3180, top5_acc: 0.6109, loss_cls: 2.8357, loss: 2.8357, grad_norm: 6.1053 2021-06-07 18:58:03,319 - mmaction - INFO - Epoch [8][660/1345] lr: 1.000e-02, eta: 17:18:06, time: 0.767, data_time: 0.001, memory: 7129, top1_acc: 0.3227, top5_acc: 0.6172, loss_cls: 2.8178, loss: 2.8178, grad_norm: 5.9369 2021-06-07 18:58:18,744 - mmaction - INFO - Epoch [8][680/1345] lr: 1.000e-02, eta: 17:17:08, time: 0.771, data_time: 0.001, memory: 7129, top1_acc: 0.3156, top5_acc: 0.5891, loss_cls: 2.9094, loss: 2.9094, grad_norm: 5.8530 2021-06-07 18:58:35,045 - mmaction - INFO - Epoch [8][700/1345] lr: 1.000e-02, eta: 17:16:16, time: 0.815, data_time: 0.001, memory: 7129, top1_acc: 0.3219, top5_acc: 0.5930, loss_cls: 2.8998, loss: 2.8998, grad_norm: 5.6005 2021-06-07 18:58:52,035 - mmaction - INFO - Epoch [8][720/1345] lr: 1.000e-02, eta: 17:15:27, time: 0.849, data_time: 0.001, memory: 7129, top1_acc: 0.3258, top5_acc: 0.6023, loss_cls: 2.8862, loss: 2.8862, grad_norm: 5.8008 2021-06-07 18:59:07,093 - mmaction - INFO - Epoch [8][740/1345] lr: 1.000e-02, eta: 17:14:28, time: 0.753, data_time: 0.002, memory: 7129, top1_acc: 0.3008, top5_acc: 0.6000, loss_cls: 2.9295, loss: 2.9295, grad_norm: 5.6781 2021-06-07 18:59:23,616 - mmaction - INFO - Epoch [8][760/1345] lr: 1.000e-02, eta: 17:13:37, time: 0.826, data_time: 0.001, memory: 7129, top1_acc: 0.3289, top5_acc: 0.6039, loss_cls: 2.8611, loss: 2.8611, grad_norm: 5.8509 2021-06-07 18:59:38,223 - mmaction - INFO - Epoch [8][780/1345] lr: 1.000e-02, eta: 17:12:35, time: 0.729, data_time: 0.001, memory: 7129, top1_acc: 0.3141, top5_acc: 0.6125, loss_cls: 2.8484, loss: 2.8484, grad_norm: 5.7148 2021-06-07 18:59:54,568 - mmaction - INFO - Epoch [8][800/1345] lr: 1.000e-02, eta: 17:11:43, time: 0.818, data_time: 0.002, memory: 7129, top1_acc: 0.3234, top5_acc: 0.6133, loss_cls: 2.8052, loss: 2.8052, grad_norm: 5.6457 2021-06-07 19:00:09,611 - mmaction - INFO - Epoch [8][820/1345] lr: 1.000e-02, eta: 17:10:44, time: 0.752, data_time: 0.001, memory: 7129, top1_acc: 0.3367, top5_acc: 0.6156, loss_cls: 2.7909, loss: 2.7909, grad_norm: 5.6487 2021-06-07 19:00:25,701 - mmaction - INFO - Epoch [8][840/1345] lr: 1.000e-02, eta: 17:09:52, time: 0.804, data_time: 0.001, memory: 7129, top1_acc: 0.3180, top5_acc: 0.6078, loss_cls: 2.8945, loss: 2.8945, grad_norm: 5.7961 2021-06-07 19:00:41,487 - mmaction - INFO - Epoch [8][860/1345] lr: 1.000e-02, eta: 17:08:57, time: 0.789, data_time: 0.001, memory: 7129, top1_acc: 0.3398, top5_acc: 0.6039, loss_cls: 2.8459, loss: 2.8459, grad_norm: 5.9390 2021-06-07 19:00:57,530 - mmaction - INFO - Epoch [8][880/1345] lr: 1.000e-02, eta: 17:08:04, time: 0.802, data_time: 0.002, memory: 7129, top1_acc: 0.3563, top5_acc: 0.6219, loss_cls: 2.7498, loss: 2.7498, grad_norm: 5.5703 2021-06-07 19:01:13,069 - mmaction - INFO - Epoch [8][900/1345] lr: 1.000e-02, eta: 17:07:09, time: 0.777, data_time: 0.001, memory: 7129, top1_acc: 0.3211, top5_acc: 0.6055, loss_cls: 2.8836, loss: 2.8836, grad_norm: 5.7323 2021-06-07 19:01:29,162 - mmaction - INFO - Epoch [8][920/1345] lr: 1.000e-02, eta: 17:06:17, time: 0.805, data_time: 0.002, memory: 7129, top1_acc: 0.3336, top5_acc: 0.6211, loss_cls: 2.7617, loss: 2.7617, grad_norm: 5.8715 2021-06-07 19:01:44,873 - mmaction - INFO - Epoch [8][940/1345] lr: 1.000e-02, eta: 17:05:23, time: 0.786, data_time: 0.001, memory: 7129, top1_acc: 0.3234, top5_acc: 0.6156, loss_cls: 2.8553, loss: 2.8553, grad_norm: 5.5296 2021-06-07 19:02:01,776 - mmaction - INFO - Epoch [8][960/1345] lr: 1.000e-02, eta: 17:04:35, time: 0.845, data_time: 0.001, memory: 7129, top1_acc: 0.3266, top5_acc: 0.6227, loss_cls: 2.8310, loss: 2.8310, grad_norm: 5.7186 2021-06-07 19:02:17,603 - mmaction - INFO - Epoch [8][980/1345] lr: 1.000e-02, eta: 17:03:42, time: 0.791, data_time: 0.001, memory: 7129, top1_acc: 0.3367, top5_acc: 0.6219, loss_cls: 2.8173, loss: 2.8173, grad_norm: 5.8701 2021-06-07 19:02:34,204 - mmaction - INFO - Epoch [8][1000/1345] lr: 1.000e-02, eta: 17:02:53, time: 0.830, data_time: 0.001, memory: 7129, top1_acc: 0.3289, top5_acc: 0.6172, loss_cls: 2.7856, loss: 2.7856, grad_norm: 5.7576 2021-06-07 19:02:50,161 - mmaction - INFO - Epoch [8][1020/1345] lr: 1.000e-02, eta: 17:02:00, time: 0.798, data_time: 0.001, memory: 7129, top1_acc: 0.3406, top5_acc: 0.6102, loss_cls: 2.8483, loss: 2.8483, grad_norm: 5.8402 2021-06-07 19:03:05,942 - mmaction - INFO - Epoch [8][1040/1345] lr: 1.000e-02, eta: 17:01:07, time: 0.789, data_time: 0.003, memory: 7129, top1_acc: 0.3234, top5_acc: 0.6086, loss_cls: 2.8544, loss: 2.8544, grad_norm: 5.7291 2021-06-07 19:03:22,228 - mmaction - INFO - Epoch [8][1060/1345] lr: 1.000e-02, eta: 17:00:17, time: 0.815, data_time: 0.002, memory: 7129, top1_acc: 0.3305, top5_acc: 0.5945, loss_cls: 2.8511, loss: 2.8511, grad_norm: 6.0924 2021-06-07 19:03:36,991 - mmaction - INFO - Epoch [8][1080/1345] lr: 1.000e-02, eta: 16:59:19, time: 0.738, data_time: 0.001, memory: 7129, top1_acc: 0.3195, top5_acc: 0.6281, loss_cls: 2.7946, loss: 2.7946, grad_norm: 5.9006 2021-06-07 19:03:51,834 - mmaction - INFO - Epoch [8][1100/1345] lr: 1.000e-02, eta: 16:58:21, time: 0.742, data_time: 0.001, memory: 7129, top1_acc: 0.3336, top5_acc: 0.6164, loss_cls: 2.7890, loss: 2.7890, grad_norm: 6.0650 2021-06-07 19:04:08,011 - mmaction - INFO - Epoch [8][1120/1345] lr: 1.000e-02, eta: 16:57:31, time: 0.808, data_time: 0.001, memory: 7129, top1_acc: 0.3336, top5_acc: 0.6227, loss_cls: 2.8332, loss: 2.8332, grad_norm: 5.8265 2021-06-07 19:04:23,661 - mmaction - INFO - Epoch [8][1140/1345] lr: 1.000e-02, eta: 16:56:38, time: 0.784, data_time: 0.002, memory: 7129, top1_acc: 0.3445, top5_acc: 0.6102, loss_cls: 2.8900, loss: 2.8900, grad_norm: 6.0133 2021-06-07 19:04:40,635 - mmaction - INFO - Epoch [8][1160/1345] lr: 1.000e-02, eta: 16:55:52, time: 0.848, data_time: 0.001, memory: 7129, top1_acc: 0.3133, top5_acc: 0.6078, loss_cls: 2.8727, loss: 2.8727, grad_norm: 5.7583 2021-06-07 19:04:56,213 - mmaction - INFO - Epoch [8][1180/1345] lr: 1.000e-02, eta: 16:54:58, time: 0.779, data_time: 0.001, memory: 7129, top1_acc: 0.3187, top5_acc: 0.6211, loss_cls: 2.8231, loss: 2.8231, grad_norm: 5.8573 2021-06-07 19:05:14,287 - mmaction - INFO - Epoch [8][1200/1345] lr: 1.000e-02, eta: 16:54:19, time: 0.904, data_time: 0.001, memory: 7129, top1_acc: 0.3250, top5_acc: 0.6305, loss_cls: 2.7540, loss: 2.7540, grad_norm: 5.8224 2021-06-07 19:05:31,594 - mmaction - INFO - Epoch [8][1220/1345] lr: 1.000e-02, eta: 16:53:35, time: 0.865, data_time: 0.001, memory: 7129, top1_acc: 0.3430, top5_acc: 0.6141, loss_cls: 2.8205, loss: 2.8205, grad_norm: 5.8289 2021-06-07 19:05:46,756 - mmaction - INFO - Epoch [8][1240/1345] lr: 1.000e-02, eta: 16:52:40, time: 0.758, data_time: 0.001, memory: 7129, top1_acc: 0.3055, top5_acc: 0.6031, loss_cls: 2.9116, loss: 2.9116, grad_norm: 5.7118 2021-06-07 19:06:02,783 - mmaction - INFO - Epoch [8][1260/1345] lr: 1.000e-02, eta: 16:51:49, time: 0.802, data_time: 0.001, memory: 7129, top1_acc: 0.3312, top5_acc: 0.6133, loss_cls: 2.8559, loss: 2.8559, grad_norm: 5.6414 2021-06-07 19:06:17,962 - mmaction - INFO - Epoch [8][1280/1345] lr: 1.000e-02, eta: 16:50:55, time: 0.759, data_time: 0.001, memory: 7129, top1_acc: 0.3078, top5_acc: 0.6250, loss_cls: 2.8590, loss: 2.8590, grad_norm: 6.0048 2021-06-07 19:06:32,922 - mmaction - INFO - Epoch [8][1300/1345] lr: 1.000e-02, eta: 16:49:59, time: 0.748, data_time: 0.001, memory: 7129, top1_acc: 0.3438, top5_acc: 0.6406, loss_cls: 2.7595, loss: 2.7595, grad_norm: 5.8171 2021-06-07 19:06:49,153 - mmaction - INFO - Epoch [8][1320/1345] lr: 1.000e-02, eta: 16:49:10, time: 0.810, data_time: 0.001, memory: 7129, top1_acc: 0.3172, top5_acc: 0.5898, loss_cls: 2.9418, loss: 2.9418, grad_norm: 5.6692 2021-06-07 19:07:04,310 - mmaction - INFO - Epoch [8][1340/1345] lr: 1.000e-02, eta: 16:48:16, time: 0.759, data_time: 0.003, memory: 7129, top1_acc: 0.3023, top5_acc: 0.6070, loss_cls: 2.8774, loss: 2.8774, grad_norm: 5.9968 2021-06-07 19:07:13,737 - mmaction - INFO - Saving checkpoint at 8 epochs 2021-06-07 19:14:53,945 - mmaction - INFO - Epoch [9][20/1345] lr: 1.000e-02, eta: 17:25:34, time: 22.961, data_time: 22.304, memory: 7129, top1_acc: 0.3227, top5_acc: 0.6234, loss_cls: 2.8387, loss: 2.8387, grad_norm: 5.7660 2021-06-07 19:15:04,788 - mmaction - INFO - Epoch [9][40/1345] lr: 1.000e-02, eta: 17:24:13, time: 0.542, data_time: 0.003, memory: 7129, top1_acc: 0.3336, top5_acc: 0.6273, loss_cls: 2.8066, loss: 2.8066, grad_norm: 5.8854 2021-06-07 19:15:15,631 - mmaction - INFO - Epoch [9][60/1345] lr: 1.000e-02, eta: 17:22:51, time: 0.541, data_time: 0.002, memory: 7129, top1_acc: 0.3219, top5_acc: 0.6078, loss_cls: 2.8521, loss: 2.8521, grad_norm: 5.8606 2021-06-07 19:15:26,637 - mmaction - INFO - Epoch [9][80/1345] lr: 1.000e-02, eta: 17:21:31, time: 0.552, data_time: 0.003, memory: 7129, top1_acc: 0.3359, top5_acc: 0.6250, loss_cls: 2.7804, loss: 2.7804, grad_norm: 5.6950 2021-06-07 19:15:37,384 - mmaction - INFO - Epoch [9][100/1345] lr: 1.000e-02, eta: 17:20:10, time: 0.536, data_time: 0.001, memory: 7129, top1_acc: 0.3414, top5_acc: 0.6281, loss_cls: 2.8077, loss: 2.8077, grad_norm: 5.9917 2021-06-07 19:15:48,228 - mmaction - INFO - Epoch [9][120/1345] lr: 1.000e-02, eta: 17:18:49, time: 0.542, data_time: 0.003, memory: 7129, top1_acc: 0.3375, top5_acc: 0.6211, loss_cls: 2.7661, loss: 2.7661, grad_norm: 5.7018 2021-06-07 19:15:59,074 - mmaction - INFO - Epoch [9][140/1345] lr: 1.000e-02, eta: 17:17:29, time: 0.543, data_time: 0.002, memory: 7129, top1_acc: 0.3594, top5_acc: 0.6227, loss_cls: 2.7456, loss: 2.7456, grad_norm: 5.8243 2021-06-07 19:16:10,424 - mmaction - INFO - Epoch [9][160/1345] lr: 1.000e-02, eta: 17:16:11, time: 0.568, data_time: 0.002, memory: 7129, top1_acc: 0.3398, top5_acc: 0.6406, loss_cls: 2.7407, loss: 2.7407, grad_norm: 6.0343 2021-06-07 19:16:21,965 - mmaction - INFO - Epoch [9][180/1345] lr: 1.000e-02, eta: 17:14:55, time: 0.577, data_time: 0.001, memory: 7129, top1_acc: 0.3172, top5_acc: 0.5977, loss_cls: 2.9091, loss: 2.9091, grad_norm: 5.8240 2021-06-07 19:16:33,064 - mmaction - INFO - Epoch [9][200/1345] lr: 1.000e-02, eta: 17:13:36, time: 0.554, data_time: 0.003, memory: 7129, top1_acc: 0.3688, top5_acc: 0.6430, loss_cls: 2.7048, loss: 2.7048, grad_norm: 5.5613 2021-06-07 19:16:45,478 - mmaction - INFO - Epoch [9][220/1345] lr: 1.000e-02, eta: 17:12:25, time: 0.622, data_time: 0.002, memory: 7129, top1_acc: 0.3250, top5_acc: 0.6320, loss_cls: 2.7753, loss: 2.7753, grad_norm: 5.9372 2021-06-07 19:16:58,832 - mmaction - INFO - Epoch [9][240/1345] lr: 1.000e-02, eta: 17:11:19, time: 0.668, data_time: 0.001, memory: 7129, top1_acc: 0.3477, top5_acc: 0.6383, loss_cls: 2.7496, loss: 2.7496, grad_norm: 5.8614 2021-06-07 19:17:12,000 - mmaction - INFO - Epoch [9][260/1345] lr: 1.000e-02, eta: 17:10:12, time: 0.657, data_time: 0.001, memory: 7129, top1_acc: 0.3734, top5_acc: 0.6531, loss_cls: 2.6355, loss: 2.6355, grad_norm: 5.8837 2021-06-07 19:17:25,520 - mmaction - INFO - Epoch [9][280/1345] lr: 1.000e-02, eta: 17:09:07, time: 0.677, data_time: 0.002, memory: 7129, top1_acc: 0.3305, top5_acc: 0.6242, loss_cls: 2.7686, loss: 2.7686, grad_norm: 5.9834 2021-06-07 19:17:41,254 - mmaction - INFO - Epoch [9][300/1345] lr: 1.000e-02, eta: 17:08:13, time: 0.787, data_time: 0.001, memory: 7129, top1_acc: 0.3461, top5_acc: 0.6320, loss_cls: 2.7755, loss: 2.7755, grad_norm: 5.9142 2021-06-07 19:17:55,539 - mmaction - INFO - Epoch [9][320/1345] lr: 1.000e-02, eta: 17:07:12, time: 0.714, data_time: 0.002, memory: 7129, top1_acc: 0.3602, top5_acc: 0.6289, loss_cls: 2.6787, loss: 2.6787, grad_norm: 5.9276 2021-06-07 19:18:11,314 - mmaction - INFO - Epoch [9][340/1345] lr: 1.000e-02, eta: 17:06:19, time: 0.789, data_time: 0.001, memory: 7129, top1_acc: 0.3219, top5_acc: 0.6094, loss_cls: 2.8694, loss: 2.8694, grad_norm: 5.6768 2021-06-07 19:18:25,132 - mmaction - INFO - Epoch [9][360/1345] lr: 1.000e-02, eta: 17:05:16, time: 0.692, data_time: 0.002, memory: 7129, top1_acc: 0.3258, top5_acc: 0.6172, loss_cls: 2.8271, loss: 2.8271, grad_norm: 5.7235 2021-06-07 19:18:39,779 - mmaction - INFO - Epoch [9][380/1345] lr: 1.000e-02, eta: 17:04:18, time: 0.732, data_time: 0.001, memory: 7129, top1_acc: 0.3352, top5_acc: 0.6344, loss_cls: 2.7613, loss: 2.7613, grad_norm: 5.7695 2021-06-07 19:18:55,998 - mmaction - INFO - Epoch [9][400/1345] lr: 1.000e-02, eta: 17:03:27, time: 0.811, data_time: 0.001, memory: 7129, top1_acc: 0.3242, top5_acc: 0.6289, loss_cls: 2.8024, loss: 2.8024, grad_norm: 6.0990 2021-06-07 19:19:11,113 - mmaction - INFO - Epoch [9][420/1345] lr: 1.000e-02, eta: 17:02:31, time: 0.756, data_time: 0.001, memory: 7129, top1_acc: 0.3352, top5_acc: 0.6227, loss_cls: 2.8183, loss: 2.8183, grad_norm: 5.6990 2021-06-07 19:19:26,759 - mmaction - INFO - Epoch [9][440/1345] lr: 1.000e-02, eta: 17:01:38, time: 0.782, data_time: 0.001, memory: 7129, top1_acc: 0.3383, top5_acc: 0.6219, loss_cls: 2.8240, loss: 2.8240, grad_norm: 5.9318 2021-06-07 19:19:42,011 - mmaction - INFO - Epoch [9][460/1345] lr: 1.000e-02, eta: 17:00:43, time: 0.763, data_time: 0.002, memory: 7129, top1_acc: 0.3273, top5_acc: 0.6461, loss_cls: 2.7402, loss: 2.7402, grad_norm: 5.9717 2021-06-07 19:19:56,491 - mmaction - INFO - Epoch [9][480/1345] lr: 1.000e-02, eta: 16:59:44, time: 0.723, data_time: 0.001, memory: 7129, top1_acc: 0.3461, top5_acc: 0.6344, loss_cls: 2.7601, loss: 2.7601, grad_norm: 5.8190 2021-06-07 19:20:12,397 - mmaction - INFO - Epoch [9][500/1345] lr: 1.000e-02, eta: 16:58:53, time: 0.797, data_time: 0.002, memory: 7129, top1_acc: 0.3500, top5_acc: 0.6383, loss_cls: 2.7198, loss: 2.7198, grad_norm: 5.7027 2021-06-07 19:20:29,430 - mmaction - INFO - Epoch [9][520/1345] lr: 1.000e-02, eta: 16:58:07, time: 0.851, data_time: 0.002, memory: 7129, top1_acc: 0.3367, top5_acc: 0.6430, loss_cls: 2.7521, loss: 2.7521, grad_norm: 5.7899 2021-06-07 19:20:44,454 - mmaction - INFO - Epoch [9][540/1345] lr: 1.000e-02, eta: 16:57:12, time: 0.751, data_time: 0.001, memory: 7129, top1_acc: 0.3281, top5_acc: 0.6344, loss_cls: 2.7523, loss: 2.7523, grad_norm: 6.0069 2021-06-07 19:20:59,520 - mmaction - INFO - Epoch [9][560/1345] lr: 1.000e-02, eta: 16:56:17, time: 0.753, data_time: 0.001, memory: 7129, top1_acc: 0.3477, top5_acc: 0.6359, loss_cls: 2.7391, loss: 2.7391, grad_norm: 5.9134 2021-06-07 19:21:14,551 - mmaction - INFO - Epoch [9][580/1345] lr: 1.000e-02, eta: 16:55:22, time: 0.751, data_time: 0.001, memory: 7129, top1_acc: 0.3258, top5_acc: 0.6250, loss_cls: 2.8323, loss: 2.8323, grad_norm: 5.9893 2021-06-07 19:21:29,980 - mmaction - INFO - Epoch [9][600/1345] lr: 1.000e-02, eta: 16:54:28, time: 0.772, data_time: 0.001, memory: 7129, top1_acc: 0.3133, top5_acc: 0.6211, loss_cls: 2.8463, loss: 2.8463, grad_norm: 5.9299 2021-06-07 19:21:44,790 - mmaction - INFO - Epoch [9][620/1345] lr: 1.000e-02, eta: 16:53:32, time: 0.740, data_time: 0.001, memory: 7129, top1_acc: 0.3469, top5_acc: 0.6258, loss_cls: 2.7867, loss: 2.7867, grad_norm: 5.5540 2021-06-07 19:21:59,598 - mmaction - INFO - Epoch [9][640/1345] lr: 1.000e-02, eta: 16:52:37, time: 0.741, data_time: 0.002, memory: 7129, top1_acc: 0.3406, top5_acc: 0.6266, loss_cls: 2.7541, loss: 2.7541, grad_norm: 6.0067 2021-06-07 19:22:16,405 - mmaction - INFO - Epoch [9][660/1345] lr: 1.000e-02, eta: 16:51:51, time: 0.840, data_time: 0.001, memory: 7129, top1_acc: 0.3547, top5_acc: 0.6359, loss_cls: 2.7365, loss: 2.7365, grad_norm: 5.7240 2021-06-07 19:22:31,660 - mmaction - INFO - Epoch [9][680/1345] lr: 1.000e-02, eta: 16:50:57, time: 0.761, data_time: 0.001, memory: 7129, top1_acc: 0.3625, top5_acc: 0.6430, loss_cls: 2.7501, loss: 2.7501, grad_norm: 5.9349 2021-06-07 19:22:46,993 - mmaction - INFO - Epoch [9][700/1345] lr: 1.000e-02, eta: 16:50:04, time: 0.769, data_time: 0.003, memory: 7129, top1_acc: 0.3453, top5_acc: 0.6312, loss_cls: 2.7425, loss: 2.7425, grad_norm: 6.0526 2021-06-07 19:23:00,929 - mmaction - INFO - Epoch [9][720/1345] lr: 1.000e-02, eta: 16:49:05, time: 0.696, data_time: 0.001, memory: 7129, top1_acc: 0.3352, top5_acc: 0.6266, loss_cls: 2.8247, loss: 2.8247, grad_norm: 5.9533 2021-06-07 19:23:17,159 - mmaction - INFO - Epoch [9][740/1345] lr: 1.000e-02, eta: 16:48:16, time: 0.811, data_time: 0.001, memory: 7129, top1_acc: 0.3531, top5_acc: 0.6258, loss_cls: 2.7295, loss: 2.7295, grad_norm: 6.0261 2021-06-07 19:23:33,025 - mmaction - INFO - Epoch [9][760/1345] lr: 1.000e-02, eta: 16:47:26, time: 0.794, data_time: 0.002, memory: 7129, top1_acc: 0.3305, top5_acc: 0.6297, loss_cls: 2.7774, loss: 2.7774, grad_norm: 5.6860 2021-06-07 19:23:49,024 - mmaction - INFO - Epoch [9][780/1345] lr: 1.000e-02, eta: 16:46:37, time: 0.800, data_time: 0.001, memory: 7129, top1_acc: 0.3648, top5_acc: 0.6555, loss_cls: 2.6717, loss: 2.6717, grad_norm: 6.0732 2021-06-07 19:24:03,388 - mmaction - INFO - Epoch [9][800/1345] lr: 1.000e-02, eta: 16:45:40, time: 0.718, data_time: 0.001, memory: 7129, top1_acc: 0.3453, top5_acc: 0.6242, loss_cls: 2.8123, loss: 2.8123, grad_norm: 5.8039 2021-06-07 19:24:18,567 - mmaction - INFO - Epoch [9][820/1345] lr: 1.000e-02, eta: 16:44:47, time: 0.759, data_time: 0.001, memory: 7129, top1_acc: 0.3367, top5_acc: 0.6258, loss_cls: 2.7580, loss: 2.7580, grad_norm: 5.9326 2021-06-07 19:24:34,145 - mmaction - INFO - Epoch [9][840/1345] lr: 1.000e-02, eta: 16:43:57, time: 0.779, data_time: 0.001, memory: 7129, top1_acc: 0.3563, top5_acc: 0.6469, loss_cls: 2.7613, loss: 2.7613, grad_norm: 6.0416 2021-06-07 19:24:49,053 - mmaction - INFO - Epoch [9][860/1345] lr: 1.000e-02, eta: 16:43:03, time: 0.745, data_time: 0.001, memory: 7129, top1_acc: 0.3477, top5_acc: 0.6492, loss_cls: 2.7423, loss: 2.7423, grad_norm: 6.0570 2021-06-07 19:25:05,767 - mmaction - INFO - Epoch [9][880/1345] lr: 1.000e-02, eta: 16:42:18, time: 0.836, data_time: 0.002, memory: 7129, top1_acc: 0.3406, top5_acc: 0.6281, loss_cls: 2.8133, loss: 2.8133, grad_norm: 5.8197 2021-06-07 19:25:20,210 - mmaction - INFO - Epoch [9][900/1345] lr: 1.000e-02, eta: 16:41:22, time: 0.722, data_time: 0.001, memory: 7129, top1_acc: 0.3734, top5_acc: 0.6406, loss_cls: 2.7074, loss: 2.7074, grad_norm: 5.7338 2021-06-07 19:25:34,958 - mmaction - INFO - Epoch [9][920/1345] lr: 1.000e-02, eta: 16:40:27, time: 0.737, data_time: 0.002, memory: 7129, top1_acc: 0.3555, top5_acc: 0.6500, loss_cls: 2.7008, loss: 2.7008, grad_norm: 5.8737 2021-06-07 19:25:50,257 - mmaction - INFO - Epoch [9][940/1345] lr: 1.000e-02, eta: 16:39:36, time: 0.766, data_time: 0.002, memory: 7129, top1_acc: 0.3617, top5_acc: 0.6289, loss_cls: 2.7254, loss: 2.7254, grad_norm: 5.6813 2021-06-07 19:26:05,790 - mmaction - INFO - Epoch [9][960/1345] lr: 1.000e-02, eta: 16:38:46, time: 0.777, data_time: 0.001, memory: 7129, top1_acc: 0.3453, top5_acc: 0.6375, loss_cls: 2.7430, loss: 2.7430, grad_norm: 5.9352 2021-06-07 19:26:21,266 - mmaction - INFO - Epoch [9][980/1345] lr: 1.000e-02, eta: 16:37:55, time: 0.774, data_time: 0.001, memory: 7129, top1_acc: 0.3414, top5_acc: 0.6211, loss_cls: 2.7903, loss: 2.7903, grad_norm: 5.9724 2021-06-07 19:26:37,030 - mmaction - INFO - Epoch [9][1000/1345] lr: 1.000e-02, eta: 16:37:06, time: 0.788, data_time: 0.001, memory: 7129, top1_acc: 0.3453, top5_acc: 0.6289, loss_cls: 2.6866, loss: 2.6866, grad_norm: 6.1113 2021-06-07 19:26:52,492 - mmaction - INFO - Epoch [9][1020/1345] lr: 1.000e-02, eta: 16:36:16, time: 0.773, data_time: 0.001, memory: 7129, top1_acc: 0.3398, top5_acc: 0.6320, loss_cls: 2.8032, loss: 2.8032, grad_norm: 5.8617 2021-06-07 19:27:08,011 - mmaction - INFO - Epoch [9][1040/1345] lr: 1.000e-02, eta: 16:35:26, time: 0.775, data_time: 0.001, memory: 7129, top1_acc: 0.3375, top5_acc: 0.6195, loss_cls: 2.8092, loss: 2.8092, grad_norm: 6.0103 2021-06-07 19:27:23,355 - mmaction - INFO - Epoch [9][1060/1345] lr: 1.000e-02, eta: 16:34:35, time: 0.767, data_time: 0.001, memory: 7129, top1_acc: 0.3430, top5_acc: 0.6234, loss_cls: 2.7844, loss: 2.7844, grad_norm: 5.9224 2021-06-07 19:27:38,234 - mmaction - INFO - Epoch [9][1080/1345] lr: 1.000e-02, eta: 16:33:42, time: 0.743, data_time: 0.001, memory: 7129, top1_acc: 0.3359, top5_acc: 0.6391, loss_cls: 2.7933, loss: 2.7933, grad_norm: 5.7981 2021-06-07 19:27:54,877 - mmaction - INFO - Epoch [9][1100/1345] lr: 1.000e-02, eta: 16:32:58, time: 0.833, data_time: 0.002, memory: 7129, top1_acc: 0.3492, top5_acc: 0.6273, loss_cls: 2.7506, loss: 2.7506, grad_norm: 5.9445 2021-06-07 19:28:10,306 - mmaction - INFO - Epoch [9][1120/1345] lr: 1.000e-02, eta: 16:32:08, time: 0.772, data_time: 0.002, memory: 7129, top1_acc: 0.3406, top5_acc: 0.6164, loss_cls: 2.7676, loss: 2.7676, grad_norm: 5.8131 2021-06-07 19:28:25,079 - mmaction - INFO - Epoch [9][1140/1345] lr: 1.000e-02, eta: 16:31:16, time: 0.739, data_time: 0.001, memory: 7129, top1_acc: 0.3531, top5_acc: 0.6516, loss_cls: 2.7005, loss: 2.7005, grad_norm: 5.9639 2021-06-07 19:28:40,785 - mmaction - INFO - Epoch [9][1160/1345] lr: 1.000e-02, eta: 16:30:27, time: 0.785, data_time: 0.001, memory: 7129, top1_acc: 0.3375, top5_acc: 0.6023, loss_cls: 2.7769, loss: 2.7769, grad_norm: 5.6761 2021-06-07 19:28:55,714 - mmaction - INFO - Epoch [9][1180/1345] lr: 1.000e-02, eta: 16:29:35, time: 0.747, data_time: 0.001, memory: 7129, top1_acc: 0.3320, top5_acc: 0.6242, loss_cls: 2.7436, loss: 2.7436, grad_norm: 5.9734 2021-06-07 19:29:10,746 - mmaction - INFO - Epoch [9][1200/1345] lr: 1.000e-02, eta: 16:28:44, time: 0.751, data_time: 0.001, memory: 7129, top1_acc: 0.3195, top5_acc: 0.6102, loss_cls: 2.8445, loss: 2.8445, grad_norm: 5.9598 2021-06-07 19:29:26,839 - mmaction - INFO - Epoch [9][1220/1345] lr: 1.000e-02, eta: 16:27:58, time: 0.805, data_time: 0.001, memory: 7129, top1_acc: 0.3312, top5_acc: 0.6344, loss_cls: 2.7908, loss: 2.7908, grad_norm: 5.9904 2021-06-07 19:29:41,342 - mmaction - INFO - Epoch [9][1240/1345] lr: 1.000e-02, eta: 16:27:05, time: 0.725, data_time: 0.001, memory: 7129, top1_acc: 0.3477, top5_acc: 0.6242, loss_cls: 2.7317, loss: 2.7317, grad_norm: 5.8270 2021-06-07 19:29:56,078 - mmaction - INFO - Epoch [9][1260/1345] lr: 1.000e-02, eta: 16:26:12, time: 0.736, data_time: 0.001, memory: 7129, top1_acc: 0.3453, top5_acc: 0.6273, loss_cls: 2.7227, loss: 2.7227, grad_norm: 5.9423 2021-06-07 19:30:12,710 - mmaction - INFO - Epoch [9][1280/1345] lr: 1.000e-02, eta: 16:25:29, time: 0.832, data_time: 0.002, memory: 7129, top1_acc: 0.3500, top5_acc: 0.6234, loss_cls: 2.7466, loss: 2.7466, grad_norm: 6.0162 2021-06-07 19:30:27,860 - mmaction - INFO - Epoch [9][1300/1345] lr: 1.000e-02, eta: 16:24:39, time: 0.758, data_time: 0.001, memory: 7129, top1_acc: 0.3461, top5_acc: 0.6234, loss_cls: 2.7757, loss: 2.7757, grad_norm: 5.9094 2021-06-07 19:30:43,346 - mmaction - INFO - Epoch [9][1320/1345] lr: 1.000e-02, eta: 16:23:50, time: 0.774, data_time: 0.001, memory: 7129, top1_acc: 0.3375, top5_acc: 0.6344, loss_cls: 2.7702, loss: 2.7702, grad_norm: 5.8624 2021-06-07 19:30:58,678 - mmaction - INFO - Epoch [9][1340/1345] lr: 1.000e-02, eta: 16:23:01, time: 0.767, data_time: 0.001, memory: 7129, top1_acc: 0.3438, top5_acc: 0.6414, loss_cls: 2.7446, loss: 2.7446, grad_norm: 6.1817 2021-06-07 19:31:06,978 - mmaction - INFO - Saving checkpoint at 9 epochs 2021-06-07 19:38:48,260 - mmaction - INFO - Epoch [10][20/1345] lr: 1.000e-02, eta: 16:55:25, time: 23.012, data_time: 22.350, memory: 7129, top1_acc: 0.3203, top5_acc: 0.6250, loss_cls: 2.7637, loss: 2.7637, grad_norm: 5.7360 2021-06-07 19:38:59,118 - mmaction - INFO - Epoch [10][40/1345] lr: 1.000e-02, eta: 16:54:13, time: 0.546, data_time: 0.005, memory: 7129, top1_acc: 0.3461, top5_acc: 0.6500, loss_cls: 2.6977, loss: 2.6977, grad_norm: 5.9906 2021-06-07 19:39:09,927 - mmaction - INFO - Epoch [10][60/1345] lr: 1.000e-02, eta: 16:52:59, time: 0.540, data_time: 0.001, memory: 7129, top1_acc: 0.3578, top5_acc: 0.6383, loss_cls: 2.7092, loss: 2.7092, grad_norm: 5.9229 2021-06-07 19:39:20,697 - mmaction - INFO - Epoch [10][80/1345] lr: 1.000e-02, eta: 16:51:46, time: 0.540, data_time: 0.002, memory: 7129, top1_acc: 0.3406, top5_acc: 0.6289, loss_cls: 2.7272, loss: 2.7272, grad_norm: 5.9817 2021-06-07 19:39:31,374 - mmaction - INFO - Epoch [10][100/1345] lr: 1.000e-02, eta: 16:50:33, time: 0.533, data_time: 0.001, memory: 7129, top1_acc: 0.3539, top5_acc: 0.6516, loss_cls: 2.7150, loss: 2.7150, grad_norm: 5.9421 2021-06-07 19:39:42,314 - mmaction - INFO - Epoch [10][120/1345] lr: 1.000e-02, eta: 16:49:21, time: 0.545, data_time: 0.001, memory: 7129, top1_acc: 0.3711, top5_acc: 0.6453, loss_cls: 2.6603, loss: 2.6603, grad_norm: 5.8269 2021-06-07 19:39:53,482 - mmaction - INFO - Epoch [10][140/1345] lr: 1.000e-02, eta: 16:48:10, time: 0.560, data_time: 0.003, memory: 7129, top1_acc: 0.3414, top5_acc: 0.6305, loss_cls: 2.7707, loss: 2.7707, grad_norm: 5.9684 2021-06-07 19:40:05,216 - mmaction - INFO - Epoch [10][160/1345] lr: 1.000e-02, eta: 16:47:02, time: 0.585, data_time: 0.002, memory: 7129, top1_acc: 0.3492, top5_acc: 0.6281, loss_cls: 2.7013, loss: 2.7013, grad_norm: 5.4898 2021-06-07 19:40:16,779 - mmaction - INFO - Epoch [10][180/1345] lr: 1.000e-02, eta: 16:45:54, time: 0.580, data_time: 0.003, memory: 7129, top1_acc: 0.3375, top5_acc: 0.6586, loss_cls: 2.6236, loss: 2.6236, grad_norm: 5.9692 2021-06-07 19:40:29,682 - mmaction - INFO - Epoch [10][200/1345] lr: 1.000e-02, eta: 16:44:51, time: 0.645, data_time: 0.002, memory: 7129, top1_acc: 0.3461, top5_acc: 0.6461, loss_cls: 2.7026, loss: 2.7026, grad_norm: 6.0491 2021-06-07 19:40:41,434 - mmaction - INFO - Epoch [10][220/1345] lr: 1.000e-02, eta: 16:43:44, time: 0.588, data_time: 0.001, memory: 7129, top1_acc: 0.3555, top5_acc: 0.6281, loss_cls: 2.7261, loss: 2.7261, grad_norm: 5.6461 2021-06-07 19:40:54,018 - mmaction - INFO - Epoch [10][240/1345] lr: 1.000e-02, eta: 16:42:40, time: 0.628, data_time: 0.001, memory: 7129, top1_acc: 0.3492, top5_acc: 0.6438, loss_cls: 2.6802, loss: 2.6802, grad_norm: 5.7096 2021-06-07 19:41:06,919 - mmaction - INFO - Epoch [10][260/1345] lr: 1.000e-02, eta: 16:41:38, time: 0.646, data_time: 0.002, memory: 7129, top1_acc: 0.3508, top5_acc: 0.6352, loss_cls: 2.7279, loss: 2.7279, grad_norm: 5.9810 2021-06-07 19:41:19,392 - mmaction - INFO - Epoch [10][280/1345] lr: 1.000e-02, eta: 16:40:35, time: 0.624, data_time: 0.001, memory: 7129, top1_acc: 0.3695, top5_acc: 0.6422, loss_cls: 2.6918, loss: 2.6918, grad_norm: 5.8957 2021-06-07 19:41:32,412 - mmaction - INFO - Epoch [10][300/1345] lr: 1.000e-02, eta: 16:39:34, time: 0.649, data_time: 0.001, memory: 7129, top1_acc: 0.3422, top5_acc: 0.6289, loss_cls: 2.7557, loss: 2.7557, grad_norm: 5.9236 2021-06-07 19:41:46,059 - mmaction - INFO - Epoch [10][320/1345] lr: 1.000e-02, eta: 16:38:36, time: 0.683, data_time: 0.003, memory: 7129, top1_acc: 0.3461, top5_acc: 0.6383, loss_cls: 2.7671, loss: 2.7671, grad_norm: 5.8657 2021-06-07 19:42:01,263 - mmaction - INFO - Epoch [10][340/1345] lr: 1.000e-02, eta: 16:37:44, time: 0.760, data_time: 0.002, memory: 7129, top1_acc: 0.3312, top5_acc: 0.6391, loss_cls: 2.7435, loss: 2.7435, grad_norm: 5.7903 2021-06-07 19:42:14,634 - mmaction - INFO - Epoch [10][360/1345] lr: 1.000e-02, eta: 16:36:45, time: 0.667, data_time: 0.002, memory: 7129, top1_acc: 0.3563, top5_acc: 0.6461, loss_cls: 2.6793, loss: 2.6793, grad_norm: 5.8269 2021-06-07 19:42:29,340 - mmaction - INFO - Epoch [10][380/1345] lr: 1.000e-02, eta: 16:35:52, time: 0.736, data_time: 0.003, memory: 7129, top1_acc: 0.3469, top5_acc: 0.6578, loss_cls: 2.6736, loss: 2.6736, grad_norm: 5.7740 2021-06-07 19:42:44,618 - mmaction - INFO - Epoch [10][400/1345] lr: 1.000e-02, eta: 16:35:02, time: 0.765, data_time: 0.003, memory: 7129, top1_acc: 0.3688, top5_acc: 0.6516, loss_cls: 2.6970, loss: 2.6970, grad_norm: 5.9413 2021-06-07 19:42:58,937 - mmaction - INFO - Epoch [10][420/1345] lr: 1.000e-02, eta: 16:34:07, time: 0.716, data_time: 0.001, memory: 7129, top1_acc: 0.3617, top5_acc: 0.6398, loss_cls: 2.6846, loss: 2.6846, grad_norm: 5.7857 2021-06-07 19:43:13,271 - mmaction - INFO - Epoch [10][440/1345] lr: 1.000e-02, eta: 16:33:13, time: 0.716, data_time: 0.001, memory: 7129, top1_acc: 0.3672, top5_acc: 0.6789, loss_cls: 2.5734, loss: 2.5734, grad_norm: 5.9596 2021-06-07 19:43:28,824 - mmaction - INFO - Epoch [10][460/1345] lr: 1.000e-02, eta: 16:32:24, time: 0.777, data_time: 0.001, memory: 7129, top1_acc: 0.3375, top5_acc: 0.6289, loss_cls: 2.7366, loss: 2.7366, grad_norm: 6.0973 2021-06-07 19:43:43,090 - mmaction - INFO - Epoch [10][480/1345] lr: 1.000e-02, eta: 16:31:30, time: 0.714, data_time: 0.002, memory: 7129, top1_acc: 0.3219, top5_acc: 0.6164, loss_cls: 2.7810, loss: 2.7810, grad_norm: 6.0417 2021-06-07 19:43:58,721 - mmaction - INFO - Epoch [10][500/1345] lr: 1.000e-02, eta: 16:30:41, time: 0.781, data_time: 0.001, memory: 7129, top1_acc: 0.3641, top5_acc: 0.6398, loss_cls: 2.7273, loss: 2.7273, grad_norm: 6.0163 2021-06-07 19:44:13,445 - mmaction - INFO - Epoch [10][520/1345] lr: 1.000e-02, eta: 16:29:49, time: 0.737, data_time: 0.002, memory: 7129, top1_acc: 0.3398, top5_acc: 0.6164, loss_cls: 2.7678, loss: 2.7678, grad_norm: 5.9179 2021-06-07 19:44:29,129 - mmaction - INFO - Epoch [10][540/1345] lr: 1.000e-02, eta: 16:29:01, time: 0.783, data_time: 0.001, memory: 7129, top1_acc: 0.3523, top5_acc: 0.6352, loss_cls: 2.7567, loss: 2.7567, grad_norm: 5.6578 2021-06-07 19:44:45,586 - mmaction - INFO - Epoch [10][560/1345] lr: 1.000e-02, eta: 16:28:17, time: 0.823, data_time: 0.002, memory: 7129, top1_acc: 0.3289, top5_acc: 0.6273, loss_cls: 2.7789, loss: 2.7789, grad_norm: 6.0903 2021-06-07 19:45:01,646 - mmaction - INFO - Epoch [10][580/1345] lr: 1.000e-02, eta: 16:27:30, time: 0.802, data_time: 0.001, memory: 7129, top1_acc: 0.3430, top5_acc: 0.6297, loss_cls: 2.7334, loss: 2.7334, grad_norm: 6.1150 2021-06-07 19:45:18,255 - mmaction - INFO - Epoch [10][600/1345] lr: 1.000e-02, eta: 16:26:47, time: 0.831, data_time: 0.002, memory: 7129, top1_acc: 0.3516, top5_acc: 0.6352, loss_cls: 2.6695, loss: 2.6695, grad_norm: 5.9178 2021-06-07 19:45:34,974 - mmaction - INFO - Epoch [10][620/1345] lr: 1.000e-02, eta: 16:26:04, time: 0.835, data_time: 0.001, memory: 7129, top1_acc: 0.3484, top5_acc: 0.6430, loss_cls: 2.7143, loss: 2.7143, grad_norm: 5.6985 2021-06-07 19:45:50,380 - mmaction - INFO - Epoch [10][640/1345] lr: 1.000e-02, eta: 16:25:15, time: 0.770, data_time: 0.002, memory: 7129, top1_acc: 0.3383, top5_acc: 0.6430, loss_cls: 2.7371, loss: 2.7371, grad_norm: 5.9433 2021-06-07 19:46:06,306 - mmaction - INFO - Epoch [10][660/1345] lr: 1.000e-02, eta: 16:24:29, time: 0.796, data_time: 0.001, memory: 7129, top1_acc: 0.3406, top5_acc: 0.6305, loss_cls: 2.7139, loss: 2.7139, grad_norm: 5.7925 2021-06-07 19:46:22,809 - mmaction - INFO - Epoch [10][680/1345] lr: 1.000e-02, eta: 16:23:45, time: 0.823, data_time: 0.001, memory: 7129, top1_acc: 0.3727, top5_acc: 0.6438, loss_cls: 2.6865, loss: 2.6865, grad_norm: 5.9646 2021-06-07 19:46:37,857 - mmaction - INFO - Epoch [10][700/1345] lr: 1.000e-02, eta: 16:22:55, time: 0.755, data_time: 0.003, memory: 7129, top1_acc: 0.3625, top5_acc: 0.6578, loss_cls: 2.6463, loss: 2.6463, grad_norm: 6.2556 2021-06-07 19:46:54,172 - mmaction - INFO - Epoch [10][720/1345] lr: 1.000e-02, eta: 16:22:11, time: 0.815, data_time: 0.001, memory: 7129, top1_acc: 0.3367, top5_acc: 0.6516, loss_cls: 2.7183, loss: 2.7183, grad_norm: 5.9252 2021-06-07 19:47:08,894 - mmaction - INFO - Epoch [10][740/1345] lr: 1.000e-02, eta: 16:21:20, time: 0.735, data_time: 0.001, memory: 7129, top1_acc: 0.3570, top5_acc: 0.6516, loss_cls: 2.7003, loss: 2.7003, grad_norm: 6.0219 2021-06-07 19:47:26,006 - mmaction - INFO - Epoch [10][760/1345] lr: 1.000e-02, eta: 16:20:39, time: 0.857, data_time: 0.003, memory: 7129, top1_acc: 0.3422, top5_acc: 0.6461, loss_cls: 2.6927, loss: 2.6927, grad_norm: 5.9474 2021-06-07 19:47:41,751 - mmaction - INFO - Epoch [10][780/1345] lr: 1.000e-02, eta: 16:19:53, time: 0.787, data_time: 0.001, memory: 7129, top1_acc: 0.3359, top5_acc: 0.6289, loss_cls: 2.7852, loss: 2.7852, grad_norm: 5.6501 2021-06-07 19:47:57,799 - mmaction - INFO - Epoch [10][800/1345] lr: 1.000e-02, eta: 16:19:07, time: 0.802, data_time: 0.002, memory: 7129, top1_acc: 0.3633, top5_acc: 0.6328, loss_cls: 2.6947, loss: 2.6947, grad_norm: 5.8802 2021-06-07 19:48:13,762 - mmaction - INFO - Epoch [10][820/1345] lr: 1.000e-02, eta: 16:18:22, time: 0.798, data_time: 0.001, memory: 7129, top1_acc: 0.3703, top5_acc: 0.6328, loss_cls: 2.6637, loss: 2.6637, grad_norm: 6.0131 2021-06-07 19:48:31,169 - mmaction - INFO - Epoch [10][840/1345] lr: 1.000e-02, eta: 16:17:43, time: 0.871, data_time: 0.002, memory: 7129, top1_acc: 0.3766, top5_acc: 0.6453, loss_cls: 2.6699, loss: 2.6699, grad_norm: 5.6551 2021-06-07 19:48:47,682 - mmaction - INFO - Epoch [10][860/1345] lr: 1.000e-02, eta: 16:17:00, time: 0.826, data_time: 0.001, memory: 7129, top1_acc: 0.3672, top5_acc: 0.6391, loss_cls: 2.7102, loss: 2.7102, grad_norm: 5.8742 2021-06-07 19:49:01,965 - mmaction - INFO - Epoch [10][880/1345] lr: 1.000e-02, eta: 16:16:08, time: 0.715, data_time: 0.001, memory: 7129, top1_acc: 0.3414, top5_acc: 0.6148, loss_cls: 2.8145, loss: 2.8145, grad_norm: 5.7828 2021-06-07 19:49:18,578 - mmaction - INFO - Epoch [10][900/1345] lr: 1.000e-02, eta: 16:15:25, time: 0.830, data_time: 0.001, memory: 7129, top1_acc: 0.3523, top5_acc: 0.6594, loss_cls: 2.6742, loss: 2.6742, grad_norm: 6.1163 2021-06-07 19:49:33,948 - mmaction - INFO - Epoch [10][920/1345] lr: 1.000e-02, eta: 16:14:38, time: 0.769, data_time: 0.001, memory: 7129, top1_acc: 0.3375, top5_acc: 0.6273, loss_cls: 2.7478, loss: 2.7478, grad_norm: 5.7323 2021-06-07 19:49:49,114 - mmaction - INFO - Epoch [10][940/1345] lr: 1.000e-02, eta: 16:13:50, time: 0.758, data_time: 0.001, memory: 7129, top1_acc: 0.3727, top5_acc: 0.6687, loss_cls: 2.5986, loss: 2.5986, grad_norm: 5.9569 2021-06-07 19:50:05,031 - mmaction - INFO - Epoch [10][960/1345] lr: 1.000e-02, eta: 16:13:05, time: 0.796, data_time: 0.001, memory: 7129, top1_acc: 0.3461, top5_acc: 0.6234, loss_cls: 2.7449, loss: 2.7449, grad_norm: 6.0057 2021-06-07 19:50:20,352 - mmaction - INFO - Epoch [10][980/1345] lr: 1.000e-02, eta: 16:12:17, time: 0.765, data_time: 0.001, memory: 7129, top1_acc: 0.3797, top5_acc: 0.6750, loss_cls: 2.5696, loss: 2.5696, grad_norm: 5.8426 2021-06-07 19:50:36,556 - mmaction - INFO - Epoch [10][1000/1345] lr: 1.000e-02, eta: 16:11:34, time: 0.810, data_time: 0.002, memory: 7129, top1_acc: 0.3563, top5_acc: 0.6547, loss_cls: 2.6063, loss: 2.6063, grad_norm: 5.7651 2021-06-07 19:50:51,221 - mmaction - INFO - Epoch [10][1020/1345] lr: 1.000e-02, eta: 16:10:44, time: 0.734, data_time: 0.002, memory: 7129, top1_acc: 0.3336, top5_acc: 0.6516, loss_cls: 2.6781, loss: 2.6781, grad_norm: 6.0605 2021-06-07 19:51:07,645 - mmaction - INFO - Epoch [10][1040/1345] lr: 1.000e-02, eta: 16:10:02, time: 0.821, data_time: 0.001, memory: 7129, top1_acc: 0.3508, top5_acc: 0.6227, loss_cls: 2.7926, loss: 2.7926, grad_norm: 5.8040 2021-06-07 19:51:22,526 - mmaction - INFO - Epoch [10][1060/1345] lr: 1.000e-02, eta: 16:09:13, time: 0.744, data_time: 0.001, memory: 7129, top1_acc: 0.3609, top5_acc: 0.6516, loss_cls: 2.6392, loss: 2.6392, grad_norm: 5.9478 2021-06-07 19:51:37,704 - mmaction - INFO - Epoch [10][1080/1345] lr: 1.000e-02, eta: 16:08:25, time: 0.759, data_time: 0.001, memory: 7129, top1_acc: 0.3594, top5_acc: 0.6586, loss_cls: 2.7035, loss: 2.7035, grad_norm: 6.0435 2021-06-07 19:51:52,916 - mmaction - INFO - Epoch [10][1100/1345] lr: 1.000e-02, eta: 16:07:38, time: 0.761, data_time: 0.002, memory: 7129, top1_acc: 0.3445, top5_acc: 0.6461, loss_cls: 2.7035, loss: 2.7035, grad_norm: 5.6630 2021-06-07 19:52:08,482 - mmaction - INFO - Epoch [10][1120/1345] lr: 1.000e-02, eta: 16:06:52, time: 0.778, data_time: 0.001, memory: 7129, top1_acc: 0.3508, top5_acc: 0.6570, loss_cls: 2.6486, loss: 2.6486, grad_norm: 5.8875 2021-06-07 19:52:24,889 - mmaction - INFO - Epoch [10][1140/1345] lr: 1.000e-02, eta: 16:06:10, time: 0.820, data_time: 0.001, memory: 7129, top1_acc: 0.3195, top5_acc: 0.6211, loss_cls: 2.7793, loss: 2.7793, grad_norm: 5.8026 2021-06-07 19:52:39,160 - mmaction - INFO - Epoch [10][1160/1345] lr: 1.000e-02, eta: 16:05:20, time: 0.714, data_time: 0.001, memory: 7129, top1_acc: 0.3625, top5_acc: 0.6352, loss_cls: 2.6757, loss: 2.6757, grad_norm: 5.8542 2021-06-07 19:52:54,714 - mmaction - INFO - Epoch [10][1180/1345] lr: 1.000e-02, eta: 16:04:34, time: 0.778, data_time: 0.001, memory: 7129, top1_acc: 0.3563, top5_acc: 0.6641, loss_cls: 2.6742, loss: 2.6742, grad_norm: 6.1633 2021-06-07 19:53:09,853 - mmaction - INFO - Epoch [10][1200/1345] lr: 1.000e-02, eta: 16:03:47, time: 0.757, data_time: 0.001, memory: 7129, top1_acc: 0.3711, top5_acc: 0.6492, loss_cls: 2.6560, loss: 2.6560, grad_norm: 6.1232 2021-06-07 19:53:25,640 - mmaction - INFO - Epoch [10][1220/1345] lr: 1.000e-02, eta: 16:03:03, time: 0.789, data_time: 0.002, memory: 7129, top1_acc: 0.3656, top5_acc: 0.6648, loss_cls: 2.6229, loss: 2.6229, grad_norm: 5.9064 2021-06-07 19:53:39,216 - mmaction - INFO - Epoch [10][1240/1345] lr: 1.000e-02, eta: 16:02:10, time: 0.679, data_time: 0.001, memory: 7129, top1_acc: 0.3727, top5_acc: 0.6570, loss_cls: 2.6532, loss: 2.6532, grad_norm: 5.6678 2021-06-07 19:53:54,841 - mmaction - INFO - Epoch [10][1260/1345] lr: 1.000e-02, eta: 16:01:25, time: 0.781, data_time: 0.002, memory: 7129, top1_acc: 0.3641, top5_acc: 0.6469, loss_cls: 2.6552, loss: 2.6552, grad_norm: 5.9200 2021-06-07 19:54:09,323 - mmaction - INFO - Epoch [10][1280/1345] lr: 1.000e-02, eta: 16:00:35, time: 0.724, data_time: 0.002, memory: 7129, top1_acc: 0.3523, top5_acc: 0.6273, loss_cls: 2.7591, loss: 2.7591, grad_norm: 5.9619 2021-06-07 19:54:24,666 - mmaction - INFO - Epoch [10][1300/1345] lr: 1.000e-02, eta: 15:59:50, time: 0.768, data_time: 0.002, memory: 7129, top1_acc: 0.3602, top5_acc: 0.6531, loss_cls: 2.6639, loss: 2.6639, grad_norm: 5.9602 2021-06-07 19:54:39,871 - mmaction - INFO - Epoch [10][1320/1345] lr: 1.000e-02, eta: 15:59:04, time: 0.760, data_time: 0.001, memory: 7129, top1_acc: 0.3789, top5_acc: 0.6359, loss_cls: 2.6509, loss: 2.6509, grad_norm: 6.2065 2021-06-07 19:54:54,303 - mmaction - INFO - Epoch [10][1340/1345] lr: 1.000e-02, eta: 15:58:14, time: 0.722, data_time: 0.001, memory: 7129, top1_acc: 0.3484, top5_acc: 0.6312, loss_cls: 2.7494, loss: 2.7494, grad_norm: 5.9079 2021-06-07 19:55:02,671 - mmaction - INFO - Saving checkpoint at 10 epochs 2021-06-07 20:02:53,504 - mmaction - INFO - Epoch [11][20/1345] lr: 1.000e-02, eta: 16:27:17, time: 23.490, data_time: 22.815, memory: 7129, top1_acc: 0.3680, top5_acc: 0.6453, loss_cls: 2.7179, loss: 2.7179, grad_norm: 6.0641 2021-06-07 20:03:04,109 - mmaction - INFO - Epoch [11][40/1345] lr: 1.000e-02, eta: 16:26:09, time: 0.532, data_time: 0.004, memory: 7129, top1_acc: 0.3812, top5_acc: 0.6367, loss_cls: 2.6679, loss: 2.6679, grad_norm: 5.7573 2021-06-07 20:03:14,954 - mmaction - INFO - Epoch [11][60/1345] lr: 1.000e-02, eta: 16:25:03, time: 0.543, data_time: 0.002, memory: 7129, top1_acc: 0.3563, top5_acc: 0.6344, loss_cls: 2.7143, loss: 2.7143, grad_norm: 5.8998 2021-06-07 20:03:25,580 - mmaction - INFO - Epoch [11][80/1345] lr: 1.000e-02, eta: 16:23:56, time: 0.531, data_time: 0.001, memory: 7129, top1_acc: 0.3797, top5_acc: 0.6516, loss_cls: 2.6249, loss: 2.6249, grad_norm: 6.4599 2021-06-07 20:03:36,415 - mmaction - INFO - Epoch [11][100/1345] lr: 1.000e-02, eta: 16:22:50, time: 0.542, data_time: 0.001, memory: 7129, top1_acc: 0.3477, top5_acc: 0.6461, loss_cls: 2.6601, loss: 2.6601, grad_norm: 5.8984 2021-06-07 20:03:47,407 - mmaction - INFO - Epoch [11][120/1345] lr: 1.000e-02, eta: 16:21:44, time: 0.549, data_time: 0.001, memory: 7129, top1_acc: 0.3422, top5_acc: 0.6461, loss_cls: 2.7162, loss: 2.7162, grad_norm: 6.0912 2021-06-07 20:03:58,163 - mmaction - INFO - Epoch [11][140/1345] lr: 1.000e-02, eta: 16:20:38, time: 0.538, data_time: 0.001, memory: 7129, top1_acc: 0.3703, top5_acc: 0.6539, loss_cls: 2.6338, loss: 2.6338, grad_norm: 5.8560 2021-06-07 20:04:09,231 - mmaction - INFO - Epoch [11][160/1345] lr: 1.000e-02, eta: 16:19:33, time: 0.553, data_time: 0.002, memory: 7129, top1_acc: 0.3531, top5_acc: 0.6539, loss_cls: 2.6471, loss: 2.6471, grad_norm: 6.3510 2021-06-07 20:04:20,927 - mmaction - INFO - Epoch [11][180/1345] lr: 1.000e-02, eta: 16:18:31, time: 0.585, data_time: 0.002, memory: 7129, top1_acc: 0.3547, top5_acc: 0.6539, loss_cls: 2.6306, loss: 2.6306, grad_norm: 6.1602 2021-06-07 20:04:34,278 - mmaction - INFO - Epoch [11][200/1345] lr: 1.000e-02, eta: 16:17:36, time: 0.666, data_time: 0.002, memory: 7129, top1_acc: 0.3500, top5_acc: 0.6461, loss_cls: 2.6712, loss: 2.6712, grad_norm: 5.9261 2021-06-07 20:04:46,182 - mmaction - INFO - Epoch [11][220/1345] lr: 1.000e-02, eta: 16:16:35, time: 0.598, data_time: 0.003, memory: 7129, top1_acc: 0.3563, top5_acc: 0.6641, loss_cls: 2.6163, loss: 2.6163, grad_norm: 6.2276 2021-06-07 20:05:00,717 - mmaction - INFO - Epoch [11][240/1345] lr: 1.000e-02, eta: 16:15:44, time: 0.727, data_time: 0.001, memory: 7129, top1_acc: 0.3531, top5_acc: 0.6422, loss_cls: 2.6896, loss: 2.6896, grad_norm: 5.9031 2021-06-07 20:05:14,619 - mmaction - INFO - Epoch [11][260/1345] lr: 1.000e-02, eta: 16:14:51, time: 0.694, data_time: 0.007, memory: 7129, top1_acc: 0.3602, top5_acc: 0.6438, loss_cls: 2.6729, loss: 2.6729, grad_norm: 5.9192 2021-06-07 20:05:29,885 - mmaction - INFO - Epoch [11][280/1345] lr: 1.000e-02, eta: 16:14:04, time: 0.765, data_time: 0.005, memory: 7129, top1_acc: 0.3852, top5_acc: 0.6398, loss_cls: 2.6353, loss: 2.6353, grad_norm: 5.8585 2021-06-07 20:05:42,903 - mmaction - INFO - Epoch [11][300/1345] lr: 1.000e-02, eta: 16:13:08, time: 0.651, data_time: 0.001, memory: 7129, top1_acc: 0.3719, top5_acc: 0.6547, loss_cls: 2.6647, loss: 2.6647, grad_norm: 6.0638 2021-06-07 20:05:57,512 - mmaction - INFO - Epoch [11][320/1345] lr: 1.000e-02, eta: 16:12:18, time: 0.731, data_time: 0.001, memory: 7129, top1_acc: 0.3391, top5_acc: 0.6320, loss_cls: 2.7094, loss: 2.7094, grad_norm: 5.8950 2021-06-07 20:06:14,266 - mmaction - INFO - Epoch [11][340/1345] lr: 1.000e-02, eta: 16:11:36, time: 0.838, data_time: 0.001, memory: 7129, top1_acc: 0.3680, top5_acc: 0.6547, loss_cls: 2.6631, loss: 2.6631, grad_norm: 6.0839 2021-06-07 20:06:27,507 - mmaction - INFO - Epoch [11][360/1345] lr: 1.000e-02, eta: 16:10:41, time: 0.662, data_time: 0.001, memory: 7129, top1_acc: 0.3711, top5_acc: 0.6516, loss_cls: 2.6655, loss: 2.6655, grad_norm: 6.1615 2021-06-07 20:06:43,384 - mmaction - INFO - Epoch [11][380/1345] lr: 1.000e-02, eta: 16:09:57, time: 0.794, data_time: 0.001, memory: 7129, top1_acc: 0.3719, top5_acc: 0.6609, loss_cls: 2.5807, loss: 2.5807, grad_norm: 5.6635 2021-06-07 20:06:58,617 - mmaction - INFO - Epoch [11][400/1345] lr: 1.000e-02, eta: 16:09:10, time: 0.760, data_time: 0.001, memory: 7129, top1_acc: 0.3773, top5_acc: 0.6500, loss_cls: 2.6421, loss: 2.6421, grad_norm: 5.9529 2021-06-07 20:07:13,582 - mmaction - INFO - Epoch [11][420/1345] lr: 1.000e-02, eta: 16:08:22, time: 0.749, data_time: 0.002, memory: 7129, top1_acc: 0.3625, top5_acc: 0.6750, loss_cls: 2.5688, loss: 2.5688, grad_norm: 5.9049 2021-06-07 20:07:28,048 - mmaction - INFO - Epoch [11][440/1345] lr: 1.000e-02, eta: 16:07:32, time: 0.723, data_time: 0.001, memory: 7129, top1_acc: 0.3414, top5_acc: 0.6531, loss_cls: 2.6762, loss: 2.6762, grad_norm: 6.0203 2021-06-07 20:07:42,345 - mmaction - INFO - Epoch [11][460/1345] lr: 1.000e-02, eta: 16:06:41, time: 0.715, data_time: 0.001, memory: 7129, top1_acc: 0.3703, top5_acc: 0.6461, loss_cls: 2.6602, loss: 2.6602, grad_norm: 5.7542 2021-06-07 20:07:58,949 - mmaction - INFO - Epoch [11][480/1345] lr: 1.000e-02, eta: 16:06:00, time: 0.828, data_time: 0.002, memory: 7129, top1_acc: 0.3859, top5_acc: 0.6758, loss_cls: 2.5434, loss: 2.5434, grad_norm: 6.2423 2021-06-07 20:08:13,194 - mmaction - INFO - Epoch [11][500/1345] lr: 1.000e-02, eta: 16:05:10, time: 0.715, data_time: 0.004, memory: 7129, top1_acc: 0.3781, top5_acc: 0.6711, loss_cls: 2.6080, loss: 2.6080, grad_norm: 5.9353 2021-06-07 20:08:28,818 - mmaction - INFO - Epoch [11][520/1345] lr: 1.000e-02, eta: 16:04:25, time: 0.781, data_time: 0.001, memory: 7129, top1_acc: 0.3664, top5_acc: 0.6523, loss_cls: 2.6475, loss: 2.6475, grad_norm: 5.9354 2021-06-07 20:08:43,781 - mmaction - INFO - Epoch [11][540/1345] lr: 1.000e-02, eta: 16:03:37, time: 0.748, data_time: 0.001, memory: 7129, top1_acc: 0.3891, top5_acc: 0.6844, loss_cls: 2.5234, loss: 2.5234, grad_norm: 5.8943 2021-06-07 20:08:58,437 - mmaction - INFO - Epoch [11][560/1345] lr: 1.000e-02, eta: 16:02:49, time: 0.733, data_time: 0.001, memory: 7129, top1_acc: 0.3828, top5_acc: 0.6672, loss_cls: 2.5381, loss: 2.5381, grad_norm: 5.9459 2021-06-07 20:09:13,917 - mmaction - INFO - Epoch [11][580/1345] lr: 1.000e-02, eta: 16:02:03, time: 0.774, data_time: 0.001, memory: 7129, top1_acc: 0.3695, top5_acc: 0.6672, loss_cls: 2.6196, loss: 2.6196, grad_norm: 6.0392 2021-06-07 20:09:28,172 - mmaction - INFO - Epoch [11][600/1345] lr: 1.000e-02, eta: 16:01:13, time: 0.713, data_time: 0.001, memory: 7129, top1_acc: 0.3727, top5_acc: 0.6578, loss_cls: 2.6652, loss: 2.6652, grad_norm: 5.9726 2021-06-07 20:09:44,298 - mmaction - INFO - Epoch [11][620/1345] lr: 1.000e-02, eta: 16:00:31, time: 0.806, data_time: 0.002, memory: 7129, top1_acc: 0.3719, top5_acc: 0.6586, loss_cls: 2.6841, loss: 2.6841, grad_norm: 5.9891 2021-06-07 20:09:59,007 - mmaction - INFO - Epoch [11][640/1345] lr: 1.000e-02, eta: 15:59:43, time: 0.735, data_time: 0.001, memory: 7129, top1_acc: 0.3750, top5_acc: 0.6617, loss_cls: 2.6467, loss: 2.6467, grad_norm: 5.8360 2021-06-07 20:10:12,953 - mmaction - INFO - Epoch [11][660/1345] lr: 1.000e-02, eta: 15:58:52, time: 0.698, data_time: 0.001, memory: 7129, top1_acc: 0.3805, top5_acc: 0.6555, loss_cls: 2.6206, loss: 2.6206, grad_norm: 6.2302 2021-06-07 20:10:28,581 - mmaction - INFO - Epoch [11][680/1345] lr: 1.000e-02, eta: 15:58:08, time: 0.780, data_time: 0.002, memory: 7129, top1_acc: 0.3672, top5_acc: 0.6586, loss_cls: 2.5825, loss: 2.5825, grad_norm: 5.9577 2021-06-07 20:10:43,534 - mmaction - INFO - Epoch [11][700/1345] lr: 1.000e-02, eta: 15:57:21, time: 0.748, data_time: 0.002, memory: 7129, top1_acc: 0.3797, top5_acc: 0.6609, loss_cls: 2.6308, loss: 2.6308, grad_norm: 6.0506 2021-06-07 20:10:57,985 - mmaction - INFO - Epoch [11][720/1345] lr: 1.000e-02, eta: 15:56:32, time: 0.723, data_time: 0.002, memory: 7129, top1_acc: 0.3445, top5_acc: 0.6570, loss_cls: 2.6647, loss: 2.6647, grad_norm: 5.7244 2021-06-07 20:11:13,054 - mmaction - INFO - Epoch [11][740/1345] lr: 1.000e-02, eta: 15:55:46, time: 0.753, data_time: 0.001, memory: 7129, top1_acc: 0.3586, top5_acc: 0.6516, loss_cls: 2.6443, loss: 2.6443, grad_norm: 6.1488 2021-06-07 20:11:28,492 - mmaction - INFO - Epoch [11][760/1345] lr: 1.000e-02, eta: 15:55:02, time: 0.770, data_time: 0.001, memory: 7129, top1_acc: 0.3836, top5_acc: 0.6531, loss_cls: 2.6453, loss: 2.6453, grad_norm: 6.0325 2021-06-07 20:11:45,539 - mmaction - INFO - Epoch [11][780/1345] lr: 1.000e-02, eta: 15:54:23, time: 0.853, data_time: 0.002, memory: 7129, top1_acc: 0.3602, top5_acc: 0.6570, loss_cls: 2.6172, loss: 2.6172, grad_norm: 6.0555 2021-06-07 20:12:00,011 - mmaction - INFO - Epoch [11][800/1345] lr: 1.000e-02, eta: 15:53:35, time: 0.724, data_time: 0.001, memory: 7129, top1_acc: 0.3461, top5_acc: 0.6438, loss_cls: 2.7216, loss: 2.7216, grad_norm: 5.9795 2021-06-07 20:12:14,362 - mmaction - INFO - Epoch [11][820/1345] lr: 1.000e-02, eta: 15:52:46, time: 0.717, data_time: 0.001, memory: 7129, top1_acc: 0.3945, top5_acc: 0.6695, loss_cls: 2.5412, loss: 2.5412, grad_norm: 5.9107 2021-06-07 20:12:29,071 - mmaction - INFO - Epoch [11][840/1345] lr: 1.000e-02, eta: 15:51:59, time: 0.736, data_time: 0.002, memory: 7129, top1_acc: 0.3719, top5_acc: 0.6680, loss_cls: 2.6038, loss: 2.6038, grad_norm: 6.1103 2021-06-07 20:12:43,587 - mmaction - INFO - Epoch [11][860/1345] lr: 1.000e-02, eta: 15:51:12, time: 0.725, data_time: 0.001, memory: 7129, top1_acc: 0.3602, top5_acc: 0.6312, loss_cls: 2.6913, loss: 2.6913, grad_norm: 5.8369 2021-06-07 20:12:57,952 - mmaction - INFO - Epoch [11][880/1345] lr: 1.000e-02, eta: 15:50:24, time: 0.719, data_time: 0.002, memory: 7129, top1_acc: 0.3508, top5_acc: 0.6461, loss_cls: 2.6420, loss: 2.6420, grad_norm: 5.8668 2021-06-07 20:13:14,194 - mmaction - INFO - Epoch [11][900/1345] lr: 1.000e-02, eta: 15:49:42, time: 0.812, data_time: 0.001, memory: 7129, top1_acc: 0.3531, top5_acc: 0.6469, loss_cls: 2.7447, loss: 2.7447, grad_norm: 5.9017 2021-06-07 20:13:30,000 - mmaction - INFO - Epoch [11][920/1345] lr: 1.000e-02, eta: 15:49:00, time: 0.790, data_time: 0.001, memory: 7129, top1_acc: 0.3500, top5_acc: 0.6578, loss_cls: 2.6712, loss: 2.6712, grad_norm: 6.0569 2021-06-07 20:13:43,237 - mmaction - INFO - Epoch [11][940/1345] lr: 1.000e-02, eta: 15:48:08, time: 0.662, data_time: 0.001, memory: 7129, top1_acc: 0.3539, top5_acc: 0.6336, loss_cls: 2.6823, loss: 2.6823, grad_norm: 5.9864 2021-06-07 20:13:59,374 - mmaction - INFO - Epoch [11][960/1345] lr: 1.000e-02, eta: 15:47:27, time: 0.806, data_time: 0.001, memory: 7129, top1_acc: 0.3680, top5_acc: 0.6773, loss_cls: 2.6604, loss: 2.6604, grad_norm: 6.2115 2021-06-07 20:14:13,667 - mmaction - INFO - Epoch [11][980/1345] lr: 1.000e-02, eta: 15:46:39, time: 0.714, data_time: 0.001, memory: 7129, top1_acc: 0.3578, top5_acc: 0.6523, loss_cls: 2.6674, loss: 2.6674, grad_norm: 6.0340 2021-06-07 20:14:29,437 - mmaction - INFO - Epoch [11][1000/1345] lr: 1.000e-02, eta: 15:45:56, time: 0.789, data_time: 0.002, memory: 7129, top1_acc: 0.3453, top5_acc: 0.6461, loss_cls: 2.6663, loss: 2.6663, grad_norm: 5.9350 2021-06-07 20:14:45,359 - mmaction - INFO - Epoch [11][1020/1345] lr: 1.000e-02, eta: 15:45:14, time: 0.796, data_time: 0.001, memory: 7129, top1_acc: 0.3656, top5_acc: 0.6539, loss_cls: 2.6336, loss: 2.6336, grad_norm: 6.0043 2021-06-07 20:15:01,869 - mmaction - INFO - Epoch [11][1040/1345] lr: 1.000e-02, eta: 15:44:35, time: 0.826, data_time: 0.001, memory: 7129, top1_acc: 0.3797, top5_acc: 0.6813, loss_cls: 2.5608, loss: 2.5608, grad_norm: 5.9471 2021-06-07 20:15:16,045 - mmaction - INFO - Epoch [11][1060/1345] lr: 1.000e-02, eta: 15:43:47, time: 0.708, data_time: 0.001, memory: 7129, top1_acc: 0.3477, top5_acc: 0.6516, loss_cls: 2.6936, loss: 2.6936, grad_norm: 5.9833 2021-06-07 20:15:31,944 - mmaction - INFO - Epoch [11][1080/1345] lr: 1.000e-02, eta: 15:43:05, time: 0.795, data_time: 0.002, memory: 7129, top1_acc: 0.3789, top5_acc: 0.6594, loss_cls: 2.6174, loss: 2.6174, grad_norm: 6.1332 2021-06-07 20:15:47,259 - mmaction - INFO - Epoch [11][1100/1345] lr: 1.000e-02, eta: 15:42:21, time: 0.766, data_time: 0.001, memory: 7129, top1_acc: 0.3594, top5_acc: 0.6484, loss_cls: 2.6694, loss: 2.6694, grad_norm: 6.0532 2021-06-07 20:16:04,474 - mmaction - INFO - Epoch [11][1120/1345] lr: 1.000e-02, eta: 15:41:44, time: 0.860, data_time: 0.001, memory: 7129, top1_acc: 0.3641, top5_acc: 0.6664, loss_cls: 2.5451, loss: 2.5451, grad_norm: 6.1740 2021-06-07 20:16:21,404 - mmaction - INFO - Epoch [11][1140/1345] lr: 1.000e-02, eta: 15:41:07, time: 0.847, data_time: 0.001, memory: 7129, top1_acc: 0.3523, top5_acc: 0.6359, loss_cls: 2.6935, loss: 2.6935, grad_norm: 5.7252 2021-06-07 20:16:36,584 - mmaction - INFO - Epoch [11][1160/1345] lr: 1.000e-02, eta: 15:40:23, time: 0.759, data_time: 0.002, memory: 7129, top1_acc: 0.3680, top5_acc: 0.6430, loss_cls: 2.6668, loss: 2.6668, grad_norm: 6.0947 2021-06-07 20:16:51,868 - mmaction - INFO - Epoch [11][1180/1345] lr: 1.000e-02, eta: 15:39:39, time: 0.764, data_time: 0.001, memory: 7129, top1_acc: 0.3563, top5_acc: 0.6758, loss_cls: 2.6450, loss: 2.6450, grad_norm: 6.0453 2021-06-07 20:17:08,754 - mmaction - INFO - Epoch [11][1200/1345] lr: 1.000e-02, eta: 15:39:01, time: 0.845, data_time: 0.002, memory: 7129, top1_acc: 0.3508, top5_acc: 0.6352, loss_cls: 2.7151, loss: 2.7151, grad_norm: 5.9643 2021-06-07 20:17:22,837 - mmaction - INFO - Epoch [11][1220/1345] lr: 1.000e-02, eta: 15:38:13, time: 0.704, data_time: 0.001, memory: 7129, top1_acc: 0.3430, top5_acc: 0.6359, loss_cls: 2.7120, loss: 2.7120, grad_norm: 5.9111 2021-06-07 20:17:38,216 - mmaction - INFO - Epoch [11][1240/1345] lr: 1.000e-02, eta: 15:37:30, time: 0.769, data_time: 0.001, memory: 7129, top1_acc: 0.3578, top5_acc: 0.6609, loss_cls: 2.5968, loss: 2.5968, grad_norm: 5.9100 2021-06-07 20:17:53,395 - mmaction - INFO - Epoch [11][1260/1345] lr: 1.000e-02, eta: 15:36:47, time: 0.759, data_time: 0.001, memory: 7129, top1_acc: 0.3508, top5_acc: 0.6477, loss_cls: 2.6487, loss: 2.6487, grad_norm: 5.8138 2021-06-07 20:18:09,465 - mmaction - INFO - Epoch [11][1280/1345] lr: 1.000e-02, eta: 15:36:06, time: 0.804, data_time: 0.002, memory: 7129, top1_acc: 0.3523, top5_acc: 0.6289, loss_cls: 2.7498, loss: 2.7498, grad_norm: 6.2185 2021-06-07 20:18:25,386 - mmaction - INFO - Epoch [11][1300/1345] lr: 1.000e-02, eta: 15:35:26, time: 0.795, data_time: 0.001, memory: 7129, top1_acc: 0.3695, top5_acc: 0.6469, loss_cls: 2.6756, loss: 2.6756, grad_norm: 6.0933 2021-06-07 20:18:39,957 - mmaction - INFO - Epoch [11][1320/1345] lr: 1.000e-02, eta: 15:34:40, time: 0.729, data_time: 0.002, memory: 7129, top1_acc: 0.3836, top5_acc: 0.6547, loss_cls: 2.6042, loss: 2.6042, grad_norm: 6.0525 2021-06-07 20:18:55,776 - mmaction - INFO - Epoch [11][1340/1345] lr: 1.000e-02, eta: 15:33:59, time: 0.791, data_time: 0.001, memory: 7129, top1_acc: 0.3609, top5_acc: 0.6250, loss_cls: 2.6462, loss: 2.6462, grad_norm: 6.1631 2021-06-07 20:19:04,243 - mmaction - INFO - Saving checkpoint at 11 epochs 2021-06-07 20:26:36,801 - mmaction - INFO - Epoch [12][20/1345] lr: 1.000e-02, eta: 15:58:36, time: 22.576, data_time: 20.790, memory: 7129, top1_acc: 0.3797, top5_acc: 0.6469, loss_cls: 2.6157, loss: 2.6157, grad_norm: 5.9304 2021-06-07 20:26:47,486 - mmaction - INFO - Epoch [12][40/1345] lr: 1.000e-02, eta: 15:57:34, time: 0.535, data_time: 0.004, memory: 7129, top1_acc: 0.3820, top5_acc: 0.6711, loss_cls: 2.5509, loss: 2.5509, grad_norm: 6.2603 2021-06-07 20:26:58,432 - mmaction - INFO - Epoch [12][60/1345] lr: 1.000e-02, eta: 15:56:33, time: 0.547, data_time: 0.003, memory: 7129, top1_acc: 0.3742, top5_acc: 0.6625, loss_cls: 2.5831, loss: 2.5831, grad_norm: 5.9662 2021-06-07 20:27:09,358 - mmaction - INFO - Epoch [12][80/1345] lr: 1.000e-02, eta: 15:55:33, time: 0.546, data_time: 0.003, memory: 7129, top1_acc: 0.3898, top5_acc: 0.6687, loss_cls: 2.5714, loss: 2.5714, grad_norm: 5.9528 2021-06-07 20:27:20,048 - mmaction - INFO - Epoch [12][100/1345] lr: 1.000e-02, eta: 15:54:32, time: 0.533, data_time: 0.002, memory: 7129, top1_acc: 0.3875, top5_acc: 0.6734, loss_cls: 2.4941, loss: 2.4941, grad_norm: 5.5999 2021-06-07 20:27:31,118 - mmaction - INFO - Epoch [12][120/1345] lr: 1.000e-02, eta: 15:53:32, time: 0.554, data_time: 0.003, memory: 7129, top1_acc: 0.3750, top5_acc: 0.6539, loss_cls: 2.6150, loss: 2.6150, grad_norm: 6.0357 2021-06-07 20:27:41,971 - mmaction - INFO - Epoch [12][140/1345] lr: 1.000e-02, eta: 15:52:31, time: 0.542, data_time: 0.002, memory: 7129, top1_acc: 0.3703, top5_acc: 0.6641, loss_cls: 2.6151, loss: 2.6151, grad_norm: 5.9375 2021-06-07 20:27:52,951 - mmaction - INFO - Epoch [12][160/1345] lr: 1.000e-02, eta: 15:51:32, time: 0.550, data_time: 0.003, memory: 7129, top1_acc: 0.3750, top5_acc: 0.6734, loss_cls: 2.6049, loss: 2.6049, grad_norm: 5.9796 2021-06-07 20:28:05,061 - mmaction - INFO - Epoch [12][180/1345] lr: 1.000e-02, eta: 15:50:36, time: 0.605, data_time: 0.002, memory: 7129, top1_acc: 0.3641, top5_acc: 0.6789, loss_cls: 2.5978, loss: 2.5978, grad_norm: 6.1683 2021-06-07 20:28:17,942 - mmaction - INFO - Epoch [12][200/1345] lr: 1.000e-02, eta: 15:49:43, time: 0.645, data_time: 0.002, memory: 7129, top1_acc: 0.3617, top5_acc: 0.6547, loss_cls: 2.6433, loss: 2.6433, grad_norm: 5.9540 2021-06-07 20:28:30,679 - mmaction - INFO - Epoch [12][220/1345] lr: 1.000e-02, eta: 15:48:49, time: 0.636, data_time: 0.001, memory: 7129, top1_acc: 0.3578, top5_acc: 0.6594, loss_cls: 2.6604, loss: 2.6604, grad_norm: 6.2784 2021-06-07 20:28:43,902 - mmaction - INFO - Epoch [12][240/1345] lr: 1.000e-02, eta: 15:47:58, time: 0.662, data_time: 0.002, memory: 7129, top1_acc: 0.3797, top5_acc: 0.6578, loss_cls: 2.6304, loss: 2.6304, grad_norm: 5.9527 2021-06-07 20:28:57,267 - mmaction - INFO - Epoch [12][260/1345] lr: 1.000e-02, eta: 15:47:07, time: 0.668, data_time: 0.001, memory: 7129, top1_acc: 0.3875, top5_acc: 0.6687, loss_cls: 2.5040, loss: 2.5040, grad_norm: 6.0265 2021-06-07 20:29:11,854 - mmaction - INFO - Epoch [12][280/1345] lr: 1.000e-02, eta: 15:46:20, time: 0.730, data_time: 0.002, memory: 7129, top1_acc: 0.3664, top5_acc: 0.6586, loss_cls: 2.6084, loss: 2.6084, grad_norm: 6.1747 2021-06-07 20:29:26,137 - mmaction - INFO - Epoch [12][300/1345] lr: 1.000e-02, eta: 15:45:33, time: 0.714, data_time: 0.001, memory: 7129, top1_acc: 0.3766, top5_acc: 0.6438, loss_cls: 2.6194, loss: 2.6194, grad_norm: 5.7722 2021-06-07 20:29:40,879 - mmaction - INFO - Epoch [12][320/1345] lr: 1.000e-02, eta: 15:44:47, time: 0.737, data_time: 0.001, memory: 7129, top1_acc: 0.3891, top5_acc: 0.6734, loss_cls: 2.5094, loss: 2.5094, grad_norm: 5.9496 2021-06-07 20:29:56,270 - mmaction - INFO - Epoch [12][340/1345] lr: 1.000e-02, eta: 15:44:03, time: 0.770, data_time: 0.001, memory: 7129, top1_acc: 0.3812, top5_acc: 0.6633, loss_cls: 2.5999, loss: 2.5999, grad_norm: 5.9810 2021-06-07 20:30:10,826 - mmaction - INFO - Epoch [12][360/1345] lr: 1.000e-02, eta: 15:43:17, time: 0.727, data_time: 0.002, memory: 7129, top1_acc: 0.3664, top5_acc: 0.6711, loss_cls: 2.6188, loss: 2.6188, grad_norm: 6.2741 2021-06-07 20:30:25,141 - mmaction - INFO - Epoch [12][380/1345] lr: 1.000e-02, eta: 15:42:29, time: 0.717, data_time: 0.002, memory: 7129, top1_acc: 0.3719, top5_acc: 0.6477, loss_cls: 2.6496, loss: 2.6496, grad_norm: 6.1679 2021-06-07 20:30:41,368 - mmaction - INFO - Epoch [12][400/1345] lr: 1.000e-02, eta: 15:41:49, time: 0.811, data_time: 0.001, memory: 7129, top1_acc: 0.3891, top5_acc: 0.6578, loss_cls: 2.5610, loss: 2.5610, grad_norm: 5.9100 2021-06-07 20:30:57,300 - mmaction - INFO - Epoch [12][420/1345] lr: 1.000e-02, eta: 15:41:07, time: 0.797, data_time: 0.002, memory: 7129, top1_acc: 0.3609, top5_acc: 0.6523, loss_cls: 2.6186, loss: 2.6186, grad_norm: 5.9881 2021-06-07 20:31:12,638 - mmaction - INFO - Epoch [12][440/1345] lr: 1.000e-02, eta: 15:40:24, time: 0.767, data_time: 0.003, memory: 7129, top1_acc: 0.3727, top5_acc: 0.6562, loss_cls: 2.6019, loss: 2.6019, grad_norm: 5.9468 2021-06-07 20:31:26,157 - mmaction - INFO - Epoch [12][460/1345] lr: 1.000e-02, eta: 15:39:34, time: 0.676, data_time: 0.001, memory: 7129, top1_acc: 0.3641, top5_acc: 0.6828, loss_cls: 2.5824, loss: 2.5824, grad_norm: 6.0391 2021-06-07 20:31:42,881 - mmaction - INFO - Epoch [12][480/1345] lr: 1.000e-02, eta: 15:38:56, time: 0.836, data_time: 0.001, memory: 7129, top1_acc: 0.3867, top5_acc: 0.6883, loss_cls: 2.4931, loss: 2.4931, grad_norm: 6.1252 2021-06-07 20:31:58,404 - mmaction - INFO - Epoch [12][500/1345] lr: 1.000e-02, eta: 15:38:13, time: 0.776, data_time: 0.001, memory: 7129, top1_acc: 0.3750, top5_acc: 0.6555, loss_cls: 2.6228, loss: 2.6228, grad_norm: 6.0302 2021-06-07 20:32:14,689 - mmaction - INFO - Epoch [12][520/1345] lr: 1.000e-02, eta: 15:37:33, time: 0.814, data_time: 0.001, memory: 7129, top1_acc: 0.3609, top5_acc: 0.6766, loss_cls: 2.5749, loss: 2.5749, grad_norm: 5.9779 2021-06-07 20:32:29,653 - mmaction - INFO - Epoch [12][540/1345] lr: 1.000e-02, eta: 15:36:49, time: 0.748, data_time: 0.001, memory: 7129, top1_acc: 0.3828, top5_acc: 0.6609, loss_cls: 2.6077, loss: 2.6077, grad_norm: 6.0284 2021-06-07 20:32:44,592 - mmaction - INFO - Epoch [12][560/1345] lr: 1.000e-02, eta: 15:36:05, time: 0.748, data_time: 0.002, memory: 7129, top1_acc: 0.3586, top5_acc: 0.6430, loss_cls: 2.6787, loss: 2.6787, grad_norm: 5.8993 2021-06-07 20:33:00,224 - mmaction - INFO - Epoch [12][580/1345] lr: 1.000e-02, eta: 15:35:23, time: 0.781, data_time: 0.001, memory: 7129, top1_acc: 0.4086, top5_acc: 0.6867, loss_cls: 2.4559, loss: 2.4559, grad_norm: 5.8062 2021-06-07 20:33:14,949 - mmaction - INFO - Epoch [12][600/1345] lr: 1.000e-02, eta: 15:34:38, time: 0.732, data_time: 0.001, memory: 7129, top1_acc: 0.3633, top5_acc: 0.6438, loss_cls: 2.6529, loss: 2.6529, grad_norm: 5.9159 2021-06-07 20:33:32,530 - mmaction - INFO - Epoch [12][620/1345] lr: 1.000e-02, eta: 15:34:03, time: 0.882, data_time: 0.005, memory: 7129, top1_acc: 0.3672, top5_acc: 0.6828, loss_cls: 2.5800, loss: 2.5800, grad_norm: 6.1312 2021-06-07 20:33:49,329 - mmaction - INFO - Epoch [12][640/1345] lr: 1.000e-02, eta: 15:33:25, time: 0.840, data_time: 0.003, memory: 7129, top1_acc: 0.3359, top5_acc: 0.6422, loss_cls: 2.7174, loss: 2.7174, grad_norm: 6.1661 2021-06-07 20:34:03,964 - mmaction - INFO - Epoch [12][660/1345] lr: 1.000e-02, eta: 15:32:40, time: 0.732, data_time: 0.001, memory: 7129, top1_acc: 0.3578, top5_acc: 0.6398, loss_cls: 2.6935, loss: 2.6935, grad_norm: 6.1117 2021-06-07 20:34:20,152 - mmaction - INFO - Epoch [12][680/1345] lr: 1.000e-02, eta: 15:32:00, time: 0.809, data_time: 0.001, memory: 7129, top1_acc: 0.3734, top5_acc: 0.6609, loss_cls: 2.5891, loss: 2.5891, grad_norm: 6.0226 2021-06-07 20:34:35,824 - mmaction - INFO - Epoch [12][700/1345] lr: 1.000e-02, eta: 15:31:19, time: 0.784, data_time: 0.001, memory: 7129, top1_acc: 0.3797, top5_acc: 0.6828, loss_cls: 2.5512, loss: 2.5512, grad_norm: 5.7726 2021-06-07 20:34:50,796 - mmaction - INFO - Epoch [12][720/1345] lr: 1.000e-02, eta: 15:30:35, time: 0.749, data_time: 0.001, memory: 7129, top1_acc: 0.3695, top5_acc: 0.6539, loss_cls: 2.6251, loss: 2.6251, grad_norm: 5.9980 2021-06-07 20:35:06,834 - mmaction - INFO - Epoch [12][740/1345] lr: 1.000e-02, eta: 15:29:55, time: 0.801, data_time: 0.001, memory: 7129, top1_acc: 0.3633, top5_acc: 0.6547, loss_cls: 2.6377, loss: 2.6377, grad_norm: 5.8068 2021-06-07 20:35:22,392 - mmaction - INFO - Epoch [12][760/1345] lr: 1.000e-02, eta: 15:29:13, time: 0.778, data_time: 0.002, memory: 7129, top1_acc: 0.3719, top5_acc: 0.6492, loss_cls: 2.6550, loss: 2.6550, grad_norm: 6.0575 2021-06-07 20:35:38,221 - mmaction - INFO - Epoch [12][780/1345] lr: 1.000e-02, eta: 15:28:33, time: 0.791, data_time: 0.001, memory: 7129, top1_acc: 0.3750, top5_acc: 0.6500, loss_cls: 2.6173, loss: 2.6173, grad_norm: 5.6957 2021-06-07 20:35:54,675 - mmaction - INFO - Epoch [12][800/1345] lr: 1.000e-02, eta: 15:27:54, time: 0.822, data_time: 0.001, memory: 7129, top1_acc: 0.3609, top5_acc: 0.6664, loss_cls: 2.5770, loss: 2.5770, grad_norm: 5.8470 2021-06-07 20:36:10,119 - mmaction - INFO - Epoch [12][820/1345] lr: 1.000e-02, eta: 15:27:12, time: 0.772, data_time: 0.001, memory: 7129, top1_acc: 0.3500, top5_acc: 0.6375, loss_cls: 2.6549, loss: 2.6549, grad_norm: 5.8525 2021-06-07 20:36:26,172 - mmaction - INFO - Epoch [12][840/1345] lr: 1.000e-02, eta: 15:26:33, time: 0.803, data_time: 0.002, memory: 7129, top1_acc: 0.3656, top5_acc: 0.6633, loss_cls: 2.5954, loss: 2.5954, grad_norm: 5.7796 2021-06-07 20:36:41,098 - mmaction - INFO - Epoch [12][860/1345] lr: 1.000e-02, eta: 15:25:49, time: 0.746, data_time: 0.001, memory: 7129, top1_acc: 0.3711, top5_acc: 0.6687, loss_cls: 2.5677, loss: 2.5677, grad_norm: 5.9270 2021-06-07 20:36:57,267 - mmaction - INFO - Epoch [12][880/1345] lr: 1.000e-02, eta: 15:25:10, time: 0.806, data_time: 0.002, memory: 7129, top1_acc: 0.3781, top5_acc: 0.6523, loss_cls: 2.6464, loss: 2.6464, grad_norm: 5.9977 2021-06-07 20:37:14,336 - mmaction - INFO - Epoch [12][900/1345] lr: 1.000e-02, eta: 15:24:34, time: 0.857, data_time: 0.004, memory: 7129, top1_acc: 0.3750, top5_acc: 0.6773, loss_cls: 2.5439, loss: 2.5439, grad_norm: 5.9252 2021-06-07 20:37:30,074 - mmaction - INFO - Epoch [12][920/1345] lr: 1.000e-02, eta: 15:23:53, time: 0.786, data_time: 0.002, memory: 7129, top1_acc: 0.3492, top5_acc: 0.6539, loss_cls: 2.6561, loss: 2.6561, grad_norm: 6.0863 2021-06-07 20:37:46,510 - mmaction - INFO - Epoch [12][940/1345] lr: 1.000e-02, eta: 15:23:15, time: 0.823, data_time: 0.002, memory: 7129, top1_acc: 0.3461, top5_acc: 0.6516, loss_cls: 2.6696, loss: 2.6696, grad_norm: 6.0413 2021-06-07 20:38:00,764 - mmaction - INFO - Epoch [12][960/1345] lr: 1.000e-02, eta: 15:22:30, time: 0.712, data_time: 0.001, memory: 7129, top1_acc: 0.3609, top5_acc: 0.6609, loss_cls: 2.5934, loss: 2.5934, grad_norm: 6.0911 2021-06-07 20:38:16,948 - mmaction - INFO - Epoch [12][980/1345] lr: 1.000e-02, eta: 15:21:51, time: 0.809, data_time: 0.001, memory: 7129, top1_acc: 0.3773, top5_acc: 0.6703, loss_cls: 2.5581, loss: 2.5581, grad_norm: 6.0216 2021-06-07 20:38:32,532 - mmaction - INFO - Epoch [12][1000/1345] lr: 1.000e-02, eta: 15:21:11, time: 0.779, data_time: 0.001, memory: 7129, top1_acc: 0.3805, top5_acc: 0.6414, loss_cls: 2.6340, loss: 2.6340, grad_norm: 5.9901 2021-06-07 20:38:47,393 - mmaction - INFO - Epoch [12][1020/1345] lr: 1.000e-02, eta: 15:20:28, time: 0.743, data_time: 0.001, memory: 7129, top1_acc: 0.3547, top5_acc: 0.6641, loss_cls: 2.6200, loss: 2.6200, grad_norm: 5.9880 2021-06-07 20:39:03,796 - mmaction - INFO - Epoch [12][1040/1345] lr: 1.000e-02, eta: 15:19:50, time: 0.820, data_time: 0.001, memory: 7129, top1_acc: 0.3773, top5_acc: 0.6734, loss_cls: 2.5537, loss: 2.5537, grad_norm: 6.1076 2021-06-07 20:39:19,670 - mmaction - INFO - Epoch [12][1060/1345] lr: 1.000e-02, eta: 15:19:10, time: 0.794, data_time: 0.001, memory: 7129, top1_acc: 0.3750, top5_acc: 0.6594, loss_cls: 2.5849, loss: 2.5849, grad_norm: 5.8766 2021-06-07 20:39:34,162 - mmaction - INFO - Epoch [12][1080/1345] lr: 1.000e-02, eta: 15:18:26, time: 0.724, data_time: 0.001, memory: 7129, top1_acc: 0.3805, top5_acc: 0.6680, loss_cls: 2.5725, loss: 2.5725, grad_norm: 6.1108 2021-06-07 20:39:49,367 - mmaction - INFO - Epoch [12][1100/1345] lr: 1.000e-02, eta: 15:17:44, time: 0.760, data_time: 0.001, memory: 7129, top1_acc: 0.3625, top5_acc: 0.6617, loss_cls: 2.5800, loss: 2.5800, grad_norm: 5.7151 2021-06-07 20:40:07,048 - mmaction - INFO - Epoch [12][1120/1345] lr: 1.000e-02, eta: 15:17:11, time: 0.884, data_time: 0.002, memory: 7129, top1_acc: 0.3859, top5_acc: 0.6500, loss_cls: 2.5952, loss: 2.5952, grad_norm: 6.0627 2021-06-07 20:40:22,346 - mmaction - INFO - Epoch [12][1140/1345] lr: 1.000e-02, eta: 15:16:30, time: 0.765, data_time: 0.002, memory: 7129, top1_acc: 0.3914, top5_acc: 0.6797, loss_cls: 2.4876, loss: 2.4876, grad_norm: 6.0266 2021-06-07 20:40:38,703 - mmaction - INFO - Epoch [12][1160/1345] lr: 1.000e-02, eta: 15:15:52, time: 0.816, data_time: 0.001, memory: 7129, top1_acc: 0.3883, top5_acc: 0.6656, loss_cls: 2.5880, loss: 2.5880, grad_norm: 6.2656 2021-06-07 20:40:54,823 - mmaction - INFO - Epoch [12][1180/1345] lr: 1.000e-02, eta: 15:15:13, time: 0.808, data_time: 0.003, memory: 7129, top1_acc: 0.3680, top5_acc: 0.6422, loss_cls: 2.6210, loss: 2.6210, grad_norm: 5.9208 2021-06-07 20:41:09,790 - mmaction - INFO - Epoch [12][1200/1345] lr: 1.000e-02, eta: 15:14:31, time: 0.748, data_time: 0.001, memory: 7129, top1_acc: 0.3672, top5_acc: 0.6609, loss_cls: 2.6069, loss: 2.6069, grad_norm: 6.1636 2021-06-07 20:41:26,251 - mmaction - INFO - Epoch [12][1220/1345] lr: 1.000e-02, eta: 15:13:54, time: 0.823, data_time: 0.001, memory: 7129, top1_acc: 0.3742, top5_acc: 0.6625, loss_cls: 2.6138, loss: 2.6138, grad_norm: 6.0924 2021-06-07 20:41:41,129 - mmaction - INFO - Epoch [12][1240/1345] lr: 1.000e-02, eta: 15:13:12, time: 0.743, data_time: 0.002, memory: 7129, top1_acc: 0.3656, top5_acc: 0.6477, loss_cls: 2.6573, loss: 2.6573, grad_norm: 5.8446 2021-06-07 20:41:56,928 - mmaction - INFO - Epoch [12][1260/1345] lr: 1.000e-02, eta: 15:12:33, time: 0.791, data_time: 0.002, memory: 7129, top1_acc: 0.3555, top5_acc: 0.6742, loss_cls: 2.6344, loss: 2.6344, grad_norm: 5.9260 2021-06-07 20:42:13,246 - mmaction - INFO - Epoch [12][1280/1345] lr: 1.000e-02, eta: 15:11:55, time: 0.816, data_time: 0.001, memory: 7129, top1_acc: 0.3680, top5_acc: 0.6781, loss_cls: 2.5644, loss: 2.5644, grad_norm: 6.0709 2021-06-07 20:42:28,848 - mmaction - INFO - Epoch [12][1300/1345] lr: 1.000e-02, eta: 15:11:15, time: 0.780, data_time: 0.001, memory: 7129, top1_acc: 0.3937, top5_acc: 0.6750, loss_cls: 2.5357, loss: 2.5357, grad_norm: 5.9450 2021-06-07 20:42:46,012 - mmaction - INFO - Epoch [12][1320/1345] lr: 1.000e-02, eta: 15:10:40, time: 0.858, data_time: 0.001, memory: 7129, top1_acc: 0.3539, top5_acc: 0.6602, loss_cls: 2.6682, loss: 2.6682, grad_norm: 6.2591 2021-06-07 20:43:01,498 - mmaction - INFO - Epoch [12][1340/1345] lr: 1.000e-02, eta: 15:10:00, time: 0.775, data_time: 0.001, memory: 7129, top1_acc: 0.3719, top5_acc: 0.6336, loss_cls: 2.6977, loss: 2.6977, grad_norm: 5.9243 2021-06-07 20:43:07,962 - mmaction - INFO - Saving checkpoint at 12 epochs 2021-06-07 20:50:39,979 - mmaction - INFO - Epoch [13][20/1345] lr: 1.000e-02, eta: 15:31:55, time: 22.551, data_time: 21.466, memory: 7129, top1_acc: 0.3773, top5_acc: 0.6727, loss_cls: 2.5511, loss: 2.5511, grad_norm: 5.8154 2021-06-07 20:50:50,720 - mmaction - INFO - Epoch [13][40/1345] lr: 1.000e-02, eta: 15:30:58, time: 0.537, data_time: 0.003, memory: 7129, top1_acc: 0.3750, top5_acc: 0.6703, loss_cls: 2.5693, loss: 2.5693, grad_norm: 5.9663 2021-06-07 20:51:01,284 - mmaction - INFO - Epoch [13][60/1345] lr: 1.000e-02, eta: 15:30:01, time: 0.529, data_time: 0.002, memory: 7129, top1_acc: 0.3711, top5_acc: 0.6617, loss_cls: 2.5989, loss: 2.5989, grad_norm: 5.8852 2021-06-07 20:51:12,022 - mmaction - INFO - Epoch [13][80/1345] lr: 1.000e-02, eta: 15:29:04, time: 0.537, data_time: 0.002, memory: 7129, top1_acc: 0.3898, top5_acc: 0.6516, loss_cls: 2.5530, loss: 2.5530, grad_norm: 5.9719 2021-06-07 20:51:22,970 - mmaction - INFO - Epoch [13][100/1345] lr: 1.000e-02, eta: 15:28:08, time: 0.547, data_time: 0.001, memory: 7129, top1_acc: 0.3852, top5_acc: 0.6695, loss_cls: 2.5436, loss: 2.5436, grad_norm: 6.0447 2021-06-07 20:51:33,872 - mmaction - INFO - Epoch [13][120/1345] lr: 1.000e-02, eta: 15:27:12, time: 0.545, data_time: 0.001, memory: 7129, top1_acc: 0.3828, top5_acc: 0.6687, loss_cls: 2.5528, loss: 2.5528, grad_norm: 5.8266 2021-06-07 20:51:44,951 - mmaction - INFO - Epoch [13][140/1345] lr: 1.000e-02, eta: 15:26:16, time: 0.554, data_time: 0.002, memory: 7129, top1_acc: 0.3961, top5_acc: 0.7031, loss_cls: 2.4796, loss: 2.4796, grad_norm: 6.1956 2021-06-07 20:51:55,882 - mmaction - INFO - Epoch [13][160/1345] lr: 1.000e-02, eta: 15:25:20, time: 0.547, data_time: 0.002, memory: 7129, top1_acc: 0.3680, top5_acc: 0.6516, loss_cls: 2.5625, loss: 2.5625, grad_norm: 6.1876 2021-06-07 20:52:08,520 - mmaction - INFO - Epoch [13][180/1345] lr: 1.000e-02, eta: 15:24:30, time: 0.631, data_time: 0.001, memory: 7129, top1_acc: 0.3664, top5_acc: 0.6750, loss_cls: 2.5906, loss: 2.5906, grad_norm: 6.0081 2021-06-07 20:52:20,646 - mmaction - INFO - Epoch [13][200/1345] lr: 1.000e-02, eta: 15:23:38, time: 0.607, data_time: 0.003, memory: 7129, top1_acc: 0.3773, top5_acc: 0.6695, loss_cls: 2.5299, loss: 2.5299, grad_norm: 6.2122 2021-06-07 20:52:32,972 - mmaction - INFO - Epoch [13][220/1345] lr: 1.000e-02, eta: 15:22:47, time: 0.616, data_time: 0.002, memory: 7129, top1_acc: 0.3914, top5_acc: 0.6836, loss_cls: 2.5300, loss: 2.5300, grad_norm: 6.0213 2021-06-07 20:52:45,470 - mmaction - INFO - Epoch [13][240/1345] lr: 1.000e-02, eta: 15:21:56, time: 0.625, data_time: 0.002, memory: 7129, top1_acc: 0.3672, top5_acc: 0.6633, loss_cls: 2.6137, loss: 2.6137, grad_norm: 6.1299 2021-06-07 20:52:58,553 - mmaction - INFO - Epoch [13][260/1345] lr: 1.000e-02, eta: 15:21:08, time: 0.655, data_time: 0.002, memory: 7129, top1_acc: 0.3469, top5_acc: 0.6672, loss_cls: 2.6093, loss: 2.6093, grad_norm: 6.0045 2021-06-07 20:53:11,743 - mmaction - INFO - Epoch [13][280/1345] lr: 1.000e-02, eta: 15:20:20, time: 0.659, data_time: 0.001, memory: 7129, top1_acc: 0.4102, top5_acc: 0.6891, loss_cls: 2.4494, loss: 2.4494, grad_norm: 5.9988 2021-06-07 20:53:27,294 - mmaction - INFO - Epoch [13][300/1345] lr: 1.000e-02, eta: 15:19:39, time: 0.776, data_time: 0.001, memory: 7129, top1_acc: 0.3867, top5_acc: 0.6680, loss_cls: 2.5466, loss: 2.5466, grad_norm: 6.2141 2021-06-07 20:53:41,986 - mmaction - INFO - Epoch [13][320/1345] lr: 1.000e-02, eta: 15:18:55, time: 0.736, data_time: 0.003, memory: 7129, top1_acc: 0.3781, top5_acc: 0.6766, loss_cls: 2.5375, loss: 2.5375, grad_norm: 6.0419 2021-06-07 20:53:57,222 - mmaction - INFO - Epoch [13][340/1345] lr: 1.000e-02, eta: 15:18:14, time: 0.763, data_time: 0.002, memory: 7129, top1_acc: 0.3789, top5_acc: 0.6687, loss_cls: 2.5584, loss: 2.5584, grad_norm: 6.1571 2021-06-07 20:54:13,224 - mmaction - INFO - Epoch [13][360/1345] lr: 1.000e-02, eta: 15:17:35, time: 0.800, data_time: 0.001, memory: 7129, top1_acc: 0.3953, top5_acc: 0.6687, loss_cls: 2.5309, loss: 2.5309, grad_norm: 6.0441 2021-06-07 20:54:27,515 - mmaction - INFO - Epoch [13][380/1345] lr: 1.000e-02, eta: 15:16:50, time: 0.715, data_time: 0.001, memory: 7129, top1_acc: 0.3664, top5_acc: 0.6695, loss_cls: 2.5788, loss: 2.5788, grad_norm: 6.1720 2021-06-07 20:54:42,606 - mmaction - INFO - Epoch [13][400/1345] lr: 1.000e-02, eta: 15:16:08, time: 0.755, data_time: 0.001, memory: 7129, top1_acc: 0.3547, top5_acc: 0.6578, loss_cls: 2.6206, loss: 2.6206, grad_norm: 5.9426 2021-06-07 20:54:58,391 - mmaction - INFO - Epoch [13][420/1345] lr: 1.000e-02, eta: 15:15:28, time: 0.789, data_time: 0.001, memory: 7129, top1_acc: 0.3656, top5_acc: 0.6391, loss_cls: 2.6650, loss: 2.6650, grad_norm: 6.0018 2021-06-07 20:55:15,037 - mmaction - INFO - Epoch [13][440/1345] lr: 1.000e-02, eta: 15:14:51, time: 0.833, data_time: 0.002, memory: 7129, top1_acc: 0.3867, top5_acc: 0.6625, loss_cls: 2.5627, loss: 2.5627, grad_norm: 5.9811 2021-06-07 20:55:30,533 - mmaction - INFO - Epoch [13][460/1345] lr: 1.000e-02, eta: 15:14:11, time: 0.775, data_time: 0.001, memory: 7129, top1_acc: 0.3867, top5_acc: 0.6484, loss_cls: 2.6435, loss: 2.6435, grad_norm: 5.9598 2021-06-07 20:55:45,636 - mmaction - INFO - Epoch [13][480/1345] lr: 1.000e-02, eta: 15:13:29, time: 0.755, data_time: 0.002, memory: 7129, top1_acc: 0.3742, top5_acc: 0.6711, loss_cls: 2.5336, loss: 2.5336, grad_norm: 6.0951 2021-06-07 20:56:00,926 - mmaction - INFO - Epoch [13][500/1345] lr: 1.000e-02, eta: 15:12:48, time: 0.764, data_time: 0.001, memory: 7129, top1_acc: 0.3672, top5_acc: 0.6742, loss_cls: 2.5822, loss: 2.5822, grad_norm: 6.1384 2021-06-07 20:56:15,505 - mmaction - INFO - Epoch [13][520/1345] lr: 1.000e-02, eta: 15:12:05, time: 0.729, data_time: 0.002, memory: 7129, top1_acc: 0.4086, top5_acc: 0.7063, loss_cls: 2.4092, loss: 2.4092, grad_norm: 6.1364 2021-06-07 20:56:31,164 - mmaction - INFO - Epoch [13][540/1345] lr: 1.000e-02, eta: 15:11:25, time: 0.784, data_time: 0.002, memory: 7129, top1_acc: 0.3922, top5_acc: 0.6836, loss_cls: 2.5566, loss: 2.5566, grad_norm: 6.0248 2021-06-07 20:56:46,621 - mmaction - INFO - Epoch [13][560/1345] lr: 1.000e-02, eta: 15:10:45, time: 0.773, data_time: 0.001, memory: 7129, top1_acc: 0.3805, top5_acc: 0.6750, loss_cls: 2.5767, loss: 2.5767, grad_norm: 5.9467 2021-06-07 20:57:00,587 - mmaction - INFO - Epoch [13][580/1345] lr: 1.000e-02, eta: 15:10:00, time: 0.698, data_time: 0.001, memory: 7129, top1_acc: 0.3734, top5_acc: 0.6875, loss_cls: 2.5243, loss: 2.5243, grad_norm: 6.0605 2021-06-07 20:57:16,143 - mmaction - INFO - Epoch [13][600/1345] lr: 1.000e-02, eta: 15:09:20, time: 0.778, data_time: 0.001, memory: 7129, top1_acc: 0.3852, top5_acc: 0.6766, loss_cls: 2.5454, loss: 2.5454, grad_norm: 6.0861 2021-06-07 20:57:31,168 - mmaction - INFO - Epoch [13][620/1345] lr: 1.000e-02, eta: 15:08:39, time: 0.751, data_time: 0.002, memory: 7129, top1_acc: 0.3859, top5_acc: 0.6781, loss_cls: 2.5584, loss: 2.5584, grad_norm: 6.1747 2021-06-07 20:57:45,706 - mmaction - INFO - Epoch [13][640/1345] lr: 1.000e-02, eta: 15:07:56, time: 0.726, data_time: 0.001, memory: 7129, top1_acc: 0.3617, top5_acc: 0.6453, loss_cls: 2.6497, loss: 2.6497, grad_norm: 6.0283 2021-06-07 20:58:01,716 - mmaction - INFO - Epoch [13][660/1345] lr: 1.000e-02, eta: 15:07:18, time: 0.802, data_time: 0.002, memory: 7129, top1_acc: 0.3812, top5_acc: 0.6648, loss_cls: 2.5663, loss: 2.5663, grad_norm: 6.0221 2021-06-07 20:58:16,345 - mmaction - INFO - Epoch [13][680/1345] lr: 1.000e-02, eta: 15:06:36, time: 0.732, data_time: 0.001, memory: 7129, top1_acc: 0.3688, top5_acc: 0.6641, loss_cls: 2.5536, loss: 2.5536, grad_norm: 6.1055 2021-06-07 20:58:31,907 - mmaction - INFO - Epoch [13][700/1345] lr: 1.000e-02, eta: 15:05:56, time: 0.778, data_time: 0.001, memory: 7129, top1_acc: 0.3688, top5_acc: 0.6500, loss_cls: 2.5662, loss: 2.5662, grad_norm: 6.0257 2021-06-07 20:58:46,228 - mmaction - INFO - Epoch [13][720/1345] lr: 1.000e-02, eta: 15:05:13, time: 0.716, data_time: 0.001, memory: 7129, top1_acc: 0.3555, top5_acc: 0.6352, loss_cls: 2.6819, loss: 2.6819, grad_norm: 5.9922 2021-06-07 20:59:01,640 - mmaction - INFO - Epoch [13][740/1345] lr: 1.000e-02, eta: 15:04:33, time: 0.770, data_time: 0.001, memory: 7129, top1_acc: 0.3672, top5_acc: 0.6719, loss_cls: 2.5317, loss: 2.5317, grad_norm: 6.3991 2021-06-07 20:59:16,266 - mmaction - INFO - Epoch [13][760/1345] lr: 1.000e-02, eta: 15:03:51, time: 0.732, data_time: 0.002, memory: 7129, top1_acc: 0.3820, top5_acc: 0.6820, loss_cls: 2.5850, loss: 2.5850, grad_norm: 6.1867 2021-06-07 20:59:32,899 - mmaction - INFO - Epoch [13][780/1345] lr: 1.000e-02, eta: 15:03:14, time: 0.832, data_time: 0.001, memory: 7129, top1_acc: 0.4000, top5_acc: 0.6813, loss_cls: 2.5166, loss: 2.5166, grad_norm: 5.9963 2021-06-07 20:59:47,216 - mmaction - INFO - Epoch [13][800/1345] lr: 1.000e-02, eta: 15:02:31, time: 0.716, data_time: 0.001, memory: 7129, top1_acc: 0.3891, top5_acc: 0.6555, loss_cls: 2.5975, loss: 2.5975, grad_norm: 5.9536 2021-06-07 21:00:02,743 - mmaction - INFO - Epoch [13][820/1345] lr: 1.000e-02, eta: 15:01:52, time: 0.777, data_time: 0.001, memory: 7129, top1_acc: 0.3992, top5_acc: 0.6766, loss_cls: 2.5151, loss: 2.5151, grad_norm: 6.1647 2021-06-07 21:00:18,628 - mmaction - INFO - Epoch [13][840/1345] lr: 1.000e-02, eta: 15:01:14, time: 0.794, data_time: 0.001, memory: 7129, top1_acc: 0.3586, top5_acc: 0.6523, loss_cls: 2.6602, loss: 2.6602, grad_norm: 6.1836 2021-06-07 21:00:32,717 - mmaction - INFO - Epoch [13][860/1345] lr: 1.000e-02, eta: 15:00:31, time: 0.705, data_time: 0.001, memory: 7129, top1_acc: 0.3539, top5_acc: 0.6742, loss_cls: 2.6423, loss: 2.6423, grad_norm: 5.9513 2021-06-07 21:00:49,338 - mmaction - INFO - Epoch [13][880/1345] lr: 1.000e-02, eta: 14:59:55, time: 0.831, data_time: 0.001, memory: 7129, top1_acc: 0.3930, top5_acc: 0.6727, loss_cls: 2.5360, loss: 2.5360, grad_norm: 6.1204 2021-06-07 21:01:04,251 - mmaction - INFO - Epoch [13][900/1345] lr: 1.000e-02, eta: 14:59:14, time: 0.746, data_time: 0.001, memory: 7129, top1_acc: 0.3727, top5_acc: 0.6531, loss_cls: 2.6099, loss: 2.6099, grad_norm: 6.1345 2021-06-07 21:01:19,447 - mmaction - INFO - Epoch [13][920/1345] lr: 1.000e-02, eta: 14:58:34, time: 0.760, data_time: 0.001, memory: 7129, top1_acc: 0.3836, top5_acc: 0.6664, loss_cls: 2.5786, loss: 2.5786, grad_norm: 5.7326 2021-06-07 21:01:34,332 - mmaction - INFO - Epoch [13][940/1345] lr: 1.000e-02, eta: 14:57:53, time: 0.744, data_time: 0.001, memory: 7129, top1_acc: 0.3633, top5_acc: 0.6602, loss_cls: 2.6441, loss: 2.6441, grad_norm: 6.0346 2021-06-07 21:01:49,766 - mmaction - INFO - Epoch [13][960/1345] lr: 1.000e-02, eta: 14:57:14, time: 0.772, data_time: 0.001, memory: 7129, top1_acc: 0.3844, top5_acc: 0.6820, loss_cls: 2.5926, loss: 2.5926, grad_norm: 6.2353 2021-06-07 21:02:03,033 - mmaction - INFO - Epoch [13][980/1345] lr: 1.000e-02, eta: 14:56:28, time: 0.663, data_time: 0.001, memory: 7129, top1_acc: 0.3922, top5_acc: 0.6797, loss_cls: 2.5065, loss: 2.5065, grad_norm: 6.0089 2021-06-07 21:02:19,077 - mmaction - INFO - Epoch [13][1000/1345] lr: 1.000e-02, eta: 14:55:51, time: 0.802, data_time: 0.002, memory: 7129, top1_acc: 0.3828, top5_acc: 0.6672, loss_cls: 2.5441, loss: 2.5441, grad_norm: 6.1129 2021-06-07 21:02:33,437 - mmaction - INFO - Epoch [13][1020/1345] lr: 1.000e-02, eta: 14:55:09, time: 0.718, data_time: 0.001, memory: 7129, top1_acc: 0.3664, top5_acc: 0.6539, loss_cls: 2.5925, loss: 2.5925, grad_norm: 6.0238 2021-06-07 21:02:50,059 - mmaction - INFO - Epoch [13][1040/1345] lr: 1.000e-02, eta: 14:54:33, time: 0.831, data_time: 0.001, memory: 7129, top1_acc: 0.3898, top5_acc: 0.6750, loss_cls: 2.4853, loss: 2.4853, grad_norm: 5.9809 2021-06-07 21:03:04,729 - mmaction - INFO - Epoch [13][1060/1345] lr: 1.000e-02, eta: 14:53:52, time: 0.734, data_time: 0.001, memory: 7129, top1_acc: 0.4109, top5_acc: 0.6773, loss_cls: 2.5344, loss: 2.5344, grad_norm: 6.0550 2021-06-07 21:03:20,444 - mmaction - INFO - Epoch [13][1080/1345] lr: 1.000e-02, eta: 14:53:14, time: 0.786, data_time: 0.002, memory: 7129, top1_acc: 0.3820, top5_acc: 0.7109, loss_cls: 2.4761, loss: 2.4761, grad_norm: 6.1123 2021-06-07 21:03:34,719 - mmaction - INFO - Epoch [13][1100/1345] lr: 1.000e-02, eta: 14:52:32, time: 0.714, data_time: 0.001, memory: 7129, top1_acc: 0.3664, top5_acc: 0.6477, loss_cls: 2.6160, loss: 2.6160, grad_norm: 5.9562 2021-06-07 21:03:50,825 - mmaction - INFO - Epoch [13][1120/1345] lr: 1.000e-02, eta: 14:51:55, time: 0.806, data_time: 0.001, memory: 7129, top1_acc: 0.3625, top5_acc: 0.6758, loss_cls: 2.5423, loss: 2.5423, grad_norm: 6.0003 2021-06-07 21:04:04,614 - mmaction - INFO - Epoch [13][1140/1345] lr: 1.000e-02, eta: 14:51:12, time: 0.689, data_time: 0.001, memory: 7129, top1_acc: 0.3812, top5_acc: 0.6695, loss_cls: 2.5681, loss: 2.5681, grad_norm: 6.0628 2021-06-07 21:04:20,813 - mmaction - INFO - Epoch [13][1160/1345] lr: 1.000e-02, eta: 14:50:35, time: 0.810, data_time: 0.001, memory: 7129, top1_acc: 0.3820, top5_acc: 0.6758, loss_cls: 2.5831, loss: 2.5831, grad_norm: 6.0939 2021-06-07 21:04:34,783 - mmaction - INFO - Epoch [13][1180/1345] lr: 1.000e-02, eta: 14:49:52, time: 0.699, data_time: 0.001, memory: 7129, top1_acc: 0.3789, top5_acc: 0.6609, loss_cls: 2.5742, loss: 2.5742, grad_norm: 5.8158 2021-06-07 21:04:47,887 - mmaction - INFO - Epoch [13][1200/1345] lr: 1.000e-02, eta: 14:49:07, time: 0.654, data_time: 0.001, memory: 7129, top1_acc: 0.3703, top5_acc: 0.6680, loss_cls: 2.6004, loss: 2.6004, grad_norm: 6.0299 2021-06-07 21:05:02,531 - mmaction - INFO - Epoch [13][1220/1345] lr: 1.000e-02, eta: 14:48:26, time: 0.733, data_time: 0.002, memory: 7129, top1_acc: 0.4055, top5_acc: 0.6766, loss_cls: 2.4943, loss: 2.4943, grad_norm: 6.2958 2021-06-07 21:05:17,006 - mmaction - INFO - Epoch [13][1240/1345] lr: 1.000e-02, eta: 14:47:45, time: 0.724, data_time: 0.002, memory: 7129, top1_acc: 0.3828, top5_acc: 0.6633, loss_cls: 2.5162, loss: 2.5162, grad_norm: 5.7408 2021-06-07 21:05:32,445 - mmaction - INFO - Epoch [13][1260/1345] lr: 1.000e-02, eta: 14:47:07, time: 0.772, data_time: 0.001, memory: 7129, top1_acc: 0.3711, top5_acc: 0.6758, loss_cls: 2.5689, loss: 2.5689, grad_norm: 6.0234 2021-06-07 21:05:47,574 - mmaction - INFO - Epoch [13][1280/1345] lr: 1.000e-02, eta: 14:46:28, time: 0.756, data_time: 0.001, memory: 7129, top1_acc: 0.3750, top5_acc: 0.6594, loss_cls: 2.5813, loss: 2.5813, grad_norm: 6.2362 2021-06-07 21:06:01,538 - mmaction - INFO - Epoch [13][1300/1345] lr: 1.000e-02, eta: 14:45:45, time: 0.698, data_time: 0.001, memory: 7129, top1_acc: 0.3703, top5_acc: 0.6492, loss_cls: 2.6168, loss: 2.6168, grad_norm: 6.1498 2021-06-07 21:06:17,446 - mmaction - INFO - Epoch [13][1320/1345] lr: 1.000e-02, eta: 14:45:08, time: 0.796, data_time: 0.002, memory: 7129, top1_acc: 0.3883, top5_acc: 0.6781, loss_cls: 2.5316, loss: 2.5316, grad_norm: 5.9486 2021-06-07 21:06:33,053 - mmaction - INFO - Epoch [13][1340/1345] lr: 1.000e-02, eta: 14:44:31, time: 0.780, data_time: 0.001, memory: 7129, top1_acc: 0.3758, top5_acc: 0.6773, loss_cls: 2.5354, loss: 2.5354, grad_norm: 6.0022 2021-06-07 21:06:40,742 - mmaction - INFO - Saving checkpoint at 13 epochs 2021-06-07 21:13:55,616 - mmaction - INFO - Epoch [14][20/1345] lr: 1.000e-02, eta: 15:03:21, time: 21.695, data_time: 20.726, memory: 7129, top1_acc: 0.3812, top5_acc: 0.6844, loss_cls: 2.5753, loss: 2.5753, grad_norm: 5.7315 2021-06-07 21:14:06,139 - mmaction - INFO - Epoch [14][40/1345] lr: 1.000e-02, eta: 15:02:28, time: 0.525, data_time: 0.004, memory: 7129, top1_acc: 0.4094, top5_acc: 0.7055, loss_cls: 2.3642, loss: 2.3642, grad_norm: 6.1823 2021-06-07 21:14:16,861 - mmaction - INFO - Epoch [14][60/1345] lr: 1.000e-02, eta: 15:01:35, time: 0.536, data_time: 0.002, memory: 7129, top1_acc: 0.3648, top5_acc: 0.6914, loss_cls: 2.5102, loss: 2.5102, grad_norm: 6.2982 2021-06-07 21:14:27,636 - mmaction - INFO - Epoch [14][80/1345] lr: 1.000e-02, eta: 15:00:42, time: 0.539, data_time: 0.003, memory: 7129, top1_acc: 0.3719, top5_acc: 0.6656, loss_cls: 2.5677, loss: 2.5677, grad_norm: 6.2200 2021-06-07 21:14:38,748 - mmaction - INFO - Epoch [14][100/1345] lr: 1.000e-02, eta: 14:59:50, time: 0.557, data_time: 0.002, memory: 7129, top1_acc: 0.3930, top5_acc: 0.6891, loss_cls: 2.4762, loss: 2.4762, grad_norm: 6.0907 2021-06-07 21:14:49,476 - mmaction - INFO - Epoch [14][120/1345] lr: 1.000e-02, eta: 14:58:57, time: 0.536, data_time: 0.001, memory: 7129, top1_acc: 0.3922, top5_acc: 0.6898, loss_cls: 2.5038, loss: 2.5038, grad_norm: 6.2610 2021-06-07 21:15:00,117 - mmaction - INFO - Epoch [14][140/1345] lr: 1.000e-02, eta: 14:58:04, time: 0.532, data_time: 0.001, memory: 7129, top1_acc: 0.3680, top5_acc: 0.6742, loss_cls: 2.5952, loss: 2.5952, grad_norm: 5.8871 2021-06-07 21:15:11,130 - mmaction - INFO - Epoch [14][160/1345] lr: 1.000e-02, eta: 14:57:12, time: 0.550, data_time: 0.002, memory: 7129, top1_acc: 0.3898, top5_acc: 0.6945, loss_cls: 2.5028, loss: 2.5028, grad_norm: 5.7793 2021-06-07 21:15:22,404 - mmaction - INFO - Epoch [14][180/1345] lr: 1.000e-02, eta: 14:56:21, time: 0.565, data_time: 0.003, memory: 7129, top1_acc: 0.3930, top5_acc: 0.6789, loss_cls: 2.4501, loss: 2.4501, grad_norm: 6.0857 2021-06-07 21:15:34,167 - mmaction - INFO - Epoch [14][200/1345] lr: 1.000e-02, eta: 14:55:32, time: 0.587, data_time: 0.001, memory: 7129, top1_acc: 0.4070, top5_acc: 0.6758, loss_cls: 2.4876, loss: 2.4876, grad_norm: 6.2348 2021-06-07 21:15:46,080 - mmaction - INFO - Epoch [14][220/1345] lr: 1.000e-02, eta: 14:54:43, time: 0.596, data_time: 0.002, memory: 7129, top1_acc: 0.3820, top5_acc: 0.6773, loss_cls: 2.5167, loss: 2.5167, grad_norm: 6.1092 2021-06-07 21:15:59,231 - mmaction - INFO - Epoch [14][240/1345] lr: 1.000e-02, eta: 14:53:57, time: 0.657, data_time: 0.001, memory: 7129, top1_acc: 0.3836, top5_acc: 0.6867, loss_cls: 2.5172, loss: 2.5172, grad_norm: 6.2925 2021-06-07 21:16:12,621 - mmaction - INFO - Epoch [14][260/1345] lr: 1.000e-02, eta: 14:53:13, time: 0.670, data_time: 0.001, memory: 7129, top1_acc: 0.3937, top5_acc: 0.6813, loss_cls: 2.5101, loss: 2.5101, grad_norm: 6.1713 2021-06-07 21:16:25,353 - mmaction - INFO - Epoch [14][280/1345] lr: 1.000e-02, eta: 14:52:26, time: 0.637, data_time: 0.001, memory: 7129, top1_acc: 0.3758, top5_acc: 0.6766, loss_cls: 2.5471, loss: 2.5471, grad_norm: 6.2660 2021-06-07 21:16:38,446 - mmaction - INFO - Epoch [14][300/1345] lr: 1.000e-02, eta: 14:51:41, time: 0.655, data_time: 0.001, memory: 7129, top1_acc: 0.4070, top5_acc: 0.6687, loss_cls: 2.5029, loss: 2.5029, grad_norm: 5.8847 2021-06-07 21:16:52,982 - mmaction - INFO - Epoch [14][320/1345] lr: 1.000e-02, eta: 14:50:59, time: 0.727, data_time: 0.001, memory: 7129, top1_acc: 0.3570, top5_acc: 0.6617, loss_cls: 2.6273, loss: 2.6273, grad_norm: 6.2917 2021-06-07 21:17:06,680 - mmaction - INFO - Epoch [14][340/1345] lr: 1.000e-02, eta: 14:50:16, time: 0.685, data_time: 0.001, memory: 7129, top1_acc: 0.3977, top5_acc: 0.6852, loss_cls: 2.4840, loss: 2.4840, grad_norm: 6.0301 2021-06-07 21:17:21,607 - mmaction - INFO - Epoch [14][360/1345] lr: 1.000e-02, eta: 14:49:36, time: 0.746, data_time: 0.001, memory: 7129, top1_acc: 0.4047, top5_acc: 0.6937, loss_cls: 2.4448, loss: 2.4448, grad_norm: 5.8395 2021-06-07 21:17:35,709 - mmaction - INFO - Epoch [14][380/1345] lr: 1.000e-02, eta: 14:48:53, time: 0.706, data_time: 0.001, memory: 7129, top1_acc: 0.3844, top5_acc: 0.6906, loss_cls: 2.4738, loss: 2.4738, grad_norm: 6.1104 2021-06-07 21:17:51,746 - mmaction - INFO - Epoch [14][400/1345] lr: 1.000e-02, eta: 14:48:16, time: 0.801, data_time: 0.001, memory: 7129, top1_acc: 0.3859, top5_acc: 0.6773, loss_cls: 2.5251, loss: 2.5251, grad_norm: 6.1265 2021-06-07 21:18:06,987 - mmaction - INFO - Epoch [14][420/1345] lr: 1.000e-02, eta: 14:47:37, time: 0.762, data_time: 0.002, memory: 7129, top1_acc: 0.3719, top5_acc: 0.6672, loss_cls: 2.5670, loss: 2.5670, grad_norm: 6.1822 2021-06-07 21:18:20,171 - mmaction - INFO - Epoch [14][440/1345] lr: 1.000e-02, eta: 14:46:52, time: 0.658, data_time: 0.001, memory: 7129, top1_acc: 0.3867, top5_acc: 0.6641, loss_cls: 2.5316, loss: 2.5316, grad_norm: 6.0547 2021-06-07 21:18:34,134 - mmaction - INFO - Epoch [14][460/1345] lr: 1.000e-02, eta: 14:46:10, time: 0.699, data_time: 0.003, memory: 7129, top1_acc: 0.3773, top5_acc: 0.6953, loss_cls: 2.5214, loss: 2.5214, grad_norm: 5.9454 2021-06-07 21:18:48,729 - mmaction - INFO - Epoch [14][480/1345] lr: 1.000e-02, eta: 14:45:29, time: 0.730, data_time: 0.002, memory: 7129, top1_acc: 0.3961, top5_acc: 0.6836, loss_cls: 2.4531, loss: 2.4531, grad_norm: 6.2821 2021-06-07 21:19:02,698 - mmaction - INFO - Epoch [14][500/1345] lr: 1.000e-02, eta: 14:44:47, time: 0.698, data_time: 0.001, memory: 7129, top1_acc: 0.3773, top5_acc: 0.6609, loss_cls: 2.5716, loss: 2.5716, grad_norm: 5.9745 2021-06-07 21:19:17,091 - mmaction - INFO - Epoch [14][520/1345] lr: 1.000e-02, eta: 14:44:06, time: 0.720, data_time: 0.001, memory: 7129, top1_acc: 0.3969, top5_acc: 0.6828, loss_cls: 2.5107, loss: 2.5107, grad_norm: 5.8198 2021-06-07 21:19:32,651 - mmaction - INFO - Epoch [14][540/1345] lr: 1.000e-02, eta: 14:43:28, time: 0.778, data_time: 0.001, memory: 7129, top1_acc: 0.4203, top5_acc: 0.6977, loss_cls: 2.4567, loss: 2.4567, grad_norm: 5.9394 2021-06-07 21:19:47,137 - mmaction - INFO - Epoch [14][560/1345] lr: 1.000e-02, eta: 14:42:47, time: 0.724, data_time: 0.001, memory: 7129, top1_acc: 0.3875, top5_acc: 0.6742, loss_cls: 2.5234, loss: 2.5234, grad_norm: 6.2199 2021-06-07 21:20:02,654 - mmaction - INFO - Epoch [14][580/1345] lr: 1.000e-02, eta: 14:42:09, time: 0.775, data_time: 0.001, memory: 7129, top1_acc: 0.3859, top5_acc: 0.6875, loss_cls: 2.4903, loss: 2.4903, grad_norm: 6.1762 2021-06-07 21:20:17,414 - mmaction - INFO - Epoch [14][600/1345] lr: 1.000e-02, eta: 14:41:29, time: 0.738, data_time: 0.002, memory: 7129, top1_acc: 0.3969, top5_acc: 0.6883, loss_cls: 2.4767, loss: 2.4767, grad_norm: 6.0199 2021-06-07 21:20:32,283 - mmaction - INFO - Epoch [14][620/1345] lr: 1.000e-02, eta: 14:40:50, time: 0.743, data_time: 0.001, memory: 7129, top1_acc: 0.3937, top5_acc: 0.6836, loss_cls: 2.5078, loss: 2.5078, grad_norm: 6.0609 2021-06-07 21:20:46,689 - mmaction - INFO - Epoch [14][640/1345] lr: 1.000e-02, eta: 14:40:09, time: 0.720, data_time: 0.001, memory: 7129, top1_acc: 0.4109, top5_acc: 0.6828, loss_cls: 2.4670, loss: 2.4670, grad_norm: 6.0582 2021-06-07 21:21:02,218 - mmaction - INFO - Epoch [14][660/1345] lr: 1.000e-02, eta: 14:39:31, time: 0.777, data_time: 0.001, memory: 7129, top1_acc: 0.3641, top5_acc: 0.6813, loss_cls: 2.5681, loss: 2.5681, grad_norm: 6.1246 2021-06-07 21:21:16,613 - mmaction - INFO - Epoch [14][680/1345] lr: 1.000e-02, eta: 14:38:51, time: 0.719, data_time: 0.001, memory: 7129, top1_acc: 0.3773, top5_acc: 0.6672, loss_cls: 2.5861, loss: 2.5861, grad_norm: 5.8737 2021-06-07 21:21:31,574 - mmaction - INFO - Epoch [14][700/1345] lr: 1.000e-02, eta: 14:38:12, time: 0.748, data_time: 0.001, memory: 7129, top1_acc: 0.4094, top5_acc: 0.6820, loss_cls: 2.4641, loss: 2.4641, grad_norm: 5.8797 2021-06-07 21:21:48,699 - mmaction - INFO - Epoch [14][720/1345] lr: 1.000e-02, eta: 14:37:38, time: 0.853, data_time: 0.001, memory: 7129, top1_acc: 0.4086, top5_acc: 0.6945, loss_cls: 2.4096, loss: 2.4096, grad_norm: 6.2043 2021-06-07 21:22:03,197 - mmaction - INFO - Epoch [14][740/1345] lr: 1.000e-02, eta: 14:36:58, time: 0.727, data_time: 0.004, memory: 7129, top1_acc: 0.3789, top5_acc: 0.6844, loss_cls: 2.4973, loss: 2.4973, grad_norm: 5.7179 2021-06-07 21:22:18,186 - mmaction - INFO - Epoch [14][760/1345] lr: 1.000e-02, eta: 14:36:19, time: 0.749, data_time: 0.002, memory: 7129, top1_acc: 0.3945, top5_acc: 0.6766, loss_cls: 2.4890, loss: 2.4890, grad_norm: 6.2786 2021-06-07 21:22:34,116 - mmaction - INFO - Epoch [14][780/1345] lr: 1.000e-02, eta: 14:35:43, time: 0.797, data_time: 0.002, memory: 7129, top1_acc: 0.3711, top5_acc: 0.6641, loss_cls: 2.5788, loss: 2.5788, grad_norm: 6.0759 2021-06-07 21:22:48,983 - mmaction - INFO - Epoch [14][800/1345] lr: 1.000e-02, eta: 14:35:04, time: 0.743, data_time: 0.001, memory: 7129, top1_acc: 0.3812, top5_acc: 0.6633, loss_cls: 2.5420, loss: 2.5420, grad_norm: 5.8543 2021-06-07 21:23:02,879 - mmaction - INFO - Epoch [14][820/1345] lr: 1.000e-02, eta: 14:34:22, time: 0.695, data_time: 0.001, memory: 7129, top1_acc: 0.3836, top5_acc: 0.6852, loss_cls: 2.5016, loss: 2.5016, grad_norm: 5.9507 2021-06-07 21:23:18,079 - mmaction - INFO - Epoch [14][840/1345] lr: 1.000e-02, eta: 14:33:44, time: 0.760, data_time: 0.001, memory: 7129, top1_acc: 0.3859, top5_acc: 0.6789, loss_cls: 2.4769, loss: 2.4769, grad_norm: 6.2738 2021-06-07 21:23:33,599 - mmaction - INFO - Epoch [14][860/1345] lr: 1.000e-02, eta: 14:33:07, time: 0.777, data_time: 0.001, memory: 7129, top1_acc: 0.3875, top5_acc: 0.6664, loss_cls: 2.5780, loss: 2.5780, grad_norm: 6.2000 2021-06-07 21:23:49,960 - mmaction - INFO - Epoch [14][880/1345] lr: 1.000e-02, eta: 14:32:32, time: 0.818, data_time: 0.001, memory: 7129, top1_acc: 0.3727, top5_acc: 0.6633, loss_cls: 2.6082, loss: 2.6082, grad_norm: 6.0205 2021-06-07 21:24:03,467 - mmaction - INFO - Epoch [14][900/1345] lr: 1.000e-02, eta: 14:31:50, time: 0.675, data_time: 0.001, memory: 7129, top1_acc: 0.3891, top5_acc: 0.6719, loss_cls: 2.5715, loss: 2.5715, grad_norm: 6.0213 2021-06-07 21:24:18,066 - mmaction - INFO - Epoch [14][920/1345] lr: 1.000e-02, eta: 14:31:10, time: 0.730, data_time: 0.001, memory: 7129, top1_acc: 0.4086, top5_acc: 0.6734, loss_cls: 2.4569, loss: 2.4569, grad_norm: 6.1033 2021-06-07 21:24:32,682 - mmaction - INFO - Epoch [14][940/1345] lr: 1.000e-02, eta: 14:30:31, time: 0.727, data_time: 0.001, memory: 7129, top1_acc: 0.3836, top5_acc: 0.6695, loss_cls: 2.5721, loss: 2.5721, grad_norm: 6.1160 2021-06-07 21:24:47,556 - mmaction - INFO - Epoch [14][960/1345] lr: 1.000e-02, eta: 14:29:52, time: 0.747, data_time: 0.006, memory: 7129, top1_acc: 0.3789, top5_acc: 0.6875, loss_cls: 2.4772, loss: 2.4772, grad_norm: 5.8785 2021-06-07 21:25:04,289 - mmaction - INFO - Epoch [14][980/1345] lr: 1.000e-02, eta: 14:29:18, time: 0.837, data_time: 0.002, memory: 7129, top1_acc: 0.3922, top5_acc: 0.6773, loss_cls: 2.5047, loss: 2.5047, grad_norm: 5.9765 2021-06-07 21:25:19,299 - mmaction - INFO - Epoch [14][1000/1345] lr: 1.000e-02, eta: 14:28:40, time: 0.751, data_time: 0.001, memory: 7129, top1_acc: 0.3891, top5_acc: 0.6734, loss_cls: 2.5553, loss: 2.5553, grad_norm: 6.2140 2021-06-07 21:25:35,714 - mmaction - INFO - Epoch [14][1020/1345] lr: 1.000e-02, eta: 14:28:06, time: 0.820, data_time: 0.001, memory: 7129, top1_acc: 0.3945, top5_acc: 0.6750, loss_cls: 2.5347, loss: 2.5347, grad_norm: 6.1929 2021-06-07 21:25:52,861 - mmaction - INFO - Epoch [14][1040/1345] lr: 1.000e-02, eta: 14:27:33, time: 0.858, data_time: 0.002, memory: 7129, top1_acc: 0.3984, top5_acc: 0.6977, loss_cls: 2.4872, loss: 2.4872, grad_norm: 6.0088 2021-06-07 21:26:06,166 - mmaction - INFO - Epoch [14][1060/1345] lr: 1.000e-02, eta: 14:26:51, time: 0.665, data_time: 0.001, memory: 7129, top1_acc: 0.3875, top5_acc: 0.6523, loss_cls: 2.5939, loss: 2.5939, grad_norm: 5.9243 2021-06-07 21:26:23,218 - mmaction - INFO - Epoch [14][1080/1345] lr: 1.000e-02, eta: 14:26:18, time: 0.851, data_time: 0.001, memory: 7129, top1_acc: 0.3922, top5_acc: 0.6703, loss_cls: 2.5245, loss: 2.5245, grad_norm: 6.0956 2021-06-07 21:26:38,481 - mmaction - INFO - Epoch [14][1100/1345] lr: 1.000e-02, eta: 14:25:41, time: 0.765, data_time: 0.003, memory: 7129, top1_acc: 0.3820, top5_acc: 0.6867, loss_cls: 2.5183, loss: 2.5183, grad_norm: 6.3270 2021-06-07 21:26:54,124 - mmaction - INFO - Epoch [14][1120/1345] lr: 1.000e-02, eta: 14:25:05, time: 0.782, data_time: 0.001, memory: 7129, top1_acc: 0.3898, top5_acc: 0.6680, loss_cls: 2.5377, loss: 2.5377, grad_norm: 6.0998 2021-06-07 21:27:09,564 - mmaction - INFO - Epoch [14][1140/1345] lr: 1.000e-02, eta: 14:24:28, time: 0.771, data_time: 0.001, memory: 7129, top1_acc: 0.3828, top5_acc: 0.6711, loss_cls: 2.5722, loss: 2.5722, grad_norm: 5.9477 2021-06-07 21:27:25,538 - mmaction - INFO - Epoch [14][1160/1345] lr: 1.000e-02, eta: 14:23:53, time: 0.799, data_time: 0.001, memory: 7129, top1_acc: 0.3797, top5_acc: 0.6789, loss_cls: 2.5762, loss: 2.5762, grad_norm: 6.0443 2021-06-07 21:27:41,417 - mmaction - INFO - Epoch [14][1180/1345] lr: 1.000e-02, eta: 14:23:17, time: 0.794, data_time: 0.001, memory: 7129, top1_acc: 0.3664, top5_acc: 0.6844, loss_cls: 2.5182, loss: 2.5182, grad_norm: 6.0569 2021-06-07 21:27:56,240 - mmaction - INFO - Epoch [14][1200/1345] lr: 1.000e-02, eta: 14:22:39, time: 0.741, data_time: 0.001, memory: 7129, top1_acc: 0.3844, top5_acc: 0.7109, loss_cls: 2.4436, loss: 2.4436, grad_norm: 6.1149 2021-06-07 21:28:13,033 - mmaction - INFO - Epoch [14][1220/1345] lr: 1.000e-02, eta: 14:22:06, time: 0.840, data_time: 0.001, memory: 7129, top1_acc: 0.3937, top5_acc: 0.6844, loss_cls: 2.4974, loss: 2.4974, grad_norm: 5.7090 2021-06-07 21:28:29,311 - mmaction - INFO - Epoch [14][1240/1345] lr: 1.000e-02, eta: 14:21:31, time: 0.813, data_time: 0.001, memory: 7129, top1_acc: 0.4180, top5_acc: 0.6914, loss_cls: 2.4286, loss: 2.4286, grad_norm: 5.9994 2021-06-07 21:28:44,230 - mmaction - INFO - Epoch [14][1260/1345] lr: 1.000e-02, eta: 14:20:54, time: 0.747, data_time: 0.002, memory: 7129, top1_acc: 0.3922, top5_acc: 0.6711, loss_cls: 2.5432, loss: 2.5432, grad_norm: 5.9872 2021-06-07 21:29:01,127 - mmaction - INFO - Epoch [14][1280/1345] lr: 1.000e-02, eta: 14:20:21, time: 0.845, data_time: 0.001, memory: 7129, top1_acc: 0.4180, top5_acc: 0.6945, loss_cls: 2.4040, loss: 2.4040, grad_norm: 5.9223 2021-06-07 21:29:16,181 - mmaction - INFO - Epoch [14][1300/1345] lr: 1.000e-02, eta: 14:19:44, time: 0.753, data_time: 0.001, memory: 7129, top1_acc: 0.3922, top5_acc: 0.6906, loss_cls: 2.4611, loss: 2.4611, grad_norm: 6.1221 2021-06-07 21:29:32,565 - mmaction - INFO - Epoch [14][1320/1345] lr: 1.000e-02, eta: 14:19:10, time: 0.819, data_time: 0.001, memory: 7129, top1_acc: 0.4008, top5_acc: 0.6836, loss_cls: 2.5020, loss: 2.5020, grad_norm: 6.4516 2021-06-07 21:29:48,368 - mmaction - INFO - Epoch [14][1340/1345] lr: 1.000e-02, eta: 14:18:34, time: 0.790, data_time: 0.002, memory: 7129, top1_acc: 0.3883, top5_acc: 0.6789, loss_cls: 2.5086, loss: 2.5086, grad_norm: 6.0788 2021-06-07 21:29:54,833 - mmaction - INFO - Saving checkpoint at 14 epochs 2021-06-07 21:37:31,970 - mmaction - INFO - Epoch [15][20/1345] lr: 1.000e-02, eta: 14:36:31, time: 22.806, data_time: 22.138, memory: 7129, top1_acc: 0.4062, top5_acc: 0.7000, loss_cls: 2.4401, loss: 2.4401, grad_norm: 6.1204 2021-06-07 21:37:42,812 - mmaction - INFO - Epoch [15][40/1345] lr: 1.000e-02, eta: 14:35:41, time: 0.542, data_time: 0.003, memory: 7129, top1_acc: 0.3867, top5_acc: 0.6937, loss_cls: 2.4866, loss: 2.4866, grad_norm: 6.1396 2021-06-07 21:37:53,559 - mmaction - INFO - Epoch [15][60/1345] lr: 1.000e-02, eta: 14:34:51, time: 0.538, data_time: 0.002, memory: 7129, top1_acc: 0.4023, top5_acc: 0.6914, loss_cls: 2.4553, loss: 2.4553, grad_norm: 6.0825 2021-06-07 21:38:04,735 - mmaction - INFO - Epoch [15][80/1345] lr: 1.000e-02, eta: 14:34:02, time: 0.558, data_time: 0.002, memory: 7129, top1_acc: 0.4016, top5_acc: 0.6961, loss_cls: 2.4543, loss: 2.4543, grad_norm: 6.2464 2021-06-07 21:38:15,623 - mmaction - INFO - Epoch [15][100/1345] lr: 1.000e-02, eta: 14:33:13, time: 0.545, data_time: 0.003, memory: 7129, top1_acc: 0.4102, top5_acc: 0.6930, loss_cls: 2.4418, loss: 2.4418, grad_norm: 6.1283 2021-06-07 21:38:26,620 - mmaction - INFO - Epoch [15][120/1345] lr: 1.000e-02, eta: 14:32:24, time: 0.547, data_time: 0.002, memory: 7129, top1_acc: 0.3852, top5_acc: 0.6922, loss_cls: 2.4706, loss: 2.4706, grad_norm: 6.1602 2021-06-07 21:38:37,593 - mmaction - INFO - Epoch [15][140/1345] lr: 1.000e-02, eta: 14:31:35, time: 0.551, data_time: 0.004, memory: 7129, top1_acc: 0.3875, top5_acc: 0.6797, loss_cls: 2.5546, loss: 2.5546, grad_norm: 6.0230 2021-06-07 21:38:48,412 - mmaction - INFO - Epoch [15][160/1345] lr: 1.000e-02, eta: 14:30:46, time: 0.541, data_time: 0.002, memory: 7129, top1_acc: 0.4148, top5_acc: 0.6883, loss_cls: 2.4026, loss: 2.4026, grad_norm: 6.1493 2021-06-07 21:38:59,258 - mmaction - INFO - Epoch [15][180/1345] lr: 1.000e-02, eta: 14:29:57, time: 0.544, data_time: 0.002, memory: 7129, top1_acc: 0.4227, top5_acc: 0.6961, loss_cls: 2.3845, loss: 2.3845, grad_norm: 6.1063 2021-06-07 21:39:10,257 - mmaction - INFO - Epoch [15][200/1345] lr: 1.000e-02, eta: 14:29:08, time: 0.547, data_time: 0.001, memory: 7129, top1_acc: 0.3875, top5_acc: 0.6836, loss_cls: 2.5348, loss: 2.5348, grad_norm: 5.9754 2021-06-07 21:39:24,715 - mmaction - INFO - Epoch [15][220/1345] lr: 1.000e-02, eta: 14:28:29, time: 0.724, data_time: 0.004, memory: 7129, top1_acc: 0.3953, top5_acc: 0.7016, loss_cls: 2.4317, loss: 2.4317, grad_norm: 6.1473 2021-06-07 21:39:36,813 - mmaction - INFO - Epoch [15][240/1345] lr: 1.000e-02, eta: 14:27:43, time: 0.605, data_time: 0.002, memory: 7129, top1_acc: 0.4180, top5_acc: 0.6977, loss_cls: 2.4265, loss: 2.4265, grad_norm: 6.1862 2021-06-07 21:39:49,649 - mmaction - INFO - Epoch [15][260/1345] lr: 1.000e-02, eta: 14:26:59, time: 0.642, data_time: 0.002, memory: 7129, top1_acc: 0.3844, top5_acc: 0.6687, loss_cls: 2.5329, loss: 2.5329, grad_norm: 6.1561 2021-06-07 21:40:04,459 - mmaction - INFO - Epoch [15][280/1345] lr: 1.000e-02, eta: 14:26:20, time: 0.740, data_time: 0.002, memory: 7129, top1_acc: 0.3984, top5_acc: 0.6930, loss_cls: 2.4795, loss: 2.4795, grad_norm: 5.9262 2021-06-07 21:40:21,028 - mmaction - INFO - Epoch [15][300/1345] lr: 1.000e-02, eta: 14:25:46, time: 0.828, data_time: 0.002, memory: 7129, top1_acc: 0.4016, top5_acc: 0.7031, loss_cls: 2.4334, loss: 2.4334, grad_norm: 6.2555 2021-06-07 21:40:35,304 - mmaction - INFO - Epoch [15][320/1345] lr: 1.000e-02, eta: 14:25:06, time: 0.715, data_time: 0.002, memory: 7129, top1_acc: 0.3969, top5_acc: 0.7016, loss_cls: 2.4403, loss: 2.4403, grad_norm: 6.1647 2021-06-07 21:40:48,180 - mmaction - INFO - Epoch [15][340/1345] lr: 1.000e-02, eta: 14:24:23, time: 0.644, data_time: 0.001, memory: 7129, top1_acc: 0.3906, top5_acc: 0.6805, loss_cls: 2.4518, loss: 2.4518, grad_norm: 5.8969 2021-06-07 21:41:03,374 - mmaction - INFO - Epoch [15][360/1345] lr: 1.000e-02, eta: 14:23:45, time: 0.760, data_time: 0.001, memory: 7129, top1_acc: 0.4031, top5_acc: 0.7023, loss_cls: 2.4219, loss: 2.4219, grad_norm: 5.9183 2021-06-07 21:41:19,814 - mmaction - INFO - Epoch [15][380/1345] lr: 1.000e-02, eta: 14:23:11, time: 0.822, data_time: 0.002, memory: 7129, top1_acc: 0.3812, top5_acc: 0.6719, loss_cls: 2.5350, loss: 2.5350, grad_norm: 5.9287 2021-06-07 21:41:32,981 - mmaction - INFO - Epoch [15][400/1345] lr: 1.000e-02, eta: 14:22:28, time: 0.658, data_time: 0.001, memory: 7129, top1_acc: 0.3992, top5_acc: 0.6789, loss_cls: 2.5033, loss: 2.5033, grad_norm: 6.2303 2021-06-07 21:41:48,096 - mmaction - INFO - Epoch [15][420/1345] lr: 1.000e-02, eta: 14:21:51, time: 0.756, data_time: 0.001, memory: 7129, top1_acc: 0.3688, top5_acc: 0.6672, loss_cls: 2.5612, loss: 2.5612, grad_norm: 6.1532 2021-06-07 21:42:02,843 - mmaction - INFO - Epoch [15][440/1345] lr: 1.000e-02, eta: 14:21:12, time: 0.738, data_time: 0.002, memory: 7129, top1_acc: 0.4133, top5_acc: 0.6875, loss_cls: 2.4639, loss: 2.4639, grad_norm: 5.8214 2021-06-07 21:42:18,293 - mmaction - INFO - Epoch [15][460/1345] lr: 1.000e-02, eta: 14:20:36, time: 0.772, data_time: 0.001, memory: 7129, top1_acc: 0.3867, top5_acc: 0.6914, loss_cls: 2.4884, loss: 2.4884, grad_norm: 6.1249 2021-06-07 21:42:34,095 - mmaction - INFO - Epoch [15][480/1345] lr: 1.000e-02, eta: 14:20:00, time: 0.790, data_time: 0.002, memory: 7129, top1_acc: 0.3977, top5_acc: 0.7070, loss_cls: 2.4332, loss: 2.4332, grad_norm: 6.3424 2021-06-07 21:42:50,559 - mmaction - INFO - Epoch [15][500/1345] lr: 1.000e-02, eta: 14:19:26, time: 0.823, data_time: 0.001, memory: 7129, top1_acc: 0.3898, top5_acc: 0.6719, loss_cls: 2.4866, loss: 2.4866, grad_norm: 6.3274 2021-06-07 21:43:04,261 - mmaction - INFO - Epoch [15][520/1345] lr: 1.000e-02, eta: 14:18:45, time: 0.685, data_time: 0.001, memory: 7129, top1_acc: 0.4016, top5_acc: 0.6992, loss_cls: 2.4356, loss: 2.4356, grad_norm: 6.0743 2021-06-07 21:43:19,955 - mmaction - INFO - Epoch [15][540/1345] lr: 1.000e-02, eta: 14:18:09, time: 0.785, data_time: 0.001, memory: 7129, top1_acc: 0.3711, top5_acc: 0.6508, loss_cls: 2.6387, loss: 2.6387, grad_norm: 6.4315 2021-06-07 21:43:36,077 - mmaction - INFO - Epoch [15][560/1345] lr: 1.000e-02, eta: 14:17:34, time: 0.806, data_time: 0.001, memory: 7129, top1_acc: 0.3719, top5_acc: 0.6445, loss_cls: 2.6204, loss: 2.6204, grad_norm: 6.2429 2021-06-07 21:43:53,179 - mmaction - INFO - Epoch [15][580/1345] lr: 1.000e-02, eta: 14:17:02, time: 0.855, data_time: 0.003, memory: 7129, top1_acc: 0.4000, top5_acc: 0.6750, loss_cls: 2.4994, loss: 2.4994, grad_norm: 5.9240 2021-06-07 21:44:08,656 - mmaction - INFO - Epoch [15][600/1345] lr: 1.000e-02, eta: 14:16:26, time: 0.774, data_time: 0.002, memory: 7129, top1_acc: 0.3789, top5_acc: 0.6781, loss_cls: 2.5342, loss: 2.5342, grad_norm: 6.3956 2021-06-07 21:44:24,299 - mmaction - INFO - Epoch [15][620/1345] lr: 1.000e-02, eta: 14:15:50, time: 0.782, data_time: 0.001, memory: 7129, top1_acc: 0.4109, top5_acc: 0.7156, loss_cls: 2.3766, loss: 2.3766, grad_norm: 6.0148 2021-06-07 21:44:39,401 - mmaction - INFO - Epoch [15][640/1345] lr: 1.000e-02, eta: 14:15:13, time: 0.755, data_time: 0.002, memory: 7129, top1_acc: 0.3937, top5_acc: 0.6797, loss_cls: 2.5260, loss: 2.5260, grad_norm: 5.9970 2021-06-07 21:44:54,588 - mmaction - INFO - Epoch [15][660/1345] lr: 1.000e-02, eta: 14:14:36, time: 0.760, data_time: 0.001, memory: 7129, top1_acc: 0.3914, top5_acc: 0.6852, loss_cls: 2.5015, loss: 2.5015, grad_norm: 6.3456 2021-06-07 21:45:10,763 - mmaction - INFO - Epoch [15][680/1345] lr: 1.000e-02, eta: 14:14:01, time: 0.808, data_time: 0.001, memory: 7129, top1_acc: 0.3719, top5_acc: 0.6586, loss_cls: 2.6086, loss: 2.6086, grad_norm: 6.1828 2021-06-07 21:45:25,350 - mmaction - INFO - Epoch [15][700/1345] lr: 1.000e-02, eta: 14:13:23, time: 0.730, data_time: 0.002, memory: 7129, top1_acc: 0.4086, top5_acc: 0.7047, loss_cls: 2.4164, loss: 2.4164, grad_norm: 6.0679 2021-06-07 21:45:41,015 - mmaction - INFO - Epoch [15][720/1345] lr: 1.000e-02, eta: 14:12:47, time: 0.783, data_time: 0.001, memory: 7129, top1_acc: 0.3781, top5_acc: 0.6813, loss_cls: 2.5151, loss: 2.5151, grad_norm: 6.0048 2021-06-07 21:45:56,260 - mmaction - INFO - Epoch [15][740/1345] lr: 1.000e-02, eta: 14:12:11, time: 0.763, data_time: 0.002, memory: 7129, top1_acc: 0.3812, top5_acc: 0.6758, loss_cls: 2.5294, loss: 2.5294, grad_norm: 6.0173 2021-06-07 21:46:12,268 - mmaction - INFO - Epoch [15][760/1345] lr: 1.000e-02, eta: 14:11:36, time: 0.800, data_time: 0.001, memory: 7129, top1_acc: 0.3977, top5_acc: 0.6719, loss_cls: 2.5034, loss: 2.5034, grad_norm: 6.1610 2021-06-07 21:46:27,876 - mmaction - INFO - Epoch [15][780/1345] lr: 1.000e-02, eta: 14:11:00, time: 0.780, data_time: 0.002, memory: 7129, top1_acc: 0.3969, top5_acc: 0.6906, loss_cls: 2.4367, loss: 2.4367, grad_norm: 6.2508 2021-06-07 21:46:43,412 - mmaction - INFO - Epoch [15][800/1345] lr: 1.000e-02, eta: 14:10:25, time: 0.777, data_time: 0.001, memory: 7129, top1_acc: 0.4086, top5_acc: 0.6781, loss_cls: 2.4824, loss: 2.4824, grad_norm: 6.1884 2021-06-07 21:46:59,346 - mmaction - INFO - Epoch [15][820/1345] lr: 1.000e-02, eta: 14:09:50, time: 0.796, data_time: 0.002, memory: 7129, top1_acc: 0.3984, top5_acc: 0.6914, loss_cls: 2.4774, loss: 2.4774, grad_norm: 6.0333 2021-06-07 21:47:15,930 - mmaction - INFO - Epoch [15][840/1345] lr: 1.000e-02, eta: 14:09:17, time: 0.830, data_time: 0.002, memory: 7129, top1_acc: 0.4109, top5_acc: 0.6969, loss_cls: 2.4481, loss: 2.4481, grad_norm: 6.3169 2021-06-07 21:47:31,980 - mmaction - INFO - Epoch [15][860/1345] lr: 1.000e-02, eta: 14:08:42, time: 0.803, data_time: 0.002, memory: 7129, top1_acc: 0.3898, top5_acc: 0.6719, loss_cls: 2.5473, loss: 2.5473, grad_norm: 6.0917 2021-06-07 21:47:46,238 - mmaction - INFO - Epoch [15][880/1345] lr: 1.000e-02, eta: 14:08:04, time: 0.712, data_time: 0.001, memory: 7129, top1_acc: 0.3836, top5_acc: 0.6727, loss_cls: 2.5459, loss: 2.5459, grad_norm: 5.9690 2021-06-07 21:48:02,267 - mmaction - INFO - Epoch [15][900/1345] lr: 1.000e-02, eta: 14:07:29, time: 0.802, data_time: 0.002, memory: 7129, top1_acc: 0.4156, top5_acc: 0.7070, loss_cls: 2.4343, loss: 2.4343, grad_norm: 6.1492 2021-06-07 21:48:18,793 - mmaction - INFO - Epoch [15][920/1345] lr: 1.000e-02, eta: 14:06:56, time: 0.826, data_time: 0.001, memory: 7129, top1_acc: 0.3859, top5_acc: 0.6641, loss_cls: 2.5993, loss: 2.5993, grad_norm: 6.7295 2021-06-07 21:48:34,753 - mmaction - INFO - Epoch [15][940/1345] lr: 1.000e-02, eta: 14:06:22, time: 0.798, data_time: 0.001, memory: 7129, top1_acc: 0.4070, top5_acc: 0.7039, loss_cls: 2.4082, loss: 2.4082, grad_norm: 6.0380 2021-06-07 21:48:50,651 - mmaction - INFO - Epoch [15][960/1345] lr: 1.000e-02, eta: 14:05:47, time: 0.795, data_time: 0.001, memory: 7129, top1_acc: 0.3781, top5_acc: 0.6687, loss_cls: 2.5109, loss: 2.5109, grad_norm: 6.2738 2021-06-07 21:49:06,369 - mmaction - INFO - Epoch [15][980/1345] lr: 1.000e-02, eta: 14:05:12, time: 0.785, data_time: 0.001, memory: 7129, top1_acc: 0.4219, top5_acc: 0.6828, loss_cls: 2.4670, loss: 2.4670, grad_norm: 6.0916 2021-06-07 21:49:22,228 - mmaction - INFO - Epoch [15][1000/1345] lr: 1.000e-02, eta: 14:04:38, time: 0.793, data_time: 0.002, memory: 7129, top1_acc: 0.4047, top5_acc: 0.6945, loss_cls: 2.4880, loss: 2.4880, grad_norm: 6.1247 2021-06-07 21:49:37,618 - mmaction - INFO - Epoch [15][1020/1345] lr: 1.000e-02, eta: 14:04:02, time: 0.769, data_time: 0.002, memory: 7129, top1_acc: 0.4055, top5_acc: 0.7023, loss_cls: 2.4054, loss: 2.4054, grad_norm: 6.1991 2021-06-07 21:49:55,073 - mmaction - INFO - Epoch [15][1040/1345] lr: 1.000e-02, eta: 14:03:31, time: 0.873, data_time: 0.002, memory: 7129, top1_acc: 0.3742, top5_acc: 0.6773, loss_cls: 2.5854, loss: 2.5854, grad_norm: 6.1106 2021-06-07 21:50:10,024 - mmaction - INFO - Epoch [15][1060/1345] lr: 1.000e-02, eta: 14:02:55, time: 0.747, data_time: 0.002, memory: 7129, top1_acc: 0.4188, top5_acc: 0.7000, loss_cls: 2.3828, loss: 2.3828, grad_norm: 5.9014 2021-06-07 21:50:25,772 - mmaction - INFO - Epoch [15][1080/1345] lr: 1.000e-02, eta: 14:02:20, time: 0.789, data_time: 0.002, memory: 7129, top1_acc: 0.4016, top5_acc: 0.6977, loss_cls: 2.4506, loss: 2.4506, grad_norm: 6.0934 2021-06-07 21:50:41,564 - mmaction - INFO - Epoch [15][1100/1345] lr: 1.000e-02, eta: 14:01:45, time: 0.789, data_time: 0.001, memory: 7129, top1_acc: 0.3852, top5_acc: 0.6687, loss_cls: 2.5570, loss: 2.5570, grad_norm: 6.0060 2021-06-07 21:50:56,035 - mmaction - INFO - Epoch [15][1120/1345] lr: 1.000e-02, eta: 14:01:08, time: 0.724, data_time: 0.001, memory: 7129, top1_acc: 0.3930, top5_acc: 0.6797, loss_cls: 2.4838, loss: 2.4838, grad_norm: 5.8966 2021-06-07 21:51:11,734 - mmaction - INFO - Epoch [15][1140/1345] lr: 1.000e-02, eta: 14:00:33, time: 0.785, data_time: 0.001, memory: 7129, top1_acc: 0.3867, top5_acc: 0.6836, loss_cls: 2.4881, loss: 2.4881, grad_norm: 6.0720 2021-06-07 21:51:27,376 - mmaction - INFO - Epoch [15][1160/1345] lr: 1.000e-02, eta: 13:59:58, time: 0.780, data_time: 0.001, memory: 7129, top1_acc: 0.4031, top5_acc: 0.6977, loss_cls: 2.4294, loss: 2.4294, grad_norm: 6.0991 2021-06-07 21:51:43,819 - mmaction - INFO - Epoch [15][1180/1345] lr: 1.000e-02, eta: 13:59:25, time: 0.824, data_time: 0.003, memory: 7129, top1_acc: 0.3812, top5_acc: 0.6781, loss_cls: 2.5002, loss: 2.5002, grad_norm: 5.9546 2021-06-07 21:51:58,952 - mmaction - INFO - Epoch [15][1200/1345] lr: 1.000e-02, eta: 13:58:50, time: 0.756, data_time: 0.001, memory: 7129, top1_acc: 0.3930, top5_acc: 0.6883, loss_cls: 2.4516, loss: 2.4516, grad_norm: 6.0503 2021-06-07 21:52:14,382 - mmaction - INFO - Epoch [15][1220/1345] lr: 1.000e-02, eta: 13:58:14, time: 0.772, data_time: 0.002, memory: 7129, top1_acc: 0.3914, top5_acc: 0.6836, loss_cls: 2.4956, loss: 2.4956, grad_norm: 6.0101 2021-06-07 21:52:29,964 - mmaction - INFO - Epoch [15][1240/1345] lr: 1.000e-02, eta: 13:57:40, time: 0.779, data_time: 0.001, memory: 7129, top1_acc: 0.3969, top5_acc: 0.6945, loss_cls: 2.4375, loss: 2.4375, grad_norm: 5.9443 2021-06-07 21:52:46,233 - mmaction - INFO - Epoch [15][1260/1345] lr: 1.000e-02, eta: 13:57:06, time: 0.813, data_time: 0.001, memory: 7129, top1_acc: 0.4102, top5_acc: 0.7063, loss_cls: 2.4264, loss: 2.4264, grad_norm: 6.0753 2021-06-07 21:53:01,252 - mmaction - INFO - Epoch [15][1280/1345] lr: 1.000e-02, eta: 13:56:30, time: 0.752, data_time: 0.001, memory: 7129, top1_acc: 0.3969, top5_acc: 0.6922, loss_cls: 2.4806, loss: 2.4806, grad_norm: 6.1215 2021-06-07 21:53:16,925 - mmaction - INFO - Epoch [15][1300/1345] lr: 1.000e-02, eta: 13:55:56, time: 0.783, data_time: 0.001, memory: 7129, top1_acc: 0.3836, top5_acc: 0.6664, loss_cls: 2.5600, loss: 2.5600, grad_norm: 6.4029 2021-06-07 21:53:32,926 - mmaction - INFO - Epoch [15][1320/1345] lr: 1.000e-02, eta: 13:55:22, time: 0.801, data_time: 0.002, memory: 7129, top1_acc: 0.3742, top5_acc: 0.6844, loss_cls: 2.5445, loss: 2.5445, grad_norm: 6.0349 2021-06-07 21:53:48,143 - mmaction - INFO - Epoch [15][1340/1345] lr: 1.000e-02, eta: 13:54:47, time: 0.761, data_time: 0.001, memory: 7129, top1_acc: 0.4141, top5_acc: 0.6961, loss_cls: 2.4300, loss: 2.4300, grad_norm: 6.3617 2021-06-07 21:53:57,557 - mmaction - INFO - Saving checkpoint at 15 epochs 2021-06-07 22:01:25,894 - mmaction - INFO - Epoch [16][20/1345] lr: 1.000e-02, eta: 14:10:41, time: 22.366, data_time: 21.687, memory: 7129, top1_acc: 0.4102, top5_acc: 0.7148, loss_cls: 2.3576, loss: 2.3576, grad_norm: 6.0549 2021-06-07 22:01:36,583 - mmaction - INFO - Epoch [16][40/1345] lr: 1.000e-02, eta: 14:09:53, time: 0.535, data_time: 0.004, memory: 7129, top1_acc: 0.4047, top5_acc: 0.6789, loss_cls: 2.4833, loss: 2.4833, grad_norm: 5.9834 2021-06-07 22:01:47,527 - mmaction - INFO - Epoch [16][60/1345] lr: 1.000e-02, eta: 14:09:07, time: 0.548, data_time: 0.002, memory: 7129, top1_acc: 0.4062, top5_acc: 0.6742, loss_cls: 2.4878, loss: 2.4878, grad_norm: 6.0612 2021-06-07 22:01:58,416 - mmaction - INFO - Epoch [16][80/1345] lr: 1.000e-02, eta: 14:08:20, time: 0.545, data_time: 0.002, memory: 7129, top1_acc: 0.4070, top5_acc: 0.7078, loss_cls: 2.4147, loss: 2.4147, grad_norm: 6.0367 2021-06-07 22:02:08,988 - mmaction - INFO - Epoch [16][100/1345] lr: 1.000e-02, eta: 14:07:33, time: 0.528, data_time: 0.001, memory: 7129, top1_acc: 0.3984, top5_acc: 0.6891, loss_cls: 2.4829, loss: 2.4829, grad_norm: 6.3132 2021-06-07 22:02:20,012 - mmaction - INFO - Epoch [16][120/1345] lr: 1.000e-02, eta: 14:06:46, time: 0.552, data_time: 0.002, memory: 7129, top1_acc: 0.4078, top5_acc: 0.6883, loss_cls: 2.4645, loss: 2.4645, grad_norm: 5.9837 2021-06-07 22:02:30,799 - mmaction - INFO - Epoch [16][140/1345] lr: 1.000e-02, eta: 14:06:00, time: 0.539, data_time: 0.002, memory: 7129, top1_acc: 0.4133, top5_acc: 0.7008, loss_cls: 2.3852, loss: 2.3852, grad_norm: 6.2402 2021-06-07 22:02:42,029 - mmaction - INFO - Epoch [16][160/1345] lr: 1.000e-02, eta: 14:05:14, time: 0.561, data_time: 0.002, memory: 7129, top1_acc: 0.3789, top5_acc: 0.6859, loss_cls: 2.4985, loss: 2.4985, grad_norm: 6.1145 2021-06-07 22:02:53,330 - mmaction - INFO - Epoch [16][180/1345] lr: 1.000e-02, eta: 14:04:29, time: 0.566, data_time: 0.002, memory: 7129, top1_acc: 0.3844, top5_acc: 0.6914, loss_cls: 2.4619, loss: 2.4619, grad_norm: 6.0591 2021-06-07 22:03:04,886 - mmaction - INFO - Epoch [16][200/1345] lr: 1.000e-02, eta: 14:03:44, time: 0.577, data_time: 0.001, memory: 7129, top1_acc: 0.3984, top5_acc: 0.6773, loss_cls: 2.4879, loss: 2.4879, grad_norm: 6.2253 2021-06-07 22:03:15,867 - mmaction - INFO - Epoch [16][220/1345] lr: 1.000e-02, eta: 14:02:58, time: 0.550, data_time: 0.002, memory: 7129, top1_acc: 0.4031, top5_acc: 0.6844, loss_cls: 2.5058, loss: 2.5058, grad_norm: 6.1259 2021-06-07 22:03:27,485 - mmaction - INFO - Epoch [16][240/1345] lr: 1.000e-02, eta: 14:02:13, time: 0.579, data_time: 0.001, memory: 7129, top1_acc: 0.4117, top5_acc: 0.6969, loss_cls: 2.4266, loss: 2.4266, grad_norm: 6.1071 2021-06-07 22:03:40,549 - mmaction - INFO - Epoch [16][260/1345] lr: 1.000e-02, eta: 14:01:32, time: 0.655, data_time: 0.004, memory: 7129, top1_acc: 0.3992, top5_acc: 0.6930, loss_cls: 2.4587, loss: 2.4587, grad_norm: 5.9993 2021-06-07 22:03:53,012 - mmaction - INFO - Epoch [16][280/1345] lr: 1.000e-02, eta: 14:00:50, time: 0.623, data_time: 0.001, memory: 7129, top1_acc: 0.4125, top5_acc: 0.6992, loss_cls: 2.3930, loss: 2.3930, grad_norm: 6.0569 2021-06-07 22:04:05,280 - mmaction - INFO - Epoch [16][300/1345] lr: 1.000e-02, eta: 14:00:07, time: 0.613, data_time: 0.001, memory: 7129, top1_acc: 0.4219, top5_acc: 0.6984, loss_cls: 2.4076, loss: 2.4076, grad_norm: 6.1220 2021-06-07 22:04:19,908 - mmaction - INFO - Epoch [16][320/1345] lr: 1.000e-02, eta: 13:59:30, time: 0.732, data_time: 0.001, memory: 7129, top1_acc: 0.3812, top5_acc: 0.6734, loss_cls: 2.5294, loss: 2.5294, grad_norm: 6.4175 2021-06-07 22:04:32,946 - mmaction - INFO - Epoch [16][340/1345] lr: 1.000e-02, eta: 13:58:49, time: 0.652, data_time: 0.001, memory: 7129, top1_acc: 0.3945, top5_acc: 0.6727, loss_cls: 2.4903, loss: 2.4903, grad_norm: 6.2300 2021-06-07 22:04:46,743 - mmaction - INFO - Epoch [16][360/1345] lr: 1.000e-02, eta: 13:58:10, time: 0.690, data_time: 0.001, memory: 7129, top1_acc: 0.3969, top5_acc: 0.6719, loss_cls: 2.5132, loss: 2.5132, grad_norm: 5.9642 2021-06-07 22:05:00,161 - mmaction - INFO - Epoch [16][380/1345] lr: 1.000e-02, eta: 13:57:30, time: 0.671, data_time: 0.002, memory: 7129, top1_acc: 0.4195, top5_acc: 0.7094, loss_cls: 2.3743, loss: 2.3743, grad_norm: 5.9825 2021-06-07 22:05:13,301 - mmaction - INFO - Epoch [16][400/1345] lr: 1.000e-02, eta: 13:56:49, time: 0.656, data_time: 0.001, memory: 7129, top1_acc: 0.4148, top5_acc: 0.6977, loss_cls: 2.4142, loss: 2.4142, grad_norm: 5.9868 2021-06-07 22:05:26,883 - mmaction - INFO - Epoch [16][420/1345] lr: 1.000e-02, eta: 13:56:10, time: 0.679, data_time: 0.003, memory: 7129, top1_acc: 0.3953, top5_acc: 0.6859, loss_cls: 2.4296, loss: 2.4296, grad_norm: 6.3461 2021-06-07 22:05:40,816 - mmaction - INFO - Epoch [16][440/1345] lr: 1.000e-02, eta: 13:55:31, time: 0.698, data_time: 0.002, memory: 7129, top1_acc: 0.4125, top5_acc: 0.7070, loss_cls: 2.3671, loss: 2.3671, grad_norm: 6.1523 2021-06-07 22:05:55,494 - mmaction - INFO - Epoch [16][460/1345] lr: 1.000e-02, eta: 13:54:54, time: 0.734, data_time: 0.002, memory: 7129, top1_acc: 0.4023, top5_acc: 0.6922, loss_cls: 2.4322, loss: 2.4322, grad_norm: 5.9449 2021-06-07 22:06:10,772 - mmaction - INFO - Epoch [16][480/1345] lr: 1.000e-02, eta: 13:54:19, time: 0.764, data_time: 0.001, memory: 7129, top1_acc: 0.4016, top5_acc: 0.7086, loss_cls: 2.4237, loss: 2.4237, grad_norm: 6.1930 2021-06-07 22:06:24,334 - mmaction - INFO - Epoch [16][500/1345] lr: 1.000e-02, eta: 13:53:39, time: 0.678, data_time: 0.001, memory: 7129, top1_acc: 0.3859, top5_acc: 0.6828, loss_cls: 2.4740, loss: 2.4740, grad_norm: 6.2661 2021-06-07 22:06:38,933 - mmaction - INFO - Epoch [16][520/1345] lr: 1.000e-02, eta: 13:53:02, time: 0.730, data_time: 0.001, memory: 7129, top1_acc: 0.3812, top5_acc: 0.6930, loss_cls: 2.5141, loss: 2.5141, grad_norm: 6.1273 2021-06-07 22:06:53,509 - mmaction - INFO - Epoch [16][540/1345] lr: 1.000e-02, eta: 13:52:25, time: 0.728, data_time: 0.001, memory: 7129, top1_acc: 0.3867, top5_acc: 0.6992, loss_cls: 2.4949, loss: 2.4949, grad_norm: 6.1370 2021-06-07 22:07:08,064 - mmaction - INFO - Epoch [16][560/1345] lr: 1.000e-02, eta: 13:51:49, time: 0.728, data_time: 0.001, memory: 7129, top1_acc: 0.4031, top5_acc: 0.6836, loss_cls: 2.4227, loss: 2.4227, grad_norm: 6.0630 2021-06-07 22:07:21,525 - mmaction - INFO - Epoch [16][580/1345] lr: 1.000e-02, eta: 13:51:09, time: 0.672, data_time: 0.001, memory: 7129, top1_acc: 0.4062, top5_acc: 0.6828, loss_cls: 2.4695, loss: 2.4695, grad_norm: 6.1567 2021-06-07 22:07:38,337 - mmaction - INFO - Epoch [16][600/1345] lr: 1.000e-02, eta: 13:50:37, time: 0.841, data_time: 0.003, memory: 7129, top1_acc: 0.3898, top5_acc: 0.6727, loss_cls: 2.5113, loss: 2.5113, grad_norm: 5.9961 2021-06-07 22:07:52,252 - mmaction - INFO - Epoch [16][620/1345] lr: 1.000e-02, eta: 13:49:59, time: 0.697, data_time: 0.002, memory: 7129, top1_acc: 0.3891, top5_acc: 0.6852, loss_cls: 2.4645, loss: 2.4645, grad_norm: 5.8947 2021-06-07 22:08:07,424 - mmaction - INFO - Epoch [16][640/1345] lr: 1.000e-02, eta: 13:49:24, time: 0.759, data_time: 0.001, memory: 7129, top1_acc: 0.3930, top5_acc: 0.7055, loss_cls: 2.4357, loss: 2.4357, grad_norm: 6.0337 2021-06-07 22:08:23,337 - mmaction - INFO - Epoch [16][660/1345] lr: 1.000e-02, eta: 13:48:50, time: 0.796, data_time: 0.001, memory: 7129, top1_acc: 0.4078, top5_acc: 0.7086, loss_cls: 2.4060, loss: 2.4060, grad_norm: 6.3152 2021-06-07 22:08:36,935 - mmaction - INFO - Epoch [16][680/1345] lr: 1.000e-02, eta: 13:48:11, time: 0.680, data_time: 0.001, memory: 7129, top1_acc: 0.3984, top5_acc: 0.7016, loss_cls: 2.4458, loss: 2.4458, grad_norm: 5.9400 2021-06-07 22:08:52,531 - mmaction - INFO - Epoch [16][700/1345] lr: 1.000e-02, eta: 13:47:37, time: 0.780, data_time: 0.001, memory: 7129, top1_acc: 0.3766, top5_acc: 0.6969, loss_cls: 2.4872, loss: 2.4872, grad_norm: 6.1904 2021-06-07 22:09:06,528 - mmaction - INFO - Epoch [16][720/1345] lr: 1.000e-02, eta: 13:46:59, time: 0.700, data_time: 0.002, memory: 7129, top1_acc: 0.3898, top5_acc: 0.6750, loss_cls: 2.5196, loss: 2.5196, grad_norm: 5.7927 2021-06-07 22:09:22,028 - mmaction - INFO - Epoch [16][740/1345] lr: 1.000e-02, eta: 13:46:24, time: 0.775, data_time: 0.001, memory: 7129, top1_acc: 0.3977, top5_acc: 0.6789, loss_cls: 2.4891, loss: 2.4891, grad_norm: 6.0807 2021-06-07 22:09:37,059 - mmaction - INFO - Epoch [16][760/1345] lr: 1.000e-02, eta: 13:45:49, time: 0.752, data_time: 0.002, memory: 7129, top1_acc: 0.4156, top5_acc: 0.6883, loss_cls: 2.4414, loss: 2.4414, grad_norm: 6.1631 2021-06-07 22:09:52,220 - mmaction - INFO - Epoch [16][780/1345] lr: 1.000e-02, eta: 13:45:14, time: 0.758, data_time: 0.001, memory: 7129, top1_acc: 0.3867, top5_acc: 0.6852, loss_cls: 2.5148, loss: 2.5148, grad_norm: 6.3991 2021-06-07 22:10:07,552 - mmaction - INFO - Epoch [16][800/1345] lr: 1.000e-02, eta: 13:44:39, time: 0.767, data_time: 0.002, memory: 7129, top1_acc: 0.3914, top5_acc: 0.6727, loss_cls: 2.5630, loss: 2.5630, grad_norm: 6.2272 2021-06-07 22:10:22,854 - mmaction - INFO - Epoch [16][820/1345] lr: 1.000e-02, eta: 13:44:04, time: 0.765, data_time: 0.001, memory: 7129, top1_acc: 0.4008, top5_acc: 0.6930, loss_cls: 2.4299, loss: 2.4299, grad_norm: 6.1349 2021-06-07 22:10:37,990 - mmaction - INFO - Epoch [16][840/1345] lr: 1.000e-02, eta: 13:43:29, time: 0.756, data_time: 0.001, memory: 7129, top1_acc: 0.3977, top5_acc: 0.6844, loss_cls: 2.5008, loss: 2.5008, grad_norm: 6.1200 2021-06-07 22:10:52,356 - mmaction - INFO - Epoch [16][860/1345] lr: 1.000e-02, eta: 13:42:52, time: 0.719, data_time: 0.001, memory: 7129, top1_acc: 0.4062, top5_acc: 0.6961, loss_cls: 2.4319, loss: 2.4319, grad_norm: 6.2858 2021-06-07 22:11:08,287 - mmaction - INFO - Epoch [16][880/1345] lr: 1.000e-02, eta: 13:42:19, time: 0.796, data_time: 0.001, memory: 7129, top1_acc: 0.4250, top5_acc: 0.7039, loss_cls: 2.3710, loss: 2.3710, grad_norm: 5.8969 2021-06-07 22:11:22,950 - mmaction - INFO - Epoch [16][900/1345] lr: 1.000e-02, eta: 13:41:43, time: 0.733, data_time: 0.001, memory: 7129, top1_acc: 0.4055, top5_acc: 0.6883, loss_cls: 2.3951, loss: 2.3951, grad_norm: 6.1015 2021-06-07 22:11:38,949 - mmaction - INFO - Epoch [16][920/1345] lr: 1.000e-02, eta: 13:41:10, time: 0.799, data_time: 0.001, memory: 7129, top1_acc: 0.4055, top5_acc: 0.6992, loss_cls: 2.4063, loss: 2.4063, grad_norm: 6.1265 2021-06-07 22:11:54,306 - mmaction - INFO - Epoch [16][940/1345] lr: 1.000e-02, eta: 13:40:35, time: 0.769, data_time: 0.002, memory: 7129, top1_acc: 0.3742, top5_acc: 0.6828, loss_cls: 2.5201, loss: 2.5201, grad_norm: 6.1051 2021-06-07 22:12:10,266 - mmaction - INFO - Epoch [16][960/1345] lr: 1.000e-02, eta: 13:40:02, time: 0.798, data_time: 0.001, memory: 7129, top1_acc: 0.4125, top5_acc: 0.6898, loss_cls: 2.4072, loss: 2.4072, grad_norm: 6.2131 2021-06-07 22:12:28,976 - mmaction - INFO - Epoch [16][980/1345] lr: 1.000e-02, eta: 13:39:35, time: 0.935, data_time: 0.001, memory: 7129, top1_acc: 0.4219, top5_acc: 0.6891, loss_cls: 2.4075, loss: 2.4075, grad_norm: 6.3349 2021-06-07 22:12:42,562 - mmaction - INFO - Epoch [16][1000/1345] lr: 1.000e-02, eta: 13:38:57, time: 0.680, data_time: 0.002, memory: 7129, top1_acc: 0.3883, top5_acc: 0.6922, loss_cls: 2.4814, loss: 2.4814, grad_norm: 5.9983 2021-06-07 22:12:58,977 - mmaction - INFO - Epoch [16][1020/1345] lr: 1.000e-02, eta: 13:38:25, time: 0.821, data_time: 0.001, memory: 7129, top1_acc: 0.4047, top5_acc: 0.6930, loss_cls: 2.4510, loss: 2.4510, grad_norm: 5.9430 2021-06-07 22:13:14,124 - mmaction - INFO - Epoch [16][1040/1345] lr: 1.000e-02, eta: 13:37:50, time: 0.757, data_time: 0.001, memory: 7129, top1_acc: 0.4211, top5_acc: 0.6875, loss_cls: 2.4249, loss: 2.4249, grad_norm: 6.1221 2021-06-07 22:13:30,776 - mmaction - INFO - Epoch [16][1060/1345] lr: 1.000e-02, eta: 13:37:19, time: 0.833, data_time: 0.001, memory: 7129, top1_acc: 0.4188, top5_acc: 0.7047, loss_cls: 2.3783, loss: 2.3783, grad_norm: 6.2131 2021-06-07 22:13:47,390 - mmaction - INFO - Epoch [16][1080/1345] lr: 1.000e-02, eta: 13:36:47, time: 0.831, data_time: 0.001, memory: 7129, top1_acc: 0.4141, top5_acc: 0.6836, loss_cls: 2.4500, loss: 2.4500, grad_norm: 6.2635 2021-06-07 22:14:03,165 - mmaction - INFO - Epoch [16][1100/1345] lr: 1.000e-02, eta: 13:36:14, time: 0.789, data_time: 0.001, memory: 7129, top1_acc: 0.3797, top5_acc: 0.6766, loss_cls: 2.5344, loss: 2.5344, grad_norm: 6.0805 2021-06-07 22:14:20,272 - mmaction - INFO - Epoch [16][1120/1345] lr: 1.000e-02, eta: 13:35:44, time: 0.855, data_time: 0.001, memory: 7129, top1_acc: 0.4094, top5_acc: 0.7086, loss_cls: 2.3813, loss: 2.3813, grad_norm: 6.2724 2021-06-07 22:14:35,114 - mmaction - INFO - Epoch [16][1140/1345] lr: 1.000e-02, eta: 13:35:08, time: 0.740, data_time: 0.001, memory: 7129, top1_acc: 0.4070, top5_acc: 0.6969, loss_cls: 2.4577, loss: 2.4577, grad_norm: 6.0381 2021-06-07 22:14:51,888 - mmaction - INFO - Epoch [16][1160/1345] lr: 1.000e-02, eta: 13:34:37, time: 0.841, data_time: 0.003, memory: 7129, top1_acc: 0.4156, top5_acc: 0.7039, loss_cls: 2.3981, loss: 2.3981, grad_norm: 6.0820 2021-06-07 22:15:08,199 - mmaction - INFO - Epoch [16][1180/1345] lr: 1.000e-02, eta: 13:34:05, time: 0.816, data_time: 0.002, memory: 7129, top1_acc: 0.4039, top5_acc: 0.6867, loss_cls: 2.4740, loss: 2.4740, grad_norm: 6.2750 2021-06-07 22:15:24,007 - mmaction - INFO - Epoch [16][1200/1345] lr: 1.000e-02, eta: 13:33:32, time: 0.790, data_time: 0.001, memory: 7129, top1_acc: 0.4180, top5_acc: 0.6953, loss_cls: 2.3803, loss: 2.3803, grad_norm: 6.0993 2021-06-07 22:15:40,153 - mmaction - INFO - Epoch [16][1220/1345] lr: 1.000e-02, eta: 13:33:00, time: 0.808, data_time: 0.001, memory: 7129, top1_acc: 0.4250, top5_acc: 0.7063, loss_cls: 2.4120, loss: 2.4120, grad_norm: 6.1197 2021-06-07 22:15:56,310 - mmaction - INFO - Epoch [16][1240/1345] lr: 1.000e-02, eta: 13:32:28, time: 0.807, data_time: 0.001, memory: 7129, top1_acc: 0.4117, top5_acc: 0.6813, loss_cls: 2.4647, loss: 2.4647, grad_norm: 6.0033 2021-06-07 22:16:12,588 - mmaction - INFO - Epoch [16][1260/1345] lr: 1.000e-02, eta: 13:31:56, time: 0.814, data_time: 0.002, memory: 7129, top1_acc: 0.4000, top5_acc: 0.7016, loss_cls: 2.3945, loss: 2.3945, grad_norm: 6.0127 2021-06-07 22:16:28,228 - mmaction - INFO - Epoch [16][1280/1345] lr: 1.000e-02, eta: 13:31:23, time: 0.782, data_time: 0.001, memory: 7129, top1_acc: 0.4086, top5_acc: 0.7047, loss_cls: 2.4081, loss: 2.4081, grad_norm: 6.1959 2021-06-07 22:16:44,402 - mmaction - INFO - Epoch [16][1300/1345] lr: 1.000e-02, eta: 13:30:51, time: 0.809, data_time: 0.001, memory: 7129, top1_acc: 0.3758, top5_acc: 0.6797, loss_cls: 2.4766, loss: 2.4766, grad_norm: 6.0627 2021-06-07 22:17:01,291 - mmaction - INFO - Epoch [16][1320/1345] lr: 1.000e-02, eta: 13:30:20, time: 0.844, data_time: 0.001, memory: 7129, top1_acc: 0.3836, top5_acc: 0.7078, loss_cls: 2.4419, loss: 2.4419, grad_norm: 5.9688 2021-06-07 22:17:17,096 - mmaction - INFO - Epoch [16][1340/1345] lr: 1.000e-02, eta: 13:29:47, time: 0.790, data_time: 0.001, memory: 7129, top1_acc: 0.4062, top5_acc: 0.6820, loss_cls: 2.4741, loss: 2.4741, grad_norm: 6.2942 2021-06-07 22:17:25,678 - mmaction - INFO - Saving checkpoint at 16 epochs 2021-06-07 22:25:00,961 - mmaction - INFO - Epoch [17][20/1345] lr: 1.000e-02, eta: 13:44:28, time: 22.713, data_time: 22.030, memory: 7129, top1_acc: 0.4188, top5_acc: 0.7031, loss_cls: 2.3834, loss: 2.3834, grad_norm: 5.8796 2021-06-07 22:25:11,682 - mmaction - INFO - Epoch [17][40/1345] lr: 1.000e-02, eta: 13:43:44, time: 0.538, data_time: 0.004, memory: 7129, top1_acc: 0.3906, top5_acc: 0.7039, loss_cls: 2.4349, loss: 2.4349, grad_norm: 5.9707 2021-06-07 22:25:22,400 - mmaction - INFO - Epoch [17][60/1345] lr: 1.000e-02, eta: 13:42:59, time: 0.536, data_time: 0.002, memory: 7129, top1_acc: 0.4039, top5_acc: 0.6922, loss_cls: 2.4128, loss: 2.4128, grad_norm: 6.2899 2021-06-07 22:25:33,305 - mmaction - INFO - Epoch [17][80/1345] lr: 1.000e-02, eta: 13:42:15, time: 0.545, data_time: 0.001, memory: 7129, top1_acc: 0.4070, top5_acc: 0.6898, loss_cls: 2.4272, loss: 2.4272, grad_norm: 6.1054 2021-06-07 22:25:44,305 - mmaction - INFO - Epoch [17][100/1345] lr: 1.000e-02, eta: 13:41:30, time: 0.550, data_time: 0.001, memory: 7129, top1_acc: 0.4062, top5_acc: 0.7172, loss_cls: 2.3550, loss: 2.3550, grad_norm: 6.1110 2021-06-07 22:25:55,340 - mmaction - INFO - Epoch [17][120/1345] lr: 1.000e-02, eta: 13:40:47, time: 0.552, data_time: 0.002, memory: 7129, top1_acc: 0.4258, top5_acc: 0.7117, loss_cls: 2.3239, loss: 2.3239, grad_norm: 6.0934 2021-06-07 22:26:06,413 - mmaction - INFO - Epoch [17][140/1345] lr: 1.000e-02, eta: 13:40:03, time: 0.554, data_time: 0.001, memory: 7129, top1_acc: 0.3984, top5_acc: 0.7023, loss_cls: 2.4116, loss: 2.4116, grad_norm: 6.2142 2021-06-07 22:26:17,547 - mmaction - INFO - Epoch [17][160/1345] lr: 1.000e-02, eta: 13:39:19, time: 0.556, data_time: 0.002, memory: 7129, top1_acc: 0.4016, top5_acc: 0.6805, loss_cls: 2.4614, loss: 2.4614, grad_norm: 6.0626 2021-06-07 22:26:28,651 - mmaction - INFO - Epoch [17][180/1345] lr: 1.000e-02, eta: 13:38:36, time: 0.555, data_time: 0.002, memory: 7129, top1_acc: 0.4273, top5_acc: 0.7031, loss_cls: 2.3638, loss: 2.3638, grad_norm: 6.0577 2021-06-07 22:26:40,131 - mmaction - INFO - Epoch [17][200/1345] lr: 1.000e-02, eta: 13:37:53, time: 0.571, data_time: 0.002, memory: 7129, top1_acc: 0.4367, top5_acc: 0.7094, loss_cls: 2.3260, loss: 2.3260, grad_norm: 5.8699 2021-06-07 22:26:51,236 - mmaction - INFO - Epoch [17][220/1345] lr: 1.000e-02, eta: 13:37:10, time: 0.558, data_time: 0.004, memory: 7129, top1_acc: 0.4016, top5_acc: 0.6914, loss_cls: 2.4478, loss: 2.4478, grad_norm: 6.0489 2021-06-07 22:27:03,039 - mmaction - INFO - Epoch [17][240/1345] lr: 1.000e-02, eta: 13:36:28, time: 0.590, data_time: 0.001, memory: 7129, top1_acc: 0.3953, top5_acc: 0.6969, loss_cls: 2.4411, loss: 2.4411, grad_norm: 6.0827 2021-06-07 22:27:16,128 - mmaction - INFO - Epoch [17][260/1345] lr: 1.000e-02, eta: 13:35:49, time: 0.655, data_time: 0.001, memory: 7129, top1_acc: 0.4000, top5_acc: 0.6859, loss_cls: 2.5040, loss: 2.5040, grad_norm: 6.2700 2021-06-07 22:27:29,140 - mmaction - INFO - Epoch [17][280/1345] lr: 1.000e-02, eta: 13:35:09, time: 0.651, data_time: 0.001, memory: 7129, top1_acc: 0.4281, top5_acc: 0.7141, loss_cls: 2.2874, loss: 2.2874, grad_norm: 5.9970 2021-06-07 22:27:42,488 - mmaction - INFO - Epoch [17][300/1345] lr: 1.000e-02, eta: 13:34:31, time: 0.667, data_time: 0.001, memory: 7129, top1_acc: 0.4164, top5_acc: 0.7086, loss_cls: 2.3421, loss: 2.3421, grad_norm: 6.1757 2021-06-07 22:27:55,509 - mmaction - INFO - Epoch [17][320/1345] lr: 1.000e-02, eta: 13:33:52, time: 0.652, data_time: 0.002, memory: 7129, top1_acc: 0.4148, top5_acc: 0.6969, loss_cls: 2.4261, loss: 2.4261, grad_norm: 6.2132 2021-06-07 22:28:09,634 - mmaction - INFO - Epoch [17][340/1345] lr: 1.000e-02, eta: 13:33:15, time: 0.706, data_time: 0.001, memory: 7129, top1_acc: 0.4156, top5_acc: 0.6914, loss_cls: 2.4182, loss: 2.4182, grad_norm: 6.2125 2021-06-07 22:28:24,702 - mmaction - INFO - Epoch [17][360/1345] lr: 1.000e-02, eta: 13:32:40, time: 0.754, data_time: 0.001, memory: 7129, top1_acc: 0.3875, top5_acc: 0.6906, loss_cls: 2.4646, loss: 2.4646, grad_norm: 6.3998 2021-06-07 22:28:38,859 - mmaction - INFO - Epoch [17][380/1345] lr: 1.000e-02, eta: 13:32:03, time: 0.707, data_time: 0.001, memory: 7129, top1_acc: 0.4344, top5_acc: 0.7250, loss_cls: 2.3366, loss: 2.3366, grad_norm: 6.4905 2021-06-07 22:28:54,139 - mmaction - INFO - Epoch [17][400/1345] lr: 1.000e-02, eta: 13:31:29, time: 0.765, data_time: 0.002, memory: 7129, top1_acc: 0.4258, top5_acc: 0.7086, loss_cls: 2.3175, loss: 2.3175, grad_norm: 6.4957 2021-06-07 22:29:08,638 - mmaction - INFO - Epoch [17][420/1345] lr: 1.000e-02, eta: 13:30:53, time: 0.725, data_time: 0.001, memory: 7129, top1_acc: 0.4242, top5_acc: 0.6766, loss_cls: 2.4054, loss: 2.4054, grad_norm: 6.4311 2021-06-07 22:29:22,723 - mmaction - INFO - Epoch [17][440/1345] lr: 1.000e-02, eta: 13:30:16, time: 0.704, data_time: 0.001, memory: 7129, top1_acc: 0.3906, top5_acc: 0.6875, loss_cls: 2.5230, loss: 2.5230, grad_norm: 6.5236 2021-06-07 22:29:40,637 - mmaction - INFO - Epoch [17][460/1345] lr: 1.000e-02, eta: 13:29:47, time: 0.896, data_time: 0.001, memory: 7129, top1_acc: 0.4023, top5_acc: 0.6836, loss_cls: 2.4189, loss: 2.4189, grad_norm: 6.1782 2021-06-07 22:29:55,325 - mmaction - INFO - Epoch [17][480/1345] lr: 1.000e-02, eta: 13:29:12, time: 0.734, data_time: 0.001, memory: 7129, top1_acc: 0.4250, top5_acc: 0.7086, loss_cls: 2.3838, loss: 2.3838, grad_norm: 6.4390 2021-06-07 22:30:11,948 - mmaction - INFO - Epoch [17][500/1345] lr: 1.000e-02, eta: 13:28:41, time: 0.830, data_time: 0.001, memory: 7129, top1_acc: 0.3945, top5_acc: 0.6734, loss_cls: 2.5297, loss: 2.5297, grad_norm: 6.2693 2021-06-07 22:30:25,859 - mmaction - INFO - Epoch [17][520/1345] lr: 1.000e-02, eta: 13:28:04, time: 0.697, data_time: 0.003, memory: 7129, top1_acc: 0.3977, top5_acc: 0.6969, loss_cls: 2.4602, loss: 2.4602, grad_norm: 6.2861 2021-06-07 22:30:41,071 - mmaction - INFO - Epoch [17][540/1345] lr: 1.000e-02, eta: 13:27:29, time: 0.760, data_time: 0.001, memory: 7129, top1_acc: 0.4062, top5_acc: 0.6891, loss_cls: 2.4150, loss: 2.4150, grad_norm: 6.1770 2021-06-07 22:30:55,444 - mmaction - INFO - Epoch [17][560/1345] lr: 1.000e-02, eta: 13:26:54, time: 0.719, data_time: 0.002, memory: 7129, top1_acc: 0.4188, top5_acc: 0.6977, loss_cls: 2.4186, loss: 2.4186, grad_norm: 6.2033 2021-06-07 22:31:10,897 - mmaction - INFO - Epoch [17][580/1345] lr: 1.000e-02, eta: 13:26:20, time: 0.773, data_time: 0.001, memory: 7129, top1_acc: 0.4328, top5_acc: 0.7211, loss_cls: 2.3186, loss: 2.3186, grad_norm: 5.9342 2021-06-07 22:31:27,336 - mmaction - INFO - Epoch [17][600/1345] lr: 1.000e-02, eta: 13:25:48, time: 0.822, data_time: 0.001, memory: 7129, top1_acc: 0.4203, top5_acc: 0.7055, loss_cls: 2.3593, loss: 2.3593, grad_norm: 6.1408 2021-06-07 22:31:41,603 - mmaction - INFO - Epoch [17][620/1345] lr: 1.000e-02, eta: 13:25:12, time: 0.713, data_time: 0.001, memory: 7129, top1_acc: 0.4227, top5_acc: 0.7063, loss_cls: 2.3673, loss: 2.3673, grad_norm: 5.9257 2021-06-07 22:31:59,185 - mmaction - INFO - Epoch [17][640/1345] lr: 1.000e-02, eta: 13:24:43, time: 0.879, data_time: 0.001, memory: 7129, top1_acc: 0.4172, top5_acc: 0.7063, loss_cls: 2.3777, loss: 2.3777, grad_norm: 6.0788 2021-06-07 22:32:14,100 - mmaction - INFO - Epoch [17][660/1345] lr: 1.000e-02, eta: 13:24:08, time: 0.745, data_time: 0.002, memory: 7129, top1_acc: 0.4383, top5_acc: 0.7039, loss_cls: 2.3746, loss: 2.3746, grad_norm: 6.2007 2021-06-07 22:32:30,071 - mmaction - INFO - Epoch [17][680/1345] lr: 1.000e-02, eta: 13:23:36, time: 0.799, data_time: 0.001, memory: 7129, top1_acc: 0.4141, top5_acc: 0.6859, loss_cls: 2.4283, loss: 2.4283, grad_norm: 6.3441 2021-06-07 22:32:45,490 - mmaction - INFO - Epoch [17][700/1345] lr: 1.000e-02, eta: 13:23:02, time: 0.771, data_time: 0.001, memory: 7129, top1_acc: 0.4102, top5_acc: 0.6875, loss_cls: 2.4430, loss: 2.4430, grad_norm: 6.2448 2021-06-07 22:33:02,034 - mmaction - INFO - Epoch [17][720/1345] lr: 1.000e-02, eta: 13:22:31, time: 0.827, data_time: 0.001, memory: 7129, top1_acc: 0.3984, top5_acc: 0.6875, loss_cls: 2.4706, loss: 2.4706, grad_norm: 6.1062 2021-06-07 22:33:17,398 - mmaction - INFO - Epoch [17][740/1345] lr: 1.000e-02, eta: 13:21:58, time: 0.768, data_time: 0.001, memory: 7129, top1_acc: 0.4313, top5_acc: 0.6937, loss_cls: 2.4454, loss: 2.4454, grad_norm: 5.9199 2021-06-07 22:33:33,034 - mmaction - INFO - Epoch [17][760/1345] lr: 1.000e-02, eta: 13:21:25, time: 0.782, data_time: 0.001, memory: 7129, top1_acc: 0.4000, top5_acc: 0.6805, loss_cls: 2.4647, loss: 2.4647, grad_norm: 6.4933 2021-06-07 22:33:48,715 - mmaction - INFO - Epoch [17][780/1345] lr: 1.000e-02, eta: 13:20:52, time: 0.784, data_time: 0.001, memory: 7129, top1_acc: 0.4117, top5_acc: 0.6805, loss_cls: 2.4114, loss: 2.4114, grad_norm: 5.9951 2021-06-07 22:34:05,733 - mmaction - INFO - Epoch [17][800/1345] lr: 1.000e-02, eta: 13:20:22, time: 0.851, data_time: 0.002, memory: 7129, top1_acc: 0.4039, top5_acc: 0.6836, loss_cls: 2.4732, loss: 2.4732, grad_norm: 5.9539 2021-06-07 22:34:21,889 - mmaction - INFO - Epoch [17][820/1345] lr: 1.000e-02, eta: 13:19:50, time: 0.808, data_time: 0.001, memory: 7129, top1_acc: 0.3969, top5_acc: 0.6859, loss_cls: 2.4918, loss: 2.4918, grad_norm: 6.3147 2021-06-07 22:34:37,587 - mmaction - INFO - Epoch [17][840/1345] lr: 1.000e-02, eta: 13:19:17, time: 0.786, data_time: 0.002, memory: 7129, top1_acc: 0.3898, top5_acc: 0.6945, loss_cls: 2.4774, loss: 2.4774, grad_norm: 6.2916 2021-06-07 22:34:52,950 - mmaction - INFO - Epoch [17][860/1345] lr: 1.000e-02, eta: 13:18:43, time: 0.768, data_time: 0.001, memory: 7129, top1_acc: 0.4234, top5_acc: 0.7102, loss_cls: 2.3413, loss: 2.3413, grad_norm: 6.0555 2021-06-07 22:35:10,760 - mmaction - INFO - Epoch [17][880/1345] lr: 1.000e-02, eta: 13:18:15, time: 0.890, data_time: 0.002, memory: 7129, top1_acc: 0.4070, top5_acc: 0.7031, loss_cls: 2.4188, loss: 2.4188, grad_norm: 6.1447 2021-06-07 22:35:25,939 - mmaction - INFO - Epoch [17][900/1345] lr: 1.000e-02, eta: 13:17:41, time: 0.759, data_time: 0.001, memory: 7129, top1_acc: 0.4313, top5_acc: 0.7000, loss_cls: 2.3924, loss: 2.3924, grad_norm: 6.0697 2021-06-07 22:35:41,326 - mmaction - INFO - Epoch [17][920/1345] lr: 1.000e-02, eta: 13:17:08, time: 0.769, data_time: 0.002, memory: 7129, top1_acc: 0.4055, top5_acc: 0.6961, loss_cls: 2.4291, loss: 2.4291, grad_norm: 6.0906 2021-06-07 22:35:57,552 - mmaction - INFO - Epoch [17][940/1345] lr: 1.000e-02, eta: 13:16:36, time: 0.810, data_time: 0.002, memory: 7129, top1_acc: 0.4078, top5_acc: 0.6984, loss_cls: 2.3837, loss: 2.3837, grad_norm: 6.2120 2021-06-07 22:36:14,249 - mmaction - INFO - Epoch [17][960/1345] lr: 1.000e-02, eta: 13:16:06, time: 0.836, data_time: 0.003, memory: 7129, top1_acc: 0.4031, top5_acc: 0.6891, loss_cls: 2.4316, loss: 2.4316, grad_norm: 6.2131 2021-06-07 22:36:30,499 - mmaction - INFO - Epoch [17][980/1345] lr: 1.000e-02, eta: 13:15:34, time: 0.813, data_time: 0.001, memory: 7129, top1_acc: 0.4016, top5_acc: 0.6727, loss_cls: 2.4520, loss: 2.4520, grad_norm: 6.4744 2021-06-07 22:36:46,279 - mmaction - INFO - Epoch [17][1000/1345] lr: 1.000e-02, eta: 13:15:02, time: 0.789, data_time: 0.001, memory: 7129, top1_acc: 0.4086, top5_acc: 0.7234, loss_cls: 2.3355, loss: 2.3355, grad_norm: 6.2146 2021-06-07 22:37:00,647 - mmaction - INFO - Epoch [17][1020/1345] lr: 1.000e-02, eta: 13:14:27, time: 0.718, data_time: 0.001, memory: 7129, top1_acc: 0.3930, top5_acc: 0.6984, loss_cls: 2.4157, loss: 2.4157, grad_norm: 6.2366 2021-06-07 22:37:16,540 - mmaction - INFO - Epoch [17][1040/1345] lr: 1.000e-02, eta: 13:13:55, time: 0.795, data_time: 0.001, memory: 7129, top1_acc: 0.4258, top5_acc: 0.7203, loss_cls: 2.3193, loss: 2.3193, grad_norm: 6.2949 2021-06-07 22:37:33,406 - mmaction - INFO - Epoch [17][1060/1345] lr: 1.000e-02, eta: 13:13:25, time: 0.843, data_time: 0.001, memory: 7129, top1_acc: 0.3875, top5_acc: 0.6703, loss_cls: 2.5251, loss: 2.5251, grad_norm: 6.1477 2021-06-07 22:37:48,799 - mmaction - INFO - Epoch [17][1080/1345] lr: 1.000e-02, eta: 13:12:52, time: 0.770, data_time: 0.001, memory: 7129, top1_acc: 0.3937, top5_acc: 0.6914, loss_cls: 2.4843, loss: 2.4843, grad_norm: 6.3483 2021-06-07 22:38:05,603 - mmaction - INFO - Epoch [17][1100/1345] lr: 1.000e-02, eta: 13:12:22, time: 0.840, data_time: 0.001, memory: 7129, top1_acc: 0.4047, top5_acc: 0.7023, loss_cls: 2.4178, loss: 2.4178, grad_norm: 6.1876 2021-06-07 22:38:22,406 - mmaction - INFO - Epoch [17][1120/1345] lr: 1.000e-02, eta: 13:11:51, time: 0.840, data_time: 0.001, memory: 7129, top1_acc: 0.4141, top5_acc: 0.6875, loss_cls: 2.4469, loss: 2.4469, grad_norm: 6.2365 2021-06-07 22:38:38,041 - mmaction - INFO - Epoch [17][1140/1345] lr: 1.000e-02, eta: 13:11:19, time: 0.782, data_time: 0.001, memory: 7129, top1_acc: 0.4148, top5_acc: 0.6969, loss_cls: 2.4111, loss: 2.4111, grad_norm: 6.2271 2021-06-07 22:38:54,432 - mmaction - INFO - Epoch [17][1160/1345] lr: 1.000e-02, eta: 13:10:48, time: 0.819, data_time: 0.001, memory: 7129, top1_acc: 0.4195, top5_acc: 0.7102, loss_cls: 2.3869, loss: 2.3869, grad_norm: 6.1914 2021-06-07 22:39:08,718 - mmaction - INFO - Epoch [17][1180/1345] lr: 1.000e-02, eta: 13:10:13, time: 0.713, data_time: 0.002, memory: 7129, top1_acc: 0.3977, top5_acc: 0.6922, loss_cls: 2.4563, loss: 2.4563, grad_norm: 6.2449 2021-06-07 22:39:24,737 - mmaction - INFO - Epoch [17][1200/1345] lr: 1.000e-02, eta: 13:09:41, time: 0.803, data_time: 0.003, memory: 7129, top1_acc: 0.3984, top5_acc: 0.6805, loss_cls: 2.4492, loss: 2.4492, grad_norm: 6.1293 2021-06-07 22:39:41,315 - mmaction - INFO - Epoch [17][1220/1345] lr: 1.000e-02, eta: 13:09:11, time: 0.828, data_time: 0.001, memory: 7129, top1_acc: 0.4016, top5_acc: 0.6992, loss_cls: 2.4584, loss: 2.4584, grad_norm: 6.2225 2021-06-07 22:39:57,497 - mmaction - INFO - Epoch [17][1240/1345] lr: 1.000e-02, eta: 13:08:40, time: 0.810, data_time: 0.002, memory: 7129, top1_acc: 0.4070, top5_acc: 0.6914, loss_cls: 2.4295, loss: 2.4295, grad_norm: 6.1220 2021-06-07 22:40:13,845 - mmaction - INFO - Epoch [17][1260/1345] lr: 1.000e-02, eta: 13:08:09, time: 0.817, data_time: 0.001, memory: 7129, top1_acc: 0.4133, top5_acc: 0.6828, loss_cls: 2.4357, loss: 2.4357, grad_norm: 5.9492 2021-06-07 22:40:29,422 - mmaction - INFO - Epoch [17][1280/1345] lr: 1.000e-02, eta: 13:07:36, time: 0.779, data_time: 0.001, memory: 7129, top1_acc: 0.3992, top5_acc: 0.6781, loss_cls: 2.4587, loss: 2.4587, grad_norm: 6.2143 2021-06-07 22:40:45,358 - mmaction - INFO - Epoch [17][1300/1345] lr: 1.000e-02, eta: 13:07:05, time: 0.796, data_time: 0.001, memory: 7129, top1_acc: 0.3984, top5_acc: 0.6969, loss_cls: 2.4673, loss: 2.4673, grad_norm: 6.1140 2021-06-07 22:40:59,534 - mmaction - INFO - Epoch [17][1320/1345] lr: 1.000e-02, eta: 13:06:30, time: 0.709, data_time: 0.001, memory: 7129, top1_acc: 0.3812, top5_acc: 0.7031, loss_cls: 2.4791, loss: 2.4791, grad_norm: 6.1350 2021-06-07 22:41:16,285 - mmaction - INFO - Epoch [17][1340/1345] lr: 1.000e-02, eta: 13:06:00, time: 0.838, data_time: 0.002, memory: 7129, top1_acc: 0.4039, top5_acc: 0.6898, loss_cls: 2.4361, loss: 2.4361, grad_norm: 5.9887 2021-06-07 22:41:24,541 - mmaction - INFO - Saving checkpoint at 17 epochs 2021-06-07 22:48:49,072 - mmaction - INFO - Epoch [18][20/1345] lr: 1.000e-02, eta: 13:19:01, time: 22.177, data_time: 21.027, memory: 7129, top1_acc: 0.4227, top5_acc: 0.6922, loss_cls: 2.3879, loss: 2.3879, grad_norm: 6.1264 2021-06-07 22:48:59,942 - mmaction - INFO - Epoch [18][40/1345] lr: 1.000e-02, eta: 13:18:19, time: 0.544, data_time: 0.003, memory: 7129, top1_acc: 0.4094, top5_acc: 0.6914, loss_cls: 2.3979, loss: 2.3979, grad_norm: 5.9783 2021-06-07 22:49:10,732 - mmaction - INFO - Epoch [18][60/1345] lr: 1.000e-02, eta: 13:17:37, time: 0.539, data_time: 0.001, memory: 7129, top1_acc: 0.4211, top5_acc: 0.7047, loss_cls: 2.3363, loss: 2.3363, grad_norm: 6.4123 2021-06-07 22:49:21,641 - mmaction - INFO - Epoch [18][80/1345] lr: 1.000e-02, eta: 13:16:54, time: 0.546, data_time: 0.002, memory: 7129, top1_acc: 0.4227, top5_acc: 0.7281, loss_cls: 2.3366, loss: 2.3366, grad_norm: 6.2022 2021-06-07 22:49:32,612 - mmaction - INFO - Epoch [18][100/1345] lr: 1.000e-02, eta: 13:16:12, time: 0.548, data_time: 0.001, memory: 7129, top1_acc: 0.4062, top5_acc: 0.7297, loss_cls: 2.3980, loss: 2.3980, grad_norm: 6.2146 2021-06-07 22:49:43,601 - mmaction - INFO - Epoch [18][120/1345] lr: 1.000e-02, eta: 13:15:30, time: 0.550, data_time: 0.002, memory: 7129, top1_acc: 0.4094, top5_acc: 0.7023, loss_cls: 2.4416, loss: 2.4416, grad_norm: 6.4567 2021-06-07 22:49:54,733 - mmaction - INFO - Epoch [18][140/1345] lr: 1.000e-02, eta: 13:14:49, time: 0.556, data_time: 0.001, memory: 7129, top1_acc: 0.4297, top5_acc: 0.7008, loss_cls: 2.3842, loss: 2.3842, grad_norm: 6.0957 2021-06-07 22:50:05,585 - mmaction - INFO - Epoch [18][160/1345] lr: 1.000e-02, eta: 13:14:07, time: 0.542, data_time: 0.002, memory: 7129, top1_acc: 0.4219, top5_acc: 0.7242, loss_cls: 2.3541, loss: 2.3541, grad_norm: 6.4979 2021-06-07 22:50:17,637 - mmaction - INFO - Epoch [18][180/1345] lr: 1.000e-02, eta: 13:13:27, time: 0.603, data_time: 0.002, memory: 7129, top1_acc: 0.4273, top5_acc: 0.7273, loss_cls: 2.3215, loss: 2.3215, grad_norm: 6.2160 2021-06-07 22:50:30,976 - mmaction - INFO - Epoch [18][200/1345] lr: 1.000e-02, eta: 13:12:50, time: 0.667, data_time: 0.002, memory: 7129, top1_acc: 0.4031, top5_acc: 0.6992, loss_cls: 2.4502, loss: 2.4502, grad_norm: 6.4303 2021-06-07 22:50:43,479 - mmaction - INFO - Epoch [18][220/1345] lr: 1.000e-02, eta: 13:12:11, time: 0.625, data_time: 0.001, memory: 7129, top1_acc: 0.4023, top5_acc: 0.6719, loss_cls: 2.5171, loss: 2.5171, grad_norm: 6.2443 2021-06-07 22:50:56,379 - mmaction - INFO - Epoch [18][240/1345] lr: 1.000e-02, eta: 13:11:33, time: 0.644, data_time: 0.001, memory: 7129, top1_acc: 0.4039, top5_acc: 0.7000, loss_cls: 2.4112, loss: 2.4112, grad_norm: 6.1768 2021-06-07 22:51:10,700 - mmaction - INFO - Epoch [18][260/1345] lr: 1.000e-02, eta: 13:10:58, time: 0.717, data_time: 0.003, memory: 7129, top1_acc: 0.4125, top5_acc: 0.7031, loss_cls: 2.3870, loss: 2.3870, grad_norm: 6.3252 2021-06-07 22:51:27,072 - mmaction - INFO - Epoch [18][280/1345] lr: 1.000e-02, eta: 13:10:26, time: 0.818, data_time: 0.002, memory: 7129, top1_acc: 0.4250, top5_acc: 0.7141, loss_cls: 2.3353, loss: 2.3353, grad_norm: 6.3220 2021-06-07 22:51:40,612 - mmaction - INFO - Epoch [18][300/1345] lr: 1.000e-02, eta: 13:09:50, time: 0.677, data_time: 0.002, memory: 7129, top1_acc: 0.4148, top5_acc: 0.6820, loss_cls: 2.5023, loss: 2.5023, grad_norm: 6.2073 2021-06-07 22:51:55,684 - mmaction - INFO - Epoch [18][320/1345] lr: 1.000e-02, eta: 13:09:16, time: 0.752, data_time: 0.001, memory: 7129, top1_acc: 0.4313, top5_acc: 0.7070, loss_cls: 2.3549, loss: 2.3549, grad_norm: 6.2676 2021-06-07 22:52:10,179 - mmaction - INFO - Epoch [18][340/1345] lr: 1.000e-02, eta: 13:08:41, time: 0.726, data_time: 0.003, memory: 7129, top1_acc: 0.3922, top5_acc: 0.6883, loss_cls: 2.4558, loss: 2.4558, grad_norm: 6.2940 2021-06-07 22:52:25,179 - mmaction - INFO - Epoch [18][360/1345] lr: 1.000e-02, eta: 13:08:07, time: 0.750, data_time: 0.001, memory: 7129, top1_acc: 0.3891, top5_acc: 0.6859, loss_cls: 2.4865, loss: 2.4865, grad_norm: 6.3742 2021-06-07 22:52:39,316 - mmaction - INFO - Epoch [18][380/1345] lr: 1.000e-02, eta: 13:07:32, time: 0.706, data_time: 0.001, memory: 7129, top1_acc: 0.4008, top5_acc: 0.6984, loss_cls: 2.3738, loss: 2.3738, grad_norm: 6.2506 2021-06-07 22:52:54,687 - mmaction - INFO - Epoch [18][400/1345] lr: 1.000e-02, eta: 13:06:59, time: 0.768, data_time: 0.002, memory: 7129, top1_acc: 0.3937, top5_acc: 0.7031, loss_cls: 2.4245, loss: 2.4245, grad_norm: 6.3383 2021-06-07 22:53:10,626 - mmaction - INFO - Epoch [18][420/1345] lr: 1.000e-02, eta: 13:06:27, time: 0.797, data_time: 0.002, memory: 7129, top1_acc: 0.4203, top5_acc: 0.6937, loss_cls: 2.4109, loss: 2.4109, grad_norm: 6.3863 2021-06-07 22:53:26,563 - mmaction - INFO - Epoch [18][440/1345] lr: 1.000e-02, eta: 13:05:55, time: 0.797, data_time: 0.002, memory: 7129, top1_acc: 0.4078, top5_acc: 0.6883, loss_cls: 2.5095, loss: 2.5095, grad_norm: 6.1429 2021-06-07 22:53:40,341 - mmaction - INFO - Epoch [18][460/1345] lr: 1.000e-02, eta: 13:05:19, time: 0.688, data_time: 0.001, memory: 7129, top1_acc: 0.4188, top5_acc: 0.7078, loss_cls: 2.3457, loss: 2.3457, grad_norm: 6.3036 2021-06-07 22:53:55,121 - mmaction - INFO - Epoch [18][480/1345] lr: 1.000e-02, eta: 13:04:45, time: 0.740, data_time: 0.002, memory: 7129, top1_acc: 0.4031, top5_acc: 0.6898, loss_cls: 2.4881, loss: 2.4881, grad_norm: 6.3302 2021-06-07 22:54:11,608 - mmaction - INFO - Epoch [18][500/1345] lr: 1.000e-02, eta: 13:04:14, time: 0.824, data_time: 0.001, memory: 7129, top1_acc: 0.3883, top5_acc: 0.6828, loss_cls: 2.4945, loss: 2.4945, grad_norm: 6.4269 2021-06-07 22:54:26,743 - mmaction - INFO - Epoch [18][520/1345] lr: 1.000e-02, eta: 13:03:41, time: 0.756, data_time: 0.001, memory: 7129, top1_acc: 0.4188, top5_acc: 0.7133, loss_cls: 2.3557, loss: 2.3557, grad_norm: 6.0150 2021-06-07 22:54:43,966 - mmaction - INFO - Epoch [18][540/1345] lr: 1.000e-02, eta: 13:03:12, time: 0.861, data_time: 0.001, memory: 7129, top1_acc: 0.3992, top5_acc: 0.6977, loss_cls: 2.4486, loss: 2.4486, grad_norm: 6.2471 2021-06-07 22:54:58,694 - mmaction - INFO - Epoch [18][560/1345] lr: 1.000e-02, eta: 13:02:38, time: 0.736, data_time: 0.001, memory: 7129, top1_acc: 0.3992, top5_acc: 0.7039, loss_cls: 2.3806, loss: 2.3806, grad_norm: 6.1611 2021-06-07 22:55:14,899 - mmaction - INFO - Epoch [18][580/1345] lr: 1.000e-02, eta: 13:02:07, time: 0.810, data_time: 0.001, memory: 7129, top1_acc: 0.4141, top5_acc: 0.6859, loss_cls: 2.4866, loss: 2.4866, grad_norm: 6.2110 2021-06-07 22:55:30,211 - mmaction - INFO - Epoch [18][600/1345] lr: 1.000e-02, eta: 13:01:34, time: 0.766, data_time: 0.002, memory: 7129, top1_acc: 0.4172, top5_acc: 0.6898, loss_cls: 2.4085, loss: 2.4085, grad_norm: 6.0256 2021-06-07 22:55:46,494 - mmaction - INFO - Epoch [18][620/1345] lr: 1.000e-02, eta: 13:01:03, time: 0.813, data_time: 0.001, memory: 7129, top1_acc: 0.4180, top5_acc: 0.7164, loss_cls: 2.3607, loss: 2.3607, grad_norm: 6.0017 2021-06-07 22:56:03,823 - mmaction - INFO - Epoch [18][640/1345] lr: 1.000e-02, eta: 13:00:34, time: 0.868, data_time: 0.002, memory: 7129, top1_acc: 0.3961, top5_acc: 0.6836, loss_cls: 2.4726, loss: 2.4726, grad_norm: 6.3589 2021-06-07 22:56:17,886 - mmaction - INFO - Epoch [18][660/1345] lr: 1.000e-02, eta: 12:59:59, time: 0.703, data_time: 0.001, memory: 7129, top1_acc: 0.4461, top5_acc: 0.7078, loss_cls: 2.3210, loss: 2.3210, grad_norm: 6.1785 2021-06-07 22:56:32,325 - mmaction - INFO - Epoch [18][680/1345] lr: 1.000e-02, eta: 12:59:24, time: 0.722, data_time: 0.001, memory: 7129, top1_acc: 0.4156, top5_acc: 0.7023, loss_cls: 2.4035, loss: 2.4035, grad_norm: 6.4287 2021-06-07 22:56:47,496 - mmaction - INFO - Epoch [18][700/1345] lr: 1.000e-02, eta: 12:58:51, time: 0.759, data_time: 0.002, memory: 7129, top1_acc: 0.4164, top5_acc: 0.6875, loss_cls: 2.4146, loss: 2.4146, grad_norm: 6.0814 2021-06-07 22:57:03,536 - mmaction - INFO - Epoch [18][720/1345] lr: 1.000e-02, eta: 12:58:20, time: 0.802, data_time: 0.001, memory: 7129, top1_acc: 0.3906, top5_acc: 0.6930, loss_cls: 2.4688, loss: 2.4688, grad_norm: 6.2321 2021-06-07 22:57:19,512 - mmaction - INFO - Epoch [18][740/1345] lr: 1.000e-02, eta: 12:57:49, time: 0.799, data_time: 0.001, memory: 7129, top1_acc: 0.4133, top5_acc: 0.6922, loss_cls: 2.4034, loss: 2.4034, grad_norm: 6.0782 2021-06-07 22:57:34,389 - mmaction - INFO - Epoch [18][760/1345] lr: 1.000e-02, eta: 12:57:15, time: 0.744, data_time: 0.001, memory: 7129, top1_acc: 0.4133, top5_acc: 0.7258, loss_cls: 2.3501, loss: 2.3501, grad_norm: 6.0254 2021-06-07 22:57:49,370 - mmaction - INFO - Epoch [18][780/1345] lr: 1.000e-02, eta: 12:56:42, time: 0.749, data_time: 0.001, memory: 7129, top1_acc: 0.4469, top5_acc: 0.7164, loss_cls: 2.2963, loss: 2.2963, grad_norm: 6.0927 2021-06-07 22:58:03,646 - mmaction - INFO - Epoch [18][800/1345] lr: 1.000e-02, eta: 12:56:08, time: 0.713, data_time: 0.001, memory: 7129, top1_acc: 0.4094, top5_acc: 0.7016, loss_cls: 2.3982, loss: 2.3982, grad_norm: 6.3688 2021-06-07 22:58:19,800 - mmaction - INFO - Epoch [18][820/1345] lr: 1.000e-02, eta: 12:55:37, time: 0.808, data_time: 0.003, memory: 7129, top1_acc: 0.4281, top5_acc: 0.7375, loss_cls: 2.3121, loss: 2.3121, grad_norm: 6.1591 2021-06-07 22:58:34,902 - mmaction - INFO - Epoch [18][840/1345] lr: 1.000e-02, eta: 12:55:04, time: 0.755, data_time: 0.001, memory: 7129, top1_acc: 0.4109, top5_acc: 0.7125, loss_cls: 2.3708, loss: 2.3708, grad_norm: 6.1855 2021-06-07 22:58:53,302 - mmaction - INFO - Epoch [18][860/1345] lr: 1.000e-02, eta: 12:54:37, time: 0.920, data_time: 0.002, memory: 7129, top1_acc: 0.4250, top5_acc: 0.7063, loss_cls: 2.3305, loss: 2.3305, grad_norm: 6.2870 2021-06-07 22:59:06,201 - mmaction - INFO - Epoch [18][880/1345] lr: 1.000e-02, eta: 12:54:00, time: 0.645, data_time: 0.001, memory: 7129, top1_acc: 0.4164, top5_acc: 0.7164, loss_cls: 2.3426, loss: 2.3426, grad_norm: 6.1591 2021-06-07 22:59:22,606 - mmaction - INFO - Epoch [18][900/1345] lr: 1.000e-02, eta: 12:53:30, time: 0.820, data_time: 0.003, memory: 7129, top1_acc: 0.4016, top5_acc: 0.6898, loss_cls: 2.4347, loss: 2.4347, grad_norm: 6.4990 2021-06-07 22:59:35,992 - mmaction - INFO - Epoch [18][920/1345] lr: 1.000e-02, eta: 12:52:54, time: 0.669, data_time: 0.001, memory: 7129, top1_acc: 0.3992, top5_acc: 0.6883, loss_cls: 2.4372, loss: 2.4372, grad_norm: 5.8782 2021-06-07 22:59:51,199 - mmaction - INFO - Epoch [18][940/1345] lr: 1.000e-02, eta: 12:52:21, time: 0.760, data_time: 0.001, memory: 7129, top1_acc: 0.4313, top5_acc: 0.6961, loss_cls: 2.4313, loss: 2.4313, grad_norm: 6.1050 2021-06-07 23:00:05,841 - mmaction - INFO - Epoch [18][960/1345] lr: 1.000e-02, eta: 12:51:48, time: 0.732, data_time: 0.002, memory: 7129, top1_acc: 0.4164, top5_acc: 0.6898, loss_cls: 2.4099, loss: 2.4099, grad_norm: 6.2024 2021-06-07 23:00:22,105 - mmaction - INFO - Epoch [18][980/1345] lr: 1.000e-02, eta: 12:51:17, time: 0.811, data_time: 0.001, memory: 7129, top1_acc: 0.4023, top5_acc: 0.6922, loss_cls: 2.4185, loss: 2.4185, grad_norm: 6.3910 2021-06-07 23:00:35,661 - mmaction - INFO - Epoch [18][1000/1345] lr: 1.000e-02, eta: 12:50:42, time: 0.680, data_time: 0.003, memory: 7129, top1_acc: 0.3773, top5_acc: 0.6945, loss_cls: 2.4786, loss: 2.4786, grad_norm: 6.3652 2021-06-07 23:00:50,843 - mmaction - INFO - Epoch [18][1020/1345] lr: 1.000e-02, eta: 12:50:09, time: 0.760, data_time: 0.001, memory: 7129, top1_acc: 0.4250, top5_acc: 0.6937, loss_cls: 2.3897, loss: 2.3897, grad_norm: 6.3060 2021-06-07 23:01:07,113 - mmaction - INFO - Epoch [18][1040/1345] lr: 1.000e-02, eta: 12:49:39, time: 0.813, data_time: 0.001, memory: 7129, top1_acc: 0.3992, top5_acc: 0.6797, loss_cls: 2.5106, loss: 2.5106, grad_norm: 5.9455 2021-06-07 23:01:22,190 - mmaction - INFO - Epoch [18][1060/1345] lr: 1.000e-02, eta: 12:49:06, time: 0.752, data_time: 0.001, memory: 7129, top1_acc: 0.4109, top5_acc: 0.7094, loss_cls: 2.3225, loss: 2.3225, grad_norm: 6.2346 2021-06-07 23:01:36,374 - mmaction - INFO - Epoch [18][1080/1345] lr: 1.000e-02, eta: 12:48:32, time: 0.711, data_time: 0.003, memory: 7129, top1_acc: 0.4016, top5_acc: 0.6898, loss_cls: 2.4563, loss: 2.4563, grad_norm: 6.2299 2021-06-07 23:01:52,554 - mmaction - INFO - Epoch [18][1100/1345] lr: 1.000e-02, eta: 12:48:02, time: 0.809, data_time: 0.001, memory: 7129, top1_acc: 0.4250, top5_acc: 0.7086, loss_cls: 2.3724, loss: 2.3724, grad_norm: 6.1434 2021-06-07 23:02:06,723 - mmaction - INFO - Epoch [18][1120/1345] lr: 1.000e-02, eta: 12:47:27, time: 0.708, data_time: 0.001, memory: 7129, top1_acc: 0.4188, top5_acc: 0.6992, loss_cls: 2.3861, loss: 2.3861, grad_norm: 6.4848 2021-06-07 23:02:20,486 - mmaction - INFO - Epoch [18][1140/1345] lr: 1.000e-02, eta: 12:46:53, time: 0.688, data_time: 0.002, memory: 7129, top1_acc: 0.4148, top5_acc: 0.7156, loss_cls: 2.4130, loss: 2.4130, grad_norm: 6.3875 2021-06-07 23:02:35,853 - mmaction - INFO - Epoch [18][1160/1345] lr: 1.000e-02, eta: 12:46:21, time: 0.769, data_time: 0.002, memory: 7129, top1_acc: 0.3852, top5_acc: 0.6773, loss_cls: 2.5287, loss: 2.5287, grad_norm: 5.9185 2021-06-07 23:02:50,452 - mmaction - INFO - Epoch [18][1180/1345] lr: 1.000e-02, eta: 12:45:47, time: 0.730, data_time: 0.001, memory: 7129, top1_acc: 0.4117, top5_acc: 0.7102, loss_cls: 2.3607, loss: 2.3607, grad_norm: 6.0740 2021-06-07 23:03:07,040 - mmaction - INFO - Epoch [18][1200/1345] lr: 1.000e-02, eta: 12:45:18, time: 0.829, data_time: 0.001, memory: 7129, top1_acc: 0.4250, top5_acc: 0.6922, loss_cls: 2.4513, loss: 2.4513, grad_norm: 6.1161 2021-06-07 23:03:21,075 - mmaction - INFO - Epoch [18][1220/1345] lr: 1.000e-02, eta: 12:44:43, time: 0.702, data_time: 0.002, memory: 7129, top1_acc: 0.4023, top5_acc: 0.7133, loss_cls: 2.3808, loss: 2.3808, grad_norm: 6.3741 2021-06-07 23:03:35,497 - mmaction - INFO - Epoch [18][1240/1345] lr: 1.000e-02, eta: 12:44:10, time: 0.720, data_time: 0.001, memory: 7129, top1_acc: 0.4188, top5_acc: 0.7047, loss_cls: 2.3510, loss: 2.3510, grad_norm: 6.1460 2021-06-07 23:03:51,681 - mmaction - INFO - Epoch [18][1260/1345] lr: 1.000e-02, eta: 12:43:40, time: 0.810, data_time: 0.002, memory: 7129, top1_acc: 0.4094, top5_acc: 0.7055, loss_cls: 2.3758, loss: 2.3758, grad_norm: 6.0472 2021-06-07 23:04:05,510 - mmaction - INFO - Epoch [18][1280/1345] lr: 1.000e-02, eta: 12:43:05, time: 0.692, data_time: 0.004, memory: 7129, top1_acc: 0.4148, top5_acc: 0.7000, loss_cls: 2.4208, loss: 2.4208, grad_norm: 6.0059 2021-06-07 23:04:20,053 - mmaction - INFO - Epoch [18][1300/1345] lr: 1.000e-02, eta: 12:42:32, time: 0.728, data_time: 0.002, memory: 7129, top1_acc: 0.4062, top5_acc: 0.7031, loss_cls: 2.3746, loss: 2.3746, grad_norm: 6.2047 2021-06-07 23:04:36,591 - mmaction - INFO - Epoch [18][1320/1345] lr: 1.000e-02, eta: 12:42:02, time: 0.827, data_time: 0.001, memory: 7129, top1_acc: 0.4047, top5_acc: 0.7016, loss_cls: 2.4057, loss: 2.4057, grad_norm: 6.0856 2021-06-07 23:04:51,490 - mmaction - INFO - Epoch [18][1340/1345] lr: 1.000e-02, eta: 12:41:30, time: 0.745, data_time: 0.001, memory: 7129, top1_acc: 0.4039, top5_acc: 0.6836, loss_cls: 2.4749, loss: 2.4749, grad_norm: 6.3164 2021-06-07 23:04:59,428 - mmaction - INFO - Saving checkpoint at 18 epochs 2021-06-07 23:12:34,401 - mmaction - INFO - Epoch [19][20/1345] lr: 1.000e-02, eta: 12:53:42, time: 22.697, data_time: 22.032, memory: 7129, top1_acc: 0.4172, top5_acc: 0.7008, loss_cls: 2.3444, loss: 2.3444, grad_norm: 6.1484 2021-06-07 23:12:45,103 - mmaction - INFO - Epoch [19][40/1345] lr: 1.000e-02, eta: 12:53:01, time: 0.538, data_time: 0.005, memory: 7129, top1_acc: 0.4148, top5_acc: 0.6930, loss_cls: 2.4554, loss: 2.4554, grad_norm: 6.0297 2021-06-07 23:12:55,809 - mmaction - INFO - Epoch [19][60/1345] lr: 1.000e-02, eta: 12:52:21, time: 0.534, data_time: 0.001, memory: 7129, top1_acc: 0.4305, top5_acc: 0.7109, loss_cls: 2.3261, loss: 2.3261, grad_norm: 5.9895 2021-06-07 23:13:06,592 - mmaction - INFO - Epoch [19][80/1345] lr: 1.000e-02, eta: 12:51:40, time: 0.540, data_time: 0.003, memory: 7129, top1_acc: 0.4133, top5_acc: 0.6906, loss_cls: 2.4158, loss: 2.4158, grad_norm: 6.1980 2021-06-07 23:13:17,345 - mmaction - INFO - Epoch [19][100/1345] lr: 1.000e-02, eta: 12:50:59, time: 0.537, data_time: 0.002, memory: 7129, top1_acc: 0.4328, top5_acc: 0.7242, loss_cls: 2.2665, loss: 2.2665, grad_norm: 6.3721 2021-06-07 23:13:28,171 - mmaction - INFO - Epoch [19][120/1345] lr: 1.000e-02, eta: 12:50:19, time: 0.540, data_time: 0.002, memory: 7129, top1_acc: 0.4172, top5_acc: 0.7133, loss_cls: 2.3975, loss: 2.3975, grad_norm: 6.1550 2021-06-07 23:13:39,072 - mmaction - INFO - Epoch [19][140/1345] lr: 1.000e-02, eta: 12:49:39, time: 0.548, data_time: 0.003, memory: 7129, top1_acc: 0.4016, top5_acc: 0.7211, loss_cls: 2.3789, loss: 2.3789, grad_norm: 6.1893 2021-06-07 23:13:50,233 - mmaction - INFO - Epoch [19][160/1345] lr: 1.000e-02, eta: 12:48:59, time: 0.558, data_time: 0.001, memory: 7129, top1_acc: 0.4367, top5_acc: 0.7266, loss_cls: 2.2639, loss: 2.2639, grad_norm: 5.9613 2021-06-07 23:14:01,320 - mmaction - INFO - Epoch [19][180/1345] lr: 1.000e-02, eta: 12:48:19, time: 0.554, data_time: 0.001, memory: 7129, top1_acc: 0.4219, top5_acc: 0.7125, loss_cls: 2.3756, loss: 2.3756, grad_norm: 6.0976 2021-06-07 23:14:13,801 - mmaction - INFO - Epoch [19][200/1345] lr: 1.000e-02, eta: 12:47:42, time: 0.625, data_time: 0.003, memory: 7129, top1_acc: 0.4320, top5_acc: 0.7359, loss_cls: 2.2677, loss: 2.2677, grad_norm: 6.3724 2021-06-07 23:14:25,778 - mmaction - INFO - Epoch [19][220/1345] lr: 1.000e-02, eta: 12:47:03, time: 0.599, data_time: 0.001, memory: 7129, top1_acc: 0.4414, top5_acc: 0.7086, loss_cls: 2.3402, loss: 2.3402, grad_norm: 6.1376 2021-06-07 23:14:38,122 - mmaction - INFO - Epoch [19][240/1345] lr: 1.000e-02, eta: 12:46:26, time: 0.617, data_time: 0.002, memory: 7129, top1_acc: 0.4055, top5_acc: 0.6820, loss_cls: 2.4860, loss: 2.4860, grad_norm: 6.5809 2021-06-07 23:14:53,660 - mmaction - INFO - Epoch [19][260/1345] lr: 1.000e-02, eta: 12:45:54, time: 0.777, data_time: 0.001, memory: 7129, top1_acc: 0.4211, top5_acc: 0.7008, loss_cls: 2.3579, loss: 2.3579, grad_norm: 5.9835 2021-06-07 23:15:08,155 - mmaction - INFO - Epoch [19][280/1345] lr: 1.000e-02, eta: 12:45:20, time: 0.725, data_time: 0.002, memory: 7129, top1_acc: 0.4406, top5_acc: 0.7359, loss_cls: 2.2473, loss: 2.2473, grad_norm: 6.1909 2021-06-07 23:15:22,109 - mmaction - INFO - Epoch [19][300/1345] lr: 1.000e-02, eta: 12:44:46, time: 0.698, data_time: 0.002, memory: 7129, top1_acc: 0.4242, top5_acc: 0.7211, loss_cls: 2.3507, loss: 2.3507, grad_norm: 6.3371 2021-06-07 23:15:34,552 - mmaction - INFO - Epoch [19][320/1345] lr: 1.000e-02, eta: 12:44:09, time: 0.623, data_time: 0.001, memory: 7129, top1_acc: 0.4227, top5_acc: 0.7172, loss_cls: 2.3274, loss: 2.3274, grad_norm: 6.1834 2021-06-07 23:15:50,263 - mmaction - INFO - Epoch [19][340/1345] lr: 1.000e-02, eta: 12:43:37, time: 0.785, data_time: 0.001, memory: 7129, top1_acc: 0.3992, top5_acc: 0.6875, loss_cls: 2.4513, loss: 2.4513, grad_norm: 6.4524 2021-06-07 23:16:04,377 - mmaction - INFO - Epoch [19][360/1345] lr: 1.000e-02, eta: 12:43:03, time: 0.706, data_time: 0.002, memory: 7129, top1_acc: 0.4047, top5_acc: 0.6805, loss_cls: 2.4570, loss: 2.4570, grad_norm: 6.0184 2021-06-07 23:16:17,920 - mmaction - INFO - Epoch [19][380/1345] lr: 1.000e-02, eta: 12:42:28, time: 0.677, data_time: 0.001, memory: 7129, top1_acc: 0.4242, top5_acc: 0.7016, loss_cls: 2.3813, loss: 2.3813, grad_norm: 6.0104 2021-06-07 23:16:33,261 - mmaction - INFO - Epoch [19][400/1345] lr: 1.000e-02, eta: 12:41:56, time: 0.767, data_time: 0.001, memory: 7129, top1_acc: 0.4422, top5_acc: 0.7133, loss_cls: 2.2932, loss: 2.2932, grad_norm: 5.8615 2021-06-07 23:16:47,717 - mmaction - INFO - Epoch [19][420/1345] lr: 1.000e-02, eta: 12:41:22, time: 0.723, data_time: 0.001, memory: 7129, top1_acc: 0.4070, top5_acc: 0.6969, loss_cls: 2.4313, loss: 2.4313, grad_norm: 6.1534 2021-06-07 23:17:02,796 - mmaction - INFO - Epoch [19][440/1345] lr: 1.000e-02, eta: 12:40:50, time: 0.753, data_time: 0.001, memory: 7129, top1_acc: 0.4328, top5_acc: 0.7125, loss_cls: 2.3442, loss: 2.3442, grad_norm: 6.1230 2021-06-07 23:17:17,456 - mmaction - INFO - Epoch [19][460/1345] lr: 1.000e-02, eta: 12:40:17, time: 0.734, data_time: 0.002, memory: 7129, top1_acc: 0.3945, top5_acc: 0.7172, loss_cls: 2.3706, loss: 2.3706, grad_norm: 5.8628 2021-06-07 23:17:31,997 - mmaction - INFO - Epoch [19][480/1345] lr: 1.000e-02, eta: 12:39:43, time: 0.727, data_time: 0.001, memory: 7129, top1_acc: 0.4375, top5_acc: 0.7219, loss_cls: 2.3342, loss: 2.3342, grad_norm: 5.9591 2021-06-07 23:17:47,256 - mmaction - INFO - Epoch [19][500/1345] lr: 1.000e-02, eta: 12:39:11, time: 0.763, data_time: 0.001, memory: 7129, top1_acc: 0.4242, top5_acc: 0.7055, loss_cls: 2.3552, loss: 2.3552, grad_norm: 6.3501 2021-06-07 23:18:02,283 - mmaction - INFO - Epoch [19][520/1345] lr: 1.000e-02, eta: 12:38:39, time: 0.751, data_time: 0.001, memory: 7129, top1_acc: 0.4234, top5_acc: 0.7211, loss_cls: 2.3324, loss: 2.3324, grad_norm: 6.1905 2021-06-07 23:18:16,844 - mmaction - INFO - Epoch [19][540/1345] lr: 1.000e-02, eta: 12:38:06, time: 0.728, data_time: 0.001, memory: 7129, top1_acc: 0.4125, top5_acc: 0.6820, loss_cls: 2.4519, loss: 2.4519, grad_norm: 6.3467 2021-06-07 23:18:33,411 - mmaction - INFO - Epoch [19][560/1345] lr: 1.000e-02, eta: 12:37:36, time: 0.828, data_time: 0.001, memory: 7129, top1_acc: 0.4273, top5_acc: 0.7016, loss_cls: 2.3391, loss: 2.3391, grad_norm: 6.0808 2021-06-07 23:18:47,717 - mmaction - INFO - Epoch [19][580/1345] lr: 1.000e-02, eta: 12:37:02, time: 0.715, data_time: 0.001, memory: 7129, top1_acc: 0.4180, top5_acc: 0.7133, loss_cls: 2.3463, loss: 2.3463, grad_norm: 6.1416 2021-06-07 23:19:04,018 - mmaction - INFO - Epoch [19][600/1345] lr: 1.000e-02, eta: 12:36:32, time: 0.815, data_time: 0.001, memory: 7129, top1_acc: 0.4164, top5_acc: 0.6961, loss_cls: 2.3993, loss: 2.3993, grad_norm: 6.2076 2021-06-07 23:19:19,386 - mmaction - INFO - Epoch [19][620/1345] lr: 1.000e-02, eta: 12:36:01, time: 0.768, data_time: 0.001, memory: 7129, top1_acc: 0.4422, top5_acc: 0.7297, loss_cls: 2.2653, loss: 2.2653, grad_norm: 6.1457 2021-06-07 23:19:34,045 - mmaction - INFO - Epoch [19][640/1345] lr: 1.000e-02, eta: 12:35:28, time: 0.733, data_time: 0.002, memory: 7129, top1_acc: 0.3906, top5_acc: 0.6883, loss_cls: 2.4602, loss: 2.4602, grad_norm: 6.1139 2021-06-07 23:19:50,846 - mmaction - INFO - Epoch [19][660/1345] lr: 1.000e-02, eta: 12:34:59, time: 0.840, data_time: 0.001, memory: 7129, top1_acc: 0.3914, top5_acc: 0.7188, loss_cls: 2.4040, loss: 2.4040, grad_norm: 6.0868 2021-06-07 23:20:07,365 - mmaction - INFO - Epoch [19][680/1345] lr: 1.000e-02, eta: 12:34:29, time: 0.824, data_time: 0.002, memory: 7129, top1_acc: 0.3945, top5_acc: 0.6930, loss_cls: 2.3856, loss: 2.3856, grad_norm: 6.2224 2021-06-07 23:20:22,767 - mmaction - INFO - Epoch [19][700/1345] lr: 1.000e-02, eta: 12:33:57, time: 0.772, data_time: 0.003, memory: 7129, top1_acc: 0.4437, top5_acc: 0.7008, loss_cls: 2.3471, loss: 2.3471, grad_norm: 6.0239 2021-06-07 23:20:38,141 - mmaction - INFO - Epoch [19][720/1345] lr: 1.000e-02, eta: 12:33:26, time: 0.768, data_time: 0.001, memory: 7129, top1_acc: 0.4289, top5_acc: 0.7234, loss_cls: 2.3346, loss: 2.3346, grad_norm: 6.0589 2021-06-07 23:20:54,008 - mmaction - INFO - Epoch [19][740/1345] lr: 1.000e-02, eta: 12:32:55, time: 0.793, data_time: 0.001, memory: 7129, top1_acc: 0.4141, top5_acc: 0.7125, loss_cls: 2.3895, loss: 2.3895, grad_norm: 6.3657 2021-06-07 23:21:08,350 - mmaction - INFO - Epoch [19][760/1345] lr: 1.000e-02, eta: 12:32:22, time: 0.717, data_time: 0.001, memory: 7129, top1_acc: 0.4188, top5_acc: 0.6984, loss_cls: 2.4345, loss: 2.4345, grad_norm: 6.1491 2021-06-07 23:21:23,855 - mmaction - INFO - Epoch [19][780/1345] lr: 1.000e-02, eta: 12:31:51, time: 0.776, data_time: 0.003, memory: 7129, top1_acc: 0.4109, top5_acc: 0.6922, loss_cls: 2.4541, loss: 2.4541, grad_norm: 6.3874 2021-06-07 23:21:39,449 - mmaction - INFO - Epoch [19][800/1345] lr: 1.000e-02, eta: 12:31:20, time: 0.780, data_time: 0.001, memory: 7129, top1_acc: 0.4016, top5_acc: 0.6906, loss_cls: 2.4732, loss: 2.4732, grad_norm: 6.1833 2021-06-07 23:21:56,309 - mmaction - INFO - Epoch [19][820/1345] lr: 1.000e-02, eta: 12:30:51, time: 0.843, data_time: 0.001, memory: 7129, top1_acc: 0.3977, top5_acc: 0.6742, loss_cls: 2.4745, loss: 2.4745, grad_norm: 5.8547 2021-06-07 23:22:10,948 - mmaction - INFO - Epoch [19][840/1345] lr: 1.000e-02, eta: 12:30:18, time: 0.732, data_time: 0.001, memory: 7129, top1_acc: 0.4094, top5_acc: 0.7063, loss_cls: 2.3783, loss: 2.3783, grad_norm: 6.0396 2021-06-07 23:22:26,424 - mmaction - INFO - Epoch [19][860/1345] lr: 1.000e-02, eta: 12:29:47, time: 0.774, data_time: 0.001, memory: 7129, top1_acc: 0.4172, top5_acc: 0.7023, loss_cls: 2.4092, loss: 2.4092, grad_norm: 6.2313 2021-06-07 23:22:41,603 - mmaction - INFO - Epoch [19][880/1345] lr: 1.000e-02, eta: 12:29:15, time: 0.759, data_time: 0.001, memory: 7129, top1_acc: 0.4008, top5_acc: 0.7016, loss_cls: 2.4497, loss: 2.4497, grad_norm: 6.4094 2021-06-07 23:22:58,584 - mmaction - INFO - Epoch [19][900/1345] lr: 1.000e-02, eta: 12:28:47, time: 0.849, data_time: 0.001, memory: 7129, top1_acc: 0.4141, top5_acc: 0.7000, loss_cls: 2.4114, loss: 2.4114, grad_norm: 6.0300 2021-06-07 23:23:13,183 - mmaction - INFO - Epoch [19][920/1345] lr: 1.000e-02, eta: 12:28:14, time: 0.730, data_time: 0.001, memory: 7129, top1_acc: 0.4023, top5_acc: 0.7023, loss_cls: 2.4325, loss: 2.4325, grad_norm: 6.4664 2021-06-07 23:23:29,318 - mmaction - INFO - Epoch [19][940/1345] lr: 1.000e-02, eta: 12:27:44, time: 0.807, data_time: 0.001, memory: 7129, top1_acc: 0.4281, top5_acc: 0.7133, loss_cls: 2.3302, loss: 2.3302, grad_norm: 5.9971 2021-06-07 23:23:44,433 - mmaction - INFO - Epoch [19][960/1345] lr: 1.000e-02, eta: 12:27:12, time: 0.755, data_time: 0.001, memory: 7129, top1_acc: 0.4305, top5_acc: 0.7125, loss_cls: 2.3231, loss: 2.3231, grad_norm: 6.2720 2021-06-07 23:24:02,178 - mmaction - INFO - Epoch [19][980/1345] lr: 1.000e-02, eta: 12:26:45, time: 0.887, data_time: 0.002, memory: 7129, top1_acc: 0.4078, top5_acc: 0.7156, loss_cls: 2.3530, loss: 2.3530, grad_norm: 6.3159 2021-06-07 23:24:18,238 - mmaction - INFO - Epoch [19][1000/1345] lr: 1.000e-02, eta: 12:26:15, time: 0.803, data_time: 0.002, memory: 7129, top1_acc: 0.4016, top5_acc: 0.6977, loss_cls: 2.4228, loss: 2.4228, grad_norm: 6.2458 2021-06-07 23:24:34,360 - mmaction - INFO - Epoch [19][1020/1345] lr: 1.000e-02, eta: 12:25:45, time: 0.806, data_time: 0.001, memory: 7129, top1_acc: 0.4125, top5_acc: 0.7000, loss_cls: 2.4039, loss: 2.4039, grad_norm: 6.1264 2021-06-07 23:24:50,916 - mmaction - INFO - Epoch [19][1040/1345] lr: 1.000e-02, eta: 12:25:16, time: 0.828, data_time: 0.001, memory: 7129, top1_acc: 0.4203, top5_acc: 0.7102, loss_cls: 2.3925, loss: 2.3925, grad_norm: 6.3218 2021-06-07 23:25:06,543 - mmaction - INFO - Epoch [19][1060/1345] lr: 1.000e-02, eta: 12:24:45, time: 0.781, data_time: 0.001, memory: 7129, top1_acc: 0.4406, top5_acc: 0.7156, loss_cls: 2.2956, loss: 2.2956, grad_norm: 6.4244 2021-06-07 23:25:23,581 - mmaction - INFO - Epoch [19][1080/1345] lr: 1.000e-02, eta: 12:24:17, time: 0.853, data_time: 0.002, memory: 7129, top1_acc: 0.4211, top5_acc: 0.7234, loss_cls: 2.3575, loss: 2.3575, grad_norm: 6.3018 2021-06-07 23:25:39,221 - mmaction - INFO - Epoch [19][1100/1345] lr: 1.000e-02, eta: 12:23:46, time: 0.782, data_time: 0.001, memory: 7129, top1_acc: 0.4156, top5_acc: 0.7094, loss_cls: 2.3589, loss: 2.3589, grad_norm: 6.2370 2021-06-07 23:25:54,494 - mmaction - INFO - Epoch [19][1120/1345] lr: 1.000e-02, eta: 12:23:15, time: 0.763, data_time: 0.001, memory: 7129, top1_acc: 0.4141, top5_acc: 0.6875, loss_cls: 2.4148, loss: 2.4148, grad_norm: 6.2704 2021-06-07 23:26:09,139 - mmaction - INFO - Epoch [19][1140/1345] lr: 1.000e-02, eta: 12:22:43, time: 0.733, data_time: 0.002, memory: 7129, top1_acc: 0.4211, top5_acc: 0.7148, loss_cls: 2.3375, loss: 2.3375, grad_norm: 6.2103 2021-06-07 23:26:24,140 - mmaction - INFO - Epoch [19][1160/1345] lr: 1.000e-02, eta: 12:22:11, time: 0.749, data_time: 0.002, memory: 7129, top1_acc: 0.3953, top5_acc: 0.6961, loss_cls: 2.4051, loss: 2.4051, grad_norm: 6.2074 2021-06-07 23:26:41,479 - mmaction - INFO - Epoch [19][1180/1345] lr: 1.000e-02, eta: 12:21:43, time: 0.867, data_time: 0.002, memory: 7129, top1_acc: 0.4164, top5_acc: 0.6828, loss_cls: 2.4876, loss: 2.4876, grad_norm: 5.9312 2021-06-07 23:26:59,054 - mmaction - INFO - Epoch [19][1200/1345] lr: 1.000e-02, eta: 12:21:16, time: 0.879, data_time: 0.001, memory: 7129, top1_acc: 0.4047, top5_acc: 0.7203, loss_cls: 2.3739, loss: 2.3739, grad_norm: 6.3589 2021-06-07 23:27:14,197 - mmaction - INFO - Epoch [19][1220/1345] lr: 1.000e-02, eta: 12:20:45, time: 0.757, data_time: 0.001, memory: 7129, top1_acc: 0.4336, top5_acc: 0.6898, loss_cls: 2.3894, loss: 2.3894, grad_norm: 5.9281 2021-06-07 23:27:29,225 - mmaction - INFO - Epoch [19][1240/1345] lr: 1.000e-02, eta: 12:20:13, time: 0.751, data_time: 0.001, memory: 7129, top1_acc: 0.4430, top5_acc: 0.7000, loss_cls: 2.3324, loss: 2.3324, grad_norm: 6.2466 2021-06-07 23:27:44,962 - mmaction - INFO - Epoch [19][1260/1345] lr: 1.000e-02, eta: 12:19:43, time: 0.785, data_time: 0.001, memory: 7129, top1_acc: 0.4070, top5_acc: 0.7047, loss_cls: 2.4333, loss: 2.4333, grad_norm: 6.0888 2021-06-07 23:28:01,273 - mmaction - INFO - Epoch [19][1280/1345] lr: 1.000e-02, eta: 12:19:14, time: 0.816, data_time: 0.003, memory: 7129, top1_acc: 0.4234, top5_acc: 0.7195, loss_cls: 2.3383, loss: 2.3383, grad_norm: 6.0397 2021-06-07 23:28:18,674 - mmaction - INFO - Epoch [19][1300/1345] lr: 1.000e-02, eta: 12:18:46, time: 0.871, data_time: 0.002, memory: 7129, top1_acc: 0.4242, top5_acc: 0.7133, loss_cls: 2.3181, loss: 2.3181, grad_norm: 5.9677 2021-06-07 23:28:33,283 - mmaction - INFO - Epoch [19][1320/1345] lr: 1.000e-02, eta: 12:18:14, time: 0.730, data_time: 0.001, memory: 7129, top1_acc: 0.4531, top5_acc: 0.7328, loss_cls: 2.2501, loss: 2.2501, grad_norm: 6.0975 2021-06-07 23:28:48,651 - mmaction - INFO - Epoch [19][1340/1345] lr: 1.000e-02, eta: 12:17:43, time: 0.768, data_time: 0.001, memory: 7129, top1_acc: 0.4141, top5_acc: 0.7070, loss_cls: 2.3668, loss: 2.3668, grad_norm: 6.2409 2021-06-07 23:28:57,349 - mmaction - INFO - Saving checkpoint at 19 epochs 2021-06-07 23:36:32,914 - mmaction - INFO - Epoch [20][20/1345] lr: 1.000e-02, eta: 12:28:54, time: 22.727, data_time: 21.942, memory: 7129, top1_acc: 0.4031, top5_acc: 0.7180, loss_cls: 2.3331, loss: 2.3331, grad_norm: 6.1649 2021-06-07 23:36:43,700 - mmaction - INFO - Epoch [20][40/1345] lr: 1.000e-02, eta: 12:28:15, time: 0.542, data_time: 0.005, memory: 7129, top1_acc: 0.4367, top5_acc: 0.7406, loss_cls: 2.2266, loss: 2.2266, grad_norm: 6.3839 2021-06-07 23:36:54,532 - mmaction - INFO - Epoch [20][60/1345] lr: 1.000e-02, eta: 12:27:36, time: 0.541, data_time: 0.001, memory: 7129, top1_acc: 0.4039, top5_acc: 0.7070, loss_cls: 2.3413, loss: 2.3413, grad_norm: 6.3213 2021-06-07 23:37:05,288 - mmaction - INFO - Epoch [20][80/1345] lr: 1.000e-02, eta: 12:26:57, time: 0.538, data_time: 0.001, memory: 7129, top1_acc: 0.4188, top5_acc: 0.7047, loss_cls: 2.3507, loss: 2.3507, grad_norm: 5.9963 2021-06-07 23:37:15,939 - mmaction - INFO - Epoch [20][100/1345] lr: 1.000e-02, eta: 12:26:18, time: 0.533, data_time: 0.001, memory: 7129, top1_acc: 0.4508, top5_acc: 0.7211, loss_cls: 2.3141, loss: 2.3141, grad_norm: 6.3479 2021-06-07 23:37:26,845 - mmaction - INFO - Epoch [20][120/1345] lr: 1.000e-02, eta: 12:25:39, time: 0.544, data_time: 0.001, memory: 7129, top1_acc: 0.4453, top5_acc: 0.7195, loss_cls: 2.2752, loss: 2.2752, grad_norm: 6.1718 2021-06-07 23:37:37,639 - mmaction - INFO - Epoch [20][140/1345] lr: 1.000e-02, eta: 12:25:00, time: 0.540, data_time: 0.002, memory: 7129, top1_acc: 0.4062, top5_acc: 0.7117, loss_cls: 2.3636, loss: 2.3636, grad_norm: 6.5203 2021-06-07 23:37:48,620 - mmaction - INFO - Epoch [20][160/1345] lr: 1.000e-02, eta: 12:24:22, time: 0.549, data_time: 0.001, memory: 7129, top1_acc: 0.4289, top5_acc: 0.7133, loss_cls: 2.3315, loss: 2.3315, grad_norm: 6.3646 2021-06-07 23:38:01,477 - mmaction - INFO - Epoch [20][180/1345] lr: 1.000e-02, eta: 12:23:46, time: 0.642, data_time: 0.001, memory: 7129, top1_acc: 0.4258, top5_acc: 0.7336, loss_cls: 2.2741, loss: 2.2741, grad_norm: 6.3324 2021-06-07 23:38:14,221 - mmaction - INFO - Epoch [20][200/1345] lr: 1.000e-02, eta: 12:23:11, time: 0.637, data_time: 0.001, memory: 7129, top1_acc: 0.4289, top5_acc: 0.7039, loss_cls: 2.3869, loss: 2.3869, grad_norm: 6.0739 2021-06-07 23:38:26,694 - mmaction - INFO - Epoch [20][220/1345] lr: 1.000e-02, eta: 12:22:35, time: 0.623, data_time: 0.001, memory: 7129, top1_acc: 0.4359, top5_acc: 0.7273, loss_cls: 2.2734, loss: 2.2734, grad_norm: 6.1203 2021-06-07 23:38:41,410 - mmaction - INFO - Epoch [20][240/1345] lr: 1.000e-02, eta: 12:22:02, time: 0.737, data_time: 0.002, memory: 7129, top1_acc: 0.4328, top5_acc: 0.7219, loss_cls: 2.3073, loss: 2.3073, grad_norm: 6.1754 2021-06-07 23:38:56,590 - mmaction - INFO - Epoch [20][260/1345] lr: 1.000e-02, eta: 12:21:31, time: 0.759, data_time: 0.001, memory: 7129, top1_acc: 0.4008, top5_acc: 0.6859, loss_cls: 2.4506, loss: 2.4506, grad_norm: 6.0849 2021-06-07 23:39:08,573 - mmaction - INFO - Epoch [20][280/1345] lr: 1.000e-02, eta: 12:20:54, time: 0.600, data_time: 0.002, memory: 7129, top1_acc: 0.4352, top5_acc: 0.7086, loss_cls: 2.3090, loss: 2.3090, grad_norm: 6.2134 2021-06-07 23:39:22,196 - mmaction - INFO - Epoch [20][300/1345] lr: 1.000e-02, eta: 12:20:20, time: 0.680, data_time: 0.001, memory: 7129, top1_acc: 0.3992, top5_acc: 0.7125, loss_cls: 2.3419, loss: 2.3419, grad_norm: 6.2698 2021-06-07 23:39:37,009 - mmaction - INFO - Epoch [20][320/1345] lr: 1.000e-02, eta: 12:19:48, time: 0.740, data_time: 0.002, memory: 7129, top1_acc: 0.4406, top5_acc: 0.7195, loss_cls: 2.2567, loss: 2.2567, grad_norm: 5.9759 2021-06-07 23:39:51,754 - mmaction - INFO - Epoch [20][340/1345] lr: 1.000e-02, eta: 12:19:16, time: 0.738, data_time: 0.002, memory: 7129, top1_acc: 0.4469, top5_acc: 0.7328, loss_cls: 2.2258, loss: 2.2258, grad_norm: 6.2797 2021-06-07 23:40:05,019 - mmaction - INFO - Epoch [20][360/1345] lr: 1.000e-02, eta: 12:18:41, time: 0.663, data_time: 0.001, memory: 7129, top1_acc: 0.3937, top5_acc: 0.7109, loss_cls: 2.4119, loss: 2.4119, grad_norm: 6.3319 2021-06-07 23:40:19,851 - mmaction - INFO - Epoch [20][380/1345] lr: 1.000e-02, eta: 12:18:09, time: 0.742, data_time: 0.001, memory: 7129, top1_acc: 0.4047, top5_acc: 0.6961, loss_cls: 2.3932, loss: 2.3932, grad_norm: 6.1863 2021-06-07 23:40:34,829 - mmaction - INFO - Epoch [20][400/1345] lr: 1.000e-02, eta: 12:17:37, time: 0.749, data_time: 0.001, memory: 7129, top1_acc: 0.4437, top5_acc: 0.7328, loss_cls: 2.3010, loss: 2.3010, grad_norm: 6.1444 2021-06-07 23:40:49,898 - mmaction - INFO - Epoch [20][420/1345] lr: 1.000e-02, eta: 12:17:06, time: 0.753, data_time: 0.001, memory: 7129, top1_acc: 0.4031, top5_acc: 0.7086, loss_cls: 2.4079, loss: 2.4079, grad_norm: 6.1886 2021-06-07 23:41:05,445 - mmaction - INFO - Epoch [20][440/1345] lr: 1.000e-02, eta: 12:16:35, time: 0.778, data_time: 0.002, memory: 7129, top1_acc: 0.4234, top5_acc: 0.7039, loss_cls: 2.3513, loss: 2.3513, grad_norm: 6.1850 2021-06-07 23:41:21,213 - mmaction - INFO - Epoch [20][460/1345] lr: 1.000e-02, eta: 12:16:05, time: 0.788, data_time: 0.001, memory: 7129, top1_acc: 0.4344, top5_acc: 0.6852, loss_cls: 2.4061, loss: 2.4061, grad_norm: 6.3199 2021-06-07 23:41:34,943 - mmaction - INFO - Epoch [20][480/1345] lr: 1.000e-02, eta: 12:15:31, time: 0.686, data_time: 0.001, memory: 7129, top1_acc: 0.4094, top5_acc: 0.7117, loss_cls: 2.3954, loss: 2.3954, grad_norm: 6.1009 2021-06-07 23:41:48,720 - mmaction - INFO - Epoch [20][500/1345] lr: 1.000e-02, eta: 12:14:58, time: 0.689, data_time: 0.001, memory: 7129, top1_acc: 0.4141, top5_acc: 0.6961, loss_cls: 2.4100, loss: 2.4100, grad_norm: 6.1698 2021-06-07 23:42:03,663 - mmaction - INFO - Epoch [20][520/1345] lr: 1.000e-02, eta: 12:14:26, time: 0.748, data_time: 0.001, memory: 7129, top1_acc: 0.4164, top5_acc: 0.7086, loss_cls: 2.3486, loss: 2.3486, grad_norm: 6.2884 2021-06-07 23:42:18,372 - mmaction - INFO - Epoch [20][540/1345] lr: 1.000e-02, eta: 12:13:54, time: 0.735, data_time: 0.001, memory: 7129, top1_acc: 0.4562, top5_acc: 0.7406, loss_cls: 2.2225, loss: 2.2225, grad_norm: 6.1723 2021-06-07 23:42:32,128 - mmaction - INFO - Epoch [20][560/1345] lr: 1.000e-02, eta: 12:13:21, time: 0.688, data_time: 0.002, memory: 7129, top1_acc: 0.4219, top5_acc: 0.7055, loss_cls: 2.3641, loss: 2.3641, grad_norm: 6.1846 2021-06-07 23:42:46,714 - mmaction - INFO - Epoch [20][580/1345] lr: 1.000e-02, eta: 12:12:48, time: 0.729, data_time: 0.001, memory: 7129, top1_acc: 0.4195, top5_acc: 0.7016, loss_cls: 2.3696, loss: 2.3696, grad_norm: 6.3106 2021-06-07 23:43:01,191 - mmaction - INFO - Epoch [20][600/1345] lr: 1.000e-02, eta: 12:12:16, time: 0.724, data_time: 0.002, memory: 7129, top1_acc: 0.4133, top5_acc: 0.6992, loss_cls: 2.3675, loss: 2.3675, grad_norm: 6.1527 2021-06-07 23:43:16,537 - mmaction - INFO - Epoch [20][620/1345] lr: 1.000e-02, eta: 12:11:45, time: 0.768, data_time: 0.002, memory: 7129, top1_acc: 0.4313, top5_acc: 0.7180, loss_cls: 2.2916, loss: 2.2916, grad_norm: 6.2996 2021-06-07 23:43:30,733 - mmaction - INFO - Epoch [20][640/1345] lr: 1.000e-02, eta: 12:11:13, time: 0.710, data_time: 0.001, memory: 7129, top1_acc: 0.4023, top5_acc: 0.6922, loss_cls: 2.4225, loss: 2.4225, grad_norm: 6.3301 2021-06-07 23:43:45,990 - mmaction - INFO - Epoch [20][660/1345] lr: 1.000e-02, eta: 12:10:42, time: 0.763, data_time: 0.001, memory: 7129, top1_acc: 0.3984, top5_acc: 0.7031, loss_cls: 2.4088, loss: 2.4088, grad_norm: 6.2787 2021-06-07 23:44:00,179 - mmaction - INFO - Epoch [20][680/1345] lr: 1.000e-02, eta: 12:10:09, time: 0.710, data_time: 0.001, memory: 7129, top1_acc: 0.4250, top5_acc: 0.7125, loss_cls: 2.3321, loss: 2.3321, grad_norm: 6.1547 2021-06-07 23:44:14,798 - mmaction - INFO - Epoch [20][700/1345] lr: 1.000e-02, eta: 12:09:37, time: 0.730, data_time: 0.001, memory: 7129, top1_acc: 0.4031, top5_acc: 0.7000, loss_cls: 2.3804, loss: 2.3804, grad_norm: 6.3680 2021-06-07 23:44:29,973 - mmaction - INFO - Epoch [20][720/1345] lr: 1.000e-02, eta: 12:09:06, time: 0.760, data_time: 0.002, memory: 7129, top1_acc: 0.4016, top5_acc: 0.6977, loss_cls: 2.4314, loss: 2.4314, grad_norm: 6.2234 2021-06-07 23:44:43,793 - mmaction - INFO - Epoch [20][740/1345] lr: 1.000e-02, eta: 12:08:33, time: 0.691, data_time: 0.001, memory: 7129, top1_acc: 0.4359, top5_acc: 0.7102, loss_cls: 2.3312, loss: 2.3312, grad_norm: 6.1711 2021-06-07 23:44:59,060 - mmaction - INFO - Epoch [20][760/1345] lr: 1.000e-02, eta: 12:08:02, time: 0.764, data_time: 0.002, memory: 7129, top1_acc: 0.4141, top5_acc: 0.7055, loss_cls: 2.4006, loss: 2.4006, grad_norm: 6.2393 2021-06-07 23:45:14,068 - mmaction - INFO - Epoch [20][780/1345] lr: 1.000e-02, eta: 12:07:31, time: 0.750, data_time: 0.001, memory: 7129, top1_acc: 0.4422, top5_acc: 0.6992, loss_cls: 2.3306, loss: 2.3306, grad_norm: 6.4799 2021-06-07 23:45:28,995 - mmaction - INFO - Epoch [20][800/1345] lr: 1.000e-02, eta: 12:07:00, time: 0.746, data_time: 0.002, memory: 7129, top1_acc: 0.4211, top5_acc: 0.7195, loss_cls: 2.3350, loss: 2.3350, grad_norm: 6.3127 2021-06-07 23:45:44,144 - mmaction - INFO - Epoch [20][820/1345] lr: 1.000e-02, eta: 12:06:29, time: 0.758, data_time: 0.001, memory: 7129, top1_acc: 0.4070, top5_acc: 0.6891, loss_cls: 2.3963, loss: 2.3963, grad_norm: 6.1877 2021-06-07 23:46:00,056 - mmaction - INFO - Epoch [20][840/1345] lr: 1.000e-02, eta: 12:05:59, time: 0.793, data_time: 0.001, memory: 7129, top1_acc: 0.4445, top5_acc: 0.7148, loss_cls: 2.2558, loss: 2.2558, grad_norm: 6.5456 2021-06-07 23:46:15,796 - mmaction - INFO - Epoch [20][860/1345] lr: 1.000e-02, eta: 12:05:29, time: 0.789, data_time: 0.004, memory: 7129, top1_acc: 0.4180, top5_acc: 0.7195, loss_cls: 2.3430, loss: 2.3430, grad_norm: 6.1996 2021-06-07 23:46:28,468 - mmaction - INFO - Epoch [20][880/1345] lr: 1.000e-02, eta: 12:04:55, time: 0.634, data_time: 0.002, memory: 7129, top1_acc: 0.4375, top5_acc: 0.7227, loss_cls: 2.2500, loss: 2.2500, grad_norm: 6.0659 2021-06-07 23:46:43,829 - mmaction - INFO - Epoch [20][900/1345] lr: 1.000e-02, eta: 12:04:24, time: 0.768, data_time: 0.001, memory: 7129, top1_acc: 0.4102, top5_acc: 0.7094, loss_cls: 2.3768, loss: 2.3768, grad_norm: 6.2460 2021-06-07 23:46:59,686 - mmaction - INFO - Epoch [20][920/1345] lr: 1.000e-02, eta: 12:03:55, time: 0.793, data_time: 0.001, memory: 7129, top1_acc: 0.3922, top5_acc: 0.6906, loss_cls: 2.4433, loss: 2.4433, grad_norm: 6.2365 2021-06-07 23:47:15,814 - mmaction - INFO - Epoch [20][940/1345] lr: 1.000e-02, eta: 12:03:25, time: 0.806, data_time: 0.002, memory: 7129, top1_acc: 0.4266, top5_acc: 0.7219, loss_cls: 2.3435, loss: 2.3435, grad_norm: 6.1786 2021-06-07 23:47:30,258 - mmaction - INFO - Epoch [20][960/1345] lr: 1.000e-02, eta: 12:02:53, time: 0.723, data_time: 0.001, memory: 7129, top1_acc: 0.4250, top5_acc: 0.7219, loss_cls: 2.3352, loss: 2.3352, grad_norm: 6.2246 2021-06-07 23:47:45,027 - mmaction - INFO - Epoch [20][980/1345] lr: 1.000e-02, eta: 12:02:22, time: 0.738, data_time: 0.001, memory: 7129, top1_acc: 0.4219, top5_acc: 0.7109, loss_cls: 2.3365, loss: 2.3365, grad_norm: 6.2846 2021-06-07 23:47:59,012 - mmaction - INFO - Epoch [20][1000/1345] lr: 1.000e-02, eta: 12:01:50, time: 0.699, data_time: 0.001, memory: 7129, top1_acc: 0.4227, top5_acc: 0.6836, loss_cls: 2.4113, loss: 2.4113, grad_norm: 6.1549 2021-06-07 23:48:16,340 - mmaction - INFO - Epoch [20][1020/1345] lr: 1.000e-02, eta: 12:01:22, time: 0.866, data_time: 0.002, memory: 7129, top1_acc: 0.4195, top5_acc: 0.6953, loss_cls: 2.4075, loss: 2.4075, grad_norm: 5.8505 2021-06-07 23:48:30,107 - mmaction - INFO - Epoch [20][1040/1345] lr: 1.000e-02, eta: 12:00:49, time: 0.688, data_time: 0.001, memory: 7129, top1_acc: 0.4109, top5_acc: 0.7023, loss_cls: 2.3709, loss: 2.3709, grad_norm: 6.2566 2021-06-07 23:48:47,594 - mmaction - INFO - Epoch [20][1060/1345] lr: 1.000e-02, eta: 12:00:22, time: 0.875, data_time: 0.002, memory: 7129, top1_acc: 0.4469, top5_acc: 0.7430, loss_cls: 2.2661, loss: 2.2661, grad_norm: 6.3652 2021-06-07 23:49:05,133 - mmaction - INFO - Epoch [20][1080/1345] lr: 1.000e-02, eta: 11:59:55, time: 0.877, data_time: 0.001, memory: 7129, top1_acc: 0.4234, top5_acc: 0.7063, loss_cls: 2.3784, loss: 2.3784, grad_norm: 6.4054 2021-06-07 23:49:20,074 - mmaction - INFO - Epoch [20][1100/1345] lr: 1.000e-02, eta: 11:59:25, time: 0.747, data_time: 0.001, memory: 7129, top1_acc: 0.4273, top5_acc: 0.6984, loss_cls: 2.3895, loss: 2.3895, grad_norm: 6.1648 2021-06-07 23:49:35,027 - mmaction - INFO - Epoch [20][1120/1345] lr: 1.000e-02, eta: 11:58:54, time: 0.747, data_time: 0.001, memory: 7129, top1_acc: 0.4086, top5_acc: 0.7125, loss_cls: 2.3470, loss: 2.3470, grad_norm: 6.5185 2021-06-07 23:49:50,679 - mmaction - INFO - Epoch [20][1140/1345] lr: 1.000e-02, eta: 11:58:24, time: 0.783, data_time: 0.002, memory: 7129, top1_acc: 0.4258, top5_acc: 0.6977, loss_cls: 2.3320, loss: 2.3320, grad_norm: 6.2055 2021-06-07 23:50:05,914 - mmaction - INFO - Epoch [20][1160/1345] lr: 1.000e-02, eta: 11:57:53, time: 0.762, data_time: 0.001, memory: 7129, top1_acc: 0.4172, top5_acc: 0.7156, loss_cls: 2.3458, loss: 2.3458, grad_norm: 6.2529 2021-06-07 23:50:21,574 - mmaction - INFO - Epoch [20][1180/1345] lr: 1.000e-02, eta: 11:57:24, time: 0.783, data_time: 0.002, memory: 7129, top1_acc: 0.4141, top5_acc: 0.7063, loss_cls: 2.3631, loss: 2.3631, grad_norm: 6.2099 2021-06-07 23:50:38,446 - mmaction - INFO - Epoch [20][1200/1345] lr: 1.000e-02, eta: 11:56:56, time: 0.844, data_time: 0.002, memory: 7129, top1_acc: 0.4336, top5_acc: 0.7102, loss_cls: 2.3384, loss: 2.3384, grad_norm: 5.9380 2021-06-07 23:50:53,878 - mmaction - INFO - Epoch [20][1220/1345] lr: 1.000e-02, eta: 11:56:26, time: 0.772, data_time: 0.001, memory: 7129, top1_acc: 0.4406, top5_acc: 0.7273, loss_cls: 2.2921, loss: 2.2921, grad_norm: 6.2955 2021-06-07 23:51:09,403 - mmaction - INFO - Epoch [20][1240/1345] lr: 1.000e-02, eta: 11:55:56, time: 0.776, data_time: 0.001, memory: 7129, top1_acc: 0.4406, top5_acc: 0.7078, loss_cls: 2.3201, loss: 2.3201, grad_norm: 6.0989 2021-06-07 23:51:24,714 - mmaction - INFO - Epoch [20][1260/1345] lr: 1.000e-02, eta: 11:55:26, time: 0.766, data_time: 0.001, memory: 7129, top1_acc: 0.4141, top5_acc: 0.6977, loss_cls: 2.3845, loss: 2.3845, grad_norm: 6.3853 2021-06-07 23:51:41,631 - mmaction - INFO - Epoch [20][1280/1345] lr: 1.000e-02, eta: 11:54:58, time: 0.846, data_time: 0.001, memory: 7129, top1_acc: 0.4156, top5_acc: 0.6930, loss_cls: 2.4122, loss: 2.4122, grad_norm: 6.1979 2021-06-07 23:51:58,073 - mmaction - INFO - Epoch [20][1300/1345] lr: 1.000e-02, eta: 11:54:30, time: 0.822, data_time: 0.001, memory: 7129, top1_acc: 0.4391, top5_acc: 0.7055, loss_cls: 2.3312, loss: 2.3312, grad_norm: 6.1668 2021-06-07 23:52:13,528 - mmaction - INFO - Epoch [20][1320/1345] lr: 1.000e-02, eta: 11:54:00, time: 0.773, data_time: 0.002, memory: 7129, top1_acc: 0.4305, top5_acc: 0.7297, loss_cls: 2.3078, loss: 2.3078, grad_norm: 6.0193 2021-06-07 23:52:29,119 - mmaction - INFO - Epoch [20][1340/1345] lr: 1.000e-02, eta: 11:53:30, time: 0.780, data_time: 0.001, memory: 7129, top1_acc: 0.4273, top5_acc: 0.7172, loss_cls: 2.3078, loss: 2.3078, grad_norm: 6.3212 2021-06-07 23:52:37,420 - mmaction - INFO - Saving checkpoint at 20 epochs 2021-06-08 00:00:26,158 - mmaction - INFO - Epoch [21][20/1345] lr: 1.000e-02, eta: 12:04:04, time: 23.382, data_time: 22.434, memory: 7129, top1_acc: 0.4250, top5_acc: 0.7109, loss_cls: 2.3284, loss: 2.3284, grad_norm: 6.1554 2021-06-08 00:00:36,766 - mmaction - INFO - Epoch [21][40/1345] lr: 1.000e-02, eta: 12:03:27, time: 0.536, data_time: 0.009, memory: 7129, top1_acc: 0.4188, top5_acc: 0.7148, loss_cls: 2.3328, loss: 2.3328, grad_norm: 6.3495 2021-06-08 00:00:47,825 - mmaction - INFO - Epoch [21][60/1345] lr: 1.000e-02, eta: 12:02:49, time: 0.552, data_time: 0.001, memory: 7129, top1_acc: 0.4477, top5_acc: 0.7195, loss_cls: 2.2997, loss: 2.2997, grad_norm: 6.2481 2021-06-08 00:00:58,786 - mmaction - INFO - Epoch [21][80/1345] lr: 1.000e-02, eta: 12:02:12, time: 0.549, data_time: 0.002, memory: 7129, top1_acc: 0.4250, top5_acc: 0.7055, loss_cls: 2.3552, loss: 2.3552, grad_norm: 6.5184 2021-06-08 00:01:09,787 - mmaction - INFO - Epoch [21][100/1345] lr: 1.000e-02, eta: 12:01:35, time: 0.547, data_time: 0.001, memory: 7129, top1_acc: 0.4469, top5_acc: 0.7211, loss_cls: 2.2859, loss: 2.2859, grad_norm: 6.3513 2021-06-08 00:01:20,606 - mmaction - INFO - Epoch [21][120/1345] lr: 1.000e-02, eta: 12:00:58, time: 0.543, data_time: 0.004, memory: 7129, top1_acc: 0.4367, top5_acc: 0.7266, loss_cls: 2.2578, loss: 2.2578, grad_norm: 6.3655 2021-06-08 00:01:31,491 - mmaction - INFO - Epoch [21][140/1345] lr: 1.000e-02, eta: 12:00:20, time: 0.544, data_time: 0.001, memory: 7129, top1_acc: 0.4266, top5_acc: 0.7109, loss_cls: 2.3070, loss: 2.3070, grad_norm: 6.2601 2021-06-08 00:01:42,811 - mmaction - INFO - Epoch [21][160/1345] lr: 1.000e-02, eta: 11:59:44, time: 0.567, data_time: 0.002, memory: 7129, top1_acc: 0.4219, top5_acc: 0.6891, loss_cls: 2.3582, loss: 2.3582, grad_norm: 6.1318 2021-06-08 00:01:54,161 - mmaction - INFO - Epoch [21][180/1345] lr: 1.000e-02, eta: 11:59:07, time: 0.567, data_time: 0.001, memory: 7129, top1_acc: 0.4258, top5_acc: 0.7305, loss_cls: 2.2749, loss: 2.2749, grad_norm: 6.0390 2021-06-08 00:02:06,075 - mmaction - INFO - Epoch [21][200/1345] lr: 1.000e-02, eta: 11:58:31, time: 0.597, data_time: 0.002, memory: 7129, top1_acc: 0.4070, top5_acc: 0.6867, loss_cls: 2.4409, loss: 2.4409, grad_norm: 6.3930 2021-06-08 00:02:18,914 - mmaction - INFO - Epoch [21][220/1345] lr: 1.000e-02, eta: 11:57:57, time: 0.642, data_time: 0.001, memory: 7129, top1_acc: 0.4359, top5_acc: 0.7422, loss_cls: 2.2629, loss: 2.2629, grad_norm: 6.1513 2021-06-08 00:02:30,936 - mmaction - INFO - Epoch [21][240/1345] lr: 1.000e-02, eta: 11:57:22, time: 0.601, data_time: 0.002, memory: 7129, top1_acc: 0.4094, top5_acc: 0.7109, loss_cls: 2.3614, loss: 2.3614, grad_norm: 6.2597 2021-06-08 00:02:42,958 - mmaction - INFO - Epoch [21][260/1345] lr: 1.000e-02, eta: 11:56:46, time: 0.601, data_time: 0.002, memory: 7129, top1_acc: 0.4359, top5_acc: 0.7312, loss_cls: 2.2272, loss: 2.2272, grad_norm: 6.1684 2021-06-08 00:02:57,534 - mmaction - INFO - Epoch [21][280/1345] lr: 1.000e-02, eta: 11:56:15, time: 0.729, data_time: 0.001, memory: 7129, top1_acc: 0.4188, top5_acc: 0.7086, loss_cls: 2.3408, loss: 2.3408, grad_norm: 6.2758 2021-06-08 00:03:11,174 - mmaction - INFO - Epoch [21][300/1345] lr: 1.000e-02, eta: 11:55:42, time: 0.681, data_time: 0.001, memory: 7129, top1_acc: 0.4477, top5_acc: 0.7367, loss_cls: 2.2227, loss: 2.2227, grad_norm: 6.2061 2021-06-08 00:03:24,712 - mmaction - INFO - Epoch [21][320/1345] lr: 1.000e-02, eta: 11:55:09, time: 0.677, data_time: 0.002, memory: 7129, top1_acc: 0.4211, top5_acc: 0.7133, loss_cls: 2.3304, loss: 2.3304, grad_norm: 6.2363 2021-06-08 00:03:39,780 - mmaction - INFO - Epoch [21][340/1345] lr: 1.000e-02, eta: 11:54:38, time: 0.753, data_time: 0.001, memory: 7129, top1_acc: 0.4281, top5_acc: 0.7117, loss_cls: 2.3366, loss: 2.3366, grad_norm: 6.2598 2021-06-08 00:03:52,328 - mmaction - INFO - Epoch [21][360/1345] lr: 1.000e-02, eta: 11:54:03, time: 0.627, data_time: 0.002, memory: 7129, top1_acc: 0.4484, top5_acc: 0.7312, loss_cls: 2.2703, loss: 2.2703, grad_norm: 6.2552 2021-06-08 00:04:06,110 - mmaction - INFO - Epoch [21][380/1345] lr: 1.000e-02, eta: 11:53:31, time: 0.690, data_time: 0.001, memory: 7129, top1_acc: 0.4250, top5_acc: 0.6977, loss_cls: 2.3659, loss: 2.3659, grad_norm: 6.3044 2021-06-08 00:04:19,910 - mmaction - INFO - Epoch [21][400/1345] lr: 1.000e-02, eta: 11:52:58, time: 0.690, data_time: 0.001, memory: 7129, top1_acc: 0.4328, top5_acc: 0.7328, loss_cls: 2.2773, loss: 2.2773, grad_norm: 6.3705 2021-06-08 00:04:33,591 - mmaction - INFO - Epoch [21][420/1345] lr: 1.000e-02, eta: 11:52:26, time: 0.683, data_time: 0.001, memory: 7129, top1_acc: 0.4008, top5_acc: 0.6992, loss_cls: 2.4194, loss: 2.4194, grad_norm: 6.2159 2021-06-08 00:04:47,041 - mmaction - INFO - Epoch [21][440/1345] lr: 1.000e-02, eta: 11:51:53, time: 0.673, data_time: 0.002, memory: 7129, top1_acc: 0.4195, top5_acc: 0.7094, loss_cls: 2.3413, loss: 2.3413, grad_norm: 6.1084 2021-06-08 00:05:01,570 - mmaction - INFO - Epoch [21][460/1345] lr: 1.000e-02, eta: 11:51:21, time: 0.726, data_time: 0.001, memory: 7129, top1_acc: 0.4250, top5_acc: 0.7102, loss_cls: 2.3425, loss: 2.3425, grad_norm: 6.2206 2021-06-08 00:05:16,664 - mmaction - INFO - Epoch [21][480/1345] lr: 1.000e-02, eta: 11:50:51, time: 0.754, data_time: 0.001, memory: 7129, top1_acc: 0.4367, top5_acc: 0.7250, loss_cls: 2.2931, loss: 2.2931, grad_norm: 6.4002 2021-06-08 00:05:32,181 - mmaction - INFO - Epoch [21][500/1345] lr: 1.000e-02, eta: 11:50:21, time: 0.776, data_time: 0.002, memory: 7129, top1_acc: 0.4227, top5_acc: 0.7258, loss_cls: 2.2976, loss: 2.2976, grad_norm: 6.3186 2021-06-08 00:05:46,433 - mmaction - INFO - Epoch [21][520/1345] lr: 1.000e-02, eta: 11:49:49, time: 0.713, data_time: 0.004, memory: 7129, top1_acc: 0.4320, top5_acc: 0.7188, loss_cls: 2.2778, loss: 2.2778, grad_norm: 6.4372 2021-06-08 00:06:00,801 - mmaction - INFO - Epoch [21][540/1345] lr: 1.000e-02, eta: 11:49:17, time: 0.719, data_time: 0.001, memory: 7129, top1_acc: 0.4156, top5_acc: 0.6945, loss_cls: 2.3717, loss: 2.3717, grad_norm: 6.3152 2021-06-08 00:06:15,582 - mmaction - INFO - Epoch [21][560/1345] lr: 1.000e-02, eta: 11:48:46, time: 0.739, data_time: 0.001, memory: 7129, top1_acc: 0.4344, top5_acc: 0.7242, loss_cls: 2.3125, loss: 2.3125, grad_norm: 6.3621 2021-06-08 00:06:29,458 - mmaction - INFO - Epoch [21][580/1345] lr: 1.000e-02, eta: 11:48:14, time: 0.692, data_time: 0.001, memory: 7129, top1_acc: 0.4359, top5_acc: 0.6953, loss_cls: 2.3876, loss: 2.3876, grad_norm: 6.4003 2021-06-08 00:06:43,987 - mmaction - INFO - Epoch [21][600/1345] lr: 1.000e-02, eta: 11:47:43, time: 0.728, data_time: 0.003, memory: 7129, top1_acc: 0.4086, top5_acc: 0.7016, loss_cls: 2.3903, loss: 2.3903, grad_norm: 6.0775 2021-06-08 00:06:58,865 - mmaction - INFO - Epoch [21][620/1345] lr: 1.000e-02, eta: 11:47:12, time: 0.743, data_time: 0.001, memory: 7129, top1_acc: 0.4305, top5_acc: 0.7180, loss_cls: 2.3146, loss: 2.3146, grad_norm: 6.3762 2021-06-08 00:07:13,675 - mmaction - INFO - Epoch [21][640/1345] lr: 1.000e-02, eta: 11:46:41, time: 0.741, data_time: 0.002, memory: 7129, top1_acc: 0.4273, top5_acc: 0.7172, loss_cls: 2.3783, loss: 2.3783, grad_norm: 6.2716 2021-06-08 00:07:29,301 - mmaction - INFO - Epoch [21][660/1345] lr: 1.000e-02, eta: 11:46:12, time: 0.781, data_time: 0.001, memory: 7129, top1_acc: 0.4266, top5_acc: 0.7156, loss_cls: 2.2791, loss: 2.2791, grad_norm: 6.5444 2021-06-08 00:07:45,566 - mmaction - INFO - Epoch [21][680/1345] lr: 1.000e-02, eta: 11:45:43, time: 0.814, data_time: 0.002, memory: 7129, top1_acc: 0.4445, top5_acc: 0.7258, loss_cls: 2.2277, loss: 2.2277, grad_norm: 6.4561 2021-06-08 00:07:59,670 - mmaction - INFO - Epoch [21][700/1345] lr: 1.000e-02, eta: 11:45:11, time: 0.705, data_time: 0.001, memory: 7129, top1_acc: 0.4086, top5_acc: 0.7086, loss_cls: 2.3969, loss: 2.3969, grad_norm: 6.1074 2021-06-08 00:08:15,620 - mmaction - INFO - Epoch [21][720/1345] lr: 1.000e-02, eta: 11:44:42, time: 0.797, data_time: 0.001, memory: 7129, top1_acc: 0.4266, top5_acc: 0.7336, loss_cls: 2.2901, loss: 2.2901, grad_norm: 5.9671 2021-06-08 00:08:30,568 - mmaction - INFO - Epoch [21][740/1345] lr: 1.000e-02, eta: 11:44:12, time: 0.747, data_time: 0.001, memory: 7129, top1_acc: 0.4109, top5_acc: 0.7156, loss_cls: 2.3505, loss: 2.3505, grad_norm: 6.4701 2021-06-08 00:08:45,984 - mmaction - INFO - Epoch [21][760/1345] lr: 1.000e-02, eta: 11:43:42, time: 0.772, data_time: 0.003, memory: 7129, top1_acc: 0.4016, top5_acc: 0.6992, loss_cls: 2.4154, loss: 2.4154, grad_norm: 6.4620 2021-06-08 00:09:00,826 - mmaction - INFO - Epoch [21][780/1345] lr: 1.000e-02, eta: 11:43:11, time: 0.742, data_time: 0.001, memory: 7129, top1_acc: 0.4055, top5_acc: 0.7055, loss_cls: 2.3894, loss: 2.3894, grad_norm: 6.2411 2021-06-08 00:09:16,954 - mmaction - INFO - Epoch [21][800/1345] lr: 1.000e-02, eta: 11:42:43, time: 0.806, data_time: 0.001, memory: 7129, top1_acc: 0.4141, top5_acc: 0.7422, loss_cls: 2.2693, loss: 2.2693, grad_norm: 6.3539 2021-06-08 00:09:31,882 - mmaction - INFO - Epoch [21][820/1345] lr: 1.000e-02, eta: 11:42:12, time: 0.746, data_time: 0.002, memory: 7129, top1_acc: 0.4492, top5_acc: 0.7266, loss_cls: 2.2996, loss: 2.2996, grad_norm: 6.1987 2021-06-08 00:09:46,819 - mmaction - INFO - Epoch [21][840/1345] lr: 1.000e-02, eta: 11:41:42, time: 0.747, data_time: 0.001, memory: 7129, top1_acc: 0.4516, top5_acc: 0.7328, loss_cls: 2.2313, loss: 2.2313, grad_norm: 6.0346 2021-06-08 00:10:03,317 - mmaction - INFO - Epoch [21][860/1345] lr: 1.000e-02, eta: 11:41:14, time: 0.825, data_time: 0.001, memory: 7129, top1_acc: 0.4305, top5_acc: 0.7305, loss_cls: 2.2513, loss: 2.2513, grad_norm: 6.2346 2021-06-08 00:10:18,185 - mmaction - INFO - Epoch [21][880/1345] lr: 1.000e-02, eta: 11:40:43, time: 0.743, data_time: 0.001, memory: 7129, top1_acc: 0.4156, top5_acc: 0.7000, loss_cls: 2.3757, loss: 2.3757, grad_norm: 6.3196 2021-06-08 00:10:34,699 - mmaction - INFO - Epoch [21][900/1345] lr: 1.000e-02, eta: 11:40:15, time: 0.826, data_time: 0.001, memory: 7129, top1_acc: 0.4336, top5_acc: 0.7133, loss_cls: 2.3162, loss: 2.3162, grad_norm: 6.1264 2021-06-08 00:10:50,250 - mmaction - INFO - Epoch [21][920/1345] lr: 1.000e-02, eta: 11:39:45, time: 0.777, data_time: 0.001, memory: 7129, top1_acc: 0.4156, top5_acc: 0.6867, loss_cls: 2.4026, loss: 2.4026, grad_norm: 6.1196 2021-06-08 00:11:06,326 - mmaction - INFO - Epoch [21][940/1345] lr: 1.000e-02, eta: 11:39:17, time: 0.804, data_time: 0.001, memory: 7129, top1_acc: 0.4242, top5_acc: 0.7438, loss_cls: 2.2734, loss: 2.2734, grad_norm: 6.1757 2021-06-08 00:11:21,555 - mmaction - INFO - Epoch [21][960/1345] lr: 1.000e-02, eta: 11:38:47, time: 0.760, data_time: 0.001, memory: 7129, top1_acc: 0.4172, top5_acc: 0.7063, loss_cls: 2.3345, loss: 2.3345, grad_norm: 6.2060 2021-06-08 00:11:38,842 - mmaction - INFO - Epoch [21][980/1345] lr: 1.000e-02, eta: 11:38:20, time: 0.866, data_time: 0.003, memory: 7129, top1_acc: 0.4227, top5_acc: 0.7211, loss_cls: 2.2957, loss: 2.2957, grad_norm: 6.3507 2021-06-08 00:11:53,967 - mmaction - INFO - Epoch [21][1000/1345] lr: 1.000e-02, eta: 11:37:50, time: 0.756, data_time: 0.001, memory: 7129, top1_acc: 0.4422, top5_acc: 0.7328, loss_cls: 2.2854, loss: 2.2854, grad_norm: 5.9707 2021-06-08 00:12:10,230 - mmaction - INFO - Epoch [21][1020/1345] lr: 1.000e-02, eta: 11:37:22, time: 0.813, data_time: 0.002, memory: 7129, top1_acc: 0.4344, top5_acc: 0.7227, loss_cls: 2.2913, loss: 2.2913, grad_norm: 6.1763 2021-06-08 00:12:26,469 - mmaction - INFO - Epoch [21][1040/1345] lr: 1.000e-02, eta: 11:36:53, time: 0.812, data_time: 0.001, memory: 7129, top1_acc: 0.4258, top5_acc: 0.7164, loss_cls: 2.3612, loss: 2.3612, grad_norm: 5.9612 2021-06-08 00:12:43,302 - mmaction - INFO - Epoch [21][1060/1345] lr: 1.000e-02, eta: 11:36:26, time: 0.841, data_time: 0.001, memory: 7129, top1_acc: 0.4352, top5_acc: 0.7219, loss_cls: 2.2932, loss: 2.2932, grad_norm: 6.1085 2021-06-08 00:12:58,395 - mmaction - INFO - Epoch [21][1080/1345] lr: 1.000e-02, eta: 11:35:56, time: 0.754, data_time: 0.001, memory: 7129, top1_acc: 0.4195, top5_acc: 0.7406, loss_cls: 2.2651, loss: 2.2651, grad_norm: 6.4333 2021-06-08 00:13:15,000 - mmaction - INFO - Epoch [21][1100/1345] lr: 1.000e-02, eta: 11:35:28, time: 0.831, data_time: 0.002, memory: 7129, top1_acc: 0.4367, top5_acc: 0.7180, loss_cls: 2.3028, loss: 2.3028, grad_norm: 6.3145 2021-06-08 00:13:29,387 - mmaction - INFO - Epoch [21][1120/1345] lr: 1.000e-02, eta: 11:34:57, time: 0.718, data_time: 0.001, memory: 7129, top1_acc: 0.4516, top5_acc: 0.7398, loss_cls: 2.2050, loss: 2.2050, grad_norm: 6.2544 2021-06-08 00:13:46,695 - mmaction - INFO - Epoch [21][1140/1345] lr: 1.000e-02, eta: 11:34:30, time: 0.867, data_time: 0.003, memory: 7129, top1_acc: 0.4398, top5_acc: 0.7219, loss_cls: 2.2932, loss: 2.2932, grad_norm: 6.3731 2021-06-08 00:14:01,480 - mmaction - INFO - Epoch [21][1160/1345] lr: 1.000e-02, eta: 11:34:00, time: 0.739, data_time: 0.001, memory: 7129, top1_acc: 0.4250, top5_acc: 0.6891, loss_cls: 2.4220, loss: 2.4220, grad_norm: 6.3644 2021-06-08 00:14:17,081 - mmaction - INFO - Epoch [21][1180/1345] lr: 1.000e-02, eta: 11:33:31, time: 0.780, data_time: 0.002, memory: 7129, top1_acc: 0.4305, top5_acc: 0.7102, loss_cls: 2.3325, loss: 2.3325, grad_norm: 6.5229 2021-06-08 00:14:33,678 - mmaction - INFO - Epoch [21][1200/1345] lr: 1.000e-02, eta: 11:33:03, time: 0.830, data_time: 0.001, memory: 7129, top1_acc: 0.4203, top5_acc: 0.7055, loss_cls: 2.3870, loss: 2.3870, grad_norm: 6.7036 2021-06-08 00:14:49,116 - mmaction - INFO - Epoch [21][1220/1345] lr: 1.000e-02, eta: 11:32:34, time: 0.772, data_time: 0.001, memory: 7129, top1_acc: 0.4258, top5_acc: 0.6930, loss_cls: 2.4102, loss: 2.4102, grad_norm: 5.9872 2021-06-08 00:15:04,768 - mmaction - INFO - Epoch [21][1240/1345] lr: 1.000e-02, eta: 11:32:05, time: 0.783, data_time: 0.001, memory: 7129, top1_acc: 0.4211, top5_acc: 0.7109, loss_cls: 2.3870, loss: 2.3870, grad_norm: 6.1203 2021-06-08 00:15:20,525 - mmaction - INFO - Epoch [21][1260/1345] lr: 1.000e-02, eta: 11:31:36, time: 0.787, data_time: 0.001, memory: 7129, top1_acc: 0.4008, top5_acc: 0.6977, loss_cls: 2.4534, loss: 2.4534, grad_norm: 6.6488 2021-06-08 00:15:35,493 - mmaction - INFO - Epoch [21][1280/1345] lr: 1.000e-02, eta: 11:31:06, time: 0.747, data_time: 0.001, memory: 7129, top1_acc: 0.4430, top5_acc: 0.7312, loss_cls: 2.2471, loss: 2.2471, grad_norm: 5.9871 2021-06-08 00:15:52,446 - mmaction - INFO - Epoch [21][1300/1345] lr: 1.000e-02, eta: 11:30:39, time: 0.849, data_time: 0.003, memory: 7129, top1_acc: 0.4234, top5_acc: 0.7023, loss_cls: 2.3098, loss: 2.3098, grad_norm: 6.2260 2021-06-08 00:16:09,978 - mmaction - INFO - Epoch [21][1320/1345] lr: 1.000e-02, eta: 11:30:13, time: 0.876, data_time: 0.001, memory: 7129, top1_acc: 0.4344, top5_acc: 0.7055, loss_cls: 2.3699, loss: 2.3699, grad_norm: 6.3671 2021-06-08 00:16:24,928 - mmaction - INFO - Epoch [21][1340/1345] lr: 1.000e-02, eta: 11:29:43, time: 0.748, data_time: 0.002, memory: 7129, top1_acc: 0.4336, top5_acc: 0.7180, loss_cls: 2.3186, loss: 2.3186, grad_norm: 6.2988 2021-06-08 00:16:34,906 - mmaction - INFO - Saving checkpoint at 21 epochs 2021-06-08 00:24:23,051 - mmaction - INFO - Epoch [22][20/1345] lr: 1.000e-02, eta: 11:39:24, time: 23.354, data_time: 22.297, memory: 7129, top1_acc: 0.4117, top5_acc: 0.6937, loss_cls: 2.3634, loss: 2.3634, grad_norm: 6.2914 2021-06-08 00:24:33,881 - mmaction - INFO - Epoch [22][40/1345] lr: 1.000e-02, eta: 11:38:48, time: 0.543, data_time: 0.003, memory: 7129, top1_acc: 0.4242, top5_acc: 0.7328, loss_cls: 2.2745, loss: 2.2745, grad_norm: 6.3691 2021-06-08 00:24:44,838 - mmaction - INFO - Epoch [22][60/1345] lr: 1.000e-02, eta: 11:38:12, time: 0.547, data_time: 0.002, memory: 7129, top1_acc: 0.4250, top5_acc: 0.7055, loss_cls: 2.3487, loss: 2.3487, grad_norm: 5.9346 2021-06-08 00:24:55,689 - mmaction - INFO - Epoch [22][80/1345] lr: 1.000e-02, eta: 11:37:35, time: 0.543, data_time: 0.002, memory: 7129, top1_acc: 0.4344, top5_acc: 0.7133, loss_cls: 2.3089, loss: 2.3089, grad_norm: 6.1020 2021-06-08 00:25:06,648 - mmaction - INFO - Epoch [22][100/1345] lr: 1.000e-02, eta: 11:36:59, time: 0.547, data_time: 0.001, memory: 7129, top1_acc: 0.4211, top5_acc: 0.6992, loss_cls: 2.3224, loss: 2.3224, grad_norm: 6.2470 2021-06-08 00:25:17,566 - mmaction - INFO - Epoch [22][120/1345] lr: 1.000e-02, eta: 11:36:23, time: 0.545, data_time: 0.002, memory: 7129, top1_acc: 0.4641, top5_acc: 0.7352, loss_cls: 2.2021, loss: 2.2021, grad_norm: 5.9841 2021-06-08 00:25:28,277 - mmaction - INFO - Epoch [22][140/1345] lr: 1.000e-02, eta: 11:35:47, time: 0.536, data_time: 0.002, memory: 7129, top1_acc: 0.4469, top5_acc: 0.7273, loss_cls: 2.2876, loss: 2.2876, grad_norm: 6.3354 2021-06-08 00:25:39,562 - mmaction - INFO - Epoch [22][160/1345] lr: 1.000e-02, eta: 11:35:12, time: 0.565, data_time: 0.002, memory: 7129, top1_acc: 0.4336, top5_acc: 0.7023, loss_cls: 2.3494, loss: 2.3494, grad_norm: 6.4089 2021-06-08 00:25:51,380 - mmaction - INFO - Epoch [22][180/1345] lr: 1.000e-02, eta: 11:34:37, time: 0.590, data_time: 0.003, memory: 7129, top1_acc: 0.4320, top5_acc: 0.7109, loss_cls: 2.3396, loss: 2.3396, grad_norm: 6.3375 2021-06-08 00:26:02,752 - mmaction - INFO - Epoch [22][200/1345] lr: 1.000e-02, eta: 11:34:02, time: 0.569, data_time: 0.002, memory: 7129, top1_acc: 0.4383, top5_acc: 0.7195, loss_cls: 2.2737, loss: 2.2737, grad_norm: 6.2299 2021-06-08 00:26:15,005 - mmaction - INFO - Epoch [22][220/1345] lr: 1.000e-02, eta: 11:33:28, time: 0.613, data_time: 0.001, memory: 7129, top1_acc: 0.4680, top5_acc: 0.7305, loss_cls: 2.1900, loss: 2.1900, grad_norm: 6.3111 2021-06-08 00:26:29,157 - mmaction - INFO - Epoch [22][240/1345] lr: 1.000e-02, eta: 11:32:56, time: 0.707, data_time: 0.001, memory: 7129, top1_acc: 0.4398, top5_acc: 0.7266, loss_cls: 2.2378, loss: 2.2378, grad_norm: 6.2700 2021-06-08 00:26:43,389 - mmaction - INFO - Epoch [22][260/1345] lr: 1.000e-02, eta: 11:32:25, time: 0.712, data_time: 0.001, memory: 7129, top1_acc: 0.4086, top5_acc: 0.7203, loss_cls: 2.3742, loss: 2.3742, grad_norm: 6.3894 2021-06-08 00:26:56,243 - mmaction - INFO - Epoch [22][280/1345] lr: 1.000e-02, eta: 11:31:52, time: 0.642, data_time: 0.001, memory: 7129, top1_acc: 0.4297, top5_acc: 0.7242, loss_cls: 2.2354, loss: 2.2354, grad_norm: 6.4591 2021-06-08 00:27:09,538 - mmaction - INFO - Epoch [22][300/1345] lr: 1.000e-02, eta: 11:31:20, time: 0.666, data_time: 0.002, memory: 7129, top1_acc: 0.4266, top5_acc: 0.7188, loss_cls: 2.2817, loss: 2.2817, grad_norm: 6.3630 2021-06-08 00:27:25,671 - mmaction - INFO - Epoch [22][320/1345] lr: 1.000e-02, eta: 11:30:51, time: 0.806, data_time: 0.001, memory: 7129, top1_acc: 0.4227, top5_acc: 0.7180, loss_cls: 2.3361, loss: 2.3361, grad_norm: 6.5706 2021-06-08 00:27:39,949 - mmaction - INFO - Epoch [22][340/1345] lr: 1.000e-02, eta: 11:30:20, time: 0.715, data_time: 0.002, memory: 7129, top1_acc: 0.4305, top5_acc: 0.7234, loss_cls: 2.2915, loss: 2.2915, grad_norm: 6.3182 2021-06-08 00:27:54,028 - mmaction - INFO - Epoch [22][360/1345] lr: 1.000e-02, eta: 11:29:49, time: 0.704, data_time: 0.001, memory: 7129, top1_acc: 0.4266, top5_acc: 0.7172, loss_cls: 2.3327, loss: 2.3327, grad_norm: 6.3061 2021-06-08 00:28:07,909 - mmaction - INFO - Epoch [22][380/1345] lr: 1.000e-02, eta: 11:29:17, time: 0.694, data_time: 0.001, memory: 7129, top1_acc: 0.4258, top5_acc: 0.7078, loss_cls: 2.3707, loss: 2.3707, grad_norm: 6.4665 2021-06-08 00:28:23,733 - mmaction - INFO - Epoch [22][400/1345] lr: 1.000e-02, eta: 11:28:48, time: 0.791, data_time: 0.002, memory: 7129, top1_acc: 0.4188, top5_acc: 0.7141, loss_cls: 2.3703, loss: 2.3703, grad_norm: 6.2586 2021-06-08 00:28:38,281 - mmaction - INFO - Epoch [22][420/1345] lr: 1.000e-02, eta: 11:28:17, time: 0.728, data_time: 0.001, memory: 7129, top1_acc: 0.4516, top5_acc: 0.7172, loss_cls: 2.2593, loss: 2.2593, grad_norm: 6.1710 2021-06-08 00:28:53,334 - mmaction - INFO - Epoch [22][440/1345] lr: 1.000e-02, eta: 11:27:47, time: 0.753, data_time: 0.001, memory: 7129, top1_acc: 0.4406, top5_acc: 0.7141, loss_cls: 2.2838, loss: 2.2838, grad_norm: 6.1087 2021-06-08 00:29:09,340 - mmaction - INFO - Epoch [22][460/1345] lr: 1.000e-02, eta: 11:27:19, time: 0.800, data_time: 0.001, memory: 7129, top1_acc: 0.4508, top5_acc: 0.7312, loss_cls: 2.2390, loss: 2.2390, grad_norm: 6.3895 2021-06-08 00:29:24,875 - mmaction - INFO - Epoch [22][480/1345] lr: 1.000e-02, eta: 11:26:49, time: 0.776, data_time: 0.001, memory: 7129, top1_acc: 0.4367, top5_acc: 0.7203, loss_cls: 2.3246, loss: 2.3246, grad_norm: 6.2641 2021-06-08 00:29:40,261 - mmaction - INFO - Epoch [22][500/1345] lr: 1.000e-02, eta: 11:26:20, time: 0.769, data_time: 0.001, memory: 7129, top1_acc: 0.4492, top5_acc: 0.7242, loss_cls: 2.2219, loss: 2.2219, grad_norm: 6.1971 2021-06-08 00:29:55,193 - mmaction - INFO - Epoch [22][520/1345] lr: 1.000e-02, eta: 11:25:50, time: 0.746, data_time: 0.004, memory: 7129, top1_acc: 0.4570, top5_acc: 0.7414, loss_cls: 2.2005, loss: 2.2005, grad_norm: 6.1582 2021-06-08 00:30:11,704 - mmaction - INFO - Epoch [22][540/1345] lr: 1.000e-02, eta: 11:25:22, time: 0.827, data_time: 0.002, memory: 7129, top1_acc: 0.4172, top5_acc: 0.7156, loss_cls: 2.3345, loss: 2.3345, grad_norm: 6.1362 2021-06-08 00:30:28,113 - mmaction - INFO - Epoch [22][560/1345] lr: 1.000e-02, eta: 11:24:54, time: 0.820, data_time: 0.001, memory: 7129, top1_acc: 0.4523, top5_acc: 0.7297, loss_cls: 2.2295, loss: 2.2295, grad_norm: 6.1789 2021-06-08 00:30:44,337 - mmaction - INFO - Epoch [22][580/1345] lr: 1.000e-02, eta: 11:24:26, time: 0.810, data_time: 0.001, memory: 7129, top1_acc: 0.4297, top5_acc: 0.7047, loss_cls: 2.3518, loss: 2.3518, grad_norm: 6.5176 2021-06-08 00:31:00,105 - mmaction - INFO - Epoch [22][600/1345] lr: 1.000e-02, eta: 11:23:57, time: 0.790, data_time: 0.003, memory: 7129, top1_acc: 0.4398, top5_acc: 0.7195, loss_cls: 2.3312, loss: 2.3312, grad_norm: 6.0387 2021-06-08 00:31:16,156 - mmaction - INFO - Epoch [22][620/1345] lr: 1.000e-02, eta: 11:23:29, time: 0.802, data_time: 0.001, memory: 7129, top1_acc: 0.4250, top5_acc: 0.7102, loss_cls: 2.3398, loss: 2.3398, grad_norm: 6.4187 2021-06-08 00:31:32,463 - mmaction - INFO - Epoch [22][640/1345] lr: 1.000e-02, eta: 11:23:00, time: 0.816, data_time: 0.001, memory: 7129, top1_acc: 0.4336, top5_acc: 0.7086, loss_cls: 2.3454, loss: 2.3454, grad_norm: 6.1243 2021-06-08 00:31:46,471 - mmaction - INFO - Epoch [22][660/1345] lr: 1.000e-02, eta: 11:22:29, time: 0.700, data_time: 0.001, memory: 7129, top1_acc: 0.4266, top5_acc: 0.7148, loss_cls: 2.3329, loss: 2.3329, grad_norm: 6.2005 2021-06-08 00:32:01,962 - mmaction - INFO - Epoch [22][680/1345] lr: 1.000e-02, eta: 11:22:00, time: 0.775, data_time: 0.002, memory: 7129, top1_acc: 0.4281, top5_acc: 0.7148, loss_cls: 2.3306, loss: 2.3306, grad_norm: 6.2888 2021-06-08 00:32:18,597 - mmaction - INFO - Epoch [22][700/1345] lr: 1.000e-02, eta: 11:21:33, time: 0.829, data_time: 0.001, memory: 7129, top1_acc: 0.4406, top5_acc: 0.7281, loss_cls: 2.2758, loss: 2.2758, grad_norm: 6.1401 2021-06-08 00:32:33,700 - mmaction - INFO - Epoch [22][720/1345] lr: 1.000e-02, eta: 11:21:03, time: 0.758, data_time: 0.004, memory: 7129, top1_acc: 0.4328, top5_acc: 0.7219, loss_cls: 2.3265, loss: 2.3265, grad_norm: 6.1371 2021-06-08 00:32:49,802 - mmaction - INFO - Epoch [22][740/1345] lr: 1.000e-02, eta: 11:20:35, time: 0.805, data_time: 0.001, memory: 7129, top1_acc: 0.4352, top5_acc: 0.7422, loss_cls: 2.2230, loss: 2.2230, grad_norm: 6.0727 2021-06-08 00:33:05,263 - mmaction - INFO - Epoch [22][760/1345] lr: 1.000e-02, eta: 11:20:06, time: 0.773, data_time: 0.002, memory: 7129, top1_acc: 0.4188, top5_acc: 0.7078, loss_cls: 2.3926, loss: 2.3926, grad_norm: 6.4272 2021-06-08 00:33:20,176 - mmaction - INFO - Epoch [22][780/1345] lr: 1.000e-02, eta: 11:19:36, time: 0.746, data_time: 0.001, memory: 7129, top1_acc: 0.4211, top5_acc: 0.7109, loss_cls: 2.3291, loss: 2.3291, grad_norm: 6.0419 2021-06-08 00:33:34,732 - mmaction - INFO - Epoch [22][800/1345] lr: 1.000e-02, eta: 11:19:06, time: 0.728, data_time: 0.002, memory: 7129, top1_acc: 0.4242, top5_acc: 0.7297, loss_cls: 2.2776, loss: 2.2776, grad_norm: 6.2936 2021-06-08 00:33:51,112 - mmaction - INFO - Epoch [22][820/1345] lr: 1.000e-02, eta: 11:18:38, time: 0.819, data_time: 0.001, memory: 7129, top1_acc: 0.4086, top5_acc: 0.7156, loss_cls: 2.3734, loss: 2.3734, grad_norm: 6.5003 2021-06-08 00:34:07,750 - mmaction - INFO - Epoch [22][840/1345] lr: 1.000e-02, eta: 11:18:10, time: 0.832, data_time: 0.001, memory: 7129, top1_acc: 0.4266, top5_acc: 0.6797, loss_cls: 2.4047, loss: 2.4047, grad_norm: 6.2538 2021-06-08 00:34:21,535 - mmaction - INFO - Epoch [22][860/1345] lr: 1.000e-02, eta: 11:17:39, time: 0.689, data_time: 0.001, memory: 7129, top1_acc: 0.4016, top5_acc: 0.6961, loss_cls: 2.4231, loss: 2.4231, grad_norm: 5.9635 2021-06-08 00:34:35,908 - mmaction - INFO - Epoch [22][880/1345] lr: 1.000e-02, eta: 11:17:09, time: 0.719, data_time: 0.001, memory: 7129, top1_acc: 0.4102, top5_acc: 0.7102, loss_cls: 2.3814, loss: 2.3814, grad_norm: 6.2063 2021-06-08 00:34:51,087 - mmaction - INFO - Epoch [22][900/1345] lr: 1.000e-02, eta: 11:16:39, time: 0.758, data_time: 0.001, memory: 7129, top1_acc: 0.4250, top5_acc: 0.7258, loss_cls: 2.3434, loss: 2.3434, grad_norm: 6.4543 2021-06-08 00:35:05,787 - mmaction - INFO - Epoch [22][920/1345] lr: 1.000e-02, eta: 11:16:09, time: 0.736, data_time: 0.002, memory: 7129, top1_acc: 0.4102, top5_acc: 0.7234, loss_cls: 2.3844, loss: 2.3844, grad_norm: 6.2119 2021-06-08 00:35:20,495 - mmaction - INFO - Epoch [22][940/1345] lr: 1.000e-02, eta: 11:15:39, time: 0.735, data_time: 0.001, memory: 7129, top1_acc: 0.4422, top5_acc: 0.7227, loss_cls: 2.3114, loss: 2.3114, grad_norm: 6.2314 2021-06-08 00:35:37,496 - mmaction - INFO - Epoch [22][960/1345] lr: 1.000e-02, eta: 11:15:13, time: 0.850, data_time: 0.001, memory: 7129, top1_acc: 0.4367, top5_acc: 0.7039, loss_cls: 2.3199, loss: 2.3199, grad_norm: 6.1582 2021-06-08 00:35:51,428 - mmaction - INFO - Epoch [22][980/1345] lr: 1.000e-02, eta: 11:14:42, time: 0.696, data_time: 0.001, memory: 7129, top1_acc: 0.4172, top5_acc: 0.7141, loss_cls: 2.3374, loss: 2.3374, grad_norm: 6.4247 2021-06-08 00:36:06,101 - mmaction - INFO - Epoch [22][1000/1345] lr: 1.000e-02, eta: 11:14:12, time: 0.734, data_time: 0.001, memory: 7129, top1_acc: 0.4359, top5_acc: 0.7227, loss_cls: 2.2890, loss: 2.2890, grad_norm: 6.4259 2021-06-08 00:36:21,463 - mmaction - INFO - Epoch [22][1020/1345] lr: 1.000e-02, eta: 11:13:43, time: 0.768, data_time: 0.001, memory: 7129, top1_acc: 0.4313, top5_acc: 0.7156, loss_cls: 2.2940, loss: 2.2940, grad_norm: 6.3198 2021-06-08 00:36:35,555 - mmaction - INFO - Epoch [22][1040/1345] lr: 1.000e-02, eta: 11:13:12, time: 0.705, data_time: 0.001, memory: 7129, top1_acc: 0.4039, top5_acc: 0.6914, loss_cls: 2.4333, loss: 2.4333, grad_norm: 6.4434 2021-06-08 00:36:50,238 - mmaction - INFO - Epoch [22][1060/1345] lr: 1.000e-02, eta: 11:12:42, time: 0.734, data_time: 0.002, memory: 7129, top1_acc: 0.4391, top5_acc: 0.7047, loss_cls: 2.3287, loss: 2.3287, grad_norm: 6.2748 2021-06-08 00:37:05,522 - mmaction - INFO - Epoch [22][1080/1345] lr: 1.000e-02, eta: 11:12:13, time: 0.764, data_time: 0.001, memory: 7129, top1_acc: 0.4320, top5_acc: 0.7172, loss_cls: 2.3074, loss: 2.3074, grad_norm: 6.3137 2021-06-08 00:37:21,349 - mmaction - INFO - Epoch [22][1100/1345] lr: 1.000e-02, eta: 11:11:45, time: 0.792, data_time: 0.001, memory: 7129, top1_acc: 0.4437, top5_acc: 0.7305, loss_cls: 2.2995, loss: 2.2995, grad_norm: 6.0613 2021-06-08 00:37:36,675 - mmaction - INFO - Epoch [22][1120/1345] lr: 1.000e-02, eta: 11:11:16, time: 0.766, data_time: 0.001, memory: 7129, top1_acc: 0.4570, top5_acc: 0.7188, loss_cls: 2.2688, loss: 2.2688, grad_norm: 6.1510 2021-06-08 00:37:50,708 - mmaction - INFO - Epoch [22][1140/1345] lr: 1.000e-02, eta: 11:10:46, time: 0.702, data_time: 0.001, memory: 7129, top1_acc: 0.4445, top5_acc: 0.7312, loss_cls: 2.2641, loss: 2.2641, grad_norm: 6.3639 2021-06-08 00:38:05,769 - mmaction - INFO - Epoch [22][1160/1345] lr: 1.000e-02, eta: 11:10:16, time: 0.753, data_time: 0.001, memory: 7129, top1_acc: 0.4516, top5_acc: 0.7312, loss_cls: 2.2534, loss: 2.2534, grad_norm: 6.3320 2021-06-08 00:38:19,674 - mmaction - INFO - Epoch [22][1180/1345] lr: 1.000e-02, eta: 11:09:46, time: 0.695, data_time: 0.002, memory: 7129, top1_acc: 0.4469, top5_acc: 0.7094, loss_cls: 2.3009, loss: 2.3009, grad_norm: 6.1284 2021-06-08 00:38:35,506 - mmaction - INFO - Epoch [22][1200/1345] lr: 1.000e-02, eta: 11:09:17, time: 0.792, data_time: 0.001, memory: 7129, top1_acc: 0.4461, top5_acc: 0.7219, loss_cls: 2.2721, loss: 2.2721, grad_norm: 6.1049 2021-06-08 00:38:50,550 - mmaction - INFO - Epoch [22][1220/1345] lr: 1.000e-02, eta: 11:08:48, time: 0.753, data_time: 0.002, memory: 7129, top1_acc: 0.3984, top5_acc: 0.6805, loss_cls: 2.4791, loss: 2.4791, grad_norm: 6.4246 2021-06-08 00:39:04,722 - mmaction - INFO - Epoch [22][1240/1345] lr: 1.000e-02, eta: 11:08:18, time: 0.709, data_time: 0.001, memory: 7129, top1_acc: 0.4500, top5_acc: 0.7195, loss_cls: 2.2862, loss: 2.2862, grad_norm: 6.1819 2021-06-08 00:39:19,630 - mmaction - INFO - Epoch [22][1260/1345] lr: 1.000e-02, eta: 11:07:49, time: 0.745, data_time: 0.001, memory: 7129, top1_acc: 0.4078, top5_acc: 0.7211, loss_cls: 2.3568, loss: 2.3568, grad_norm: 6.2573 2021-06-08 00:39:35,511 - mmaction - INFO - Epoch [22][1280/1345] lr: 1.000e-02, eta: 11:07:21, time: 0.794, data_time: 0.001, memory: 7129, top1_acc: 0.4430, top5_acc: 0.7164, loss_cls: 2.2897, loss: 2.2897, grad_norm: 5.9311 2021-06-08 00:39:52,552 - mmaction - INFO - Epoch [22][1300/1345] lr: 1.000e-02, eta: 11:06:54, time: 0.852, data_time: 0.001, memory: 7129, top1_acc: 0.4336, top5_acc: 0.7117, loss_cls: 2.3539, loss: 2.3539, grad_norm: 6.1758 2021-06-08 00:40:07,256 - mmaction - INFO - Epoch [22][1320/1345] lr: 1.000e-02, eta: 11:06:24, time: 0.735, data_time: 0.001, memory: 7129, top1_acc: 0.4359, top5_acc: 0.7297, loss_cls: 2.2843, loss: 2.2843, grad_norm: 6.3217 2021-06-08 00:40:22,390 - mmaction - INFO - Epoch [22][1340/1345] lr: 1.000e-02, eta: 11:05:55, time: 0.757, data_time: 0.001, memory: 7129, top1_acc: 0.4367, top5_acc: 0.7141, loss_cls: 2.3287, loss: 2.3287, grad_norm: 5.9338 2021-06-08 00:40:31,270 - mmaction - INFO - Saving checkpoint at 22 epochs 2021-06-08 00:48:08,600 - mmaction - INFO - Epoch [23][20/1345] lr: 1.000e-02, eta: 11:14:35, time: 22.816, data_time: 22.149, memory: 7129, top1_acc: 0.4484, top5_acc: 0.7328, loss_cls: 2.2369, loss: 2.2369, grad_norm: 6.0083 2021-06-08 00:48:19,716 - mmaction - INFO - Epoch [23][40/1345] lr: 1.000e-02, eta: 11:14:01, time: 0.556, data_time: 0.003, memory: 7129, top1_acc: 0.4609, top5_acc: 0.7477, loss_cls: 2.1507, loss: 2.1507, grad_norm: 6.2056 2021-06-08 00:48:30,464 - mmaction - INFO - Epoch [23][60/1345] lr: 1.000e-02, eta: 11:13:25, time: 0.538, data_time: 0.002, memory: 7129, top1_acc: 0.4297, top5_acc: 0.7328, loss_cls: 2.2761, loss: 2.2761, grad_norm: 6.4650 2021-06-08 00:48:41,361 - mmaction - INFO - Epoch [23][80/1345] lr: 1.000e-02, eta: 11:12:51, time: 0.544, data_time: 0.002, memory: 7129, top1_acc: 0.4250, top5_acc: 0.7258, loss_cls: 2.2709, loss: 2.2709, grad_norm: 6.2865 2021-06-08 00:48:52,179 - mmaction - INFO - Epoch [23][100/1345] lr: 1.000e-02, eta: 11:12:16, time: 0.542, data_time: 0.002, memory: 7129, top1_acc: 0.4547, top5_acc: 0.7586, loss_cls: 2.1522, loss: 2.1522, grad_norm: 6.3359 2021-06-08 00:49:03,185 - mmaction - INFO - Epoch [23][120/1345] lr: 1.000e-02, eta: 11:11:41, time: 0.550, data_time: 0.002, memory: 7129, top1_acc: 0.4289, top5_acc: 0.7203, loss_cls: 2.3215, loss: 2.3215, grad_norm: 6.2057 2021-06-08 00:49:14,165 - mmaction - INFO - Epoch [23][140/1345] lr: 1.000e-02, eta: 11:11:06, time: 0.550, data_time: 0.001, memory: 7129, top1_acc: 0.4281, top5_acc: 0.7133, loss_cls: 2.3165, loss: 2.3165, grad_norm: 6.1184 2021-06-08 00:49:25,583 - mmaction - INFO - Epoch [23][160/1345] lr: 1.000e-02, eta: 11:10:32, time: 0.570, data_time: 0.001, memory: 7129, top1_acc: 0.4328, top5_acc: 0.7367, loss_cls: 2.2695, loss: 2.2695, grad_norm: 6.6097 2021-06-08 00:49:38,729 - mmaction - INFO - Epoch [23][180/1345] lr: 1.000e-02, eta: 11:10:00, time: 0.658, data_time: 0.002, memory: 7129, top1_acc: 0.4430, top5_acc: 0.7305, loss_cls: 2.2686, loss: 2.2686, grad_norm: 6.0561 2021-06-08 00:49:51,456 - mmaction - INFO - Epoch [23][200/1345] lr: 1.000e-02, eta: 11:09:28, time: 0.636, data_time: 0.001, memory: 7129, top1_acc: 0.4430, top5_acc: 0.7133, loss_cls: 2.3139, loss: 2.3139, grad_norm: 6.3601 2021-06-08 00:50:04,349 - mmaction - INFO - Epoch [23][220/1345] lr: 1.000e-02, eta: 11:08:55, time: 0.642, data_time: 0.001, memory: 7129, top1_acc: 0.4391, top5_acc: 0.7273, loss_cls: 2.2324, loss: 2.2324, grad_norm: 6.2299 2021-06-08 00:50:17,171 - mmaction - INFO - Epoch [23][240/1345] lr: 1.000e-02, eta: 11:08:23, time: 0.642, data_time: 0.004, memory: 7129, top1_acc: 0.4250, top5_acc: 0.7180, loss_cls: 2.3182, loss: 2.3182, grad_norm: 5.9552 2021-06-08 00:50:32,205 - mmaction - INFO - Epoch [23][260/1345] lr: 1.000e-02, eta: 11:07:54, time: 0.753, data_time: 0.002, memory: 7129, top1_acc: 0.4195, top5_acc: 0.7031, loss_cls: 2.3353, loss: 2.3353, grad_norm: 6.2992 2021-06-08 00:50:44,981 - mmaction - INFO - Epoch [23][280/1345] lr: 1.000e-02, eta: 11:07:22, time: 0.639, data_time: 0.002, memory: 7129, top1_acc: 0.4242, top5_acc: 0.6977, loss_cls: 2.3496, loss: 2.3496, grad_norm: 6.2625 2021-06-08 00:50:58,489 - mmaction - INFO - Epoch [23][300/1345] lr: 1.000e-02, eta: 11:06:50, time: 0.675, data_time: 0.001, memory: 7129, top1_acc: 0.4469, top5_acc: 0.7391, loss_cls: 2.2097, loss: 2.2097, grad_norm: 6.4541 2021-06-08 00:51:12,422 - mmaction - INFO - Epoch [23][320/1345] lr: 1.000e-02, eta: 11:06:19, time: 0.697, data_time: 0.001, memory: 7129, top1_acc: 0.4508, top5_acc: 0.7078, loss_cls: 2.2676, loss: 2.2676, grad_norm: 6.3206 2021-06-08 00:51:27,773 - mmaction - INFO - Epoch [23][340/1345] lr: 1.000e-02, eta: 11:05:50, time: 0.768, data_time: 0.001, memory: 7129, top1_acc: 0.4617, top5_acc: 0.7250, loss_cls: 2.2221, loss: 2.2221, grad_norm: 6.3867 2021-06-08 00:51:42,633 - mmaction - INFO - Epoch [23][360/1345] lr: 1.000e-02, eta: 11:05:21, time: 0.743, data_time: 0.001, memory: 7129, top1_acc: 0.4328, top5_acc: 0.7367, loss_cls: 2.2820, loss: 2.2820, grad_norm: 6.5420 2021-06-08 00:51:55,499 - mmaction - INFO - Epoch [23][380/1345] lr: 1.000e-02, eta: 11:04:49, time: 0.642, data_time: 0.001, memory: 7129, top1_acc: 0.4453, top5_acc: 0.7234, loss_cls: 2.2781, loss: 2.2781, grad_norm: 6.0603 2021-06-08 00:52:09,548 - mmaction - INFO - Epoch [23][400/1345] lr: 1.000e-02, eta: 11:04:18, time: 0.703, data_time: 0.002, memory: 7129, top1_acc: 0.4453, top5_acc: 0.7383, loss_cls: 2.2485, loss: 2.2485, grad_norm: 6.3181 2021-06-08 00:52:23,934 - mmaction - INFO - Epoch [23][420/1345] lr: 1.000e-02, eta: 11:03:48, time: 0.719, data_time: 0.001, memory: 7129, top1_acc: 0.4492, top5_acc: 0.7180, loss_cls: 2.3051, loss: 2.3051, grad_norm: 6.2212 2021-06-08 00:52:38,003 - mmaction - INFO - Epoch [23][440/1345] lr: 1.000e-02, eta: 11:03:18, time: 0.701, data_time: 0.001, memory: 7129, top1_acc: 0.4484, top5_acc: 0.7352, loss_cls: 2.2053, loss: 2.2053, grad_norm: 6.3512 2021-06-08 00:52:53,361 - mmaction - INFO - Epoch [23][460/1345] lr: 1.000e-02, eta: 11:02:49, time: 0.770, data_time: 0.004, memory: 7129, top1_acc: 0.4141, top5_acc: 0.7156, loss_cls: 2.3187, loss: 2.3187, grad_norm: 6.2019 2021-06-08 00:53:08,040 - mmaction - INFO - Epoch [23][480/1345] lr: 1.000e-02, eta: 11:02:19, time: 0.734, data_time: 0.002, memory: 7129, top1_acc: 0.4422, top5_acc: 0.7312, loss_cls: 2.2527, loss: 2.2527, grad_norm: 6.4133 2021-06-08 00:53:21,716 - mmaction - INFO - Epoch [23][500/1345] lr: 1.000e-02, eta: 11:01:48, time: 0.683, data_time: 0.001, memory: 7129, top1_acc: 0.4430, top5_acc: 0.7383, loss_cls: 2.2682, loss: 2.2682, grad_norm: 6.2192 2021-06-08 00:53:37,323 - mmaction - INFO - Epoch [23][520/1345] lr: 1.000e-02, eta: 11:01:20, time: 0.781, data_time: 0.002, memory: 7129, top1_acc: 0.4164, top5_acc: 0.7063, loss_cls: 2.3379, loss: 2.3379, grad_norm: 6.5156 2021-06-08 00:53:51,693 - mmaction - INFO - Epoch [23][540/1345] lr: 1.000e-02, eta: 11:00:50, time: 0.718, data_time: 0.001, memory: 7129, top1_acc: 0.4234, top5_acc: 0.7109, loss_cls: 2.2831, loss: 2.2831, grad_norm: 6.3451 2021-06-08 00:54:06,667 - mmaction - INFO - Epoch [23][560/1345] lr: 1.000e-02, eta: 11:00:21, time: 0.749, data_time: 0.002, memory: 7129, top1_acc: 0.4539, top5_acc: 0.7398, loss_cls: 2.2118, loss: 2.2118, grad_norm: 6.2110 2021-06-08 00:54:20,356 - mmaction - INFO - Epoch [23][580/1345] lr: 1.000e-02, eta: 10:59:50, time: 0.684, data_time: 0.001, memory: 7129, top1_acc: 0.4305, top5_acc: 0.7203, loss_cls: 2.2854, loss: 2.2854, grad_norm: 6.0669 2021-06-08 00:54:34,561 - mmaction - INFO - Epoch [23][600/1345] lr: 1.000e-02, eta: 10:59:20, time: 0.711, data_time: 0.002, memory: 7129, top1_acc: 0.4086, top5_acc: 0.7219, loss_cls: 2.3250, loss: 2.3250, grad_norm: 6.5622 2021-06-08 00:54:49,336 - mmaction - INFO - Epoch [23][620/1345] lr: 1.000e-02, eta: 10:58:50, time: 0.739, data_time: 0.001, memory: 7129, top1_acc: 0.4008, top5_acc: 0.7289, loss_cls: 2.3316, loss: 2.3316, grad_norm: 6.4852 2021-06-08 00:55:04,310 - mmaction - INFO - Epoch [23][640/1345] lr: 1.000e-02, eta: 10:58:21, time: 0.748, data_time: 0.001, memory: 7129, top1_acc: 0.4281, top5_acc: 0.7242, loss_cls: 2.2790, loss: 2.2790, grad_norm: 6.0235 2021-06-08 00:55:19,448 - mmaction - INFO - Epoch [23][660/1345] lr: 1.000e-02, eta: 10:57:52, time: 0.757, data_time: 0.002, memory: 7129, top1_acc: 0.4477, top5_acc: 0.7336, loss_cls: 2.2056, loss: 2.2056, grad_norm: 6.1327 2021-06-08 00:55:33,983 - mmaction - INFO - Epoch [23][680/1345] lr: 1.000e-02, eta: 10:57:23, time: 0.726, data_time: 0.002, memory: 7129, top1_acc: 0.4727, top5_acc: 0.7375, loss_cls: 2.1887, loss: 2.1887, grad_norm: 6.2123 2021-06-08 00:55:48,585 - mmaction - INFO - Epoch [23][700/1345] lr: 1.000e-02, eta: 10:56:53, time: 0.731, data_time: 0.002, memory: 7129, top1_acc: 0.4398, top5_acc: 0.7211, loss_cls: 2.3133, loss: 2.3133, grad_norm: 6.2142 2021-06-08 00:56:02,593 - mmaction - INFO - Epoch [23][720/1345] lr: 1.000e-02, eta: 10:56:23, time: 0.701, data_time: 0.001, memory: 7129, top1_acc: 0.4398, top5_acc: 0.7195, loss_cls: 2.2740, loss: 2.2740, grad_norm: 6.2482 2021-06-08 00:56:18,846 - mmaction - INFO - Epoch [23][740/1345] lr: 1.000e-02, eta: 10:55:55, time: 0.812, data_time: 0.001, memory: 7129, top1_acc: 0.4344, top5_acc: 0.7031, loss_cls: 2.3444, loss: 2.3444, grad_norm: 6.4712 2021-06-08 00:56:34,163 - mmaction - INFO - Epoch [23][760/1345] lr: 1.000e-02, eta: 10:55:27, time: 0.766, data_time: 0.001, memory: 7129, top1_acc: 0.4500, top5_acc: 0.7102, loss_cls: 2.3277, loss: 2.3277, grad_norm: 6.1515 2021-06-08 00:56:48,722 - mmaction - INFO - Epoch [23][780/1345] lr: 1.000e-02, eta: 10:54:57, time: 0.727, data_time: 0.001, memory: 7129, top1_acc: 0.4086, top5_acc: 0.7086, loss_cls: 2.3520, loss: 2.3520, grad_norm: 6.3274 2021-06-08 00:57:02,829 - mmaction - INFO - Epoch [23][800/1345] lr: 1.000e-02, eta: 10:54:27, time: 0.705, data_time: 0.002, memory: 7129, top1_acc: 0.4203, top5_acc: 0.7211, loss_cls: 2.2994, loss: 2.2994, grad_norm: 6.3793 2021-06-08 00:57:19,272 - mmaction - INFO - Epoch [23][820/1345] lr: 1.000e-02, eta: 10:54:00, time: 0.823, data_time: 0.002, memory: 7129, top1_acc: 0.4477, top5_acc: 0.7281, loss_cls: 2.2410, loss: 2.2410, grad_norm: 6.3447 2021-06-08 00:57:34,350 - mmaction - INFO - Epoch [23][840/1345] lr: 1.000e-02, eta: 10:53:31, time: 0.754, data_time: 0.001, memory: 7129, top1_acc: 0.4266, top5_acc: 0.7242, loss_cls: 2.3184, loss: 2.3184, grad_norm: 6.0625 2021-06-08 00:57:50,638 - mmaction - INFO - Epoch [23][860/1345] lr: 1.000e-02, eta: 10:53:04, time: 0.814, data_time: 0.001, memory: 7129, top1_acc: 0.4406, top5_acc: 0.7180, loss_cls: 2.2933, loss: 2.2933, grad_norm: 6.2049 2021-06-08 00:58:06,980 - mmaction - INFO - Epoch [23][880/1345] lr: 1.000e-02, eta: 10:52:37, time: 0.817, data_time: 0.001, memory: 7129, top1_acc: 0.4437, top5_acc: 0.7172, loss_cls: 2.2753, loss: 2.2753, grad_norm: 6.2434 2021-06-08 00:58:21,373 - mmaction - INFO - Epoch [23][900/1345] lr: 1.000e-02, eta: 10:52:07, time: 0.719, data_time: 0.001, memory: 7129, top1_acc: 0.4445, top5_acc: 0.7406, loss_cls: 2.2334, loss: 2.2334, grad_norm: 6.3025 2021-06-08 00:58:35,919 - mmaction - INFO - Epoch [23][920/1345] lr: 1.000e-02, eta: 10:51:37, time: 0.727, data_time: 0.001, memory: 7129, top1_acc: 0.4234, top5_acc: 0.7148, loss_cls: 2.3321, loss: 2.3321, grad_norm: 6.5586 2021-06-08 00:58:51,775 - mmaction - INFO - Epoch [23][940/1345] lr: 1.000e-02, eta: 10:51:10, time: 0.793, data_time: 0.001, memory: 7129, top1_acc: 0.4156, top5_acc: 0.7102, loss_cls: 2.3638, loss: 2.3638, grad_norm: 6.3084 2021-06-08 00:59:07,463 - mmaction - INFO - Epoch [23][960/1345] lr: 1.000e-02, eta: 10:50:42, time: 0.784, data_time: 0.001, memory: 7129, top1_acc: 0.4391, top5_acc: 0.7242, loss_cls: 2.2879, loss: 2.2879, grad_norm: 6.2075 2021-06-08 00:59:25,003 - mmaction - INFO - Epoch [23][980/1345] lr: 1.000e-02, eta: 10:50:16, time: 0.878, data_time: 0.002, memory: 7129, top1_acc: 0.4469, top5_acc: 0.7344, loss_cls: 2.2670, loss: 2.2670, grad_norm: 6.4333 2021-06-08 00:59:38,655 - mmaction - INFO - Epoch [23][1000/1345] lr: 1.000e-02, eta: 10:49:46, time: 0.683, data_time: 0.001, memory: 7129, top1_acc: 0.4430, top5_acc: 0.7406, loss_cls: 2.2247, loss: 2.2247, grad_norm: 6.3177 2021-06-08 00:59:54,801 - mmaction - INFO - Epoch [23][1020/1345] lr: 1.000e-02, eta: 10:49:18, time: 0.807, data_time: 0.001, memory: 7129, top1_acc: 0.4516, top5_acc: 0.7211, loss_cls: 2.2710, loss: 2.2710, grad_norm: 6.2429 2021-06-08 01:00:10,844 - mmaction - INFO - Epoch [23][1040/1345] lr: 1.000e-02, eta: 10:48:51, time: 0.802, data_time: 0.001, memory: 7129, top1_acc: 0.4203, top5_acc: 0.7133, loss_cls: 2.3152, loss: 2.3152, grad_norm: 6.2765 2021-06-08 01:00:27,576 - mmaction - INFO - Epoch [23][1060/1345] lr: 1.000e-02, eta: 10:48:24, time: 0.837, data_time: 0.001, memory: 7129, top1_acc: 0.4078, top5_acc: 0.7109, loss_cls: 2.3663, loss: 2.3663, grad_norm: 6.1679 2021-06-08 01:00:42,885 - mmaction - INFO - Epoch [23][1080/1345] lr: 1.000e-02, eta: 10:47:56, time: 0.766, data_time: 0.002, memory: 7129, top1_acc: 0.4594, top5_acc: 0.7219, loss_cls: 2.2186, loss: 2.2186, grad_norm: 6.1582 2021-06-08 01:00:59,576 - mmaction - INFO - Epoch [23][1100/1345] lr: 1.000e-02, eta: 10:47:29, time: 0.834, data_time: 0.001, memory: 7129, top1_acc: 0.4250, top5_acc: 0.7164, loss_cls: 2.2936, loss: 2.2936, grad_norm: 6.2489 2021-06-08 01:01:15,256 - mmaction - INFO - Epoch [23][1120/1345] lr: 1.000e-02, eta: 10:47:01, time: 0.784, data_time: 0.001, memory: 7129, top1_acc: 0.4234, top5_acc: 0.7148, loss_cls: 2.3287, loss: 2.3287, grad_norm: 6.2832 2021-06-08 01:01:30,853 - mmaction - INFO - Epoch [23][1140/1345] lr: 1.000e-02, eta: 10:46:33, time: 0.781, data_time: 0.002, memory: 7129, top1_acc: 0.4281, top5_acc: 0.7258, loss_cls: 2.3209, loss: 2.3209, grad_norm: 6.2754 2021-06-08 01:01:46,305 - mmaction - INFO - Epoch [23][1160/1345] lr: 1.000e-02, eta: 10:46:05, time: 0.772, data_time: 0.001, memory: 7129, top1_acc: 0.4305, top5_acc: 0.7125, loss_cls: 2.3277, loss: 2.3277, grad_norm: 6.1826 2021-06-08 01:02:01,811 - mmaction - INFO - Epoch [23][1180/1345] lr: 1.000e-02, eta: 10:45:37, time: 0.775, data_time: 0.001, memory: 7129, top1_acc: 0.4445, top5_acc: 0.7367, loss_cls: 2.2332, loss: 2.2332, grad_norm: 6.4299 2021-06-08 01:02:18,239 - mmaction - INFO - Epoch [23][1200/1345] lr: 1.000e-02, eta: 10:45:10, time: 0.820, data_time: 0.001, memory: 7129, top1_acc: 0.4281, top5_acc: 0.7328, loss_cls: 2.2808, loss: 2.2808, grad_norm: 6.3809 2021-06-08 01:02:35,062 - mmaction - INFO - Epoch [23][1220/1345] lr: 1.000e-02, eta: 10:44:43, time: 0.842, data_time: 0.002, memory: 7129, top1_acc: 0.4320, top5_acc: 0.7281, loss_cls: 2.3184, loss: 2.3184, grad_norm: 6.3703 2021-06-08 01:02:50,165 - mmaction - INFO - Epoch [23][1240/1345] lr: 1.000e-02, eta: 10:44:15, time: 0.755, data_time: 0.001, memory: 7129, top1_acc: 0.4570, top5_acc: 0.7219, loss_cls: 2.2313, loss: 2.2313, grad_norm: 6.1395 2021-06-08 01:03:06,910 - mmaction - INFO - Epoch [23][1260/1345] lr: 1.000e-02, eta: 10:43:48, time: 0.837, data_time: 0.001, memory: 7129, top1_acc: 0.4391, top5_acc: 0.7102, loss_cls: 2.3049, loss: 2.3049, grad_norm: 6.5273 2021-06-08 01:03:22,997 - mmaction - INFO - Epoch [23][1280/1345] lr: 1.000e-02, eta: 10:43:21, time: 0.804, data_time: 0.002, memory: 7129, top1_acc: 0.4422, top5_acc: 0.7383, loss_cls: 2.2053, loss: 2.2053, grad_norm: 6.4726 2021-06-08 01:03:39,241 - mmaction - INFO - Epoch [23][1300/1345] lr: 1.000e-02, eta: 10:42:54, time: 0.813, data_time: 0.001, memory: 7129, top1_acc: 0.4289, top5_acc: 0.7109, loss_cls: 2.3121, loss: 2.3121, grad_norm: 6.3368 2021-06-08 01:03:54,754 - mmaction - INFO - Epoch [23][1320/1345] lr: 1.000e-02, eta: 10:42:26, time: 0.774, data_time: 0.001, memory: 7129, top1_acc: 0.4523, top5_acc: 0.7125, loss_cls: 2.2671, loss: 2.2671, grad_norm: 6.0793 2021-06-08 01:04:10,912 - mmaction - INFO - Epoch [23][1340/1345] lr: 1.000e-02, eta: 10:41:59, time: 0.810, data_time: 0.003, memory: 7129, top1_acc: 0.4328, top5_acc: 0.7172, loss_cls: 2.3254, loss: 2.3254, grad_norm: 6.2697 2021-06-08 01:04:20,303 - mmaction - INFO - Saving checkpoint at 23 epochs 2021-06-08 01:11:58,199 - mmaction - INFO - Epoch [24][20/1345] lr: 1.000e-02, eta: 10:49:57, time: 22.844, data_time: 22.182, memory: 7129, top1_acc: 0.4453, top5_acc: 0.7219, loss_cls: 2.2626, loss: 2.2626, grad_norm: 6.0825 2021-06-08 01:12:08,923 - mmaction - INFO - Epoch [24][40/1345] lr: 1.000e-02, eta: 10:49:23, time: 0.538, data_time: 0.004, memory: 7129, top1_acc: 0.4430, top5_acc: 0.7336, loss_cls: 2.2288, loss: 2.2288, grad_norm: 6.4705 2021-06-08 01:12:19,882 - mmaction - INFO - Epoch [24][60/1345] lr: 1.000e-02, eta: 10:48:49, time: 0.547, data_time: 0.001, memory: 7129, top1_acc: 0.4250, top5_acc: 0.7328, loss_cls: 2.3102, loss: 2.3102, grad_norm: 6.3848 2021-06-08 01:12:30,708 - mmaction - INFO - Epoch [24][80/1345] lr: 1.000e-02, eta: 10:48:15, time: 0.541, data_time: 0.002, memory: 7129, top1_acc: 0.4492, top5_acc: 0.7312, loss_cls: 2.2395, loss: 2.2395, grad_norm: 6.3060 2021-06-08 01:12:41,632 - mmaction - INFO - Epoch [24][100/1345] lr: 1.000e-02, eta: 10:47:42, time: 0.546, data_time: 0.002, memory: 7129, top1_acc: 0.4648, top5_acc: 0.7484, loss_cls: 2.1712, loss: 2.1712, grad_norm: 6.2293 2021-06-08 01:12:52,452 - mmaction - INFO - Epoch [24][120/1345] lr: 1.000e-02, eta: 10:47:08, time: 0.542, data_time: 0.002, memory: 7129, top1_acc: 0.4461, top5_acc: 0.7117, loss_cls: 2.2541, loss: 2.2541, grad_norm: 6.1672 2021-06-08 01:13:03,191 - mmaction - INFO - Epoch [24][140/1345] lr: 1.000e-02, eta: 10:46:34, time: 0.537, data_time: 0.001, memory: 7129, top1_acc: 0.4500, top5_acc: 0.7266, loss_cls: 2.2310, loss: 2.2310, grad_norm: 6.2998 2021-06-08 01:13:14,263 - mmaction - INFO - Epoch [24][160/1345] lr: 1.000e-02, eta: 10:46:00, time: 0.554, data_time: 0.002, memory: 7129, top1_acc: 0.4141, top5_acc: 0.7289, loss_cls: 2.3114, loss: 2.3114, grad_norm: 6.3103 2021-06-08 01:13:26,269 - mmaction - INFO - Epoch [24][180/1345] lr: 1.000e-02, eta: 10:45:28, time: 0.600, data_time: 0.001, memory: 7129, top1_acc: 0.4180, top5_acc: 0.7156, loss_cls: 2.3331, loss: 2.3331, grad_norm: 6.4155 2021-06-08 01:13:38,720 - mmaction - INFO - Epoch [24][200/1345] lr: 1.000e-02, eta: 10:44:56, time: 0.622, data_time: 0.002, memory: 7129, top1_acc: 0.4477, top5_acc: 0.7250, loss_cls: 2.2288, loss: 2.2288, grad_norm: 6.3880 2021-06-08 01:13:51,734 - mmaction - INFO - Epoch [24][220/1345] lr: 1.000e-02, eta: 10:44:25, time: 0.651, data_time: 0.002, memory: 7129, top1_acc: 0.4398, top5_acc: 0.7164, loss_cls: 2.2589, loss: 2.2589, grad_norm: 6.1640 2021-06-08 01:14:05,189 - mmaction - INFO - Epoch [24][240/1345] lr: 1.000e-02, eta: 10:43:54, time: 0.673, data_time: 0.001, memory: 7129, top1_acc: 0.4336, top5_acc: 0.7180, loss_cls: 2.2712, loss: 2.2712, grad_norm: 6.0865 2021-06-08 01:14:18,499 - mmaction - INFO - Epoch [24][260/1345] lr: 1.000e-02, eta: 10:43:23, time: 0.665, data_time: 0.002, memory: 7129, top1_acc: 0.4453, top5_acc: 0.7539, loss_cls: 2.1651, loss: 2.1651, grad_norm: 6.2700 2021-06-08 01:14:31,855 - mmaction - INFO - Epoch [24][280/1345] lr: 1.000e-02, eta: 10:42:53, time: 0.668, data_time: 0.001, memory: 7129, top1_acc: 0.4688, top5_acc: 0.7484, loss_cls: 2.1594, loss: 2.1594, grad_norm: 6.3625 2021-06-08 01:14:45,918 - mmaction - INFO - Epoch [24][300/1345] lr: 1.000e-02, eta: 10:42:23, time: 0.703, data_time: 0.001, memory: 7129, top1_acc: 0.4609, top5_acc: 0.7438, loss_cls: 2.1883, loss: 2.1883, grad_norm: 6.2168 2021-06-08 01:14:59,303 - mmaction - INFO - Epoch [24][320/1345] lr: 1.000e-02, eta: 10:41:52, time: 0.669, data_time: 0.002, memory: 7129, top1_acc: 0.4188, top5_acc: 0.7211, loss_cls: 2.3067, loss: 2.3067, grad_norm: 6.6400 2021-06-08 01:15:15,466 - mmaction - INFO - Epoch [24][340/1345] lr: 1.000e-02, eta: 10:41:25, time: 0.808, data_time: 0.002, memory: 7129, top1_acc: 0.4437, top5_acc: 0.7258, loss_cls: 2.2717, loss: 2.2717, grad_norm: 6.0038 2021-06-08 01:15:29,655 - mmaction - INFO - Epoch [24][360/1345] lr: 1.000e-02, eta: 10:40:55, time: 0.710, data_time: 0.002, memory: 7129, top1_acc: 0.4305, top5_acc: 0.6945, loss_cls: 2.3862, loss: 2.3862, grad_norm: 6.2766 2021-06-08 01:15:43,609 - mmaction - INFO - Epoch [24][380/1345] lr: 1.000e-02, eta: 10:40:25, time: 0.698, data_time: 0.002, memory: 7129, top1_acc: 0.4625, top5_acc: 0.7414, loss_cls: 2.1836, loss: 2.1836, grad_norm: 6.0309 2021-06-08 01:15:57,402 - mmaction - INFO - Epoch [24][400/1345] lr: 1.000e-02, eta: 10:39:55, time: 0.690, data_time: 0.001, memory: 7129, top1_acc: 0.4445, top5_acc: 0.7234, loss_cls: 2.2464, loss: 2.2464, grad_norm: 6.3586 2021-06-08 01:16:12,632 - mmaction - INFO - Epoch [24][420/1345] lr: 1.000e-02, eta: 10:39:27, time: 0.762, data_time: 0.001, memory: 7129, top1_acc: 0.4359, top5_acc: 0.7242, loss_cls: 2.2509, loss: 2.2509, grad_norm: 6.4864 2021-06-08 01:16:27,220 - mmaction - INFO - Epoch [24][440/1345] lr: 1.000e-02, eta: 10:38:58, time: 0.729, data_time: 0.001, memory: 7129, top1_acc: 0.4320, top5_acc: 0.7242, loss_cls: 2.2902, loss: 2.2902, grad_norm: 6.4387 2021-06-08 01:16:42,980 - mmaction - INFO - Epoch [24][460/1345] lr: 1.000e-02, eta: 10:38:30, time: 0.788, data_time: 0.001, memory: 7129, top1_acc: 0.4359, top5_acc: 0.7172, loss_cls: 2.2651, loss: 2.2651, grad_norm: 6.5122 2021-06-08 01:16:58,152 - mmaction - INFO - Epoch [24][480/1345] lr: 1.000e-02, eta: 10:38:01, time: 0.758, data_time: 0.001, memory: 7129, top1_acc: 0.4273, top5_acc: 0.7320, loss_cls: 2.2836, loss: 2.2836, grad_norm: 6.7117 2021-06-08 01:17:12,324 - mmaction - INFO - Epoch [24][500/1345] lr: 1.000e-02, eta: 10:37:32, time: 0.709, data_time: 0.001, memory: 7129, top1_acc: 0.4305, top5_acc: 0.7250, loss_cls: 2.2793, loss: 2.2793, grad_norm: 6.4493 2021-06-08 01:17:27,211 - mmaction - INFO - Epoch [24][520/1345] lr: 1.000e-02, eta: 10:37:03, time: 0.744, data_time: 0.001, memory: 7129, top1_acc: 0.4406, top5_acc: 0.7047, loss_cls: 2.3156, loss: 2.3156, grad_norm: 6.4418 2021-06-08 01:17:42,237 - mmaction - INFO - Epoch [24][540/1345] lr: 1.000e-02, eta: 10:36:34, time: 0.752, data_time: 0.002, memory: 7129, top1_acc: 0.4031, top5_acc: 0.6906, loss_cls: 2.4194, loss: 2.4194, grad_norm: 6.4860 2021-06-08 01:17:58,259 - mmaction - INFO - Epoch [24][560/1345] lr: 1.000e-02, eta: 10:36:07, time: 0.801, data_time: 0.001, memory: 7129, top1_acc: 0.4469, top5_acc: 0.7461, loss_cls: 2.1893, loss: 2.1893, grad_norm: 6.1255 2021-06-08 01:18:13,189 - mmaction - INFO - Epoch [24][580/1345] lr: 1.000e-02, eta: 10:35:38, time: 0.747, data_time: 0.001, memory: 7129, top1_acc: 0.4570, top5_acc: 0.7422, loss_cls: 2.1586, loss: 2.1586, grad_norm: 6.3272 2021-06-08 01:18:28,909 - mmaction - INFO - Epoch [24][600/1345] lr: 1.000e-02, eta: 10:35:11, time: 0.786, data_time: 0.001, memory: 7129, top1_acc: 0.4289, top5_acc: 0.7133, loss_cls: 2.3511, loss: 2.3511, grad_norm: 6.8207 2021-06-08 01:18:44,211 - mmaction - INFO - Epoch [24][620/1345] lr: 1.000e-02, eta: 10:34:43, time: 0.765, data_time: 0.002, memory: 7129, top1_acc: 0.4305, top5_acc: 0.7102, loss_cls: 2.3243, loss: 2.3243, grad_norm: 6.2620 2021-06-08 01:18:59,679 - mmaction - INFO - Epoch [24][640/1345] lr: 1.000e-02, eta: 10:34:15, time: 0.774, data_time: 0.002, memory: 7129, top1_acc: 0.4414, top5_acc: 0.7195, loss_cls: 2.2429, loss: 2.2429, grad_norm: 6.7162 2021-06-08 01:19:15,943 - mmaction - INFO - Epoch [24][660/1345] lr: 1.000e-02, eta: 10:33:48, time: 0.813, data_time: 0.002, memory: 7129, top1_acc: 0.4531, top5_acc: 0.7219, loss_cls: 2.3265, loss: 2.3265, grad_norm: 6.9060 2021-06-08 01:19:30,795 - mmaction - INFO - Epoch [24][680/1345] lr: 1.000e-02, eta: 10:33:19, time: 0.741, data_time: 0.001, memory: 7129, top1_acc: 0.4141, top5_acc: 0.7188, loss_cls: 2.3815, loss: 2.3815, grad_norm: 7.0758 2021-06-08 01:19:46,471 - mmaction - INFO - Epoch [24][700/1345] lr: 1.000e-02, eta: 10:32:51, time: 0.785, data_time: 0.003, memory: 7129, top1_acc: 0.4352, top5_acc: 0.7234, loss_cls: 2.2966, loss: 2.2966, grad_norm: 6.3034 2021-06-08 01:20:02,774 - mmaction - INFO - Epoch [24][720/1345] lr: 1.000e-02, eta: 10:32:24, time: 0.815, data_time: 0.001, memory: 7129, top1_acc: 0.4398, top5_acc: 0.7195, loss_cls: 2.2664, loss: 2.2664, grad_norm: 6.0071 2021-06-08 01:20:18,531 - mmaction - INFO - Epoch [24][740/1345] lr: 1.000e-02, eta: 10:31:57, time: 0.788, data_time: 0.001, memory: 7129, top1_acc: 0.4227, top5_acc: 0.6977, loss_cls: 2.4164, loss: 2.4164, grad_norm: 6.8066 2021-06-08 01:20:34,377 - mmaction - INFO - Epoch [24][760/1345] lr: 1.000e-02, eta: 10:31:29, time: 0.792, data_time: 0.001, memory: 7129, top1_acc: 0.4414, top5_acc: 0.7312, loss_cls: 2.2525, loss: 2.2525, grad_norm: 6.5127 2021-06-08 01:20:50,203 - mmaction - INFO - Epoch [24][780/1345] lr: 1.000e-02, eta: 10:31:02, time: 0.791, data_time: 0.001, memory: 7129, top1_acc: 0.4133, top5_acc: 0.7203, loss_cls: 2.3521, loss: 2.3521, grad_norm: 6.4926 2021-06-08 01:21:05,710 - mmaction - INFO - Epoch [24][800/1345] lr: 1.000e-02, eta: 10:30:34, time: 0.775, data_time: 0.001, memory: 7129, top1_acc: 0.4320, top5_acc: 0.7000, loss_cls: 2.3422, loss: 2.3422, grad_norm: 6.3318 2021-06-08 01:21:20,564 - mmaction - INFO - Epoch [24][820/1345] lr: 1.000e-02, eta: 10:30:05, time: 0.743, data_time: 0.001, memory: 7129, top1_acc: 0.4391, top5_acc: 0.7281, loss_cls: 2.2364, loss: 2.2364, grad_norm: 6.3331 2021-06-08 01:21:35,848 - mmaction - INFO - Epoch [24][840/1345] lr: 1.000e-02, eta: 10:29:37, time: 0.764, data_time: 0.001, memory: 7129, top1_acc: 0.4359, top5_acc: 0.7273, loss_cls: 2.2670, loss: 2.2670, grad_norm: 6.3198 2021-06-08 01:21:52,003 - mmaction - INFO - Epoch [24][860/1345] lr: 1.000e-02, eta: 10:29:10, time: 0.808, data_time: 0.001, memory: 7129, top1_acc: 0.4531, top5_acc: 0.7266, loss_cls: 2.2809, loss: 2.2809, grad_norm: 6.2875 2021-06-08 01:22:08,108 - mmaction - INFO - Epoch [24][880/1345] lr: 1.000e-02, eta: 10:28:43, time: 0.805, data_time: 0.001, memory: 7129, top1_acc: 0.4305, top5_acc: 0.7063, loss_cls: 2.3702, loss: 2.3702, grad_norm: 6.2023 2021-06-08 01:22:22,979 - mmaction - INFO - Epoch [24][900/1345] lr: 1.000e-02, eta: 10:28:15, time: 0.743, data_time: 0.001, memory: 7129, top1_acc: 0.4195, top5_acc: 0.7063, loss_cls: 2.3475, loss: 2.3475, grad_norm: 6.3075 2021-06-08 01:22:39,804 - mmaction - INFO - Epoch [24][920/1345] lr: 1.000e-02, eta: 10:27:49, time: 0.841, data_time: 0.001, memory: 7129, top1_acc: 0.4281, top5_acc: 0.7336, loss_cls: 2.2646, loss: 2.2646, grad_norm: 6.4148 2021-06-08 01:22:54,966 - mmaction - INFO - Epoch [24][940/1345] lr: 1.000e-02, eta: 10:27:21, time: 0.758, data_time: 0.001, memory: 7129, top1_acc: 0.4250, top5_acc: 0.7469, loss_cls: 2.1922, loss: 2.1922, grad_norm: 6.2859 2021-06-08 01:23:10,717 - mmaction - INFO - Epoch [24][960/1345] lr: 1.000e-02, eta: 10:26:53, time: 0.788, data_time: 0.001, memory: 7129, top1_acc: 0.4234, top5_acc: 0.7258, loss_cls: 2.3072, loss: 2.3072, grad_norm: 6.2739 2021-06-08 01:23:26,282 - mmaction - INFO - Epoch [24][980/1345] lr: 1.000e-02, eta: 10:26:26, time: 0.778, data_time: 0.002, memory: 7129, top1_acc: 0.4258, top5_acc: 0.7031, loss_cls: 2.3299, loss: 2.3299, grad_norm: 6.2876 2021-06-08 01:23:43,063 - mmaction - INFO - Epoch [24][1000/1345] lr: 1.000e-02, eta: 10:25:59, time: 0.839, data_time: 0.001, memory: 7129, top1_acc: 0.4195, top5_acc: 0.7039, loss_cls: 2.3478, loss: 2.3478, grad_norm: 6.0467 2021-06-08 01:23:58,569 - mmaction - INFO - Epoch [24][1020/1345] lr: 1.000e-02, eta: 10:25:32, time: 0.775, data_time: 0.001, memory: 7129, top1_acc: 0.4344, top5_acc: 0.7234, loss_cls: 2.2937, loss: 2.2937, grad_norm: 6.3478 2021-06-08 01:24:14,393 - mmaction - INFO - Epoch [24][1040/1345] lr: 1.000e-02, eta: 10:25:04, time: 0.792, data_time: 0.001, memory: 7129, top1_acc: 0.4250, top5_acc: 0.7234, loss_cls: 2.2837, loss: 2.2837, grad_norm: 6.6152 2021-06-08 01:24:31,254 - mmaction - INFO - Epoch [24][1060/1345] lr: 1.000e-02, eta: 10:24:38, time: 0.842, data_time: 0.001, memory: 7129, top1_acc: 0.4273, top5_acc: 0.7133, loss_cls: 2.3534, loss: 2.3534, grad_norm: 6.3470 2021-06-08 01:24:45,668 - mmaction - INFO - Epoch [24][1080/1345] lr: 1.000e-02, eta: 10:24:09, time: 0.721, data_time: 0.002, memory: 7129, top1_acc: 0.4406, top5_acc: 0.7031, loss_cls: 2.3813, loss: 2.3813, grad_norm: 6.4605 2021-06-08 01:25:01,175 - mmaction - INFO - Epoch [24][1100/1345] lr: 1.000e-02, eta: 10:23:42, time: 0.775, data_time: 0.002, memory: 7129, top1_acc: 0.4422, top5_acc: 0.7102, loss_cls: 2.2933, loss: 2.2933, grad_norm: 6.4365 2021-06-08 01:25:16,624 - mmaction - INFO - Epoch [24][1120/1345] lr: 1.000e-02, eta: 10:23:14, time: 0.772, data_time: 0.001, memory: 7129, top1_acc: 0.4148, top5_acc: 0.7125, loss_cls: 2.3326, loss: 2.3326, grad_norm: 6.2417 2021-06-08 01:25:32,849 - mmaction - INFO - Epoch [24][1140/1345] lr: 1.000e-02, eta: 10:22:47, time: 0.812, data_time: 0.002, memory: 7129, top1_acc: 0.4516, top5_acc: 0.7297, loss_cls: 2.2222, loss: 2.2222, grad_norm: 6.4254 2021-06-08 01:25:49,397 - mmaction - INFO - Epoch [24][1160/1345] lr: 1.000e-02, eta: 10:22:21, time: 0.827, data_time: 0.001, memory: 7129, top1_acc: 0.4320, top5_acc: 0.7195, loss_cls: 2.2924, loss: 2.2924, grad_norm: 6.2391 2021-06-08 01:26:04,388 - mmaction - INFO - Epoch [24][1180/1345] lr: 1.000e-02, eta: 10:21:53, time: 0.749, data_time: 0.002, memory: 7129, top1_acc: 0.4352, top5_acc: 0.6945, loss_cls: 2.3613, loss: 2.3613, grad_norm: 6.2127 2021-06-08 01:26:19,661 - mmaction - INFO - Epoch [24][1200/1345] lr: 1.000e-02, eta: 10:21:25, time: 0.764, data_time: 0.001, memory: 7129, top1_acc: 0.4367, top5_acc: 0.7289, loss_cls: 2.3085, loss: 2.3085, grad_norm: 6.4648 2021-06-08 01:26:35,668 - mmaction - INFO - Epoch [24][1220/1345] lr: 1.000e-02, eta: 10:20:58, time: 0.798, data_time: 0.001, memory: 7129, top1_acc: 0.4258, top5_acc: 0.7164, loss_cls: 2.2999, loss: 2.2999, grad_norm: 6.3307 2021-06-08 01:26:52,103 - mmaction - INFO - Epoch [24][1240/1345] lr: 1.000e-02, eta: 10:20:32, time: 0.823, data_time: 0.003, memory: 7129, top1_acc: 0.4531, top5_acc: 0.7227, loss_cls: 2.2467, loss: 2.2467, grad_norm: 6.1414 2021-06-08 01:27:07,070 - mmaction - INFO - Epoch [24][1260/1345] lr: 1.000e-02, eta: 10:20:04, time: 0.749, data_time: 0.002, memory: 7129, top1_acc: 0.4594, top5_acc: 0.7320, loss_cls: 2.2287, loss: 2.2287, grad_norm: 6.2362 2021-06-08 01:27:24,496 - mmaction - INFO - Epoch [24][1280/1345] lr: 1.000e-02, eta: 10:19:38, time: 0.871, data_time: 0.001, memory: 7129, top1_acc: 0.4273, top5_acc: 0.7109, loss_cls: 2.3163, loss: 2.3163, grad_norm: 6.2296 2021-06-08 01:27:39,689 - mmaction - INFO - Epoch [24][1300/1345] lr: 1.000e-02, eta: 10:19:11, time: 0.759, data_time: 0.001, memory: 7129, top1_acc: 0.4391, top5_acc: 0.7266, loss_cls: 2.2331, loss: 2.2331, grad_norm: 6.3433 2021-06-08 01:27:56,387 - mmaction - INFO - Epoch [24][1320/1345] lr: 1.000e-02, eta: 10:18:45, time: 0.835, data_time: 0.001, memory: 7129, top1_acc: 0.4516, top5_acc: 0.7211, loss_cls: 2.2515, loss: 2.2515, grad_norm: 6.5584 2021-06-08 01:28:11,676 - mmaction - INFO - Epoch [24][1340/1345] lr: 1.000e-02, eta: 10:18:17, time: 0.764, data_time: 0.001, memory: 7129, top1_acc: 0.4344, top5_acc: 0.7336, loss_cls: 2.3061, loss: 2.3061, grad_norm: 6.3994 2021-06-08 01:28:20,312 - mmaction - INFO - Saving checkpoint at 24 epochs 2021-06-08 01:35:50,172 - mmaction - INFO - Epoch [25][20/1345] lr: 1.000e-02, eta: 10:25:27, time: 22.444, data_time: 21.775, memory: 7129, top1_acc: 0.4477, top5_acc: 0.7141, loss_cls: 2.2660, loss: 2.2660, grad_norm: 6.3627 2021-06-08 01:36:01,038 - mmaction - INFO - Epoch [25][40/1345] lr: 1.000e-02, eta: 10:24:54, time: 0.544, data_time: 0.003, memory: 7129, top1_acc: 0.4469, top5_acc: 0.7367, loss_cls: 2.2802, loss: 2.2802, grad_norm: 6.4310 2021-06-08 01:36:11,900 - mmaction - INFO - Epoch [25][60/1345] lr: 1.000e-02, eta: 10:24:22, time: 0.543, data_time: 0.001, memory: 7129, top1_acc: 0.4305, top5_acc: 0.7086, loss_cls: 2.3331, loss: 2.3331, grad_norm: 6.1083 2021-06-08 01:36:22,686 - mmaction - INFO - Epoch [25][80/1345] lr: 1.000e-02, eta: 10:23:49, time: 0.539, data_time: 0.002, memory: 7129, top1_acc: 0.4734, top5_acc: 0.7414, loss_cls: 2.1619, loss: 2.1619, grad_norm: 6.0035 2021-06-08 01:36:33,528 - mmaction - INFO - Epoch [25][100/1345] lr: 1.000e-02, eta: 10:23:16, time: 0.542, data_time: 0.002, memory: 7129, top1_acc: 0.4367, top5_acc: 0.7367, loss_cls: 2.2492, loss: 2.2492, grad_norm: 6.2412 2021-06-08 01:36:44,529 - mmaction - INFO - Epoch [25][120/1345] lr: 1.000e-02, eta: 10:22:43, time: 0.550, data_time: 0.002, memory: 7129, top1_acc: 0.4195, top5_acc: 0.7172, loss_cls: 2.3101, loss: 2.3101, grad_norm: 6.2910 2021-06-08 01:36:55,525 - mmaction - INFO - Epoch [25][140/1345] lr: 1.000e-02, eta: 10:22:10, time: 0.550, data_time: 0.001, memory: 7129, top1_acc: 0.4117, top5_acc: 0.7008, loss_cls: 2.3600, loss: 2.3600, grad_norm: 6.4746 2021-06-08 01:37:06,650 - mmaction - INFO - Epoch [25][160/1345] lr: 1.000e-02, eta: 10:21:38, time: 0.556, data_time: 0.001, memory: 7129, top1_acc: 0.4453, top5_acc: 0.7336, loss_cls: 2.2216, loss: 2.2216, grad_norm: 6.2501 2021-06-08 01:37:18,096 - mmaction - INFO - Epoch [25][180/1345] lr: 1.000e-02, eta: 10:21:06, time: 0.571, data_time: 0.001, memory: 7129, top1_acc: 0.4469, top5_acc: 0.7117, loss_cls: 2.2624, loss: 2.2624, grad_norm: 6.1457 2021-06-08 01:37:30,777 - mmaction - INFO - Epoch [25][200/1345] lr: 1.000e-02, eta: 10:20:35, time: 0.635, data_time: 0.002, memory: 7129, top1_acc: 0.4445, top5_acc: 0.7203, loss_cls: 2.2785, loss: 2.2785, grad_norm: 6.3247 2021-06-08 01:37:44,843 - mmaction - INFO - Epoch [25][220/1345] lr: 1.000e-02, eta: 10:20:06, time: 0.704, data_time: 0.001, memory: 7129, top1_acc: 0.4352, top5_acc: 0.7219, loss_cls: 2.2478, loss: 2.2478, grad_norm: 6.2905 2021-06-08 01:37:57,857 - mmaction - INFO - Epoch [25][240/1345] lr: 1.000e-02, eta: 10:19:35, time: 0.650, data_time: 0.001, memory: 7129, top1_acc: 0.4484, top5_acc: 0.7203, loss_cls: 2.2843, loss: 2.2843, grad_norm: 6.2012 2021-06-08 01:38:10,785 - mmaction - INFO - Epoch [25][260/1345] lr: 1.000e-02, eta: 10:19:05, time: 0.647, data_time: 0.001, memory: 7129, top1_acc: 0.4336, top5_acc: 0.7508, loss_cls: 2.2227, loss: 2.2227, grad_norm: 6.5032 2021-06-08 01:38:24,724 - mmaction - INFO - Epoch [25][280/1345] lr: 1.000e-02, eta: 10:18:35, time: 0.697, data_time: 0.001, memory: 7129, top1_acc: 0.4328, top5_acc: 0.7172, loss_cls: 2.2974, loss: 2.2974, grad_norm: 6.3958 2021-06-08 01:38:37,790 - mmaction - INFO - Epoch [25][300/1345] lr: 1.000e-02, eta: 10:18:05, time: 0.653, data_time: 0.001, memory: 7129, top1_acc: 0.4367, top5_acc: 0.7211, loss_cls: 2.2924, loss: 2.2924, grad_norm: 6.3291 2021-06-08 01:38:51,879 - mmaction - INFO - Epoch [25][320/1345] lr: 1.000e-02, eta: 10:17:36, time: 0.704, data_time: 0.002, memory: 7129, top1_acc: 0.4375, top5_acc: 0.7281, loss_cls: 2.2676, loss: 2.2676, grad_norm: 6.6787 2021-06-08 01:39:05,751 - mmaction - INFO - Epoch [25][340/1345] lr: 1.000e-02, eta: 10:17:07, time: 0.693, data_time: 0.001, memory: 7129, top1_acc: 0.4383, top5_acc: 0.7344, loss_cls: 2.2466, loss: 2.2466, grad_norm: 6.4294 2021-06-08 01:39:21,034 - mmaction - INFO - Epoch [25][360/1345] lr: 1.000e-02, eta: 10:16:39, time: 0.764, data_time: 0.002, memory: 7129, top1_acc: 0.4594, top5_acc: 0.7367, loss_cls: 2.1964, loss: 2.1964, grad_norm: 6.4868 2021-06-08 01:39:35,546 - mmaction - INFO - Epoch [25][380/1345] lr: 1.000e-02, eta: 10:16:10, time: 0.726, data_time: 0.001, memory: 7129, top1_acc: 0.4266, top5_acc: 0.7281, loss_cls: 2.2593, loss: 2.2593, grad_norm: 6.2065 2021-06-08 01:39:50,937 - mmaction - INFO - Epoch [25][400/1345] lr: 1.000e-02, eta: 10:15:42, time: 0.770, data_time: 0.001, memory: 7129, top1_acc: 0.4156, top5_acc: 0.7078, loss_cls: 2.3557, loss: 2.3557, grad_norm: 6.4868 2021-06-08 01:40:05,867 - mmaction - INFO - Epoch [25][420/1345] lr: 1.000e-02, eta: 10:15:14, time: 0.747, data_time: 0.001, memory: 7129, top1_acc: 0.4680, top5_acc: 0.7445, loss_cls: 2.1581, loss: 2.1581, grad_norm: 6.3297 2021-06-08 01:40:20,661 - mmaction - INFO - Epoch [25][440/1345] lr: 1.000e-02, eta: 10:14:46, time: 0.740, data_time: 0.001, memory: 7129, top1_acc: 0.4344, top5_acc: 0.7219, loss_cls: 2.3139, loss: 2.3139, grad_norm: 6.1433 2021-06-08 01:40:34,943 - mmaction - INFO - Epoch [25][460/1345] lr: 1.000e-02, eta: 10:14:17, time: 0.714, data_time: 0.001, memory: 7129, top1_acc: 0.4523, top5_acc: 0.7398, loss_cls: 2.1619, loss: 2.1619, grad_norm: 6.3539 2021-06-08 01:40:51,476 - mmaction - INFO - Epoch [25][480/1345] lr: 1.000e-02, eta: 10:13:51, time: 0.827, data_time: 0.001, memory: 7129, top1_acc: 0.4414, top5_acc: 0.7172, loss_cls: 2.2995, loss: 2.2995, grad_norm: 6.1497 2021-06-08 01:41:05,933 - mmaction - INFO - Epoch [25][500/1345] lr: 1.000e-02, eta: 10:13:22, time: 0.723, data_time: 0.001, memory: 7129, top1_acc: 0.4461, top5_acc: 0.7375, loss_cls: 2.2054, loss: 2.2054, grad_norm: 6.3031 2021-06-08 01:41:21,673 - mmaction - INFO - Epoch [25][520/1345] lr: 1.000e-02, eta: 10:12:55, time: 0.787, data_time: 0.001, memory: 7129, top1_acc: 0.4469, top5_acc: 0.7227, loss_cls: 2.2847, loss: 2.2847, grad_norm: 6.3959 2021-06-08 01:41:36,451 - mmaction - INFO - Epoch [25][540/1345] lr: 1.000e-02, eta: 10:12:27, time: 0.739, data_time: 0.001, memory: 7129, top1_acc: 0.4359, top5_acc: 0.7320, loss_cls: 2.2412, loss: 2.2412, grad_norm: 6.3348 2021-06-08 01:41:51,517 - mmaction - INFO - Epoch [25][560/1345] lr: 1.000e-02, eta: 10:11:59, time: 0.753, data_time: 0.001, memory: 7129, top1_acc: 0.4469, top5_acc: 0.7117, loss_cls: 2.2812, loss: 2.2812, grad_norm: 6.5964 2021-06-08 01:42:07,667 - mmaction - INFO - Epoch [25][580/1345] lr: 1.000e-02, eta: 10:11:32, time: 0.807, data_time: 0.001, memory: 7129, top1_acc: 0.4500, top5_acc: 0.7344, loss_cls: 2.2122, loss: 2.2122, grad_norm: 6.2950 2021-06-08 01:42:24,417 - mmaction - INFO - Epoch [25][600/1345] lr: 1.000e-02, eta: 10:11:06, time: 0.838, data_time: 0.001, memory: 7129, top1_acc: 0.4539, top5_acc: 0.7398, loss_cls: 2.2234, loss: 2.2234, grad_norm: 6.2668 2021-06-08 01:42:40,118 - mmaction - INFO - Epoch [25][620/1345] lr: 1.000e-02, eta: 10:10:38, time: 0.785, data_time: 0.001, memory: 7129, top1_acc: 0.4289, top5_acc: 0.7055, loss_cls: 2.3506, loss: 2.3506, grad_norm: 6.3617 2021-06-08 01:42:53,023 - mmaction - INFO - Epoch [25][640/1345] lr: 1.000e-02, eta: 10:10:08, time: 0.646, data_time: 0.001, memory: 7129, top1_acc: 0.4945, top5_acc: 0.7703, loss_cls: 2.0602, loss: 2.0602, grad_norm: 6.2693 2021-06-08 01:43:09,066 - mmaction - INFO - Epoch [25][660/1345] lr: 1.000e-02, eta: 10:09:42, time: 0.802, data_time: 0.001, memory: 7129, top1_acc: 0.4492, top5_acc: 0.7242, loss_cls: 2.2507, loss: 2.2507, grad_norm: 6.4376 2021-06-08 01:43:25,429 - mmaction - INFO - Epoch [25][680/1345] lr: 1.000e-02, eta: 10:09:15, time: 0.818, data_time: 0.001, memory: 7129, top1_acc: 0.4437, top5_acc: 0.7289, loss_cls: 2.2132, loss: 2.2132, grad_norm: 6.2552 2021-06-08 01:43:40,870 - mmaction - INFO - Epoch [25][700/1345] lr: 1.000e-02, eta: 10:08:48, time: 0.772, data_time: 0.001, memory: 7129, top1_acc: 0.4484, top5_acc: 0.7258, loss_cls: 2.2326, loss: 2.2326, grad_norm: 6.1108 2021-06-08 01:43:57,067 - mmaction - INFO - Epoch [25][720/1345] lr: 1.000e-02, eta: 10:08:21, time: 0.810, data_time: 0.001, memory: 7129, top1_acc: 0.4266, top5_acc: 0.7391, loss_cls: 2.3018, loss: 2.3018, grad_norm: 6.5101 2021-06-08 01:44:13,036 - mmaction - INFO - Epoch [25][740/1345] lr: 1.000e-02, eta: 10:07:54, time: 0.798, data_time: 0.001, memory: 7129, top1_acc: 0.4391, top5_acc: 0.7383, loss_cls: 2.2498, loss: 2.2498, grad_norm: 6.3988 2021-06-08 01:44:27,611 - mmaction - INFO - Epoch [25][760/1345] lr: 1.000e-02, eta: 10:07:26, time: 0.729, data_time: 0.001, memory: 7129, top1_acc: 0.3984, top5_acc: 0.6977, loss_cls: 2.4060, loss: 2.4060, grad_norm: 6.3733 2021-06-08 01:44:43,401 - mmaction - INFO - Epoch [25][780/1345] lr: 1.000e-02, eta: 10:06:59, time: 0.789, data_time: 0.001, memory: 7129, top1_acc: 0.4422, top5_acc: 0.7180, loss_cls: 2.2821, loss: 2.2821, grad_norm: 6.2550 2021-06-08 01:44:59,341 - mmaction - INFO - Epoch [25][800/1345] lr: 1.000e-02, eta: 10:06:32, time: 0.797, data_time: 0.001, memory: 7129, top1_acc: 0.4281, top5_acc: 0.7180, loss_cls: 2.2851, loss: 2.2851, grad_norm: 6.4186 2021-06-08 01:45:14,323 - mmaction - INFO - Epoch [25][820/1345] lr: 1.000e-02, eta: 10:06:04, time: 0.750, data_time: 0.001, memory: 7129, top1_acc: 0.4398, top5_acc: 0.7289, loss_cls: 2.2686, loss: 2.2686, grad_norm: 6.2745 2021-06-08 01:45:29,937 - mmaction - INFO - Epoch [25][840/1345] lr: 1.000e-02, eta: 10:05:37, time: 0.778, data_time: 0.001, memory: 7129, top1_acc: 0.4352, top5_acc: 0.7297, loss_cls: 2.2786, loss: 2.2786, grad_norm: 6.3082 2021-06-08 01:45:46,011 - mmaction - INFO - Epoch [25][860/1345] lr: 1.000e-02, eta: 10:05:10, time: 0.806, data_time: 0.004, memory: 7129, top1_acc: 0.4313, top5_acc: 0.7172, loss_cls: 2.2870, loss: 2.2870, grad_norm: 6.1546 2021-06-08 01:46:01,427 - mmaction - INFO - Epoch [25][880/1345] lr: 1.000e-02, eta: 10:04:43, time: 0.769, data_time: 0.002, memory: 7129, top1_acc: 0.4508, top5_acc: 0.7312, loss_cls: 2.2437, loss: 2.2437, grad_norm: 6.0685 2021-06-08 01:46:16,299 - mmaction - INFO - Epoch [25][900/1345] lr: 1.000e-02, eta: 10:04:15, time: 0.746, data_time: 0.004, memory: 7129, top1_acc: 0.4297, top5_acc: 0.7195, loss_cls: 2.3155, loss: 2.3155, grad_norm: 6.2268 2021-06-08 01:46:31,577 - mmaction - INFO - Epoch [25][920/1345] lr: 1.000e-02, eta: 10:03:48, time: 0.764, data_time: 0.002, memory: 7129, top1_acc: 0.4297, top5_acc: 0.7070, loss_cls: 2.3231, loss: 2.3231, grad_norm: 6.6559 2021-06-08 01:46:47,552 - mmaction - INFO - Epoch [25][940/1345] lr: 1.000e-02, eta: 10:03:21, time: 0.799, data_time: 0.001, memory: 7129, top1_acc: 0.4352, top5_acc: 0.7219, loss_cls: 2.3208, loss: 2.3208, grad_norm: 6.5136 2021-06-08 01:47:03,965 - mmaction - INFO - Epoch [25][960/1345] lr: 1.000e-02, eta: 10:02:55, time: 0.821, data_time: 0.001, memory: 7129, top1_acc: 0.4477, top5_acc: 0.7422, loss_cls: 2.2149, loss: 2.2149, grad_norm: 6.2648 2021-06-08 01:47:17,911 - mmaction - INFO - Epoch [25][980/1345] lr: 1.000e-02, eta: 10:02:26, time: 0.697, data_time: 0.001, memory: 7129, top1_acc: 0.4359, top5_acc: 0.7312, loss_cls: 2.2338, loss: 2.2338, grad_norm: 6.2119 2021-06-08 01:47:33,790 - mmaction - INFO - Epoch [25][1000/1345] lr: 1.000e-02, eta: 10:01:59, time: 0.794, data_time: 0.001, memory: 7129, top1_acc: 0.4750, top5_acc: 0.7461, loss_cls: 2.1745, loss: 2.1745, grad_norm: 6.3666 2021-06-08 01:47:51,853 - mmaction - INFO - Epoch [25][1020/1345] lr: 1.000e-02, eta: 10:01:35, time: 0.904, data_time: 0.001, memory: 7129, top1_acc: 0.4477, top5_acc: 0.7250, loss_cls: 2.2590, loss: 2.2590, grad_norm: 6.4734 2021-06-08 01:48:06,209 - mmaction - INFO - Epoch [25][1040/1345] lr: 1.000e-02, eta: 10:01:06, time: 0.718, data_time: 0.001, memory: 7129, top1_acc: 0.4195, top5_acc: 0.7109, loss_cls: 2.3176, loss: 2.3176, grad_norm: 6.5368 2021-06-08 01:48:22,911 - mmaction - INFO - Epoch [25][1060/1345] lr: 1.000e-02, eta: 10:00:40, time: 0.835, data_time: 0.001, memory: 7129, top1_acc: 0.4258, top5_acc: 0.7008, loss_cls: 2.3512, loss: 2.3512, grad_norm: 6.4045 2021-06-08 01:48:38,650 - mmaction - INFO - Epoch [25][1080/1345] lr: 1.000e-02, eta: 10:00:14, time: 0.787, data_time: 0.002, memory: 7129, top1_acc: 0.4555, top5_acc: 0.7352, loss_cls: 2.2287, loss: 2.2287, grad_norm: 6.1267 2021-06-08 01:48:53,892 - mmaction - INFO - Epoch [25][1100/1345] lr: 1.000e-02, eta: 9:59:46, time: 0.762, data_time: 0.001, memory: 7129, top1_acc: 0.4750, top5_acc: 0.7336, loss_cls: 2.1480, loss: 2.1480, grad_norm: 6.3269 2021-06-08 01:49:08,786 - mmaction - INFO - Epoch [25][1120/1345] lr: 1.000e-02, eta: 9:59:19, time: 0.745, data_time: 0.001, memory: 7129, top1_acc: 0.4266, top5_acc: 0.6953, loss_cls: 2.3514, loss: 2.3514, grad_norm: 6.3729 2021-06-08 01:49:25,147 - mmaction - INFO - Epoch [25][1140/1345] lr: 1.000e-02, eta: 9:58:52, time: 0.818, data_time: 0.001, memory: 7129, top1_acc: 0.4500, top5_acc: 0.7531, loss_cls: 2.1419, loss: 2.1419, grad_norm: 6.3757 2021-06-08 01:49:40,752 - mmaction - INFO - Epoch [25][1160/1345] lr: 1.000e-02, eta: 9:58:25, time: 0.780, data_time: 0.001, memory: 7129, top1_acc: 0.4352, top5_acc: 0.7273, loss_cls: 2.2846, loss: 2.2846, grad_norm: 6.5832 2021-06-08 01:49:56,297 - mmaction - INFO - Epoch [25][1180/1345] lr: 1.000e-02, eta: 9:57:58, time: 0.777, data_time: 0.001, memory: 7129, top1_acc: 0.4648, top5_acc: 0.7328, loss_cls: 2.2162, loss: 2.2162, grad_norm: 6.2298 2021-06-08 01:50:12,229 - mmaction - INFO - Epoch [25][1200/1345] lr: 1.000e-02, eta: 9:57:32, time: 0.797, data_time: 0.002, memory: 7129, top1_acc: 0.4375, top5_acc: 0.7406, loss_cls: 2.2164, loss: 2.2164, grad_norm: 6.3483 2021-06-08 01:50:30,633 - mmaction - INFO - Epoch [25][1220/1345] lr: 1.000e-02, eta: 9:57:08, time: 0.920, data_time: 0.001, memory: 7129, top1_acc: 0.4242, top5_acc: 0.7211, loss_cls: 2.3281, loss: 2.3281, grad_norm: 6.4140 2021-06-08 01:50:44,988 - mmaction - INFO - Epoch [25][1240/1345] lr: 1.000e-02, eta: 9:56:40, time: 0.717, data_time: 0.001, memory: 7129, top1_acc: 0.4578, top5_acc: 0.7211, loss_cls: 2.2582, loss: 2.2582, grad_norm: 6.0174 2021-06-08 01:51:02,846 - mmaction - INFO - Epoch [25][1260/1345] lr: 1.000e-02, eta: 9:56:15, time: 0.894, data_time: 0.002, memory: 7129, top1_acc: 0.4258, top5_acc: 0.7016, loss_cls: 2.3656, loss: 2.3656, grad_norm: 6.2654 2021-06-08 01:51:16,027 - mmaction - INFO - Epoch [25][1280/1345] lr: 1.000e-02, eta: 9:55:46, time: 0.659, data_time: 0.001, memory: 7129, top1_acc: 0.4391, top5_acc: 0.7203, loss_cls: 2.2864, loss: 2.2864, grad_norm: 6.0996 2021-06-08 01:51:32,971 - mmaction - INFO - Epoch [25][1300/1345] lr: 1.000e-02, eta: 9:55:20, time: 0.847, data_time: 0.001, memory: 7129, top1_acc: 0.4492, top5_acc: 0.7422, loss_cls: 2.2401, loss: 2.2401, grad_norm: 6.3038 2021-06-08 01:51:49,466 - mmaction - INFO - Epoch [25][1320/1345] lr: 1.000e-02, eta: 9:54:54, time: 0.824, data_time: 0.001, memory: 7129, top1_acc: 0.4539, top5_acc: 0.7359, loss_cls: 2.2202, loss: 2.2202, grad_norm: 6.0228 2021-06-08 01:52:04,015 - mmaction - INFO - Epoch [25][1340/1345] lr: 1.000e-02, eta: 9:54:26, time: 0.728, data_time: 0.002, memory: 7129, top1_acc: 0.4430, top5_acc: 0.7109, loss_cls: 2.3256, loss: 2.3256, grad_norm: 6.2915 2021-06-08 01:52:12,685 - mmaction - INFO - Saving checkpoint at 25 epochs 2021-06-08 01:59:46,759 - mmaction - INFO - Epoch [26][20/1345] lr: 1.000e-02, eta: 10:01:06, time: 22.654, data_time: 20.889, memory: 7129, top1_acc: 0.4344, top5_acc: 0.7492, loss_cls: 2.2450, loss: 2.2450, grad_norm: 6.3882 2021-06-08 01:59:57,432 - mmaction - INFO - Epoch [26][40/1345] lr: 1.000e-02, eta: 10:00:34, time: 0.535, data_time: 0.003, memory: 7129, top1_acc: 0.4289, top5_acc: 0.7273, loss_cls: 2.2964, loss: 2.2964, grad_norm: 6.4152 2021-06-08 02:00:08,359 - mmaction - INFO - Epoch [26][60/1345] lr: 1.000e-02, eta: 10:00:02, time: 0.546, data_time: 0.002, memory: 7129, top1_acc: 0.4391, top5_acc: 0.7250, loss_cls: 2.2651, loss: 2.2651, grad_norm: 6.1720 2021-06-08 02:00:19,115 - mmaction - INFO - Epoch [26][80/1345] lr: 1.000e-02, eta: 9:59:30, time: 0.538, data_time: 0.002, memory: 7129, top1_acc: 0.4195, top5_acc: 0.7234, loss_cls: 2.3246, loss: 2.3246, grad_norm: 6.3789 2021-06-08 02:00:30,085 - mmaction - INFO - Epoch [26][100/1345] lr: 1.000e-02, eta: 9:58:58, time: 0.548, data_time: 0.001, memory: 7129, top1_acc: 0.4562, top5_acc: 0.7359, loss_cls: 2.1849, loss: 2.1849, grad_norm: 6.2495 2021-06-08 02:00:40,887 - mmaction - INFO - Epoch [26][120/1345] lr: 1.000e-02, eta: 9:58:26, time: 0.540, data_time: 0.002, memory: 7129, top1_acc: 0.4695, top5_acc: 0.7586, loss_cls: 2.1263, loss: 2.1263, grad_norm: 6.5929 2021-06-08 02:00:52,207 - mmaction - INFO - Epoch [26][140/1345] lr: 1.000e-02, eta: 9:57:54, time: 0.566, data_time: 0.001, memory: 7129, top1_acc: 0.4406, top5_acc: 0.7398, loss_cls: 2.2404, loss: 2.2404, grad_norm: 6.5339 2021-06-08 02:01:03,639 - mmaction - INFO - Epoch [26][160/1345] lr: 1.000e-02, eta: 9:57:23, time: 0.572, data_time: 0.002, memory: 7129, top1_acc: 0.4367, top5_acc: 0.7367, loss_cls: 2.2464, loss: 2.2464, grad_norm: 6.4492 2021-06-08 02:01:15,593 - mmaction - INFO - Epoch [26][180/1345] lr: 1.000e-02, eta: 9:56:52, time: 0.598, data_time: 0.001, memory: 7129, top1_acc: 0.4547, top5_acc: 0.7320, loss_cls: 2.2221, loss: 2.2221, grad_norm: 6.3752 2021-06-08 02:01:27,147 - mmaction - INFO - Epoch [26][200/1345] lr: 1.000e-02, eta: 9:56:21, time: 0.577, data_time: 0.002, memory: 7129, top1_acc: 0.4602, top5_acc: 0.7336, loss_cls: 2.1745, loss: 2.1745, grad_norm: 6.4199 2021-06-08 02:01:39,830 - mmaction - INFO - Epoch [26][220/1345] lr: 1.000e-02, eta: 9:55:51, time: 0.635, data_time: 0.003, memory: 7129, top1_acc: 0.4414, top5_acc: 0.7352, loss_cls: 2.2059, loss: 2.2059, grad_norm: 6.5627 2021-06-08 02:01:54,070 - mmaction - INFO - Epoch [26][240/1345] lr: 1.000e-02, eta: 9:55:23, time: 0.712, data_time: 0.001, memory: 7129, top1_acc: 0.4641, top5_acc: 0.7344, loss_cls: 2.1817, loss: 2.1817, grad_norm: 6.4308 2021-06-08 02:02:08,469 - mmaction - INFO - Epoch [26][260/1345] lr: 1.000e-02, eta: 9:54:54, time: 0.719, data_time: 0.001, memory: 7129, top1_acc: 0.4656, top5_acc: 0.7516, loss_cls: 2.1463, loss: 2.1463, grad_norm: 6.2883 2021-06-08 02:02:22,806 - mmaction - INFO - Epoch [26][280/1345] lr: 1.000e-02, eta: 9:54:26, time: 0.717, data_time: 0.002, memory: 7129, top1_acc: 0.4383, top5_acc: 0.7312, loss_cls: 2.2410, loss: 2.2410, grad_norm: 6.6469 2021-06-08 02:02:37,789 - mmaction - INFO - Epoch [26][300/1345] lr: 1.000e-02, eta: 9:53:58, time: 0.750, data_time: 0.002, memory: 7129, top1_acc: 0.4641, top5_acc: 0.7445, loss_cls: 2.2003, loss: 2.2003, grad_norm: 6.5556 2021-06-08 02:02:51,512 - mmaction - INFO - Epoch [26][320/1345] lr: 1.000e-02, eta: 9:53:29, time: 0.686, data_time: 0.001, memory: 7129, top1_acc: 0.4562, top5_acc: 0.7406, loss_cls: 2.2115, loss: 2.2115, grad_norm: 6.1924 2021-06-08 02:03:04,847 - mmaction - INFO - Epoch [26][340/1345] lr: 1.000e-02, eta: 9:53:00, time: 0.666, data_time: 0.001, memory: 7129, top1_acc: 0.4414, top5_acc: 0.7430, loss_cls: 2.2490, loss: 2.2490, grad_norm: 6.5548 2021-06-08 02:03:20,744 - mmaction - INFO - Epoch [26][360/1345] lr: 1.000e-02, eta: 9:52:33, time: 0.795, data_time: 0.001, memory: 7129, top1_acc: 0.4602, top5_acc: 0.7188, loss_cls: 2.2890, loss: 2.2890, grad_norm: 6.1128 2021-06-08 02:03:35,257 - mmaction - INFO - Epoch [26][380/1345] lr: 1.000e-02, eta: 9:52:05, time: 0.726, data_time: 0.002, memory: 7129, top1_acc: 0.4609, top5_acc: 0.7430, loss_cls: 2.1837, loss: 2.1837, grad_norm: 6.6761 2021-06-08 02:03:50,480 - mmaction - INFO - Epoch [26][400/1345] lr: 1.000e-02, eta: 9:51:38, time: 0.761, data_time: 0.001, memory: 7129, top1_acc: 0.4328, top5_acc: 0.7320, loss_cls: 2.2402, loss: 2.2402, grad_norm: 6.3971 2021-06-08 02:04:05,387 - mmaction - INFO - Epoch [26][420/1345] lr: 1.000e-02, eta: 9:51:10, time: 0.746, data_time: 0.002, memory: 7129, top1_acc: 0.4406, top5_acc: 0.7344, loss_cls: 2.2944, loss: 2.2944, grad_norm: 6.5353 2021-06-08 02:04:20,900 - mmaction - INFO - Epoch [26][440/1345] lr: 1.000e-02, eta: 9:50:43, time: 0.775, data_time: 0.001, memory: 7129, top1_acc: 0.4297, top5_acc: 0.7156, loss_cls: 2.3070, loss: 2.3070, grad_norm: 6.2287 2021-06-08 02:04:35,921 - mmaction - INFO - Epoch [26][460/1345] lr: 1.000e-02, eta: 9:50:16, time: 0.751, data_time: 0.002, memory: 7129, top1_acc: 0.4492, top5_acc: 0.7242, loss_cls: 2.2530, loss: 2.2530, grad_norm: 6.4211 2021-06-08 02:04:51,703 - mmaction - INFO - Epoch [26][480/1345] lr: 1.000e-02, eta: 9:49:49, time: 0.790, data_time: 0.002, memory: 7129, top1_acc: 0.4523, top5_acc: 0.7344, loss_cls: 2.2464, loss: 2.2464, grad_norm: 6.1363 2021-06-08 02:05:06,406 - mmaction - INFO - Epoch [26][500/1345] lr: 1.000e-02, eta: 9:49:21, time: 0.735, data_time: 0.001, memory: 7129, top1_acc: 0.4484, top5_acc: 0.7391, loss_cls: 2.2055, loss: 2.2055, grad_norm: 6.3543 2021-06-08 02:05:22,171 - mmaction - INFO - Epoch [26][520/1345] lr: 1.000e-02, eta: 9:48:54, time: 0.788, data_time: 0.001, memory: 7129, top1_acc: 0.4383, top5_acc: 0.7297, loss_cls: 2.2700, loss: 2.2700, grad_norm: 6.0634 2021-06-08 02:05:38,898 - mmaction - INFO - Epoch [26][540/1345] lr: 1.000e-02, eta: 9:48:28, time: 0.836, data_time: 0.002, memory: 7129, top1_acc: 0.4539, top5_acc: 0.7477, loss_cls: 2.2301, loss: 2.2301, grad_norm: 6.5413 2021-06-08 02:05:52,863 - mmaction - INFO - Epoch [26][560/1345] lr: 1.000e-02, eta: 9:48:00, time: 0.699, data_time: 0.002, memory: 7129, top1_acc: 0.4273, top5_acc: 0.7164, loss_cls: 2.3528, loss: 2.3528, grad_norm: 6.5737 2021-06-08 02:06:07,377 - mmaction - INFO - Epoch [26][580/1345] lr: 1.000e-02, eta: 9:47:32, time: 0.726, data_time: 0.001, memory: 7129, top1_acc: 0.4531, top5_acc: 0.7305, loss_cls: 2.2074, loss: 2.2074, grad_norm: 6.4421 2021-06-08 02:06:22,920 - mmaction - INFO - Epoch [26][600/1345] lr: 1.000e-02, eta: 9:47:05, time: 0.776, data_time: 0.001, memory: 7129, top1_acc: 0.4500, top5_acc: 0.7234, loss_cls: 2.2589, loss: 2.2589, grad_norm: 6.2843 2021-06-08 02:06:40,111 - mmaction - INFO - Epoch [26][620/1345] lr: 1.000e-02, eta: 9:46:40, time: 0.861, data_time: 0.004, memory: 7129, top1_acc: 0.4586, top5_acc: 0.7336, loss_cls: 2.2389, loss: 2.2389, grad_norm: 6.4289 2021-06-08 02:06:54,505 - mmaction - INFO - Epoch [26][640/1345] lr: 1.000e-02, eta: 9:46:12, time: 0.719, data_time: 0.001, memory: 7129, top1_acc: 0.4445, top5_acc: 0.7227, loss_cls: 2.2313, loss: 2.2313, grad_norm: 6.2151 2021-06-08 02:07:09,901 - mmaction - INFO - Epoch [26][660/1345] lr: 1.000e-02, eta: 9:45:45, time: 0.769, data_time: 0.002, memory: 7129, top1_acc: 0.4398, top5_acc: 0.7227, loss_cls: 2.2367, loss: 2.2367, grad_norm: 6.2545 2021-06-08 02:07:24,789 - mmaction - INFO - Epoch [26][680/1345] lr: 1.000e-02, eta: 9:45:17, time: 0.745, data_time: 0.002, memory: 7129, top1_acc: 0.4531, top5_acc: 0.7164, loss_cls: 2.2730, loss: 2.2730, grad_norm: 6.4059 2021-06-08 02:07:41,742 - mmaction - INFO - Epoch [26][700/1345] lr: 1.000e-02, eta: 9:44:52, time: 0.847, data_time: 0.001, memory: 7129, top1_acc: 0.4172, top5_acc: 0.7148, loss_cls: 2.3648, loss: 2.3648, grad_norm: 6.4829 2021-06-08 02:07:56,072 - mmaction - INFO - Epoch [26][720/1345] lr: 1.000e-02, eta: 9:44:24, time: 0.717, data_time: 0.002, memory: 7129, top1_acc: 0.4242, top5_acc: 0.7047, loss_cls: 2.3526, loss: 2.3526, grad_norm: 6.4477 2021-06-08 02:08:14,025 - mmaction - INFO - Epoch [26][740/1345] lr: 1.000e-02, eta: 9:43:59, time: 0.897, data_time: 0.001, memory: 7129, top1_acc: 0.4430, top5_acc: 0.7336, loss_cls: 2.2460, loss: 2.2460, grad_norm: 6.1913 2021-06-08 02:08:28,783 - mmaction - INFO - Epoch [26][760/1345] lr: 1.000e-02, eta: 9:43:32, time: 0.739, data_time: 0.002, memory: 7129, top1_acc: 0.4273, top5_acc: 0.7133, loss_cls: 2.3196, loss: 2.3196, grad_norm: 6.2020 2021-06-08 02:08:43,558 - mmaction - INFO - Epoch [26][780/1345] lr: 1.000e-02, eta: 9:43:04, time: 0.739, data_time: 0.001, memory: 7129, top1_acc: 0.4219, top5_acc: 0.7078, loss_cls: 2.3311, loss: 2.3311, grad_norm: 6.1228 2021-06-08 02:09:00,544 - mmaction - INFO - Epoch [26][800/1345] lr: 1.000e-02, eta: 9:42:39, time: 0.849, data_time: 0.001, memory: 7129, top1_acc: 0.4492, top5_acc: 0.7406, loss_cls: 2.1872, loss: 2.1872, grad_norm: 6.4275 2021-06-08 02:09:15,584 - mmaction - INFO - Epoch [26][820/1345] lr: 1.000e-02, eta: 9:42:11, time: 0.752, data_time: 0.001, memory: 7129, top1_acc: 0.4383, top5_acc: 0.7406, loss_cls: 2.2508, loss: 2.2508, grad_norm: 6.4157 2021-06-08 02:09:30,349 - mmaction - INFO - Epoch [26][840/1345] lr: 1.000e-02, eta: 9:41:44, time: 0.738, data_time: 0.001, memory: 7129, top1_acc: 0.4453, top5_acc: 0.7203, loss_cls: 2.2823, loss: 2.2823, grad_norm: 6.1042 2021-06-08 02:09:47,060 - mmaction - INFO - Epoch [26][860/1345] lr: 1.000e-02, eta: 9:41:18, time: 0.836, data_time: 0.001, memory: 7129, top1_acc: 0.4422, top5_acc: 0.7250, loss_cls: 2.2393, loss: 2.2393, grad_norm: 6.1395 2021-06-08 02:10:01,963 - mmaction - INFO - Epoch [26][880/1345] lr: 1.000e-02, eta: 9:40:51, time: 0.745, data_time: 0.001, memory: 7129, top1_acc: 0.4336, top5_acc: 0.7188, loss_cls: 2.2905, loss: 2.2905, grad_norm: 6.4805 2021-06-08 02:10:18,177 - mmaction - INFO - Epoch [26][900/1345] lr: 1.000e-02, eta: 9:40:25, time: 0.810, data_time: 0.002, memory: 7129, top1_acc: 0.4453, top5_acc: 0.7266, loss_cls: 2.2598, loss: 2.2598, grad_norm: 6.2836 2021-06-08 02:10:34,570 - mmaction - INFO - Epoch [26][920/1345] lr: 1.000e-02, eta: 9:39:59, time: 0.820, data_time: 0.001, memory: 7129, top1_acc: 0.4594, top5_acc: 0.7320, loss_cls: 2.2244, loss: 2.2244, grad_norm: 6.4714 2021-06-08 02:10:49,016 - mmaction - INFO - Epoch [26][940/1345] lr: 1.000e-02, eta: 9:39:31, time: 0.722, data_time: 0.001, memory: 7129, top1_acc: 0.4445, top5_acc: 0.7242, loss_cls: 2.2998, loss: 2.2998, grad_norm: 6.5622 2021-06-08 02:11:03,951 - mmaction - INFO - Epoch [26][960/1345] lr: 1.000e-02, eta: 9:39:04, time: 0.747, data_time: 0.001, memory: 7129, top1_acc: 0.4328, top5_acc: 0.7242, loss_cls: 2.3028, loss: 2.3028, grad_norm: 6.3447 2021-06-08 02:11:20,097 - mmaction - INFO - Epoch [26][980/1345] lr: 1.000e-02, eta: 9:38:38, time: 0.807, data_time: 0.001, memory: 7129, top1_acc: 0.4391, top5_acc: 0.7297, loss_cls: 2.2675, loss: 2.2675, grad_norm: 6.3533 2021-06-08 02:11:36,464 - mmaction - INFO - Epoch [26][1000/1345] lr: 1.000e-02, eta: 9:38:12, time: 0.818, data_time: 0.001, memory: 7129, top1_acc: 0.4594, top5_acc: 0.7453, loss_cls: 2.1472, loss: 2.1472, grad_norm: 6.2911 2021-06-08 02:11:51,310 - mmaction - INFO - Epoch [26][1020/1345] lr: 1.000e-02, eta: 9:37:44, time: 0.742, data_time: 0.001, memory: 7129, top1_acc: 0.4375, top5_acc: 0.7320, loss_cls: 2.2447, loss: 2.2447, grad_norm: 6.2471 2021-06-08 02:12:06,739 - mmaction - INFO - Epoch [26][1040/1345] lr: 1.000e-02, eta: 9:37:18, time: 0.771, data_time: 0.001, memory: 7129, top1_acc: 0.4570, top5_acc: 0.7281, loss_cls: 2.2035, loss: 2.2035, grad_norm: 6.4862 2021-06-08 02:12:22,204 - mmaction - INFO - Epoch [26][1060/1345] lr: 1.000e-02, eta: 9:36:51, time: 0.773, data_time: 0.002, memory: 7129, top1_acc: 0.4469, top5_acc: 0.7406, loss_cls: 2.1993, loss: 2.1993, grad_norm: 6.2561 2021-06-08 02:12:39,683 - mmaction - INFO - Epoch [26][1080/1345] lr: 1.000e-02, eta: 9:36:26, time: 0.875, data_time: 0.001, memory: 7129, top1_acc: 0.4773, top5_acc: 0.7328, loss_cls: 2.1808, loss: 2.1808, grad_norm: 6.2310 2021-06-08 02:12:53,102 - mmaction - INFO - Epoch [26][1100/1345] lr: 1.000e-02, eta: 9:35:58, time: 0.671, data_time: 0.001, memory: 7129, top1_acc: 0.4617, top5_acc: 0.7484, loss_cls: 2.1496, loss: 2.1496, grad_norm: 6.1250 2021-06-08 02:13:08,840 - mmaction - INFO - Epoch [26][1120/1345] lr: 1.000e-02, eta: 9:35:31, time: 0.787, data_time: 0.001, memory: 7129, top1_acc: 0.4594, top5_acc: 0.7414, loss_cls: 2.1926, loss: 2.1926, grad_norm: 6.4296 2021-06-08 02:13:24,953 - mmaction - INFO - Epoch [26][1140/1345] lr: 1.000e-02, eta: 9:35:05, time: 0.806, data_time: 0.001, memory: 7129, top1_acc: 0.4492, top5_acc: 0.7305, loss_cls: 2.2709, loss: 2.2709, grad_norm: 6.5088 2021-06-08 02:13:41,874 - mmaction - INFO - Epoch [26][1160/1345] lr: 1.000e-02, eta: 9:34:40, time: 0.846, data_time: 0.001, memory: 7129, top1_acc: 0.4398, top5_acc: 0.7094, loss_cls: 2.2973, loss: 2.2973, grad_norm: 6.2859 2021-06-08 02:13:58,076 - mmaction - INFO - Epoch [26][1180/1345] lr: 1.000e-02, eta: 9:34:14, time: 0.810, data_time: 0.001, memory: 7129, top1_acc: 0.4445, top5_acc: 0.7336, loss_cls: 2.2333, loss: 2.2333, grad_norm: 6.2588 2021-06-08 02:14:14,504 - mmaction - INFO - Epoch [26][1200/1345] lr: 1.000e-02, eta: 9:33:48, time: 0.822, data_time: 0.001, memory: 7129, top1_acc: 0.4625, top5_acc: 0.7359, loss_cls: 2.2075, loss: 2.2075, grad_norm: 6.2209 2021-06-08 02:14:28,782 - mmaction - INFO - Epoch [26][1220/1345] lr: 1.000e-02, eta: 9:33:21, time: 0.713, data_time: 0.001, memory: 7129, top1_acc: 0.4445, top5_acc: 0.7414, loss_cls: 2.2167, loss: 2.2167, grad_norm: 6.2190 2021-06-08 02:14:45,728 - mmaction - INFO - Epoch [26][1240/1345] lr: 1.000e-02, eta: 9:32:55, time: 0.848, data_time: 0.002, memory: 7129, top1_acc: 0.4406, top5_acc: 0.7172, loss_cls: 2.2327, loss: 2.2327, grad_norm: 6.1963 2021-06-08 02:15:02,384 - mmaction - INFO - Epoch [26][1260/1345] lr: 1.000e-02, eta: 9:32:30, time: 0.832, data_time: 0.001, memory: 7129, top1_acc: 0.4516, top5_acc: 0.7367, loss_cls: 2.2186, loss: 2.2186, grad_norm: 6.3212 2021-06-08 02:15:16,715 - mmaction - INFO - Epoch [26][1280/1345] lr: 1.000e-02, eta: 9:32:02, time: 0.717, data_time: 0.002, memory: 7129, top1_acc: 0.4430, top5_acc: 0.7219, loss_cls: 2.2562, loss: 2.2562, grad_norm: 6.3409 2021-06-08 02:15:31,661 - mmaction - INFO - Epoch [26][1300/1345] lr: 1.000e-02, eta: 9:31:35, time: 0.748, data_time: 0.002, memory: 7129, top1_acc: 0.4289, top5_acc: 0.7195, loss_cls: 2.2810, loss: 2.2810, grad_norm: 6.2362 2021-06-08 02:15:48,470 - mmaction - INFO - Epoch [26][1320/1345] lr: 1.000e-02, eta: 9:31:10, time: 0.841, data_time: 0.001, memory: 7129, top1_acc: 0.4531, top5_acc: 0.7305, loss_cls: 2.2412, loss: 2.2412, grad_norm: 6.3701 2021-06-08 02:16:04,413 - mmaction - INFO - Epoch [26][1340/1345] lr: 1.000e-02, eta: 9:30:44, time: 0.797, data_time: 0.001, memory: 7129, top1_acc: 0.4586, top5_acc: 0.7180, loss_cls: 2.2536, loss: 2.2536, grad_norm: 6.0468 2021-06-08 02:16:10,710 - mmaction - INFO - Saving checkpoint at 26 epochs 2021-06-08 02:23:55,007 - mmaction - INFO - Epoch [27][20/1345] lr: 1.000e-02, eta: 9:37:00, time: 23.165, data_time: 21.593, memory: 7129, top1_acc: 0.4500, top5_acc: 0.7164, loss_cls: 2.2658, loss: 2.2658, grad_norm: 6.1967 2021-06-08 02:24:05,826 - mmaction - INFO - Epoch [27][40/1345] lr: 1.000e-02, eta: 9:36:29, time: 0.541, data_time: 0.003, memory: 7129, top1_acc: 0.4414, top5_acc: 0.7195, loss_cls: 2.2970, loss: 2.2970, grad_norm: 6.4071 2021-06-08 02:24:16,786 - mmaction - INFO - Epoch [27][60/1345] lr: 1.000e-02, eta: 9:35:58, time: 0.548, data_time: 0.001, memory: 7129, top1_acc: 0.4617, top5_acc: 0.7328, loss_cls: 2.1951, loss: 2.1951, grad_norm: 6.2135 2021-06-08 02:24:27,638 - mmaction - INFO - Epoch [27][80/1345] lr: 1.000e-02, eta: 9:35:26, time: 0.542, data_time: 0.001, memory: 7129, top1_acc: 0.4547, top5_acc: 0.7438, loss_cls: 2.2026, loss: 2.2026, grad_norm: 6.2377 2021-06-08 02:24:38,780 - mmaction - INFO - Epoch [27][100/1345] lr: 1.000e-02, eta: 9:34:56, time: 0.557, data_time: 0.002, memory: 7129, top1_acc: 0.4594, top5_acc: 0.7625, loss_cls: 2.1071, loss: 2.1071, grad_norm: 6.2885 2021-06-08 02:24:49,651 - mmaction - INFO - Epoch [27][120/1345] lr: 1.000e-02, eta: 9:34:24, time: 0.543, data_time: 0.003, memory: 7129, top1_acc: 0.4328, top5_acc: 0.7250, loss_cls: 2.2951, loss: 2.2951, grad_norm: 6.4193 2021-06-08 02:25:00,958 - mmaction - INFO - Epoch [27][140/1345] lr: 1.000e-02, eta: 9:33:54, time: 0.566, data_time: 0.002, memory: 7129, top1_acc: 0.4656, top5_acc: 0.7453, loss_cls: 2.1448, loss: 2.1448, grad_norm: 6.3160 2021-06-08 02:25:12,041 - mmaction - INFO - Epoch [27][160/1345] lr: 1.000e-02, eta: 9:33:23, time: 0.555, data_time: 0.002, memory: 7129, top1_acc: 0.4531, top5_acc: 0.7328, loss_cls: 2.2425, loss: 2.2425, grad_norm: 6.2516 2021-06-08 02:25:25,401 - mmaction - INFO - Epoch [27][180/1345] lr: 1.000e-02, eta: 9:32:54, time: 0.668, data_time: 0.002, memory: 7129, top1_acc: 0.4758, top5_acc: 0.7422, loss_cls: 2.1253, loss: 2.1253, grad_norm: 6.2673 2021-06-08 02:25:37,307 - mmaction - INFO - Epoch [27][200/1345] lr: 1.000e-02, eta: 9:32:24, time: 0.595, data_time: 0.001, memory: 7129, top1_acc: 0.4750, top5_acc: 0.7359, loss_cls: 2.1612, loss: 2.1612, grad_norm: 6.4906 2021-06-08 02:25:49,103 - mmaction - INFO - Epoch [27][220/1345] lr: 1.000e-02, eta: 9:31:54, time: 0.591, data_time: 0.002, memory: 7129, top1_acc: 0.4625, top5_acc: 0.7375, loss_cls: 2.1741, loss: 2.1741, grad_norm: 6.3204 2021-06-08 02:26:02,290 - mmaction - INFO - Epoch [27][240/1345] lr: 1.000e-02, eta: 9:31:25, time: 0.659, data_time: 0.001, memory: 7129, top1_acc: 0.4422, top5_acc: 0.7273, loss_cls: 2.2478, loss: 2.2478, grad_norm: 6.6094 2021-06-08 02:26:16,103 - mmaction - INFO - Epoch [27][260/1345] lr: 1.000e-02, eta: 9:30:57, time: 0.691, data_time: 0.001, memory: 7129, top1_acc: 0.4633, top5_acc: 0.7344, loss_cls: 2.2070, loss: 2.2070, grad_norm: 6.6337 2021-06-08 02:26:31,479 - mmaction - INFO - Epoch [27][280/1345] lr: 1.000e-02, eta: 9:30:30, time: 0.769, data_time: 0.002, memory: 7129, top1_acc: 0.4695, top5_acc: 0.7461, loss_cls: 2.1733, loss: 2.1733, grad_norm: 6.5996 2021-06-08 02:26:45,426 - mmaction - INFO - Epoch [27][300/1345] lr: 1.000e-02, eta: 9:30:02, time: 0.698, data_time: 0.001, memory: 7129, top1_acc: 0.4766, top5_acc: 0.7602, loss_cls: 2.0403, loss: 2.0403, grad_norm: 6.5491 2021-06-08 02:26:59,705 - mmaction - INFO - Epoch [27][320/1345] lr: 1.000e-02, eta: 9:29:34, time: 0.714, data_time: 0.001, memory: 7129, top1_acc: 0.4188, top5_acc: 0.7250, loss_cls: 2.3054, loss: 2.3054, grad_norm: 6.3956 2021-06-08 02:27:12,256 - mmaction - INFO - Epoch [27][340/1345] lr: 1.000e-02, eta: 9:29:04, time: 0.627, data_time: 0.001, memory: 7129, top1_acc: 0.4555, top5_acc: 0.7320, loss_cls: 2.2197, loss: 2.2197, grad_norm: 6.2096 2021-06-08 02:27:27,513 - mmaction - INFO - Epoch [27][360/1345] lr: 1.000e-02, eta: 9:28:37, time: 0.763, data_time: 0.002, memory: 7129, top1_acc: 0.4750, top5_acc: 0.7609, loss_cls: 2.1163, loss: 2.1163, grad_norm: 6.3387 2021-06-08 02:27:42,534 - mmaction - INFO - Epoch [27][380/1345] lr: 1.000e-02, eta: 9:28:10, time: 0.751, data_time: 0.001, memory: 7129, top1_acc: 0.4305, top5_acc: 0.7117, loss_cls: 2.2954, loss: 2.2954, grad_norm: 6.4296 2021-06-08 02:27:57,571 - mmaction - INFO - Epoch [27][400/1345] lr: 1.000e-02, eta: 9:27:43, time: 0.752, data_time: 0.001, memory: 7129, top1_acc: 0.4625, top5_acc: 0.7414, loss_cls: 2.1696, loss: 2.1696, grad_norm: 6.4322 2021-06-08 02:28:12,641 - mmaction - INFO - Epoch [27][420/1345] lr: 1.000e-02, eta: 9:27:16, time: 0.753, data_time: 0.001, memory: 7129, top1_acc: 0.4555, top5_acc: 0.7352, loss_cls: 2.2186, loss: 2.2186, grad_norm: 6.5532 2021-06-08 02:28:27,553 - mmaction - INFO - Epoch [27][440/1345] lr: 1.000e-02, eta: 9:26:49, time: 0.747, data_time: 0.002, memory: 7129, top1_acc: 0.4391, top5_acc: 0.7305, loss_cls: 2.2610, loss: 2.2610, grad_norm: 6.7314 2021-06-08 02:28:41,975 - mmaction - INFO - Epoch [27][460/1345] lr: 1.000e-02, eta: 9:26:21, time: 0.721, data_time: 0.001, memory: 7129, top1_acc: 0.4086, top5_acc: 0.7070, loss_cls: 2.3604, loss: 2.3604, grad_norm: 6.6538 2021-06-08 02:28:56,465 - mmaction - INFO - Epoch [27][480/1345] lr: 1.000e-02, eta: 9:25:54, time: 0.724, data_time: 0.001, memory: 7129, top1_acc: 0.4586, top5_acc: 0.7227, loss_cls: 2.2291, loss: 2.2291, grad_norm: 6.2339 2021-06-08 02:29:12,193 - mmaction - INFO - Epoch [27][500/1345] lr: 1.000e-02, eta: 9:25:28, time: 0.786, data_time: 0.001, memory: 7129, top1_acc: 0.4469, top5_acc: 0.7086, loss_cls: 2.2580, loss: 2.2580, grad_norm: 6.0944 2021-06-08 02:29:28,110 - mmaction - INFO - Epoch [27][520/1345] lr: 1.000e-02, eta: 9:25:01, time: 0.796, data_time: 0.001, memory: 7129, top1_acc: 0.4344, top5_acc: 0.7266, loss_cls: 2.2744, loss: 2.2744, grad_norm: 6.2008 2021-06-08 02:29:41,925 - mmaction - INFO - Epoch [27][540/1345] lr: 1.000e-02, eta: 9:24:33, time: 0.691, data_time: 0.001, memory: 7129, top1_acc: 0.4547, top5_acc: 0.7375, loss_cls: 2.1545, loss: 2.1545, grad_norm: 6.2315 2021-06-08 02:29:57,566 - mmaction - INFO - Epoch [27][560/1345] lr: 1.000e-02, eta: 9:24:07, time: 0.781, data_time: 0.001, memory: 7129, top1_acc: 0.4273, top5_acc: 0.7289, loss_cls: 2.2672, loss: 2.2672, grad_norm: 6.3866 2021-06-08 02:30:13,802 - mmaction - INFO - Epoch [27][580/1345] lr: 1.000e-02, eta: 9:23:41, time: 0.813, data_time: 0.002, memory: 7129, top1_acc: 0.4539, top5_acc: 0.7367, loss_cls: 2.1519, loss: 2.1519, grad_norm: 6.4311 2021-06-08 02:30:29,260 - mmaction - INFO - Epoch [27][600/1345] lr: 1.000e-02, eta: 9:23:14, time: 0.772, data_time: 0.002, memory: 7129, top1_acc: 0.4492, top5_acc: 0.7266, loss_cls: 2.2416, loss: 2.2416, grad_norm: 6.2744 2021-06-08 02:30:44,618 - mmaction - INFO - Epoch [27][620/1345] lr: 1.000e-02, eta: 9:22:48, time: 0.769, data_time: 0.002, memory: 7129, top1_acc: 0.4469, top5_acc: 0.7289, loss_cls: 2.2553, loss: 2.2553, grad_norm: 6.6148 2021-06-08 02:30:59,816 - mmaction - INFO - Epoch [27][640/1345] lr: 1.000e-02, eta: 9:22:21, time: 0.759, data_time: 0.001, memory: 7129, top1_acc: 0.4289, top5_acc: 0.7383, loss_cls: 2.2984, loss: 2.2984, grad_norm: 6.2848 2021-06-08 02:31:16,109 - mmaction - INFO - Epoch [27][660/1345] lr: 1.000e-02, eta: 9:21:55, time: 0.812, data_time: 0.002, memory: 7129, top1_acc: 0.4297, top5_acc: 0.7219, loss_cls: 2.2859, loss: 2.2859, grad_norm: 6.3219 2021-06-08 02:31:31,136 - mmaction - INFO - Epoch [27][680/1345] lr: 1.000e-02, eta: 9:21:28, time: 0.755, data_time: 0.005, memory: 7129, top1_acc: 0.4273, top5_acc: 0.7180, loss_cls: 2.3229, loss: 2.3229, grad_norm: 6.3611 2021-06-08 02:31:45,792 - mmaction - INFO - Epoch [27][700/1345] lr: 1.000e-02, eta: 9:21:01, time: 0.733, data_time: 0.001, memory: 7129, top1_acc: 0.4578, top5_acc: 0.7445, loss_cls: 2.1860, loss: 2.1860, grad_norm: 6.0910 2021-06-08 02:32:01,634 - mmaction - INFO - Epoch [27][720/1345] lr: 1.000e-02, eta: 9:20:35, time: 0.792, data_time: 0.001, memory: 7129, top1_acc: 0.4664, top5_acc: 0.7422, loss_cls: 2.1892, loss: 2.1892, grad_norm: 6.2231 2021-06-08 02:32:16,724 - mmaction - INFO - Epoch [27][740/1345] lr: 1.000e-02, eta: 9:20:08, time: 0.754, data_time: 0.001, memory: 7129, top1_acc: 0.4422, top5_acc: 0.7297, loss_cls: 2.2691, loss: 2.2691, grad_norm: 6.3325 2021-06-08 02:32:32,087 - mmaction - INFO - Epoch [27][760/1345] lr: 1.000e-02, eta: 9:19:41, time: 0.768, data_time: 0.001, memory: 7129, top1_acc: 0.4508, top5_acc: 0.7297, loss_cls: 2.2180, loss: 2.2180, grad_norm: 6.3254 2021-06-08 02:32:47,359 - mmaction - INFO - Epoch [27][780/1345] lr: 1.000e-02, eta: 9:19:15, time: 0.764, data_time: 0.001, memory: 7129, top1_acc: 0.4281, top5_acc: 0.7367, loss_cls: 2.2479, loss: 2.2479, grad_norm: 6.4888 2021-06-08 02:33:03,963 - mmaction - INFO - Epoch [27][800/1345] lr: 1.000e-02, eta: 9:18:49, time: 0.830, data_time: 0.001, memory: 7129, top1_acc: 0.4500, top5_acc: 0.7422, loss_cls: 2.1815, loss: 2.1815, grad_norm: 6.0856 2021-06-08 02:33:20,102 - mmaction - INFO - Epoch [27][820/1345] lr: 1.000e-02, eta: 9:18:24, time: 0.807, data_time: 0.001, memory: 7129, top1_acc: 0.4508, top5_acc: 0.7398, loss_cls: 2.1897, loss: 2.1897, grad_norm: 6.4546 2021-06-08 02:33:34,051 - mmaction - INFO - Epoch [27][840/1345] lr: 1.000e-02, eta: 9:17:56, time: 0.697, data_time: 0.001, memory: 7129, top1_acc: 0.4406, top5_acc: 0.7516, loss_cls: 2.1704, loss: 2.1704, grad_norm: 6.3722 2021-06-08 02:33:49,974 - mmaction - INFO - Epoch [27][860/1345] lr: 1.000e-02, eta: 9:17:30, time: 0.796, data_time: 0.001, memory: 7129, top1_acc: 0.4344, top5_acc: 0.7180, loss_cls: 2.2956, loss: 2.2956, grad_norm: 6.3514 2021-06-08 02:34:06,282 - mmaction - INFO - Epoch [27][880/1345] lr: 1.000e-02, eta: 9:17:04, time: 0.816, data_time: 0.001, memory: 7129, top1_acc: 0.4219, top5_acc: 0.7102, loss_cls: 2.3181, loss: 2.3181, grad_norm: 6.4936 2021-06-08 02:34:20,967 - mmaction - INFO - Epoch [27][900/1345] lr: 1.000e-02, eta: 9:16:37, time: 0.734, data_time: 0.001, memory: 7129, top1_acc: 0.4320, top5_acc: 0.7258, loss_cls: 2.2876, loss: 2.2876, grad_norm: 6.1503 2021-06-08 02:34:36,936 - mmaction - INFO - Epoch [27][920/1345] lr: 1.000e-02, eta: 9:16:11, time: 0.797, data_time: 0.001, memory: 7129, top1_acc: 0.4328, top5_acc: 0.7156, loss_cls: 2.3177, loss: 2.3177, grad_norm: 6.4976 2021-06-08 02:34:51,401 - mmaction - INFO - Epoch [27][940/1345] lr: 1.000e-02, eta: 9:15:44, time: 0.724, data_time: 0.003, memory: 7129, top1_acc: 0.4727, top5_acc: 0.7344, loss_cls: 2.1404, loss: 2.1404, grad_norm: 6.1446 2021-06-08 02:35:06,875 - mmaction - INFO - Epoch [27][960/1345] lr: 1.000e-02, eta: 9:15:18, time: 0.774, data_time: 0.002, memory: 7129, top1_acc: 0.4539, top5_acc: 0.7414, loss_cls: 2.2002, loss: 2.2002, grad_norm: 6.3249 2021-06-08 02:35:25,001 - mmaction - INFO - Epoch [27][980/1345] lr: 1.000e-02, eta: 9:14:54, time: 0.906, data_time: 0.001, memory: 7129, top1_acc: 0.4258, top5_acc: 0.7141, loss_cls: 2.3349, loss: 2.3349, grad_norm: 6.2926 2021-06-08 02:35:39,756 - mmaction - INFO - Epoch [27][1000/1345] lr: 1.000e-02, eta: 9:14:27, time: 0.737, data_time: 0.002, memory: 7129, top1_acc: 0.4383, top5_acc: 0.7281, loss_cls: 2.2497, loss: 2.2497, grad_norm: 6.6245 2021-06-08 02:35:54,652 - mmaction - INFO - Epoch [27][1020/1345] lr: 1.000e-02, eta: 9:14:00, time: 0.746, data_time: 0.002, memory: 7129, top1_acc: 0.4523, top5_acc: 0.7414, loss_cls: 2.2522, loss: 2.2522, grad_norm: 6.7370 2021-06-08 02:36:09,978 - mmaction - INFO - Epoch [27][1040/1345] lr: 1.000e-02, eta: 9:13:33, time: 0.762, data_time: 0.001, memory: 7129, top1_acc: 0.4359, top5_acc: 0.7367, loss_cls: 2.2500, loss: 2.2500, grad_norm: 6.3549 2021-06-08 02:36:26,287 - mmaction - INFO - Epoch [27][1060/1345] lr: 1.000e-02, eta: 9:13:08, time: 0.820, data_time: 0.005, memory: 7129, top1_acc: 0.4617, top5_acc: 0.7359, loss_cls: 2.2353, loss: 2.2353, grad_norm: 6.6306 2021-06-08 02:36:43,246 - mmaction - INFO - Epoch [27][1080/1345] lr: 1.000e-02, eta: 9:12:43, time: 0.848, data_time: 0.001, memory: 7129, top1_acc: 0.4305, top5_acc: 0.7211, loss_cls: 2.2676, loss: 2.2676, grad_norm: 6.6586 2021-06-08 02:36:57,327 - mmaction - INFO - Epoch [27][1100/1345] lr: 1.000e-02, eta: 9:12:15, time: 0.704, data_time: 0.001, memory: 7129, top1_acc: 0.4570, top5_acc: 0.7359, loss_cls: 2.2317, loss: 2.2317, grad_norm: 6.2971 2021-06-08 02:37:15,930 - mmaction - INFO - Epoch [27][1120/1345] lr: 1.000e-02, eta: 9:11:52, time: 0.930, data_time: 0.002, memory: 7129, top1_acc: 0.4344, top5_acc: 0.7422, loss_cls: 2.2450, loss: 2.2450, grad_norm: 6.3598 2021-06-08 02:37:30,652 - mmaction - INFO - Epoch [27][1140/1345] lr: 1.000e-02, eta: 9:11:25, time: 0.736, data_time: 0.001, memory: 7129, top1_acc: 0.4484, top5_acc: 0.7367, loss_cls: 2.2256, loss: 2.2256, grad_norm: 6.3574 2021-06-08 02:37:43,592 - mmaction - INFO - Epoch [27][1160/1345] lr: 1.000e-02, eta: 9:10:57, time: 0.647, data_time: 0.002, memory: 7129, top1_acc: 0.4273, top5_acc: 0.7203, loss_cls: 2.3182, loss: 2.3182, grad_norm: 6.1356 2021-06-08 02:38:00,133 - mmaction - INFO - Epoch [27][1180/1345] lr: 1.000e-02, eta: 9:10:31, time: 0.825, data_time: 0.002, memory: 7129, top1_acc: 0.4453, top5_acc: 0.7523, loss_cls: 2.1416, loss: 2.1416, grad_norm: 6.1526 2021-06-08 02:38:16,909 - mmaction - INFO - Epoch [27][1200/1345] lr: 1.000e-02, eta: 9:10:06, time: 0.841, data_time: 0.003, memory: 7129, top1_acc: 0.4281, top5_acc: 0.7281, loss_cls: 2.2684, loss: 2.2684, grad_norm: 6.5154 2021-06-08 02:38:31,863 - mmaction - INFO - Epoch [27][1220/1345] lr: 1.000e-02, eta: 9:09:40, time: 0.747, data_time: 0.001, memory: 7129, top1_acc: 0.4211, top5_acc: 0.7281, loss_cls: 2.3005, loss: 2.3005, grad_norm: 6.4795 2021-06-08 02:38:47,051 - mmaction - INFO - Epoch [27][1240/1345] lr: 1.000e-02, eta: 9:09:13, time: 0.761, data_time: 0.002, memory: 7129, top1_acc: 0.4562, top5_acc: 0.7508, loss_cls: 2.2026, loss: 2.2026, grad_norm: 6.3481 2021-06-08 02:39:02,758 - mmaction - INFO - Epoch [27][1260/1345] lr: 1.000e-02, eta: 9:08:47, time: 0.785, data_time: 0.001, memory: 7129, top1_acc: 0.4703, top5_acc: 0.7461, loss_cls: 2.1380, loss: 2.1380, grad_norm: 6.3994 2021-06-08 02:39:19,605 - mmaction - INFO - Epoch [27][1280/1345] lr: 1.000e-02, eta: 9:08:22, time: 0.842, data_time: 0.001, memory: 7129, top1_acc: 0.4477, top5_acc: 0.7148, loss_cls: 2.2899, loss: 2.2899, grad_norm: 6.1028 2021-06-08 02:39:35,838 - mmaction - INFO - Epoch [27][1300/1345] lr: 1.000e-02, eta: 9:07:57, time: 0.812, data_time: 0.001, memory: 7129, top1_acc: 0.4320, top5_acc: 0.7352, loss_cls: 2.2821, loss: 2.2821, grad_norm: 6.3197 2021-06-08 02:39:51,416 - mmaction - INFO - Epoch [27][1320/1345] lr: 1.000e-02, eta: 9:07:31, time: 0.779, data_time: 0.001, memory: 7129, top1_acc: 0.4250, top5_acc: 0.7422, loss_cls: 2.2429, loss: 2.2429, grad_norm: 6.3389 2021-06-08 02:40:07,540 - mmaction - INFO - Epoch [27][1340/1345] lr: 1.000e-02, eta: 9:07:05, time: 0.806, data_time: 0.001, memory: 7129, top1_acc: 0.4445, top5_acc: 0.7133, loss_cls: 2.2881, loss: 2.2881, grad_norm: 6.5619 2021-06-08 02:40:15,845 - mmaction - INFO - Saving checkpoint at 27 epochs 2021-06-08 02:47:49,886 - mmaction - INFO - Epoch [28][20/1345] lr: 1.000e-02, eta: 9:12:41, time: 22.652, data_time: 21.225, memory: 7129, top1_acc: 0.4391, top5_acc: 0.7312, loss_cls: 2.2367, loss: 2.2367, grad_norm: 6.3897 2021-06-08 02:48:00,635 - mmaction - INFO - Epoch [28][40/1345] lr: 1.000e-02, eta: 9:12:11, time: 0.537, data_time: 0.004, memory: 7129, top1_acc: 0.4500, top5_acc: 0.7422, loss_cls: 2.2014, loss: 2.2014, grad_norm: 6.6435 2021-06-08 02:48:11,443 - mmaction - INFO - Epoch [28][60/1345] lr: 1.000e-02, eta: 9:11:40, time: 0.541, data_time: 0.005, memory: 7129, top1_acc: 0.4578, top5_acc: 0.7320, loss_cls: 2.1813, loss: 2.1813, grad_norm: 6.2962 2021-06-08 02:48:22,291 - mmaction - INFO - Epoch [28][80/1345] lr: 1.000e-02, eta: 9:11:10, time: 0.542, data_time: 0.002, memory: 7129, top1_acc: 0.4375, top5_acc: 0.7148, loss_cls: 2.2370, loss: 2.2370, grad_norm: 6.3634 2021-06-08 02:48:32,973 - mmaction - INFO - Epoch [28][100/1345] lr: 1.000e-02, eta: 9:10:39, time: 0.535, data_time: 0.002, memory: 7129, top1_acc: 0.4781, top5_acc: 0.7641, loss_cls: 2.0900, loss: 2.0900, grad_norm: 6.3889 2021-06-08 02:48:43,755 - mmaction - INFO - Epoch [28][120/1345] lr: 1.000e-02, eta: 9:10:09, time: 0.538, data_time: 0.001, memory: 7129, top1_acc: 0.4672, top5_acc: 0.7516, loss_cls: 2.1418, loss: 2.1418, grad_norm: 6.1783 2021-06-08 02:48:54,421 - mmaction - INFO - Epoch [28][140/1345] lr: 1.000e-02, eta: 9:09:39, time: 0.534, data_time: 0.002, memory: 7129, top1_acc: 0.4633, top5_acc: 0.7602, loss_cls: 2.1463, loss: 2.1463, grad_norm: 6.4941 2021-06-08 02:49:06,076 - mmaction - INFO - Epoch [28][160/1345] lr: 1.000e-02, eta: 9:09:09, time: 0.582, data_time: 0.002, memory: 7129, top1_acc: 0.4445, top5_acc: 0.7570, loss_cls: 2.1489, loss: 2.1489, grad_norm: 6.4308 2021-06-08 02:49:17,669 - mmaction - INFO - Epoch [28][180/1345] lr: 1.000e-02, eta: 9:08:39, time: 0.579, data_time: 0.001, memory: 7129, top1_acc: 0.4516, top5_acc: 0.7320, loss_cls: 2.2472, loss: 2.2472, grad_norm: 6.4040 2021-06-08 02:49:29,438 - mmaction - INFO - Epoch [28][200/1345] lr: 1.000e-02, eta: 9:08:10, time: 0.589, data_time: 0.003, memory: 7129, top1_acc: 0.4680, top5_acc: 0.7477, loss_cls: 2.1489, loss: 2.1489, grad_norm: 6.5303 2021-06-08 02:49:42,140 - mmaction - INFO - Epoch [28][220/1345] lr: 1.000e-02, eta: 9:07:41, time: 0.636, data_time: 0.001, memory: 7129, top1_acc: 0.4375, top5_acc: 0.7438, loss_cls: 2.1769, loss: 2.1769, grad_norm: 6.2318 2021-06-08 02:49:55,539 - mmaction - INFO - Epoch [28][240/1345] lr: 1.000e-02, eta: 9:07:13, time: 0.670, data_time: 0.001, memory: 7129, top1_acc: 0.4570, top5_acc: 0.7484, loss_cls: 2.2086, loss: 2.2086, grad_norm: 6.4783 2021-06-08 02:50:09,621 - mmaction - INFO - Epoch [28][260/1345] lr: 1.000e-02, eta: 9:06:45, time: 0.704, data_time: 0.001, memory: 7129, top1_acc: 0.4633, top5_acc: 0.7305, loss_cls: 2.1575, loss: 2.1575, grad_norm: 6.5736 2021-06-08 02:50:25,798 - mmaction - INFO - Epoch [28][280/1345] lr: 1.000e-02, eta: 9:06:20, time: 0.809, data_time: 0.002, memory: 7129, top1_acc: 0.4633, top5_acc: 0.7305, loss_cls: 2.2293, loss: 2.2293, grad_norm: 6.2219 2021-06-08 02:50:39,942 - mmaction - INFO - Epoch [28][300/1345] lr: 1.000e-02, eta: 9:05:52, time: 0.707, data_time: 0.001, memory: 7129, top1_acc: 0.4617, top5_acc: 0.7438, loss_cls: 2.1688, loss: 2.1688, grad_norm: 6.4263 2021-06-08 02:50:52,601 - mmaction - INFO - Epoch [28][320/1345] lr: 1.000e-02, eta: 9:05:23, time: 0.633, data_time: 0.002, memory: 7129, top1_acc: 0.4422, top5_acc: 0.7289, loss_cls: 2.2286, loss: 2.2286, grad_norm: 6.5576 2021-06-08 02:51:06,609 - mmaction - INFO - Epoch [28][340/1345] lr: 1.000e-02, eta: 9:04:56, time: 0.701, data_time: 0.002, memory: 7129, top1_acc: 0.4664, top5_acc: 0.7477, loss_cls: 2.1637, loss: 2.1637, grad_norm: 6.1910 2021-06-08 02:51:21,134 - mmaction - INFO - Epoch [28][360/1345] lr: 1.000e-02, eta: 9:04:29, time: 0.726, data_time: 0.001, memory: 7129, top1_acc: 0.4594, top5_acc: 0.7289, loss_cls: 2.2059, loss: 2.2059, grad_norm: 6.2737 2021-06-08 02:51:36,081 - mmaction - INFO - Epoch [28][380/1345] lr: 1.000e-02, eta: 9:04:02, time: 0.748, data_time: 0.001, memory: 7129, top1_acc: 0.4437, top5_acc: 0.7352, loss_cls: 2.2704, loss: 2.2704, grad_norm: 6.5342 2021-06-08 02:51:50,883 - mmaction - INFO - Epoch [28][400/1345] lr: 1.000e-02, eta: 9:03:35, time: 0.740, data_time: 0.001, memory: 7129, top1_acc: 0.4805, top5_acc: 0.7594, loss_cls: 2.1434, loss: 2.1434, grad_norm: 6.1877 2021-06-08 02:52:07,162 - mmaction - INFO - Epoch [28][420/1345] lr: 1.000e-02, eta: 9:03:10, time: 0.814, data_time: 0.001, memory: 7129, top1_acc: 0.4453, top5_acc: 0.7328, loss_cls: 2.2382, loss: 2.2382, grad_norm: 6.3565 2021-06-08 02:52:22,784 - mmaction - INFO - Epoch [28][440/1345] lr: 1.000e-02, eta: 9:02:44, time: 0.781, data_time: 0.001, memory: 7129, top1_acc: 0.4758, top5_acc: 0.7461, loss_cls: 2.1061, loss: 2.1061, grad_norm: 6.2770 2021-06-08 02:52:36,842 - mmaction - INFO - Epoch [28][460/1345] lr: 1.000e-02, eta: 9:02:16, time: 0.703, data_time: 0.003, memory: 7129, top1_acc: 0.4469, top5_acc: 0.7266, loss_cls: 2.2406, loss: 2.2406, grad_norm: 6.5684 2021-06-08 02:52:51,000 - mmaction - INFO - Epoch [28][480/1345] lr: 1.000e-02, eta: 9:01:49, time: 0.707, data_time: 0.001, memory: 7129, top1_acc: 0.4547, top5_acc: 0.7242, loss_cls: 2.2510, loss: 2.2510, grad_norm: 6.3135 2021-06-08 02:53:06,791 - mmaction - INFO - Epoch [28][500/1345] lr: 1.000e-02, eta: 9:01:23, time: 0.790, data_time: 0.002, memory: 7129, top1_acc: 0.4625, top5_acc: 0.7477, loss_cls: 2.1212, loss: 2.1212, grad_norm: 6.5063 2021-06-08 02:53:22,141 - mmaction - INFO - Epoch [28][520/1345] lr: 1.000e-02, eta: 9:00:57, time: 0.767, data_time: 0.002, memory: 7129, top1_acc: 0.4500, top5_acc: 0.7430, loss_cls: 2.1929, loss: 2.1929, grad_norm: 6.2158 2021-06-08 02:53:37,663 - mmaction - INFO - Epoch [28][540/1345] lr: 1.000e-02, eta: 9:00:30, time: 0.776, data_time: 0.002, memory: 7129, top1_acc: 0.4523, top5_acc: 0.7320, loss_cls: 2.1977, loss: 2.1977, grad_norm: 6.3951 2021-06-08 02:53:51,430 - mmaction - INFO - Epoch [28][560/1345] lr: 1.000e-02, eta: 9:00:03, time: 0.688, data_time: 0.001, memory: 7129, top1_acc: 0.4352, top5_acc: 0.7117, loss_cls: 2.3074, loss: 2.3074, grad_norm: 6.2364 2021-06-08 02:54:06,932 - mmaction - INFO - Epoch [28][580/1345] lr: 1.000e-02, eta: 8:59:37, time: 0.775, data_time: 0.002, memory: 7129, top1_acc: 0.4359, top5_acc: 0.7125, loss_cls: 2.3155, loss: 2.3155, grad_norm: 6.5546 2021-06-08 02:54:21,913 - mmaction - INFO - Epoch [28][600/1345] lr: 1.000e-02, eta: 8:59:10, time: 0.749, data_time: 0.001, memory: 7129, top1_acc: 0.4469, top5_acc: 0.7578, loss_cls: 2.1356, loss: 2.1356, grad_norm: 6.4334 2021-06-08 02:54:38,122 - mmaction - INFO - Epoch [28][620/1345] lr: 1.000e-02, eta: 8:58:45, time: 0.811, data_time: 0.002, memory: 7129, top1_acc: 0.4437, top5_acc: 0.7320, loss_cls: 2.2156, loss: 2.2156, grad_norm: 6.3364 2021-06-08 02:54:54,272 - mmaction - INFO - Epoch [28][640/1345] lr: 1.000e-02, eta: 8:58:19, time: 0.808, data_time: 0.001, memory: 7129, top1_acc: 0.4453, top5_acc: 0.7242, loss_cls: 2.2365, loss: 2.2365, grad_norm: 6.1249 2021-06-08 02:55:08,885 - mmaction - INFO - Epoch [28][660/1345] lr: 1.000e-02, eta: 8:57:52, time: 0.731, data_time: 0.001, memory: 7129, top1_acc: 0.4500, top5_acc: 0.7297, loss_cls: 2.2422, loss: 2.2422, grad_norm: 6.4252 2021-06-08 02:55:24,190 - mmaction - INFO - Epoch [28][680/1345] lr: 1.000e-02, eta: 8:57:26, time: 0.765, data_time: 0.001, memory: 7129, top1_acc: 0.4758, top5_acc: 0.7438, loss_cls: 2.1398, loss: 2.1398, grad_norm: 6.2685 2021-06-08 02:55:39,575 - mmaction - INFO - Epoch [28][700/1345] lr: 1.000e-02, eta: 8:57:00, time: 0.769, data_time: 0.001, memory: 7129, top1_acc: 0.4461, top5_acc: 0.7398, loss_cls: 2.2090, loss: 2.2090, grad_norm: 6.3689 2021-06-08 02:55:55,201 - mmaction - INFO - Epoch [28][720/1345] lr: 1.000e-02, eta: 8:56:34, time: 0.781, data_time: 0.001, memory: 7129, top1_acc: 0.4648, top5_acc: 0.7297, loss_cls: 2.2274, loss: 2.2274, grad_norm: 6.4068 2021-06-08 02:56:11,457 - mmaction - INFO - Epoch [28][740/1345] lr: 1.000e-02, eta: 8:56:08, time: 0.813, data_time: 0.002, memory: 7129, top1_acc: 0.4359, top5_acc: 0.7289, loss_cls: 2.2585, loss: 2.2585, grad_norm: 6.7050 2021-06-08 02:56:26,745 - mmaction - INFO - Epoch [28][760/1345] lr: 1.000e-02, eta: 8:55:42, time: 0.764, data_time: 0.001, memory: 7129, top1_acc: 0.4547, top5_acc: 0.7234, loss_cls: 2.2747, loss: 2.2747, grad_norm: 6.3007 2021-06-08 02:56:43,028 - mmaction - INFO - Epoch [28][780/1345] lr: 1.000e-02, eta: 8:55:17, time: 0.814, data_time: 0.001, memory: 7129, top1_acc: 0.4297, top5_acc: 0.7195, loss_cls: 2.2977, loss: 2.2977, grad_norm: 6.4669 2021-06-08 02:56:57,981 - mmaction - INFO - Epoch [28][800/1345] lr: 1.000e-02, eta: 8:54:50, time: 0.746, data_time: 0.001, memory: 7129, top1_acc: 0.4594, top5_acc: 0.7477, loss_cls: 2.1851, loss: 2.1851, grad_norm: 6.3090 2021-06-08 02:57:13,750 - mmaction - INFO - Epoch [28][820/1345] lr: 1.000e-02, eta: 8:54:25, time: 0.790, data_time: 0.003, memory: 7129, top1_acc: 0.4531, top5_acc: 0.7516, loss_cls: 2.1906, loss: 2.1906, grad_norm: 6.6061 2021-06-08 02:57:29,151 - mmaction - INFO - Epoch [28][840/1345] lr: 1.000e-02, eta: 8:53:59, time: 0.770, data_time: 0.001, memory: 7129, top1_acc: 0.4258, top5_acc: 0.7109, loss_cls: 2.3254, loss: 2.3254, grad_norm: 6.4404 2021-06-08 02:57:45,472 - mmaction - INFO - Epoch [28][860/1345] lr: 1.000e-02, eta: 8:53:33, time: 0.816, data_time: 0.001, memory: 7129, top1_acc: 0.4258, top5_acc: 0.7266, loss_cls: 2.2963, loss: 2.2963, grad_norm: 6.2647 2021-06-08 02:57:59,681 - mmaction - INFO - Epoch [28][880/1345] lr: 1.000e-02, eta: 8:53:06, time: 0.710, data_time: 0.001, memory: 7129, top1_acc: 0.4477, top5_acc: 0.7273, loss_cls: 2.2564, loss: 2.2564, grad_norm: 6.2987 2021-06-08 02:58:15,346 - mmaction - INFO - Epoch [28][900/1345] lr: 1.000e-02, eta: 8:52:40, time: 0.783, data_time: 0.001, memory: 7129, top1_acc: 0.4727, top5_acc: 0.7203, loss_cls: 2.2154, loss: 2.2154, grad_norm: 6.0212 2021-06-08 02:58:30,874 - mmaction - INFO - Epoch [28][920/1345] lr: 1.000e-02, eta: 8:52:15, time: 0.777, data_time: 0.001, memory: 7129, top1_acc: 0.4742, top5_acc: 0.7484, loss_cls: 2.1335, loss: 2.1335, grad_norm: 6.3815 2021-06-08 02:58:47,694 - mmaction - INFO - Epoch [28][940/1345] lr: 1.000e-02, eta: 8:51:50, time: 0.841, data_time: 0.001, memory: 7129, top1_acc: 0.4727, top5_acc: 0.7492, loss_cls: 2.1255, loss: 2.1255, grad_norm: 6.4446 2021-06-08 02:59:02,702 - mmaction - INFO - Epoch [28][960/1345] lr: 1.000e-02, eta: 8:51:23, time: 0.750, data_time: 0.001, memory: 7129, top1_acc: 0.4953, top5_acc: 0.7680, loss_cls: 2.0820, loss: 2.0820, grad_norm: 6.3175 2021-06-08 02:59:19,804 - mmaction - INFO - Epoch [28][980/1345] lr: 1.000e-02, eta: 8:50:59, time: 0.855, data_time: 0.001, memory: 7129, top1_acc: 0.4523, top5_acc: 0.7469, loss_cls: 2.2418, loss: 2.2418, grad_norm: 6.3453 2021-06-08 02:59:35,085 - mmaction - INFO - Epoch [28][1000/1345] lr: 1.000e-02, eta: 8:50:33, time: 0.764, data_time: 0.001, memory: 7129, top1_acc: 0.4422, top5_acc: 0.7289, loss_cls: 2.2130, loss: 2.2130, grad_norm: 6.3558 2021-06-08 02:59:50,447 - mmaction - INFO - Epoch [28][1020/1345] lr: 1.000e-02, eta: 8:50:07, time: 0.768, data_time: 0.001, memory: 7129, top1_acc: 0.4625, top5_acc: 0.7406, loss_cls: 2.2047, loss: 2.2047, grad_norm: 6.2109 2021-06-08 03:00:06,045 - mmaction - INFO - Epoch [28][1040/1345] lr: 1.000e-02, eta: 8:49:41, time: 0.780, data_time: 0.001, memory: 7129, top1_acc: 0.4578, top5_acc: 0.7352, loss_cls: 2.2191, loss: 2.2191, grad_norm: 6.5100 2021-06-08 03:00:23,103 - mmaction - INFO - Epoch [28][1060/1345] lr: 1.000e-02, eta: 8:49:16, time: 0.853, data_time: 0.001, memory: 7129, top1_acc: 0.4430, top5_acc: 0.7492, loss_cls: 2.1974, loss: 2.1974, grad_norm: 6.6132 2021-06-08 03:00:38,470 - mmaction - INFO - Epoch [28][1080/1345] lr: 1.000e-02, eta: 8:48:50, time: 0.768, data_time: 0.001, memory: 7129, top1_acc: 0.4422, top5_acc: 0.7273, loss_cls: 2.2608, loss: 2.2608, grad_norm: 6.1844 2021-06-08 03:00:54,968 - mmaction - INFO - Epoch [28][1100/1345] lr: 1.000e-02, eta: 8:48:25, time: 0.825, data_time: 0.002, memory: 7129, top1_acc: 0.4531, top5_acc: 0.7344, loss_cls: 2.2263, loss: 2.2263, grad_norm: 6.4247 2021-06-08 03:01:11,163 - mmaction - INFO - Epoch [28][1120/1345] lr: 1.000e-02, eta: 8:48:00, time: 0.810, data_time: 0.002, memory: 7129, top1_acc: 0.4437, top5_acc: 0.7352, loss_cls: 2.2331, loss: 2.2331, grad_norm: 6.5114 2021-06-08 03:01:25,922 - mmaction - INFO - Epoch [28][1140/1345] lr: 1.000e-02, eta: 8:47:33, time: 0.737, data_time: 0.002, memory: 7129, top1_acc: 0.4320, top5_acc: 0.7375, loss_cls: 2.2577, loss: 2.2577, grad_norm: 6.4696 2021-06-08 03:01:42,289 - mmaction - INFO - Epoch [28][1160/1345] lr: 1.000e-02, eta: 8:47:08, time: 0.819, data_time: 0.002, memory: 7129, top1_acc: 0.4531, top5_acc: 0.7406, loss_cls: 2.2461, loss: 2.2461, grad_norm: 6.4245 2021-06-08 03:02:00,657 - mmaction - INFO - Epoch [28][1180/1345] lr: 1.000e-02, eta: 8:46:45, time: 0.919, data_time: 0.002, memory: 7129, top1_acc: 0.4570, top5_acc: 0.7422, loss_cls: 2.2443, loss: 2.2443, grad_norm: 6.5518 2021-06-08 03:02:15,946 - mmaction - INFO - Epoch [28][1200/1345] lr: 1.000e-02, eta: 8:46:19, time: 0.764, data_time: 0.001, memory: 7129, top1_acc: 0.4477, top5_acc: 0.7188, loss_cls: 2.2425, loss: 2.2425, grad_norm: 6.6691 2021-06-08 03:02:32,218 - mmaction - INFO - Epoch [28][1220/1345] lr: 1.000e-02, eta: 8:45:54, time: 0.814, data_time: 0.002, memory: 7129, top1_acc: 0.4336, top5_acc: 0.7398, loss_cls: 2.2546, loss: 2.2546, grad_norm: 6.4830 2021-06-08 03:02:46,955 - mmaction - INFO - Epoch [28][1240/1345] lr: 1.000e-02, eta: 8:45:27, time: 0.737, data_time: 0.001, memory: 7129, top1_acc: 0.4148, top5_acc: 0.7172, loss_cls: 2.3610, loss: 2.3610, grad_norm: 6.5359 2021-06-08 03:03:02,953 - mmaction - INFO - Epoch [28][1260/1345] lr: 1.000e-02, eta: 8:45:02, time: 0.800, data_time: 0.001, memory: 7129, top1_acc: 0.4391, top5_acc: 0.7352, loss_cls: 2.2345, loss: 2.2345, grad_norm: 6.1862 2021-06-08 03:03:19,263 - mmaction - INFO - Epoch [28][1280/1345] lr: 1.000e-02, eta: 8:44:37, time: 0.816, data_time: 0.001, memory: 7129, top1_acc: 0.4414, top5_acc: 0.7445, loss_cls: 2.2301, loss: 2.2301, grad_norm: 6.1522 2021-06-08 03:03:35,055 - mmaction - INFO - Epoch [28][1300/1345] lr: 1.000e-02, eta: 8:44:11, time: 0.790, data_time: 0.001, memory: 7129, top1_acc: 0.4500, top5_acc: 0.7586, loss_cls: 2.1251, loss: 2.1251, grad_norm: 6.4300 2021-06-08 03:03:52,010 - mmaction - INFO - Epoch [28][1320/1345] lr: 1.000e-02, eta: 8:43:47, time: 0.847, data_time: 0.001, memory: 7129, top1_acc: 0.4516, top5_acc: 0.7312, loss_cls: 2.2151, loss: 2.2151, grad_norm: 6.3873 2021-06-08 03:04:07,591 - mmaction - INFO - Epoch [28][1340/1345] lr: 1.000e-02, eta: 8:43:21, time: 0.779, data_time: 0.002, memory: 7129, top1_acc: 0.4617, top5_acc: 0.7352, loss_cls: 2.2196, loss: 2.2196, grad_norm: 6.3693 2021-06-08 03:04:15,734 - mmaction - INFO - Saving checkpoint at 28 epochs 2021-06-08 03:11:51,893 - mmaction - INFO - Epoch [29][20/1345] lr: 1.000e-02, eta: 8:48:31, time: 22.756, data_time: 22.042, memory: 7129, top1_acc: 0.4406, top5_acc: 0.7406, loss_cls: 2.1869, loss: 2.1869, grad_norm: 6.5151 2021-06-08 03:12:02,774 - mmaction - INFO - Epoch [29][40/1345] lr: 1.000e-02, eta: 8:48:01, time: 0.546, data_time: 0.005, memory: 7129, top1_acc: 0.4633, top5_acc: 0.7516, loss_cls: 2.1372, loss: 2.1372, grad_norm: 6.6112 2021-06-08 03:12:13,526 - mmaction - INFO - Epoch [29][60/1345] lr: 1.000e-02, eta: 8:47:31, time: 0.537, data_time: 0.002, memory: 7129, top1_acc: 0.4609, top5_acc: 0.7477, loss_cls: 2.2064, loss: 2.2064, grad_norm: 6.6014 2021-06-08 03:12:24,155 - mmaction - INFO - Epoch [29][80/1345] lr: 1.000e-02, eta: 8:47:02, time: 0.533, data_time: 0.003, memory: 7129, top1_acc: 0.4859, top5_acc: 0.7500, loss_cls: 2.1473, loss: 2.1473, grad_norm: 6.2298 2021-06-08 03:12:34,981 - mmaction - INFO - Epoch [29][100/1345] lr: 1.000e-02, eta: 8:46:32, time: 0.541, data_time: 0.001, memory: 7129, top1_acc: 0.4586, top5_acc: 0.7492, loss_cls: 2.1490, loss: 2.1490, grad_norm: 6.3001 2021-06-08 03:12:45,593 - mmaction - INFO - Epoch [29][120/1345] lr: 1.000e-02, eta: 8:46:02, time: 0.531, data_time: 0.002, memory: 7129, top1_acc: 0.4469, top5_acc: 0.7508, loss_cls: 2.1272, loss: 2.1272, grad_norm: 6.3667 2021-06-08 03:12:56,612 - mmaction - INFO - Epoch [29][140/1345] lr: 1.000e-02, eta: 8:45:32, time: 0.551, data_time: 0.001, memory: 7129, top1_acc: 0.4289, top5_acc: 0.7375, loss_cls: 2.2158, loss: 2.2158, grad_norm: 6.4504 2021-06-08 03:13:07,704 - mmaction - INFO - Epoch [29][160/1345] lr: 1.000e-02, eta: 8:45:03, time: 0.554, data_time: 0.002, memory: 7129, top1_acc: 0.4578, top5_acc: 0.7406, loss_cls: 2.1596, loss: 2.1596, grad_norm: 6.5031 2021-06-08 03:13:19,618 - mmaction - INFO - Epoch [29][180/1345] lr: 1.000e-02, eta: 8:44:34, time: 0.595, data_time: 0.001, memory: 7129, top1_acc: 0.4523, top5_acc: 0.7422, loss_cls: 2.1650, loss: 2.1650, grad_norm: 6.3817 2021-06-08 03:13:30,832 - mmaction - INFO - Epoch [29][200/1345] lr: 1.000e-02, eta: 8:44:05, time: 0.559, data_time: 0.002, memory: 7129, top1_acc: 0.4680, top5_acc: 0.7164, loss_cls: 2.2198, loss: 2.2198, grad_norm: 6.4540 2021-06-08 03:13:42,730 - mmaction - INFO - Epoch [29][220/1345] lr: 1.000e-02, eta: 8:43:36, time: 0.596, data_time: 0.003, memory: 7129, top1_acc: 0.4562, top5_acc: 0.7273, loss_cls: 2.1697, loss: 2.1697, grad_norm: 6.5381 2021-06-08 03:13:55,698 - mmaction - INFO - Epoch [29][240/1345] lr: 1.000e-02, eta: 8:43:08, time: 0.649, data_time: 0.002, memory: 7129, top1_acc: 0.4484, top5_acc: 0.7273, loss_cls: 2.2648, loss: 2.2648, grad_norm: 6.2237 2021-06-08 03:14:08,980 - mmaction - INFO - Epoch [29][260/1345] lr: 1.000e-02, eta: 8:42:40, time: 0.663, data_time: 0.001, memory: 7129, top1_acc: 0.4492, top5_acc: 0.7328, loss_cls: 2.1981, loss: 2.1981, grad_norm: 6.2058 2021-06-08 03:14:23,211 - mmaction - INFO - Epoch [29][280/1345] lr: 1.000e-02, eta: 8:42:14, time: 0.712, data_time: 0.002, memory: 7129, top1_acc: 0.4648, top5_acc: 0.7328, loss_cls: 2.1727, loss: 2.1727, grad_norm: 6.3102 2021-06-08 03:14:38,402 - mmaction - INFO - Epoch [29][300/1345] lr: 1.000e-02, eta: 8:41:47, time: 0.760, data_time: 0.001, memory: 7129, top1_acc: 0.4539, top5_acc: 0.7281, loss_cls: 2.2168, loss: 2.2168, grad_norm: 6.5530 2021-06-08 03:14:52,854 - mmaction - INFO - Epoch [29][320/1345] lr: 1.000e-02, eta: 8:41:21, time: 0.722, data_time: 0.001, memory: 7129, top1_acc: 0.4406, top5_acc: 0.7352, loss_cls: 2.2545, loss: 2.2545, grad_norm: 6.1589 2021-06-08 03:15:05,530 - mmaction - INFO - Epoch [29][340/1345] lr: 1.000e-02, eta: 8:40:53, time: 0.633, data_time: 0.001, memory: 7129, top1_acc: 0.4406, top5_acc: 0.7516, loss_cls: 2.2045, loss: 2.2045, grad_norm: 6.3471 2021-06-08 03:15:19,974 - mmaction - INFO - Epoch [29][360/1345] lr: 1.000e-02, eta: 8:40:26, time: 0.723, data_time: 0.002, memory: 7129, top1_acc: 0.4570, top5_acc: 0.7266, loss_cls: 2.2390, loss: 2.2390, grad_norm: 6.4642 2021-06-08 03:15:35,942 - mmaction - INFO - Epoch [29][380/1345] lr: 1.000e-02, eta: 8:40:00, time: 0.799, data_time: 0.001, memory: 7129, top1_acc: 0.4664, top5_acc: 0.7523, loss_cls: 2.1304, loss: 2.1304, grad_norm: 6.2632 2021-06-08 03:15:49,815 - mmaction - INFO - Epoch [29][400/1345] lr: 1.000e-02, eta: 8:39:33, time: 0.693, data_time: 0.001, memory: 7129, top1_acc: 0.4328, top5_acc: 0.7211, loss_cls: 2.3156, loss: 2.3156, grad_norm: 6.4423 2021-06-08 03:16:04,722 - mmaction - INFO - Epoch [29][420/1345] lr: 1.000e-02, eta: 8:39:07, time: 0.746, data_time: 0.001, memory: 7129, top1_acc: 0.4430, top5_acc: 0.7383, loss_cls: 2.2097, loss: 2.2097, grad_norm: 6.2540 2021-06-08 03:16:20,857 - mmaction - INFO - Epoch [29][440/1345] lr: 1.000e-02, eta: 8:38:42, time: 0.806, data_time: 0.001, memory: 7129, top1_acc: 0.4539, top5_acc: 0.7531, loss_cls: 2.1498, loss: 2.1498, grad_norm: 6.3032 2021-06-08 03:16:35,594 - mmaction - INFO - Epoch [29][460/1345] lr: 1.000e-02, eta: 8:38:15, time: 0.737, data_time: 0.003, memory: 7129, top1_acc: 0.4531, top5_acc: 0.7453, loss_cls: 2.2272, loss: 2.2272, grad_norm: 6.4840 2021-06-08 03:16:50,276 - mmaction - INFO - Epoch [29][480/1345] lr: 1.000e-02, eta: 8:37:49, time: 0.734, data_time: 0.001, memory: 7129, top1_acc: 0.4859, top5_acc: 0.7547, loss_cls: 2.0589, loss: 2.0589, grad_norm: 6.2782 2021-06-08 03:17:05,724 - mmaction - INFO - Epoch [29][500/1345] lr: 1.000e-02, eta: 8:37:23, time: 0.772, data_time: 0.001, memory: 7129, top1_acc: 0.4602, top5_acc: 0.7156, loss_cls: 2.2593, loss: 2.2593, grad_norm: 6.6376 2021-06-08 03:17:20,208 - mmaction - INFO - Epoch [29][520/1345] lr: 1.000e-02, eta: 8:36:56, time: 0.724, data_time: 0.001, memory: 7129, top1_acc: 0.4539, top5_acc: 0.7383, loss_cls: 2.1990, loss: 2.1990, grad_norm: 6.2127 2021-06-08 03:17:34,922 - mmaction - INFO - Epoch [29][540/1345] lr: 1.000e-02, eta: 8:36:30, time: 0.736, data_time: 0.001, memory: 7129, top1_acc: 0.4648, top5_acc: 0.7312, loss_cls: 2.1425, loss: 2.1425, grad_norm: 6.2580 2021-06-08 03:17:50,349 - mmaction - INFO - Epoch [29][560/1345] lr: 1.000e-02, eta: 8:36:04, time: 0.770, data_time: 0.001, memory: 7129, top1_acc: 0.4531, top5_acc: 0.7414, loss_cls: 2.2166, loss: 2.2166, grad_norm: 6.6587 2021-06-08 03:18:04,968 - mmaction - INFO - Epoch [29][580/1345] lr: 1.000e-02, eta: 8:35:38, time: 0.732, data_time: 0.002, memory: 7129, top1_acc: 0.4719, top5_acc: 0.7391, loss_cls: 2.2139, loss: 2.2139, grad_norm: 6.2931 2021-06-08 03:18:21,515 - mmaction - INFO - Epoch [29][600/1345] lr: 1.000e-02, eta: 8:35:13, time: 0.827, data_time: 0.001, memory: 7129, top1_acc: 0.4508, top5_acc: 0.7242, loss_cls: 2.2598, loss: 2.2598, grad_norm: 6.3873 2021-06-08 03:18:36,986 - mmaction - INFO - Epoch [29][620/1345] lr: 1.000e-02, eta: 8:34:47, time: 0.774, data_time: 0.002, memory: 7129, top1_acc: 0.4398, top5_acc: 0.7359, loss_cls: 2.2208, loss: 2.2208, grad_norm: 6.4143 2021-06-08 03:18:51,465 - mmaction - INFO - Epoch [29][640/1345] lr: 1.000e-02, eta: 8:34:21, time: 0.724, data_time: 0.001, memory: 7129, top1_acc: 0.4492, top5_acc: 0.7344, loss_cls: 2.1627, loss: 2.1627, grad_norm: 6.4275 2021-06-08 03:19:05,772 - mmaction - INFO - Epoch [29][660/1345] lr: 1.000e-02, eta: 8:33:54, time: 0.714, data_time: 0.001, memory: 7129, top1_acc: 0.4594, top5_acc: 0.7492, loss_cls: 2.2321, loss: 2.2321, grad_norm: 6.4478 2021-06-08 03:19:22,114 - mmaction - INFO - Epoch [29][680/1345] lr: 1.000e-02, eta: 8:33:29, time: 0.818, data_time: 0.002, memory: 7129, top1_acc: 0.4828, top5_acc: 0.7500, loss_cls: 2.1081, loss: 2.1081, grad_norm: 6.4489 2021-06-08 03:19:36,757 - mmaction - INFO - Epoch [29][700/1345] lr: 1.000e-02, eta: 8:33:03, time: 0.731, data_time: 0.001, memory: 7129, top1_acc: 0.4531, top5_acc: 0.7461, loss_cls: 2.1543, loss: 2.1543, grad_norm: 6.4957 2021-06-08 03:19:53,046 - mmaction - INFO - Epoch [29][720/1345] lr: 1.000e-02, eta: 8:32:37, time: 0.814, data_time: 0.002, memory: 7129, top1_acc: 0.4609, top5_acc: 0.7297, loss_cls: 2.2381, loss: 2.2381, grad_norm: 6.2970 2021-06-08 03:20:07,211 - mmaction - INFO - Epoch [29][740/1345] lr: 1.000e-02, eta: 8:32:11, time: 0.710, data_time: 0.003, memory: 7129, top1_acc: 0.4664, top5_acc: 0.7516, loss_cls: 2.1713, loss: 2.1713, grad_norm: 6.3670 2021-06-08 03:20:23,940 - mmaction - INFO - Epoch [29][760/1345] lr: 1.000e-02, eta: 8:31:46, time: 0.836, data_time: 0.001, memory: 7129, top1_acc: 0.4516, top5_acc: 0.7523, loss_cls: 2.1527, loss: 2.1527, grad_norm: 6.6305 2021-06-08 03:20:38,596 - mmaction - INFO - Epoch [29][780/1345] lr: 1.000e-02, eta: 8:31:20, time: 0.733, data_time: 0.001, memory: 7129, top1_acc: 0.4617, top5_acc: 0.7430, loss_cls: 2.2584, loss: 2.2584, grad_norm: 6.4062 2021-06-08 03:20:55,061 - mmaction - INFO - Epoch [29][800/1345] lr: 1.000e-02, eta: 8:30:55, time: 0.823, data_time: 0.001, memory: 7129, top1_acc: 0.4437, top5_acc: 0.7164, loss_cls: 2.2929, loss: 2.2929, grad_norm: 6.5154 2021-06-08 03:21:09,369 - mmaction - INFO - Epoch [29][820/1345] lr: 1.000e-02, eta: 8:30:28, time: 0.715, data_time: 0.001, memory: 7129, top1_acc: 0.4539, top5_acc: 0.7367, loss_cls: 2.2360, loss: 2.2360, grad_norm: 6.5380 2021-06-08 03:21:24,592 - mmaction - INFO - Epoch [29][840/1345] lr: 1.000e-02, eta: 8:30:03, time: 0.761, data_time: 0.001, memory: 7129, top1_acc: 0.4578, top5_acc: 0.7352, loss_cls: 2.1968, loss: 2.1968, grad_norm: 6.3196 2021-06-08 03:21:40,969 - mmaction - INFO - Epoch [29][860/1345] lr: 1.000e-02, eta: 8:29:38, time: 0.819, data_time: 0.001, memory: 7129, top1_acc: 0.4570, top5_acc: 0.7406, loss_cls: 2.1921, loss: 2.1921, grad_norm: 6.2910 2021-06-08 03:21:56,101 - mmaction - INFO - Epoch [29][880/1345] lr: 1.000e-02, eta: 8:29:12, time: 0.757, data_time: 0.001, memory: 7129, top1_acc: 0.4406, top5_acc: 0.7383, loss_cls: 2.2343, loss: 2.2343, grad_norm: 6.4722 2021-06-08 03:22:10,573 - mmaction - INFO - Epoch [29][900/1345] lr: 1.000e-02, eta: 8:28:45, time: 0.723, data_time: 0.001, memory: 7129, top1_acc: 0.4578, top5_acc: 0.7562, loss_cls: 2.1340, loss: 2.1340, grad_norm: 6.2215 2021-06-08 03:22:27,227 - mmaction - INFO - Epoch [29][920/1345] lr: 1.000e-02, eta: 8:28:21, time: 0.833, data_time: 0.002, memory: 7129, top1_acc: 0.4492, top5_acc: 0.7461, loss_cls: 2.1845, loss: 2.1845, grad_norm: 6.2971 2021-06-08 03:22:42,057 - mmaction - INFO - Epoch [29][940/1345] lr: 1.000e-02, eta: 8:27:55, time: 0.741, data_time: 0.001, memory: 7129, top1_acc: 0.4445, top5_acc: 0.7328, loss_cls: 2.2241, loss: 2.2241, grad_norm: 6.5408 2021-06-08 03:22:59,128 - mmaction - INFO - Epoch [29][960/1345] lr: 1.000e-02, eta: 8:27:30, time: 0.854, data_time: 0.001, memory: 7129, top1_acc: 0.4586, top5_acc: 0.7492, loss_cls: 2.1647, loss: 2.1647, grad_norm: 6.2536 2021-06-08 03:23:13,816 - mmaction - INFO - Epoch [29][980/1345] lr: 1.000e-02, eta: 8:27:04, time: 0.734, data_time: 0.001, memory: 7129, top1_acc: 0.4953, top5_acc: 0.7633, loss_cls: 2.0922, loss: 2.0922, grad_norm: 6.2865 2021-06-08 03:23:28,922 - mmaction - INFO - Epoch [29][1000/1345] lr: 1.000e-02, eta: 8:26:38, time: 0.755, data_time: 0.001, memory: 7129, top1_acc: 0.4359, top5_acc: 0.7250, loss_cls: 2.2933, loss: 2.2933, grad_norm: 6.6302 2021-06-08 03:23:45,613 - mmaction - INFO - Epoch [29][1020/1345] lr: 1.000e-02, eta: 8:26:14, time: 0.835, data_time: 0.002, memory: 7129, top1_acc: 0.4422, top5_acc: 0.7133, loss_cls: 2.2979, loss: 2.2979, grad_norm: 6.2347 2021-06-08 03:24:00,758 - mmaction - INFO - Epoch [29][1040/1345] lr: 1.000e-02, eta: 8:25:48, time: 0.757, data_time: 0.001, memory: 7129, top1_acc: 0.4594, top5_acc: 0.7289, loss_cls: 2.2154, loss: 2.2154, grad_norm: 5.9729 2021-06-08 03:24:14,834 - mmaction - INFO - Epoch [29][1060/1345] lr: 1.000e-02, eta: 8:25:21, time: 0.704, data_time: 0.001, memory: 7129, top1_acc: 0.4305, top5_acc: 0.7141, loss_cls: 2.3093, loss: 2.3093, grad_norm: 6.4053 2021-06-08 03:24:32,020 - mmaction - INFO - Epoch [29][1080/1345] lr: 1.000e-02, eta: 8:24:57, time: 0.859, data_time: 0.001, memory: 7129, top1_acc: 0.4617, top5_acc: 0.7430, loss_cls: 2.2129, loss: 2.2129, grad_norm: 6.4933 2021-06-08 03:24:47,234 - mmaction - INFO - Epoch [29][1100/1345] lr: 1.000e-02, eta: 8:24:31, time: 0.761, data_time: 0.001, memory: 7129, top1_acc: 0.4531, top5_acc: 0.7336, loss_cls: 2.1976, loss: 2.1976, grad_norm: 6.1714 2021-06-08 03:25:03,426 - mmaction - INFO - Epoch [29][1120/1345] lr: 1.000e-02, eta: 8:24:06, time: 0.810, data_time: 0.001, memory: 7129, top1_acc: 0.4570, top5_acc: 0.7352, loss_cls: 2.2084, loss: 2.2084, grad_norm: 6.1914 2021-06-08 03:25:19,343 - mmaction - INFO - Epoch [29][1140/1345] lr: 1.000e-02, eta: 8:23:41, time: 0.796, data_time: 0.001, memory: 7129, top1_acc: 0.4320, top5_acc: 0.7203, loss_cls: 2.3122, loss: 2.3122, grad_norm: 6.4691 2021-06-08 03:25:35,263 - mmaction - INFO - Epoch [29][1160/1345] lr: 1.000e-02, eta: 8:23:16, time: 0.795, data_time: 0.001, memory: 7129, top1_acc: 0.4641, top5_acc: 0.7375, loss_cls: 2.1878, loss: 2.1878, grad_norm: 6.3453 2021-06-08 03:25:51,444 - mmaction - INFO - Epoch [29][1180/1345] lr: 1.000e-02, eta: 8:22:51, time: 0.809, data_time: 0.002, memory: 7129, top1_acc: 0.4453, top5_acc: 0.7430, loss_cls: 2.2264, loss: 2.2264, grad_norm: 6.3063 2021-06-08 03:26:06,886 - mmaction - INFO - Epoch [29][1200/1345] lr: 1.000e-02, eta: 8:22:26, time: 0.770, data_time: 0.001, memory: 7129, top1_acc: 0.4883, top5_acc: 0.7641, loss_cls: 2.0731, loss: 2.0731, grad_norm: 6.3625 2021-06-08 03:26:24,151 - mmaction - INFO - Epoch [29][1220/1345] lr: 1.000e-02, eta: 8:22:01, time: 0.865, data_time: 0.004, memory: 7129, top1_acc: 0.4867, top5_acc: 0.7547, loss_cls: 2.1559, loss: 2.1559, grad_norm: 6.5707 2021-06-08 03:26:38,147 - mmaction - INFO - Epoch [29][1240/1345] lr: 1.000e-02, eta: 8:21:35, time: 0.700, data_time: 0.001, memory: 7129, top1_acc: 0.4586, top5_acc: 0.7297, loss_cls: 2.1812, loss: 2.1812, grad_norm: 6.3914 2021-06-08 03:26:55,366 - mmaction - INFO - Epoch [29][1260/1345] lr: 1.000e-02, eta: 8:21:11, time: 0.861, data_time: 0.001, memory: 7129, top1_acc: 0.4461, top5_acc: 0.7102, loss_cls: 2.2775, loss: 2.2775, grad_norm: 6.1391 2021-06-08 03:27:11,736 - mmaction - INFO - Epoch [29][1280/1345] lr: 1.000e-02, eta: 8:20:46, time: 0.819, data_time: 0.001, memory: 7129, top1_acc: 0.4508, top5_acc: 0.7492, loss_cls: 2.1748, loss: 2.1748, grad_norm: 6.2061 2021-06-08 03:27:26,688 - mmaction - INFO - Epoch [29][1300/1345] lr: 1.000e-02, eta: 8:20:20, time: 0.747, data_time: 0.001, memory: 7129, top1_acc: 0.4656, top5_acc: 0.7586, loss_cls: 2.0962, loss: 2.0962, grad_norm: 6.3622 2021-06-08 03:27:43,220 - mmaction - INFO - Epoch [29][1320/1345] lr: 1.000e-02, eta: 8:19:56, time: 0.827, data_time: 0.001, memory: 7129, top1_acc: 0.4383, top5_acc: 0.7055, loss_cls: 2.3564, loss: 2.3564, grad_norm: 6.3181 2021-06-08 03:28:00,126 - mmaction - INFO - Epoch [29][1340/1345] lr: 1.000e-02, eta: 8:19:31, time: 0.845, data_time: 0.001, memory: 7129, top1_acc: 0.4391, top5_acc: 0.7336, loss_cls: 2.2098, loss: 2.2098, grad_norm: 6.2412 2021-06-08 03:28:08,145 - mmaction - INFO - Saving checkpoint at 29 epochs 2021-06-08 03:35:48,235 - mmaction - INFO - Epoch [30][20/1345] lr: 1.000e-02, eta: 8:24:18, time: 22.953, data_time: 22.288, memory: 7129, top1_acc: 0.4703, top5_acc: 0.7492, loss_cls: 2.1425, loss: 2.1425, grad_norm: 6.5362 2021-06-08 03:35:59,202 - mmaction - INFO - Epoch [30][40/1345] lr: 1.000e-02, eta: 8:23:49, time: 0.549, data_time: 0.004, memory: 7129, top1_acc: 0.4531, top5_acc: 0.7484, loss_cls: 2.1873, loss: 2.1873, grad_norm: 6.2381 2021-06-08 03:36:09,959 - mmaction - INFO - Epoch [30][60/1345] lr: 1.000e-02, eta: 8:23:19, time: 0.537, data_time: 0.001, memory: 7129, top1_acc: 0.4883, top5_acc: 0.7594, loss_cls: 2.0898, loss: 2.0898, grad_norm: 6.3325 2021-06-08 03:36:20,663 - mmaction - INFO - Epoch [30][80/1345] lr: 1.000e-02, eta: 8:22:50, time: 0.535, data_time: 0.002, memory: 7129, top1_acc: 0.4531, top5_acc: 0.7422, loss_cls: 2.1825, loss: 2.1825, grad_norm: 6.5000 2021-06-08 03:36:31,428 - mmaction - INFO - Epoch [30][100/1345] lr: 1.000e-02, eta: 8:22:21, time: 0.538, data_time: 0.002, memory: 7129, top1_acc: 0.4867, top5_acc: 0.7781, loss_cls: 2.0338, loss: 2.0338, grad_norm: 6.2847 2021-06-08 03:36:42,079 - mmaction - INFO - Epoch [30][120/1345] lr: 1.000e-02, eta: 8:21:52, time: 0.534, data_time: 0.002, memory: 7129, top1_acc: 0.4836, top5_acc: 0.7461, loss_cls: 2.1540, loss: 2.1540, grad_norm: 6.6707 2021-06-08 03:36:53,153 - mmaction - INFO - Epoch [30][140/1345] lr: 1.000e-02, eta: 8:21:23, time: 0.553, data_time: 0.001, memory: 7129, top1_acc: 0.4719, top5_acc: 0.7391, loss_cls: 2.1818, loss: 2.1818, grad_norm: 6.5454 2021-06-08 03:37:04,936 - mmaction - INFO - Epoch [30][160/1345] lr: 1.000e-02, eta: 8:20:55, time: 0.589, data_time: 0.002, memory: 7129, top1_acc: 0.4680, top5_acc: 0.7602, loss_cls: 2.0956, loss: 2.0956, grad_norm: 6.5671 2021-06-08 03:37:16,145 - mmaction - INFO - Epoch [30][180/1345] lr: 1.000e-02, eta: 8:20:26, time: 0.561, data_time: 0.002, memory: 7129, top1_acc: 0.4586, top5_acc: 0.7383, loss_cls: 2.1996, loss: 2.1996, grad_norm: 6.1154 2021-06-08 03:37:28,635 - mmaction - INFO - Epoch [30][200/1345] lr: 1.000e-02, eta: 8:19:58, time: 0.625, data_time: 0.001, memory: 7129, top1_acc: 0.4516, top5_acc: 0.7289, loss_cls: 2.2159, loss: 2.2159, grad_norm: 6.5247 2021-06-08 03:37:41,283 - mmaction - INFO - Epoch [30][220/1345] lr: 1.000e-02, eta: 8:19:31, time: 0.633, data_time: 0.001, memory: 7129, top1_acc: 0.4445, top5_acc: 0.7359, loss_cls: 2.1646, loss: 2.1646, grad_norm: 6.6007 2021-06-08 03:37:54,728 - mmaction - INFO - Epoch [30][240/1345] lr: 1.000e-02, eta: 8:19:04, time: 0.672, data_time: 0.001, memory: 7129, top1_acc: 0.4180, top5_acc: 0.7219, loss_cls: 2.3035, loss: 2.3035, grad_norm: 6.7902 2021-06-08 03:38:07,230 - mmaction - INFO - Epoch [30][260/1345] lr: 1.000e-02, eta: 8:18:36, time: 0.626, data_time: 0.002, memory: 7129, top1_acc: 0.4328, top5_acc: 0.7344, loss_cls: 2.2664, loss: 2.2664, grad_norm: 6.4377 2021-06-08 03:38:21,358 - mmaction - INFO - Epoch [30][280/1345] lr: 1.000e-02, eta: 8:18:09, time: 0.706, data_time: 0.001, memory: 7129, top1_acc: 0.4305, top5_acc: 0.7188, loss_cls: 2.3245, loss: 2.3245, grad_norm: 6.5386 2021-06-08 03:38:35,619 - mmaction - INFO - Epoch [30][300/1345] lr: 1.000e-02, eta: 8:17:43, time: 0.713, data_time: 0.002, memory: 7129, top1_acc: 0.4625, top5_acc: 0.7461, loss_cls: 2.1649, loss: 2.1649, grad_norm: 6.3434 2021-06-08 03:38:48,477 - mmaction - INFO - Epoch [30][320/1345] lr: 1.000e-02, eta: 8:17:16, time: 0.643, data_time: 0.001, memory: 7129, top1_acc: 0.4586, top5_acc: 0.7391, loss_cls: 2.2218, loss: 2.2218, grad_norm: 6.6183 2021-06-08 03:39:03,844 - mmaction - INFO - Epoch [30][340/1345] lr: 1.000e-02, eta: 8:16:50, time: 0.769, data_time: 0.001, memory: 7129, top1_acc: 0.4484, top5_acc: 0.7328, loss_cls: 2.2631, loss: 2.2631, grad_norm: 6.4393 2021-06-08 03:39:18,124 - mmaction - INFO - Epoch [30][360/1345] lr: 1.000e-02, eta: 8:16:24, time: 0.713, data_time: 0.001, memory: 7129, top1_acc: 0.4742, top5_acc: 0.7508, loss_cls: 2.1306, loss: 2.1306, grad_norm: 6.2436 2021-06-08 03:39:33,229 - mmaction - INFO - Epoch [30][380/1345] lr: 1.000e-02, eta: 8:15:58, time: 0.754, data_time: 0.002, memory: 7129, top1_acc: 0.4625, top5_acc: 0.7461, loss_cls: 2.1896, loss: 2.1896, grad_norm: 6.4057 2021-06-08 03:39:47,065 - mmaction - INFO - Epoch [30][400/1345] lr: 1.000e-02, eta: 8:15:31, time: 0.694, data_time: 0.003, memory: 7129, top1_acc: 0.4602, top5_acc: 0.7398, loss_cls: 2.2056, loss: 2.2056, grad_norm: 6.6753 2021-06-08 03:40:00,863 - mmaction - INFO - Epoch [30][420/1345] lr: 1.000e-02, eta: 8:15:04, time: 0.687, data_time: 0.001, memory: 7129, top1_acc: 0.4625, top5_acc: 0.7367, loss_cls: 2.1949, loss: 2.1949, grad_norm: 6.2326 2021-06-08 03:40:15,586 - mmaction - INFO - Epoch [30][440/1345] lr: 1.000e-02, eta: 8:14:38, time: 0.738, data_time: 0.004, memory: 7129, top1_acc: 0.4813, top5_acc: 0.7672, loss_cls: 2.0649, loss: 2.0649, grad_norm: 6.5800 2021-06-08 03:40:30,447 - mmaction - INFO - Epoch [30][460/1345] lr: 1.000e-02, eta: 8:14:13, time: 0.744, data_time: 0.003, memory: 7129, top1_acc: 0.4508, top5_acc: 0.7469, loss_cls: 2.2029, loss: 2.2029, grad_norm: 6.5014 2021-06-08 03:40:46,086 - mmaction - INFO - Epoch [30][480/1345] lr: 1.000e-02, eta: 8:13:47, time: 0.782, data_time: 0.001, memory: 7129, top1_acc: 0.4539, top5_acc: 0.7211, loss_cls: 2.2283, loss: 2.2283, grad_norm: 6.3178 2021-06-08 03:41:00,119 - mmaction - INFO - Epoch [30][500/1345] lr: 1.000e-02, eta: 8:13:21, time: 0.699, data_time: 0.001, memory: 7129, top1_acc: 0.4500, top5_acc: 0.7430, loss_cls: 2.1946, loss: 2.1946, grad_norm: 6.2723 2021-06-08 03:41:15,277 - mmaction - INFO - Epoch [30][520/1345] lr: 1.000e-02, eta: 8:12:55, time: 0.760, data_time: 0.003, memory: 7129, top1_acc: 0.4547, top5_acc: 0.7578, loss_cls: 2.1635, loss: 2.1635, grad_norm: 6.5175 2021-06-08 03:41:31,639 - mmaction - INFO - Epoch [30][540/1345] lr: 1.000e-02, eta: 8:12:30, time: 0.818, data_time: 0.002, memory: 7129, top1_acc: 0.4750, top5_acc: 0.7602, loss_cls: 2.1325, loss: 2.1325, grad_norm: 6.6565 2021-06-08 03:41:45,444 - mmaction - INFO - Epoch [30][560/1345] lr: 1.000e-02, eta: 8:12:04, time: 0.690, data_time: 0.001, memory: 7129, top1_acc: 0.4602, top5_acc: 0.7406, loss_cls: 2.1796, loss: 2.1796, grad_norm: 6.3038 2021-06-08 03:42:00,306 - mmaction - INFO - Epoch [30][580/1345] lr: 1.000e-02, eta: 8:11:38, time: 0.743, data_time: 0.002, memory: 7129, top1_acc: 0.4484, top5_acc: 0.7352, loss_cls: 2.2074, loss: 2.2074, grad_norm: 6.3751 2021-06-08 03:42:15,564 - mmaction - INFO - Epoch [30][600/1345] lr: 1.000e-02, eta: 8:11:12, time: 0.763, data_time: 0.001, memory: 7129, top1_acc: 0.4734, top5_acc: 0.7492, loss_cls: 2.1109, loss: 2.1109, grad_norm: 6.4767 2021-06-08 03:42:31,049 - mmaction - INFO - Epoch [30][620/1345] lr: 1.000e-02, eta: 8:10:47, time: 0.772, data_time: 0.002, memory: 7129, top1_acc: 0.4500, top5_acc: 0.7695, loss_cls: 2.1333, loss: 2.1333, grad_norm: 6.5343 2021-06-08 03:42:46,220 - mmaction - INFO - Epoch [30][640/1345] lr: 1.000e-02, eta: 8:10:21, time: 0.761, data_time: 0.003, memory: 7129, top1_acc: 0.4609, top5_acc: 0.7359, loss_cls: 2.1913, loss: 2.1913, grad_norm: 6.3679 2021-06-08 03:43:00,923 - mmaction - INFO - Epoch [30][660/1345] lr: 1.000e-02, eta: 8:09:55, time: 0.735, data_time: 0.001, memory: 7129, top1_acc: 0.4695, top5_acc: 0.7523, loss_cls: 2.1192, loss: 2.1192, grad_norm: 6.4999 2021-06-08 03:43:15,847 - mmaction - INFO - Epoch [30][680/1345] lr: 1.000e-02, eta: 8:09:30, time: 0.747, data_time: 0.001, memory: 7129, top1_acc: 0.4711, top5_acc: 0.7500, loss_cls: 2.1223, loss: 2.1223, grad_norm: 6.2590 2021-06-08 03:43:31,538 - mmaction - INFO - Epoch [30][700/1345] lr: 1.000e-02, eta: 8:09:04, time: 0.784, data_time: 0.001, memory: 7129, top1_acc: 0.4742, top5_acc: 0.7430, loss_cls: 2.1440, loss: 2.1440, grad_norm: 6.2214 2021-06-08 03:43:46,558 - mmaction - INFO - Epoch [30][720/1345] lr: 1.000e-02, eta: 8:08:39, time: 0.751, data_time: 0.001, memory: 7129, top1_acc: 0.4656, top5_acc: 0.7625, loss_cls: 2.1391, loss: 2.1391, grad_norm: 6.2903 2021-06-08 03:44:02,608 - mmaction - INFO - Epoch [30][740/1345] lr: 1.000e-02, eta: 8:08:14, time: 0.802, data_time: 0.001, memory: 7129, top1_acc: 0.4688, top5_acc: 0.7484, loss_cls: 2.1148, loss: 2.1148, grad_norm: 6.2944 2021-06-08 03:44:17,292 - mmaction - INFO - Epoch [30][760/1345] lr: 1.000e-02, eta: 8:07:48, time: 0.734, data_time: 0.001, memory: 7129, top1_acc: 0.4242, top5_acc: 0.7180, loss_cls: 2.3122, loss: 2.3122, grad_norm: 6.5201 2021-06-08 03:44:32,679 - mmaction - INFO - Epoch [30][780/1345] lr: 1.000e-02, eta: 8:07:22, time: 0.769, data_time: 0.001, memory: 7129, top1_acc: 0.4570, top5_acc: 0.7461, loss_cls: 2.1774, loss: 2.1774, grad_norm: 6.5991 2021-06-08 03:44:47,651 - mmaction - INFO - Epoch [30][800/1345] lr: 1.000e-02, eta: 8:06:57, time: 0.748, data_time: 0.001, memory: 7129, top1_acc: 0.4758, top5_acc: 0.7453, loss_cls: 2.1471, loss: 2.1471, grad_norm: 6.0494 2021-06-08 03:45:04,270 - mmaction - INFO - Epoch [30][820/1345] lr: 1.000e-02, eta: 8:06:32, time: 0.831, data_time: 0.001, memory: 7129, top1_acc: 0.4508, top5_acc: 0.7547, loss_cls: 2.1689, loss: 2.1689, grad_norm: 6.3599 2021-06-08 03:45:18,693 - mmaction - INFO - Epoch [30][840/1345] lr: 1.000e-02, eta: 8:06:06, time: 0.721, data_time: 0.001, memory: 7129, top1_acc: 0.4430, top5_acc: 0.7305, loss_cls: 2.2277, loss: 2.2277, grad_norm: 6.5164 2021-06-08 03:45:33,549 - mmaction - INFO - Epoch [30][860/1345] lr: 1.000e-02, eta: 8:05:41, time: 0.743, data_time: 0.001, memory: 7129, top1_acc: 0.4414, top5_acc: 0.7297, loss_cls: 2.2350, loss: 2.2350, grad_norm: 6.6164 2021-06-08 03:45:50,096 - mmaction - INFO - Epoch [30][880/1345] lr: 1.000e-02, eta: 8:05:16, time: 0.828, data_time: 0.001, memory: 7129, top1_acc: 0.4289, top5_acc: 0.7164, loss_cls: 2.2981, loss: 2.2981, grad_norm: 6.6972 2021-06-08 03:46:06,169 - mmaction - INFO - Epoch [30][900/1345] lr: 1.000e-02, eta: 8:04:51, time: 0.804, data_time: 0.001, memory: 7129, top1_acc: 0.4672, top5_acc: 0.7320, loss_cls: 2.1967, loss: 2.1967, grad_norm: 6.3571 2021-06-08 03:46:20,050 - mmaction - INFO - Epoch [30][920/1345] lr: 1.000e-02, eta: 8:04:25, time: 0.694, data_time: 0.001, memory: 7129, top1_acc: 0.4547, top5_acc: 0.7430, loss_cls: 2.1660, loss: 2.1660, grad_norm: 6.2624 2021-06-08 03:46:37,066 - mmaction - INFO - Epoch [30][940/1345] lr: 1.000e-02, eta: 8:04:01, time: 0.851, data_time: 0.001, memory: 7129, top1_acc: 0.4594, top5_acc: 0.7602, loss_cls: 2.1274, loss: 2.1274, grad_norm: 6.4050 2021-06-08 03:46:52,094 - mmaction - INFO - Epoch [30][960/1345] lr: 1.000e-02, eta: 8:03:35, time: 0.751, data_time: 0.001, memory: 7129, top1_acc: 0.4453, top5_acc: 0.7469, loss_cls: 2.1878, loss: 2.1878, grad_norm: 6.2008 2021-06-08 03:47:08,442 - mmaction - INFO - Epoch [30][980/1345] lr: 1.000e-02, eta: 8:03:11, time: 0.817, data_time: 0.001, memory: 7129, top1_acc: 0.4477, top5_acc: 0.7461, loss_cls: 2.1989, loss: 2.1989, grad_norm: 6.6549 2021-06-08 03:47:24,012 - mmaction - INFO - Epoch [30][1000/1345] lr: 1.000e-02, eta: 8:02:45, time: 0.779, data_time: 0.001, memory: 7129, top1_acc: 0.4531, top5_acc: 0.7445, loss_cls: 2.1730, loss: 2.1730, grad_norm: 6.2385 2021-06-08 03:47:39,495 - mmaction - INFO - Epoch [30][1020/1345] lr: 1.000e-02, eta: 8:02:20, time: 0.773, data_time: 0.001, memory: 7129, top1_acc: 0.4711, top5_acc: 0.7547, loss_cls: 2.1419, loss: 2.1419, grad_norm: 6.5039 2021-06-08 03:47:55,302 - mmaction - INFO - Epoch [30][1040/1345] lr: 1.000e-02, eta: 8:01:55, time: 0.791, data_time: 0.002, memory: 7129, top1_acc: 0.4391, top5_acc: 0.7203, loss_cls: 2.2709, loss: 2.2709, grad_norm: 6.4627 2021-06-08 03:48:11,876 - mmaction - INFO - Epoch [30][1060/1345] lr: 1.000e-02, eta: 8:01:31, time: 0.828, data_time: 0.001, memory: 7129, top1_acc: 0.4578, top5_acc: 0.7414, loss_cls: 2.1991, loss: 2.1991, grad_norm: 6.2246 2021-06-08 03:48:27,560 - mmaction - INFO - Epoch [30][1080/1345] lr: 1.000e-02, eta: 8:01:06, time: 0.783, data_time: 0.002, memory: 7129, top1_acc: 0.4703, top5_acc: 0.7352, loss_cls: 2.2504, loss: 2.2504, grad_norm: 6.1922 2021-06-08 03:48:43,974 - mmaction - INFO - Epoch [30][1100/1345] lr: 1.000e-02, eta: 8:00:41, time: 0.823, data_time: 0.003, memory: 7129, top1_acc: 0.4437, top5_acc: 0.7227, loss_cls: 2.2621, loss: 2.2621, grad_norm: 6.3294 2021-06-08 03:48:59,678 - mmaction - INFO - Epoch [30][1120/1345] lr: 1.000e-02, eta: 8:00:16, time: 0.785, data_time: 0.001, memory: 7129, top1_acc: 0.4469, top5_acc: 0.7422, loss_cls: 2.1970, loss: 2.1970, grad_norm: 6.6003 2021-06-08 03:49:14,855 - mmaction - INFO - Epoch [30][1140/1345] lr: 1.000e-02, eta: 7:59:51, time: 0.759, data_time: 0.001, memory: 7129, top1_acc: 0.4539, top5_acc: 0.7375, loss_cls: 2.1599, loss: 2.1599, grad_norm: 6.4469 2021-06-08 03:49:30,194 - mmaction - INFO - Epoch [30][1160/1345] lr: 1.000e-02, eta: 7:59:26, time: 0.767, data_time: 0.001, memory: 7129, top1_acc: 0.4711, top5_acc: 0.7594, loss_cls: 2.0770, loss: 2.0770, grad_norm: 6.3352 2021-06-08 03:49:45,089 - mmaction - INFO - Epoch [30][1180/1345] lr: 1.000e-02, eta: 7:59:00, time: 0.745, data_time: 0.001, memory: 7129, top1_acc: 0.4422, top5_acc: 0.7219, loss_cls: 2.2272, loss: 2.2272, grad_norm: 6.5260 2021-06-08 03:50:00,523 - mmaction - INFO - Epoch [30][1200/1345] lr: 1.000e-02, eta: 7:58:35, time: 0.772, data_time: 0.001, memory: 7129, top1_acc: 0.4547, top5_acc: 0.7359, loss_cls: 2.2893, loss: 2.2893, grad_norm: 6.1964 2021-06-08 03:50:16,892 - mmaction - INFO - Epoch [30][1220/1345] lr: 1.000e-02, eta: 7:58:10, time: 0.819, data_time: 0.001, memory: 7129, top1_acc: 0.4656, top5_acc: 0.7516, loss_cls: 2.1567, loss: 2.1567, grad_norm: 6.5655 2021-06-08 03:50:32,855 - mmaction - INFO - Epoch [30][1240/1345] lr: 1.000e-02, eta: 7:57:46, time: 0.798, data_time: 0.002, memory: 7129, top1_acc: 0.4336, top5_acc: 0.7234, loss_cls: 2.2644, loss: 2.2644, grad_norm: 6.4867 2021-06-08 03:50:48,645 - mmaction - INFO - Epoch [30][1260/1345] lr: 1.000e-02, eta: 7:57:21, time: 0.790, data_time: 0.001, memory: 7129, top1_acc: 0.4430, top5_acc: 0.7328, loss_cls: 2.2239, loss: 2.2239, grad_norm: 6.3630 2021-06-08 03:51:04,137 - mmaction - INFO - Epoch [30][1280/1345] lr: 1.000e-02, eta: 7:56:56, time: 0.774, data_time: 0.001, memory: 7129, top1_acc: 0.4383, top5_acc: 0.7148, loss_cls: 2.2801, loss: 2.2801, grad_norm: 6.2480 2021-06-08 03:51:19,904 - mmaction - INFO - Epoch [30][1300/1345] lr: 1.000e-02, eta: 7:56:31, time: 0.788, data_time: 0.001, memory: 7129, top1_acc: 0.4719, top5_acc: 0.7508, loss_cls: 2.1718, loss: 2.1718, grad_norm: 6.4532 2021-06-08 03:51:34,721 - mmaction - INFO - Epoch [30][1320/1345] lr: 1.000e-02, eta: 7:56:05, time: 0.741, data_time: 0.001, memory: 7129, top1_acc: 0.4664, top5_acc: 0.7453, loss_cls: 2.1679, loss: 2.1679, grad_norm: 6.5142 2021-06-08 03:51:50,942 - mmaction - INFO - Epoch [30][1340/1345] lr: 1.000e-02, eta: 7:55:41, time: 0.811, data_time: 0.001, memory: 7129, top1_acc: 0.4703, top5_acc: 0.7508, loss_cls: 2.1668, loss: 2.1668, grad_norm: 6.6038 2021-06-08 03:51:59,044 - mmaction - INFO - Saving checkpoint at 30 epochs 2021-06-08 03:59:34,159 - mmaction - INFO - Epoch [31][20/1345] lr: 1.000e-03, eta: 7:59:59, time: 22.706, data_time: 21.798, memory: 7129, top1_acc: 0.4547, top5_acc: 0.7531, loss_cls: 2.1286, loss: 2.1286, grad_norm: 5.8960 2021-06-08 03:59:44,730 - mmaction - INFO - Epoch [31][40/1345] lr: 1.000e-03, eta: 7:59:30, time: 0.528, data_time: 0.003, memory: 7129, top1_acc: 0.5086, top5_acc: 0.7695, loss_cls: 1.9983, loss: 1.9983, grad_norm: 5.8202 2021-06-08 03:59:55,603 - mmaction - INFO - Epoch [31][60/1345] lr: 1.000e-03, eta: 7:59:02, time: 0.545, data_time: 0.002, memory: 7129, top1_acc: 0.5305, top5_acc: 0.7836, loss_cls: 1.9010, loss: 1.9010, grad_norm: 5.7159 2021-06-08 04:00:06,356 - mmaction - INFO - Epoch [31][80/1345] lr: 1.000e-03, eta: 7:58:33, time: 0.537, data_time: 0.001, memory: 7129, top1_acc: 0.5375, top5_acc: 0.8039, loss_cls: 1.8289, loss: 1.8289, grad_norm: 5.8068 2021-06-08 04:00:17,237 - mmaction - INFO - Epoch [31][100/1345] lr: 1.000e-03, eta: 7:58:05, time: 0.544, data_time: 0.002, memory: 7129, top1_acc: 0.5070, top5_acc: 0.7844, loss_cls: 1.9303, loss: 1.9303, grad_norm: 6.2161 2021-06-08 04:00:28,078 - mmaction - INFO - Epoch [31][120/1345] lr: 1.000e-03, eta: 7:57:37, time: 0.542, data_time: 0.002, memory: 7129, top1_acc: 0.5320, top5_acc: 0.7898, loss_cls: 1.8919, loss: 1.8919, grad_norm: 6.2532 2021-06-08 04:00:38,913 - mmaction - INFO - Epoch [31][140/1345] lr: 1.000e-03, eta: 7:57:08, time: 0.542, data_time: 0.002, memory: 7129, top1_acc: 0.5320, top5_acc: 0.7867, loss_cls: 1.9027, loss: 1.9027, grad_norm: 5.7975 2021-06-08 04:00:49,669 - mmaction - INFO - Epoch [31][160/1345] lr: 1.000e-03, eta: 7:56:40, time: 0.537, data_time: 0.001, memory: 7129, top1_acc: 0.5625, top5_acc: 0.8117, loss_cls: 1.7606, loss: 1.7606, grad_norm: 5.7742 2021-06-08 04:01:00,885 - mmaction - INFO - Epoch [31][180/1345] lr: 1.000e-03, eta: 7:56:12, time: 0.559, data_time: 0.002, memory: 7129, top1_acc: 0.5539, top5_acc: 0.8055, loss_cls: 1.7579, loss: 1.7579, grad_norm: 5.8179 2021-06-08 04:01:12,765 - mmaction - INFO - Epoch [31][200/1345] lr: 1.000e-03, eta: 7:55:44, time: 0.596, data_time: 0.005, memory: 7129, top1_acc: 0.5406, top5_acc: 0.7820, loss_cls: 1.8699, loss: 1.8699, grad_norm: 6.0761 2021-06-08 04:01:25,539 - mmaction - INFO - Epoch [31][220/1345] lr: 1.000e-03, eta: 7:55:17, time: 0.639, data_time: 0.002, memory: 7129, top1_acc: 0.5531, top5_acc: 0.8055, loss_cls: 1.7689, loss: 1.7689, grad_norm: 5.9837 2021-06-08 04:01:39,595 - mmaction - INFO - Epoch [31][240/1345] lr: 1.000e-03, eta: 7:54:51, time: 0.703, data_time: 0.001, memory: 7129, top1_acc: 0.5406, top5_acc: 0.7922, loss_cls: 1.8539, loss: 1.8539, grad_norm: 5.9213 2021-06-08 04:01:52,540 - mmaction - INFO - Epoch [31][260/1345] lr: 1.000e-03, eta: 7:54:24, time: 0.647, data_time: 0.001, memory: 7129, top1_acc: 0.5391, top5_acc: 0.7828, loss_cls: 1.9003, loss: 1.9003, grad_norm: 6.0044 2021-06-08 04:02:05,221 - mmaction - INFO - Epoch [31][280/1345] lr: 1.000e-03, eta: 7:53:57, time: 0.633, data_time: 0.002, memory: 7129, top1_acc: 0.5180, top5_acc: 0.7891, loss_cls: 1.8805, loss: 1.8805, grad_norm: 6.0560 2021-06-08 04:02:19,659 - mmaction - INFO - Epoch [31][300/1345] lr: 1.000e-03, eta: 7:53:31, time: 0.722, data_time: 0.003, memory: 7129, top1_acc: 0.5633, top5_acc: 0.8195, loss_cls: 1.7140, loss: 1.7140, grad_norm: 5.8980 2021-06-08 04:02:33,463 - mmaction - INFO - Epoch [31][320/1345] lr: 1.000e-03, eta: 7:53:05, time: 0.692, data_time: 0.003, memory: 7129, top1_acc: 0.5586, top5_acc: 0.8148, loss_cls: 1.7423, loss: 1.7423, grad_norm: 5.8892 2021-06-08 04:02:47,763 - mmaction - INFO - Epoch [31][340/1345] lr: 1.000e-03, eta: 7:52:39, time: 0.715, data_time: 0.001, memory: 7129, top1_acc: 0.5523, top5_acc: 0.7977, loss_cls: 1.7904, loss: 1.7904, grad_norm: 5.9637 2021-06-08 04:03:01,620 - mmaction - INFO - Epoch [31][360/1345] lr: 1.000e-03, eta: 7:52:13, time: 0.693, data_time: 0.002, memory: 7129, top1_acc: 0.5344, top5_acc: 0.8094, loss_cls: 1.7877, loss: 1.7877, grad_norm: 5.9359 2021-06-08 04:03:16,186 - mmaction - INFO - Epoch [31][380/1345] lr: 1.000e-03, eta: 7:51:47, time: 0.728, data_time: 0.001, memory: 7129, top1_acc: 0.5625, top5_acc: 0.8055, loss_cls: 1.7427, loss: 1.7427, grad_norm: 5.8135 2021-06-08 04:03:31,792 - mmaction - INFO - Epoch [31][400/1345] lr: 1.000e-03, eta: 7:51:22, time: 0.780, data_time: 0.001, memory: 7129, top1_acc: 0.5875, top5_acc: 0.8195, loss_cls: 1.6745, loss: 1.6745, grad_norm: 5.7861 2021-06-08 04:03:47,819 - mmaction - INFO - Epoch [31][420/1345] lr: 1.000e-03, eta: 7:50:57, time: 0.802, data_time: 0.002, memory: 7129, top1_acc: 0.5594, top5_acc: 0.8320, loss_cls: 1.7147, loss: 1.7147, grad_norm: 6.1225 2021-06-08 04:04:01,628 - mmaction - INFO - Epoch [31][440/1345] lr: 1.000e-03, eta: 7:50:31, time: 0.690, data_time: 0.001, memory: 7129, top1_acc: 0.5695, top5_acc: 0.8187, loss_cls: 1.6508, loss: 1.6508, grad_norm: 5.8745 2021-06-08 04:04:16,326 - mmaction - INFO - Epoch [31][460/1345] lr: 1.000e-03, eta: 7:50:05, time: 0.735, data_time: 0.001, memory: 7129, top1_acc: 0.5633, top5_acc: 0.8234, loss_cls: 1.6808, loss: 1.6808, grad_norm: 5.9159 2021-06-08 04:04:30,786 - mmaction - INFO - Epoch [31][480/1345] lr: 1.000e-03, eta: 7:49:39, time: 0.723, data_time: 0.001, memory: 7129, top1_acc: 0.5539, top5_acc: 0.8102, loss_cls: 1.7653, loss: 1.7653, grad_norm: 6.1580 2021-06-08 04:04:45,934 - mmaction - INFO - Epoch [31][500/1345] lr: 1.000e-03, eta: 7:49:14, time: 0.757, data_time: 0.001, memory: 7129, top1_acc: 0.5680, top5_acc: 0.8477, loss_cls: 1.6388, loss: 1.6388, grad_norm: 6.0961 2021-06-08 04:05:01,435 - mmaction - INFO - Epoch [31][520/1345] lr: 1.000e-03, eta: 7:48:49, time: 0.775, data_time: 0.001, memory: 7129, top1_acc: 0.5633, top5_acc: 0.8273, loss_cls: 1.6928, loss: 1.6928, grad_norm: 6.0971 2021-06-08 04:05:18,460 - mmaction - INFO - Epoch [31][540/1345] lr: 1.000e-03, eta: 7:48:25, time: 0.851, data_time: 0.001, memory: 7129, top1_acc: 0.5570, top5_acc: 0.8070, loss_cls: 1.7649, loss: 1.7649, grad_norm: 6.2731 2021-06-08 04:05:32,717 - mmaction - INFO - Epoch [31][560/1345] lr: 1.000e-03, eta: 7:47:59, time: 0.712, data_time: 0.002, memory: 7129, top1_acc: 0.5547, top5_acc: 0.8164, loss_cls: 1.7171, loss: 1.7171, grad_norm: 6.1634 2021-06-08 04:05:47,106 - mmaction - INFO - Epoch [31][580/1345] lr: 1.000e-03, eta: 7:47:33, time: 0.721, data_time: 0.003, memory: 7129, top1_acc: 0.5641, top5_acc: 0.8023, loss_cls: 1.7498, loss: 1.7498, grad_norm: 6.1475 2021-06-08 04:06:02,162 - mmaction - INFO - Epoch [31][600/1345] lr: 1.000e-03, eta: 7:47:08, time: 0.752, data_time: 0.001, memory: 7129, top1_acc: 0.5844, top5_acc: 0.8219, loss_cls: 1.6382, loss: 1.6382, grad_norm: 5.8973 2021-06-08 04:06:17,444 - mmaction - INFO - Epoch [31][620/1345] lr: 1.000e-03, eta: 7:46:43, time: 0.764, data_time: 0.001, memory: 7129, top1_acc: 0.5781, top5_acc: 0.8219, loss_cls: 1.6601, loss: 1.6601, grad_norm: 6.2788 2021-06-08 04:06:33,963 - mmaction - INFO - Epoch [31][640/1345] lr: 1.000e-03, eta: 7:46:18, time: 0.825, data_time: 0.001, memory: 7129, top1_acc: 0.5516, top5_acc: 0.8023, loss_cls: 1.7639, loss: 1.7639, grad_norm: 6.1695 2021-06-08 04:06:49,105 - mmaction - INFO - Epoch [31][660/1345] lr: 1.000e-03, eta: 7:45:53, time: 0.758, data_time: 0.001, memory: 7129, top1_acc: 0.5836, top5_acc: 0.8406, loss_cls: 1.5933, loss: 1.5933, grad_norm: 5.9891 2021-06-08 04:07:04,117 - mmaction - INFO - Epoch [31][680/1345] lr: 1.000e-03, eta: 7:45:28, time: 0.750, data_time: 0.001, memory: 7129, top1_acc: 0.5703, top5_acc: 0.8273, loss_cls: 1.6671, loss: 1.6671, grad_norm: 6.1137 2021-06-08 04:07:19,702 - mmaction - INFO - Epoch [31][700/1345] lr: 1.000e-03, eta: 7:45:03, time: 0.779, data_time: 0.001, memory: 7129, top1_acc: 0.5664, top5_acc: 0.8469, loss_cls: 1.6229, loss: 1.6229, grad_norm: 6.2426 2021-06-08 04:07:34,835 - mmaction - INFO - Epoch [31][720/1345] lr: 1.000e-03, eta: 7:44:37, time: 0.757, data_time: 0.002, memory: 7129, top1_acc: 0.5695, top5_acc: 0.8102, loss_cls: 1.7171, loss: 1.7171, grad_norm: 6.2357 2021-06-08 04:07:52,216 - mmaction - INFO - Epoch [31][740/1345] lr: 1.000e-03, eta: 7:44:14, time: 0.869, data_time: 0.001, memory: 7129, top1_acc: 0.5844, top5_acc: 0.8273, loss_cls: 1.6508, loss: 1.6508, grad_norm: 6.0360 2021-06-08 04:08:07,268 - mmaction - INFO - Epoch [31][760/1345] lr: 1.000e-03, eta: 7:43:48, time: 0.753, data_time: 0.001, memory: 7129, top1_acc: 0.5625, top5_acc: 0.8164, loss_cls: 1.7043, loss: 1.7043, grad_norm: 6.2100 2021-06-08 04:08:22,196 - mmaction - INFO - Epoch [31][780/1345] lr: 1.000e-03, eta: 7:43:23, time: 0.746, data_time: 0.001, memory: 7129, top1_acc: 0.5477, top5_acc: 0.8172, loss_cls: 1.7526, loss: 1.7526, grad_norm: 6.3594 2021-06-08 04:08:38,594 - mmaction - INFO - Epoch [31][800/1345] lr: 1.000e-03, eta: 7:42:59, time: 0.820, data_time: 0.001, memory: 7129, top1_acc: 0.5883, top5_acc: 0.8266, loss_cls: 1.6179, loss: 1.6179, grad_norm: 6.0139 2021-06-08 04:08:54,153 - mmaction - INFO - Epoch [31][820/1345] lr: 1.000e-03, eta: 7:42:34, time: 0.778, data_time: 0.001, memory: 7129, top1_acc: 0.5820, top5_acc: 0.8336, loss_cls: 1.6362, loss: 1.6362, grad_norm: 6.0008 2021-06-08 04:09:09,812 - mmaction - INFO - Epoch [31][840/1345] lr: 1.000e-03, eta: 7:42:09, time: 0.783, data_time: 0.001, memory: 7129, top1_acc: 0.5727, top5_acc: 0.8227, loss_cls: 1.6839, loss: 1.6839, grad_norm: 6.1829 2021-06-08 04:09:26,919 - mmaction - INFO - Epoch [31][860/1345] lr: 1.000e-03, eta: 7:41:45, time: 0.855, data_time: 0.001, memory: 7129, top1_acc: 0.5703, top5_acc: 0.8180, loss_cls: 1.6734, loss: 1.6734, grad_norm: 6.3223 2021-06-08 04:09:42,018 - mmaction - INFO - Epoch [31][880/1345] lr: 1.000e-03, eta: 7:41:20, time: 0.755, data_time: 0.001, memory: 7129, top1_acc: 0.5547, top5_acc: 0.8195, loss_cls: 1.7171, loss: 1.7171, grad_norm: 6.3722 2021-06-08 04:09:58,029 - mmaction - INFO - Epoch [31][900/1345] lr: 1.000e-03, eta: 7:40:55, time: 0.801, data_time: 0.001, memory: 7129, top1_acc: 0.5625, top5_acc: 0.8172, loss_cls: 1.6827, loss: 1.6827, grad_norm: 6.2291 2021-06-08 04:10:13,668 - mmaction - INFO - Epoch [31][920/1345] lr: 1.000e-03, eta: 7:40:30, time: 0.780, data_time: 0.001, memory: 7129, top1_acc: 0.5609, top5_acc: 0.8211, loss_cls: 1.7103, loss: 1.7103, grad_norm: 5.9906 2021-06-08 04:10:28,532 - mmaction - INFO - Epoch [31][940/1345] lr: 1.000e-03, eta: 7:40:05, time: 0.745, data_time: 0.003, memory: 7129, top1_acc: 0.5938, top5_acc: 0.8297, loss_cls: 1.5995, loss: 1.5995, grad_norm: 6.0291 2021-06-08 04:10:44,868 - mmaction - INFO - Epoch [31][960/1345] lr: 1.000e-03, eta: 7:39:41, time: 0.817, data_time: 0.001, memory: 7129, top1_acc: 0.5766, top5_acc: 0.8250, loss_cls: 1.6757, loss: 1.6757, grad_norm: 6.0955 2021-06-08 04:10:59,727 - mmaction - INFO - Epoch [31][980/1345] lr: 1.000e-03, eta: 7:39:15, time: 0.743, data_time: 0.001, memory: 7129, top1_acc: 0.5742, top5_acc: 0.8125, loss_cls: 1.6711, loss: 1.6711, grad_norm: 6.0680 2021-06-08 04:11:15,867 - mmaction - INFO - Epoch [31][1000/1345] lr: 1.000e-03, eta: 7:38:51, time: 0.807, data_time: 0.002, memory: 7129, top1_acc: 0.5781, top5_acc: 0.8180, loss_cls: 1.6755, loss: 1.6755, grad_norm: 6.0369 2021-06-08 04:11:34,146 - mmaction - INFO - Epoch [31][1020/1345] lr: 1.000e-03, eta: 7:38:28, time: 0.914, data_time: 0.001, memory: 7129, top1_acc: 0.5828, top5_acc: 0.8375, loss_cls: 1.5937, loss: 1.5937, grad_norm: 6.1750 2021-06-08 04:11:50,643 - mmaction - INFO - Epoch [31][1040/1345] lr: 1.000e-03, eta: 7:38:04, time: 0.825, data_time: 0.001, memory: 7129, top1_acc: 0.5898, top5_acc: 0.8328, loss_cls: 1.5793, loss: 1.5793, grad_norm: 6.1686 2021-06-08 04:12:04,987 - mmaction - INFO - Epoch [31][1060/1345] lr: 1.000e-03, eta: 7:37:38, time: 0.717, data_time: 0.001, memory: 7129, top1_acc: 0.5781, top5_acc: 0.8227, loss_cls: 1.6700, loss: 1.6700, grad_norm: 6.2458 2021-06-08 04:12:21,040 - mmaction - INFO - Epoch [31][1080/1345] lr: 1.000e-03, eta: 7:37:13, time: 0.803, data_time: 0.001, memory: 7129, top1_acc: 0.5758, top5_acc: 0.8344, loss_cls: 1.6620, loss: 1.6620, grad_norm: 6.2486 2021-06-08 04:12:36,863 - mmaction - INFO - Epoch [31][1100/1345] lr: 1.000e-03, eta: 7:36:49, time: 0.791, data_time: 0.001, memory: 7129, top1_acc: 0.5750, top5_acc: 0.8273, loss_cls: 1.6601, loss: 1.6601, grad_norm: 6.1996 2021-06-08 04:12:52,709 - mmaction - INFO - Epoch [31][1120/1345] lr: 1.000e-03, eta: 7:36:24, time: 0.792, data_time: 0.001, memory: 7129, top1_acc: 0.5742, top5_acc: 0.8445, loss_cls: 1.6028, loss: 1.6028, grad_norm: 6.1512 2021-06-08 04:13:10,181 - mmaction - INFO - Epoch [31][1140/1345] lr: 1.000e-03, eta: 7:36:01, time: 0.873, data_time: 0.001, memory: 7129, top1_acc: 0.5789, top5_acc: 0.8078, loss_cls: 1.7088, loss: 1.7088, grad_norm: 6.3669 2021-06-08 04:13:25,542 - mmaction - INFO - Epoch [31][1160/1345] lr: 1.000e-03, eta: 7:35:36, time: 0.768, data_time: 0.002, memory: 7129, top1_acc: 0.5758, top5_acc: 0.8266, loss_cls: 1.6482, loss: 1.6482, grad_norm: 6.2685 2021-06-08 04:13:42,123 - mmaction - INFO - Epoch [31][1180/1345] lr: 1.000e-03, eta: 7:35:12, time: 0.829, data_time: 0.001, memory: 7129, top1_acc: 0.5992, top5_acc: 0.8391, loss_cls: 1.5709, loss: 1.5709, grad_norm: 6.1240 2021-06-08 04:13:57,778 - mmaction - INFO - Epoch [31][1200/1345] lr: 1.000e-03, eta: 7:34:47, time: 0.782, data_time: 0.001, memory: 7129, top1_acc: 0.5852, top5_acc: 0.8219, loss_cls: 1.6624, loss: 1.6624, grad_norm: 6.4392 2021-06-08 04:14:13,666 - mmaction - INFO - Epoch [31][1220/1345] lr: 1.000e-03, eta: 7:34:22, time: 0.794, data_time: 0.001, memory: 7129, top1_acc: 0.5648, top5_acc: 0.8039, loss_cls: 1.7201, loss: 1.7201, grad_norm: 6.4672 2021-06-08 04:14:30,201 - mmaction - INFO - Epoch [31][1240/1345] lr: 1.000e-03, eta: 7:33:58, time: 0.827, data_time: 0.002, memory: 7129, top1_acc: 0.5625, top5_acc: 0.8164, loss_cls: 1.7105, loss: 1.7105, grad_norm: 6.4238 2021-06-08 04:14:46,290 - mmaction - INFO - Epoch [31][1260/1345] lr: 1.000e-03, eta: 7:33:34, time: 0.805, data_time: 0.001, memory: 7129, top1_acc: 0.5891, top5_acc: 0.8367, loss_cls: 1.5902, loss: 1.5902, grad_norm: 6.0864 2021-06-08 04:15:02,137 - mmaction - INFO - Epoch [31][1280/1345] lr: 1.000e-03, eta: 7:33:09, time: 0.792, data_time: 0.001, memory: 7129, top1_acc: 0.6141, top5_acc: 0.8438, loss_cls: 1.5623, loss: 1.5623, grad_norm: 6.1527 2021-06-08 04:15:18,087 - mmaction - INFO - Epoch [31][1300/1345] lr: 1.000e-03, eta: 7:32:45, time: 0.797, data_time: 0.001, memory: 7129, top1_acc: 0.5758, top5_acc: 0.8422, loss_cls: 1.5963, loss: 1.5963, grad_norm: 6.4601 2021-06-08 04:15:33,095 - mmaction - INFO - Epoch [31][1320/1345] lr: 1.000e-03, eta: 7:32:20, time: 0.750, data_time: 0.001, memory: 7129, top1_acc: 0.5836, top5_acc: 0.8336, loss_cls: 1.6154, loss: 1.6154, grad_norm: 6.5356 2021-06-08 04:15:49,246 - mmaction - INFO - Epoch [31][1340/1345] lr: 1.000e-03, eta: 7:31:56, time: 0.807, data_time: 0.001, memory: 7129, top1_acc: 0.5742, top5_acc: 0.8187, loss_cls: 1.6557, loss: 1.6557, grad_norm: 6.4514 2021-06-08 04:15:57,568 - mmaction - INFO - Saving checkpoint at 31 epochs 2021-06-08 04:23:33,817 - mmaction - INFO - Epoch [32][20/1345] lr: 1.000e-03, eta: 7:35:51, time: 22.761, data_time: 22.081, memory: 7129, top1_acc: 0.6039, top5_acc: 0.8461, loss_cls: 1.4994, loss: 1.4994, grad_norm: 5.9335 2021-06-08 04:23:44,614 - mmaction - INFO - Epoch [32][40/1345] lr: 1.000e-03, eta: 7:35:24, time: 0.541, data_time: 0.004, memory: 7129, top1_acc: 0.5883, top5_acc: 0.8367, loss_cls: 1.5846, loss: 1.5846, grad_norm: 6.1246 2021-06-08 04:23:55,287 - mmaction - INFO - Epoch [32][60/1345] lr: 1.000e-03, eta: 7:34:56, time: 0.534, data_time: 0.002, memory: 7129, top1_acc: 0.6109, top5_acc: 0.8438, loss_cls: 1.5609, loss: 1.5609, grad_norm: 6.1847 2021-06-08 04:24:06,103 - mmaction - INFO - Epoch [32][80/1345] lr: 1.000e-03, eta: 7:34:28, time: 0.540, data_time: 0.002, memory: 7129, top1_acc: 0.6008, top5_acc: 0.8367, loss_cls: 1.5636, loss: 1.5636, grad_norm: 6.0607 2021-06-08 04:24:16,866 - mmaction - INFO - Epoch [32][100/1345] lr: 1.000e-03, eta: 7:34:00, time: 0.539, data_time: 0.002, memory: 7129, top1_acc: 0.6055, top5_acc: 0.8344, loss_cls: 1.5717, loss: 1.5717, grad_norm: 6.2588 2021-06-08 04:24:27,661 - mmaction - INFO - Epoch [32][120/1345] lr: 1.000e-03, eta: 7:33:32, time: 0.538, data_time: 0.002, memory: 7129, top1_acc: 0.6047, top5_acc: 0.8398, loss_cls: 1.5606, loss: 1.5606, grad_norm: 6.2481 2021-06-08 04:24:38,593 - mmaction - INFO - Epoch [32][140/1345] lr: 1.000e-03, eta: 7:33:04, time: 0.545, data_time: 0.002, memory: 7129, top1_acc: 0.6062, top5_acc: 0.8297, loss_cls: 1.5704, loss: 1.5704, grad_norm: 6.1967 2021-06-08 04:24:49,377 - mmaction - INFO - Epoch [32][160/1345] lr: 1.000e-03, eta: 7:32:36, time: 0.543, data_time: 0.005, memory: 7129, top1_acc: 0.5875, top5_acc: 0.8320, loss_cls: 1.6054, loss: 1.6054, grad_norm: 6.1679 2021-06-08 04:25:02,775 - mmaction - INFO - Epoch [32][180/1345] lr: 1.000e-03, eta: 7:32:10, time: 0.647, data_time: 0.001, memory: 7129, top1_acc: 0.5773, top5_acc: 0.8359, loss_cls: 1.5684, loss: 1.5684, grad_norm: 6.3447 2021-06-08 04:25:16,552 - mmaction - INFO - Epoch [32][200/1345] lr: 1.000e-03, eta: 7:31:44, time: 0.711, data_time: 0.042, memory: 7129, top1_acc: 0.5914, top5_acc: 0.8297, loss_cls: 1.6039, loss: 1.6039, grad_norm: 6.4007 2021-06-08 04:25:28,836 - mmaction - INFO - Epoch [32][220/1345] lr: 1.000e-03, eta: 7:31:17, time: 0.614, data_time: 0.001, memory: 7129, top1_acc: 0.6016, top5_acc: 0.8539, loss_cls: 1.4925, loss: 1.4925, grad_norm: 6.1936 2021-06-08 04:25:42,307 - mmaction - INFO - Epoch [32][240/1345] lr: 1.000e-03, eta: 7:30:51, time: 0.673, data_time: 0.001, memory: 7129, top1_acc: 0.5922, top5_acc: 0.8367, loss_cls: 1.6115, loss: 1.6115, grad_norm: 6.4763 2021-06-08 04:25:54,089 - mmaction - INFO - Epoch [32][260/1345] lr: 1.000e-03, eta: 7:30:24, time: 0.590, data_time: 0.002, memory: 7129, top1_acc: 0.6062, top5_acc: 0.8406, loss_cls: 1.5482, loss: 1.5482, grad_norm: 6.4492 2021-06-08 04:26:07,232 - mmaction - INFO - Epoch [32][280/1345] lr: 1.000e-03, eta: 7:29:58, time: 0.657, data_time: 0.002, memory: 7129, top1_acc: 0.5828, top5_acc: 0.8336, loss_cls: 1.6084, loss: 1.6084, grad_norm: 6.4268 2021-06-08 04:26:21,547 - mmaction - INFO - Epoch [32][300/1345] lr: 1.000e-03, eta: 7:29:32, time: 0.715, data_time: 0.001, memory: 7129, top1_acc: 0.5922, top5_acc: 0.8453, loss_cls: 1.5609, loss: 1.5609, grad_norm: 6.4529 2021-06-08 04:26:35,362 - mmaction - INFO - Epoch [32][320/1345] lr: 1.000e-03, eta: 7:29:06, time: 0.691, data_time: 0.002, memory: 7129, top1_acc: 0.5977, top5_acc: 0.8266, loss_cls: 1.5955, loss: 1.5955, grad_norm: 6.5940 2021-06-08 04:26:49,277 - mmaction - INFO - Epoch [32][340/1345] lr: 1.000e-03, eta: 7:28:40, time: 0.696, data_time: 0.001, memory: 7129, top1_acc: 0.6117, top5_acc: 0.8461, loss_cls: 1.5135, loss: 1.5135, grad_norm: 6.3074 2021-06-08 04:27:04,667 - mmaction - INFO - Epoch [32][360/1345] lr: 1.000e-03, eta: 7:28:15, time: 0.770, data_time: 0.001, memory: 7129, top1_acc: 0.6133, top5_acc: 0.8438, loss_cls: 1.5235, loss: 1.5235, grad_norm: 6.3239 2021-06-08 04:27:19,310 - mmaction - INFO - Epoch [32][380/1345] lr: 1.000e-03, eta: 7:27:50, time: 0.731, data_time: 0.001, memory: 7129, top1_acc: 0.6070, top5_acc: 0.8438, loss_cls: 1.5590, loss: 1.5590, grad_norm: 6.6282 2021-06-08 04:27:34,059 - mmaction - INFO - Epoch [32][400/1345] lr: 1.000e-03, eta: 7:27:25, time: 0.739, data_time: 0.002, memory: 7129, top1_acc: 0.6047, top5_acc: 0.8391, loss_cls: 1.5606, loss: 1.5606, grad_norm: 6.3340 2021-06-08 04:27:49,934 - mmaction - INFO - Epoch [32][420/1345] lr: 1.000e-03, eta: 7:27:00, time: 0.793, data_time: 0.002, memory: 7129, top1_acc: 0.5820, top5_acc: 0.8164, loss_cls: 1.6324, loss: 1.6324, grad_norm: 6.7247 2021-06-08 04:28:05,832 - mmaction - INFO - Epoch [32][440/1345] lr: 1.000e-03, eta: 7:26:36, time: 0.796, data_time: 0.002, memory: 7129, top1_acc: 0.5898, top5_acc: 0.8273, loss_cls: 1.6230, loss: 1.6230, grad_norm: 6.6517 2021-06-08 04:28:20,623 - mmaction - INFO - Epoch [32][460/1345] lr: 1.000e-03, eta: 7:26:10, time: 0.739, data_time: 0.001, memory: 7129, top1_acc: 0.5789, top5_acc: 0.8305, loss_cls: 1.6256, loss: 1.6256, grad_norm: 6.6671 2021-06-08 04:28:36,259 - mmaction - INFO - Epoch [32][480/1345] lr: 1.000e-03, eta: 7:25:46, time: 0.782, data_time: 0.001, memory: 7129, top1_acc: 0.5938, top5_acc: 0.8273, loss_cls: 1.5935, loss: 1.5935, grad_norm: 6.4983 2021-06-08 04:28:52,173 - mmaction - INFO - Epoch [32][500/1345] lr: 1.000e-03, eta: 7:25:21, time: 0.796, data_time: 0.001, memory: 7129, top1_acc: 0.5836, top5_acc: 0.8258, loss_cls: 1.6457, loss: 1.6457, grad_norm: 6.5040 2021-06-08 04:29:06,856 - mmaction - INFO - Epoch [32][520/1345] lr: 1.000e-03, eta: 7:24:56, time: 0.734, data_time: 0.001, memory: 7129, top1_acc: 0.5984, top5_acc: 0.8328, loss_cls: 1.5707, loss: 1.5707, grad_norm: 6.3475 2021-06-08 04:29:23,064 - mmaction - INFO - Epoch [32][540/1345] lr: 1.000e-03, eta: 7:24:31, time: 0.811, data_time: 0.001, memory: 7129, top1_acc: 0.5969, top5_acc: 0.8688, loss_cls: 1.4838, loss: 1.4838, grad_norm: 6.3209 2021-06-08 04:29:37,794 - mmaction - INFO - Epoch [32][560/1345] lr: 1.000e-03, eta: 7:24:06, time: 0.736, data_time: 0.001, memory: 7129, top1_acc: 0.5766, top5_acc: 0.8320, loss_cls: 1.6252, loss: 1.6252, grad_norm: 6.5899 2021-06-08 04:29:53,432 - mmaction - INFO - Epoch [32][580/1345] lr: 1.000e-03, eta: 7:23:41, time: 0.783, data_time: 0.002, memory: 7129, top1_acc: 0.5820, top5_acc: 0.8219, loss_cls: 1.6418, loss: 1.6418, grad_norm: 6.6906 2021-06-08 04:30:08,411 - mmaction - INFO - Epoch [32][600/1345] lr: 1.000e-03, eta: 7:23:16, time: 0.749, data_time: 0.001, memory: 7129, top1_acc: 0.5930, top5_acc: 0.8359, loss_cls: 1.6123, loss: 1.6123, grad_norm: 6.3923 2021-06-08 04:30:24,278 - mmaction - INFO - Epoch [32][620/1345] lr: 1.000e-03, eta: 7:22:52, time: 0.793, data_time: 0.001, memory: 7129, top1_acc: 0.5750, top5_acc: 0.8305, loss_cls: 1.6631, loss: 1.6631, grad_norm: 6.4109 2021-06-08 04:30:40,223 - mmaction - INFO - Epoch [32][640/1345] lr: 1.000e-03, eta: 7:22:27, time: 0.797, data_time: 0.002, memory: 7129, top1_acc: 0.5867, top5_acc: 0.8289, loss_cls: 1.6168, loss: 1.6168, grad_norm: 6.4275 2021-06-08 04:30:55,666 - mmaction - INFO - Epoch [32][660/1345] lr: 1.000e-03, eta: 7:22:03, time: 0.773, data_time: 0.003, memory: 7129, top1_acc: 0.6016, top5_acc: 0.8313, loss_cls: 1.5717, loss: 1.5717, grad_norm: 6.3487 2021-06-08 04:31:11,533 - mmaction - INFO - Epoch [32][680/1345] lr: 1.000e-03, eta: 7:21:38, time: 0.793, data_time: 0.001, memory: 7129, top1_acc: 0.6070, top5_acc: 0.8281, loss_cls: 1.5886, loss: 1.5886, grad_norm: 6.3138 2021-06-08 04:31:29,990 - mmaction - INFO - Epoch [32][700/1345] lr: 1.000e-03, eta: 7:21:15, time: 0.922, data_time: 0.001, memory: 7129, top1_acc: 0.5977, top5_acc: 0.8258, loss_cls: 1.5773, loss: 1.5773, grad_norm: 6.4423 2021-06-08 04:31:44,911 - mmaction - INFO - Epoch [32][720/1345] lr: 1.000e-03, eta: 7:20:50, time: 0.747, data_time: 0.002, memory: 7129, top1_acc: 0.5961, top5_acc: 0.8406, loss_cls: 1.5716, loss: 1.5716, grad_norm: 6.2950 2021-06-08 04:32:00,703 - mmaction - INFO - Epoch [32][740/1345] lr: 1.000e-03, eta: 7:20:26, time: 0.790, data_time: 0.001, memory: 7129, top1_acc: 0.5852, top5_acc: 0.8281, loss_cls: 1.6123, loss: 1.6123, grad_norm: 6.4803 2021-06-08 04:32:16,480 - mmaction - INFO - Epoch [32][760/1345] lr: 1.000e-03, eta: 7:20:01, time: 0.789, data_time: 0.001, memory: 7129, top1_acc: 0.6039, top5_acc: 0.8406, loss_cls: 1.5436, loss: 1.5436, grad_norm: 6.5019 2021-06-08 04:32:30,962 - mmaction - INFO - Epoch [32][780/1345] lr: 1.000e-03, eta: 7:19:36, time: 0.723, data_time: 0.002, memory: 7129, top1_acc: 0.5992, top5_acc: 0.8430, loss_cls: 1.5780, loss: 1.5780, grad_norm: 6.4423 2021-06-08 04:32:47,538 - mmaction - INFO - Epoch [32][800/1345] lr: 1.000e-03, eta: 7:19:12, time: 0.830, data_time: 0.002, memory: 7129, top1_acc: 0.5773, top5_acc: 0.8445, loss_cls: 1.5590, loss: 1.5590, grad_norm: 6.5863 2021-06-08 04:33:02,815 - mmaction - INFO - Epoch [32][820/1345] lr: 1.000e-03, eta: 7:18:47, time: 0.764, data_time: 0.001, memory: 7129, top1_acc: 0.5891, top5_acc: 0.8523, loss_cls: 1.5210, loss: 1.5210, grad_norm: 6.4848 2021-06-08 04:33:19,344 - mmaction - INFO - Epoch [32][840/1345] lr: 1.000e-03, eta: 7:18:23, time: 0.827, data_time: 0.001, memory: 7129, top1_acc: 0.5789, top5_acc: 0.8367, loss_cls: 1.5999, loss: 1.5999, grad_norm: 6.5865 2021-06-08 04:33:35,237 - mmaction - INFO - Epoch [32][860/1345] lr: 1.000e-03, eta: 7:17:59, time: 0.794, data_time: 0.001, memory: 7129, top1_acc: 0.6086, top5_acc: 0.8398, loss_cls: 1.5331, loss: 1.5331, grad_norm: 6.4171 2021-06-08 04:33:51,053 - mmaction - INFO - Epoch [32][880/1345] lr: 1.000e-03, eta: 7:17:34, time: 0.791, data_time: 0.001, memory: 7129, top1_acc: 0.5789, top5_acc: 0.8289, loss_cls: 1.5801, loss: 1.5801, grad_norm: 6.5076 2021-06-08 04:34:06,470 - mmaction - INFO - Epoch [32][900/1345] lr: 1.000e-03, eta: 7:17:09, time: 0.771, data_time: 0.001, memory: 7129, top1_acc: 0.6258, top5_acc: 0.8547, loss_cls: 1.4941, loss: 1.4941, grad_norm: 6.5289 2021-06-08 04:34:22,514 - mmaction - INFO - Epoch [32][920/1345] lr: 1.000e-03, eta: 7:16:45, time: 0.802, data_time: 0.001, memory: 7129, top1_acc: 0.5789, top5_acc: 0.8328, loss_cls: 1.5778, loss: 1.5778, grad_norm: 6.6118 2021-06-08 04:34:39,725 - mmaction - INFO - Epoch [32][940/1345] lr: 1.000e-03, eta: 7:16:21, time: 0.861, data_time: 0.001, memory: 7129, top1_acc: 0.5797, top5_acc: 0.8289, loss_cls: 1.6194, loss: 1.6194, grad_norm: 6.6407 2021-06-08 04:34:55,065 - mmaction - INFO - Epoch [32][960/1345] lr: 1.000e-03, eta: 7:15:57, time: 0.767, data_time: 0.001, memory: 7129, top1_acc: 0.6148, top5_acc: 0.8602, loss_cls: 1.5023, loss: 1.5023, grad_norm: 6.5611 2021-06-08 04:35:11,242 - mmaction - INFO - Epoch [32][980/1345] lr: 1.000e-03, eta: 7:15:33, time: 0.808, data_time: 0.001, memory: 7129, top1_acc: 0.5891, top5_acc: 0.8359, loss_cls: 1.5680, loss: 1.5680, grad_norm: 6.7217 2021-06-08 04:35:26,807 - mmaction - INFO - Epoch [32][1000/1345] lr: 1.000e-03, eta: 7:15:08, time: 0.779, data_time: 0.002, memory: 7129, top1_acc: 0.5883, top5_acc: 0.8242, loss_cls: 1.6289, loss: 1.6289, grad_norm: 6.6919 2021-06-08 04:35:43,535 - mmaction - INFO - Epoch [32][1020/1345] lr: 1.000e-03, eta: 7:14:44, time: 0.836, data_time: 0.001, memory: 7129, top1_acc: 0.5898, top5_acc: 0.8336, loss_cls: 1.5775, loss: 1.5775, grad_norm: 6.4583 2021-06-08 04:35:58,762 - mmaction - INFO - Epoch [32][1040/1345] lr: 1.000e-03, eta: 7:14:19, time: 0.761, data_time: 0.001, memory: 7129, top1_acc: 0.6242, top5_acc: 0.8492, loss_cls: 1.4917, loss: 1.4917, grad_norm: 6.4177 2021-06-08 04:36:15,213 - mmaction - INFO - Epoch [32][1060/1345] lr: 1.000e-03, eta: 7:13:55, time: 0.823, data_time: 0.002, memory: 7129, top1_acc: 0.6008, top5_acc: 0.8398, loss_cls: 1.5654, loss: 1.5654, grad_norm: 6.5470 2021-06-08 04:36:30,463 - mmaction - INFO - Epoch [32][1080/1345] lr: 1.000e-03, eta: 7:13:31, time: 0.762, data_time: 0.001, memory: 7129, top1_acc: 0.5922, top5_acc: 0.8422, loss_cls: 1.5458, loss: 1.5458, grad_norm: 6.3967 2021-06-08 04:36:44,721 - mmaction - INFO - Epoch [32][1100/1345] lr: 1.000e-03, eta: 7:13:05, time: 0.713, data_time: 0.002, memory: 7129, top1_acc: 0.6023, top5_acc: 0.8477, loss_cls: 1.5451, loss: 1.5451, grad_norm: 6.5310 2021-06-08 04:36:58,223 - mmaction - INFO - Epoch [32][1120/1345] lr: 1.000e-03, eta: 7:12:40, time: 0.676, data_time: 0.002, memory: 7129, top1_acc: 0.5969, top5_acc: 0.8313, loss_cls: 1.5979, loss: 1.5979, grad_norm: 6.6337 2021-06-08 04:37:14,827 - mmaction - INFO - Epoch [32][1140/1345] lr: 1.000e-03, eta: 7:12:16, time: 0.830, data_time: 0.001, memory: 7129, top1_acc: 0.5930, top5_acc: 0.8281, loss_cls: 1.5807, loss: 1.5807, grad_norm: 6.4548 2021-06-08 04:37:30,373 - mmaction - INFO - Epoch [32][1160/1345] lr: 1.000e-03, eta: 7:11:51, time: 0.777, data_time: 0.001, memory: 7129, top1_acc: 0.5844, top5_acc: 0.8398, loss_cls: 1.5839, loss: 1.5839, grad_norm: 6.5444 2021-06-08 04:37:46,216 - mmaction - INFO - Epoch [32][1180/1345] lr: 1.000e-03, eta: 7:11:27, time: 0.791, data_time: 0.001, memory: 7129, top1_acc: 0.5820, top5_acc: 0.8383, loss_cls: 1.5811, loss: 1.5811, grad_norm: 6.6097 2021-06-08 04:38:02,793 - mmaction - INFO - Epoch [32][1200/1345] lr: 1.000e-03, eta: 7:11:03, time: 0.830, data_time: 0.002, memory: 7129, top1_acc: 0.6109, top5_acc: 0.8445, loss_cls: 1.4951, loss: 1.4951, grad_norm: 6.6306 2021-06-08 04:38:17,693 - mmaction - INFO - Epoch [32][1220/1345] lr: 1.000e-03, eta: 7:10:38, time: 0.743, data_time: 0.001, memory: 7129, top1_acc: 0.5836, top5_acc: 0.8313, loss_cls: 1.6393, loss: 1.6393, grad_norm: 6.7556 2021-06-08 04:38:35,437 - mmaction - INFO - Epoch [32][1240/1345] lr: 1.000e-03, eta: 7:10:15, time: 0.889, data_time: 0.003, memory: 7129, top1_acc: 0.5961, top5_acc: 0.8516, loss_cls: 1.5233, loss: 1.5233, grad_norm: 6.5634 2021-06-08 04:38:51,139 - mmaction - INFO - Epoch [32][1260/1345] lr: 1.000e-03, eta: 7:09:51, time: 0.785, data_time: 0.002, memory: 7129, top1_acc: 0.6047, top5_acc: 0.8531, loss_cls: 1.4728, loss: 1.4728, grad_norm: 6.5125 2021-06-08 04:39:05,585 - mmaction - INFO - Epoch [32][1280/1345] lr: 1.000e-03, eta: 7:09:26, time: 0.722, data_time: 0.001, memory: 7129, top1_acc: 0.5844, top5_acc: 0.8313, loss_cls: 1.6412, loss: 1.6412, grad_norm: 6.5657 2021-06-08 04:39:21,291 - mmaction - INFO - Epoch [32][1300/1345] lr: 1.000e-03, eta: 7:09:01, time: 0.785, data_time: 0.001, memory: 7129, top1_acc: 0.5820, top5_acc: 0.8344, loss_cls: 1.6106, loss: 1.6106, grad_norm: 6.7870 2021-06-08 04:39:36,784 - mmaction - INFO - Epoch [32][1320/1345] lr: 1.000e-03, eta: 7:08:37, time: 0.774, data_time: 0.001, memory: 7129, top1_acc: 0.6156, top5_acc: 0.8516, loss_cls: 1.4814, loss: 1.4814, grad_norm: 6.3937 2021-06-08 04:39:52,688 - mmaction - INFO - Epoch [32][1340/1345] lr: 1.000e-03, eta: 7:08:13, time: 0.795, data_time: 0.001, memory: 7129, top1_acc: 0.6094, top5_acc: 0.8484, loss_cls: 1.5139, loss: 1.5139, grad_norm: 6.5588 2021-06-08 04:40:01,003 - mmaction - INFO - Saving checkpoint at 32 epochs 2021-06-08 04:47:46,139 - mmaction - INFO - Epoch [33][20/1345] lr: 1.000e-03, eta: 7:11:52, time: 23.204, data_time: 22.536, memory: 7129, top1_acc: 0.6117, top5_acc: 0.8531, loss_cls: 1.5010, loss: 1.5010, grad_norm: 6.3861 2021-06-08 04:47:57,071 - mmaction - INFO - Epoch [33][40/1345] lr: 1.000e-03, eta: 7:11:25, time: 0.548, data_time: 0.005, memory: 7129, top1_acc: 0.5875, top5_acc: 0.8516, loss_cls: 1.5249, loss: 1.5249, grad_norm: 6.5511 2021-06-08 04:48:07,793 - mmaction - INFO - Epoch [33][60/1345] lr: 1.000e-03, eta: 7:10:57, time: 0.536, data_time: 0.001, memory: 7129, top1_acc: 0.6102, top5_acc: 0.8609, loss_cls: 1.4722, loss: 1.4722, grad_norm: 6.4409 2021-06-08 04:48:18,410 - mmaction - INFO - Epoch [33][80/1345] lr: 1.000e-03, eta: 7:10:30, time: 0.532, data_time: 0.002, memory: 7129, top1_acc: 0.6289, top5_acc: 0.8531, loss_cls: 1.4970, loss: 1.4970, grad_norm: 6.5011 2021-06-08 04:48:29,362 - mmaction - INFO - Epoch [33][100/1345] lr: 1.000e-03, eta: 7:10:03, time: 0.548, data_time: 0.001, memory: 7129, top1_acc: 0.5953, top5_acc: 0.8367, loss_cls: 1.5616, loss: 1.5616, grad_norm: 6.8819 2021-06-08 04:48:40,446 - mmaction - INFO - Epoch [33][120/1345] lr: 1.000e-03, eta: 7:09:35, time: 0.553, data_time: 0.001, memory: 7129, top1_acc: 0.6078, top5_acc: 0.8547, loss_cls: 1.4996, loss: 1.4996, grad_norm: 6.5178 2021-06-08 04:48:51,241 - mmaction - INFO - Epoch [33][140/1345] lr: 1.000e-03, eta: 7:09:08, time: 0.540, data_time: 0.002, memory: 7129, top1_acc: 0.5898, top5_acc: 0.8313, loss_cls: 1.5728, loss: 1.5728, grad_norm: 6.5858 2021-06-08 04:49:02,149 - mmaction - INFO - Epoch [33][160/1345] lr: 1.000e-03, eta: 7:08:41, time: 0.547, data_time: 0.002, memory: 7129, top1_acc: 0.6094, top5_acc: 0.8570, loss_cls: 1.4956, loss: 1.4956, grad_norm: 6.6334 2021-06-08 04:49:14,086 - mmaction - INFO - Epoch [33][180/1345] lr: 1.000e-03, eta: 7:08:14, time: 0.596, data_time: 0.001, memory: 7129, top1_acc: 0.5938, top5_acc: 0.8461, loss_cls: 1.5438, loss: 1.5438, grad_norm: 6.6242 2021-06-08 04:49:25,788 - mmaction - INFO - Epoch [33][200/1345] lr: 1.000e-03, eta: 7:07:47, time: 0.586, data_time: 0.002, memory: 7129, top1_acc: 0.6000, top5_acc: 0.8477, loss_cls: 1.5434, loss: 1.5434, grad_norm: 6.7384 2021-06-08 04:49:39,690 - mmaction - INFO - Epoch [33][220/1345] lr: 1.000e-03, eta: 7:07:22, time: 0.695, data_time: 0.001, memory: 7129, top1_acc: 0.6086, top5_acc: 0.8273, loss_cls: 1.5865, loss: 1.5865, grad_norm: 6.6304 2021-06-08 04:49:51,852 - mmaction - INFO - Epoch [33][240/1345] lr: 1.000e-03, eta: 7:06:55, time: 0.607, data_time: 0.001, memory: 7129, top1_acc: 0.6148, top5_acc: 0.8375, loss_cls: 1.5308, loss: 1.5308, grad_norm: 6.5393 2021-06-08 04:50:05,893 - mmaction - INFO - Epoch [33][260/1345] lr: 1.000e-03, eta: 7:06:30, time: 0.701, data_time: 0.003, memory: 7129, top1_acc: 0.6148, top5_acc: 0.8523, loss_cls: 1.4748, loss: 1.4748, grad_norm: 6.5106 2021-06-08 04:50:18,990 - mmaction - INFO - Epoch [33][280/1345] lr: 1.000e-03, eta: 7:06:04, time: 0.657, data_time: 0.005, memory: 7129, top1_acc: 0.5797, top5_acc: 0.8320, loss_cls: 1.6077, loss: 1.6077, grad_norm: 6.7040 2021-06-08 04:50:33,393 - mmaction - INFO - Epoch [33][300/1345] lr: 1.000e-03, eta: 7:05:39, time: 0.719, data_time: 0.001, memory: 7129, top1_acc: 0.6039, top5_acc: 0.8242, loss_cls: 1.5673, loss: 1.5673, grad_norm: 6.5246 2021-06-08 04:50:46,286 - mmaction - INFO - Epoch [33][320/1345] lr: 1.000e-03, eta: 7:05:13, time: 0.645, data_time: 0.002, memory: 7129, top1_acc: 0.6109, top5_acc: 0.8539, loss_cls: 1.4774, loss: 1.4774, grad_norm: 6.5913 2021-06-08 04:50:59,833 - mmaction - INFO - Epoch [33][340/1345] lr: 1.000e-03, eta: 7:04:47, time: 0.678, data_time: 0.002, memory: 7129, top1_acc: 0.6266, top5_acc: 0.8383, loss_cls: 1.4943, loss: 1.4943, grad_norm: 6.5324 2021-06-08 04:51:14,891 - mmaction - INFO - Epoch [33][360/1345] lr: 1.000e-03, eta: 7:04:22, time: 0.753, data_time: 0.001, memory: 7129, top1_acc: 0.6078, top5_acc: 0.8406, loss_cls: 1.5314, loss: 1.5314, grad_norm: 6.7289 2021-06-08 04:51:29,604 - mmaction - INFO - Epoch [33][380/1345] lr: 1.000e-03, eta: 7:03:57, time: 0.735, data_time: 0.001, memory: 7129, top1_acc: 0.6055, top5_acc: 0.8438, loss_cls: 1.5488, loss: 1.5488, grad_norm: 6.6800 2021-06-08 04:51:46,687 - mmaction - INFO - Epoch [33][400/1345] lr: 1.000e-03, eta: 7:03:34, time: 0.855, data_time: 0.002, memory: 7129, top1_acc: 0.5883, top5_acc: 0.8344, loss_cls: 1.5572, loss: 1.5572, grad_norm: 6.7382 2021-06-08 04:52:00,670 - mmaction - INFO - Epoch [33][420/1345] lr: 1.000e-03, eta: 7:03:08, time: 0.699, data_time: 0.001, memory: 7129, top1_acc: 0.6203, top5_acc: 0.8461, loss_cls: 1.5250, loss: 1.5250, grad_norm: 6.6138 2021-06-08 04:52:15,979 - mmaction - INFO - Epoch [33][440/1345] lr: 1.000e-03, eta: 7:02:44, time: 0.765, data_time: 0.001, memory: 7129, top1_acc: 0.5891, top5_acc: 0.8367, loss_cls: 1.5942, loss: 1.5942, grad_norm: 6.9417 2021-06-08 04:52:30,264 - mmaction - INFO - Epoch [33][460/1345] lr: 1.000e-03, eta: 7:02:18, time: 0.714, data_time: 0.002, memory: 7129, top1_acc: 0.5859, top5_acc: 0.8227, loss_cls: 1.6498, loss: 1.6498, grad_norm: 6.8360 2021-06-08 04:52:45,366 - mmaction - INFO - Epoch [33][480/1345] lr: 1.000e-03, eta: 7:01:54, time: 0.755, data_time: 0.001, memory: 7129, top1_acc: 0.6172, top5_acc: 0.8500, loss_cls: 1.4736, loss: 1.4736, grad_norm: 6.5444 2021-06-08 04:53:00,230 - mmaction - INFO - Epoch [33][500/1345] lr: 1.000e-03, eta: 7:01:29, time: 0.744, data_time: 0.002, memory: 7129, top1_acc: 0.5992, top5_acc: 0.8391, loss_cls: 1.5730, loss: 1.5730, grad_norm: 6.8340 2021-06-08 04:53:16,950 - mmaction - INFO - Epoch [33][520/1345] lr: 1.000e-03, eta: 7:01:05, time: 0.836, data_time: 0.002, memory: 7129, top1_acc: 0.6062, top5_acc: 0.8562, loss_cls: 1.5391, loss: 1.5391, grad_norm: 6.6372 2021-06-08 04:53:33,253 - mmaction - INFO - Epoch [33][540/1345] lr: 1.000e-03, eta: 7:00:41, time: 0.815, data_time: 0.001, memory: 7129, top1_acc: 0.6094, top5_acc: 0.8656, loss_cls: 1.4827, loss: 1.4827, grad_norm: 6.8390 2021-06-08 04:53:47,711 - mmaction - INFO - Epoch [33][560/1345] lr: 1.000e-03, eta: 7:00:16, time: 0.723, data_time: 0.001, memory: 7129, top1_acc: 0.6266, top5_acc: 0.8430, loss_cls: 1.4825, loss: 1.4825, grad_norm: 6.8309 2021-06-08 04:54:02,465 - mmaction - INFO - Epoch [33][580/1345] lr: 1.000e-03, eta: 6:59:51, time: 0.738, data_time: 0.002, memory: 7129, top1_acc: 0.6211, top5_acc: 0.8406, loss_cls: 1.5038, loss: 1.5038, grad_norm: 6.9983 2021-06-08 04:54:17,560 - mmaction - INFO - Epoch [33][600/1345] lr: 1.000e-03, eta: 6:59:26, time: 0.754, data_time: 0.001, memory: 7129, top1_acc: 0.5953, top5_acc: 0.8477, loss_cls: 1.5277, loss: 1.5277, grad_norm: 6.8780 2021-06-08 04:54:34,870 - mmaction - INFO - Epoch [33][620/1345] lr: 1.000e-03, eta: 6:59:03, time: 0.865, data_time: 0.001, memory: 7129, top1_acc: 0.6023, top5_acc: 0.8398, loss_cls: 1.5669, loss: 1.5669, grad_norm: 6.8752 2021-06-08 04:54:50,310 - mmaction - INFO - Epoch [33][640/1345] lr: 1.000e-03, eta: 6:58:38, time: 0.771, data_time: 0.001, memory: 7129, top1_acc: 0.6047, top5_acc: 0.8484, loss_cls: 1.4886, loss: 1.4886, grad_norm: 6.6120 2021-06-08 04:55:06,653 - mmaction - INFO - Epoch [33][660/1345] lr: 1.000e-03, eta: 6:58:14, time: 0.819, data_time: 0.003, memory: 7129, top1_acc: 0.5992, top5_acc: 0.8383, loss_cls: 1.5202, loss: 1.5202, grad_norm: 6.7843 2021-06-08 04:55:21,797 - mmaction - INFO - Epoch [33][680/1345] lr: 1.000e-03, eta: 6:57:50, time: 0.757, data_time: 0.001, memory: 7129, top1_acc: 0.6109, top5_acc: 0.8484, loss_cls: 1.5323, loss: 1.5323, grad_norm: 6.7471 2021-06-08 04:55:37,508 - mmaction - INFO - Epoch [33][700/1345] lr: 1.000e-03, eta: 6:57:25, time: 0.786, data_time: 0.001, memory: 7129, top1_acc: 0.6094, top5_acc: 0.8469, loss_cls: 1.5299, loss: 1.5299, grad_norm: 6.7258 2021-06-08 04:55:53,562 - mmaction - INFO - Epoch [33][720/1345] lr: 1.000e-03, eta: 6:57:01, time: 0.803, data_time: 0.001, memory: 7129, top1_acc: 0.6062, top5_acc: 0.8461, loss_cls: 1.5154, loss: 1.5154, grad_norm: 6.7192 2021-06-08 04:56:09,691 - mmaction - INFO - Epoch [33][740/1345] lr: 1.000e-03, eta: 6:56:37, time: 0.807, data_time: 0.001, memory: 7129, top1_acc: 0.6008, top5_acc: 0.8391, loss_cls: 1.5775, loss: 1.5775, grad_norm: 6.8628 2021-06-08 04:56:25,581 - mmaction - INFO - Epoch [33][760/1345] lr: 1.000e-03, eta: 6:56:13, time: 0.794, data_time: 0.001, memory: 7129, top1_acc: 0.5930, top5_acc: 0.8328, loss_cls: 1.5961, loss: 1.5961, grad_norm: 6.9456 2021-06-08 04:56:41,422 - mmaction - INFO - Epoch [33][780/1345] lr: 1.000e-03, eta: 6:55:49, time: 0.792, data_time: 0.001, memory: 7129, top1_acc: 0.6375, top5_acc: 0.8547, loss_cls: 1.4932, loss: 1.4932, grad_norm: 6.4970 2021-06-08 04:56:56,904 - mmaction - INFO - Epoch [33][800/1345] lr: 1.000e-03, eta: 6:55:24, time: 0.774, data_time: 0.001, memory: 7129, top1_acc: 0.5906, top5_acc: 0.8336, loss_cls: 1.5543, loss: 1.5543, grad_norm: 6.8432 2021-06-08 04:57:11,048 - mmaction - INFO - Epoch [33][820/1345] lr: 1.000e-03, eta: 6:54:59, time: 0.707, data_time: 0.001, memory: 7129, top1_acc: 0.6125, top5_acc: 0.8625, loss_cls: 1.4794, loss: 1.4794, grad_norm: 6.8765 2021-06-08 04:57:27,554 - mmaction - INFO - Epoch [33][840/1345] lr: 1.000e-03, eta: 6:54:35, time: 0.825, data_time: 0.001, memory: 7129, top1_acc: 0.6000, top5_acc: 0.8391, loss_cls: 1.5196, loss: 1.5196, grad_norm: 6.8594 2021-06-08 04:57:44,171 - mmaction - INFO - Epoch [33][860/1345] lr: 1.000e-03, eta: 6:54:12, time: 0.831, data_time: 0.001, memory: 7129, top1_acc: 0.6016, top5_acc: 0.8500, loss_cls: 1.5054, loss: 1.5054, grad_norm: 6.5998 2021-06-08 04:57:59,601 - mmaction - INFO - Epoch [33][880/1345] lr: 1.000e-03, eta: 6:53:47, time: 0.772, data_time: 0.001, memory: 7129, top1_acc: 0.5875, top5_acc: 0.8453, loss_cls: 1.5806, loss: 1.5806, grad_norm: 6.9235 2021-06-08 04:58:16,600 - mmaction - INFO - Epoch [33][900/1345] lr: 1.000e-03, eta: 6:53:24, time: 0.850, data_time: 0.001, memory: 7129, top1_acc: 0.5734, top5_acc: 0.8320, loss_cls: 1.5742, loss: 1.5742, grad_norm: 7.0640 2021-06-08 04:58:33,234 - mmaction - INFO - Epoch [33][920/1345] lr: 1.000e-03, eta: 6:53:00, time: 0.832, data_time: 0.002, memory: 7129, top1_acc: 0.6156, top5_acc: 0.8508, loss_cls: 1.4680, loss: 1.4680, grad_norm: 6.7260 2021-06-08 04:58:47,955 - mmaction - INFO - Epoch [33][940/1345] lr: 1.000e-03, eta: 6:52:35, time: 0.735, data_time: 0.001, memory: 7129, top1_acc: 0.5914, top5_acc: 0.8461, loss_cls: 1.5665, loss: 1.5665, grad_norm: 6.8356 2021-06-08 04:59:03,616 - mmaction - INFO - Epoch [33][960/1345] lr: 1.000e-03, eta: 6:52:11, time: 0.784, data_time: 0.002, memory: 7129, top1_acc: 0.6062, top5_acc: 0.8375, loss_cls: 1.5344, loss: 1.5344, grad_norm: 6.4777 2021-06-08 04:59:20,003 - mmaction - INFO - Epoch [33][980/1345] lr: 1.000e-03, eta: 6:51:47, time: 0.819, data_time: 0.001, memory: 7129, top1_acc: 0.6039, top5_acc: 0.8508, loss_cls: 1.5116, loss: 1.5116, grad_norm: 6.6911 2021-06-08 04:59:34,610 - mmaction - INFO - Epoch [33][1000/1345] lr: 1.000e-03, eta: 6:51:22, time: 0.730, data_time: 0.002, memory: 7129, top1_acc: 0.6344, top5_acc: 0.8477, loss_cls: 1.4682, loss: 1.4682, grad_norm: 6.5598 2021-06-08 04:59:49,838 - mmaction - INFO - Epoch [33][1020/1345] lr: 1.000e-03, eta: 6:50:58, time: 0.762, data_time: 0.001, memory: 7129, top1_acc: 0.6016, top5_acc: 0.8445, loss_cls: 1.5426, loss: 1.5426, grad_norm: 7.0573 2021-06-08 05:00:05,657 - mmaction - INFO - Epoch [33][1040/1345] lr: 1.000e-03, eta: 6:50:34, time: 0.791, data_time: 0.001, memory: 7129, top1_acc: 0.6055, top5_acc: 0.8367, loss_cls: 1.5788, loss: 1.5788, grad_norm: 7.0062 2021-06-08 05:00:21,253 - mmaction - INFO - Epoch [33][1060/1345] lr: 1.000e-03, eta: 6:50:10, time: 0.779, data_time: 0.001, memory: 7129, top1_acc: 0.6172, top5_acc: 0.8531, loss_cls: 1.4831, loss: 1.4831, grad_norm: 6.6654 2021-06-08 05:00:37,714 - mmaction - INFO - Epoch [33][1080/1345] lr: 1.000e-03, eta: 6:49:46, time: 0.823, data_time: 0.002, memory: 7129, top1_acc: 0.5766, top5_acc: 0.8148, loss_cls: 1.6253, loss: 1.6253, grad_norm: 7.0205 2021-06-08 05:00:54,191 - mmaction - INFO - Epoch [33][1100/1345] lr: 1.000e-03, eta: 6:49:22, time: 0.824, data_time: 0.001, memory: 7129, top1_acc: 0.5945, top5_acc: 0.8414, loss_cls: 1.5384, loss: 1.5384, grad_norm: 7.2158 2021-06-08 05:01:09,250 - mmaction - INFO - Epoch [33][1120/1345] lr: 1.000e-03, eta: 6:48:57, time: 0.752, data_time: 0.001, memory: 7129, top1_acc: 0.6086, top5_acc: 0.8445, loss_cls: 1.5460, loss: 1.5460, grad_norm: 7.0116 2021-06-08 05:01:24,762 - mmaction - INFO - Epoch [33][1140/1345] lr: 1.000e-03, eta: 6:48:33, time: 0.776, data_time: 0.002, memory: 7129, top1_acc: 0.5953, top5_acc: 0.8578, loss_cls: 1.5152, loss: 1.5152, grad_norm: 6.7189 2021-06-08 05:01:39,480 - mmaction - INFO - Epoch [33][1160/1345] lr: 1.000e-03, eta: 6:48:09, time: 0.736, data_time: 0.002, memory: 7129, top1_acc: 0.6094, top5_acc: 0.8453, loss_cls: 1.5306, loss: 1.5306, grad_norm: 6.7579 2021-06-08 05:01:55,819 - mmaction - INFO - Epoch [33][1180/1345] lr: 1.000e-03, eta: 6:47:45, time: 0.817, data_time: 0.001, memory: 7129, top1_acc: 0.6227, top5_acc: 0.8555, loss_cls: 1.4553, loss: 1.4553, grad_norm: 6.7286 2021-06-08 05:02:10,502 - mmaction - INFO - Epoch [33][1200/1345] lr: 1.000e-03, eta: 6:47:20, time: 0.734, data_time: 0.001, memory: 7129, top1_acc: 0.5961, top5_acc: 0.8445, loss_cls: 1.5515, loss: 1.5515, grad_norm: 6.7888 2021-06-08 05:02:24,839 - mmaction - INFO - Epoch [33][1220/1345] lr: 1.000e-03, eta: 6:46:55, time: 0.717, data_time: 0.001, memory: 7129, top1_acc: 0.6070, top5_acc: 0.8422, loss_cls: 1.5890, loss: 1.5890, grad_norm: 6.8417 2021-06-08 05:02:41,207 - mmaction - INFO - Epoch [33][1240/1345] lr: 1.000e-03, eta: 6:46:32, time: 0.819, data_time: 0.002, memory: 7129, top1_acc: 0.6188, top5_acc: 0.8531, loss_cls: 1.4720, loss: 1.4720, grad_norm: 6.8756 2021-06-08 05:02:56,724 - mmaction - INFO - Epoch [33][1260/1345] lr: 1.000e-03, eta: 6:46:07, time: 0.775, data_time: 0.001, memory: 7129, top1_acc: 0.5797, top5_acc: 0.8383, loss_cls: 1.5820, loss: 1.5820, grad_norm: 7.0897 2021-06-08 05:03:12,063 - mmaction - INFO - Epoch [33][1280/1345] lr: 1.000e-03, eta: 6:45:43, time: 0.767, data_time: 0.001, memory: 7129, top1_acc: 0.5961, top5_acc: 0.8570, loss_cls: 1.5093, loss: 1.5093, grad_norm: 6.8270 2021-06-08 05:03:28,001 - mmaction - INFO - Epoch [33][1300/1345] lr: 1.000e-03, eta: 6:45:19, time: 0.797, data_time: 0.001, memory: 7129, top1_acc: 0.6086, top5_acc: 0.8484, loss_cls: 1.5122, loss: 1.5122, grad_norm: 7.0356 2021-06-08 05:03:43,472 - mmaction - INFO - Epoch [33][1320/1345] lr: 1.000e-03, eta: 6:44:55, time: 0.774, data_time: 0.001, memory: 7129, top1_acc: 0.6039, top5_acc: 0.8477, loss_cls: 1.5464, loss: 1.5464, grad_norm: 6.9417 2021-06-08 05:03:58,300 - mmaction - INFO - Epoch [33][1340/1345] lr: 1.000e-03, eta: 6:44:30, time: 0.741, data_time: 0.001, memory: 7129, top1_acc: 0.6102, top5_acc: 0.8398, loss_cls: 1.4987, loss: 1.4987, grad_norm: 6.8884 2021-06-08 05:04:07,177 - mmaction - INFO - Saving checkpoint at 33 epochs 2021-06-08 05:11:11,244 - mmaction - INFO - Epoch [34][20/1345] lr: 1.000e-03, eta: 6:47:28, time: 21.153, data_time: 20.303, memory: 7129, top1_acc: 0.6156, top5_acc: 0.8383, loss_cls: 1.5533, loss: 1.5533, grad_norm: 6.8904 2021-06-08 05:11:22,165 - mmaction - INFO - Epoch [34][40/1345] lr: 1.000e-03, eta: 6:47:01, time: 0.547, data_time: 0.004, memory: 7129, top1_acc: 0.6055, top5_acc: 0.8414, loss_cls: 1.5096, loss: 1.5096, grad_norm: 6.5698 2021-06-08 05:11:32,885 - mmaction - INFO - Epoch [34][60/1345] lr: 1.000e-03, eta: 6:46:34, time: 0.534, data_time: 0.002, memory: 7129, top1_acc: 0.5875, top5_acc: 0.8484, loss_cls: 1.5192, loss: 1.5192, grad_norm: 6.9438 2021-06-08 05:11:43,628 - mmaction - INFO - Epoch [34][80/1345] lr: 1.000e-03, eta: 6:46:07, time: 0.540, data_time: 0.004, memory: 7129, top1_acc: 0.6031, top5_acc: 0.8461, loss_cls: 1.5216, loss: 1.5216, grad_norm: 7.0101 2021-06-08 05:11:54,691 - mmaction - INFO - Epoch [34][100/1345] lr: 1.000e-03, eta: 6:45:41, time: 0.553, data_time: 0.001, memory: 7129, top1_acc: 0.6227, top5_acc: 0.8602, loss_cls: 1.4791, loss: 1.4791, grad_norm: 6.8376 2021-06-08 05:12:05,584 - mmaction - INFO - Epoch [34][120/1345] lr: 1.000e-03, eta: 6:45:14, time: 0.545, data_time: 0.002, memory: 7129, top1_acc: 0.6234, top5_acc: 0.8570, loss_cls: 1.4599, loss: 1.4599, grad_norm: 6.9272 2021-06-08 05:12:16,382 - mmaction - INFO - Epoch [34][140/1345] lr: 1.000e-03, eta: 6:44:47, time: 0.540, data_time: 0.001, memory: 7129, top1_acc: 0.5992, top5_acc: 0.8266, loss_cls: 1.5895, loss: 1.5895, grad_norm: 7.1437 2021-06-08 05:12:27,278 - mmaction - INFO - Epoch [34][160/1345] lr: 1.000e-03, eta: 6:44:20, time: 0.545, data_time: 0.002, memory: 7129, top1_acc: 0.6078, top5_acc: 0.8547, loss_cls: 1.5048, loss: 1.5048, grad_norm: 6.9388 2021-06-08 05:12:38,935 - mmaction - INFO - Epoch [34][180/1345] lr: 1.000e-03, eta: 6:43:54, time: 0.583, data_time: 0.001, memory: 7129, top1_acc: 0.6258, top5_acc: 0.8641, loss_cls: 1.4122, loss: 1.4122, grad_norm: 6.8671 2021-06-08 05:12:50,978 - mmaction - INFO - Epoch [34][200/1345] lr: 1.000e-03, eta: 6:43:28, time: 0.602, data_time: 0.001, memory: 7129, top1_acc: 0.6133, top5_acc: 0.8562, loss_cls: 1.4672, loss: 1.4672, grad_norm: 6.6323 2021-06-08 05:13:03,624 - mmaction - INFO - Epoch [34][220/1345] lr: 1.000e-03, eta: 6:43:02, time: 0.632, data_time: 0.001, memory: 7129, top1_acc: 0.5930, top5_acc: 0.8469, loss_cls: 1.5417, loss: 1.5417, grad_norm: 7.1574 2021-06-08 05:13:15,829 - mmaction - INFO - Epoch [34][240/1345] lr: 1.000e-03, eta: 6:42:36, time: 0.610, data_time: 0.002, memory: 7129, top1_acc: 0.6297, top5_acc: 0.8594, loss_cls: 1.4367, loss: 1.4367, grad_norm: 6.8523 2021-06-08 05:13:28,815 - mmaction - INFO - Epoch [34][260/1345] lr: 1.000e-03, eta: 6:42:11, time: 0.649, data_time: 0.001, memory: 7129, top1_acc: 0.6328, top5_acc: 0.8648, loss_cls: 1.4294, loss: 1.4294, grad_norm: 6.7988 2021-06-08 05:13:42,845 - mmaction - INFO - Epoch [34][280/1345] lr: 1.000e-03, eta: 6:41:46, time: 0.702, data_time: 0.001, memory: 7129, top1_acc: 0.6188, top5_acc: 0.8641, loss_cls: 1.4478, loss: 1.4478, grad_norm: 6.6468 2021-06-08 05:13:56,928 - mmaction - INFO - Epoch [34][300/1345] lr: 1.000e-03, eta: 6:41:21, time: 0.704, data_time: 0.001, memory: 7129, top1_acc: 0.6102, top5_acc: 0.8516, loss_cls: 1.4716, loss: 1.4716, grad_norm: 6.9042 2021-06-08 05:14:10,832 - mmaction - INFO - Epoch [34][320/1345] lr: 1.000e-03, eta: 6:40:55, time: 0.695, data_time: 0.001, memory: 7129, top1_acc: 0.6469, top5_acc: 0.8719, loss_cls: 1.3650, loss: 1.3650, grad_norm: 6.9093 2021-06-08 05:14:25,358 - mmaction - INFO - Epoch [34][340/1345] lr: 1.000e-03, eta: 6:40:31, time: 0.726, data_time: 0.001, memory: 7129, top1_acc: 0.6234, top5_acc: 0.8477, loss_cls: 1.4419, loss: 1.4419, grad_norm: 7.0335 2021-06-08 05:14:41,237 - mmaction - INFO - Epoch [34][360/1345] lr: 1.000e-03, eta: 6:40:07, time: 0.793, data_time: 0.002, memory: 7129, top1_acc: 0.6258, top5_acc: 0.8570, loss_cls: 1.4478, loss: 1.4478, grad_norm: 6.8299 2021-06-08 05:14:57,293 - mmaction - INFO - Epoch [34][380/1345] lr: 1.000e-03, eta: 6:39:43, time: 0.803, data_time: 0.002, memory: 7129, top1_acc: 0.6172, top5_acc: 0.8547, loss_cls: 1.4876, loss: 1.4876, grad_norm: 7.1095 2021-06-08 05:15:10,910 - mmaction - INFO - Epoch [34][400/1345] lr: 1.000e-03, eta: 6:39:17, time: 0.681, data_time: 0.003, memory: 7129, top1_acc: 0.5852, top5_acc: 0.8320, loss_cls: 1.6304, loss: 1.6304, grad_norm: 7.3790 2021-06-08 05:15:25,509 - mmaction - INFO - Epoch [34][420/1345] lr: 1.000e-03, eta: 6:38:53, time: 0.731, data_time: 0.002, memory: 7129, top1_acc: 0.6055, top5_acc: 0.8484, loss_cls: 1.4925, loss: 1.4925, grad_norm: 7.1864 2021-06-08 05:15:40,850 - mmaction - INFO - Epoch [34][440/1345] lr: 1.000e-03, eta: 6:38:28, time: 0.767, data_time: 0.001, memory: 7129, top1_acc: 0.6055, top5_acc: 0.8531, loss_cls: 1.4957, loss: 1.4957, grad_norm: 6.9239 2021-06-08 05:15:57,053 - mmaction - INFO - Epoch [34][460/1345] lr: 1.000e-03, eta: 6:38:04, time: 0.810, data_time: 0.001, memory: 7129, top1_acc: 0.5969, top5_acc: 0.8523, loss_cls: 1.5307, loss: 1.5307, grad_norm: 7.0486 2021-06-08 05:16:11,668 - mmaction - INFO - Epoch [34][480/1345] lr: 1.000e-03, eta: 6:37:40, time: 0.731, data_time: 0.001, memory: 7129, top1_acc: 0.6102, top5_acc: 0.8359, loss_cls: 1.5281, loss: 1.5281, grad_norm: 6.7507 2021-06-08 05:16:27,395 - mmaction - INFO - Epoch [34][500/1345] lr: 1.000e-03, eta: 6:37:16, time: 0.786, data_time: 0.001, memory: 7129, top1_acc: 0.6078, top5_acc: 0.8586, loss_cls: 1.4873, loss: 1.4873, grad_norm: 6.6089 2021-06-08 05:16:42,185 - mmaction - INFO - Epoch [34][520/1345] lr: 1.000e-03, eta: 6:36:51, time: 0.740, data_time: 0.002, memory: 7129, top1_acc: 0.5984, top5_acc: 0.8445, loss_cls: 1.5324, loss: 1.5324, grad_norm: 7.1306 2021-06-08 05:16:57,010 - mmaction - INFO - Epoch [34][540/1345] lr: 1.000e-03, eta: 6:36:27, time: 0.741, data_time: 0.002, memory: 7129, top1_acc: 0.6055, top5_acc: 0.8383, loss_cls: 1.4730, loss: 1.4730, grad_norm: 6.8352 2021-06-08 05:17:12,901 - mmaction - INFO - Epoch [34][560/1345] lr: 1.000e-03, eta: 6:36:03, time: 0.794, data_time: 0.001, memory: 7129, top1_acc: 0.6336, top5_acc: 0.8562, loss_cls: 1.4666, loss: 1.4666, grad_norm: 7.1674 2021-06-08 05:17:29,186 - mmaction - INFO - Epoch [34][580/1345] lr: 1.000e-03, eta: 6:35:39, time: 0.814, data_time: 0.001, memory: 7129, top1_acc: 0.6047, top5_acc: 0.8453, loss_cls: 1.5350, loss: 1.5350, grad_norm: 6.9714 2021-06-08 05:17:43,452 - mmaction - INFO - Epoch [34][600/1345] lr: 1.000e-03, eta: 6:35:14, time: 0.713, data_time: 0.002, memory: 7129, top1_acc: 0.5953, top5_acc: 0.8656, loss_cls: 1.4774, loss: 1.4774, grad_norm: 6.9616 2021-06-08 05:17:59,569 - mmaction - INFO - Epoch [34][620/1345] lr: 1.000e-03, eta: 6:34:50, time: 0.806, data_time: 0.001, memory: 7129, top1_acc: 0.5961, top5_acc: 0.8406, loss_cls: 1.5542, loss: 1.5542, grad_norm: 7.1841 2021-06-08 05:18:14,924 - mmaction - INFO - Epoch [34][640/1345] lr: 1.000e-03, eta: 6:34:26, time: 0.767, data_time: 0.001, memory: 7129, top1_acc: 0.6117, top5_acc: 0.8578, loss_cls: 1.4767, loss: 1.4767, grad_norm: 6.9023 2021-06-08 05:18:31,410 - mmaction - INFO - Epoch [34][660/1345] lr: 1.000e-03, eta: 6:34:02, time: 0.825, data_time: 0.002, memory: 7129, top1_acc: 0.6141, top5_acc: 0.8539, loss_cls: 1.4548, loss: 1.4548, grad_norm: 7.2572 2021-06-08 05:18:45,899 - mmaction - INFO - Epoch [34][680/1345] lr: 1.000e-03, eta: 6:33:38, time: 0.723, data_time: 0.001, memory: 7129, top1_acc: 0.6227, top5_acc: 0.8562, loss_cls: 1.4725, loss: 1.4725, grad_norm: 6.9855 2021-06-08 05:19:01,000 - mmaction - INFO - Epoch [34][700/1345] lr: 1.000e-03, eta: 6:33:13, time: 0.756, data_time: 0.003, memory: 7129, top1_acc: 0.6148, top5_acc: 0.8492, loss_cls: 1.4984, loss: 1.4984, grad_norm: 7.1304 2021-06-08 05:19:16,702 - mmaction - INFO - Epoch [34][720/1345] lr: 1.000e-03, eta: 6:32:49, time: 0.785, data_time: 0.001, memory: 7129, top1_acc: 0.6047, top5_acc: 0.8555, loss_cls: 1.4856, loss: 1.4856, grad_norm: 7.1228 2021-06-08 05:19:32,476 - mmaction - INFO - Epoch [34][740/1345] lr: 1.000e-03, eta: 6:32:25, time: 0.788, data_time: 0.001, memory: 7129, top1_acc: 0.6070, top5_acc: 0.8375, loss_cls: 1.5008, loss: 1.5008, grad_norm: 7.2099 2021-06-08 05:19:48,401 - mmaction - INFO - Epoch [34][760/1345] lr: 1.000e-03, eta: 6:32:01, time: 0.797, data_time: 0.001, memory: 7129, top1_acc: 0.6180, top5_acc: 0.8531, loss_cls: 1.5269, loss: 1.5269, grad_norm: 7.3445 2021-06-08 05:20:04,571 - mmaction - INFO - Epoch [34][780/1345] lr: 1.000e-03, eta: 6:31:38, time: 0.808, data_time: 0.002, memory: 7129, top1_acc: 0.6016, top5_acc: 0.8453, loss_cls: 1.5375, loss: 1.5375, grad_norm: 7.1387 2021-06-08 05:20:19,989 - mmaction - INFO - Epoch [34][800/1345] lr: 1.000e-03, eta: 6:31:13, time: 0.771, data_time: 0.001, memory: 7129, top1_acc: 0.6141, top5_acc: 0.8477, loss_cls: 1.5064, loss: 1.5064, grad_norm: 6.7571 2021-06-08 05:20:36,852 - mmaction - INFO - Epoch [34][820/1345] lr: 1.000e-03, eta: 6:30:50, time: 0.843, data_time: 0.001, memory: 7129, top1_acc: 0.6258, top5_acc: 0.8594, loss_cls: 1.4558, loss: 1.4558, grad_norm: 7.0061 2021-06-08 05:20:51,064 - mmaction - INFO - Epoch [34][840/1345] lr: 1.000e-03, eta: 6:30:25, time: 0.710, data_time: 0.002, memory: 7129, top1_acc: 0.6391, top5_acc: 0.8477, loss_cls: 1.4521, loss: 1.4521, grad_norm: 6.9895 2021-06-08 05:21:07,161 - mmaction - INFO - Epoch [34][860/1345] lr: 1.000e-03, eta: 6:30:01, time: 0.806, data_time: 0.002, memory: 7129, top1_acc: 0.6242, top5_acc: 0.8594, loss_cls: 1.4243, loss: 1.4243, grad_norm: 6.9133 2021-06-08 05:21:23,191 - mmaction - INFO - Epoch [34][880/1345] lr: 1.000e-03, eta: 6:29:38, time: 0.802, data_time: 0.001, memory: 7129, top1_acc: 0.6086, top5_acc: 0.8523, loss_cls: 1.4997, loss: 1.4997, grad_norm: 7.1962 2021-06-08 05:21:38,948 - mmaction - INFO - Epoch [34][900/1345] lr: 1.000e-03, eta: 6:29:14, time: 0.788, data_time: 0.002, memory: 7129, top1_acc: 0.6234, top5_acc: 0.8664, loss_cls: 1.4423, loss: 1.4423, grad_norm: 6.7844 2021-06-08 05:21:54,164 - mmaction - INFO - Epoch [34][920/1345] lr: 1.000e-03, eta: 6:28:50, time: 0.760, data_time: 0.001, memory: 7129, top1_acc: 0.6164, top5_acc: 0.8578, loss_cls: 1.4671, loss: 1.4671, grad_norm: 7.0063 2021-06-08 05:22:09,867 - mmaction - INFO - Epoch [34][940/1345] lr: 1.000e-03, eta: 6:28:26, time: 0.786, data_time: 0.002, memory: 7129, top1_acc: 0.6094, top5_acc: 0.8641, loss_cls: 1.4577, loss: 1.4577, grad_norm: 6.9703 2021-06-08 05:22:24,182 - mmaction - INFO - Epoch [34][960/1345] lr: 1.000e-03, eta: 6:28:01, time: 0.716, data_time: 0.002, memory: 7129, top1_acc: 0.6172, top5_acc: 0.8594, loss_cls: 1.4379, loss: 1.4379, grad_norm: 7.0542 2021-06-08 05:22:42,585 - mmaction - INFO - Epoch [34][980/1345] lr: 1.000e-03, eta: 6:27:38, time: 0.919, data_time: 0.001, memory: 7129, top1_acc: 0.6109, top5_acc: 0.8422, loss_cls: 1.5069, loss: 1.5069, grad_norm: 7.1756 2021-06-08 05:22:58,405 - mmaction - INFO - Epoch [34][1000/1345] lr: 1.000e-03, eta: 6:27:14, time: 0.791, data_time: 0.002, memory: 7129, top1_acc: 0.6141, top5_acc: 0.8578, loss_cls: 1.4654, loss: 1.4654, grad_norm: 7.1633 2021-06-08 05:23:13,311 - mmaction - INFO - Epoch [34][1020/1345] lr: 1.000e-03, eta: 6:26:50, time: 0.746, data_time: 0.002, memory: 7129, top1_acc: 0.6219, top5_acc: 0.8641, loss_cls: 1.4128, loss: 1.4128, grad_norm: 6.8364 2021-06-08 05:23:29,988 - mmaction - INFO - Epoch [34][1040/1345] lr: 1.000e-03, eta: 6:26:27, time: 0.834, data_time: 0.001, memory: 7129, top1_acc: 0.6203, top5_acc: 0.8547, loss_cls: 1.4453, loss: 1.4453, grad_norm: 6.8371 2021-06-08 05:23:46,130 - mmaction - INFO - Epoch [34][1060/1345] lr: 1.000e-03, eta: 6:26:03, time: 0.807, data_time: 0.001, memory: 7129, top1_acc: 0.6180, top5_acc: 0.8547, loss_cls: 1.4807, loss: 1.4807, grad_norm: 7.0972 2021-06-08 05:24:02,669 - mmaction - INFO - Epoch [34][1080/1345] lr: 1.000e-03, eta: 6:25:39, time: 0.827, data_time: 0.001, memory: 7129, top1_acc: 0.6172, top5_acc: 0.8516, loss_cls: 1.4966, loss: 1.4966, grad_norm: 7.2760 2021-06-08 05:24:16,559 - mmaction - INFO - Epoch [34][1100/1345] lr: 1.000e-03, eta: 6:25:15, time: 0.693, data_time: 0.001, memory: 7129, top1_acc: 0.6297, top5_acc: 0.8680, loss_cls: 1.4204, loss: 1.4204, grad_norm: 6.9818 2021-06-08 05:24:32,420 - mmaction - INFO - Epoch [34][1120/1345] lr: 1.000e-03, eta: 6:24:51, time: 0.794, data_time: 0.002, memory: 7129, top1_acc: 0.6289, top5_acc: 0.8586, loss_cls: 1.4312, loss: 1.4312, grad_norm: 6.9697 2021-06-08 05:24:48,627 - mmaction - INFO - Epoch [34][1140/1345] lr: 1.000e-03, eta: 6:24:27, time: 0.810, data_time: 0.002, memory: 7129, top1_acc: 0.6023, top5_acc: 0.8508, loss_cls: 1.5262, loss: 1.5262, grad_norm: 7.2629 2021-06-08 05:25:04,235 - mmaction - INFO - Epoch [34][1160/1345] lr: 1.000e-03, eta: 6:24:03, time: 0.781, data_time: 0.002, memory: 7129, top1_acc: 0.6125, top5_acc: 0.8391, loss_cls: 1.5186, loss: 1.5186, grad_norm: 7.0348 2021-06-08 05:25:19,076 - mmaction - INFO - Epoch [34][1180/1345] lr: 1.000e-03, eta: 6:23:39, time: 0.742, data_time: 0.002, memory: 7129, top1_acc: 0.6062, top5_acc: 0.8438, loss_cls: 1.4932, loss: 1.4932, grad_norm: 7.1174 2021-06-08 05:25:36,377 - mmaction - INFO - Epoch [34][1200/1345] lr: 1.000e-03, eta: 6:23:16, time: 0.865, data_time: 0.001, memory: 7129, top1_acc: 0.6273, top5_acc: 0.8406, loss_cls: 1.5062, loss: 1.5062, grad_norm: 6.9185 2021-06-08 05:25:52,807 - mmaction - INFO - Epoch [34][1220/1345] lr: 1.000e-03, eta: 6:22:52, time: 0.822, data_time: 0.001, memory: 7129, top1_acc: 0.6055, top5_acc: 0.8523, loss_cls: 1.4872, loss: 1.4872, grad_norm: 6.9376 2021-06-08 05:26:06,581 - mmaction - INFO - Epoch [34][1240/1345] lr: 1.000e-03, eta: 6:22:28, time: 0.688, data_time: 0.001, memory: 7129, top1_acc: 0.5984, top5_acc: 0.8383, loss_cls: 1.5561, loss: 1.5561, grad_norm: 7.2740 2021-06-08 05:26:23,915 - mmaction - INFO - Epoch [34][1260/1345] lr: 1.000e-03, eta: 6:22:05, time: 0.867, data_time: 0.001, memory: 7129, top1_acc: 0.6094, top5_acc: 0.8508, loss_cls: 1.5119, loss: 1.5119, grad_norm: 7.1469 2021-06-08 05:26:38,475 - mmaction - INFO - Epoch [34][1280/1345] lr: 1.000e-03, eta: 6:21:40, time: 0.728, data_time: 0.003, memory: 7129, top1_acc: 0.6156, top5_acc: 0.8438, loss_cls: 1.5161, loss: 1.5161, grad_norm: 7.1602 2021-06-08 05:26:55,483 - mmaction - INFO - Epoch [34][1300/1345] lr: 1.000e-03, eta: 6:21:17, time: 0.850, data_time: 0.001, memory: 7129, top1_acc: 0.6328, top5_acc: 0.8508, loss_cls: 1.4685, loss: 1.4685, grad_norm: 6.8762 2021-06-08 05:27:11,451 - mmaction - INFO - Epoch [34][1320/1345] lr: 1.000e-03, eta: 6:20:53, time: 0.799, data_time: 0.001, memory: 7129, top1_acc: 0.6156, top5_acc: 0.8562, loss_cls: 1.4706, loss: 1.4706, grad_norm: 6.9970 2021-06-08 05:27:25,383 - mmaction - INFO - Epoch [34][1340/1345] lr: 1.000e-03, eta: 6:20:29, time: 0.696, data_time: 0.001, memory: 7129, top1_acc: 0.6078, top5_acc: 0.8641, loss_cls: 1.4207, loss: 1.4207, grad_norm: 6.9446 2021-06-08 05:27:32,375 - mmaction - INFO - Saving checkpoint at 34 epochs 2021-06-08 05:35:08,639 - mmaction - INFO - Epoch [35][20/1345] lr: 1.000e-03, eta: 6:23:24, time: 22.763, data_time: 22.112, memory: 7129, top1_acc: 0.6258, top5_acc: 0.8617, loss_cls: 1.4246, loss: 1.4246, grad_norm: 6.8352 2021-06-08 05:35:19,332 - mmaction - INFO - Epoch [35][40/1345] lr: 1.000e-03, eta: 6:22:57, time: 0.537, data_time: 0.004, memory: 7129, top1_acc: 0.6641, top5_acc: 0.8789, loss_cls: 1.3081, loss: 1.3081, grad_norm: 6.6427 2021-06-08 05:35:30,021 - mmaction - INFO - Epoch [35][60/1345] lr: 1.000e-03, eta: 6:22:31, time: 0.534, data_time: 0.001, memory: 7129, top1_acc: 0.6242, top5_acc: 0.8641, loss_cls: 1.4574, loss: 1.4574, grad_norm: 7.1367 2021-06-08 05:35:40,684 - mmaction - INFO - Epoch [35][80/1345] lr: 1.000e-03, eta: 6:22:04, time: 0.533, data_time: 0.002, memory: 7129, top1_acc: 0.6242, top5_acc: 0.8586, loss_cls: 1.4518, loss: 1.4518, grad_norm: 7.0354 2021-06-08 05:35:51,471 - mmaction - INFO - Epoch [35][100/1345] lr: 1.000e-03, eta: 6:21:38, time: 0.539, data_time: 0.001, memory: 7129, top1_acc: 0.6148, top5_acc: 0.8734, loss_cls: 1.4175, loss: 1.4175, grad_norm: 7.0703 2021-06-08 05:36:02,241 - mmaction - INFO - Epoch [35][120/1345] lr: 1.000e-03, eta: 6:21:12, time: 0.539, data_time: 0.002, memory: 7129, top1_acc: 0.6430, top5_acc: 0.8672, loss_cls: 1.3668, loss: 1.3668, grad_norm: 7.0751 2021-06-08 05:36:13,049 - mmaction - INFO - Epoch [35][140/1345] lr: 1.000e-03, eta: 6:20:45, time: 0.539, data_time: 0.001, memory: 7129, top1_acc: 0.6336, top5_acc: 0.8578, loss_cls: 1.4237, loss: 1.4237, grad_norm: 7.2596 2021-06-08 05:36:24,668 - mmaction - INFO - Epoch [35][160/1345] lr: 1.000e-03, eta: 6:20:20, time: 0.583, data_time: 0.003, memory: 7129, top1_acc: 0.6203, top5_acc: 0.8477, loss_cls: 1.4487, loss: 1.4487, grad_norm: 7.2236 2021-06-08 05:36:36,841 - mmaction - INFO - Epoch [35][180/1345] lr: 1.000e-03, eta: 6:19:54, time: 0.608, data_time: 0.002, memory: 7129, top1_acc: 0.6344, top5_acc: 0.8492, loss_cls: 1.4474, loss: 1.4474, grad_norm: 7.1898 2021-06-08 05:36:49,792 - mmaction - INFO - Epoch [35][200/1345] lr: 1.000e-03, eta: 6:19:29, time: 0.648, data_time: 0.002, memory: 7129, top1_acc: 0.6266, top5_acc: 0.8523, loss_cls: 1.4378, loss: 1.4378, grad_norm: 7.0861 2021-06-08 05:37:02,412 - mmaction - INFO - Epoch [35][220/1345] lr: 1.000e-03, eta: 6:19:03, time: 0.628, data_time: 0.002, memory: 7129, top1_acc: 0.6180, top5_acc: 0.8508, loss_cls: 1.4685, loss: 1.4685, grad_norm: 7.1606 2021-06-08 05:37:14,533 - mmaction - INFO - Epoch [35][240/1345] lr: 1.000e-03, eta: 6:18:38, time: 0.609, data_time: 0.004, memory: 7129, top1_acc: 0.6180, top5_acc: 0.8742, loss_cls: 1.4027, loss: 1.4027, grad_norm: 7.0750 2021-06-08 05:37:26,759 - mmaction - INFO - Epoch [35][260/1345] lr: 1.000e-03, eta: 6:18:12, time: 0.611, data_time: 0.001, memory: 7129, top1_acc: 0.6172, top5_acc: 0.8570, loss_cls: 1.4836, loss: 1.4836, grad_norm: 7.1896 2021-06-08 05:37:40,363 - mmaction - INFO - Epoch [35][280/1345] lr: 1.000e-03, eta: 6:17:47, time: 0.680, data_time: 0.001, memory: 7129, top1_acc: 0.6172, top5_acc: 0.8680, loss_cls: 1.4649, loss: 1.4649, grad_norm: 7.2566 2021-06-08 05:37:54,586 - mmaction - INFO - Epoch [35][300/1345] lr: 1.000e-03, eta: 6:17:23, time: 0.711, data_time: 0.001, memory: 7129, top1_acc: 0.6305, top5_acc: 0.8539, loss_cls: 1.4287, loss: 1.4287, grad_norm: 7.2392 2021-06-08 05:38:08,476 - mmaction - INFO - Epoch [35][320/1345] lr: 1.000e-03, eta: 6:16:58, time: 0.694, data_time: 0.001, memory: 7129, top1_acc: 0.6281, top5_acc: 0.8586, loss_cls: 1.4507, loss: 1.4507, grad_norm: 7.1370 2021-06-08 05:38:21,914 - mmaction - INFO - Epoch [35][340/1345] lr: 1.000e-03, eta: 6:16:33, time: 0.671, data_time: 0.002, memory: 7129, top1_acc: 0.6211, top5_acc: 0.8469, loss_cls: 1.4617, loss: 1.4617, grad_norm: 7.3979 2021-06-08 05:38:37,642 - mmaction - INFO - Epoch [35][360/1345] lr: 1.000e-03, eta: 6:16:09, time: 0.787, data_time: 0.002, memory: 7129, top1_acc: 0.6180, top5_acc: 0.8641, loss_cls: 1.4302, loss: 1.4302, grad_norm: 7.3793 2021-06-08 05:38:51,567 - mmaction - INFO - Epoch [35][380/1345] lr: 1.000e-03, eta: 6:15:44, time: 0.696, data_time: 0.001, memory: 7129, top1_acc: 0.6008, top5_acc: 0.8422, loss_cls: 1.5203, loss: 1.5203, grad_norm: 7.4827 2021-06-08 05:39:07,282 - mmaction - INFO - Epoch [35][400/1345] lr: 1.000e-03, eta: 6:15:20, time: 0.786, data_time: 0.001, memory: 7129, top1_acc: 0.6273, top5_acc: 0.8469, loss_cls: 1.4765, loss: 1.4765, grad_norm: 7.1109 2021-06-08 05:39:21,605 - mmaction - INFO - Epoch [35][420/1345] lr: 1.000e-03, eta: 6:14:56, time: 0.716, data_time: 0.001, memory: 7129, top1_acc: 0.6422, top5_acc: 0.8695, loss_cls: 1.4068, loss: 1.4068, grad_norm: 6.9532 2021-06-08 05:39:35,901 - mmaction - INFO - Epoch [35][440/1345] lr: 1.000e-03, eta: 6:14:31, time: 0.713, data_time: 0.001, memory: 7129, top1_acc: 0.6133, top5_acc: 0.8523, loss_cls: 1.4976, loss: 1.4976, grad_norm: 7.3836 2021-06-08 05:39:50,658 - mmaction - INFO - Epoch [35][460/1345] lr: 1.000e-03, eta: 6:14:07, time: 0.740, data_time: 0.004, memory: 7129, top1_acc: 0.6352, top5_acc: 0.8688, loss_cls: 1.4029, loss: 1.4029, grad_norm: 7.1714 2021-06-08 05:40:05,622 - mmaction - INFO - Epoch [35][480/1345] lr: 1.000e-03, eta: 6:13:43, time: 0.748, data_time: 0.001, memory: 7129, top1_acc: 0.6242, top5_acc: 0.8633, loss_cls: 1.4592, loss: 1.4592, grad_norm: 7.2910 2021-06-08 05:40:21,775 - mmaction - INFO - Epoch [35][500/1345] lr: 1.000e-03, eta: 6:13:19, time: 0.807, data_time: 0.002, memory: 7129, top1_acc: 0.6359, top5_acc: 0.8539, loss_cls: 1.4653, loss: 1.4653, grad_norm: 7.1933 2021-06-08 05:40:35,852 - mmaction - INFO - Epoch [35][520/1345] lr: 1.000e-03, eta: 6:12:54, time: 0.704, data_time: 0.001, memory: 7129, top1_acc: 0.6359, top5_acc: 0.8625, loss_cls: 1.4141, loss: 1.4141, grad_norm: 7.2360 2021-06-08 05:40:50,756 - mmaction - INFO - Epoch [35][540/1345] lr: 1.000e-03, eta: 6:12:30, time: 0.745, data_time: 0.001, memory: 7129, top1_acc: 0.6094, top5_acc: 0.8617, loss_cls: 1.4332, loss: 1.4332, grad_norm: 7.2246 2021-06-08 05:41:06,396 - mmaction - INFO - Epoch [35][560/1345] lr: 1.000e-03, eta: 6:12:06, time: 0.782, data_time: 0.001, memory: 7129, top1_acc: 0.6188, top5_acc: 0.8625, loss_cls: 1.4211, loss: 1.4211, grad_norm: 7.3429 2021-06-08 05:41:21,840 - mmaction - INFO - Epoch [35][580/1345] lr: 1.000e-03, eta: 6:11:42, time: 0.773, data_time: 0.002, memory: 7129, top1_acc: 0.6281, top5_acc: 0.8570, loss_cls: 1.4631, loss: 1.4631, grad_norm: 7.2998 2021-06-08 05:41:36,993 - mmaction - INFO - Epoch [35][600/1345] lr: 1.000e-03, eta: 6:11:18, time: 0.757, data_time: 0.001, memory: 7129, top1_acc: 0.6141, top5_acc: 0.8398, loss_cls: 1.4936, loss: 1.4936, grad_norm: 7.3222 2021-06-08 05:41:52,465 - mmaction - INFO - Epoch [35][620/1345] lr: 1.000e-03, eta: 6:10:54, time: 0.773, data_time: 0.001, memory: 7129, top1_acc: 0.6164, top5_acc: 0.8516, loss_cls: 1.5345, loss: 1.5345, grad_norm: 7.3184 2021-06-08 05:42:07,598 - mmaction - INFO - Epoch [35][640/1345] lr: 1.000e-03, eta: 6:10:30, time: 0.757, data_time: 0.002, memory: 7129, top1_acc: 0.6250, top5_acc: 0.8641, loss_cls: 1.4278, loss: 1.4278, grad_norm: 7.0285 2021-06-08 05:42:23,806 - mmaction - INFO - Epoch [35][660/1345] lr: 1.000e-03, eta: 6:10:07, time: 0.811, data_time: 0.001, memory: 7129, top1_acc: 0.6281, top5_acc: 0.8586, loss_cls: 1.4547, loss: 1.4547, grad_norm: 7.1603 2021-06-08 05:42:38,261 - mmaction - INFO - Epoch [35][680/1345] lr: 1.000e-03, eta: 6:09:42, time: 0.723, data_time: 0.001, memory: 7129, top1_acc: 0.6156, top5_acc: 0.8648, loss_cls: 1.4428, loss: 1.4428, grad_norm: 7.3595 2021-06-08 05:42:53,592 - mmaction - INFO - Epoch [35][700/1345] lr: 1.000e-03, eta: 6:09:18, time: 0.767, data_time: 0.001, memory: 7129, top1_acc: 0.6180, top5_acc: 0.8586, loss_cls: 1.4835, loss: 1.4835, grad_norm: 7.2161 2021-06-08 05:43:09,952 - mmaction - INFO - Epoch [35][720/1345] lr: 1.000e-03, eta: 6:08:55, time: 0.817, data_time: 0.001, memory: 7129, top1_acc: 0.6188, top5_acc: 0.8539, loss_cls: 1.4518, loss: 1.4518, grad_norm: 7.2840 2021-06-08 05:43:25,116 - mmaction - INFO - Epoch [35][740/1345] lr: 1.000e-03, eta: 6:08:31, time: 0.758, data_time: 0.002, memory: 7129, top1_acc: 0.6016, top5_acc: 0.8539, loss_cls: 1.4994, loss: 1.4994, grad_norm: 7.3711 2021-06-08 05:43:39,985 - mmaction - INFO - Epoch [35][760/1345] lr: 1.000e-03, eta: 6:08:07, time: 0.744, data_time: 0.001, memory: 7129, top1_acc: 0.6156, top5_acc: 0.8492, loss_cls: 1.4849, loss: 1.4849, grad_norm: 7.5493 2021-06-08 05:43:55,753 - mmaction - INFO - Epoch [35][780/1345] lr: 1.000e-03, eta: 6:07:43, time: 0.788, data_time: 0.001, memory: 7129, top1_acc: 0.6281, top5_acc: 0.8609, loss_cls: 1.4552, loss: 1.4552, grad_norm: 7.3007 2021-06-08 05:44:11,268 - mmaction - INFO - Epoch [35][800/1345] lr: 1.000e-03, eta: 6:07:19, time: 0.776, data_time: 0.001, memory: 7129, top1_acc: 0.6242, top5_acc: 0.8477, loss_cls: 1.4689, loss: 1.4689, grad_norm: 7.1338 2021-06-08 05:44:26,729 - mmaction - INFO - Epoch [35][820/1345] lr: 1.000e-03, eta: 6:06:55, time: 0.773, data_time: 0.001, memory: 7129, top1_acc: 0.6086, top5_acc: 0.8539, loss_cls: 1.4825, loss: 1.4825, grad_norm: 7.6233 2021-06-08 05:44:42,150 - mmaction - INFO - Epoch [35][840/1345] lr: 1.000e-03, eta: 6:06:31, time: 0.770, data_time: 0.001, memory: 7129, top1_acc: 0.6258, top5_acc: 0.8578, loss_cls: 1.4476, loss: 1.4476, grad_norm: 7.5561 2021-06-08 05:44:56,794 - mmaction - INFO - Epoch [35][860/1345] lr: 1.000e-03, eta: 6:06:07, time: 0.733, data_time: 0.002, memory: 7129, top1_acc: 0.6070, top5_acc: 0.8500, loss_cls: 1.4840, loss: 1.4840, grad_norm: 7.5438 2021-06-08 05:45:12,261 - mmaction - INFO - Epoch [35][880/1345] lr: 1.000e-03, eta: 6:05:43, time: 0.773, data_time: 0.001, memory: 7129, top1_acc: 0.6156, top5_acc: 0.8594, loss_cls: 1.4725, loss: 1.4725, grad_norm: 7.3538 2021-06-08 05:45:28,930 - mmaction - INFO - Epoch [35][900/1345] lr: 1.000e-03, eta: 6:05:20, time: 0.833, data_time: 0.001, memory: 7129, top1_acc: 0.6273, top5_acc: 0.8586, loss_cls: 1.4780, loss: 1.4780, grad_norm: 7.7008 2021-06-08 05:45:43,314 - mmaction - INFO - Epoch [35][920/1345] lr: 1.000e-03, eta: 6:04:56, time: 0.719, data_time: 0.001, memory: 7129, top1_acc: 0.6305, top5_acc: 0.8602, loss_cls: 1.4157, loss: 1.4157, grad_norm: 6.8969 2021-06-08 05:45:59,612 - mmaction - INFO - Epoch [35][940/1345] lr: 1.000e-03, eta: 6:04:32, time: 0.815, data_time: 0.001, memory: 7129, top1_acc: 0.6195, top5_acc: 0.8594, loss_cls: 1.4344, loss: 1.4344, grad_norm: 7.2875 2021-06-08 05:46:14,142 - mmaction - INFO - Epoch [35][960/1345] lr: 1.000e-03, eta: 6:04:08, time: 0.727, data_time: 0.001, memory: 7129, top1_acc: 0.6203, top5_acc: 0.8477, loss_cls: 1.4534, loss: 1.4534, grad_norm: 7.4375 2021-06-08 05:46:29,811 - mmaction - INFO - Epoch [35][980/1345] lr: 1.000e-03, eta: 6:03:44, time: 0.782, data_time: 0.001, memory: 7129, top1_acc: 0.6141, top5_acc: 0.8539, loss_cls: 1.4991, loss: 1.4991, grad_norm: 7.3864 2021-06-08 05:46:45,032 - mmaction - INFO - Epoch [35][1000/1345] lr: 1.000e-03, eta: 6:03:21, time: 0.763, data_time: 0.003, memory: 7129, top1_acc: 0.5938, top5_acc: 0.8570, loss_cls: 1.4866, loss: 1.4866, grad_norm: 7.4590 2021-06-08 05:46:59,628 - mmaction - INFO - Epoch [35][1020/1345] lr: 1.000e-03, eta: 6:02:56, time: 0.729, data_time: 0.001, memory: 7129, top1_acc: 0.6172, top5_acc: 0.8469, loss_cls: 1.4871, loss: 1.4871, grad_norm: 7.5968 2021-06-08 05:47:15,860 - mmaction - INFO - Epoch [35][1040/1345] lr: 1.000e-03, eta: 6:02:33, time: 0.812, data_time: 0.002, memory: 7129, top1_acc: 0.6266, top5_acc: 0.8562, loss_cls: 1.4815, loss: 1.4815, grad_norm: 7.4457 2021-06-08 05:47:30,860 - mmaction - INFO - Epoch [35][1060/1345] lr: 1.000e-03, eta: 6:02:09, time: 0.751, data_time: 0.002, memory: 7129, top1_acc: 0.6133, top5_acc: 0.8500, loss_cls: 1.4829, loss: 1.4829, grad_norm: 7.3732 2021-06-08 05:47:46,173 - mmaction - INFO - Epoch [35][1080/1345] lr: 1.000e-03, eta: 6:01:45, time: 0.766, data_time: 0.001, memory: 7129, top1_acc: 0.6195, top5_acc: 0.8492, loss_cls: 1.4856, loss: 1.4856, grad_norm: 7.5614 2021-06-08 05:48:02,022 - mmaction - INFO - Epoch [35][1100/1345] lr: 1.000e-03, eta: 6:01:22, time: 0.792, data_time: 0.001, memory: 7129, top1_acc: 0.6078, top5_acc: 0.8602, loss_cls: 1.4605, loss: 1.4605, grad_norm: 7.4438 2021-06-08 05:48:17,646 - mmaction - INFO - Epoch [35][1120/1345] lr: 1.000e-03, eta: 6:00:58, time: 0.781, data_time: 0.001, memory: 7129, top1_acc: 0.6227, top5_acc: 0.8641, loss_cls: 1.4640, loss: 1.4640, grad_norm: 7.3593 2021-06-08 05:48:32,585 - mmaction - INFO - Epoch [35][1140/1345] lr: 1.000e-03, eta: 6:00:34, time: 0.747, data_time: 0.001, memory: 7129, top1_acc: 0.6172, top5_acc: 0.8477, loss_cls: 1.4947, loss: 1.4947, grad_norm: 7.4801 2021-06-08 05:48:47,853 - mmaction - INFO - Epoch [35][1160/1345] lr: 1.000e-03, eta: 6:00:10, time: 0.764, data_time: 0.002, memory: 7129, top1_acc: 0.6156, top5_acc: 0.8438, loss_cls: 1.5313, loss: 1.5313, grad_norm: 7.3969 2021-06-08 05:49:03,476 - mmaction - INFO - Epoch [35][1180/1345] lr: 1.000e-03, eta: 5:59:46, time: 0.780, data_time: 0.001, memory: 7129, top1_acc: 0.6047, top5_acc: 0.8477, loss_cls: 1.5336, loss: 1.5336, grad_norm: 7.3816 2021-06-08 05:49:19,380 - mmaction - INFO - Epoch [35][1200/1345] lr: 1.000e-03, eta: 5:59:23, time: 0.796, data_time: 0.002, memory: 7129, top1_acc: 0.6047, top5_acc: 0.8688, loss_cls: 1.4275, loss: 1.4275, grad_norm: 7.4247 2021-06-08 05:49:34,754 - mmaction - INFO - Epoch [35][1220/1345] lr: 1.000e-03, eta: 5:58:59, time: 0.768, data_time: 0.001, memory: 7129, top1_acc: 0.6219, top5_acc: 0.8703, loss_cls: 1.4192, loss: 1.4192, grad_norm: 7.3383 2021-06-08 05:49:50,169 - mmaction - INFO - Epoch [35][1240/1345] lr: 1.000e-03, eta: 5:58:35, time: 0.770, data_time: 0.002, memory: 7129, top1_acc: 0.6172, top5_acc: 0.8594, loss_cls: 1.4420, loss: 1.4420, grad_norm: 7.4151 2021-06-08 05:50:05,111 - mmaction - INFO - Epoch [35][1260/1345] lr: 1.000e-03, eta: 5:58:11, time: 0.749, data_time: 0.002, memory: 7129, top1_acc: 0.6078, top5_acc: 0.8516, loss_cls: 1.5150, loss: 1.5150, grad_norm: 7.6066 2021-06-08 05:50:19,365 - mmaction - INFO - Epoch [35][1280/1345] lr: 1.000e-03, eta: 5:57:47, time: 0.712, data_time: 0.001, memory: 7129, top1_acc: 0.6320, top5_acc: 0.8617, loss_cls: 1.4322, loss: 1.4322, grad_norm: 7.1939 2021-06-08 05:50:35,951 - mmaction - INFO - Epoch [35][1300/1345] lr: 1.000e-03, eta: 5:57:24, time: 0.828, data_time: 0.002, memory: 7129, top1_acc: 0.6000, top5_acc: 0.8383, loss_cls: 1.5557, loss: 1.5557, grad_norm: 7.7393 2021-06-08 05:50:52,921 - mmaction - INFO - Epoch [35][1320/1345] lr: 1.000e-03, eta: 5:57:01, time: 0.850, data_time: 0.003, memory: 7129, top1_acc: 0.6219, top5_acc: 0.8562, loss_cls: 1.4585, loss: 1.4585, grad_norm: 7.5373 2021-06-08 05:51:08,983 - mmaction - INFO - Epoch [35][1340/1345] lr: 1.000e-03, eta: 5:56:38, time: 0.803, data_time: 0.001, memory: 7129, top1_acc: 0.6344, top5_acc: 0.8578, loss_cls: 1.4343, loss: 1.4343, grad_norm: 7.1808 2021-06-08 05:51:18,197 - mmaction - INFO - Saving checkpoint at 35 epochs 2021-06-08 05:58:52,831 - mmaction - INFO - Epoch [36][20/1345] lr: 1.000e-03, eta: 5:59:14, time: 22.681, data_time: 21.414, memory: 7129, top1_acc: 0.6508, top5_acc: 0.8695, loss_cls: 1.3473, loss: 1.3473, grad_norm: 7.2329 2021-06-08 05:59:03,694 - mmaction - INFO - Epoch [36][40/1345] lr: 1.000e-03, eta: 5:58:48, time: 0.544, data_time: 0.004, memory: 7129, top1_acc: 0.6234, top5_acc: 0.8547, loss_cls: 1.4666, loss: 1.4666, grad_norm: 7.5128 2021-06-08 05:59:14,639 - mmaction - INFO - Epoch [36][60/1345] lr: 1.000e-03, eta: 5:58:22, time: 0.547, data_time: 0.001, memory: 7129, top1_acc: 0.6172, top5_acc: 0.8672, loss_cls: 1.4273, loss: 1.4273, grad_norm: 7.2959 2021-06-08 05:59:25,435 - mmaction - INFO - Epoch [36][80/1345] lr: 1.000e-03, eta: 5:57:56, time: 0.539, data_time: 0.002, memory: 7129, top1_acc: 0.6547, top5_acc: 0.8680, loss_cls: 1.3549, loss: 1.3549, grad_norm: 6.9225 2021-06-08 05:59:36,257 - mmaction - INFO - Epoch [36][100/1345] lr: 1.000e-03, eta: 5:57:30, time: 0.542, data_time: 0.002, memory: 7129, top1_acc: 0.6391, top5_acc: 0.8586, loss_cls: 1.4325, loss: 1.4325, grad_norm: 7.2033 2021-06-08 05:59:47,064 - mmaction - INFO - Epoch [36][120/1345] lr: 1.000e-03, eta: 5:57:05, time: 0.540, data_time: 0.001, memory: 7129, top1_acc: 0.6055, top5_acc: 0.8508, loss_cls: 1.4618, loss: 1.4618, grad_norm: 7.6079 2021-06-08 05:59:58,226 - mmaction - INFO - Epoch [36][140/1345] lr: 1.000e-03, eta: 5:56:39, time: 0.558, data_time: 0.001, memory: 7129, top1_acc: 0.6133, top5_acc: 0.8578, loss_cls: 1.4583, loss: 1.4583, grad_norm: 7.5504 2021-06-08 06:00:16,682 - mmaction - INFO - Epoch [36][160/1345] lr: 1.000e-03, eta: 5:56:16, time: 0.918, data_time: 0.001, memory: 7129, top1_acc: 0.6328, top5_acc: 0.8594, loss_cls: 1.4335, loss: 1.4335, grad_norm: 7.6965 2021-06-08 06:00:28,712 - mmaction - INFO - Epoch [36][180/1345] lr: 1.000e-03, eta: 5:55:51, time: 0.606, data_time: 0.010, memory: 7129, top1_acc: 0.6281, top5_acc: 0.8602, loss_cls: 1.4575, loss: 1.4575, grad_norm: 7.6696 2021-06-08 06:00:40,344 - mmaction - INFO - Epoch [36][200/1345] lr: 1.000e-03, eta: 5:55:25, time: 0.582, data_time: 0.002, memory: 7129, top1_acc: 0.6297, top5_acc: 0.8625, loss_cls: 1.4315, loss: 1.4315, grad_norm: 7.5963 2021-06-08 06:00:52,185 - mmaction - INFO - Epoch [36][220/1345] lr: 1.000e-03, eta: 5:55:00, time: 0.593, data_time: 0.002, memory: 7129, top1_acc: 0.6352, top5_acc: 0.8734, loss_cls: 1.3711, loss: 1.3711, grad_norm: 7.4575 2021-06-08 06:01:04,969 - mmaction - INFO - Epoch [36][240/1345] lr: 1.000e-03, eta: 5:54:35, time: 0.639, data_time: 0.001, memory: 7129, top1_acc: 0.6398, top5_acc: 0.8570, loss_cls: 1.4255, loss: 1.4255, grad_norm: 7.5855 2021-06-08 06:01:18,760 - mmaction - INFO - Epoch [36][260/1345] lr: 1.000e-03, eta: 5:54:11, time: 0.690, data_time: 0.001, memory: 7129, top1_acc: 0.6227, top5_acc: 0.8531, loss_cls: 1.4652, loss: 1.4652, grad_norm: 7.6253 2021-06-08 06:01:31,796 - mmaction - INFO - Epoch [36][280/1345] lr: 1.000e-03, eta: 5:53:46, time: 0.652, data_time: 0.001, memory: 7129, top1_acc: 0.6305, top5_acc: 0.8719, loss_cls: 1.3745, loss: 1.3745, grad_norm: 7.5067 2021-06-08 06:01:44,723 - mmaction - INFO - Epoch [36][300/1345] lr: 1.000e-03, eta: 5:53:21, time: 0.646, data_time: 0.001, memory: 7129, top1_acc: 0.6266, top5_acc: 0.8492, loss_cls: 1.4667, loss: 1.4667, grad_norm: 7.5446 2021-06-08 06:01:59,413 - mmaction - INFO - Epoch [36][320/1345] lr: 1.000e-03, eta: 5:52:57, time: 0.735, data_time: 0.002, memory: 7129, top1_acc: 0.6328, top5_acc: 0.8656, loss_cls: 1.4129, loss: 1.4129, grad_norm: 7.5928 2021-06-08 06:02:14,499 - mmaction - INFO - Epoch [36][340/1345] lr: 1.000e-03, eta: 5:52:33, time: 0.754, data_time: 0.001, memory: 7129, top1_acc: 0.6094, top5_acc: 0.8602, loss_cls: 1.4802, loss: 1.4802, grad_norm: 7.8623 2021-06-08 06:02:28,540 - mmaction - INFO - Epoch [36][360/1345] lr: 1.000e-03, eta: 5:52:08, time: 0.703, data_time: 0.002, memory: 7129, top1_acc: 0.6055, top5_acc: 0.8547, loss_cls: 1.4946, loss: 1.4946, grad_norm: 7.9024 2021-06-08 06:02:42,359 - mmaction - INFO - Epoch [36][380/1345] lr: 1.000e-03, eta: 5:51:44, time: 0.691, data_time: 0.001, memory: 7129, top1_acc: 0.6336, top5_acc: 0.8578, loss_cls: 1.4427, loss: 1.4427, grad_norm: 7.4775 2021-06-08 06:02:56,621 - mmaction - INFO - Epoch [36][400/1345] lr: 1.000e-03, eta: 5:51:20, time: 0.713, data_time: 0.001, memory: 7129, top1_acc: 0.6453, top5_acc: 0.8641, loss_cls: 1.4104, loss: 1.4104, grad_norm: 7.4634 2021-06-08 06:03:10,941 - mmaction - INFO - Epoch [36][420/1345] lr: 1.000e-03, eta: 5:50:56, time: 0.716, data_time: 0.001, memory: 7129, top1_acc: 0.6391, top5_acc: 0.8695, loss_cls: 1.3556, loss: 1.3556, grad_norm: 7.3433 2021-06-08 06:03:27,551 - mmaction - INFO - Epoch [36][440/1345] lr: 1.000e-03, eta: 5:50:32, time: 0.830, data_time: 0.001, memory: 7129, top1_acc: 0.6188, top5_acc: 0.8539, loss_cls: 1.4950, loss: 1.4950, grad_norm: 7.6157 2021-06-08 06:03:41,141 - mmaction - INFO - Epoch [36][460/1345] lr: 1.000e-03, eta: 5:50:08, time: 0.680, data_time: 0.002, memory: 7129, top1_acc: 0.6148, top5_acc: 0.8656, loss_cls: 1.4073, loss: 1.4073, grad_norm: 7.4692 2021-06-08 06:03:57,455 - mmaction - INFO - Epoch [36][480/1345] lr: 1.000e-03, eta: 5:49:44, time: 0.815, data_time: 0.002, memory: 7129, top1_acc: 0.6078, top5_acc: 0.8555, loss_cls: 1.4707, loss: 1.4707, grad_norm: 7.6222 2021-06-08 06:04:12,784 - mmaction - INFO - Epoch [36][500/1345] lr: 1.000e-03, eta: 5:49:21, time: 0.767, data_time: 0.002, memory: 7129, top1_acc: 0.6172, top5_acc: 0.8594, loss_cls: 1.4538, loss: 1.4538, grad_norm: 7.8100 2021-06-08 06:04:27,430 - mmaction - INFO - Epoch [36][520/1345] lr: 1.000e-03, eta: 5:48:57, time: 0.732, data_time: 0.001, memory: 7129, top1_acc: 0.6367, top5_acc: 0.8758, loss_cls: 1.3811, loss: 1.3811, grad_norm: 7.5109 2021-06-08 06:04:42,572 - mmaction - INFO - Epoch [36][540/1345] lr: 1.000e-03, eta: 5:48:33, time: 0.757, data_time: 0.001, memory: 7129, top1_acc: 0.6094, top5_acc: 0.8586, loss_cls: 1.4883, loss: 1.4883, grad_norm: 7.6093 2021-06-08 06:04:57,558 - mmaction - INFO - Epoch [36][560/1345] lr: 1.000e-03, eta: 5:48:09, time: 0.749, data_time: 0.001, memory: 7129, top1_acc: 0.6133, top5_acc: 0.8508, loss_cls: 1.4903, loss: 1.4903, grad_norm: 7.3956 2021-06-08 06:05:11,870 - mmaction - INFO - Epoch [36][580/1345] lr: 1.000e-03, eta: 5:47:45, time: 0.716, data_time: 0.001, memory: 7129, top1_acc: 0.6195, top5_acc: 0.8641, loss_cls: 1.4431, loss: 1.4431, grad_norm: 7.7871 2021-06-08 06:05:26,965 - mmaction - INFO - Epoch [36][600/1345] lr: 1.000e-03, eta: 5:47:21, time: 0.752, data_time: 0.001, memory: 7129, top1_acc: 0.6328, top5_acc: 0.8625, loss_cls: 1.4140, loss: 1.4140, grad_norm: 7.4800 2021-06-08 06:05:42,906 - mmaction - INFO - Epoch [36][620/1345] lr: 1.000e-03, eta: 5:46:57, time: 0.800, data_time: 0.004, memory: 7129, top1_acc: 0.6367, top5_acc: 0.8711, loss_cls: 1.4004, loss: 1.4004, grad_norm: 7.6302 2021-06-08 06:05:57,568 - mmaction - INFO - Epoch [36][640/1345] lr: 1.000e-03, eta: 5:46:33, time: 0.733, data_time: 0.001, memory: 7129, top1_acc: 0.6133, top5_acc: 0.8641, loss_cls: 1.4408, loss: 1.4408, grad_norm: 7.5544 2021-06-08 06:06:14,604 - mmaction - INFO - Epoch [36][660/1345] lr: 1.000e-03, eta: 5:46:10, time: 0.851, data_time: 0.001, memory: 7129, top1_acc: 0.6242, top5_acc: 0.8469, loss_cls: 1.4509, loss: 1.4509, grad_norm: 7.8433 2021-06-08 06:06:28,283 - mmaction - INFO - Epoch [36][680/1345] lr: 1.000e-03, eta: 5:45:46, time: 0.685, data_time: 0.002, memory: 7129, top1_acc: 0.6258, top5_acc: 0.8594, loss_cls: 1.4271, loss: 1.4271, grad_norm: 7.7999 2021-06-08 06:06:43,138 - mmaction - INFO - Epoch [36][700/1345] lr: 1.000e-03, eta: 5:45:22, time: 0.743, data_time: 0.001, memory: 7129, top1_acc: 0.6484, top5_acc: 0.8742, loss_cls: 1.3734, loss: 1.3734, grad_norm: 7.3180 2021-06-08 06:06:59,431 - mmaction - INFO - Epoch [36][720/1345] lr: 1.000e-03, eta: 5:44:59, time: 0.815, data_time: 0.001, memory: 7129, top1_acc: 0.6477, top5_acc: 0.8578, loss_cls: 1.4123, loss: 1.4123, grad_norm: 7.3429 2021-06-08 06:07:13,702 - mmaction - INFO - Epoch [36][740/1345] lr: 1.000e-03, eta: 5:44:34, time: 0.713, data_time: 0.001, memory: 7129, top1_acc: 0.6484, top5_acc: 0.8695, loss_cls: 1.3443, loss: 1.3443, grad_norm: 7.2408 2021-06-08 06:07:29,052 - mmaction - INFO - Epoch [36][760/1345] lr: 1.000e-03, eta: 5:44:11, time: 0.768, data_time: 0.001, memory: 7129, top1_acc: 0.6094, top5_acc: 0.8555, loss_cls: 1.4605, loss: 1.4605, grad_norm: 7.6588 2021-06-08 06:07:44,372 - mmaction - INFO - Epoch [36][780/1345] lr: 1.000e-03, eta: 5:43:47, time: 0.766, data_time: 0.001, memory: 7129, top1_acc: 0.6195, top5_acc: 0.8461, loss_cls: 1.4814, loss: 1.4814, grad_norm: 7.6344 2021-06-08 06:07:59,666 - mmaction - INFO - Epoch [36][800/1345] lr: 1.000e-03, eta: 5:43:23, time: 0.765, data_time: 0.002, memory: 7129, top1_acc: 0.6047, top5_acc: 0.8523, loss_cls: 1.4834, loss: 1.4834, grad_norm: 7.7438 2021-06-08 06:08:15,138 - mmaction - INFO - Epoch [36][820/1345] lr: 1.000e-03, eta: 5:43:00, time: 0.773, data_time: 0.001, memory: 7129, top1_acc: 0.6359, top5_acc: 0.8578, loss_cls: 1.4202, loss: 1.4202, grad_norm: 7.5693 2021-06-08 06:08:30,581 - mmaction - INFO - Epoch [36][840/1345] lr: 1.000e-03, eta: 5:42:36, time: 0.773, data_time: 0.002, memory: 7129, top1_acc: 0.6203, top5_acc: 0.8500, loss_cls: 1.4694, loss: 1.4694, grad_norm: 7.5131 2021-06-08 06:08:45,578 - mmaction - INFO - Epoch [36][860/1345] lr: 1.000e-03, eta: 5:42:12, time: 0.750, data_time: 0.001, memory: 7129, top1_acc: 0.6398, top5_acc: 0.8594, loss_cls: 1.3818, loss: 1.3818, grad_norm: 7.4712 2021-06-08 06:09:01,778 - mmaction - INFO - Epoch [36][880/1345] lr: 1.000e-03, eta: 5:41:49, time: 0.810, data_time: 0.001, memory: 7129, top1_acc: 0.6492, top5_acc: 0.8711, loss_cls: 1.3446, loss: 1.3446, grad_norm: 7.4726 2021-06-08 06:09:16,939 - mmaction - INFO - Epoch [36][900/1345] lr: 1.000e-03, eta: 5:41:25, time: 0.758, data_time: 0.001, memory: 7129, top1_acc: 0.6234, top5_acc: 0.8656, loss_cls: 1.3993, loss: 1.3993, grad_norm: 7.6149 2021-06-08 06:09:34,039 - mmaction - INFO - Epoch [36][920/1345] lr: 1.000e-03, eta: 5:41:02, time: 0.855, data_time: 0.001, memory: 7129, top1_acc: 0.6227, top5_acc: 0.8672, loss_cls: 1.4499, loss: 1.4499, grad_norm: 7.5220 2021-06-08 06:09:49,645 - mmaction - INFO - Epoch [36][940/1345] lr: 1.000e-03, eta: 5:40:39, time: 0.780, data_time: 0.002, memory: 7129, top1_acc: 0.6203, top5_acc: 0.8602, loss_cls: 1.4254, loss: 1.4254, grad_norm: 7.3227 2021-06-08 06:10:03,979 - mmaction - INFO - Epoch [36][960/1345] lr: 1.000e-03, eta: 5:40:15, time: 0.717, data_time: 0.002, memory: 7129, top1_acc: 0.6273, top5_acc: 0.8680, loss_cls: 1.4199, loss: 1.4199, grad_norm: 7.5008 2021-06-08 06:10:19,904 - mmaction - INFO - Epoch [36][980/1345] lr: 1.000e-03, eta: 5:39:52, time: 0.796, data_time: 0.001, memory: 7129, top1_acc: 0.6242, top5_acc: 0.8570, loss_cls: 1.4401, loss: 1.4401, grad_norm: 7.7499 2021-06-08 06:10:36,040 - mmaction - INFO - Epoch [36][1000/1345] lr: 1.000e-03, eta: 5:39:28, time: 0.807, data_time: 0.001, memory: 7129, top1_acc: 0.6211, top5_acc: 0.8633, loss_cls: 1.4144, loss: 1.4144, grad_norm: 7.6539 2021-06-08 06:10:52,953 - mmaction - INFO - Epoch [36][1020/1345] lr: 1.000e-03, eta: 5:39:05, time: 0.844, data_time: 0.001, memory: 7129, top1_acc: 0.6391, top5_acc: 0.8562, loss_cls: 1.3883, loss: 1.3883, grad_norm: 7.3340 2021-06-08 06:11:07,165 - mmaction - INFO - Epoch [36][1040/1345] lr: 1.000e-03, eta: 5:38:41, time: 0.712, data_time: 0.003, memory: 7129, top1_acc: 0.6250, top5_acc: 0.8609, loss_cls: 1.4292, loss: 1.4292, grad_norm: 7.7837 2021-06-08 06:11:22,699 - mmaction - INFO - Epoch [36][1060/1345] lr: 1.000e-03, eta: 5:38:18, time: 0.777, data_time: 0.001, memory: 7129, top1_acc: 0.6445, top5_acc: 0.8797, loss_cls: 1.3545, loss: 1.3545, grad_norm: 7.6072 2021-06-08 06:11:38,126 - mmaction - INFO - Epoch [36][1080/1345] lr: 1.000e-03, eta: 5:37:54, time: 0.772, data_time: 0.001, memory: 7129, top1_acc: 0.6023, top5_acc: 0.8445, loss_cls: 1.4748, loss: 1.4748, grad_norm: 7.7527 2021-06-08 06:11:53,621 - mmaction - INFO - Epoch [36][1100/1345] lr: 1.000e-03, eta: 5:37:31, time: 0.775, data_time: 0.001, memory: 7129, top1_acc: 0.6352, top5_acc: 0.8672, loss_cls: 1.4110, loss: 1.4110, grad_norm: 7.7159 2021-06-08 06:12:10,757 - mmaction - INFO - Epoch [36][1120/1345] lr: 1.000e-03, eta: 5:37:08, time: 0.856, data_time: 0.001, memory: 7129, top1_acc: 0.6445, top5_acc: 0.8672, loss_cls: 1.3615, loss: 1.3615, grad_norm: 7.7087 2021-06-08 06:12:26,193 - mmaction - INFO - Epoch [36][1140/1345] lr: 1.000e-03, eta: 5:36:44, time: 0.771, data_time: 0.002, memory: 7129, top1_acc: 0.6156, top5_acc: 0.8547, loss_cls: 1.4804, loss: 1.4804, grad_norm: 7.8446 2021-06-08 06:12:42,499 - mmaction - INFO - Epoch [36][1160/1345] lr: 1.000e-03, eta: 5:36:21, time: 0.817, data_time: 0.003, memory: 7129, top1_acc: 0.6148, top5_acc: 0.8609, loss_cls: 1.4030, loss: 1.4030, grad_norm: 7.6651 2021-06-08 06:12:57,695 - mmaction - INFO - Epoch [36][1180/1345] lr: 1.000e-03, eta: 5:35:58, time: 0.760, data_time: 0.001, memory: 7129, top1_acc: 0.6180, top5_acc: 0.8422, loss_cls: 1.4836, loss: 1.4836, grad_norm: 7.8078 2021-06-08 06:13:14,649 - mmaction - INFO - Epoch [36][1200/1345] lr: 1.000e-03, eta: 5:35:35, time: 0.847, data_time: 0.001, memory: 7129, top1_acc: 0.6312, top5_acc: 0.8664, loss_cls: 1.4260, loss: 1.4260, grad_norm: 7.6435 2021-06-08 06:13:29,439 - mmaction - INFO - Epoch [36][1220/1345] lr: 1.000e-03, eta: 5:35:11, time: 0.740, data_time: 0.002, memory: 7129, top1_acc: 0.6484, top5_acc: 0.8688, loss_cls: 1.3733, loss: 1.3733, grad_norm: 7.6430 2021-06-08 06:13:45,206 - mmaction - INFO - Epoch [36][1240/1345] lr: 1.000e-03, eta: 5:34:48, time: 0.789, data_time: 0.001, memory: 7129, top1_acc: 0.6367, top5_acc: 0.8570, loss_cls: 1.4335, loss: 1.4335, grad_norm: 7.7228 2021-06-08 06:13:59,796 - mmaction - INFO - Epoch [36][1260/1345] lr: 1.000e-03, eta: 5:34:24, time: 0.729, data_time: 0.001, memory: 7129, top1_acc: 0.6352, top5_acc: 0.8500, loss_cls: 1.4518, loss: 1.4518, grad_norm: 7.8948 2021-06-08 06:14:16,034 - mmaction - INFO - Epoch [36][1280/1345] lr: 1.000e-03, eta: 5:34:01, time: 0.812, data_time: 0.002, memory: 7129, top1_acc: 0.6008, top5_acc: 0.8500, loss_cls: 1.4694, loss: 1.4694, grad_norm: 7.5515 2021-06-08 06:14:31,812 - mmaction - INFO - Epoch [36][1300/1345] lr: 1.000e-03, eta: 5:33:37, time: 0.790, data_time: 0.002, memory: 7129, top1_acc: 0.6305, top5_acc: 0.8688, loss_cls: 1.4526, loss: 1.4526, grad_norm: 7.6456 2021-06-08 06:14:48,418 - mmaction - INFO - Epoch [36][1320/1345] lr: 1.000e-03, eta: 5:33:14, time: 0.829, data_time: 0.001, memory: 7129, top1_acc: 0.6328, top5_acc: 0.8727, loss_cls: 1.4176, loss: 1.4176, grad_norm: 7.7101 2021-06-08 06:15:05,417 - mmaction - INFO - Epoch [36][1340/1345] lr: 1.000e-03, eta: 5:32:51, time: 0.852, data_time: 0.003, memory: 7129, top1_acc: 0.6188, top5_acc: 0.8562, loss_cls: 1.4733, loss: 1.4733, grad_norm: 7.9238 2021-06-08 06:15:14,486 - mmaction - INFO - Saving checkpoint at 36 epochs 2021-06-08 06:22:57,987 - mmaction - INFO - Epoch [37][20/1345] lr: 1.000e-03, eta: 5:35:14, time: 23.122, data_time: 22.461, memory: 7129, top1_acc: 0.6430, top5_acc: 0.8703, loss_cls: 1.3929, loss: 1.3929, grad_norm: 7.6696 2021-06-08 06:23:08,676 - mmaction - INFO - Epoch [37][40/1345] lr: 1.000e-03, eta: 5:34:49, time: 0.536, data_time: 0.004, memory: 7129, top1_acc: 0.6484, top5_acc: 0.8773, loss_cls: 1.3320, loss: 1.3320, grad_norm: 7.4908 2021-06-08 06:23:19,673 - mmaction - INFO - Epoch [37][60/1345] lr: 1.000e-03, eta: 5:34:23, time: 0.550, data_time: 0.001, memory: 7129, top1_acc: 0.6406, top5_acc: 0.8656, loss_cls: 1.4185, loss: 1.4185, grad_norm: 7.6678 2021-06-08 06:23:30,357 - mmaction - INFO - Epoch [37][80/1345] lr: 1.000e-03, eta: 5:33:58, time: 0.533, data_time: 0.002, memory: 7129, top1_acc: 0.6555, top5_acc: 0.8812, loss_cls: 1.3020, loss: 1.3020, grad_norm: 7.5125 2021-06-08 06:23:41,252 - mmaction - INFO - Epoch [37][100/1345] lr: 1.000e-03, eta: 5:33:32, time: 0.545, data_time: 0.002, memory: 7129, top1_acc: 0.6062, top5_acc: 0.8508, loss_cls: 1.4809, loss: 1.4809, grad_norm: 7.8459 2021-06-08 06:23:51,994 - mmaction - INFO - Epoch [37][120/1345] lr: 1.000e-03, eta: 5:33:07, time: 0.537, data_time: 0.002, memory: 7129, top1_acc: 0.6305, top5_acc: 0.8734, loss_cls: 1.3939, loss: 1.3939, grad_norm: 7.4552 2021-06-08 06:24:02,821 - mmaction - INFO - Epoch [37][140/1345] lr: 1.000e-03, eta: 5:32:41, time: 0.541, data_time: 0.001, memory: 7129, top1_acc: 0.6266, top5_acc: 0.8617, loss_cls: 1.4026, loss: 1.4026, grad_norm: 7.8364 2021-06-08 06:24:14,837 - mmaction - INFO - Epoch [37][160/1345] lr: 1.000e-03, eta: 5:32:16, time: 0.601, data_time: 0.001, memory: 7129, top1_acc: 0.6312, top5_acc: 0.8570, loss_cls: 1.4204, loss: 1.4204, grad_norm: 7.8270 2021-06-08 06:24:26,750 - mmaction - INFO - Epoch [37][180/1345] lr: 1.000e-03, eta: 5:31:51, time: 0.595, data_time: 0.001, memory: 7129, top1_acc: 0.6297, top5_acc: 0.8492, loss_cls: 1.4516, loss: 1.4516, grad_norm: 7.9862 2021-06-08 06:24:38,506 - mmaction - INFO - Epoch [37][200/1345] lr: 1.000e-03, eta: 5:31:26, time: 0.588, data_time: 0.002, memory: 7129, top1_acc: 0.6156, top5_acc: 0.8523, loss_cls: 1.4714, loss: 1.4714, grad_norm: 7.6301 2021-06-08 06:24:49,980 - mmaction - INFO - Epoch [37][220/1345] lr: 1.000e-03, eta: 5:31:01, time: 0.574, data_time: 0.002, memory: 7129, top1_acc: 0.6531, top5_acc: 0.8766, loss_cls: 1.3292, loss: 1.3292, grad_norm: 7.7970 2021-06-08 06:25:03,090 - mmaction - INFO - Epoch [37][240/1345] lr: 1.000e-03, eta: 5:30:37, time: 0.655, data_time: 0.001, memory: 7129, top1_acc: 0.6617, top5_acc: 0.8797, loss_cls: 1.3041, loss: 1.3041, grad_norm: 7.4853 2021-06-08 06:25:17,632 - mmaction - INFO - Epoch [37][260/1345] lr: 1.000e-03, eta: 5:30:13, time: 0.728, data_time: 0.002, memory: 7129, top1_acc: 0.6219, top5_acc: 0.8547, loss_cls: 1.4509, loss: 1.4509, grad_norm: 8.2102 2021-06-08 06:25:30,135 - mmaction - INFO - Epoch [37][280/1345] lr: 1.000e-03, eta: 5:29:48, time: 0.624, data_time: 0.001, memory: 7129, top1_acc: 0.6258, top5_acc: 0.8609, loss_cls: 1.4382, loss: 1.4382, grad_norm: 7.9348 2021-06-08 06:25:43,458 - mmaction - INFO - Epoch [37][300/1345] lr: 1.000e-03, eta: 5:29:24, time: 0.668, data_time: 0.003, memory: 7129, top1_acc: 0.6141, top5_acc: 0.8656, loss_cls: 1.4182, loss: 1.4182, grad_norm: 7.8466 2021-06-08 06:25:57,092 - mmaction - INFO - Epoch [37][320/1345] lr: 1.000e-03, eta: 5:29:00, time: 0.682, data_time: 0.001, memory: 7129, top1_acc: 0.6219, top5_acc: 0.8586, loss_cls: 1.4385, loss: 1.4385, grad_norm: 7.9885 2021-06-08 06:26:11,421 - mmaction - INFO - Epoch [37][340/1345] lr: 1.000e-03, eta: 5:28:36, time: 0.717, data_time: 0.002, memory: 7129, top1_acc: 0.6281, top5_acc: 0.8820, loss_cls: 1.3998, loss: 1.3998, grad_norm: 7.9884 2021-06-08 06:26:25,206 - mmaction - INFO - Epoch [37][360/1345] lr: 1.000e-03, eta: 5:28:11, time: 0.689, data_time: 0.001, memory: 7129, top1_acc: 0.6336, top5_acc: 0.8547, loss_cls: 1.4290, loss: 1.4290, grad_norm: 7.8543 2021-06-08 06:26:39,228 - mmaction - INFO - Epoch [37][380/1345] lr: 1.000e-03, eta: 5:27:47, time: 0.701, data_time: 0.002, memory: 7129, top1_acc: 0.6516, top5_acc: 0.8727, loss_cls: 1.3461, loss: 1.3461, grad_norm: 7.8920 2021-06-08 06:26:54,487 - mmaction - INFO - Epoch [37][400/1345] lr: 1.000e-03, eta: 5:27:24, time: 0.763, data_time: 0.001, memory: 7129, top1_acc: 0.6539, top5_acc: 0.8648, loss_cls: 1.3498, loss: 1.3498, grad_norm: 7.4744 2021-06-08 06:27:09,679 - mmaction - INFO - Epoch [37][420/1345] lr: 1.000e-03, eta: 5:27:00, time: 0.760, data_time: 0.002, memory: 7129, top1_acc: 0.6383, top5_acc: 0.8617, loss_cls: 1.4087, loss: 1.4087, grad_norm: 8.1551 2021-06-08 06:27:24,935 - mmaction - INFO - Epoch [37][440/1345] lr: 1.000e-03, eta: 5:26:36, time: 0.763, data_time: 0.001, memory: 7129, top1_acc: 0.6461, top5_acc: 0.8750, loss_cls: 1.3459, loss: 1.3459, grad_norm: 7.8580 2021-06-08 06:27:40,055 - mmaction - INFO - Epoch [37][460/1345] lr: 1.000e-03, eta: 5:26:13, time: 0.756, data_time: 0.001, memory: 7129, top1_acc: 0.6539, top5_acc: 0.8711, loss_cls: 1.3382, loss: 1.3382, grad_norm: 7.8812 2021-06-08 06:27:53,741 - mmaction - INFO - Epoch [37][480/1345] lr: 1.000e-03, eta: 5:25:49, time: 0.684, data_time: 0.001, memory: 7129, top1_acc: 0.6297, top5_acc: 0.8641, loss_cls: 1.4170, loss: 1.4170, grad_norm: 7.8302 2021-06-08 06:28:09,474 - mmaction - INFO - Epoch [37][500/1345] lr: 1.000e-03, eta: 5:25:25, time: 0.786, data_time: 0.001, memory: 7129, top1_acc: 0.6406, top5_acc: 0.8516, loss_cls: 1.4134, loss: 1.4134, grad_norm: 7.6394 2021-06-08 06:28:25,264 - mmaction - INFO - Epoch [37][520/1345] lr: 1.000e-03, eta: 5:25:02, time: 0.790, data_time: 0.001, memory: 7129, top1_acc: 0.6367, top5_acc: 0.8656, loss_cls: 1.3750, loss: 1.3750, grad_norm: 8.0586 2021-06-08 06:28:39,772 - mmaction - INFO - Epoch [37][540/1345] lr: 1.000e-03, eta: 5:24:38, time: 0.726, data_time: 0.001, memory: 7129, top1_acc: 0.6109, top5_acc: 0.8633, loss_cls: 1.4689, loss: 1.4689, grad_norm: 8.0799 2021-06-08 06:28:55,167 - mmaction - INFO - Epoch [37][560/1345] lr: 1.000e-03, eta: 5:24:15, time: 0.769, data_time: 0.001, memory: 7129, top1_acc: 0.6102, top5_acc: 0.8531, loss_cls: 1.4638, loss: 1.4638, grad_norm: 8.0959 2021-06-08 06:29:10,897 - mmaction - INFO - Epoch [37][580/1345] lr: 1.000e-03, eta: 5:23:51, time: 0.786, data_time: 0.001, memory: 7129, top1_acc: 0.6359, top5_acc: 0.8578, loss_cls: 1.4313, loss: 1.4313, grad_norm: 7.8576 2021-06-08 06:29:26,420 - mmaction - INFO - Epoch [37][600/1345] lr: 1.000e-03, eta: 5:23:28, time: 0.776, data_time: 0.001, memory: 7129, top1_acc: 0.6414, top5_acc: 0.8500, loss_cls: 1.4372, loss: 1.4372, grad_norm: 7.6935 2021-06-08 06:29:40,496 - mmaction - INFO - Epoch [37][620/1345] lr: 1.000e-03, eta: 5:23:04, time: 0.704, data_time: 0.001, memory: 7129, top1_acc: 0.6211, top5_acc: 0.8656, loss_cls: 1.4288, loss: 1.4288, grad_norm: 7.8657 2021-06-08 06:29:56,445 - mmaction - INFO - Epoch [37][640/1345] lr: 1.000e-03, eta: 5:22:41, time: 0.798, data_time: 0.001, memory: 7129, top1_acc: 0.6508, top5_acc: 0.8766, loss_cls: 1.3793, loss: 1.3793, grad_norm: 7.9801 2021-06-08 06:30:11,364 - mmaction - INFO - Epoch [37][660/1345] lr: 1.000e-03, eta: 5:22:17, time: 0.746, data_time: 0.001, memory: 7129, top1_acc: 0.6273, top5_acc: 0.8570, loss_cls: 1.4337, loss: 1.4337, grad_norm: 7.8336 2021-06-08 06:30:27,760 - mmaction - INFO - Epoch [37][680/1345] lr: 1.000e-03, eta: 5:21:54, time: 0.820, data_time: 0.002, memory: 7129, top1_acc: 0.6297, top5_acc: 0.8562, loss_cls: 1.4437, loss: 1.4437, grad_norm: 7.8089 2021-06-08 06:30:43,028 - mmaction - INFO - Epoch [37][700/1345] lr: 1.000e-03, eta: 5:21:30, time: 0.763, data_time: 0.001, memory: 7129, top1_acc: 0.6398, top5_acc: 0.8695, loss_cls: 1.3918, loss: 1.3918, grad_norm: 7.7710 2021-06-08 06:30:58,397 - mmaction - INFO - Epoch [37][720/1345] lr: 1.000e-03, eta: 5:21:07, time: 0.768, data_time: 0.001, memory: 7129, top1_acc: 0.6273, top5_acc: 0.8586, loss_cls: 1.4446, loss: 1.4446, grad_norm: 7.7324 2021-06-08 06:31:13,582 - mmaction - INFO - Epoch [37][740/1345] lr: 1.000e-03, eta: 5:20:43, time: 0.759, data_time: 0.001, memory: 7129, top1_acc: 0.6328, top5_acc: 0.8734, loss_cls: 1.4132, loss: 1.4132, grad_norm: 7.8801 2021-06-08 06:31:29,920 - mmaction - INFO - Epoch [37][760/1345] lr: 1.000e-03, eta: 5:20:20, time: 0.817, data_time: 0.001, memory: 7129, top1_acc: 0.6211, top5_acc: 0.8562, loss_cls: 1.4698, loss: 1.4698, grad_norm: 8.2500 2021-06-08 06:31:45,135 - mmaction - INFO - Epoch [37][780/1345] lr: 1.000e-03, eta: 5:19:57, time: 0.761, data_time: 0.001, memory: 7129, top1_acc: 0.6484, top5_acc: 0.8641, loss_cls: 1.3605, loss: 1.3605, grad_norm: 7.8629 2021-06-08 06:31:59,277 - mmaction - INFO - Epoch [37][800/1345] lr: 1.000e-03, eta: 5:19:33, time: 0.706, data_time: 0.001, memory: 7129, top1_acc: 0.6609, top5_acc: 0.8758, loss_cls: 1.3402, loss: 1.3402, grad_norm: 7.6367 2021-06-08 06:32:15,118 - mmaction - INFO - Epoch [37][820/1345] lr: 1.000e-03, eta: 5:19:10, time: 0.792, data_time: 0.002, memory: 7129, top1_acc: 0.6312, top5_acc: 0.8547, loss_cls: 1.4221, loss: 1.4221, grad_norm: 7.7633 2021-06-08 06:32:32,663 - mmaction - INFO - Epoch [37][840/1345] lr: 1.000e-03, eta: 5:18:47, time: 0.877, data_time: 0.001, memory: 7129, top1_acc: 0.6125, top5_acc: 0.8461, loss_cls: 1.4921, loss: 1.4921, grad_norm: 8.0753 2021-06-08 06:32:47,330 - mmaction - INFO - Epoch [37][860/1345] lr: 1.000e-03, eta: 5:18:23, time: 0.734, data_time: 0.002, memory: 7129, top1_acc: 0.6438, top5_acc: 0.8703, loss_cls: 1.3790, loss: 1.3790, grad_norm: 7.9517 2021-06-08 06:33:03,719 - mmaction - INFO - Epoch [37][880/1345] lr: 1.000e-03, eta: 5:18:00, time: 0.820, data_time: 0.001, memory: 7129, top1_acc: 0.6023, top5_acc: 0.8531, loss_cls: 1.4898, loss: 1.4898, grad_norm: 8.2473 2021-06-08 06:33:20,132 - mmaction - INFO - Epoch [37][900/1345] lr: 1.000e-03, eta: 5:17:37, time: 0.820, data_time: 0.001, memory: 7129, top1_acc: 0.6406, top5_acc: 0.8625, loss_cls: 1.3761, loss: 1.3761, grad_norm: 8.0947 2021-06-08 06:33:35,340 - mmaction - INFO - Epoch [37][920/1345] lr: 1.000e-03, eta: 5:17:14, time: 0.761, data_time: 0.001, memory: 7129, top1_acc: 0.6281, top5_acc: 0.8656, loss_cls: 1.4281, loss: 1.4281, grad_norm: 7.8769 2021-06-08 06:33:50,971 - mmaction - INFO - Epoch [37][940/1345] lr: 1.000e-03, eta: 5:16:50, time: 0.781, data_time: 0.001, memory: 7129, top1_acc: 0.6578, top5_acc: 0.8758, loss_cls: 1.3433, loss: 1.3433, grad_norm: 7.7060 2021-06-08 06:34:05,504 - mmaction - INFO - Epoch [37][960/1345] lr: 1.000e-03, eta: 5:16:27, time: 0.727, data_time: 0.001, memory: 7129, top1_acc: 0.6133, top5_acc: 0.8594, loss_cls: 1.4359, loss: 1.4359, grad_norm: 8.0032 2021-06-08 06:34:21,508 - mmaction - INFO - Epoch [37][980/1345] lr: 1.000e-03, eta: 5:16:04, time: 0.800, data_time: 0.002, memory: 7129, top1_acc: 0.6375, top5_acc: 0.8742, loss_cls: 1.3535, loss: 1.3535, grad_norm: 7.7020 2021-06-08 06:34:36,972 - mmaction - INFO - Epoch [37][1000/1345] lr: 1.000e-03, eta: 5:15:40, time: 0.773, data_time: 0.001, memory: 7129, top1_acc: 0.6375, top5_acc: 0.8633, loss_cls: 1.3701, loss: 1.3701, grad_norm: 7.8736 2021-06-08 06:34:53,693 - mmaction - INFO - Epoch [37][1020/1345] lr: 1.000e-03, eta: 5:15:17, time: 0.837, data_time: 0.002, memory: 7129, top1_acc: 0.6359, top5_acc: 0.8625, loss_cls: 1.4329, loss: 1.4329, grad_norm: 8.2040 2021-06-08 06:35:08,789 - mmaction - INFO - Epoch [37][1040/1345] lr: 1.000e-03, eta: 5:14:54, time: 0.755, data_time: 0.001, memory: 7129, top1_acc: 0.6406, top5_acc: 0.8680, loss_cls: 1.3851, loss: 1.3851, grad_norm: 8.0354 2021-06-08 06:35:25,284 - mmaction - INFO - Epoch [37][1060/1345] lr: 1.000e-03, eta: 5:14:31, time: 0.824, data_time: 0.002, memory: 7129, top1_acc: 0.6156, top5_acc: 0.8586, loss_cls: 1.4347, loss: 1.4347, grad_norm: 8.2860 2021-06-08 06:35:40,465 - mmaction - INFO - Epoch [37][1080/1345] lr: 1.000e-03, eta: 5:14:08, time: 0.760, data_time: 0.002, memory: 7129, top1_acc: 0.6391, top5_acc: 0.8648, loss_cls: 1.3927, loss: 1.3927, grad_norm: 8.1170 2021-06-08 06:35:56,334 - mmaction - INFO - Epoch [37][1100/1345] lr: 1.000e-03, eta: 5:13:44, time: 0.794, data_time: 0.001, memory: 7129, top1_acc: 0.6555, top5_acc: 0.8727, loss_cls: 1.3305, loss: 1.3305, grad_norm: 7.7755 2021-06-08 06:36:12,767 - mmaction - INFO - Epoch [37][1120/1345] lr: 1.000e-03, eta: 5:13:21, time: 0.821, data_time: 0.001, memory: 7129, top1_acc: 0.6391, top5_acc: 0.8453, loss_cls: 1.4749, loss: 1.4749, grad_norm: 7.9316 2021-06-08 06:36:29,100 - mmaction - INFO - Epoch [37][1140/1345] lr: 1.000e-03, eta: 5:12:59, time: 0.817, data_time: 0.002, memory: 7129, top1_acc: 0.6562, top5_acc: 0.8805, loss_cls: 1.3064, loss: 1.3064, grad_norm: 7.8731 2021-06-08 06:36:45,786 - mmaction - INFO - Epoch [37][1160/1345] lr: 1.000e-03, eta: 5:12:36, time: 0.834, data_time: 0.001, memory: 7129, top1_acc: 0.6164, top5_acc: 0.8508, loss_cls: 1.4588, loss: 1.4588, grad_norm: 8.0754 2021-06-08 06:36:59,861 - mmaction - INFO - Epoch [37][1180/1345] lr: 1.000e-03, eta: 5:12:12, time: 0.704, data_time: 0.001, memory: 7129, top1_acc: 0.6234, top5_acc: 0.8727, loss_cls: 1.4017, loss: 1.4017, grad_norm: 7.9494 2021-06-08 06:37:16,365 - mmaction - INFO - Epoch [37][1200/1345] lr: 1.000e-03, eta: 5:11:49, time: 0.823, data_time: 0.001, memory: 7129, top1_acc: 0.6328, top5_acc: 0.8648, loss_cls: 1.4141, loss: 1.4141, grad_norm: 7.9467 2021-06-08 06:37:32,205 - mmaction - INFO - Epoch [37][1220/1345] lr: 1.000e-03, eta: 5:11:26, time: 0.791, data_time: 0.004, memory: 7129, top1_acc: 0.6320, top5_acc: 0.8672, loss_cls: 1.4277, loss: 1.4277, grad_norm: 8.3492 2021-06-08 06:37:48,401 - mmaction - INFO - Epoch [37][1240/1345] lr: 1.000e-03, eta: 5:11:03, time: 0.813, data_time: 0.004, memory: 7129, top1_acc: 0.6336, top5_acc: 0.8586, loss_cls: 1.3716, loss: 1.3716, grad_norm: 7.7334 2021-06-08 06:38:04,250 - mmaction - INFO - Epoch [37][1260/1345] lr: 1.000e-03, eta: 5:10:40, time: 0.792, data_time: 0.001, memory: 7129, top1_acc: 0.6391, top5_acc: 0.8633, loss_cls: 1.3791, loss: 1.3791, grad_norm: 7.6249 2021-06-08 06:38:21,535 - mmaction - INFO - Epoch [37][1280/1345] lr: 1.000e-03, eta: 5:10:17, time: 0.865, data_time: 0.001, memory: 7129, top1_acc: 0.6211, top5_acc: 0.8695, loss_cls: 1.3961, loss: 1.3961, grad_norm: 8.1509 2021-06-08 06:38:36,658 - mmaction - INFO - Epoch [37][1300/1345] lr: 1.000e-03, eta: 5:09:54, time: 0.756, data_time: 0.001, memory: 7129, top1_acc: 0.6414, top5_acc: 0.8820, loss_cls: 1.3235, loss: 1.3235, grad_norm: 7.6992 2021-06-08 06:38:52,770 - mmaction - INFO - Epoch [37][1320/1345] lr: 1.000e-03, eta: 5:09:31, time: 0.806, data_time: 0.001, memory: 7129, top1_acc: 0.6562, top5_acc: 0.8820, loss_cls: 1.3415, loss: 1.3415, grad_norm: 8.0608 2021-06-08 06:39:09,141 - mmaction - INFO - Epoch [37][1340/1345] lr: 1.000e-03, eta: 5:09:08, time: 0.819, data_time: 0.001, memory: 7129, top1_acc: 0.6031, top5_acc: 0.8531, loss_cls: 1.5174, loss: 1.5174, grad_norm: 8.1913 2021-06-08 06:39:17,282 - mmaction - INFO - Saving checkpoint at 37 epochs 2021-06-08 06:47:04,464 - mmaction - INFO - Epoch [38][20/1345] lr: 1.000e-03, eta: 5:11:16, time: 23.308, data_time: 22.616, memory: 7129, top1_acc: 0.6273, top5_acc: 0.8523, loss_cls: 1.4360, loss: 1.4360, grad_norm: 7.8103 2021-06-08 06:47:15,149 - mmaction - INFO - Epoch [38][40/1345] lr: 1.000e-03, eta: 5:10:50, time: 0.536, data_time: 0.004, memory: 7129, top1_acc: 0.6336, top5_acc: 0.8727, loss_cls: 1.3705, loss: 1.3705, grad_norm: 7.8311 2021-06-08 06:47:26,051 - mmaction - INFO - Epoch [38][60/1345] lr: 1.000e-03, eta: 5:10:25, time: 0.545, data_time: 0.002, memory: 7129, top1_acc: 0.6633, top5_acc: 0.8680, loss_cls: 1.3421, loss: 1.3421, grad_norm: 7.7631 2021-06-08 06:47:36,897 - mmaction - INFO - Epoch [38][80/1345] lr: 1.000e-03, eta: 5:10:00, time: 0.543, data_time: 0.002, memory: 7129, top1_acc: 0.6539, top5_acc: 0.8680, loss_cls: 1.3323, loss: 1.3323, grad_norm: 7.7760 2021-06-08 06:47:47,589 - mmaction - INFO - Epoch [38][100/1345] lr: 1.000e-03, eta: 5:09:35, time: 0.534, data_time: 0.001, memory: 7129, top1_acc: 0.6555, top5_acc: 0.8828, loss_cls: 1.3054, loss: 1.3054, grad_norm: 7.7264 2021-06-08 06:47:58,578 - mmaction - INFO - Epoch [38][120/1345] lr: 1.000e-03, eta: 5:09:10, time: 0.550, data_time: 0.002, memory: 7129, top1_acc: 0.6344, top5_acc: 0.8570, loss_cls: 1.4160, loss: 1.4160, grad_norm: 8.1736 2021-06-08 06:48:09,380 - mmaction - INFO - Epoch [38][140/1345] lr: 1.000e-03, eta: 5:08:45, time: 0.540, data_time: 0.001, memory: 7129, top1_acc: 0.6336, top5_acc: 0.8641, loss_cls: 1.4414, loss: 1.4414, grad_norm: 7.9695 2021-06-08 06:48:20,689 - mmaction - INFO - Epoch [38][160/1345] lr: 1.000e-03, eta: 5:08:20, time: 0.563, data_time: 0.001, memory: 7129, top1_acc: 0.6500, top5_acc: 0.8781, loss_cls: 1.3152, loss: 1.3152, grad_norm: 7.8169 2021-06-08 06:48:32,440 - mmaction - INFO - Epoch [38][180/1345] lr: 1.000e-03, eta: 5:07:56, time: 0.589, data_time: 0.004, memory: 7129, top1_acc: 0.6484, top5_acc: 0.8797, loss_cls: 1.3202, loss: 1.3202, grad_norm: 7.6876 2021-06-08 06:48:45,126 - mmaction - INFO - Epoch [38][200/1345] lr: 1.000e-03, eta: 5:07:31, time: 0.635, data_time: 0.002, memory: 7129, top1_acc: 0.6523, top5_acc: 0.8781, loss_cls: 1.3362, loss: 1.3362, grad_norm: 8.0217 2021-06-08 06:48:57,218 - mmaction - INFO - Epoch [38][220/1345] lr: 1.000e-03, eta: 5:07:07, time: 0.605, data_time: 0.002, memory: 7129, top1_acc: 0.6383, top5_acc: 0.8500, loss_cls: 1.4310, loss: 1.4310, grad_norm: 8.0243 2021-06-08 06:49:10,764 - mmaction - INFO - Epoch [38][240/1345] lr: 1.000e-03, eta: 5:06:43, time: 0.678, data_time: 0.002, memory: 7129, top1_acc: 0.6641, top5_acc: 0.8758, loss_cls: 1.3095, loss: 1.3095, grad_norm: 7.9168 2021-06-08 06:49:23,563 - mmaction - INFO - Epoch [38][260/1345] lr: 1.000e-03, eta: 5:06:18, time: 0.640, data_time: 0.001, memory: 7129, top1_acc: 0.6328, top5_acc: 0.8766, loss_cls: 1.4026, loss: 1.4026, grad_norm: 7.9621 2021-06-08 06:49:37,501 - mmaction - INFO - Epoch [38][280/1345] lr: 1.000e-03, eta: 5:05:55, time: 0.695, data_time: 0.001, memory: 7129, top1_acc: 0.6586, top5_acc: 0.8602, loss_cls: 1.4309, loss: 1.4309, grad_norm: 8.0209 2021-06-08 06:49:52,003 - mmaction - INFO - Epoch [38][300/1345] lr: 1.000e-03, eta: 5:05:31, time: 0.727, data_time: 0.003, memory: 7129, top1_acc: 0.6625, top5_acc: 0.8781, loss_cls: 1.3493, loss: 1.3493, grad_norm: 7.9486 2021-06-08 06:50:04,680 - mmaction - INFO - Epoch [38][320/1345] lr: 1.000e-03, eta: 5:05:07, time: 0.633, data_time: 0.004, memory: 7129, top1_acc: 0.6188, top5_acc: 0.8648, loss_cls: 1.4405, loss: 1.4405, grad_norm: 8.4159 2021-06-08 06:50:19,710 - mmaction - INFO - Epoch [38][340/1345] lr: 1.000e-03, eta: 5:04:43, time: 0.753, data_time: 0.004, memory: 7129, top1_acc: 0.6195, top5_acc: 0.8508, loss_cls: 1.4390, loss: 1.4390, grad_norm: 8.3161 2021-06-08 06:50:32,977 - mmaction - INFO - Epoch [38][360/1345] lr: 1.000e-03, eta: 5:04:19, time: 0.663, data_time: 0.001, memory: 7129, top1_acc: 0.6469, top5_acc: 0.8656, loss_cls: 1.3818, loss: 1.3818, grad_norm: 7.7714 2021-06-08 06:50:48,523 - mmaction - INFO - Epoch [38][380/1345] lr: 1.000e-03, eta: 5:03:56, time: 0.777, data_time: 0.002, memory: 7129, top1_acc: 0.6281, top5_acc: 0.8602, loss_cls: 1.4547, loss: 1.4547, grad_norm: 8.4705 2021-06-08 06:51:03,220 - mmaction - INFO - Epoch [38][400/1345] lr: 1.000e-03, eta: 5:03:32, time: 0.736, data_time: 0.002, memory: 7129, top1_acc: 0.6312, top5_acc: 0.8773, loss_cls: 1.3895, loss: 1.3895, grad_norm: 8.0335 2021-06-08 06:51:17,039 - mmaction - INFO - Epoch [38][420/1345] lr: 1.000e-03, eta: 5:03:08, time: 0.691, data_time: 0.001, memory: 7129, top1_acc: 0.6547, top5_acc: 0.8695, loss_cls: 1.3581, loss: 1.3581, grad_norm: 7.9335 2021-06-08 06:51:33,389 - mmaction - INFO - Epoch [38][440/1345] lr: 1.000e-03, eta: 5:02:45, time: 0.817, data_time: 0.001, memory: 7129, top1_acc: 0.6648, top5_acc: 0.8656, loss_cls: 1.3330, loss: 1.3330, grad_norm: 7.7244 2021-06-08 06:51:48,355 - mmaction - INFO - Epoch [38][460/1345] lr: 1.000e-03, eta: 5:02:22, time: 0.747, data_time: 0.001, memory: 7129, top1_acc: 0.6367, top5_acc: 0.8750, loss_cls: 1.3830, loss: 1.3830, grad_norm: 8.3226 2021-06-08 06:52:03,239 - mmaction - INFO - Epoch [38][480/1345] lr: 1.000e-03, eta: 5:01:58, time: 0.745, data_time: 0.003, memory: 7129, top1_acc: 0.6477, top5_acc: 0.8695, loss_cls: 1.3450, loss: 1.3450, grad_norm: 8.1259 2021-06-08 06:52:19,700 - mmaction - INFO - Epoch [38][500/1345] lr: 1.000e-03, eta: 5:01:35, time: 0.824, data_time: 0.002, memory: 7129, top1_acc: 0.6266, top5_acc: 0.8797, loss_cls: 1.3619, loss: 1.3619, grad_norm: 8.0960 2021-06-08 06:52:35,559 - mmaction - INFO - Epoch [38][520/1345] lr: 1.000e-03, eta: 5:01:12, time: 0.793, data_time: 0.001, memory: 7129, top1_acc: 0.6398, top5_acc: 0.8688, loss_cls: 1.4052, loss: 1.4052, grad_norm: 8.1035 2021-06-08 06:52:51,143 - mmaction - INFO - Epoch [38][540/1345] lr: 1.000e-03, eta: 5:00:49, time: 0.779, data_time: 0.002, memory: 7129, top1_acc: 0.6539, top5_acc: 0.8734, loss_cls: 1.3611, loss: 1.3611, grad_norm: 8.1523 2021-06-08 06:53:06,708 - mmaction - INFO - Epoch [38][560/1345] lr: 1.000e-03, eta: 5:00:26, time: 0.778, data_time: 0.001, memory: 7129, top1_acc: 0.6383, top5_acc: 0.8648, loss_cls: 1.4133, loss: 1.4133, grad_norm: 8.0386 2021-06-08 06:53:21,962 - mmaction - INFO - Epoch [38][580/1345] lr: 1.000e-03, eta: 5:00:02, time: 0.762, data_time: 0.002, memory: 7129, top1_acc: 0.6398, top5_acc: 0.8688, loss_cls: 1.3676, loss: 1.3676, grad_norm: 8.1163 2021-06-08 06:53:36,862 - mmaction - INFO - Epoch [38][600/1345] lr: 1.000e-03, eta: 4:59:39, time: 0.746, data_time: 0.001, memory: 7129, top1_acc: 0.6375, top5_acc: 0.8656, loss_cls: 1.3821, loss: 1.3821, grad_norm: 8.2243 2021-06-08 06:53:52,393 - mmaction - INFO - Epoch [38][620/1345] lr: 1.000e-03, eta: 4:59:16, time: 0.776, data_time: 0.001, memory: 7129, top1_acc: 0.6523, top5_acc: 0.8766, loss_cls: 1.3675, loss: 1.3675, grad_norm: 8.1389 2021-06-08 06:54:09,745 - mmaction - INFO - Epoch [38][640/1345] lr: 1.000e-03, eta: 4:58:53, time: 0.868, data_time: 0.001, memory: 7129, top1_acc: 0.6328, top5_acc: 0.8609, loss_cls: 1.4065, loss: 1.4065, grad_norm: 8.3671 2021-06-08 06:54:26,971 - mmaction - INFO - Epoch [38][660/1345] lr: 1.000e-03, eta: 4:58:30, time: 0.861, data_time: 0.002, memory: 7129, top1_acc: 0.6344, top5_acc: 0.8586, loss_cls: 1.4372, loss: 1.4372, grad_norm: 8.3581 2021-06-08 06:54:41,707 - mmaction - INFO - Epoch [38][680/1345] lr: 1.000e-03, eta: 4:58:07, time: 0.737, data_time: 0.001, memory: 7129, top1_acc: 0.6453, top5_acc: 0.8703, loss_cls: 1.3620, loss: 1.3620, grad_norm: 8.1094 2021-06-08 06:54:58,331 - mmaction - INFO - Epoch [38][700/1345] lr: 1.000e-03, eta: 4:57:44, time: 0.831, data_time: 0.001, memory: 7129, top1_acc: 0.6250, top5_acc: 0.8484, loss_cls: 1.4603, loss: 1.4603, grad_norm: 8.3962 2021-06-08 06:55:13,495 - mmaction - INFO - Epoch [38][720/1345] lr: 1.000e-03, eta: 4:57:21, time: 0.758, data_time: 0.001, memory: 7129, top1_acc: 0.6359, top5_acc: 0.8656, loss_cls: 1.3741, loss: 1.3741, grad_norm: 8.0491 2021-06-08 06:55:30,674 - mmaction - INFO - Epoch [38][740/1345] lr: 1.000e-03, eta: 4:56:58, time: 0.859, data_time: 0.001, memory: 7129, top1_acc: 0.6234, top5_acc: 0.8594, loss_cls: 1.4330, loss: 1.4330, grad_norm: 8.3481 2021-06-08 06:55:47,319 - mmaction - INFO - Epoch [38][760/1345] lr: 1.000e-03, eta: 4:56:35, time: 0.832, data_time: 0.001, memory: 7129, top1_acc: 0.6469, top5_acc: 0.8672, loss_cls: 1.3797, loss: 1.3797, grad_norm: 7.8866 2021-06-08 06:56:00,964 - mmaction - INFO - Epoch [38][780/1345] lr: 1.000e-03, eta: 4:56:12, time: 0.682, data_time: 0.001, memory: 7129, top1_acc: 0.6398, top5_acc: 0.8648, loss_cls: 1.3910, loss: 1.3910, grad_norm: 8.3145 2021-06-08 06:56:17,068 - mmaction - INFO - Epoch [38][800/1345] lr: 1.000e-03, eta: 4:55:49, time: 0.805, data_time: 0.002, memory: 7129, top1_acc: 0.6281, top5_acc: 0.8648, loss_cls: 1.4601, loss: 1.4601, grad_norm: 8.4437 2021-06-08 06:56:34,171 - mmaction - INFO - Epoch [38][820/1345] lr: 1.000e-03, eta: 4:55:26, time: 0.856, data_time: 0.002, memory: 7129, top1_acc: 0.6391, top5_acc: 0.8477, loss_cls: 1.4471, loss: 1.4471, grad_norm: 8.2065 2021-06-08 06:56:48,818 - mmaction - INFO - Epoch [38][840/1345] lr: 1.000e-03, eta: 4:55:02, time: 0.733, data_time: 0.001, memory: 7129, top1_acc: 0.6273, top5_acc: 0.8695, loss_cls: 1.4011, loss: 1.4011, grad_norm: 8.4482 2021-06-08 06:57:04,653 - mmaction - INFO - Epoch [38][860/1345] lr: 1.000e-03, eta: 4:54:39, time: 0.791, data_time: 0.001, memory: 7129, top1_acc: 0.6133, top5_acc: 0.8586, loss_cls: 1.4591, loss: 1.4591, grad_norm: 8.4702 2021-06-08 06:57:20,391 - mmaction - INFO - Epoch [38][880/1345] lr: 1.000e-03, eta: 4:54:16, time: 0.786, data_time: 0.001, memory: 7129, top1_acc: 0.6367, top5_acc: 0.8570, loss_cls: 1.4068, loss: 1.4068, grad_norm: 8.0336 2021-06-08 06:57:36,688 - mmaction - INFO - Epoch [38][900/1345] lr: 1.000e-03, eta: 4:53:53, time: 0.816, data_time: 0.002, memory: 7129, top1_acc: 0.6289, top5_acc: 0.8594, loss_cls: 1.4466, loss: 1.4466, grad_norm: 8.4063 2021-06-08 06:57:53,980 - mmaction - INFO - Epoch [38][920/1345] lr: 1.000e-03, eta: 4:53:31, time: 0.865, data_time: 0.001, memory: 7129, top1_acc: 0.6297, top5_acc: 0.8586, loss_cls: 1.4172, loss: 1.4172, grad_norm: 7.9603 2021-06-08 06:58:09,428 - mmaction - INFO - Epoch [38][940/1345] lr: 1.000e-03, eta: 4:53:08, time: 0.772, data_time: 0.001, memory: 7129, top1_acc: 0.6648, top5_acc: 0.8773, loss_cls: 1.3281, loss: 1.3281, grad_norm: 8.0421 2021-06-08 06:58:25,233 - mmaction - INFO - Epoch [38][960/1345] lr: 1.000e-03, eta: 4:52:45, time: 0.790, data_time: 0.001, memory: 7129, top1_acc: 0.6234, top5_acc: 0.8594, loss_cls: 1.4399, loss: 1.4399, grad_norm: 8.4655 2021-06-08 06:58:41,481 - mmaction - INFO - Epoch [38][980/1345] lr: 1.000e-03, eta: 4:52:22, time: 0.813, data_time: 0.001, memory: 7129, top1_acc: 0.6461, top5_acc: 0.8672, loss_cls: 1.3664, loss: 1.3664, grad_norm: 8.1813 2021-06-08 06:58:56,060 - mmaction - INFO - Epoch [38][1000/1345] lr: 1.000e-03, eta: 4:51:58, time: 0.729, data_time: 0.001, memory: 7129, top1_acc: 0.6484, top5_acc: 0.8773, loss_cls: 1.3343, loss: 1.3343, grad_norm: 8.0311 2021-06-08 06:59:11,601 - mmaction - INFO - Epoch [38][1020/1345] lr: 1.000e-03, eta: 4:51:35, time: 0.777, data_time: 0.001, memory: 7129, top1_acc: 0.6445, top5_acc: 0.8766, loss_cls: 1.3265, loss: 1.3265, grad_norm: 8.1824 2021-06-08 06:59:27,146 - mmaction - INFO - Epoch [38][1040/1345] lr: 1.000e-03, eta: 4:51:12, time: 0.778, data_time: 0.001, memory: 7129, top1_acc: 0.6141, top5_acc: 0.8586, loss_cls: 1.4434, loss: 1.4434, grad_norm: 8.5062 2021-06-08 06:59:42,934 - mmaction - INFO - Epoch [38][1060/1345] lr: 1.000e-03, eta: 4:50:49, time: 0.789, data_time: 0.001, memory: 7129, top1_acc: 0.6523, top5_acc: 0.8734, loss_cls: 1.3360, loss: 1.3360, grad_norm: 8.0745 2021-06-08 06:59:59,224 - mmaction - INFO - Epoch [38][1080/1345] lr: 1.000e-03, eta: 4:50:26, time: 0.814, data_time: 0.001, memory: 7129, top1_acc: 0.6664, top5_acc: 0.8711, loss_cls: 1.3666, loss: 1.3666, grad_norm: 8.1835 2021-06-08 07:00:16,112 - mmaction - INFO - Epoch [38][1100/1345] lr: 1.000e-03, eta: 4:50:04, time: 0.844, data_time: 0.001, memory: 7129, top1_acc: 0.6484, top5_acc: 0.8773, loss_cls: 1.3199, loss: 1.3199, grad_norm: 7.9822 2021-06-08 07:00:30,931 - mmaction - INFO - Epoch [38][1120/1345] lr: 1.000e-03, eta: 4:49:40, time: 0.741, data_time: 0.001, memory: 7129, top1_acc: 0.6367, top5_acc: 0.8531, loss_cls: 1.4381, loss: 1.4381, grad_norm: 8.3478 2021-06-08 07:00:45,924 - mmaction - INFO - Epoch [38][1140/1345] lr: 1.000e-03, eta: 4:49:17, time: 0.750, data_time: 0.001, memory: 7129, top1_acc: 0.6414, top5_acc: 0.8617, loss_cls: 1.4018, loss: 1.4018, grad_norm: 8.1899 2021-06-08 07:01:02,093 - mmaction - INFO - Epoch [38][1160/1345] lr: 1.000e-03, eta: 4:48:54, time: 0.808, data_time: 0.001, memory: 7129, top1_acc: 0.6477, top5_acc: 0.8680, loss_cls: 1.3659, loss: 1.3659, grad_norm: 8.5487 2021-06-08 07:01:16,741 - mmaction - INFO - Epoch [38][1180/1345] lr: 1.000e-03, eta: 4:48:31, time: 0.733, data_time: 0.002, memory: 7129, top1_acc: 0.6352, top5_acc: 0.8820, loss_cls: 1.3550, loss: 1.3550, grad_norm: 8.3805 2021-06-08 07:01:32,740 - mmaction - INFO - Epoch [38][1200/1345] lr: 1.000e-03, eta: 4:48:08, time: 0.800, data_time: 0.001, memory: 7129, top1_acc: 0.6156, top5_acc: 0.8516, loss_cls: 1.4691, loss: 1.4691, grad_norm: 8.4576 2021-06-08 07:01:48,897 - mmaction - INFO - Epoch [38][1220/1345] lr: 1.000e-03, eta: 4:47:45, time: 0.807, data_time: 0.002, memory: 7129, top1_acc: 0.6367, top5_acc: 0.8531, loss_cls: 1.4155, loss: 1.4155, grad_norm: 8.2428 2021-06-08 07:02:03,939 - mmaction - INFO - Epoch [38][1240/1345] lr: 1.000e-03, eta: 4:47:22, time: 0.752, data_time: 0.002, memory: 7129, top1_acc: 0.6430, top5_acc: 0.8711, loss_cls: 1.3957, loss: 1.3957, grad_norm: 8.2899 2021-06-08 07:02:17,638 - mmaction - INFO - Epoch [38][1260/1345] lr: 1.000e-03, eta: 4:46:58, time: 0.685, data_time: 0.002, memory: 7129, top1_acc: 0.6555, top5_acc: 0.8734, loss_cls: 1.3647, loss: 1.3647, grad_norm: 8.2859 2021-06-08 07:02:33,129 - mmaction - INFO - Epoch [38][1280/1345] lr: 1.000e-03, eta: 4:46:35, time: 0.775, data_time: 0.002, memory: 7129, top1_acc: 0.6570, top5_acc: 0.8766, loss_cls: 1.3391, loss: 1.3391, grad_norm: 8.1720 2021-06-08 07:02:47,394 - mmaction - INFO - Epoch [38][1300/1345] lr: 1.000e-03, eta: 4:46:12, time: 0.714, data_time: 0.002, memory: 7129, top1_acc: 0.6500, top5_acc: 0.8734, loss_cls: 1.3684, loss: 1.3684, grad_norm: 8.1919 2021-06-08 07:03:02,895 - mmaction - INFO - Epoch [38][1320/1345] lr: 1.000e-03, eta: 4:45:49, time: 0.775, data_time: 0.002, memory: 7129, top1_acc: 0.6461, top5_acc: 0.8773, loss_cls: 1.3412, loss: 1.3412, grad_norm: 8.3819 2021-06-08 07:03:17,644 - mmaction - INFO - Epoch [38][1340/1345] lr: 1.000e-03, eta: 4:45:26, time: 0.737, data_time: 0.002, memory: 7129, top1_acc: 0.6492, top5_acc: 0.8648, loss_cls: 1.3775, loss: 1.3775, grad_norm: 8.7352 2021-06-08 07:03:25,780 - mmaction - INFO - Saving checkpoint at 38 epochs 2021-06-08 07:10:59,797 - mmaction - INFO - Epoch [39][20/1345] lr: 1.000e-03, eta: 4:47:13, time: 22.650, data_time: 21.989, memory: 7129, top1_acc: 0.6438, top5_acc: 0.8734, loss_cls: 1.3537, loss: 1.3537, grad_norm: 8.2333 2021-06-08 07:11:10,425 - mmaction - INFO - Epoch [39][40/1345] lr: 1.000e-03, eta: 4:46:49, time: 0.531, data_time: 0.003, memory: 7129, top1_acc: 0.6461, top5_acc: 0.8688, loss_cls: 1.3520, loss: 1.3520, grad_norm: 8.2915 2021-06-08 07:11:21,150 - mmaction - INFO - Epoch [39][60/1345] lr: 1.000e-03, eta: 4:46:24, time: 0.537, data_time: 0.002, memory: 7129, top1_acc: 0.6461, top5_acc: 0.8750, loss_cls: 1.3580, loss: 1.3580, grad_norm: 8.5569 2021-06-08 07:11:31,996 - mmaction - INFO - Epoch [39][80/1345] lr: 1.000e-03, eta: 4:45:59, time: 0.541, data_time: 0.001, memory: 7129, top1_acc: 0.6516, top5_acc: 0.8688, loss_cls: 1.4160, loss: 1.4160, grad_norm: 8.4350 2021-06-08 07:11:42,879 - mmaction - INFO - Epoch [39][100/1345] lr: 1.000e-03, eta: 4:45:35, time: 0.544, data_time: 0.002, memory: 7129, top1_acc: 0.6523, top5_acc: 0.8711, loss_cls: 1.3551, loss: 1.3551, grad_norm: 7.9650 2021-06-08 07:11:53,886 - mmaction - INFO - Epoch [39][120/1345] lr: 1.000e-03, eta: 4:45:10, time: 0.550, data_time: 0.002, memory: 7129, top1_acc: 0.6398, top5_acc: 0.8602, loss_cls: 1.4056, loss: 1.4056, grad_norm: 8.2505 2021-06-08 07:12:04,675 - mmaction - INFO - Epoch [39][140/1345] lr: 1.000e-03, eta: 4:44:45, time: 0.540, data_time: 0.001, memory: 7129, top1_acc: 0.6477, top5_acc: 0.8680, loss_cls: 1.3878, loss: 1.3878, grad_norm: 8.2931 2021-06-08 07:12:15,657 - mmaction - INFO - Epoch [39][160/1345] lr: 1.000e-03, eta: 4:44:21, time: 0.549, data_time: 0.002, memory: 7129, top1_acc: 0.6523, top5_acc: 0.8734, loss_cls: 1.3720, loss: 1.3720, grad_norm: 8.4621 2021-06-08 07:12:26,544 - mmaction - INFO - Epoch [39][180/1345] lr: 1.000e-03, eta: 4:43:56, time: 0.545, data_time: 0.001, memory: 7129, top1_acc: 0.6656, top5_acc: 0.8773, loss_cls: 1.3144, loss: 1.3144, grad_norm: 8.1940 2021-06-08 07:12:37,744 - mmaction - INFO - Epoch [39][200/1345] lr: 1.000e-03, eta: 4:43:32, time: 0.559, data_time: 0.001, memory: 7129, top1_acc: 0.6172, top5_acc: 0.8773, loss_cls: 1.4073, loss: 1.4073, grad_norm: 8.6911 2021-06-08 07:12:49,673 - mmaction - INFO - Epoch [39][220/1345] lr: 1.000e-03, eta: 4:43:07, time: 0.597, data_time: 0.002, memory: 7129, top1_acc: 0.6641, top5_acc: 0.8820, loss_cls: 1.2591, loss: 1.2591, grad_norm: 8.0432 2021-06-08 07:13:04,836 - mmaction - INFO - Epoch [39][240/1345] lr: 1.000e-03, eta: 4:42:44, time: 0.758, data_time: 0.001, memory: 7129, top1_acc: 0.6273, top5_acc: 0.8664, loss_cls: 1.4275, loss: 1.4275, grad_norm: 8.6479 2021-06-08 07:13:17,674 - mmaction - INFO - Epoch [39][260/1345] lr: 1.000e-03, eta: 4:42:20, time: 0.642, data_time: 0.002, memory: 7129, top1_acc: 0.6367, top5_acc: 0.8727, loss_cls: 1.3631, loss: 1.3631, grad_norm: 8.2119 2021-06-08 07:13:29,904 - mmaction - INFO - Epoch [39][280/1345] lr: 1.000e-03, eta: 4:41:56, time: 0.611, data_time: 0.002, memory: 7129, top1_acc: 0.6344, top5_acc: 0.8625, loss_cls: 1.4007, loss: 1.4007, grad_norm: 8.4736 2021-06-08 07:13:44,099 - mmaction - INFO - Epoch [39][300/1345] lr: 1.000e-03, eta: 4:41:33, time: 0.710, data_time: 0.002, memory: 7129, top1_acc: 0.6297, top5_acc: 0.8523, loss_cls: 1.4495, loss: 1.4495, grad_norm: 8.6540 2021-06-08 07:13:58,101 - mmaction - INFO - Epoch [39][320/1345] lr: 1.000e-03, eta: 4:41:09, time: 0.700, data_time: 0.002, memory: 7129, top1_acc: 0.6547, top5_acc: 0.8836, loss_cls: 1.3000, loss: 1.3000, grad_norm: 8.3762 2021-06-08 07:14:12,957 - mmaction - INFO - Epoch [39][340/1345] lr: 1.000e-03, eta: 4:40:46, time: 0.741, data_time: 0.002, memory: 7129, top1_acc: 0.6453, top5_acc: 0.8609, loss_cls: 1.3813, loss: 1.3813, grad_norm: 8.4029 2021-06-08 07:14:29,179 - mmaction - INFO - Epoch [39][360/1345] lr: 1.000e-03, eta: 4:40:23, time: 0.813, data_time: 0.003, memory: 7129, top1_acc: 0.6477, top5_acc: 0.8617, loss_cls: 1.3613, loss: 1.3613, grad_norm: 8.2325 2021-06-08 07:14:43,712 - mmaction - INFO - Epoch [39][380/1345] lr: 1.000e-03, eta: 4:39:59, time: 0.726, data_time: 0.001, memory: 7129, top1_acc: 0.6633, top5_acc: 0.8727, loss_cls: 1.3564, loss: 1.3564, grad_norm: 8.1998 2021-06-08 07:14:58,309 - mmaction - INFO - Epoch [39][400/1345] lr: 1.000e-03, eta: 4:39:36, time: 0.730, data_time: 0.001, memory: 7129, top1_acc: 0.6312, top5_acc: 0.8625, loss_cls: 1.4000, loss: 1.4000, grad_norm: 8.3866 2021-06-08 07:15:12,312 - mmaction - INFO - Epoch [39][420/1345] lr: 1.000e-03, eta: 4:39:12, time: 0.700, data_time: 0.001, memory: 7129, top1_acc: 0.6680, top5_acc: 0.8672, loss_cls: 1.3029, loss: 1.3029, grad_norm: 8.1647 2021-06-08 07:15:28,310 - mmaction - INFO - Epoch [39][440/1345] lr: 1.000e-03, eta: 4:38:49, time: 0.800, data_time: 0.002, memory: 7129, top1_acc: 0.6367, top5_acc: 0.8664, loss_cls: 1.3647, loss: 1.3647, grad_norm: 8.2017 2021-06-08 07:15:42,371 - mmaction - INFO - Epoch [39][460/1345] lr: 1.000e-03, eta: 4:38:26, time: 0.703, data_time: 0.001, memory: 7129, top1_acc: 0.6484, top5_acc: 0.8734, loss_cls: 1.3570, loss: 1.3570, grad_norm: 8.3558 2021-06-08 07:15:58,086 - mmaction - INFO - Epoch [39][480/1345] lr: 1.000e-03, eta: 4:38:03, time: 0.786, data_time: 0.001, memory: 7129, top1_acc: 0.6430, top5_acc: 0.8711, loss_cls: 1.3607, loss: 1.3607, grad_norm: 8.6111 2021-06-08 07:16:13,516 - mmaction - INFO - Epoch [39][500/1345] lr: 1.000e-03, eta: 4:37:40, time: 0.771, data_time: 0.001, memory: 7129, top1_acc: 0.6469, top5_acc: 0.8781, loss_cls: 1.3072, loss: 1.3072, grad_norm: 8.4375 2021-06-08 07:16:28,727 - mmaction - INFO - Epoch [39][520/1345] lr: 1.000e-03, eta: 4:37:17, time: 0.761, data_time: 0.001, memory: 7129, top1_acc: 0.6531, top5_acc: 0.8680, loss_cls: 1.3818, loss: 1.3818, grad_norm: 8.2106 2021-06-08 07:16:44,036 - mmaction - INFO - Epoch [39][540/1345] lr: 1.000e-03, eta: 4:36:54, time: 0.765, data_time: 0.001, memory: 7129, top1_acc: 0.6484, top5_acc: 0.8680, loss_cls: 1.3347, loss: 1.3347, grad_norm: 8.2313 2021-06-08 07:16:59,442 - mmaction - INFO - Epoch [39][560/1345] lr: 1.000e-03, eta: 4:36:31, time: 0.770, data_time: 0.002, memory: 7129, top1_acc: 0.6359, top5_acc: 0.8719, loss_cls: 1.3521, loss: 1.3521, grad_norm: 8.4273 2021-06-08 07:17:15,615 - mmaction - INFO - Epoch [39][580/1345] lr: 1.000e-03, eta: 4:36:08, time: 0.809, data_time: 0.001, memory: 7129, top1_acc: 0.6359, top5_acc: 0.8750, loss_cls: 1.3971, loss: 1.3971, grad_norm: 8.7232 2021-06-08 07:17:30,970 - mmaction - INFO - Epoch [39][600/1345] lr: 1.000e-03, eta: 4:35:45, time: 0.768, data_time: 0.002, memory: 7129, top1_acc: 0.6430, top5_acc: 0.8641, loss_cls: 1.3697, loss: 1.3697, grad_norm: 8.2714 2021-06-08 07:17:45,631 - mmaction - INFO - Epoch [39][620/1345] lr: 1.000e-03, eta: 4:35:21, time: 0.732, data_time: 0.003, memory: 7129, top1_acc: 0.6648, top5_acc: 0.8844, loss_cls: 1.3101, loss: 1.3101, grad_norm: 8.3660 2021-06-08 07:18:01,893 - mmaction - INFO - Epoch [39][640/1345] lr: 1.000e-03, eta: 4:34:59, time: 0.813, data_time: 0.001, memory: 7129, top1_acc: 0.6328, top5_acc: 0.8602, loss_cls: 1.4166, loss: 1.4166, grad_norm: 8.7909 2021-06-08 07:18:17,553 - mmaction - INFO - Epoch [39][660/1345] lr: 1.000e-03, eta: 4:34:36, time: 0.783, data_time: 0.001, memory: 7129, top1_acc: 0.6516, top5_acc: 0.8656, loss_cls: 1.3589, loss: 1.3589, grad_norm: 8.6189 2021-06-08 07:18:32,395 - mmaction - INFO - Epoch [39][680/1345] lr: 1.000e-03, eta: 4:34:12, time: 0.742, data_time: 0.001, memory: 7129, top1_acc: 0.6359, top5_acc: 0.8695, loss_cls: 1.3967, loss: 1.3967, grad_norm: 8.5795 2021-06-08 07:18:47,784 - mmaction - INFO - Epoch [39][700/1345] lr: 1.000e-03, eta: 4:33:49, time: 0.769, data_time: 0.001, memory: 7129, top1_acc: 0.6234, top5_acc: 0.8586, loss_cls: 1.4426, loss: 1.4426, grad_norm: 8.4783 2021-06-08 07:19:03,711 - mmaction - INFO - Epoch [39][720/1345] lr: 1.000e-03, eta: 4:33:26, time: 0.796, data_time: 0.001, memory: 7129, top1_acc: 0.6250, top5_acc: 0.8711, loss_cls: 1.3907, loss: 1.3907, grad_norm: 8.2973 2021-06-08 07:19:18,847 - mmaction - INFO - Epoch [39][740/1345] lr: 1.000e-03, eta: 4:33:03, time: 0.757, data_time: 0.001, memory: 7129, top1_acc: 0.6547, top5_acc: 0.8617, loss_cls: 1.3554, loss: 1.3554, grad_norm: 8.2187 2021-06-08 07:19:34,646 - mmaction - INFO - Epoch [39][760/1345] lr: 1.000e-03, eta: 4:32:40, time: 0.790, data_time: 0.001, memory: 7129, top1_acc: 0.6461, top5_acc: 0.8789, loss_cls: 1.3516, loss: 1.3516, grad_norm: 8.2641 2021-06-08 07:19:52,111 - mmaction - INFO - Epoch [39][780/1345] lr: 1.000e-03, eta: 4:32:18, time: 0.873, data_time: 0.001, memory: 7129, top1_acc: 0.6336, top5_acc: 0.8742, loss_cls: 1.3778, loss: 1.3778, grad_norm: 8.6773 2021-06-08 07:20:07,317 - mmaction - INFO - Epoch [39][800/1345] lr: 1.000e-03, eta: 4:31:55, time: 0.760, data_time: 0.001, memory: 7129, top1_acc: 0.6477, top5_acc: 0.8828, loss_cls: 1.3090, loss: 1.3090, grad_norm: 8.4857 2021-06-08 07:20:21,803 - mmaction - INFO - Epoch [39][820/1345] lr: 1.000e-03, eta: 4:31:32, time: 0.724, data_time: 0.002, memory: 7129, top1_acc: 0.6680, top5_acc: 0.8703, loss_cls: 1.3490, loss: 1.3490, grad_norm: 8.5650 2021-06-08 07:20:37,026 - mmaction - INFO - Epoch [39][840/1345] lr: 1.000e-03, eta: 4:31:09, time: 0.762, data_time: 0.002, memory: 7129, top1_acc: 0.6438, top5_acc: 0.8766, loss_cls: 1.3536, loss: 1.3536, grad_norm: 8.4238 2021-06-08 07:20:53,086 - mmaction - INFO - Epoch [39][860/1345] lr: 1.000e-03, eta: 4:30:46, time: 0.803, data_time: 0.002, memory: 7129, top1_acc: 0.6297, top5_acc: 0.8648, loss_cls: 1.4281, loss: 1.4281, grad_norm: 8.6021 2021-06-08 07:21:08,411 - mmaction - INFO - Epoch [39][880/1345] lr: 1.000e-03, eta: 4:30:23, time: 0.766, data_time: 0.001, memory: 7129, top1_acc: 0.6367, top5_acc: 0.8680, loss_cls: 1.3792, loss: 1.3792, grad_norm: 8.3212 2021-06-08 07:21:25,350 - mmaction - INFO - Epoch [39][900/1345] lr: 1.000e-03, eta: 4:30:00, time: 0.847, data_time: 0.001, memory: 7129, top1_acc: 0.6414, top5_acc: 0.8680, loss_cls: 1.3775, loss: 1.3775, grad_norm: 8.3794 2021-06-08 07:21:39,682 - mmaction - INFO - Epoch [39][920/1345] lr: 1.000e-03, eta: 4:29:37, time: 0.716, data_time: 0.001, memory: 7129, top1_acc: 0.6328, top5_acc: 0.8727, loss_cls: 1.3863, loss: 1.3863, grad_norm: 8.3602 2021-06-08 07:21:57,212 - mmaction - INFO - Epoch [39][940/1345] lr: 1.000e-03, eta: 4:29:15, time: 0.876, data_time: 0.001, memory: 7129, top1_acc: 0.6344, top5_acc: 0.8609, loss_cls: 1.4087, loss: 1.4087, grad_norm: 8.7142 2021-06-08 07:22:11,598 - mmaction - INFO - Epoch [39][960/1345] lr: 1.000e-03, eta: 4:28:51, time: 0.719, data_time: 0.001, memory: 7129, top1_acc: 0.6547, top5_acc: 0.8875, loss_cls: 1.2702, loss: 1.2702, grad_norm: 8.2112 2021-06-08 07:22:26,641 - mmaction - INFO - Epoch [39][980/1345] lr: 1.000e-03, eta: 4:28:28, time: 0.752, data_time: 0.001, memory: 7129, top1_acc: 0.6648, top5_acc: 0.8812, loss_cls: 1.3323, loss: 1.3323, grad_norm: 8.3102 2021-06-08 07:22:42,886 - mmaction - INFO - Epoch [39][1000/1345] lr: 1.000e-03, eta: 4:28:06, time: 0.812, data_time: 0.001, memory: 7129, top1_acc: 0.6312, top5_acc: 0.8781, loss_cls: 1.3983, loss: 1.3983, grad_norm: 8.5457 2021-06-08 07:23:00,070 - mmaction - INFO - Epoch [39][1020/1345] lr: 1.000e-03, eta: 4:27:43, time: 0.859, data_time: 0.002, memory: 7129, top1_acc: 0.6414, top5_acc: 0.8688, loss_cls: 1.3739, loss: 1.3739, grad_norm: 8.3812 2021-06-08 07:23:14,486 - mmaction - INFO - Epoch [39][1040/1345] lr: 1.000e-03, eta: 4:27:20, time: 0.721, data_time: 0.002, memory: 7129, top1_acc: 0.6430, top5_acc: 0.8641, loss_cls: 1.4239, loss: 1.4239, grad_norm: 8.9754 2021-06-08 07:23:31,938 - mmaction - INFO - Epoch [39][1060/1345] lr: 1.000e-03, eta: 4:26:58, time: 0.872, data_time: 0.002, memory: 7129, top1_acc: 0.6484, top5_acc: 0.8695, loss_cls: 1.3608, loss: 1.3608, grad_norm: 8.6150 2021-06-08 07:23:46,470 - mmaction - INFO - Epoch [39][1080/1345] lr: 1.000e-03, eta: 4:26:34, time: 0.728, data_time: 0.002, memory: 7129, top1_acc: 0.6367, top5_acc: 0.8625, loss_cls: 1.3800, loss: 1.3800, grad_norm: 8.4409 2021-06-08 07:24:01,836 - mmaction - INFO - Epoch [39][1100/1345] lr: 1.000e-03, eta: 4:26:12, time: 0.768, data_time: 0.003, memory: 7129, top1_acc: 0.6500, top5_acc: 0.8734, loss_cls: 1.3270, loss: 1.3270, grad_norm: 8.4048 2021-06-08 07:24:17,960 - mmaction - INFO - Epoch [39][1120/1345] lr: 1.000e-03, eta: 4:25:49, time: 0.806, data_time: 0.001, memory: 7129, top1_acc: 0.6430, top5_acc: 0.8750, loss_cls: 1.3515, loss: 1.3515, grad_norm: 8.3375 2021-06-08 07:24:33,129 - mmaction - INFO - Epoch [39][1140/1345] lr: 1.000e-03, eta: 4:25:26, time: 0.758, data_time: 0.001, memory: 7129, top1_acc: 0.6516, top5_acc: 0.8891, loss_cls: 1.2789, loss: 1.2789, grad_norm: 8.2177 2021-06-08 07:24:51,028 - mmaction - INFO - Epoch [39][1160/1345] lr: 1.000e-03, eta: 4:25:04, time: 0.895, data_time: 0.002, memory: 7129, top1_acc: 0.6414, top5_acc: 0.8656, loss_cls: 1.3775, loss: 1.3775, grad_norm: 8.6195 2021-06-08 07:25:06,275 - mmaction - INFO - Epoch [39][1180/1345] lr: 1.000e-03, eta: 4:24:41, time: 0.763, data_time: 0.002, memory: 7129, top1_acc: 0.6523, top5_acc: 0.8867, loss_cls: 1.3222, loss: 1.3222, grad_norm: 8.5645 2021-06-08 07:25:22,278 - mmaction - INFO - Epoch [39][1200/1345] lr: 1.000e-03, eta: 4:24:18, time: 0.800, data_time: 0.001, memory: 7129, top1_acc: 0.6289, top5_acc: 0.8617, loss_cls: 1.3886, loss: 1.3886, grad_norm: 8.8812 2021-06-08 07:25:36,636 - mmaction - INFO - Epoch [39][1220/1345] lr: 1.000e-03, eta: 4:23:55, time: 0.718, data_time: 0.001, memory: 7129, top1_acc: 0.6469, top5_acc: 0.8742, loss_cls: 1.3754, loss: 1.3754, grad_norm: 8.3862 2021-06-08 07:25:51,984 - mmaction - INFO - Epoch [39][1240/1345] lr: 1.000e-03, eta: 4:23:32, time: 0.767, data_time: 0.002, memory: 7129, top1_acc: 0.6477, top5_acc: 0.8727, loss_cls: 1.3358, loss: 1.3358, grad_norm: 8.4867 2021-06-08 07:26:08,804 - mmaction - INFO - Epoch [39][1260/1345] lr: 1.000e-03, eta: 4:23:09, time: 0.841, data_time: 0.001, memory: 7129, top1_acc: 0.6312, top5_acc: 0.8617, loss_cls: 1.3834, loss: 1.3834, grad_norm: 8.4645 2021-06-08 07:26:22,799 - mmaction - INFO - Epoch [39][1280/1345] lr: 1.000e-03, eta: 4:22:46, time: 0.700, data_time: 0.001, memory: 7129, top1_acc: 0.6391, top5_acc: 0.8797, loss_cls: 1.3309, loss: 1.3309, grad_norm: 8.4941 2021-06-08 07:26:39,721 - mmaction - INFO - Epoch [39][1300/1345] lr: 1.000e-03, eta: 4:22:24, time: 0.846, data_time: 0.001, memory: 7129, top1_acc: 0.6453, top5_acc: 0.8789, loss_cls: 1.3225, loss: 1.3225, grad_norm: 8.3853 2021-06-08 07:26:54,785 - mmaction - INFO - Epoch [39][1320/1345] lr: 1.000e-03, eta: 4:22:01, time: 0.753, data_time: 0.001, memory: 7129, top1_acc: 0.6414, top5_acc: 0.8773, loss_cls: 1.3282, loss: 1.3282, grad_norm: 8.5737 2021-06-08 07:27:10,752 - mmaction - INFO - Epoch [39][1340/1345] lr: 1.000e-03, eta: 4:21:38, time: 0.798, data_time: 0.001, memory: 7129, top1_acc: 0.6477, top5_acc: 0.8641, loss_cls: 1.3580, loss: 1.3580, grad_norm: 8.5242 2021-06-08 07:27:19,390 - mmaction - INFO - Saving checkpoint at 39 epochs 2021-06-08 07:34:57,431 - mmaction - INFO - Epoch [40][20/1345] lr: 1.000e-03, eta: 4:23:13, time: 22.852, data_time: 22.175, memory: 7129, top1_acc: 0.6539, top5_acc: 0.8742, loss_cls: 1.3894, loss: 1.3894, grad_norm: 8.8096 2021-06-08 07:35:08,014 - mmaction - INFO - Epoch [40][40/1345] lr: 1.000e-03, eta: 4:22:48, time: 0.530, data_time: 0.004, memory: 7129, top1_acc: 0.6656, top5_acc: 0.8750, loss_cls: 1.2850, loss: 1.2850, grad_norm: 8.0862 2021-06-08 07:35:18,868 - mmaction - INFO - Epoch [40][60/1345] lr: 1.000e-03, eta: 4:22:24, time: 0.543, data_time: 0.002, memory: 7129, top1_acc: 0.6648, top5_acc: 0.8914, loss_cls: 1.2402, loss: 1.2402, grad_norm: 8.1006 2021-06-08 07:35:29,651 - mmaction - INFO - Epoch [40][80/1345] lr: 1.000e-03, eta: 4:22:00, time: 0.539, data_time: 0.002, memory: 7129, top1_acc: 0.6211, top5_acc: 0.8492, loss_cls: 1.4658, loss: 1.4658, grad_norm: 8.7075 2021-06-08 07:35:40,611 - mmaction - INFO - Epoch [40][100/1345] lr: 1.000e-03, eta: 4:21:35, time: 0.547, data_time: 0.002, memory: 7129, top1_acc: 0.6453, top5_acc: 0.8711, loss_cls: 1.3772, loss: 1.3772, grad_norm: 8.6947 2021-06-08 07:35:51,162 - mmaction - INFO - Epoch [40][120/1345] lr: 1.000e-03, eta: 4:21:11, time: 0.529, data_time: 0.003, memory: 7129, top1_acc: 0.6500, top5_acc: 0.8750, loss_cls: 1.3234, loss: 1.3234, grad_norm: 8.4614 2021-06-08 07:36:02,179 - mmaction - INFO - Epoch [40][140/1345] lr: 1.000e-03, eta: 4:20:47, time: 0.551, data_time: 0.001, memory: 7129, top1_acc: 0.6297, top5_acc: 0.8641, loss_cls: 1.3896, loss: 1.3896, grad_norm: 8.8754 2021-06-08 07:36:13,145 - mmaction - INFO - Epoch [40][160/1345] lr: 1.000e-03, eta: 4:20:23, time: 0.548, data_time: 0.001, memory: 7129, top1_acc: 0.6484, top5_acc: 0.8797, loss_cls: 1.3280, loss: 1.3280, grad_norm: 8.5732 2021-06-08 07:36:25,931 - mmaction - INFO - Epoch [40][180/1345] lr: 1.000e-03, eta: 4:19:59, time: 0.638, data_time: 0.001, memory: 7129, top1_acc: 0.6414, top5_acc: 0.8820, loss_cls: 1.3296, loss: 1.3296, grad_norm: 8.8675 2021-06-08 07:36:37,282 - mmaction - INFO - Epoch [40][200/1345] lr: 1.000e-03, eta: 4:19:35, time: 0.568, data_time: 0.002, memory: 7129, top1_acc: 0.6391, top5_acc: 0.8602, loss_cls: 1.3608, loss: 1.3608, grad_norm: 8.8127 2021-06-08 07:36:49,905 - mmaction - INFO - Epoch [40][220/1345] lr: 1.000e-03, eta: 4:19:11, time: 0.632, data_time: 0.002, memory: 7129, top1_acc: 0.6625, top5_acc: 0.8711, loss_cls: 1.3038, loss: 1.3038, grad_norm: 8.4041 2021-06-08 07:37:02,650 - mmaction - INFO - Epoch [40][240/1345] lr: 1.000e-03, eta: 4:18:47, time: 0.637, data_time: 0.001, memory: 7129, top1_acc: 0.6344, top5_acc: 0.8680, loss_cls: 1.3667, loss: 1.3667, grad_norm: 8.8040 2021-06-08 07:37:17,909 - mmaction - INFO - Epoch [40][260/1345] lr: 1.000e-03, eta: 4:18:24, time: 0.763, data_time: 0.001, memory: 7129, top1_acc: 0.6758, top5_acc: 0.8781, loss_cls: 1.2826, loss: 1.2826, grad_norm: 8.5651 2021-06-08 07:37:32,126 - mmaction - INFO - Epoch [40][280/1345] lr: 1.000e-03, eta: 4:18:01, time: 0.711, data_time: 0.002, memory: 7129, top1_acc: 0.6477, top5_acc: 0.8734, loss_cls: 1.3614, loss: 1.3614, grad_norm: 8.5502 2021-06-08 07:37:46,363 - mmaction - INFO - Epoch [40][300/1345] lr: 1.000e-03, eta: 4:17:38, time: 0.712, data_time: 0.001, memory: 7129, top1_acc: 0.6781, top5_acc: 0.8656, loss_cls: 1.3190, loss: 1.3190, grad_norm: 8.2463 2021-06-08 07:38:00,121 - mmaction - INFO - Epoch [40][320/1345] lr: 1.000e-03, eta: 4:17:14, time: 0.689, data_time: 0.002, memory: 7129, top1_acc: 0.6492, top5_acc: 0.8688, loss_cls: 1.3456, loss: 1.3456, grad_norm: 8.8021 2021-06-08 07:38:15,012 - mmaction - INFO - Epoch [40][340/1345] lr: 1.000e-03, eta: 4:16:51, time: 0.744, data_time: 0.001, memory: 7129, top1_acc: 0.6711, top5_acc: 0.8727, loss_cls: 1.2917, loss: 1.2917, grad_norm: 8.4619 2021-06-08 07:38:30,003 - mmaction - INFO - Epoch [40][360/1345] lr: 1.000e-03, eta: 4:16:28, time: 0.750, data_time: 0.002, memory: 7129, top1_acc: 0.6500, top5_acc: 0.8781, loss_cls: 1.3322, loss: 1.3322, grad_norm: 8.7823 2021-06-08 07:38:44,390 - mmaction - INFO - Epoch [40][380/1345] lr: 1.000e-03, eta: 4:16:05, time: 0.719, data_time: 0.001, memory: 7129, top1_acc: 0.6547, top5_acc: 0.8758, loss_cls: 1.2937, loss: 1.2937, grad_norm: 8.4583 2021-06-08 07:39:00,538 - mmaction - INFO - Epoch [40][400/1345] lr: 1.000e-03, eta: 4:15:42, time: 0.807, data_time: 0.001, memory: 7129, top1_acc: 0.6523, top5_acc: 0.8641, loss_cls: 1.3322, loss: 1.3322, grad_norm: 8.5509 2021-06-08 07:39:16,205 - mmaction - INFO - Epoch [40][420/1345] lr: 1.000e-03, eta: 4:15:19, time: 0.782, data_time: 0.002, memory: 7129, top1_acc: 0.6375, top5_acc: 0.8625, loss_cls: 1.4000, loss: 1.4000, grad_norm: 8.6436 2021-06-08 07:39:31,124 - mmaction - INFO - Epoch [40][440/1345] lr: 1.000e-03, eta: 4:14:56, time: 0.749, data_time: 0.004, memory: 7129, top1_acc: 0.6570, top5_acc: 0.8797, loss_cls: 1.3257, loss: 1.3257, grad_norm: 8.5087 2021-06-08 07:39:47,969 - mmaction - INFO - Epoch [40][460/1345] lr: 1.000e-03, eta: 4:14:34, time: 0.840, data_time: 0.001, memory: 7129, top1_acc: 0.6508, top5_acc: 0.8641, loss_cls: 1.4008, loss: 1.4008, grad_norm: 8.7186 2021-06-08 07:40:03,521 - mmaction - INFO - Epoch [40][480/1345] lr: 1.000e-03, eta: 4:14:11, time: 0.779, data_time: 0.004, memory: 7129, top1_acc: 0.6609, top5_acc: 0.8648, loss_cls: 1.3185, loss: 1.3185, grad_norm: 8.3513 2021-06-08 07:40:18,231 - mmaction - INFO - Epoch [40][500/1345] lr: 1.000e-03, eta: 4:13:48, time: 0.736, data_time: 0.002, memory: 7129, top1_acc: 0.6445, top5_acc: 0.8742, loss_cls: 1.3435, loss: 1.3435, grad_norm: 8.5957 2021-06-08 07:40:32,824 - mmaction - INFO - Epoch [40][520/1345] lr: 1.000e-03, eta: 4:13:25, time: 0.729, data_time: 0.002, memory: 7129, top1_acc: 0.6336, top5_acc: 0.8656, loss_cls: 1.3984, loss: 1.3984, grad_norm: 8.9061 2021-06-08 07:40:47,492 - mmaction - INFO - Epoch [40][540/1345] lr: 1.000e-03, eta: 4:13:02, time: 0.733, data_time: 0.001, memory: 7129, top1_acc: 0.6570, top5_acc: 0.8812, loss_cls: 1.2791, loss: 1.2791, grad_norm: 8.4298 2021-06-08 07:41:01,267 - mmaction - INFO - Epoch [40][560/1345] lr: 1.000e-03, eta: 4:12:38, time: 0.690, data_time: 0.003, memory: 7129, top1_acc: 0.6305, top5_acc: 0.8680, loss_cls: 1.3634, loss: 1.3634, grad_norm: 8.7172 2021-06-08 07:41:17,271 - mmaction - INFO - Epoch [40][580/1345] lr: 1.000e-03, eta: 4:12:16, time: 0.800, data_time: 0.001, memory: 7129, top1_acc: 0.6273, top5_acc: 0.8625, loss_cls: 1.4110, loss: 1.4110, grad_norm: 8.5200 2021-06-08 07:41:31,455 - mmaction - INFO - Epoch [40][600/1345] lr: 1.000e-03, eta: 4:11:52, time: 0.708, data_time: 0.001, memory: 7129, top1_acc: 0.6438, top5_acc: 0.8664, loss_cls: 1.3837, loss: 1.3837, grad_norm: 8.5846 2021-06-08 07:41:47,205 - mmaction - INFO - Epoch [40][620/1345] lr: 1.000e-03, eta: 4:11:30, time: 0.788, data_time: 0.002, memory: 7129, top1_acc: 0.6656, top5_acc: 0.8891, loss_cls: 1.2869, loss: 1.2869, grad_norm: 8.2362 2021-06-08 07:42:01,998 - mmaction - INFO - Epoch [40][640/1345] lr: 1.000e-03, eta: 4:11:07, time: 0.740, data_time: 0.002, memory: 7129, top1_acc: 0.6273, top5_acc: 0.8594, loss_cls: 1.4501, loss: 1.4501, grad_norm: 8.9478 2021-06-08 07:42:16,910 - mmaction - INFO - Epoch [40][660/1345] lr: 1.000e-03, eta: 4:10:44, time: 0.746, data_time: 0.002, memory: 7129, top1_acc: 0.6586, top5_acc: 0.8711, loss_cls: 1.3373, loss: 1.3373, grad_norm: 8.8186 2021-06-08 07:42:32,936 - mmaction - INFO - Epoch [40][680/1345] lr: 1.000e-03, eta: 4:10:21, time: 0.801, data_time: 0.001, memory: 7129, top1_acc: 0.6414, top5_acc: 0.8680, loss_cls: 1.3539, loss: 1.3539, grad_norm: 8.7394 2021-06-08 07:42:48,179 - mmaction - INFO - Epoch [40][700/1345] lr: 1.000e-03, eta: 4:09:58, time: 0.762, data_time: 0.001, memory: 7129, top1_acc: 0.6414, top5_acc: 0.8672, loss_cls: 1.3696, loss: 1.3696, grad_norm: 8.6490 2021-06-08 07:43:01,805 - mmaction - INFO - Epoch [40][720/1345] lr: 1.000e-03, eta: 4:09:35, time: 0.681, data_time: 0.001, memory: 7129, top1_acc: 0.6484, top5_acc: 0.8789, loss_cls: 1.3092, loss: 1.3092, grad_norm: 8.6982 2021-06-08 07:43:17,189 - mmaction - INFO - Epoch [40][740/1345] lr: 1.000e-03, eta: 4:09:12, time: 0.770, data_time: 0.001, memory: 7129, top1_acc: 0.6492, top5_acc: 0.8688, loss_cls: 1.3634, loss: 1.3634, grad_norm: 8.9722 2021-06-08 07:43:31,300 - mmaction - INFO - Epoch [40][760/1345] lr: 1.000e-03, eta: 4:08:49, time: 0.705, data_time: 0.001, memory: 7129, top1_acc: 0.6594, top5_acc: 0.8805, loss_cls: 1.2963, loss: 1.2963, grad_norm: 8.5769 2021-06-08 07:43:46,452 - mmaction - INFO - Epoch [40][780/1345] lr: 1.000e-03, eta: 4:08:26, time: 0.758, data_time: 0.001, memory: 7129, top1_acc: 0.6508, top5_acc: 0.8648, loss_cls: 1.3522, loss: 1.3522, grad_norm: 8.8791 2021-06-08 07:44:02,591 - mmaction - INFO - Epoch [40][800/1345] lr: 1.000e-03, eta: 4:08:03, time: 0.807, data_time: 0.001, memory: 7129, top1_acc: 0.6453, top5_acc: 0.8820, loss_cls: 1.3164, loss: 1.3164, grad_norm: 8.8854 2021-06-08 07:44:16,796 - mmaction - INFO - Epoch [40][820/1345] lr: 1.000e-03, eta: 4:07:40, time: 0.708, data_time: 0.001, memory: 7129, top1_acc: 0.6578, top5_acc: 0.8727, loss_cls: 1.3592, loss: 1.3592, grad_norm: 8.7889 2021-06-08 07:44:32,878 - mmaction - INFO - Epoch [40][840/1345] lr: 1.000e-03, eta: 4:07:17, time: 0.806, data_time: 0.003, memory: 7129, top1_acc: 0.6367, top5_acc: 0.8648, loss_cls: 1.3995, loss: 1.3995, grad_norm: 8.8078 2021-06-08 07:44:47,540 - mmaction - INFO - Epoch [40][860/1345] lr: 1.000e-03, eta: 4:06:54, time: 0.733, data_time: 0.001, memory: 7129, top1_acc: 0.6422, top5_acc: 0.8562, loss_cls: 1.4221, loss: 1.4221, grad_norm: 8.8632 2021-06-08 07:45:00,923 - mmaction - INFO - Epoch [40][880/1345] lr: 1.000e-03, eta: 4:06:31, time: 0.668, data_time: 0.002, memory: 7129, top1_acc: 0.6813, top5_acc: 0.8836, loss_cls: 1.2575, loss: 1.2575, grad_norm: 8.3920 2021-06-08 07:45:17,115 - mmaction - INFO - Epoch [40][900/1345] lr: 1.000e-03, eta: 4:06:09, time: 0.811, data_time: 0.003, memory: 7129, top1_acc: 0.6648, top5_acc: 0.8742, loss_cls: 1.2980, loss: 1.2980, grad_norm: 8.7300 2021-06-08 07:45:33,542 - mmaction - INFO - Epoch [40][920/1345] lr: 1.000e-03, eta: 4:05:46, time: 0.822, data_time: 0.004, memory: 7129, top1_acc: 0.6422, top5_acc: 0.8703, loss_cls: 1.3551, loss: 1.3551, grad_norm: 9.1470 2021-06-08 07:45:47,375 - mmaction - INFO - Epoch [40][940/1345] lr: 1.000e-03, eta: 4:05:23, time: 0.690, data_time: 0.001, memory: 7129, top1_acc: 0.6492, top5_acc: 0.8664, loss_cls: 1.4057, loss: 1.4057, grad_norm: 9.0034 2021-06-08 07:46:02,401 - mmaction - INFO - Epoch [40][960/1345] lr: 1.000e-03, eta: 4:05:00, time: 0.753, data_time: 0.003, memory: 7129, top1_acc: 0.6383, top5_acc: 0.8719, loss_cls: 1.3429, loss: 1.3429, grad_norm: 8.6080 2021-06-08 07:46:17,670 - mmaction - INFO - Epoch [40][980/1345] lr: 1.000e-03, eta: 4:04:37, time: 0.763, data_time: 0.001, memory: 7129, top1_acc: 0.6594, top5_acc: 0.8758, loss_cls: 1.3379, loss: 1.3379, grad_norm: 8.7925 2021-06-08 07:46:32,560 - mmaction - INFO - Epoch [40][1000/1345] lr: 1.000e-03, eta: 4:04:14, time: 0.745, data_time: 0.002, memory: 7129, top1_acc: 0.6570, top5_acc: 0.8789, loss_cls: 1.3222, loss: 1.3222, grad_norm: 8.6216 2021-06-08 07:46:46,898 - mmaction - INFO - Epoch [40][1020/1345] lr: 1.000e-03, eta: 4:03:51, time: 0.716, data_time: 0.001, memory: 7129, top1_acc: 0.6281, top5_acc: 0.8586, loss_cls: 1.4388, loss: 1.4388, grad_norm: 8.8320 2021-06-08 07:47:03,619 - mmaction - INFO - Epoch [40][1040/1345] lr: 1.000e-03, eta: 4:03:29, time: 0.836, data_time: 0.002, memory: 7129, top1_acc: 0.6430, top5_acc: 0.8805, loss_cls: 1.3083, loss: 1.3083, grad_norm: 8.4142 2021-06-08 07:47:18,300 - mmaction - INFO - Epoch [40][1060/1345] lr: 1.000e-03, eta: 4:03:06, time: 0.734, data_time: 0.002, memory: 7129, top1_acc: 0.6516, top5_acc: 0.8656, loss_cls: 1.3368, loss: 1.3368, grad_norm: 8.8675 2021-06-08 07:47:32,534 - mmaction - INFO - Epoch [40][1080/1345] lr: 1.000e-03, eta: 4:02:43, time: 0.712, data_time: 0.001, memory: 7129, top1_acc: 0.6320, top5_acc: 0.8664, loss_cls: 1.4136, loss: 1.4136, grad_norm: 9.1436 2021-06-08 07:47:48,822 - mmaction - INFO - Epoch [40][1100/1345] lr: 1.000e-03, eta: 4:02:20, time: 0.814, data_time: 0.001, memory: 7129, top1_acc: 0.6508, top5_acc: 0.8766, loss_cls: 1.3036, loss: 1.3036, grad_norm: 8.5414 2021-06-08 07:48:03,826 - mmaction - INFO - Epoch [40][1120/1345] lr: 1.000e-03, eta: 4:01:58, time: 0.748, data_time: 0.001, memory: 7129, top1_acc: 0.6492, top5_acc: 0.8797, loss_cls: 1.3049, loss: 1.3049, grad_norm: 8.7192 2021-06-08 07:48:22,000 - mmaction - INFO - Epoch [40][1140/1345] lr: 1.000e-03, eta: 4:01:36, time: 0.911, data_time: 0.003, memory: 7129, top1_acc: 0.6430, top5_acc: 0.8641, loss_cls: 1.3851, loss: 1.3851, grad_norm: 8.8488 2021-06-08 07:48:36,353 - mmaction - INFO - Epoch [40][1160/1345] lr: 1.000e-03, eta: 4:01:13, time: 0.718, data_time: 0.001, memory: 7129, top1_acc: 0.6289, top5_acc: 0.8633, loss_cls: 1.4008, loss: 1.4008, grad_norm: 9.0773 2021-06-08 07:48:50,909 - mmaction - INFO - Epoch [40][1180/1345] lr: 1.000e-03, eta: 4:00:50, time: 0.727, data_time: 0.001, memory: 7129, top1_acc: 0.6539, top5_acc: 0.8703, loss_cls: 1.3361, loss: 1.3361, grad_norm: 8.6807 2021-06-08 07:49:06,681 - mmaction - INFO - Epoch [40][1200/1345] lr: 1.000e-03, eta: 4:00:27, time: 0.789, data_time: 0.002, memory: 7129, top1_acc: 0.6391, top5_acc: 0.8617, loss_cls: 1.3648, loss: 1.3648, grad_norm: 8.4611 2021-06-08 07:49:23,454 - mmaction - INFO - Epoch [40][1220/1345] lr: 1.000e-03, eta: 4:00:05, time: 0.839, data_time: 0.001, memory: 7129, top1_acc: 0.6391, top5_acc: 0.8812, loss_cls: 1.3444, loss: 1.3444, grad_norm: 8.8602 2021-06-08 07:49:37,184 - mmaction - INFO - Epoch [40][1240/1345] lr: 1.000e-03, eta: 3:59:42, time: 0.687, data_time: 0.001, memory: 7129, top1_acc: 0.6523, top5_acc: 0.8766, loss_cls: 1.2977, loss: 1.2977, grad_norm: 8.7087 2021-06-08 07:49:53,438 - mmaction - INFO - Epoch [40][1260/1345] lr: 1.000e-03, eta: 3:59:19, time: 0.813, data_time: 0.001, memory: 7129, top1_acc: 0.6531, top5_acc: 0.8766, loss_cls: 1.3328, loss: 1.3328, grad_norm: 8.5299 2021-06-08 07:50:09,302 - mmaction - INFO - Epoch [40][1280/1345] lr: 1.000e-03, eta: 3:58:57, time: 0.793, data_time: 0.001, memory: 7129, top1_acc: 0.6320, top5_acc: 0.8570, loss_cls: 1.4251, loss: 1.4251, grad_norm: 8.8055 2021-06-08 07:50:25,238 - mmaction - INFO - Epoch [40][1300/1345] lr: 1.000e-03, eta: 3:58:34, time: 0.797, data_time: 0.001, memory: 7129, top1_acc: 0.6406, top5_acc: 0.8734, loss_cls: 1.3707, loss: 1.3707, grad_norm: 8.7290 2021-06-08 07:50:39,156 - mmaction - INFO - Epoch [40][1320/1345] lr: 1.000e-03, eta: 3:58:11, time: 0.696, data_time: 0.001, memory: 7129, top1_acc: 0.6453, top5_acc: 0.8695, loss_cls: 1.3447, loss: 1.3447, grad_norm: 8.8276 2021-06-08 07:50:53,498 - mmaction - INFO - Epoch [40][1340/1345] lr: 1.000e-03, eta: 3:57:48, time: 0.717, data_time: 0.001, memory: 7129, top1_acc: 0.6430, top5_acc: 0.8680, loss_cls: 1.3700, loss: 1.3700, grad_norm: 8.8708 2021-06-08 07:51:02,561 - mmaction - INFO - Saving checkpoint at 40 epochs 2021-06-08 07:59:26,766 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-06-08 07:59:27,026 - mmaction - INFO - top1_acc 0.4579 top5_acc 0.7559 2021-06-08 07:59:27,026 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-06-08 07:59:27,090 - mmaction - INFO - mean_acc 0.4165 2021-06-08 07:59:28,045 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_40.pth. 2021-06-08 07:59:28,045 - mmaction - INFO - Best top1_acc is 0.4579 at 40 epoch. 2021-06-08 07:59:28,050 - mmaction - INFO - Epoch(val) [40][1345] top1_acc: 0.4579, top5_acc: 0.7559, mean_class_accuracy: 0.4165 2021-06-08 08:07:01,066 - mmaction - INFO - Epoch [41][20/1345] lr: 1.000e-04, eta: 3:59:08, time: 22.647, data_time: 21.931, memory: 7129, top1_acc: 0.6687, top5_acc: 0.8750, loss_cls: 1.2984, loss: 1.2984, grad_norm: 8.5591 2021-06-08 08:07:11,740 - mmaction - INFO - Epoch [41][40/1345] lr: 1.000e-04, eta: 3:58:44, time: 0.534, data_time: 0.004, memory: 7129, top1_acc: 0.6484, top5_acc: 0.8797, loss_cls: 1.2912, loss: 1.2912, grad_norm: 8.7472 2021-06-08 08:07:22,294 - mmaction - INFO - Epoch [41][60/1345] lr: 1.000e-04, eta: 3:58:20, time: 0.528, data_time: 0.002, memory: 7129, top1_acc: 0.6617, top5_acc: 0.8734, loss_cls: 1.3205, loss: 1.3205, grad_norm: 8.8957 2021-06-08 08:07:33,037 - mmaction - INFO - Epoch [41][80/1345] lr: 1.000e-04, eta: 3:57:56, time: 0.537, data_time: 0.003, memory: 7129, top1_acc: 0.6711, top5_acc: 0.8914, loss_cls: 1.2442, loss: 1.2442, grad_norm: 8.2682 2021-06-08 08:07:43,744 - mmaction - INFO - Epoch [41][100/1345] lr: 1.000e-04, eta: 3:57:32, time: 0.536, data_time: 0.001, memory: 7129, top1_acc: 0.6875, top5_acc: 0.8789, loss_cls: 1.2529, loss: 1.2529, grad_norm: 8.1840 2021-06-08 08:07:54,549 - mmaction - INFO - Epoch [41][120/1345] lr: 1.000e-04, eta: 3:57:08, time: 0.539, data_time: 0.002, memory: 7129, top1_acc: 0.6641, top5_acc: 0.8875, loss_cls: 1.2649, loss: 1.2649, grad_norm: 8.3945 2021-06-08 08:08:05,447 - mmaction - INFO - Epoch [41][140/1345] lr: 1.000e-04, eta: 3:56:44, time: 0.545, data_time: 0.002, memory: 7129, top1_acc: 0.6680, top5_acc: 0.8820, loss_cls: 1.2746, loss: 1.2746, grad_norm: 8.5599 2021-06-08 08:08:16,453 - mmaction - INFO - Epoch [41][160/1345] lr: 1.000e-04, eta: 3:56:20, time: 0.549, data_time: 0.002, memory: 7129, top1_acc: 0.6875, top5_acc: 0.8852, loss_cls: 1.2273, loss: 1.2273, grad_norm: 8.2180 2021-06-08 08:08:27,520 - mmaction - INFO - Epoch [41][180/1345] lr: 1.000e-04, eta: 3:55:56, time: 0.554, data_time: 0.003, memory: 7129, top1_acc: 0.6742, top5_acc: 0.8945, loss_cls: 1.2388, loss: 1.2388, grad_norm: 8.5310 2021-06-08 08:08:40,028 - mmaction - INFO - Epoch [41][200/1345] lr: 1.000e-04, eta: 3:55:33, time: 0.627, data_time: 0.002, memory: 7129, top1_acc: 0.6719, top5_acc: 0.8711, loss_cls: 1.3290, loss: 1.3290, grad_norm: 8.7082 2021-06-08 08:08:51,179 - mmaction - INFO - Epoch [41][220/1345] lr: 1.000e-04, eta: 3:55:09, time: 0.557, data_time: 0.001, memory: 7129, top1_acc: 0.6578, top5_acc: 0.8773, loss_cls: 1.2775, loss: 1.2775, grad_norm: 8.4288 2021-06-08 08:09:03,319 - mmaction - INFO - Epoch [41][240/1345] lr: 1.000e-04, eta: 3:54:45, time: 0.608, data_time: 0.002, memory: 7129, top1_acc: 0.6805, top5_acc: 0.8789, loss_cls: 1.2724, loss: 1.2724, grad_norm: 8.3795 2021-06-08 08:09:17,232 - mmaction - INFO - Epoch [41][260/1345] lr: 1.000e-04, eta: 3:54:22, time: 0.695, data_time: 0.001, memory: 7129, top1_acc: 0.6664, top5_acc: 0.8758, loss_cls: 1.2685, loss: 1.2685, grad_norm: 8.4648 2021-06-08 08:09:32,120 - mmaction - INFO - Epoch [41][280/1345] lr: 1.000e-04, eta: 3:53:59, time: 0.744, data_time: 0.001, memory: 7129, top1_acc: 0.6547, top5_acc: 0.8820, loss_cls: 1.2705, loss: 1.2705, grad_norm: 8.4718 2021-06-08 08:09:45,069 - mmaction - INFO - Epoch [41][300/1345] lr: 1.000e-04, eta: 3:53:36, time: 0.648, data_time: 0.001, memory: 7129, top1_acc: 0.6555, top5_acc: 0.8742, loss_cls: 1.3423, loss: 1.3423, grad_norm: 8.7897 2021-06-08 08:09:58,756 - mmaction - INFO - Epoch [41][320/1345] lr: 1.000e-04, eta: 3:53:13, time: 0.684, data_time: 0.001, memory: 7129, top1_acc: 0.6562, top5_acc: 0.8695, loss_cls: 1.3337, loss: 1.3337, grad_norm: 8.5321 2021-06-08 08:10:13,601 - mmaction - INFO - Epoch [41][340/1345] lr: 1.000e-04, eta: 3:52:50, time: 0.739, data_time: 0.001, memory: 7129, top1_acc: 0.6586, top5_acc: 0.8758, loss_cls: 1.3312, loss: 1.3312, grad_norm: 8.7560 2021-06-08 08:10:28,638 - mmaction - INFO - Epoch [41][360/1345] lr: 1.000e-04, eta: 3:52:27, time: 0.755, data_time: 0.005, memory: 7129, top1_acc: 0.6602, top5_acc: 0.8797, loss_cls: 1.2894, loss: 1.2894, grad_norm: 8.5147 2021-06-08 08:10:42,250 - mmaction - INFO - Epoch [41][380/1345] lr: 1.000e-04, eta: 3:52:04, time: 0.680, data_time: 0.002, memory: 7129, top1_acc: 0.6867, top5_acc: 0.8883, loss_cls: 1.2246, loss: 1.2246, grad_norm: 8.5004 2021-06-08 08:10:57,119 - mmaction - INFO - Epoch [41][400/1345] lr: 1.000e-04, eta: 3:51:41, time: 0.744, data_time: 0.002, memory: 7129, top1_acc: 0.6680, top5_acc: 0.8781, loss_cls: 1.3013, loss: 1.3013, grad_norm: 8.5928 2021-06-08 08:11:12,327 - mmaction - INFO - Epoch [41][420/1345] lr: 1.000e-04, eta: 3:51:18, time: 0.760, data_time: 0.001, memory: 7129, top1_acc: 0.6617, top5_acc: 0.8820, loss_cls: 1.2870, loss: 1.2870, grad_norm: 8.5903 2021-06-08 08:11:28,680 - mmaction - INFO - Epoch [41][440/1345] lr: 1.000e-04, eta: 3:50:56, time: 0.818, data_time: 0.002, memory: 7129, top1_acc: 0.6305, top5_acc: 0.8805, loss_cls: 1.3393, loss: 1.3393, grad_norm: 8.9970 2021-06-08 08:11:42,565 - mmaction - INFO - Epoch [41][460/1345] lr: 1.000e-04, eta: 3:50:33, time: 0.694, data_time: 0.001, memory: 7129, top1_acc: 0.6742, top5_acc: 0.8789, loss_cls: 1.2617, loss: 1.2617, grad_norm: 8.4503 2021-06-08 08:11:57,550 - mmaction - INFO - Epoch [41][480/1345] lr: 1.000e-04, eta: 3:50:10, time: 0.749, data_time: 0.001, memory: 7129, top1_acc: 0.6813, top5_acc: 0.8859, loss_cls: 1.2503, loss: 1.2503, grad_norm: 8.5111 2021-06-08 08:12:12,877 - mmaction - INFO - Epoch [41][500/1345] lr: 1.000e-04, eta: 3:49:47, time: 0.767, data_time: 0.002, memory: 7129, top1_acc: 0.6578, top5_acc: 0.8836, loss_cls: 1.2536, loss: 1.2536, grad_norm: 8.5280 2021-06-08 08:12:28,021 - mmaction - INFO - Epoch [41][520/1345] lr: 1.000e-04, eta: 3:49:24, time: 0.756, data_time: 0.001, memory: 7129, top1_acc: 0.6687, top5_acc: 0.8758, loss_cls: 1.2944, loss: 1.2944, grad_norm: 8.6366 2021-06-08 08:12:43,250 - mmaction - INFO - Epoch [41][540/1345] lr: 1.000e-04, eta: 3:49:02, time: 0.762, data_time: 0.002, memory: 7129, top1_acc: 0.6719, top5_acc: 0.8930, loss_cls: 1.2430, loss: 1.2430, grad_norm: 8.3214 2021-06-08 08:12:57,659 - mmaction - INFO - Epoch [41][560/1345] lr: 1.000e-04, eta: 3:48:39, time: 0.720, data_time: 0.001, memory: 7129, top1_acc: 0.6805, top5_acc: 0.8945, loss_cls: 1.2163, loss: 1.2163, grad_norm: 8.2656 2021-06-08 08:13:13,719 - mmaction - INFO - Epoch [41][580/1345] lr: 1.000e-04, eta: 3:48:16, time: 0.804, data_time: 0.002, memory: 7129, top1_acc: 0.6477, top5_acc: 0.8852, loss_cls: 1.2603, loss: 1.2603, grad_norm: 8.7048 2021-06-08 08:13:27,652 - mmaction - INFO - Epoch [41][600/1345] lr: 1.000e-04, eta: 3:47:53, time: 0.697, data_time: 0.001, memory: 7129, top1_acc: 0.6773, top5_acc: 0.8859, loss_cls: 1.2558, loss: 1.2558, grad_norm: 8.5226 2021-06-08 08:13:43,824 - mmaction - INFO - Epoch [41][620/1345] lr: 1.000e-04, eta: 3:47:31, time: 0.807, data_time: 0.001, memory: 7129, top1_acc: 0.6867, top5_acc: 0.8867, loss_cls: 1.2193, loss: 1.2193, grad_norm: 8.4506 2021-06-08 08:13:59,563 - mmaction - INFO - Epoch [41][640/1345] lr: 1.000e-04, eta: 3:47:08, time: 0.788, data_time: 0.002, memory: 7129, top1_acc: 0.6625, top5_acc: 0.8695, loss_cls: 1.3290, loss: 1.3290, grad_norm: 8.7078 2021-06-08 08:14:14,291 - mmaction - INFO - Epoch [41][660/1345] lr: 1.000e-04, eta: 3:46:45, time: 0.736, data_time: 0.002, memory: 7129, top1_acc: 0.6781, top5_acc: 0.8914, loss_cls: 1.2664, loss: 1.2664, grad_norm: 8.6968 2021-06-08 08:14:30,115 - mmaction - INFO - Epoch [41][680/1345] lr: 1.000e-04, eta: 3:46:23, time: 0.792, data_time: 0.002, memory: 7129, top1_acc: 0.6875, top5_acc: 0.8852, loss_cls: 1.2212, loss: 1.2212, grad_norm: 8.5436 2021-06-08 08:14:46,098 - mmaction - INFO - Epoch [41][700/1345] lr: 1.000e-04, eta: 3:46:00, time: 0.796, data_time: 0.002, memory: 7129, top1_acc: 0.7000, top5_acc: 0.9008, loss_cls: 1.1620, loss: 1.1620, grad_norm: 8.2446 2021-06-08 08:15:00,424 - mmaction - INFO - Epoch [41][720/1345] lr: 1.000e-04, eta: 3:45:37, time: 0.719, data_time: 0.004, memory: 7129, top1_acc: 0.6695, top5_acc: 0.8812, loss_cls: 1.2695, loss: 1.2695, grad_norm: 8.4946 2021-06-08 08:15:16,829 - mmaction - INFO - Epoch [41][740/1345] lr: 1.000e-04, eta: 3:45:15, time: 0.818, data_time: 0.002, memory: 7129, top1_acc: 0.6562, top5_acc: 0.8938, loss_cls: 1.2912, loss: 1.2912, grad_norm: 8.6286 2021-06-08 08:15:31,746 - mmaction - INFO - Epoch [41][760/1345] lr: 1.000e-04, eta: 3:44:52, time: 0.748, data_time: 0.004, memory: 7129, top1_acc: 0.6781, top5_acc: 0.8906, loss_cls: 1.2254, loss: 1.2254, grad_norm: 8.5850 2021-06-08 08:15:48,488 - mmaction - INFO - Epoch [41][780/1345] lr: 1.000e-04, eta: 3:44:30, time: 0.837, data_time: 0.001, memory: 7129, top1_acc: 0.6773, top5_acc: 0.8914, loss_cls: 1.2244, loss: 1.2244, grad_norm: 8.5846 2021-06-08 08:16:02,929 - mmaction - INFO - Epoch [41][800/1345] lr: 1.000e-04, eta: 3:44:07, time: 0.722, data_time: 0.001, memory: 7129, top1_acc: 0.6422, top5_acc: 0.8719, loss_cls: 1.3314, loss: 1.3314, grad_norm: 8.8049 2021-06-08 08:16:19,420 - mmaction - INFO - Epoch [41][820/1345] lr: 1.000e-04, eta: 3:43:45, time: 0.824, data_time: 0.001, memory: 7129, top1_acc: 0.6898, top5_acc: 0.8750, loss_cls: 1.2433, loss: 1.2433, grad_norm: 8.3380 2021-06-08 08:16:34,030 - mmaction - INFO - Epoch [41][840/1345] lr: 1.000e-04, eta: 3:43:22, time: 0.732, data_time: 0.002, memory: 7129, top1_acc: 0.6859, top5_acc: 0.8922, loss_cls: 1.2295, loss: 1.2295, grad_norm: 8.5250 2021-06-08 08:16:48,848 - mmaction - INFO - Epoch [41][860/1345] lr: 1.000e-04, eta: 3:42:59, time: 0.741, data_time: 0.001, memory: 7129, top1_acc: 0.6727, top5_acc: 0.8852, loss_cls: 1.2648, loss: 1.2648, grad_norm: 8.7047 2021-06-08 08:17:04,258 - mmaction - INFO - Epoch [41][880/1345] lr: 1.000e-04, eta: 3:42:37, time: 0.770, data_time: 0.001, memory: 7129, top1_acc: 0.6625, top5_acc: 0.8875, loss_cls: 1.2702, loss: 1.2702, grad_norm: 8.6105 2021-06-08 08:17:20,368 - mmaction - INFO - Epoch [41][900/1345] lr: 1.000e-04, eta: 3:42:14, time: 0.805, data_time: 0.001, memory: 7129, top1_acc: 0.6813, top5_acc: 0.8750, loss_cls: 1.2655, loss: 1.2655, grad_norm: 8.8479 2021-06-08 08:17:37,929 - mmaction - INFO - Epoch [41][920/1345] lr: 1.000e-04, eta: 3:41:52, time: 0.878, data_time: 0.001, memory: 7129, top1_acc: 0.6687, top5_acc: 0.8766, loss_cls: 1.2979, loss: 1.2979, grad_norm: 8.5960 2021-06-08 08:17:52,603 - mmaction - INFO - Epoch [41][940/1345] lr: 1.000e-04, eta: 3:41:29, time: 0.734, data_time: 0.001, memory: 7129, top1_acc: 0.6570, top5_acc: 0.8852, loss_cls: 1.2453, loss: 1.2453, grad_norm: 8.6527 2021-06-08 08:18:08,038 - mmaction - INFO - Epoch [41][960/1345] lr: 1.000e-04, eta: 3:41:07, time: 0.770, data_time: 0.001, memory: 7129, top1_acc: 0.6750, top5_acc: 0.8898, loss_cls: 1.2612, loss: 1.2612, grad_norm: 8.5801 2021-06-08 08:18:22,950 - mmaction - INFO - Epoch [41][980/1345] lr: 1.000e-04, eta: 3:40:44, time: 0.748, data_time: 0.003, memory: 7129, top1_acc: 0.6680, top5_acc: 0.8906, loss_cls: 1.2512, loss: 1.2512, grad_norm: 8.5789 2021-06-08 08:18:39,842 - mmaction - INFO - Epoch [41][1000/1345] lr: 1.000e-04, eta: 3:40:22, time: 0.845, data_time: 0.001, memory: 7129, top1_acc: 0.6789, top5_acc: 0.8906, loss_cls: 1.2194, loss: 1.2194, grad_norm: 8.5209 2021-06-08 08:18:55,490 - mmaction - INFO - Epoch [41][1020/1345] lr: 1.000e-04, eta: 3:39:59, time: 0.782, data_time: 0.001, memory: 7129, top1_acc: 0.6898, top5_acc: 0.8930, loss_cls: 1.2083, loss: 1.2083, grad_norm: 8.6838 2021-06-08 08:19:11,360 - mmaction - INFO - Epoch [41][1040/1345] lr: 1.000e-04, eta: 3:39:37, time: 0.793, data_time: 0.001, memory: 7129, top1_acc: 0.6609, top5_acc: 0.8797, loss_cls: 1.3384, loss: 1.3384, grad_norm: 8.9092 2021-06-08 08:19:25,962 - mmaction - INFO - Epoch [41][1060/1345] lr: 1.000e-04, eta: 3:39:14, time: 0.731, data_time: 0.001, memory: 7129, top1_acc: 0.6773, top5_acc: 0.8953, loss_cls: 1.2514, loss: 1.2514, grad_norm: 8.7236 2021-06-08 08:19:42,115 - mmaction - INFO - Epoch [41][1080/1345] lr: 1.000e-04, eta: 3:38:52, time: 0.808, data_time: 0.001, memory: 7129, top1_acc: 0.6750, top5_acc: 0.8828, loss_cls: 1.2373, loss: 1.2373, grad_norm: 8.4208 2021-06-08 08:19:57,368 - mmaction - INFO - Epoch [41][1100/1345] lr: 1.000e-04, eta: 3:38:29, time: 0.762, data_time: 0.001, memory: 7129, top1_acc: 0.6953, top5_acc: 0.8867, loss_cls: 1.2073, loss: 1.2073, grad_norm: 8.4371 2021-06-08 08:20:14,600 - mmaction - INFO - Epoch [41][1120/1345] lr: 1.000e-04, eta: 3:38:07, time: 0.862, data_time: 0.001, memory: 7129, top1_acc: 0.7070, top5_acc: 0.8969, loss_cls: 1.1645, loss: 1.1645, grad_norm: 8.4349 2021-06-08 08:20:29,592 - mmaction - INFO - Epoch [41][1140/1345] lr: 1.000e-04, eta: 3:37:44, time: 0.750, data_time: 0.001, memory: 7129, top1_acc: 0.6750, top5_acc: 0.8875, loss_cls: 1.2367, loss: 1.2367, grad_norm: 8.9858 2021-06-08 08:20:45,358 - mmaction - INFO - Epoch [41][1160/1345] lr: 1.000e-04, eta: 3:37:22, time: 0.788, data_time: 0.001, memory: 7129, top1_acc: 0.6750, top5_acc: 0.8992, loss_cls: 1.1975, loss: 1.1975, grad_norm: 8.6240 2021-06-08 08:21:00,403 - mmaction - INFO - Epoch [41][1180/1345] lr: 1.000e-04, eta: 3:36:59, time: 0.752, data_time: 0.001, memory: 7129, top1_acc: 0.6594, top5_acc: 0.9008, loss_cls: 1.2583, loss: 1.2583, grad_norm: 8.5277 2021-06-08 08:21:17,281 - mmaction - INFO - Epoch [41][1200/1345] lr: 1.000e-04, eta: 3:36:37, time: 0.844, data_time: 0.001, memory: 7129, top1_acc: 0.6711, top5_acc: 0.8867, loss_cls: 1.2393, loss: 1.2393, grad_norm: 8.4824 2021-06-08 08:21:33,566 - mmaction - INFO - Epoch [41][1220/1345] lr: 1.000e-04, eta: 3:36:15, time: 0.814, data_time: 0.001, memory: 7129, top1_acc: 0.6672, top5_acc: 0.8891, loss_cls: 1.2182, loss: 1.2182, grad_norm: 8.5897 2021-06-08 08:21:49,009 - mmaction - INFO - Epoch [41][1240/1345] lr: 1.000e-04, eta: 3:35:52, time: 0.772, data_time: 0.002, memory: 7129, top1_acc: 0.6695, top5_acc: 0.8852, loss_cls: 1.2934, loss: 1.2934, grad_norm: 8.8752 2021-06-08 08:22:05,500 - mmaction - INFO - Epoch [41][1260/1345] lr: 1.000e-04, eta: 3:35:30, time: 0.824, data_time: 0.002, memory: 7129, top1_acc: 0.6867, top5_acc: 0.8836, loss_cls: 1.2372, loss: 1.2372, grad_norm: 8.5140 2021-06-08 08:22:20,973 - mmaction - INFO - Epoch [41][1280/1345] lr: 1.000e-04, eta: 3:35:08, time: 0.775, data_time: 0.003, memory: 7129, top1_acc: 0.6508, top5_acc: 0.8711, loss_cls: 1.3151, loss: 1.3151, grad_norm: 8.7773 2021-06-08 08:22:36,315 - mmaction - INFO - Epoch [41][1300/1345] lr: 1.000e-04, eta: 3:34:45, time: 0.767, data_time: 0.001, memory: 7129, top1_acc: 0.6680, top5_acc: 0.8953, loss_cls: 1.2130, loss: 1.2130, grad_norm: 8.5765 2021-06-08 08:22:53,580 - mmaction - INFO - Epoch [41][1320/1345] lr: 1.000e-04, eta: 3:34:23, time: 0.863, data_time: 0.001, memory: 7129, top1_acc: 0.6820, top5_acc: 0.8961, loss_cls: 1.2303, loss: 1.2303, grad_norm: 8.5741 2021-06-08 08:23:09,494 - mmaction - INFO - Epoch [41][1340/1345] lr: 1.000e-04, eta: 3:34:01, time: 0.796, data_time: 0.001, memory: 7129, top1_acc: 0.6781, top5_acc: 0.8805, loss_cls: 1.2465, loss: 1.2465, grad_norm: 8.3362 2021-06-08 08:23:18,221 - mmaction - INFO - Saving checkpoint at 41 epochs 2021-06-08 08:31:43,730 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-06-08 08:31:43,991 - mmaction - INFO - top1_acc 0.4683 top5_acc 0.7638 2021-06-08 08:31:43,991 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-06-08 08:31:44,053 - mmaction - INFO - mean_acc 0.4309 2021-06-08 08:31:45,007 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_41.pth. 2021-06-08 08:31:45,007 - mmaction - INFO - Best top1_acc is 0.4683 at 41 epoch. 2021-06-08 08:31:45,011 - mmaction - INFO - Epoch(val) [41][1345] top1_acc: 0.4683, top5_acc: 0.7638, mean_class_accuracy: 0.4309 2021-06-08 08:39:11,667 - mmaction - INFO - Epoch [42][20/1345] lr: 1.000e-04, eta: 3:35:06, time: 22.329, data_time: 21.658, memory: 7129, top1_acc: 0.6680, top5_acc: 0.8836, loss_cls: 1.2919, loss: 1.2919, grad_norm: 8.7811 2021-06-08 08:39:22,326 - mmaction - INFO - Epoch [42][40/1345] lr: 1.000e-04, eta: 3:34:42, time: 0.534, data_time: 0.003, memory: 7129, top1_acc: 0.6867, top5_acc: 0.8805, loss_cls: 1.2414, loss: 1.2414, grad_norm: 8.4187 2021-06-08 08:39:33,254 - mmaction - INFO - Epoch [42][60/1345] lr: 1.000e-04, eta: 3:34:19, time: 0.545, data_time: 0.001, memory: 7129, top1_acc: 0.6805, top5_acc: 0.8812, loss_cls: 1.2262, loss: 1.2262, grad_norm: 8.7281 2021-06-08 08:39:44,073 - mmaction - INFO - Epoch [42][80/1345] lr: 1.000e-04, eta: 3:33:55, time: 0.541, data_time: 0.005, memory: 7129, top1_acc: 0.6805, top5_acc: 0.8906, loss_cls: 1.2135, loss: 1.2135, grad_norm: 8.4898 2021-06-08 08:39:54,754 - mmaction - INFO - Epoch [42][100/1345] lr: 1.000e-04, eta: 3:33:31, time: 0.532, data_time: 0.003, memory: 7129, top1_acc: 0.6813, top5_acc: 0.9047, loss_cls: 1.1797, loss: 1.1797, grad_norm: 8.2168 2021-06-08 08:40:05,787 - mmaction - INFO - Epoch [42][120/1345] lr: 1.000e-04, eta: 3:33:08, time: 0.554, data_time: 0.005, memory: 7129, top1_acc: 0.6820, top5_acc: 0.8836, loss_cls: 1.2425, loss: 1.2425, grad_norm: 8.5618 2021-06-08 08:40:16,649 - mmaction - INFO - Epoch [42][140/1345] lr: 1.000e-04, eta: 3:32:44, time: 0.543, data_time: 0.003, memory: 7129, top1_acc: 0.6734, top5_acc: 0.8922, loss_cls: 1.2316, loss: 1.2316, grad_norm: 8.5759 2021-06-08 08:40:27,702 - mmaction - INFO - Epoch [42][160/1345] lr: 1.000e-04, eta: 3:32:21, time: 0.553, data_time: 0.002, memory: 7129, top1_acc: 0.6547, top5_acc: 0.8703, loss_cls: 1.3353, loss: 1.3353, grad_norm: 8.7556 2021-06-08 08:40:38,749 - mmaction - INFO - Epoch [42][180/1345] lr: 1.000e-04, eta: 3:31:57, time: 0.552, data_time: 0.001, memory: 7129, top1_acc: 0.6750, top5_acc: 0.8727, loss_cls: 1.3213, loss: 1.3213, grad_norm: 8.7066 2021-06-08 08:40:50,694 - mmaction - INFO - Epoch [42][200/1345] lr: 1.000e-04, eta: 3:31:34, time: 0.598, data_time: 0.002, memory: 7129, top1_acc: 0.6633, top5_acc: 0.8812, loss_cls: 1.2627, loss: 1.2627, grad_norm: 8.7282 2021-06-08 08:41:02,854 - mmaction - INFO - Epoch [42][220/1345] lr: 1.000e-04, eta: 3:31:11, time: 0.608, data_time: 0.001, memory: 7129, top1_acc: 0.6758, top5_acc: 0.8750, loss_cls: 1.2996, loss: 1.2996, grad_norm: 8.6905 2021-06-08 08:41:16,235 - mmaction - INFO - Epoch [42][240/1345] lr: 1.000e-04, eta: 3:30:47, time: 0.669, data_time: 0.002, memory: 7129, top1_acc: 0.7023, top5_acc: 0.8969, loss_cls: 1.2015, loss: 1.2015, grad_norm: 8.4390 2021-06-08 08:41:29,051 - mmaction - INFO - Epoch [42][260/1345] lr: 1.000e-04, eta: 3:30:24, time: 0.642, data_time: 0.002, memory: 7129, top1_acc: 0.6695, top5_acc: 0.8781, loss_cls: 1.3025, loss: 1.3025, grad_norm: 8.8557 2021-06-08 08:41:41,616 - mmaction - INFO - Epoch [42][280/1345] lr: 1.000e-04, eta: 3:30:01, time: 0.628, data_time: 0.001, memory: 7129, top1_acc: 0.6781, top5_acc: 0.8859, loss_cls: 1.2543, loss: 1.2543, grad_norm: 8.3854 2021-06-08 08:41:55,205 - mmaction - INFO - Epoch [42][300/1345] lr: 1.000e-04, eta: 3:29:38, time: 0.679, data_time: 0.004, memory: 7129, top1_acc: 0.6734, top5_acc: 0.8883, loss_cls: 1.2341, loss: 1.2341, grad_norm: 8.6459 2021-06-08 08:42:10,686 - mmaction - INFO - Epoch [42][320/1345] lr: 1.000e-04, eta: 3:29:16, time: 0.775, data_time: 0.003, memory: 7129, top1_acc: 0.6617, top5_acc: 0.8867, loss_cls: 1.2689, loss: 1.2689, grad_norm: 8.5977 2021-06-08 08:42:24,326 - mmaction - INFO - Epoch [42][340/1345] lr: 1.000e-04, eta: 3:28:53, time: 0.681, data_time: 0.001, memory: 7129, top1_acc: 0.6781, top5_acc: 0.8867, loss_cls: 1.2127, loss: 1.2127, grad_norm: 8.5276 2021-06-08 08:42:38,421 - mmaction - INFO - Epoch [42][360/1345] lr: 1.000e-04, eta: 3:28:30, time: 0.706, data_time: 0.003, memory: 7129, top1_acc: 0.6719, top5_acc: 0.8883, loss_cls: 1.2519, loss: 1.2519, grad_norm: 8.8870 2021-06-08 08:42:55,141 - mmaction - INFO - Epoch [42][380/1345] lr: 1.000e-04, eta: 3:28:08, time: 0.835, data_time: 0.001, memory: 7129, top1_acc: 0.6727, top5_acc: 0.8867, loss_cls: 1.2602, loss: 1.2602, grad_norm: 8.7517 2021-06-08 08:43:09,645 - mmaction - INFO - Epoch [42][400/1345] lr: 1.000e-04, eta: 3:27:45, time: 0.725, data_time: 0.002, memory: 7129, top1_acc: 0.6625, top5_acc: 0.8852, loss_cls: 1.2625, loss: 1.2625, grad_norm: 8.8323 2021-06-08 08:43:23,513 - mmaction - INFO - Epoch [42][420/1345] lr: 1.000e-04, eta: 3:27:22, time: 0.694, data_time: 0.002, memory: 7129, top1_acc: 0.6906, top5_acc: 0.8797, loss_cls: 1.2202, loss: 1.2202, grad_norm: 8.4655 2021-06-08 08:43:38,320 - mmaction - INFO - Epoch [42][440/1345] lr: 1.000e-04, eta: 3:26:59, time: 0.740, data_time: 0.001, memory: 7129, top1_acc: 0.6953, top5_acc: 0.9031, loss_cls: 1.1623, loss: 1.1623, grad_norm: 8.4619 2021-06-08 08:43:54,692 - mmaction - INFO - Epoch [42][460/1345] lr: 1.000e-04, eta: 3:26:37, time: 0.819, data_time: 0.001, memory: 7129, top1_acc: 0.6937, top5_acc: 0.8969, loss_cls: 1.1954, loss: 1.1954, grad_norm: 8.5702 2021-06-08 08:44:10,096 - mmaction - INFO - Epoch [42][480/1345] lr: 1.000e-04, eta: 3:26:15, time: 0.769, data_time: 0.001, memory: 7129, top1_acc: 0.6789, top5_acc: 0.8820, loss_cls: 1.2574, loss: 1.2574, grad_norm: 8.5891 2021-06-08 08:44:26,294 - mmaction - INFO - Epoch [42][500/1345] lr: 1.000e-04, eta: 3:25:52, time: 0.810, data_time: 0.002, memory: 7129, top1_acc: 0.6789, top5_acc: 0.8930, loss_cls: 1.2428, loss: 1.2428, grad_norm: 8.6481 2021-06-08 08:44:41,453 - mmaction - INFO - Epoch [42][520/1345] lr: 1.000e-04, eta: 3:25:30, time: 0.758, data_time: 0.001, memory: 7129, top1_acc: 0.6516, top5_acc: 0.8734, loss_cls: 1.2908, loss: 1.2908, grad_norm: 9.0399 2021-06-08 08:44:57,596 - mmaction - INFO - Epoch [42][540/1345] lr: 1.000e-04, eta: 3:25:07, time: 0.807, data_time: 0.001, memory: 7129, top1_acc: 0.6680, top5_acc: 0.8930, loss_cls: 1.2618, loss: 1.2618, grad_norm: 8.7665 2021-06-08 08:45:13,580 - mmaction - INFO - Epoch [42][560/1345] lr: 1.000e-04, eta: 3:24:45, time: 0.798, data_time: 0.001, memory: 7129, top1_acc: 0.6906, top5_acc: 0.8914, loss_cls: 1.1784, loss: 1.1784, grad_norm: 8.2543 2021-06-08 08:45:27,986 - mmaction - INFO - Epoch [42][580/1345] lr: 1.000e-04, eta: 3:24:22, time: 0.721, data_time: 0.002, memory: 7129, top1_acc: 0.6992, top5_acc: 0.8852, loss_cls: 1.2351, loss: 1.2351, grad_norm: 8.6589 2021-06-08 08:45:43,902 - mmaction - INFO - Epoch [42][600/1345] lr: 1.000e-04, eta: 3:24:00, time: 0.795, data_time: 0.002, memory: 7129, top1_acc: 0.6742, top5_acc: 0.8836, loss_cls: 1.2590, loss: 1.2590, grad_norm: 8.6442 2021-06-08 08:45:58,672 - mmaction - INFO - Epoch [42][620/1345] lr: 1.000e-04, eta: 3:23:37, time: 0.740, data_time: 0.003, memory: 7129, top1_acc: 0.6805, top5_acc: 0.8773, loss_cls: 1.2748, loss: 1.2748, grad_norm: 8.5121 2021-06-08 08:46:15,039 - mmaction - INFO - Epoch [42][640/1345] lr: 1.000e-04, eta: 3:23:15, time: 0.819, data_time: 0.002, memory: 7129, top1_acc: 0.6781, top5_acc: 0.8859, loss_cls: 1.2335, loss: 1.2335, grad_norm: 8.6911 2021-06-08 08:46:30,712 - mmaction - INFO - Epoch [42][660/1345] lr: 1.000e-04, eta: 3:22:52, time: 0.783, data_time: 0.001, memory: 7129, top1_acc: 0.6883, top5_acc: 0.8812, loss_cls: 1.2424, loss: 1.2424, grad_norm: 8.7702 2021-06-08 08:46:45,885 - mmaction - INFO - Epoch [42][680/1345] lr: 1.000e-04, eta: 3:22:30, time: 0.759, data_time: 0.002, memory: 7129, top1_acc: 0.6727, top5_acc: 0.8773, loss_cls: 1.2538, loss: 1.2538, grad_norm: 8.6187 2021-06-08 08:47:00,879 - mmaction - INFO - Epoch [42][700/1345] lr: 1.000e-04, eta: 3:22:07, time: 0.749, data_time: 0.001, memory: 7129, top1_acc: 0.6891, top5_acc: 0.8820, loss_cls: 1.2054, loss: 1.2054, grad_norm: 8.4002 2021-06-08 08:47:16,873 - mmaction - INFO - Epoch [42][720/1345] lr: 1.000e-04, eta: 3:21:45, time: 0.800, data_time: 0.002, memory: 7129, top1_acc: 0.6937, top5_acc: 0.9000, loss_cls: 1.1615, loss: 1.1615, grad_norm: 8.3110 2021-06-08 08:47:32,211 - mmaction - INFO - Epoch [42][740/1345] lr: 1.000e-04, eta: 3:21:23, time: 0.767, data_time: 0.001, memory: 7129, top1_acc: 0.6703, top5_acc: 0.8859, loss_cls: 1.2666, loss: 1.2666, grad_norm: 8.7009 2021-06-08 08:47:47,879 - mmaction - INFO - Epoch [42][760/1345] lr: 1.000e-04, eta: 3:21:00, time: 0.784, data_time: 0.002, memory: 7129, top1_acc: 0.6617, top5_acc: 0.8797, loss_cls: 1.2698, loss: 1.2698, grad_norm: 8.6266 2021-06-08 08:48:03,666 - mmaction - INFO - Epoch [42][780/1345] lr: 1.000e-04, eta: 3:20:38, time: 0.789, data_time: 0.001, memory: 7129, top1_acc: 0.7070, top5_acc: 0.9000, loss_cls: 1.1347, loss: 1.1347, grad_norm: 8.4710 2021-06-08 08:48:18,017 - mmaction - INFO - Epoch [42][800/1345] lr: 1.000e-04, eta: 3:20:15, time: 0.717, data_time: 0.001, memory: 7129, top1_acc: 0.6711, top5_acc: 0.8883, loss_cls: 1.2587, loss: 1.2587, grad_norm: 8.7598 2021-06-08 08:48:32,060 - mmaction - INFO - Epoch [42][820/1345] lr: 1.000e-04, eta: 3:19:52, time: 0.700, data_time: 0.001, memory: 7129, top1_acc: 0.6734, top5_acc: 0.8859, loss_cls: 1.2524, loss: 1.2524, grad_norm: 8.7194 2021-06-08 08:48:47,813 - mmaction - INFO - Epoch [42][840/1345] lr: 1.000e-04, eta: 3:19:30, time: 0.788, data_time: 0.004, memory: 7129, top1_acc: 0.6609, top5_acc: 0.8789, loss_cls: 1.2864, loss: 1.2864, grad_norm: 8.8749 2021-06-08 08:49:02,980 - mmaction - INFO - Epoch [42][860/1345] lr: 1.000e-04, eta: 3:19:08, time: 0.760, data_time: 0.003, memory: 7129, top1_acc: 0.6797, top5_acc: 0.8875, loss_cls: 1.2219, loss: 1.2219, grad_norm: 8.7334 2021-06-08 08:49:18,207 - mmaction - INFO - Epoch [42][880/1345] lr: 1.000e-04, eta: 3:18:45, time: 0.762, data_time: 0.001, memory: 7129, top1_acc: 0.6828, top5_acc: 0.8875, loss_cls: 1.1933, loss: 1.1933, grad_norm: 8.6416 2021-06-08 08:49:34,477 - mmaction - INFO - Epoch [42][900/1345] lr: 1.000e-04, eta: 3:18:23, time: 0.812, data_time: 0.001, memory: 7129, top1_acc: 0.6859, top5_acc: 0.8844, loss_cls: 1.2458, loss: 1.2458, grad_norm: 8.7250 2021-06-08 08:49:50,415 - mmaction - INFO - Epoch [42][920/1345] lr: 1.000e-04, eta: 3:18:01, time: 0.797, data_time: 0.002, memory: 7129, top1_acc: 0.6781, top5_acc: 0.8859, loss_cls: 1.2579, loss: 1.2579, grad_norm: 8.4629 2021-06-08 08:50:07,013 - mmaction - INFO - Epoch [42][940/1345] lr: 1.000e-04, eta: 3:17:38, time: 0.831, data_time: 0.002, memory: 7129, top1_acc: 0.6555, top5_acc: 0.8703, loss_cls: 1.3091, loss: 1.3091, grad_norm: 8.8977 2021-06-08 08:50:22,625 - mmaction - INFO - Epoch [42][960/1345] lr: 1.000e-04, eta: 3:17:16, time: 0.780, data_time: 0.002, memory: 7129, top1_acc: 0.6797, top5_acc: 0.8859, loss_cls: 1.2525, loss: 1.2525, grad_norm: 8.8001 2021-06-08 08:50:38,506 - mmaction - INFO - Epoch [42][980/1345] lr: 1.000e-04, eta: 3:16:54, time: 0.794, data_time: 0.002, memory: 7129, top1_acc: 0.6797, top5_acc: 0.9016, loss_cls: 1.1921, loss: 1.1921, grad_norm: 8.3862 2021-06-08 08:50:55,585 - mmaction - INFO - Epoch [42][1000/1345] lr: 1.000e-04, eta: 3:16:32, time: 0.854, data_time: 0.001, memory: 7129, top1_acc: 0.6828, top5_acc: 0.8797, loss_cls: 1.2631, loss: 1.2631, grad_norm: 8.6488 2021-06-08 08:51:09,591 - mmaction - INFO - Epoch [42][1020/1345] lr: 1.000e-04, eta: 3:16:09, time: 0.700, data_time: 0.001, memory: 7129, top1_acc: 0.6945, top5_acc: 0.9031, loss_cls: 1.1464, loss: 1.1464, grad_norm: 8.5798 2021-06-08 08:51:25,680 - mmaction - INFO - Epoch [42][1040/1345] lr: 1.000e-04, eta: 3:15:47, time: 0.805, data_time: 0.001, memory: 7129, top1_acc: 0.6844, top5_acc: 0.8859, loss_cls: 1.1849, loss: 1.1849, grad_norm: 8.6174 2021-06-08 08:51:41,551 - mmaction - INFO - Epoch [42][1060/1345] lr: 1.000e-04, eta: 3:15:24, time: 0.794, data_time: 0.001, memory: 7129, top1_acc: 0.6672, top5_acc: 0.8867, loss_cls: 1.2237, loss: 1.2237, grad_norm: 8.8173 2021-06-08 08:51:56,824 - mmaction - INFO - Epoch [42][1080/1345] lr: 1.000e-04, eta: 3:15:02, time: 0.762, data_time: 0.001, memory: 7129, top1_acc: 0.6828, top5_acc: 0.8789, loss_cls: 1.2321, loss: 1.2321, grad_norm: 8.6447 2021-06-08 08:52:13,283 - mmaction - INFO - Epoch [42][1100/1345] lr: 1.000e-04, eta: 3:14:40, time: 0.824, data_time: 0.002, memory: 7129, top1_acc: 0.7125, top5_acc: 0.8977, loss_cls: 1.1442, loss: 1.1442, grad_norm: 8.5686 2021-06-08 08:52:29,461 - mmaction - INFO - Epoch [42][1120/1345] lr: 1.000e-04, eta: 3:14:18, time: 0.809, data_time: 0.001, memory: 7129, top1_acc: 0.6766, top5_acc: 0.8867, loss_cls: 1.2217, loss: 1.2217, grad_norm: 8.8218 2021-06-08 08:52:44,514 - mmaction - INFO - Epoch [42][1140/1345] lr: 1.000e-04, eta: 3:13:55, time: 0.753, data_time: 0.001, memory: 7129, top1_acc: 0.6766, top5_acc: 0.8883, loss_cls: 1.2361, loss: 1.2361, grad_norm: 8.9927 2021-06-08 08:52:59,932 - mmaction - INFO - Epoch [42][1160/1345] lr: 1.000e-04, eta: 3:13:33, time: 0.771, data_time: 0.001, memory: 7129, top1_acc: 0.6633, top5_acc: 0.8836, loss_cls: 1.2993, loss: 1.2993, grad_norm: 8.8061 2021-06-08 08:53:15,093 - mmaction - INFO - Epoch [42][1180/1345] lr: 1.000e-04, eta: 3:13:11, time: 0.758, data_time: 0.001, memory: 7129, top1_acc: 0.6687, top5_acc: 0.8883, loss_cls: 1.2532, loss: 1.2532, grad_norm: 8.8467 2021-06-08 08:53:32,481 - mmaction - INFO - Epoch [42][1200/1345] lr: 1.000e-04, eta: 3:12:49, time: 0.870, data_time: 0.002, memory: 7129, top1_acc: 0.6734, top5_acc: 0.8898, loss_cls: 1.2468, loss: 1.2468, grad_norm: 8.7622 2021-06-08 08:53:47,405 - mmaction - INFO - Epoch [42][1220/1345] lr: 1.000e-04, eta: 3:12:26, time: 0.746, data_time: 0.001, memory: 7129, top1_acc: 0.7000, top5_acc: 0.8969, loss_cls: 1.2037, loss: 1.2037, grad_norm: 8.7588 2021-06-08 08:54:02,372 - mmaction - INFO - Epoch [42][1240/1345] lr: 1.000e-04, eta: 3:12:04, time: 0.749, data_time: 0.002, memory: 7129, top1_acc: 0.6844, top5_acc: 0.8969, loss_cls: 1.1762, loss: 1.1762, grad_norm: 8.7809 2021-06-08 08:54:18,688 - mmaction - INFO - Epoch [42][1260/1345] lr: 1.000e-04, eta: 3:11:42, time: 0.815, data_time: 0.001, memory: 7129, top1_acc: 0.6766, top5_acc: 0.9000, loss_cls: 1.1898, loss: 1.1898, grad_norm: 8.6772 2021-06-08 08:54:35,305 - mmaction - INFO - Epoch [42][1280/1345] lr: 1.000e-04, eta: 3:11:19, time: 0.831, data_time: 0.001, memory: 7129, top1_acc: 0.6828, top5_acc: 0.8914, loss_cls: 1.2253, loss: 1.2253, grad_norm: 8.5624 2021-06-08 08:54:49,646 - mmaction - INFO - Epoch [42][1300/1345] lr: 1.000e-04, eta: 3:10:57, time: 0.717, data_time: 0.001, memory: 7129, top1_acc: 0.6664, top5_acc: 0.8836, loss_cls: 1.2561, loss: 1.2561, grad_norm: 8.9643 2021-06-08 08:55:06,074 - mmaction - INFO - Epoch [42][1320/1345] lr: 1.000e-04, eta: 3:10:35, time: 0.821, data_time: 0.002, memory: 7129, top1_acc: 0.6656, top5_acc: 0.8898, loss_cls: 1.2254, loss: 1.2254, grad_norm: 8.6459 2021-06-08 08:55:22,576 - mmaction - INFO - Epoch [42][1340/1345] lr: 1.000e-04, eta: 3:10:13, time: 0.825, data_time: 0.001, memory: 7129, top1_acc: 0.6820, top5_acc: 0.8867, loss_cls: 1.2491, loss: 1.2491, grad_norm: 9.0158 2021-06-08 08:55:30,669 - mmaction - INFO - Saving checkpoint at 42 epochs 2021-06-08 09:03:45,403 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-06-08 09:03:45,657 - mmaction - INFO - top1_acc 0.4738 top5_acc 0.7651 2021-06-08 09:03:45,657 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-06-08 09:03:45,721 - mmaction - INFO - mean_acc 0.4387 2021-06-08 09:03:46,676 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_42.pth. 2021-06-08 09:03:46,676 - mmaction - INFO - Best top1_acc is 0.4738 at 42 epoch. 2021-06-08 09:03:46,680 - mmaction - INFO - Epoch(val) [42][1345] top1_acc: 0.4738, top5_acc: 0.7651, mean_class_accuracy: 0.4387 2021-06-08 09:11:28,569 - mmaction - INFO - Epoch [43][20/1345] lr: 1.000e-04, eta: 3:11:09, time: 23.092, data_time: 22.450, memory: 7129, top1_acc: 0.6758, top5_acc: 0.8938, loss_cls: 1.2598, loss: 1.2598, grad_norm: 8.8426 2021-06-08 09:11:39,478 - mmaction - INFO - Epoch [43][40/1345] lr: 1.000e-04, eta: 3:10:46, time: 0.544, data_time: 0.003, memory: 7129, top1_acc: 0.6680, top5_acc: 0.8812, loss_cls: 1.2685, loss: 1.2685, grad_norm: 8.7124 2021-06-08 09:11:50,482 - mmaction - INFO - Epoch [43][60/1345] lr: 1.000e-04, eta: 3:10:22, time: 0.552, data_time: 0.004, memory: 7129, top1_acc: 0.6930, top5_acc: 0.8859, loss_cls: 1.2130, loss: 1.2130, grad_norm: 8.3095 2021-06-08 09:12:01,155 - mmaction - INFO - Epoch [43][80/1345] lr: 1.000e-04, eta: 3:09:59, time: 0.535, data_time: 0.003, memory: 7129, top1_acc: 0.6930, top5_acc: 0.8867, loss_cls: 1.1874, loss: 1.1874, grad_norm: 8.5961 2021-06-08 09:12:11,983 - mmaction - INFO - Epoch [43][100/1345] lr: 1.000e-04, eta: 3:09:36, time: 0.541, data_time: 0.001, memory: 7129, top1_acc: 0.6813, top5_acc: 0.8938, loss_cls: 1.2029, loss: 1.2029, grad_norm: 8.4989 2021-06-08 09:12:22,777 - mmaction - INFO - Epoch [43][120/1345] lr: 1.000e-04, eta: 3:09:12, time: 0.540, data_time: 0.002, memory: 7129, top1_acc: 0.6852, top5_acc: 0.8914, loss_cls: 1.1894, loss: 1.1894, grad_norm: 8.3933 2021-06-08 09:12:33,812 - mmaction - INFO - Epoch [43][140/1345] lr: 1.000e-04, eta: 3:08:49, time: 0.552, data_time: 0.001, memory: 7129, top1_acc: 0.6898, top5_acc: 0.8828, loss_cls: 1.1953, loss: 1.1953, grad_norm: 8.7348 2021-06-08 09:12:45,141 - mmaction - INFO - Epoch [43][160/1345] lr: 1.000e-04, eta: 3:08:26, time: 0.566, data_time: 0.001, memory: 7129, top1_acc: 0.6711, top5_acc: 0.8859, loss_cls: 1.2557, loss: 1.2557, grad_norm: 9.0320 2021-06-08 09:12:56,280 - mmaction - INFO - Epoch [43][180/1345] lr: 1.000e-04, eta: 3:08:03, time: 0.558, data_time: 0.002, memory: 7129, top1_acc: 0.6586, top5_acc: 0.8812, loss_cls: 1.2684, loss: 1.2684, grad_norm: 8.9395 2021-06-08 09:13:08,310 - mmaction - INFO - Epoch [43][200/1345] lr: 1.000e-04, eta: 3:07:40, time: 0.602, data_time: 0.001, memory: 7129, top1_acc: 0.6945, top5_acc: 0.8953, loss_cls: 1.1997, loss: 1.1997, grad_norm: 8.9404 2021-06-08 09:13:20,191 - mmaction - INFO - Epoch [43][220/1345] lr: 1.000e-04, eta: 3:07:16, time: 0.593, data_time: 0.001, memory: 7129, top1_acc: 0.6844, top5_acc: 0.8742, loss_cls: 1.2763, loss: 1.2763, grad_norm: 9.0732 2021-06-08 09:13:32,150 - mmaction - INFO - Epoch [43][240/1345] lr: 1.000e-04, eta: 3:06:53, time: 0.599, data_time: 0.003, memory: 7129, top1_acc: 0.6836, top5_acc: 0.8938, loss_cls: 1.2046, loss: 1.2046, grad_norm: 8.6005 2021-06-08 09:13:45,030 - mmaction - INFO - Epoch [43][260/1345] lr: 1.000e-04, eta: 3:06:30, time: 0.642, data_time: 0.001, memory: 7129, top1_acc: 0.6922, top5_acc: 0.8742, loss_cls: 1.2612, loss: 1.2612, grad_norm: 8.5490 2021-06-08 09:13:58,007 - mmaction - INFO - Epoch [43][280/1345] lr: 1.000e-04, eta: 3:06:08, time: 0.650, data_time: 0.003, memory: 7129, top1_acc: 0.6914, top5_acc: 0.9102, loss_cls: 1.1411, loss: 1.1411, grad_norm: 8.3512 2021-06-08 09:14:11,775 - mmaction - INFO - Epoch [43][300/1345] lr: 1.000e-04, eta: 3:05:45, time: 0.688, data_time: 0.001, memory: 7129, top1_acc: 0.6672, top5_acc: 0.8797, loss_cls: 1.2973, loss: 1.2973, grad_norm: 8.9667 2021-06-08 09:14:27,192 - mmaction - INFO - Epoch [43][320/1345] lr: 1.000e-04, eta: 3:05:23, time: 0.771, data_time: 0.002, memory: 7129, top1_acc: 0.6773, top5_acc: 0.8930, loss_cls: 1.2035, loss: 1.2035, grad_norm: 8.9227 2021-06-08 09:14:43,678 - mmaction - INFO - Epoch [43][340/1345] lr: 1.000e-04, eta: 3:05:00, time: 0.825, data_time: 0.002, memory: 7129, top1_acc: 0.6969, top5_acc: 0.9070, loss_cls: 1.1686, loss: 1.1686, grad_norm: 8.6568 2021-06-08 09:14:57,012 - mmaction - INFO - Epoch [43][360/1345] lr: 1.000e-04, eta: 3:04:38, time: 0.666, data_time: 0.001, memory: 7129, top1_acc: 0.6891, top5_acc: 0.9023, loss_cls: 1.1676, loss: 1.1676, grad_norm: 8.6635 2021-06-08 09:15:11,244 - mmaction - INFO - Epoch [43][380/1345] lr: 1.000e-04, eta: 3:04:15, time: 0.712, data_time: 0.004, memory: 7129, top1_acc: 0.6859, top5_acc: 0.8945, loss_cls: 1.2244, loss: 1.2244, grad_norm: 8.6622 2021-06-08 09:15:25,516 - mmaction - INFO - Epoch [43][400/1345] lr: 1.000e-04, eta: 3:03:52, time: 0.714, data_time: 0.002, memory: 7129, top1_acc: 0.6945, top5_acc: 0.8891, loss_cls: 1.1835, loss: 1.1835, grad_norm: 8.6878 2021-06-08 09:15:39,513 - mmaction - INFO - Epoch [43][420/1345] lr: 1.000e-04, eta: 3:03:30, time: 0.696, data_time: 0.001, memory: 7129, top1_acc: 0.6859, top5_acc: 0.8805, loss_cls: 1.2595, loss: 1.2595, grad_norm: 8.9687 2021-06-08 09:15:53,125 - mmaction - INFO - Epoch [43][440/1345] lr: 1.000e-04, eta: 3:03:07, time: 0.685, data_time: 0.006, memory: 7129, top1_acc: 0.6453, top5_acc: 0.8797, loss_cls: 1.3156, loss: 1.3156, grad_norm: 9.1530 2021-06-08 09:16:07,327 - mmaction - INFO - Epoch [43][460/1345] lr: 1.000e-04, eta: 3:02:45, time: 0.710, data_time: 0.001, memory: 7129, top1_acc: 0.6742, top5_acc: 0.8930, loss_cls: 1.2481, loss: 1.2481, grad_norm: 8.9917 2021-06-08 09:16:21,868 - mmaction - INFO - Epoch [43][480/1345] lr: 1.000e-04, eta: 3:02:22, time: 0.727, data_time: 0.002, memory: 7129, top1_acc: 0.7031, top5_acc: 0.8945, loss_cls: 1.1766, loss: 1.1766, grad_norm: 8.8926 2021-06-08 09:16:37,004 - mmaction - INFO - Epoch [43][500/1345] lr: 1.000e-04, eta: 3:02:00, time: 0.757, data_time: 0.001, memory: 7129, top1_acc: 0.6656, top5_acc: 0.8797, loss_cls: 1.2767, loss: 1.2767, grad_norm: 8.9911 2021-06-08 09:16:50,739 - mmaction - INFO - Epoch [43][520/1345] lr: 1.000e-04, eta: 3:01:37, time: 0.686, data_time: 0.001, memory: 7129, top1_acc: 0.6641, top5_acc: 0.9039, loss_cls: 1.2160, loss: 1.2160, grad_norm: 8.9571 2021-06-08 09:17:05,061 - mmaction - INFO - Epoch [43][540/1345] lr: 1.000e-04, eta: 3:01:14, time: 0.717, data_time: 0.001, memory: 7129, top1_acc: 0.6727, top5_acc: 0.8836, loss_cls: 1.2459, loss: 1.2459, grad_norm: 8.7907 2021-06-08 09:17:19,362 - mmaction - INFO - Epoch [43][560/1345] lr: 1.000e-04, eta: 3:00:52, time: 0.714, data_time: 0.001, memory: 7129, top1_acc: 0.6875, top5_acc: 0.8828, loss_cls: 1.2300, loss: 1.2300, grad_norm: 8.6952 2021-06-08 09:17:33,403 - mmaction - INFO - Epoch [43][580/1345] lr: 1.000e-04, eta: 3:00:29, time: 0.703, data_time: 0.002, memory: 7129, top1_acc: 0.7000, top5_acc: 0.9008, loss_cls: 1.1787, loss: 1.1787, grad_norm: 8.7342 2021-06-08 09:17:48,129 - mmaction - INFO - Epoch [43][600/1345] lr: 1.000e-04, eta: 3:00:07, time: 0.734, data_time: 0.001, memory: 7129, top1_acc: 0.6750, top5_acc: 0.8984, loss_cls: 1.2294, loss: 1.2294, grad_norm: 8.9318 2021-06-08 09:18:02,218 - mmaction - INFO - Epoch [43][620/1345] lr: 1.000e-04, eta: 2:59:44, time: 0.707, data_time: 0.004, memory: 7129, top1_acc: 0.6945, top5_acc: 0.8875, loss_cls: 1.2081, loss: 1.2081, grad_norm: 8.7228 2021-06-08 09:18:16,179 - mmaction - INFO - Epoch [43][640/1345] lr: 1.000e-04, eta: 2:59:22, time: 0.698, data_time: 0.002, memory: 7129, top1_acc: 0.7023, top5_acc: 0.8953, loss_cls: 1.1651, loss: 1.1651, grad_norm: 8.6200 2021-06-08 09:18:31,762 - mmaction - INFO - Epoch [43][660/1345] lr: 1.000e-04, eta: 2:58:59, time: 0.777, data_time: 0.001, memory: 7129, top1_acc: 0.6859, top5_acc: 0.8938, loss_cls: 1.1836, loss: 1.1836, grad_norm: 8.6924 2021-06-08 09:18:47,001 - mmaction - INFO - Epoch [43][680/1345] lr: 1.000e-04, eta: 2:58:37, time: 0.764, data_time: 0.003, memory: 7129, top1_acc: 0.6633, top5_acc: 0.8977, loss_cls: 1.2310, loss: 1.2310, grad_norm: 8.8348 2021-06-08 09:19:01,277 - mmaction - INFO - Epoch [43][700/1345] lr: 1.000e-04, eta: 2:58:15, time: 0.714, data_time: 0.001, memory: 7129, top1_acc: 0.6711, top5_acc: 0.8883, loss_cls: 1.2467, loss: 1.2467, grad_norm: 8.9888 2021-06-08 09:19:16,073 - mmaction - INFO - Epoch [43][720/1345] lr: 1.000e-04, eta: 2:57:52, time: 0.739, data_time: 0.001, memory: 7129, top1_acc: 0.6680, top5_acc: 0.8875, loss_cls: 1.2611, loss: 1.2611, grad_norm: 8.6997 2021-06-08 09:19:30,372 - mmaction - INFO - Epoch [43][740/1345] lr: 1.000e-04, eta: 2:57:30, time: 0.713, data_time: 0.001, memory: 7129, top1_acc: 0.6664, top5_acc: 0.8805, loss_cls: 1.2442, loss: 1.2442, grad_norm: 8.6112 2021-06-08 09:19:46,295 - mmaction - INFO - Epoch [43][760/1345] lr: 1.000e-04, eta: 2:57:08, time: 0.797, data_time: 0.003, memory: 7129, top1_acc: 0.6820, top5_acc: 0.8938, loss_cls: 1.2178, loss: 1.2178, grad_norm: 8.8212 2021-06-08 09:20:00,149 - mmaction - INFO - Epoch [43][780/1345] lr: 1.000e-04, eta: 2:56:45, time: 0.693, data_time: 0.002, memory: 7129, top1_acc: 0.6859, top5_acc: 0.8984, loss_cls: 1.1792, loss: 1.1792, grad_norm: 8.5697 2021-06-08 09:20:15,319 - mmaction - INFO - Epoch [43][800/1345] lr: 1.000e-04, eta: 2:56:23, time: 0.758, data_time: 0.001, memory: 7129, top1_acc: 0.6648, top5_acc: 0.8867, loss_cls: 1.2366, loss: 1.2366, grad_norm: 8.9278 2021-06-08 09:20:30,367 - mmaction - INFO - Epoch [43][820/1345] lr: 1.000e-04, eta: 2:56:00, time: 0.753, data_time: 0.001, memory: 7129, top1_acc: 0.6922, top5_acc: 0.8969, loss_cls: 1.2024, loss: 1.2024, grad_norm: 8.4588 2021-06-08 09:20:45,817 - mmaction - INFO - Epoch [43][840/1345] lr: 1.000e-04, eta: 2:55:38, time: 0.772, data_time: 0.001, memory: 7129, top1_acc: 0.6539, top5_acc: 0.8891, loss_cls: 1.2850, loss: 1.2850, grad_norm: 8.9894 2021-06-08 09:21:00,003 - mmaction - INFO - Epoch [43][860/1345] lr: 1.000e-04, eta: 2:55:16, time: 0.709, data_time: 0.001, memory: 7129, top1_acc: 0.6828, top5_acc: 0.8812, loss_cls: 1.2316, loss: 1.2316, grad_norm: 8.9081 2021-06-08 09:21:15,442 - mmaction - INFO - Epoch [43][880/1345] lr: 1.000e-04, eta: 2:54:53, time: 0.769, data_time: 0.001, memory: 7129, top1_acc: 0.6898, top5_acc: 0.8836, loss_cls: 1.2089, loss: 1.2089, grad_norm: 8.5232 2021-06-08 09:21:30,634 - mmaction - INFO - Epoch [43][900/1345] lr: 1.000e-04, eta: 2:54:31, time: 0.762, data_time: 0.004, memory: 7129, top1_acc: 0.6664, top5_acc: 0.8703, loss_cls: 1.3202, loss: 1.3202, grad_norm: 8.7504 2021-06-08 09:21:44,686 - mmaction - INFO - Epoch [43][920/1345] lr: 1.000e-04, eta: 2:54:09, time: 0.702, data_time: 0.001, memory: 7129, top1_acc: 0.6773, top5_acc: 0.8984, loss_cls: 1.1928, loss: 1.1928, grad_norm: 8.6972 2021-06-08 09:22:00,871 - mmaction - INFO - Epoch [43][940/1345] lr: 1.000e-04, eta: 2:53:47, time: 0.808, data_time: 0.001, memory: 7129, top1_acc: 0.6687, top5_acc: 0.8750, loss_cls: 1.2907, loss: 1.2907, grad_norm: 8.9308 2021-06-08 09:22:14,487 - mmaction - INFO - Epoch [43][960/1345] lr: 1.000e-04, eta: 2:53:24, time: 0.681, data_time: 0.003, memory: 7129, top1_acc: 0.6820, top5_acc: 0.8945, loss_cls: 1.1748, loss: 1.1748, grad_norm: 8.5169 2021-06-08 09:22:30,021 - mmaction - INFO - Epoch [43][980/1345] lr: 1.000e-04, eta: 2:53:02, time: 0.778, data_time: 0.002, memory: 7129, top1_acc: 0.6813, top5_acc: 0.8828, loss_cls: 1.2413, loss: 1.2413, grad_norm: 9.0076 2021-06-08 09:22:44,876 - mmaction - INFO - Epoch [43][1000/1345] lr: 1.000e-04, eta: 2:52:40, time: 0.742, data_time: 0.003, memory: 7129, top1_acc: 0.6813, top5_acc: 0.8977, loss_cls: 1.2070, loss: 1.2070, grad_norm: 8.8120 2021-06-08 09:23:00,027 - mmaction - INFO - Epoch [43][1020/1345] lr: 1.000e-04, eta: 2:52:17, time: 0.758, data_time: 0.001, memory: 7129, top1_acc: 0.6906, top5_acc: 0.8930, loss_cls: 1.1671, loss: 1.1671, grad_norm: 8.6394 2021-06-08 09:23:15,498 - mmaction - INFO - Epoch [43][1040/1345] lr: 1.000e-04, eta: 2:51:55, time: 0.773, data_time: 0.002, memory: 7129, top1_acc: 0.6617, top5_acc: 0.8805, loss_cls: 1.3057, loss: 1.3057, grad_norm: 8.9833 2021-06-08 09:23:30,335 - mmaction - INFO - Epoch [43][1060/1345] lr: 1.000e-04, eta: 2:51:33, time: 0.742, data_time: 0.001, memory: 7129, top1_acc: 0.6742, top5_acc: 0.8812, loss_cls: 1.2345, loss: 1.2345, grad_norm: 8.8839 2021-06-08 09:23:44,861 - mmaction - INFO - Epoch [43][1080/1345] lr: 1.000e-04, eta: 2:51:10, time: 0.727, data_time: 0.001, memory: 7129, top1_acc: 0.6586, top5_acc: 0.8977, loss_cls: 1.2193, loss: 1.2193, grad_norm: 8.9017 2021-06-08 09:24:01,778 - mmaction - INFO - Epoch [43][1100/1345] lr: 1.000e-04, eta: 2:50:48, time: 0.846, data_time: 0.001, memory: 7129, top1_acc: 0.6789, top5_acc: 0.8961, loss_cls: 1.1989, loss: 1.1989, grad_norm: 8.6199 2021-06-08 09:24:17,217 - mmaction - INFO - Epoch [43][1120/1345] lr: 1.000e-04, eta: 2:50:26, time: 0.772, data_time: 0.001, memory: 7129, top1_acc: 0.6703, top5_acc: 0.8953, loss_cls: 1.2113, loss: 1.2113, grad_norm: 8.6691 2021-06-08 09:24:32,582 - mmaction - INFO - Epoch [43][1140/1345] lr: 1.000e-04, eta: 2:50:04, time: 0.767, data_time: 0.001, memory: 7129, top1_acc: 0.6859, top5_acc: 0.8922, loss_cls: 1.2116, loss: 1.2116, grad_norm: 8.5792 2021-06-08 09:24:46,887 - mmaction - INFO - Epoch [43][1160/1345] lr: 1.000e-04, eta: 2:49:42, time: 0.717, data_time: 0.004, memory: 7129, top1_acc: 0.6523, top5_acc: 0.8969, loss_cls: 1.2243, loss: 1.2243, grad_norm: 8.7073 2021-06-08 09:25:03,380 - mmaction - INFO - Epoch [43][1180/1345] lr: 1.000e-04, eta: 2:49:20, time: 0.823, data_time: 0.001, memory: 7129, top1_acc: 0.6867, top5_acc: 0.8953, loss_cls: 1.2043, loss: 1.2043, grad_norm: 8.6841 2021-06-08 09:25:19,238 - mmaction - INFO - Epoch [43][1200/1345] lr: 1.000e-04, eta: 2:48:58, time: 0.795, data_time: 0.004, memory: 7129, top1_acc: 0.6687, top5_acc: 0.8875, loss_cls: 1.2397, loss: 1.2397, grad_norm: 8.7921 2021-06-08 09:25:33,122 - mmaction - INFO - Epoch [43][1220/1345] lr: 1.000e-04, eta: 2:48:35, time: 0.695, data_time: 0.001, memory: 7129, top1_acc: 0.6820, top5_acc: 0.8891, loss_cls: 1.2048, loss: 1.2048, grad_norm: 8.9280 2021-06-08 09:25:48,427 - mmaction - INFO - Epoch [43][1240/1345] lr: 1.000e-04, eta: 2:48:13, time: 0.765, data_time: 0.001, memory: 7129, top1_acc: 0.6789, top5_acc: 0.8773, loss_cls: 1.2558, loss: 1.2558, grad_norm: 8.8826 2021-06-08 09:26:04,154 - mmaction - INFO - Epoch [43][1260/1345] lr: 1.000e-04, eta: 2:47:51, time: 0.786, data_time: 0.001, memory: 7129, top1_acc: 0.6891, top5_acc: 0.9031, loss_cls: 1.1779, loss: 1.1779, grad_norm: 8.5430 2021-06-08 09:26:18,620 - mmaction - INFO - Epoch [43][1280/1345] lr: 1.000e-04, eta: 2:47:29, time: 0.724, data_time: 0.001, memory: 7129, top1_acc: 0.6797, top5_acc: 0.8938, loss_cls: 1.2013, loss: 1.2013, grad_norm: 8.9262 2021-06-08 09:26:32,996 - mmaction - INFO - Epoch [43][1300/1345] lr: 1.000e-04, eta: 2:47:06, time: 0.718, data_time: 0.001, memory: 7129, top1_acc: 0.6898, top5_acc: 0.8891, loss_cls: 1.1863, loss: 1.1863, grad_norm: 8.7863 2021-06-08 09:26:47,633 - mmaction - INFO - Epoch [43][1320/1345] lr: 1.000e-04, eta: 2:46:44, time: 0.732, data_time: 0.001, memory: 7129, top1_acc: 0.6977, top5_acc: 0.8914, loss_cls: 1.1988, loss: 1.1988, grad_norm: 8.8041 2021-06-08 09:27:02,170 - mmaction - INFO - Epoch [43][1340/1345] lr: 1.000e-04, eta: 2:46:22, time: 0.727, data_time: 0.001, memory: 7129, top1_acc: 0.7070, top5_acc: 0.8961, loss_cls: 1.1759, loss: 1.1759, grad_norm: 8.4818 2021-06-08 09:27:10,037 - mmaction - INFO - Saving checkpoint at 43 epochs 2021-06-08 09:35:38,246 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-06-08 09:35:38,500 - mmaction - INFO - top1_acc 0.4736 top5_acc 0.7705 2021-06-08 09:35:38,500 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-06-08 09:35:38,572 - mmaction - INFO - mean_acc 0.4368 2021-06-08 09:35:38,575 - mmaction - INFO - Epoch(val) [43][1345] top1_acc: 0.4736, top5_acc: 0.7705, mean_class_accuracy: 0.4368 2021-06-08 09:43:13,318 - mmaction - INFO - Epoch [44][20/1345] lr: 1.000e-04, eta: 2:47:05, time: 22.734, data_time: 22.060, memory: 7129, top1_acc: 0.6805, top5_acc: 0.8953, loss_cls: 1.2164, loss: 1.2164, grad_norm: 8.6103 2021-06-08 09:43:24,392 - mmaction - INFO - Epoch [44][40/1345] lr: 1.000e-04, eta: 2:46:42, time: 0.555, data_time: 0.005, memory: 7129, top1_acc: 0.6727, top5_acc: 0.8844, loss_cls: 1.2450, loss: 1.2450, grad_norm: 9.0657 2021-06-08 09:43:35,371 - mmaction - INFO - Epoch [44][60/1345] lr: 1.000e-04, eta: 2:46:19, time: 0.549, data_time: 0.002, memory: 7129, top1_acc: 0.6781, top5_acc: 0.8844, loss_cls: 1.2713, loss: 1.2713, grad_norm: 8.9270 2021-06-08 09:43:46,139 - mmaction - INFO - Epoch [44][80/1345] lr: 1.000e-04, eta: 2:45:56, time: 0.538, data_time: 0.001, memory: 7129, top1_acc: 0.6797, top5_acc: 0.8867, loss_cls: 1.2221, loss: 1.2221, grad_norm: 8.5334 2021-06-08 09:43:57,020 - mmaction - INFO - Epoch [44][100/1345] lr: 1.000e-04, eta: 2:45:33, time: 0.544, data_time: 0.002, memory: 7129, top1_acc: 0.6781, top5_acc: 0.8836, loss_cls: 1.2124, loss: 1.2124, grad_norm: 8.8393 2021-06-08 09:44:08,023 - mmaction - INFO - Epoch [44][120/1345] lr: 1.000e-04, eta: 2:45:10, time: 0.550, data_time: 0.001, memory: 7129, top1_acc: 0.6875, top5_acc: 0.8953, loss_cls: 1.1990, loss: 1.1990, grad_norm: 8.6755 2021-06-08 09:44:18,860 - mmaction - INFO - Epoch [44][140/1345] lr: 1.000e-04, eta: 2:44:47, time: 0.541, data_time: 0.001, memory: 7129, top1_acc: 0.6742, top5_acc: 0.8961, loss_cls: 1.2049, loss: 1.2049, grad_norm: 8.6488 2021-06-08 09:44:29,667 - mmaction - INFO - Epoch [44][160/1345] lr: 1.000e-04, eta: 2:44:24, time: 0.541, data_time: 0.003, memory: 7129, top1_acc: 0.6820, top5_acc: 0.8859, loss_cls: 1.2558, loss: 1.2558, grad_norm: 8.8850 2021-06-08 09:44:40,805 - mmaction - INFO - Epoch [44][180/1345] lr: 1.000e-04, eta: 2:44:01, time: 0.557, data_time: 0.002, memory: 7129, top1_acc: 0.6773, top5_acc: 0.8805, loss_cls: 1.2711, loss: 1.2711, grad_norm: 8.9401 2021-06-08 09:44:52,713 - mmaction - INFO - Epoch [44][200/1345] lr: 1.000e-04, eta: 2:43:38, time: 0.594, data_time: 0.002, memory: 7129, top1_acc: 0.6937, top5_acc: 0.9023, loss_cls: 1.1463, loss: 1.1463, grad_norm: 8.4177 2021-06-08 09:45:06,433 - mmaction - INFO - Epoch [44][220/1345] lr: 1.000e-04, eta: 2:43:16, time: 0.687, data_time: 0.003, memory: 7129, top1_acc: 0.6914, top5_acc: 0.8883, loss_cls: 1.1774, loss: 1.1774, grad_norm: 8.6215 2021-06-08 09:45:18,910 - mmaction - INFO - Epoch [44][240/1345] lr: 1.000e-04, eta: 2:42:53, time: 0.625, data_time: 0.002, memory: 7129, top1_acc: 0.6844, top5_acc: 0.8945, loss_cls: 1.2180, loss: 1.2180, grad_norm: 8.9177 2021-06-08 09:45:31,626 - mmaction - INFO - Epoch [44][260/1345] lr: 1.000e-04, eta: 2:42:30, time: 0.634, data_time: 0.002, memory: 7129, top1_acc: 0.6805, top5_acc: 0.8852, loss_cls: 1.2314, loss: 1.2314, grad_norm: 8.7115 2021-06-08 09:45:44,692 - mmaction - INFO - Epoch [44][280/1345] lr: 1.000e-04, eta: 2:42:08, time: 0.656, data_time: 0.004, memory: 7129, top1_acc: 0.6711, top5_acc: 0.8852, loss_cls: 1.2635, loss: 1.2635, grad_norm: 8.9467 2021-06-08 09:45:59,173 - mmaction - INFO - Epoch [44][300/1345] lr: 1.000e-04, eta: 2:41:45, time: 0.724, data_time: 0.002, memory: 7129, top1_acc: 0.6883, top5_acc: 0.9023, loss_cls: 1.1650, loss: 1.1650, grad_norm: 8.9026 2021-06-08 09:46:12,243 - mmaction - INFO - Epoch [44][320/1345] lr: 1.000e-04, eta: 2:41:23, time: 0.654, data_time: 0.001, memory: 7129, top1_acc: 0.6680, top5_acc: 0.8977, loss_cls: 1.2238, loss: 1.2238, grad_norm: 8.7127 2021-06-08 09:46:26,078 - mmaction - INFO - Epoch [44][340/1345] lr: 1.000e-04, eta: 2:41:00, time: 0.691, data_time: 0.001, memory: 7129, top1_acc: 0.6953, top5_acc: 0.8977, loss_cls: 1.1551, loss: 1.1551, grad_norm: 8.6920 2021-06-08 09:46:39,964 - mmaction - INFO - Epoch [44][360/1345] lr: 1.000e-04, eta: 2:40:38, time: 0.694, data_time: 0.002, memory: 7129, top1_acc: 0.6836, top5_acc: 0.8930, loss_cls: 1.2031, loss: 1.2031, grad_norm: 8.9046 2021-06-08 09:46:54,031 - mmaction - INFO - Epoch [44][380/1345] lr: 1.000e-04, eta: 2:40:15, time: 0.705, data_time: 0.002, memory: 7129, top1_acc: 0.6875, top5_acc: 0.8891, loss_cls: 1.2026, loss: 1.2026, grad_norm: 8.7776 2021-06-08 09:47:08,007 - mmaction - INFO - Epoch [44][400/1345] lr: 1.000e-04, eta: 2:39:53, time: 0.699, data_time: 0.001, memory: 7129, top1_acc: 0.6672, top5_acc: 0.8734, loss_cls: 1.2627, loss: 1.2627, grad_norm: 9.0888 2021-06-08 09:47:22,321 - mmaction - INFO - Epoch [44][420/1345] lr: 1.000e-04, eta: 2:39:31, time: 0.715, data_time: 0.001, memory: 7129, top1_acc: 0.6703, top5_acc: 0.8734, loss_cls: 1.2977, loss: 1.2977, grad_norm: 9.1320 2021-06-08 09:47:36,540 - mmaction - INFO - Epoch [44][440/1345] lr: 1.000e-04, eta: 2:39:08, time: 0.711, data_time: 0.001, memory: 7129, top1_acc: 0.6820, top5_acc: 0.8984, loss_cls: 1.1828, loss: 1.1828, grad_norm: 9.0498 2021-06-08 09:47:50,396 - mmaction - INFO - Epoch [44][460/1345] lr: 1.000e-04, eta: 2:38:46, time: 0.693, data_time: 0.001, memory: 7129, top1_acc: 0.6781, top5_acc: 0.8859, loss_cls: 1.2304, loss: 1.2304, grad_norm: 8.9901 2021-06-08 09:48:05,494 - mmaction - INFO - Epoch [44][480/1345] lr: 1.000e-04, eta: 2:38:24, time: 0.754, data_time: 0.001, memory: 7129, top1_acc: 0.6617, top5_acc: 0.8883, loss_cls: 1.2436, loss: 1.2436, grad_norm: 8.9404 2021-06-08 09:48:19,709 - mmaction - INFO - Epoch [44][500/1345] lr: 1.000e-04, eta: 2:38:01, time: 0.710, data_time: 0.001, memory: 7129, top1_acc: 0.6727, top5_acc: 0.8922, loss_cls: 1.2335, loss: 1.2335, grad_norm: 8.8402 2021-06-08 09:48:34,324 - mmaction - INFO - Epoch [44][520/1345] lr: 1.000e-04, eta: 2:37:39, time: 0.731, data_time: 0.002, memory: 7129, top1_acc: 0.7094, top5_acc: 0.8992, loss_cls: 1.1599, loss: 1.1599, grad_norm: 8.5794 2021-06-08 09:48:48,452 - mmaction - INFO - Epoch [44][540/1345] lr: 1.000e-04, eta: 2:37:17, time: 0.707, data_time: 0.002, memory: 7129, top1_acc: 0.6906, top5_acc: 0.9000, loss_cls: 1.1817, loss: 1.1817, grad_norm: 8.7331 2021-06-08 09:49:02,272 - mmaction - INFO - Epoch [44][560/1345] lr: 1.000e-04, eta: 2:36:54, time: 0.691, data_time: 0.001, memory: 7129, top1_acc: 0.6937, top5_acc: 0.9016, loss_cls: 1.1788, loss: 1.1788, grad_norm: 8.8037 2021-06-08 09:49:19,398 - mmaction - INFO - Epoch [44][580/1345] lr: 1.000e-04, eta: 2:36:32, time: 0.856, data_time: 0.001, memory: 7129, top1_acc: 0.6703, top5_acc: 0.8852, loss_cls: 1.2257, loss: 1.2257, grad_norm: 8.8794 2021-06-08 09:49:33,009 - mmaction - INFO - Epoch [44][600/1345] lr: 1.000e-04, eta: 2:36:10, time: 0.680, data_time: 0.001, memory: 7129, top1_acc: 0.6766, top5_acc: 0.8930, loss_cls: 1.2273, loss: 1.2273, grad_norm: 9.0209 2021-06-08 09:49:48,067 - mmaction - INFO - Epoch [44][620/1345] lr: 1.000e-04, eta: 2:35:48, time: 0.754, data_time: 0.001, memory: 7129, top1_acc: 0.6750, top5_acc: 0.8914, loss_cls: 1.2346, loss: 1.2346, grad_norm: 9.2398 2021-06-08 09:50:03,126 - mmaction - INFO - Epoch [44][640/1345] lr: 1.000e-04, eta: 2:35:25, time: 0.753, data_time: 0.002, memory: 7129, top1_acc: 0.6727, top5_acc: 0.8695, loss_cls: 1.2822, loss: 1.2822, grad_norm: 8.9353 2021-06-08 09:50:18,338 - mmaction - INFO - Epoch [44][660/1345] lr: 1.000e-04, eta: 2:35:03, time: 0.760, data_time: 0.001, memory: 7129, top1_acc: 0.6672, top5_acc: 0.8820, loss_cls: 1.2780, loss: 1.2780, grad_norm: 9.1406 2021-06-08 09:50:33,273 - mmaction - INFO - Epoch [44][680/1345] lr: 1.000e-04, eta: 2:34:41, time: 0.747, data_time: 0.002, memory: 7129, top1_acc: 0.6852, top5_acc: 0.8812, loss_cls: 1.2230, loss: 1.2230, grad_norm: 8.9472 2021-06-08 09:50:48,682 - mmaction - INFO - Epoch [44][700/1345] lr: 1.000e-04, eta: 2:34:19, time: 0.770, data_time: 0.001, memory: 7129, top1_acc: 0.6914, top5_acc: 0.9008, loss_cls: 1.1980, loss: 1.1980, grad_norm: 9.0391 2021-06-08 09:51:03,458 - mmaction - INFO - Epoch [44][720/1345] lr: 1.000e-04, eta: 2:33:57, time: 0.739, data_time: 0.002, memory: 7129, top1_acc: 0.6664, top5_acc: 0.8891, loss_cls: 1.2287, loss: 1.2287, grad_norm: 8.9809 2021-06-08 09:51:18,059 - mmaction - INFO - Epoch [44][740/1345] lr: 1.000e-04, eta: 2:33:35, time: 0.729, data_time: 0.001, memory: 7129, top1_acc: 0.6836, top5_acc: 0.8867, loss_cls: 1.1953, loss: 1.1953, grad_norm: 8.7863 2021-06-08 09:51:34,159 - mmaction - INFO - Epoch [44][760/1345] lr: 1.000e-04, eta: 2:33:13, time: 0.807, data_time: 0.003, memory: 7129, top1_acc: 0.6609, top5_acc: 0.8930, loss_cls: 1.2804, loss: 1.2804, grad_norm: 9.2488 2021-06-08 09:51:51,052 - mmaction - INFO - Epoch [44][780/1345] lr: 1.000e-04, eta: 2:32:51, time: 0.845, data_time: 0.001, memory: 7129, top1_acc: 0.6883, top5_acc: 0.8836, loss_cls: 1.2567, loss: 1.2567, grad_norm: 9.1483 2021-06-08 09:52:06,605 - mmaction - INFO - Epoch [44][800/1345] lr: 1.000e-04, eta: 2:32:29, time: 0.777, data_time: 0.001, memory: 7129, top1_acc: 0.6992, top5_acc: 0.9086, loss_cls: 1.1331, loss: 1.1331, grad_norm: 8.6730 2021-06-08 09:52:21,183 - mmaction - INFO - Epoch [44][820/1345] lr: 1.000e-04, eta: 2:32:06, time: 0.729, data_time: 0.001, memory: 7129, top1_acc: 0.6906, top5_acc: 0.9000, loss_cls: 1.1919, loss: 1.1919, grad_norm: 8.8795 2021-06-08 09:52:36,586 - mmaction - INFO - Epoch [44][840/1345] lr: 1.000e-04, eta: 2:31:44, time: 0.770, data_time: 0.001, memory: 7129, top1_acc: 0.6875, top5_acc: 0.8812, loss_cls: 1.2221, loss: 1.2221, grad_norm: 8.9984 2021-06-08 09:52:51,728 - mmaction - INFO - Epoch [44][860/1345] lr: 1.000e-04, eta: 2:31:22, time: 0.755, data_time: 0.001, memory: 7129, top1_acc: 0.6992, top5_acc: 0.8984, loss_cls: 1.1484, loss: 1.1484, grad_norm: 8.4646 2021-06-08 09:53:06,748 - mmaction - INFO - Epoch [44][880/1345] lr: 1.000e-04, eta: 2:31:00, time: 0.753, data_time: 0.003, memory: 7129, top1_acc: 0.6961, top5_acc: 0.8930, loss_cls: 1.1843, loss: 1.1843, grad_norm: 8.9854 2021-06-08 09:53:22,172 - mmaction - INFO - Epoch [44][900/1345] lr: 1.000e-04, eta: 2:30:38, time: 0.771, data_time: 0.001, memory: 7129, top1_acc: 0.6844, top5_acc: 0.8891, loss_cls: 1.2257, loss: 1.2257, grad_norm: 8.8847 2021-06-08 09:53:38,124 - mmaction - INFO - Epoch [44][920/1345] lr: 1.000e-04, eta: 2:30:16, time: 0.797, data_time: 0.001, memory: 7129, top1_acc: 0.6523, top5_acc: 0.8844, loss_cls: 1.2836, loss: 1.2836, grad_norm: 9.1607 2021-06-08 09:53:53,874 - mmaction - INFO - Epoch [44][940/1345] lr: 1.000e-04, eta: 2:29:54, time: 0.787, data_time: 0.001, memory: 7129, top1_acc: 0.6687, top5_acc: 0.8773, loss_cls: 1.2690, loss: 1.2690, grad_norm: 9.1599 2021-06-08 09:54:10,440 - mmaction - INFO - Epoch [44][960/1345] lr: 1.000e-04, eta: 2:29:32, time: 0.829, data_time: 0.003, memory: 7129, top1_acc: 0.6820, top5_acc: 0.8977, loss_cls: 1.1943, loss: 1.1943, grad_norm: 8.7369 2021-06-08 09:54:26,354 - mmaction - INFO - Epoch [44][980/1345] lr: 1.000e-04, eta: 2:29:10, time: 0.796, data_time: 0.001, memory: 7129, top1_acc: 0.6781, top5_acc: 0.8789, loss_cls: 1.2081, loss: 1.2081, grad_norm: 9.2531 2021-06-08 09:54:43,000 - mmaction - INFO - Epoch [44][1000/1345] lr: 1.000e-04, eta: 2:28:48, time: 0.832, data_time: 0.002, memory: 7129, top1_acc: 0.6789, top5_acc: 0.8875, loss_cls: 1.2258, loss: 1.2258, grad_norm: 8.8624 2021-06-08 09:54:58,600 - mmaction - INFO - Epoch [44][1020/1345] lr: 1.000e-04, eta: 2:28:26, time: 0.780, data_time: 0.001, memory: 7129, top1_acc: 0.6617, top5_acc: 0.8805, loss_cls: 1.2822, loss: 1.2822, grad_norm: 9.0394 2021-06-08 09:55:14,651 - mmaction - INFO - Epoch [44][1040/1345] lr: 1.000e-04, eta: 2:28:04, time: 0.802, data_time: 0.001, memory: 7129, top1_acc: 0.6758, top5_acc: 0.8930, loss_cls: 1.2198, loss: 1.2198, grad_norm: 8.8061 2021-06-08 09:55:31,049 - mmaction - INFO - Epoch [44][1060/1345] lr: 1.000e-04, eta: 2:27:42, time: 0.821, data_time: 0.005, memory: 7129, top1_acc: 0.6672, top5_acc: 0.8828, loss_cls: 1.2707, loss: 1.2707, grad_norm: 9.0709 2021-06-08 09:55:47,224 - mmaction - INFO - Epoch [44][1080/1345] lr: 1.000e-04, eta: 2:27:20, time: 0.808, data_time: 0.002, memory: 7129, top1_acc: 0.6930, top5_acc: 0.8906, loss_cls: 1.1778, loss: 1.1778, grad_norm: 8.7167 2021-06-08 09:56:03,574 - mmaction - INFO - Epoch [44][1100/1345] lr: 1.000e-04, eta: 2:26:58, time: 0.818, data_time: 0.001, memory: 7129, top1_acc: 0.6633, top5_acc: 0.8867, loss_cls: 1.2859, loss: 1.2859, grad_norm: 9.0231 2021-06-08 09:56:18,643 - mmaction - INFO - Epoch [44][1120/1345] lr: 1.000e-04, eta: 2:26:36, time: 0.753, data_time: 0.001, memory: 7129, top1_acc: 0.6937, top5_acc: 0.8883, loss_cls: 1.1989, loss: 1.1989, grad_norm: 8.6199 2021-06-08 09:56:35,418 - mmaction - INFO - Epoch [44][1140/1345] lr: 1.000e-04, eta: 2:26:15, time: 0.838, data_time: 0.001, memory: 7129, top1_acc: 0.6680, top5_acc: 0.8844, loss_cls: 1.2547, loss: 1.2547, grad_norm: 8.9060 2021-06-08 09:56:50,867 - mmaction - INFO - Epoch [44][1160/1345] lr: 1.000e-04, eta: 2:25:53, time: 0.773, data_time: 0.002, memory: 7129, top1_acc: 0.6750, top5_acc: 0.8836, loss_cls: 1.2821, loss: 1.2821, grad_norm: 9.3466 2021-06-08 09:57:07,673 - mmaction - INFO - Epoch [44][1180/1345] lr: 1.000e-04, eta: 2:25:31, time: 0.840, data_time: 0.001, memory: 7129, top1_acc: 0.6820, top5_acc: 0.9047, loss_cls: 1.1685, loss: 1.1685, grad_norm: 8.6824 2021-06-08 09:57:23,463 - mmaction - INFO - Epoch [44][1200/1345] lr: 1.000e-04, eta: 2:25:09, time: 0.790, data_time: 0.001, memory: 7129, top1_acc: 0.6633, top5_acc: 0.8836, loss_cls: 1.2427, loss: 1.2427, grad_norm: 9.1057 2021-06-08 09:57:39,354 - mmaction - INFO - Epoch [44][1220/1345] lr: 1.000e-04, eta: 2:24:47, time: 0.795, data_time: 0.001, memory: 7129, top1_acc: 0.6750, top5_acc: 0.8891, loss_cls: 1.2365, loss: 1.2365, grad_norm: 9.0399 2021-06-08 09:57:55,184 - mmaction - INFO - Epoch [44][1240/1345] lr: 1.000e-04, eta: 2:24:25, time: 0.791, data_time: 0.001, memory: 7129, top1_acc: 0.6617, top5_acc: 0.8797, loss_cls: 1.2746, loss: 1.2746, grad_norm: 9.0330 2021-06-08 09:58:11,979 - mmaction - INFO - Epoch [44][1260/1345] lr: 1.000e-04, eta: 2:24:03, time: 0.840, data_time: 0.001, memory: 7129, top1_acc: 0.6828, top5_acc: 0.8875, loss_cls: 1.2327, loss: 1.2327, grad_norm: 8.7684 2021-06-08 09:58:29,200 - mmaction - INFO - Epoch [44][1280/1345] lr: 1.000e-04, eta: 2:23:41, time: 0.861, data_time: 0.001, memory: 7129, top1_acc: 0.6695, top5_acc: 0.8852, loss_cls: 1.2211, loss: 1.2211, grad_norm: 8.7279 2021-06-08 09:58:43,725 - mmaction - INFO - Epoch [44][1300/1345] lr: 1.000e-04, eta: 2:23:19, time: 0.727, data_time: 0.002, memory: 7129, top1_acc: 0.7109, top5_acc: 0.9117, loss_cls: 1.1014, loss: 1.1014, grad_norm: 8.7630 2021-06-08 09:58:59,266 - mmaction - INFO - Epoch [44][1320/1345] lr: 1.000e-04, eta: 2:22:57, time: 0.777, data_time: 0.001, memory: 7129, top1_acc: 0.6687, top5_acc: 0.8781, loss_cls: 1.2772, loss: 1.2772, grad_norm: 9.5591 2021-06-08 09:59:16,074 - mmaction - INFO - Epoch [44][1340/1345] lr: 1.000e-04, eta: 2:22:35, time: 0.840, data_time: 0.002, memory: 7129, top1_acc: 0.6773, top5_acc: 0.9031, loss_cls: 1.1652, loss: 1.1652, grad_norm: 8.9293 2021-06-08 09:59:24,527 - mmaction - INFO - Saving checkpoint at 44 epochs 2021-06-08 10:07:52,847 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-06-08 10:07:53,119 - mmaction - INFO - top1_acc 0.4745 top5_acc 0.7685 2021-06-08 10:07:53,119 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-06-08 10:07:53,188 - mmaction - INFO - mean_acc 0.4381 2021-06-08 10:07:54,222 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_44.pth. 2021-06-08 10:07:54,222 - mmaction - INFO - Best top1_acc is 0.4745 at 44 epoch. 2021-06-08 10:07:54,226 - mmaction - INFO - Epoch(val) [44][1345] top1_acc: 0.4745, top5_acc: 0.7685, mean_class_accuracy: 0.4381 2021-06-08 10:15:30,329 - mmaction - INFO - Epoch [45][20/1345] lr: 1.000e-04, eta: 2:23:07, time: 22.799, data_time: 22.120, memory: 7129, top1_acc: 0.6898, top5_acc: 0.8836, loss_cls: 1.2404, loss: 1.2404, grad_norm: 8.9080 2021-06-08 10:15:40,949 - mmaction - INFO - Epoch [45][40/1345] lr: 1.000e-04, eta: 2:22:45, time: 0.533, data_time: 0.005, memory: 7129, top1_acc: 0.6914, top5_acc: 0.8977, loss_cls: 1.1870, loss: 1.1870, grad_norm: 8.8001 2021-06-08 10:15:51,751 - mmaction - INFO - Epoch [45][60/1345] lr: 1.000e-04, eta: 2:22:22, time: 0.541, data_time: 0.002, memory: 7129, top1_acc: 0.6781, top5_acc: 0.8844, loss_cls: 1.2623, loss: 1.2623, grad_norm: 9.1398 2021-06-08 10:16:02,754 - mmaction - INFO - Epoch [45][80/1345] lr: 1.000e-04, eta: 2:21:59, time: 0.548, data_time: 0.001, memory: 7129, top1_acc: 0.6844, top5_acc: 0.8992, loss_cls: 1.1827, loss: 1.1827, grad_norm: 8.6914 2021-06-08 10:16:13,444 - mmaction - INFO - Epoch [45][100/1345] lr: 1.000e-04, eta: 2:21:36, time: 0.535, data_time: 0.003, memory: 7129, top1_acc: 0.6820, top5_acc: 0.8875, loss_cls: 1.2159, loss: 1.2159, grad_norm: 8.8057 2021-06-08 10:16:24,367 - mmaction - INFO - Epoch [45][120/1345] lr: 1.000e-04, eta: 2:21:14, time: 0.547, data_time: 0.002, memory: 7129, top1_acc: 0.6945, top5_acc: 0.9016, loss_cls: 1.1596, loss: 1.1596, grad_norm: 8.9822 2021-06-08 10:16:35,411 - mmaction - INFO - Epoch [45][140/1345] lr: 1.000e-04, eta: 2:20:51, time: 0.552, data_time: 0.001, memory: 7129, top1_acc: 0.6711, top5_acc: 0.8805, loss_cls: 1.2603, loss: 1.2603, grad_norm: 8.9652 2021-06-08 10:16:46,457 - mmaction - INFO - Epoch [45][160/1345] lr: 1.000e-04, eta: 2:20:28, time: 0.553, data_time: 0.002, memory: 7129, top1_acc: 0.6906, top5_acc: 0.8906, loss_cls: 1.2131, loss: 1.2131, grad_norm: 8.9465 2021-06-08 10:16:57,768 - mmaction - INFO - Epoch [45][180/1345] lr: 1.000e-04, eta: 2:20:06, time: 0.565, data_time: 0.001, memory: 7129, top1_acc: 0.7000, top5_acc: 0.9047, loss_cls: 1.1167, loss: 1.1167, grad_norm: 8.6554 2021-06-08 10:17:08,914 - mmaction - INFO - Epoch [45][200/1345] lr: 1.000e-04, eta: 2:19:43, time: 0.558, data_time: 0.001, memory: 7129, top1_acc: 0.6945, top5_acc: 0.9000, loss_cls: 1.1949, loss: 1.1949, grad_norm: 8.7756 2021-06-08 10:17:21,114 - mmaction - INFO - Epoch [45][220/1345] lr: 1.000e-04, eta: 2:19:20, time: 0.609, data_time: 0.001, memory: 7129, top1_acc: 0.6586, top5_acc: 0.8805, loss_cls: 1.2886, loss: 1.2886, grad_norm: 9.2234 2021-06-08 10:17:32,868 - mmaction - INFO - Epoch [45][240/1345] lr: 1.000e-04, eta: 2:18:58, time: 0.588, data_time: 0.002, memory: 7129, top1_acc: 0.6883, top5_acc: 0.8914, loss_cls: 1.1984, loss: 1.1984, grad_norm: 8.8299 2021-06-08 10:17:45,539 - mmaction - INFO - Epoch [45][260/1345] lr: 1.000e-04, eta: 2:18:35, time: 0.634, data_time: 0.001, memory: 7129, top1_acc: 0.6937, top5_acc: 0.8922, loss_cls: 1.2293, loss: 1.2293, grad_norm: 8.8531 2021-06-08 10:17:57,936 - mmaction - INFO - Epoch [45][280/1345] lr: 1.000e-04, eta: 2:18:13, time: 0.619, data_time: 0.002, memory: 7129, top1_acc: 0.6977, top5_acc: 0.9008, loss_cls: 1.1593, loss: 1.1593, grad_norm: 8.9137 2021-06-08 10:18:12,852 - mmaction - INFO - Epoch [45][300/1345] lr: 1.000e-04, eta: 2:17:51, time: 0.747, data_time: 0.002, memory: 7129, top1_acc: 0.6828, top5_acc: 0.8938, loss_cls: 1.2152, loss: 1.2152, grad_norm: 9.0262 2021-06-08 10:18:25,852 - mmaction - INFO - Epoch [45][320/1345] lr: 1.000e-04, eta: 2:17:28, time: 0.650, data_time: 0.002, memory: 7129, top1_acc: 0.6930, top5_acc: 0.9062, loss_cls: 1.1756, loss: 1.1756, grad_norm: 9.0198 2021-06-08 10:18:41,964 - mmaction - INFO - Epoch [45][340/1345] lr: 1.000e-04, eta: 2:17:07, time: 0.805, data_time: 0.001, memory: 7129, top1_acc: 0.6781, top5_acc: 0.8938, loss_cls: 1.2021, loss: 1.2021, grad_norm: 8.8583 2021-06-08 10:18:58,225 - mmaction - INFO - Epoch [45][360/1345] lr: 1.000e-04, eta: 2:16:45, time: 0.813, data_time: 0.002, memory: 7129, top1_acc: 0.6836, top5_acc: 0.8836, loss_cls: 1.2122, loss: 1.2122, grad_norm: 8.9721 2021-06-08 10:19:12,303 - mmaction - INFO - Epoch [45][380/1345] lr: 1.000e-04, eta: 2:16:22, time: 0.704, data_time: 0.002, memory: 7129, top1_acc: 0.6687, top5_acc: 0.8930, loss_cls: 1.2078, loss: 1.2078, grad_norm: 8.7807 2021-06-08 10:19:26,720 - mmaction - INFO - Epoch [45][400/1345] lr: 1.000e-04, eta: 2:16:00, time: 0.722, data_time: 0.002, memory: 7129, top1_acc: 0.6969, top5_acc: 0.8938, loss_cls: 1.1748, loss: 1.1748, grad_norm: 8.7220 2021-06-08 10:19:41,294 - mmaction - INFO - Epoch [45][420/1345] lr: 1.000e-04, eta: 2:15:38, time: 0.728, data_time: 0.001, memory: 7129, top1_acc: 0.6586, top5_acc: 0.8930, loss_cls: 1.2334, loss: 1.2334, grad_norm: 9.2958 2021-06-08 10:19:55,573 - mmaction - INFO - Epoch [45][440/1345] lr: 1.000e-04, eta: 2:15:16, time: 0.714, data_time: 0.001, memory: 7129, top1_acc: 0.6734, top5_acc: 0.9008, loss_cls: 1.2210, loss: 1.2210, grad_norm: 8.9639 2021-06-08 10:20:11,318 - mmaction - INFO - Epoch [45][460/1345] lr: 1.000e-04, eta: 2:14:54, time: 0.787, data_time: 0.001, memory: 7129, top1_acc: 0.6727, top5_acc: 0.8859, loss_cls: 1.2788, loss: 1.2788, grad_norm: 8.9663 2021-06-08 10:20:25,835 - mmaction - INFO - Epoch [45][480/1345] lr: 1.000e-04, eta: 2:14:32, time: 0.725, data_time: 0.001, memory: 7129, top1_acc: 0.6805, top5_acc: 0.8859, loss_cls: 1.2020, loss: 1.2020, grad_norm: 8.9104 2021-06-08 10:20:40,683 - mmaction - INFO - Epoch [45][500/1345] lr: 1.000e-04, eta: 2:14:10, time: 0.743, data_time: 0.001, memory: 7129, top1_acc: 0.6734, top5_acc: 0.8914, loss_cls: 1.2261, loss: 1.2261, grad_norm: 9.2604 2021-06-08 10:20:55,984 - mmaction - INFO - Epoch [45][520/1345] lr: 1.000e-04, eta: 2:13:48, time: 0.765, data_time: 0.001, memory: 7129, top1_acc: 0.6953, top5_acc: 0.8969, loss_cls: 1.1581, loss: 1.1581, grad_norm: 8.7970 2021-06-08 10:21:10,319 - mmaction - INFO - Epoch [45][540/1345] lr: 1.000e-04, eta: 2:13:26, time: 0.717, data_time: 0.002, memory: 7129, top1_acc: 0.6891, top5_acc: 0.8891, loss_cls: 1.1992, loss: 1.1992, grad_norm: 8.7950 2021-06-08 10:21:26,326 - mmaction - INFO - Epoch [45][560/1345] lr: 1.000e-04, eta: 2:13:04, time: 0.800, data_time: 0.001, memory: 7129, top1_acc: 0.6875, top5_acc: 0.8859, loss_cls: 1.2204, loss: 1.2204, grad_norm: 8.7923 2021-06-08 10:21:43,819 - mmaction - INFO - Epoch [45][580/1345] lr: 1.000e-04, eta: 2:12:42, time: 0.874, data_time: 0.001, memory: 7129, top1_acc: 0.6773, top5_acc: 0.8961, loss_cls: 1.2258, loss: 1.2258, grad_norm: 9.0587 2021-06-08 10:21:59,304 - mmaction - INFO - Epoch [45][600/1345] lr: 1.000e-04, eta: 2:12:20, time: 0.775, data_time: 0.002, memory: 7129, top1_acc: 0.6984, top5_acc: 0.9000, loss_cls: 1.1613, loss: 1.1613, grad_norm: 8.7206 2021-06-08 10:22:15,226 - mmaction - INFO - Epoch [45][620/1345] lr: 1.000e-04, eta: 2:11:58, time: 0.796, data_time: 0.001, memory: 7129, top1_acc: 0.6641, top5_acc: 0.8930, loss_cls: 1.2487, loss: 1.2487, grad_norm: 9.0727 2021-06-08 10:22:30,757 - mmaction - INFO - Epoch [45][640/1345] lr: 1.000e-04, eta: 2:11:36, time: 0.776, data_time: 0.001, memory: 7129, top1_acc: 0.6836, top5_acc: 0.8789, loss_cls: 1.2532, loss: 1.2532, grad_norm: 9.1549 2021-06-08 10:22:46,353 - mmaction - INFO - Epoch [45][660/1345] lr: 1.000e-04, eta: 2:11:14, time: 0.779, data_time: 0.001, memory: 7129, top1_acc: 0.6914, top5_acc: 0.8969, loss_cls: 1.1999, loss: 1.1999, grad_norm: 8.8627 2021-06-08 10:23:01,810 - mmaction - INFO - Epoch [45][680/1345] lr: 1.000e-04, eta: 2:10:52, time: 0.773, data_time: 0.002, memory: 7129, top1_acc: 0.6914, top5_acc: 0.8844, loss_cls: 1.2177, loss: 1.2177, grad_norm: 8.9766 2021-06-08 10:23:18,593 - mmaction - INFO - Epoch [45][700/1345] lr: 1.000e-04, eta: 2:10:30, time: 0.839, data_time: 0.001, memory: 7129, top1_acc: 0.6922, top5_acc: 0.9086, loss_cls: 1.1479, loss: 1.1479, grad_norm: 8.5512 2021-06-08 10:23:33,445 - mmaction - INFO - Epoch [45][720/1345] lr: 1.000e-04, eta: 2:10:08, time: 0.742, data_time: 0.001, memory: 7129, top1_acc: 0.6742, top5_acc: 0.8867, loss_cls: 1.2607, loss: 1.2607, grad_norm: 9.0491 2021-06-08 10:23:49,587 - mmaction - INFO - Epoch [45][740/1345] lr: 1.000e-04, eta: 2:09:46, time: 0.808, data_time: 0.002, memory: 7129, top1_acc: 0.6992, top5_acc: 0.8977, loss_cls: 1.1616, loss: 1.1616, grad_norm: 8.7688 2021-06-08 10:24:07,481 - mmaction - INFO - Epoch [45][760/1345] lr: 1.000e-04, eta: 2:09:25, time: 0.895, data_time: 0.001, memory: 7129, top1_acc: 0.6719, top5_acc: 0.9047, loss_cls: 1.1933, loss: 1.1933, grad_norm: 9.0589 2021-06-08 10:24:22,771 - mmaction - INFO - Epoch [45][780/1345] lr: 1.000e-04, eta: 2:09:03, time: 0.764, data_time: 0.001, memory: 7129, top1_acc: 0.6953, top5_acc: 0.8945, loss_cls: 1.1583, loss: 1.1583, grad_norm: 8.5621 2021-06-08 10:24:38,933 - mmaction - INFO - Epoch [45][800/1345] lr: 1.000e-04, eta: 2:08:41, time: 0.808, data_time: 0.001, memory: 7129, top1_acc: 0.7070, top5_acc: 0.8938, loss_cls: 1.1413, loss: 1.1413, grad_norm: 8.6106 2021-06-08 10:24:56,239 - mmaction - INFO - Epoch [45][820/1345] lr: 1.000e-04, eta: 2:08:19, time: 0.866, data_time: 0.003, memory: 7129, top1_acc: 0.6984, top5_acc: 0.8750, loss_cls: 1.2225, loss: 1.2225, grad_norm: 8.9173 2021-06-08 10:25:11,784 - mmaction - INFO - Epoch [45][840/1345] lr: 1.000e-04, eta: 2:07:57, time: 0.777, data_time: 0.001, memory: 7129, top1_acc: 0.6820, top5_acc: 0.8852, loss_cls: 1.2111, loss: 1.2111, grad_norm: 8.8036 2021-06-08 10:25:27,583 - mmaction - INFO - Epoch [45][860/1345] lr: 1.000e-04, eta: 2:07:35, time: 0.790, data_time: 0.002, memory: 7129, top1_acc: 0.6883, top5_acc: 0.8875, loss_cls: 1.2068, loss: 1.2068, grad_norm: 8.8640 2021-06-08 10:25:45,399 - mmaction - INFO - Epoch [45][880/1345] lr: 1.000e-04, eta: 2:07:14, time: 0.891, data_time: 0.001, memory: 7129, top1_acc: 0.6719, top5_acc: 0.8797, loss_cls: 1.2358, loss: 1.2358, grad_norm: 8.7565 2021-06-08 10:26:01,679 - mmaction - INFO - Epoch [45][900/1345] lr: 1.000e-04, eta: 2:06:52, time: 0.814, data_time: 0.003, memory: 7129, top1_acc: 0.6891, top5_acc: 0.8938, loss_cls: 1.2267, loss: 1.2267, grad_norm: 9.0690 2021-06-08 10:26:18,331 - mmaction - INFO - Epoch [45][920/1345] lr: 1.000e-04, eta: 2:06:30, time: 0.832, data_time: 0.001, memory: 7129, top1_acc: 0.6641, top5_acc: 0.8695, loss_cls: 1.2875, loss: 1.2875, grad_norm: 9.1708 2021-06-08 10:26:35,800 - mmaction - INFO - Epoch [45][940/1345] lr: 1.000e-04, eta: 2:06:08, time: 0.874, data_time: 0.002, memory: 7129, top1_acc: 0.6773, top5_acc: 0.8742, loss_cls: 1.2853, loss: 1.2853, grad_norm: 9.0469 2021-06-08 10:26:51,573 - mmaction - INFO - Epoch [45][960/1345] lr: 1.000e-04, eta: 2:05:47, time: 0.789, data_time: 0.001, memory: 7129, top1_acc: 0.6789, top5_acc: 0.8820, loss_cls: 1.2399, loss: 1.2399, grad_norm: 9.0797 2021-06-08 10:27:08,351 - mmaction - INFO - Epoch [45][980/1345] lr: 1.000e-04, eta: 2:05:25, time: 0.835, data_time: 0.001, memory: 7129, top1_acc: 0.6930, top5_acc: 0.8852, loss_cls: 1.1805, loss: 1.1805, grad_norm: 8.6087 2021-06-08 10:27:24,508 - mmaction - INFO - Epoch [45][1000/1345] lr: 1.000e-04, eta: 2:05:03, time: 0.812, data_time: 0.004, memory: 7129, top1_acc: 0.6766, top5_acc: 0.8852, loss_cls: 1.2580, loss: 1.2580, grad_norm: 9.1733 2021-06-08 10:27:41,048 - mmaction - INFO - Epoch [45][1020/1345] lr: 1.000e-04, eta: 2:04:41, time: 0.827, data_time: 0.001, memory: 7129, top1_acc: 0.6820, top5_acc: 0.8930, loss_cls: 1.2277, loss: 1.2277, grad_norm: 9.0843 2021-06-08 10:27:56,525 - mmaction - INFO - Epoch [45][1040/1345] lr: 1.000e-04, eta: 2:04:19, time: 0.774, data_time: 0.001, memory: 7129, top1_acc: 0.6828, top5_acc: 0.8961, loss_cls: 1.1832, loss: 1.1832, grad_norm: 8.6716 2021-06-08 10:28:12,461 - mmaction - INFO - Epoch [45][1060/1345] lr: 1.000e-04, eta: 2:03:57, time: 0.797, data_time: 0.001, memory: 7129, top1_acc: 0.6930, top5_acc: 0.8891, loss_cls: 1.2196, loss: 1.2196, grad_norm: 8.9117 2021-06-08 10:28:29,192 - mmaction - INFO - Epoch [45][1080/1345] lr: 1.000e-04, eta: 2:03:36, time: 0.836, data_time: 0.001, memory: 7129, top1_acc: 0.6914, top5_acc: 0.8898, loss_cls: 1.2230, loss: 1.2230, grad_norm: 8.9375 2021-06-08 10:28:46,111 - mmaction - INFO - Epoch [45][1100/1345] lr: 1.000e-04, eta: 2:03:14, time: 0.846, data_time: 0.002, memory: 7129, top1_acc: 0.6727, top5_acc: 0.8844, loss_cls: 1.3035, loss: 1.3035, grad_norm: 9.3218 2021-06-08 10:29:02,854 - mmaction - INFO - Epoch [45][1120/1345] lr: 1.000e-04, eta: 2:02:52, time: 0.837, data_time: 0.001, memory: 7129, top1_acc: 0.6727, top5_acc: 0.8898, loss_cls: 1.2484, loss: 1.2484, grad_norm: 9.2408 2021-06-08 10:29:19,165 - mmaction - INFO - Epoch [45][1140/1345] lr: 1.000e-04, eta: 2:02:30, time: 0.815, data_time: 0.001, memory: 7129, top1_acc: 0.6883, top5_acc: 0.8844, loss_cls: 1.2038, loss: 1.2038, grad_norm: 9.1177 2021-06-08 10:29:34,755 - mmaction - INFO - Epoch [45][1160/1345] lr: 1.000e-04, eta: 2:02:09, time: 0.779, data_time: 0.001, memory: 7129, top1_acc: 0.6570, top5_acc: 0.8914, loss_cls: 1.2253, loss: 1.2253, grad_norm: 9.0095 2021-06-08 10:29:49,778 - mmaction - INFO - Epoch [45][1180/1345] lr: 1.000e-04, eta: 2:01:47, time: 0.751, data_time: 0.002, memory: 7129, top1_acc: 0.6813, top5_acc: 0.8859, loss_cls: 1.2246, loss: 1.2246, grad_norm: 8.9810 2021-06-08 10:30:06,812 - mmaction - INFO - Epoch [45][1200/1345] lr: 1.000e-04, eta: 2:01:25, time: 0.852, data_time: 0.001, memory: 7129, top1_acc: 0.6602, top5_acc: 0.8977, loss_cls: 1.2269, loss: 1.2269, grad_norm: 9.1005 2021-06-08 10:30:22,283 - mmaction - INFO - Epoch [45][1220/1345] lr: 1.000e-04, eta: 2:01:03, time: 0.773, data_time: 0.002, memory: 7129, top1_acc: 0.6875, top5_acc: 0.9016, loss_cls: 1.1863, loss: 1.1863, grad_norm: 8.9059 2021-06-08 10:30:37,775 - mmaction - INFO - Epoch [45][1240/1345] lr: 1.000e-04, eta: 2:00:41, time: 0.776, data_time: 0.002, memory: 7129, top1_acc: 0.6789, top5_acc: 0.8922, loss_cls: 1.1917, loss: 1.1917, grad_norm: 8.8655 2021-06-08 10:30:53,651 - mmaction - INFO - Epoch [45][1260/1345] lr: 1.000e-04, eta: 2:00:19, time: 0.794, data_time: 0.001, memory: 7129, top1_acc: 0.6953, top5_acc: 0.8914, loss_cls: 1.1600, loss: 1.1600, grad_norm: 8.8784 2021-06-08 10:31:08,162 - mmaction - INFO - Epoch [45][1280/1345] lr: 1.000e-04, eta: 1:59:58, time: 0.725, data_time: 0.001, memory: 7129, top1_acc: 0.6914, top5_acc: 0.8859, loss_cls: 1.2221, loss: 1.2221, grad_norm: 8.9540 2021-06-08 10:31:23,559 - mmaction - INFO - Epoch [45][1300/1345] lr: 1.000e-04, eta: 1:59:36, time: 0.769, data_time: 0.002, memory: 7129, top1_acc: 0.6930, top5_acc: 0.8922, loss_cls: 1.1624, loss: 1.1624, grad_norm: 8.6947 2021-06-08 10:31:39,802 - mmaction - INFO - Epoch [45][1320/1345] lr: 1.000e-04, eta: 1:59:14, time: 0.814, data_time: 0.003, memory: 7129, top1_acc: 0.6930, top5_acc: 0.8867, loss_cls: 1.2219, loss: 1.2219, grad_norm: 8.9543 2021-06-08 10:31:54,344 - mmaction - INFO - Epoch [45][1340/1345] lr: 1.000e-04, eta: 1:58:52, time: 0.727, data_time: 0.002, memory: 7129, top1_acc: 0.6992, top5_acc: 0.8867, loss_cls: 1.2005, loss: 1.2005, grad_norm: 8.7718 2021-06-08 10:32:02,193 - mmaction - INFO - Saving checkpoint at 45 epochs 2021-06-08 10:40:27,867 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-06-08 10:40:28,121 - mmaction - INFO - top1_acc 0.4648 top5_acc 0.7651 2021-06-08 10:40:28,121 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-06-08 10:40:28,185 - mmaction - INFO - mean_acc 0.4293 2021-06-08 10:40:28,189 - mmaction - INFO - Epoch(val) [45][1345] top1_acc: 0.4648, top5_acc: 0.7651, mean_class_accuracy: 0.4293 2021-06-08 10:48:08,267 - mmaction - INFO - Epoch [46][20/1345] lr: 1.000e-05, eta: 1:59:13, time: 23.002, data_time: 21.651, memory: 7129, top1_acc: 0.6945, top5_acc: 0.8945, loss_cls: 1.1922, loss: 1.1922, grad_norm: 8.6287 2021-06-08 10:48:19,031 - mmaction - INFO - Epoch [46][40/1345] lr: 1.000e-05, eta: 1:58:51, time: 0.539, data_time: 0.003, memory: 7129, top1_acc: 0.6789, top5_acc: 0.9008, loss_cls: 1.1659, loss: 1.1659, grad_norm: 8.9481 2021-06-08 10:48:29,888 - mmaction - INFO - Epoch [46][60/1345] lr: 1.000e-05, eta: 1:58:29, time: 0.543, data_time: 0.001, memory: 7129, top1_acc: 0.6914, top5_acc: 0.9016, loss_cls: 1.1898, loss: 1.1898, grad_norm: 9.0439 2021-06-08 10:48:40,637 - mmaction - INFO - Epoch [46][80/1345] lr: 1.000e-05, eta: 1:58:06, time: 0.537, data_time: 0.001, memory: 7129, top1_acc: 0.7016, top5_acc: 0.9016, loss_cls: 1.1372, loss: 1.1372, grad_norm: 8.8215 2021-06-08 10:48:51,504 - mmaction - INFO - Epoch [46][100/1345] lr: 1.000e-05, eta: 1:57:44, time: 0.544, data_time: 0.002, memory: 7129, top1_acc: 0.6797, top5_acc: 0.8969, loss_cls: 1.1871, loss: 1.1871, grad_norm: 8.9681 2021-06-08 10:49:02,390 - mmaction - INFO - Epoch [46][120/1345] lr: 1.000e-05, eta: 1:57:21, time: 0.544, data_time: 0.002, memory: 7129, top1_acc: 0.6922, top5_acc: 0.8945, loss_cls: 1.2049, loss: 1.2049, grad_norm: 8.8272 2021-06-08 10:49:13,558 - mmaction - INFO - Epoch [46][140/1345] lr: 1.000e-05, eta: 1:56:59, time: 0.559, data_time: 0.002, memory: 7129, top1_acc: 0.7008, top5_acc: 0.9047, loss_cls: 1.1442, loss: 1.1442, grad_norm: 8.5495 2021-06-08 10:49:24,810 - mmaction - INFO - Epoch [46][160/1345] lr: 1.000e-05, eta: 1:56:36, time: 0.563, data_time: 0.002, memory: 7129, top1_acc: 0.6789, top5_acc: 0.8867, loss_cls: 1.2316, loss: 1.2316, grad_norm: 9.2832 2021-06-08 10:49:36,525 - mmaction - INFO - Epoch [46][180/1345] lr: 1.000e-05, eta: 1:56:14, time: 0.586, data_time: 0.001, memory: 7129, top1_acc: 0.7109, top5_acc: 0.8969, loss_cls: 1.1468, loss: 1.1468, grad_norm: 8.9612 2021-06-08 10:49:48,055 - mmaction - INFO - Epoch [46][200/1345] lr: 1.000e-05, eta: 1:55:52, time: 0.576, data_time: 0.001, memory: 7129, top1_acc: 0.6891, top5_acc: 0.8906, loss_cls: 1.2166, loss: 1.2166, grad_norm: 9.0007 2021-06-08 10:49:59,332 - mmaction - INFO - Epoch [46][220/1345] lr: 1.000e-05, eta: 1:55:29, time: 0.564, data_time: 0.001, memory: 7129, top1_acc: 0.6930, top5_acc: 0.8891, loss_cls: 1.1760, loss: 1.1760, grad_norm: 8.7030 2021-06-08 10:50:12,899 - mmaction - INFO - Epoch [46][240/1345] lr: 1.000e-05, eta: 1:55:07, time: 0.678, data_time: 0.001, memory: 7129, top1_acc: 0.7016, top5_acc: 0.9008, loss_cls: 1.1572, loss: 1.1572, grad_norm: 8.9079 2021-06-08 10:50:25,079 - mmaction - INFO - Epoch [46][260/1345] lr: 1.000e-05, eta: 1:54:45, time: 0.609, data_time: 0.002, memory: 7129, top1_acc: 0.6828, top5_acc: 0.8891, loss_cls: 1.1850, loss: 1.1850, grad_norm: 8.8627 2021-06-08 10:50:38,709 - mmaction - INFO - Epoch [46][280/1345] lr: 1.000e-05, eta: 1:54:23, time: 0.682, data_time: 0.002, memory: 7129, top1_acc: 0.6852, top5_acc: 0.8820, loss_cls: 1.2168, loss: 1.2168, grad_norm: 8.7942 2021-06-08 10:50:52,341 - mmaction - INFO - Epoch [46][300/1345] lr: 1.000e-05, eta: 1:54:01, time: 0.682, data_time: 0.001, memory: 7129, top1_acc: 0.6906, top5_acc: 0.8953, loss_cls: 1.1692, loss: 1.1692, grad_norm: 8.8052 2021-06-08 10:51:05,498 - mmaction - INFO - Epoch [46][320/1345] lr: 1.000e-05, eta: 1:53:38, time: 0.658, data_time: 0.002, memory: 7129, top1_acc: 0.6984, top5_acc: 0.8984, loss_cls: 1.1315, loss: 1.1315, grad_norm: 8.7284 2021-06-08 10:51:19,904 - mmaction - INFO - Epoch [46][340/1345] lr: 1.000e-05, eta: 1:53:16, time: 0.720, data_time: 0.001, memory: 7129, top1_acc: 0.6773, top5_acc: 0.8969, loss_cls: 1.1847, loss: 1.1847, grad_norm: 8.8298 2021-06-08 10:51:33,131 - mmaction - INFO - Epoch [46][360/1345] lr: 1.000e-05, eta: 1:52:54, time: 0.661, data_time: 0.002, memory: 7129, top1_acc: 0.6742, top5_acc: 0.8781, loss_cls: 1.2787, loss: 1.2787, grad_norm: 9.2194 2021-06-08 10:51:47,102 - mmaction - INFO - Epoch [46][380/1345] lr: 1.000e-05, eta: 1:52:32, time: 0.699, data_time: 0.002, memory: 7129, top1_acc: 0.6781, top5_acc: 0.8688, loss_cls: 1.2736, loss: 1.2736, grad_norm: 9.1831 2021-06-08 10:52:00,418 - mmaction - INFO - Epoch [46][400/1345] lr: 1.000e-05, eta: 1:52:10, time: 0.664, data_time: 0.002, memory: 7129, top1_acc: 0.6602, top5_acc: 0.8781, loss_cls: 1.3021, loss: 1.3021, grad_norm: 9.2920 2021-06-08 10:52:14,301 - mmaction - INFO - Epoch [46][420/1345] lr: 1.000e-05, eta: 1:51:48, time: 0.696, data_time: 0.003, memory: 7129, top1_acc: 0.6906, top5_acc: 0.8914, loss_cls: 1.2133, loss: 1.2133, grad_norm: 9.0703 2021-06-08 10:52:29,090 - mmaction - INFO - Epoch [46][440/1345] lr: 1.000e-05, eta: 1:51:26, time: 0.739, data_time: 0.002, memory: 7129, top1_acc: 0.6742, top5_acc: 0.8828, loss_cls: 1.2733, loss: 1.2733, grad_norm: 8.8894 2021-06-08 10:52:42,564 - mmaction - INFO - Epoch [46][460/1345] lr: 1.000e-05, eta: 1:51:04, time: 0.674, data_time: 0.001, memory: 7129, top1_acc: 0.6891, top5_acc: 0.8812, loss_cls: 1.2129, loss: 1.2129, grad_norm: 8.9267 2021-06-08 10:52:57,561 - mmaction - INFO - Epoch [46][480/1345] lr: 1.000e-05, eta: 1:50:42, time: 0.749, data_time: 0.001, memory: 7129, top1_acc: 0.6906, top5_acc: 0.8977, loss_cls: 1.1691, loss: 1.1691, grad_norm: 9.0059 2021-06-08 10:53:13,921 - mmaction - INFO - Epoch [46][500/1345] lr: 1.000e-05, eta: 1:50:20, time: 0.819, data_time: 0.002, memory: 7129, top1_acc: 0.6891, top5_acc: 0.8852, loss_cls: 1.2187, loss: 1.2187, grad_norm: 8.9844 2021-06-08 10:53:30,160 - mmaction - INFO - Epoch [46][520/1345] lr: 1.000e-05, eta: 1:49:59, time: 0.811, data_time: 0.001, memory: 7129, top1_acc: 0.6789, top5_acc: 0.8945, loss_cls: 1.1977, loss: 1.1977, grad_norm: 9.2697 2021-06-08 10:53:43,163 - mmaction - INFO - Epoch [46][540/1345] lr: 1.000e-05, eta: 1:49:36, time: 0.651, data_time: 0.002, memory: 7129, top1_acc: 0.6750, top5_acc: 0.8867, loss_cls: 1.2294, loss: 1.2294, grad_norm: 9.4689 2021-06-08 10:53:59,649 - mmaction - INFO - Epoch [46][560/1345] lr: 1.000e-05, eta: 1:49:15, time: 0.824, data_time: 0.001, memory: 7129, top1_acc: 0.6844, top5_acc: 0.8984, loss_cls: 1.1700, loss: 1.1700, grad_norm: 8.8069 2021-06-08 10:54:15,896 - mmaction - INFO - Epoch [46][580/1345] lr: 1.000e-05, eta: 1:48:53, time: 0.811, data_time: 0.001, memory: 7129, top1_acc: 0.6789, top5_acc: 0.8719, loss_cls: 1.2492, loss: 1.2492, grad_norm: 9.2185 2021-06-08 10:54:30,576 - mmaction - INFO - Epoch [46][600/1345] lr: 1.000e-05, eta: 1:48:31, time: 0.735, data_time: 0.002, memory: 7129, top1_acc: 0.6930, top5_acc: 0.8945, loss_cls: 1.1783, loss: 1.1783, grad_norm: 9.0854 2021-06-08 10:54:45,059 - mmaction - INFO - Epoch [46][620/1345] lr: 1.000e-05, eta: 1:48:09, time: 0.725, data_time: 0.001, memory: 7129, top1_acc: 0.6844, top5_acc: 0.8922, loss_cls: 1.1965, loss: 1.1965, grad_norm: 8.8980 2021-06-08 10:55:00,637 - mmaction - INFO - Epoch [46][640/1345] lr: 1.000e-05, eta: 1:47:47, time: 0.778, data_time: 0.001, memory: 7129, top1_acc: 0.6711, top5_acc: 0.8773, loss_cls: 1.2795, loss: 1.2795, grad_norm: 9.0098 2021-06-08 10:55:15,700 - mmaction - INFO - Epoch [46][660/1345] lr: 1.000e-05, eta: 1:47:25, time: 0.753, data_time: 0.001, memory: 7129, top1_acc: 0.6844, top5_acc: 0.8875, loss_cls: 1.2129, loss: 1.2129, grad_norm: 9.0535 2021-06-08 10:55:30,272 - mmaction - INFO - Epoch [46][680/1345] lr: 1.000e-05, eta: 1:47:03, time: 0.729, data_time: 0.002, memory: 7129, top1_acc: 0.6672, top5_acc: 0.8922, loss_cls: 1.2543, loss: 1.2543, grad_norm: 9.1340 2021-06-08 10:55:45,649 - mmaction - INFO - Epoch [46][700/1345] lr: 1.000e-05, eta: 1:46:42, time: 0.769, data_time: 0.001, memory: 7129, top1_acc: 0.6891, top5_acc: 0.9008, loss_cls: 1.1801, loss: 1.1801, grad_norm: 9.0547 2021-06-08 10:56:01,215 - mmaction - INFO - Epoch [46][720/1345] lr: 1.000e-05, eta: 1:46:20, time: 0.778, data_time: 0.001, memory: 7129, top1_acc: 0.6953, top5_acc: 0.8992, loss_cls: 1.1757, loss: 1.1757, grad_norm: 9.0101 2021-06-08 10:56:16,066 - mmaction - INFO - Epoch [46][740/1345] lr: 1.000e-05, eta: 1:45:58, time: 0.743, data_time: 0.001, memory: 7129, top1_acc: 0.6930, top5_acc: 0.8922, loss_cls: 1.1619, loss: 1.1619, grad_norm: 8.7536 2021-06-08 10:56:31,948 - mmaction - INFO - Epoch [46][760/1345] lr: 1.000e-05, eta: 1:45:36, time: 0.792, data_time: 0.001, memory: 7129, top1_acc: 0.6961, top5_acc: 0.9000, loss_cls: 1.1443, loss: 1.1443, grad_norm: 8.7329 2021-06-08 10:56:48,975 - mmaction - INFO - Epoch [46][780/1345] lr: 1.000e-05, eta: 1:45:14, time: 0.854, data_time: 0.003, memory: 7129, top1_acc: 0.6711, top5_acc: 0.8969, loss_cls: 1.2539, loss: 1.2539, grad_norm: 9.4204 2021-06-08 10:57:04,298 - mmaction - INFO - Epoch [46][800/1345] lr: 1.000e-05, eta: 1:44:53, time: 0.766, data_time: 0.001, memory: 7129, top1_acc: 0.6703, top5_acc: 0.8875, loss_cls: 1.2511, loss: 1.2511, grad_norm: 9.2455 2021-06-08 10:57:19,742 - mmaction - INFO - Epoch [46][820/1345] lr: 1.000e-05, eta: 1:44:31, time: 0.772, data_time: 0.001, memory: 7129, top1_acc: 0.6805, top5_acc: 0.8984, loss_cls: 1.1886, loss: 1.1886, grad_norm: 8.8652 2021-06-08 10:57:36,078 - mmaction - INFO - Epoch [46][840/1345] lr: 1.000e-05, eta: 1:44:09, time: 0.816, data_time: 0.002, memory: 7129, top1_acc: 0.6914, top5_acc: 0.8906, loss_cls: 1.1849, loss: 1.1849, grad_norm: 8.9072 2021-06-08 10:57:52,024 - mmaction - INFO - Epoch [46][860/1345] lr: 1.000e-05, eta: 1:43:47, time: 0.798, data_time: 0.002, memory: 7129, top1_acc: 0.7141, top5_acc: 0.8992, loss_cls: 1.1383, loss: 1.1383, grad_norm: 8.5625 2021-06-08 10:58:08,216 - mmaction - INFO - Epoch [46][880/1345] lr: 1.000e-05, eta: 1:43:26, time: 0.810, data_time: 0.002, memory: 7129, top1_acc: 0.6750, top5_acc: 0.8844, loss_cls: 1.2285, loss: 1.2285, grad_norm: 8.8583 2021-06-08 10:58:23,444 - mmaction - INFO - Epoch [46][900/1345] lr: 1.000e-05, eta: 1:43:04, time: 0.762, data_time: 0.001, memory: 7129, top1_acc: 0.6641, top5_acc: 0.8789, loss_cls: 1.2649, loss: 1.2649, grad_norm: 9.3642 2021-06-08 10:58:39,314 - mmaction - INFO - Epoch [46][920/1345] lr: 1.000e-05, eta: 1:42:42, time: 0.792, data_time: 0.001, memory: 7129, top1_acc: 0.6984, top5_acc: 0.8938, loss_cls: 1.1842, loss: 1.1842, grad_norm: 9.0398 2021-06-08 10:58:55,000 - mmaction - INFO - Epoch [46][940/1345] lr: 1.000e-05, eta: 1:42:20, time: 0.785, data_time: 0.002, memory: 7129, top1_acc: 0.6625, top5_acc: 0.8844, loss_cls: 1.2610, loss: 1.2610, grad_norm: 9.3188 2021-06-08 10:59:11,239 - mmaction - INFO - Epoch [46][960/1345] lr: 1.000e-05, eta: 1:41:59, time: 0.812, data_time: 0.001, memory: 7129, top1_acc: 0.6914, top5_acc: 0.8867, loss_cls: 1.1807, loss: 1.1807, grad_norm: 8.8762 2021-06-08 10:59:27,601 - mmaction - INFO - Epoch [46][980/1345] lr: 1.000e-05, eta: 1:41:37, time: 0.818, data_time: 0.001, memory: 7129, top1_acc: 0.6961, top5_acc: 0.9000, loss_cls: 1.1482, loss: 1.1482, grad_norm: 8.7964 2021-06-08 10:59:45,699 - mmaction - INFO - Epoch [46][1000/1345] lr: 1.000e-05, eta: 1:41:15, time: 0.904, data_time: 0.001, memory: 7129, top1_acc: 0.6906, top5_acc: 0.9047, loss_cls: 1.1660, loss: 1.1660, grad_norm: 8.8102 2021-06-08 11:00:00,806 - mmaction - INFO - Epoch [46][1020/1345] lr: 1.000e-05, eta: 1:40:54, time: 0.755, data_time: 0.001, memory: 7129, top1_acc: 0.6937, top5_acc: 0.9023, loss_cls: 1.1562, loss: 1.1562, grad_norm: 8.7637 2021-06-08 11:00:18,392 - mmaction - INFO - Epoch [46][1040/1345] lr: 1.000e-05, eta: 1:40:32, time: 0.879, data_time: 0.002, memory: 7129, top1_acc: 0.7047, top5_acc: 0.9078, loss_cls: 1.1350, loss: 1.1350, grad_norm: 9.1069 2021-06-08 11:00:33,367 - mmaction - INFO - Epoch [46][1060/1345] lr: 1.000e-05, eta: 1:40:10, time: 0.748, data_time: 0.002, memory: 7129, top1_acc: 0.6820, top5_acc: 0.8953, loss_cls: 1.2095, loss: 1.2095, grad_norm: 8.9958 2021-06-08 11:00:50,773 - mmaction - INFO - Epoch [46][1080/1345] lr: 1.000e-05, eta: 1:39:49, time: 0.871, data_time: 0.002, memory: 7129, top1_acc: 0.6828, top5_acc: 0.8891, loss_cls: 1.1865, loss: 1.1865, grad_norm: 8.9602 2021-06-08 11:01:06,638 - mmaction - INFO - Epoch [46][1100/1345] lr: 1.000e-05, eta: 1:39:27, time: 0.793, data_time: 0.001, memory: 7129, top1_acc: 0.6789, top5_acc: 0.8859, loss_cls: 1.2273, loss: 1.2273, grad_norm: 9.1161 2021-06-08 11:01:22,517 - mmaction - INFO - Epoch [46][1120/1345] lr: 1.000e-05, eta: 1:39:05, time: 0.792, data_time: 0.001, memory: 7129, top1_acc: 0.6953, top5_acc: 0.8898, loss_cls: 1.1942, loss: 1.1942, grad_norm: 8.8859 2021-06-08 11:01:41,268 - mmaction - INFO - Epoch [46][1140/1345] lr: 1.000e-05, eta: 1:38:44, time: 0.939, data_time: 0.003, memory: 7129, top1_acc: 0.6867, top5_acc: 0.8875, loss_cls: 1.2107, loss: 1.2107, grad_norm: 9.0453 2021-06-08 11:01:56,819 - mmaction - INFO - Epoch [46][1160/1345] lr: 1.000e-05, eta: 1:38:22, time: 0.778, data_time: 0.001, memory: 7129, top1_acc: 0.6898, top5_acc: 0.8922, loss_cls: 1.1872, loss: 1.1872, grad_norm: 8.9813 2021-06-08 11:02:12,795 - mmaction - INFO - Epoch [46][1180/1345] lr: 1.000e-05, eta: 1:38:00, time: 0.799, data_time: 0.001, memory: 7129, top1_acc: 0.6867, top5_acc: 0.8906, loss_cls: 1.1857, loss: 1.1857, grad_norm: 8.9582 2021-06-08 11:02:28,257 - mmaction - INFO - Epoch [46][1200/1345] lr: 1.000e-05, eta: 1:37:39, time: 0.773, data_time: 0.001, memory: 7129, top1_acc: 0.7023, top5_acc: 0.9047, loss_cls: 1.1363, loss: 1.1363, grad_norm: 8.6710 2021-06-08 11:02:44,222 - mmaction - INFO - Epoch [46][1220/1345] lr: 1.000e-05, eta: 1:37:17, time: 0.796, data_time: 0.001, memory: 7129, top1_acc: 0.6859, top5_acc: 0.8984, loss_cls: 1.1929, loss: 1.1929, grad_norm: 8.7207 2021-06-08 11:03:00,373 - mmaction - INFO - Epoch [46][1240/1345] lr: 1.000e-05, eta: 1:36:55, time: 0.806, data_time: 0.003, memory: 7129, top1_acc: 0.6844, top5_acc: 0.8859, loss_cls: 1.2249, loss: 1.2249, grad_norm: 9.1478 2021-06-08 11:03:17,849 - mmaction - INFO - Epoch [46][1260/1345] lr: 1.000e-05, eta: 1:36:34, time: 0.877, data_time: 0.004, memory: 7129, top1_acc: 0.6828, top5_acc: 0.8828, loss_cls: 1.2456, loss: 1.2456, grad_norm: 9.0941 2021-06-08 11:03:32,163 - mmaction - INFO - Epoch [46][1280/1345] lr: 1.000e-05, eta: 1:36:12, time: 0.715, data_time: 0.001, memory: 7129, top1_acc: 0.6687, top5_acc: 0.8789, loss_cls: 1.2520, loss: 1.2520, grad_norm: 9.1732 2021-06-08 11:03:47,961 - mmaction - INFO - Epoch [46][1300/1345] lr: 1.000e-05, eta: 1:35:50, time: 0.790, data_time: 0.001, memory: 7129, top1_acc: 0.6797, top5_acc: 0.8797, loss_cls: 1.2779, loss: 1.2779, grad_norm: 9.2368 2021-06-08 11:04:03,290 - mmaction - INFO - Epoch [46][1320/1345] lr: 1.000e-05, eta: 1:35:29, time: 0.766, data_time: 0.001, memory: 7129, top1_acc: 0.6859, top5_acc: 0.8953, loss_cls: 1.2026, loss: 1.2026, grad_norm: 9.1345 2021-06-08 11:04:20,568 - mmaction - INFO - Epoch [46][1340/1345] lr: 1.000e-05, eta: 1:35:07, time: 0.865, data_time: 0.002, memory: 7129, top1_acc: 0.6945, top5_acc: 0.8891, loss_cls: 1.1868, loss: 1.1868, grad_norm: 8.9205 2021-06-08 11:04:28,839 - mmaction - INFO - Saving checkpoint at 46 epochs 2021-06-08 11:12:49,570 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-06-08 11:12:49,832 - mmaction - INFO - top1_acc 0.4725 top5_acc 0.7725 2021-06-08 11:12:49,832 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-06-08 11:12:49,896 - mmaction - INFO - mean_acc 0.4360 2021-06-08 11:12:49,899 - mmaction - INFO - Epoch(val) [46][1345] top1_acc: 0.4725, top5_acc: 0.7725, mean_class_accuracy: 0.4360 2021-06-08 11:20:27,404 - mmaction - INFO - Epoch [47][20/1345] lr: 1.000e-05, eta: 1:35:18, time: 22.872, data_time: 22.207, memory: 7129, top1_acc: 0.6750, top5_acc: 0.8875, loss_cls: 1.2276, loss: 1.2276, grad_norm: 9.1560 2021-06-08 11:20:38,237 - mmaction - INFO - Epoch [47][40/1345] lr: 1.000e-05, eta: 1:34:56, time: 0.543, data_time: 0.003, memory: 7129, top1_acc: 0.6937, top5_acc: 0.8969, loss_cls: 1.1549, loss: 1.1549, grad_norm: 9.1146 2021-06-08 11:20:49,211 - mmaction - INFO - Epoch [47][60/1345] lr: 1.000e-05, eta: 1:34:33, time: 0.548, data_time: 0.001, memory: 7129, top1_acc: 0.6875, top5_acc: 0.8875, loss_cls: 1.2074, loss: 1.2074, grad_norm: 8.9747 2021-06-08 11:20:59,940 - mmaction - INFO - Epoch [47][80/1345] lr: 1.000e-05, eta: 1:34:11, time: 0.537, data_time: 0.003, memory: 7129, top1_acc: 0.6977, top5_acc: 0.8828, loss_cls: 1.2060, loss: 1.2060, grad_norm: 8.8195 2021-06-08 11:21:10,693 - mmaction - INFO - Epoch [47][100/1345] lr: 1.000e-05, eta: 1:33:49, time: 0.538, data_time: 0.002, memory: 7129, top1_acc: 0.6727, top5_acc: 0.8844, loss_cls: 1.2382, loss: 1.2382, grad_norm: 9.0069 2021-06-08 11:21:21,576 - mmaction - INFO - Epoch [47][120/1345] lr: 1.000e-05, eta: 1:33:27, time: 0.544, data_time: 0.002, memory: 7129, top1_acc: 0.6891, top5_acc: 0.8922, loss_cls: 1.1688, loss: 1.1688, grad_norm: 8.8159 2021-06-08 11:21:32,639 - mmaction - INFO - Epoch [47][140/1345] lr: 1.000e-05, eta: 1:33:05, time: 0.553, data_time: 0.001, memory: 7129, top1_acc: 0.6813, top5_acc: 0.8938, loss_cls: 1.2137, loss: 1.2137, grad_norm: 8.9169 2021-06-08 11:21:44,189 - mmaction - INFO - Epoch [47][160/1345] lr: 1.000e-05, eta: 1:32:42, time: 0.577, data_time: 0.002, memory: 7129, top1_acc: 0.6805, top5_acc: 0.9000, loss_cls: 1.2020, loss: 1.2020, grad_norm: 9.0833 2021-06-08 11:21:55,041 - mmaction - INFO - Epoch [47][180/1345] lr: 1.000e-05, eta: 1:32:20, time: 0.543, data_time: 0.001, memory: 7129, top1_acc: 0.6875, top5_acc: 0.8906, loss_cls: 1.1957, loss: 1.1957, grad_norm: 8.7015 2021-06-08 11:22:06,171 - mmaction - INFO - Epoch [47][200/1345] lr: 1.000e-05, eta: 1:31:58, time: 0.557, data_time: 0.002, memory: 7129, top1_acc: 0.6836, top5_acc: 0.8898, loss_cls: 1.2155, loss: 1.2155, grad_norm: 9.1308 2021-06-08 11:22:19,749 - mmaction - INFO - Epoch [47][220/1345] lr: 1.000e-05, eta: 1:31:36, time: 0.679, data_time: 0.001, memory: 7129, top1_acc: 0.6859, top5_acc: 0.9078, loss_cls: 1.1546, loss: 1.1546, grad_norm: 9.2738 2021-06-08 11:22:32,128 - mmaction - INFO - Epoch [47][240/1345] lr: 1.000e-05, eta: 1:31:14, time: 0.619, data_time: 0.002, memory: 7129, top1_acc: 0.6773, top5_acc: 0.8727, loss_cls: 1.2976, loss: 1.2976, grad_norm: 9.1704 2021-06-08 11:22:45,548 - mmaction - INFO - Epoch [47][260/1345] lr: 1.000e-05, eta: 1:30:52, time: 0.671, data_time: 0.001, memory: 7129, top1_acc: 0.6766, top5_acc: 0.8977, loss_cls: 1.2047, loss: 1.2047, grad_norm: 8.8785 2021-06-08 11:22:58,110 - mmaction - INFO - Epoch [47][280/1345] lr: 1.000e-05, eta: 1:30:30, time: 0.628, data_time: 0.002, memory: 7129, top1_acc: 0.7008, top5_acc: 0.8898, loss_cls: 1.1679, loss: 1.1679, grad_norm: 8.4421 2021-06-08 11:23:11,459 - mmaction - INFO - Epoch [47][300/1345] lr: 1.000e-05, eta: 1:30:08, time: 0.667, data_time: 0.001, memory: 7129, top1_acc: 0.6766, top5_acc: 0.8898, loss_cls: 1.2154, loss: 1.2154, grad_norm: 9.2464 2021-06-08 11:23:25,188 - mmaction - INFO - Epoch [47][320/1345] lr: 1.000e-05, eta: 1:29:46, time: 0.686, data_time: 0.002, memory: 7129, top1_acc: 0.7172, top5_acc: 0.9094, loss_cls: 1.1044, loss: 1.1044, grad_norm: 8.4994 2021-06-08 11:23:37,753 - mmaction - INFO - Epoch [47][340/1345] lr: 1.000e-05, eta: 1:29:24, time: 0.629, data_time: 0.002, memory: 7129, top1_acc: 0.6820, top5_acc: 0.8984, loss_cls: 1.1772, loss: 1.1772, grad_norm: 9.0650 2021-06-08 11:23:51,267 - mmaction - INFO - Epoch [47][360/1345] lr: 1.000e-05, eta: 1:29:02, time: 0.675, data_time: 0.001, memory: 7129, top1_acc: 0.6906, top5_acc: 0.8961, loss_cls: 1.1751, loss: 1.1751, grad_norm: 8.7692 2021-06-08 11:24:05,360 - mmaction - INFO - Epoch [47][380/1345] lr: 1.000e-05, eta: 1:28:41, time: 0.705, data_time: 0.001, memory: 7129, top1_acc: 0.6859, top5_acc: 0.8969, loss_cls: 1.1946, loss: 1.1946, grad_norm: 9.0501 2021-06-08 11:24:18,972 - mmaction - INFO - Epoch [47][400/1345] lr: 1.000e-05, eta: 1:28:19, time: 0.681, data_time: 0.002, memory: 7129, top1_acc: 0.7031, top5_acc: 0.8930, loss_cls: 1.1419, loss: 1.1419, grad_norm: 8.4581 2021-06-08 11:24:32,761 - mmaction - INFO - Epoch [47][420/1345] lr: 1.000e-05, eta: 1:27:57, time: 0.690, data_time: 0.001, memory: 7129, top1_acc: 0.7234, top5_acc: 0.9008, loss_cls: 1.0720, loss: 1.0720, grad_norm: 8.4925 2021-06-08 11:24:47,126 - mmaction - INFO - Epoch [47][440/1345] lr: 1.000e-05, eta: 1:27:35, time: 0.718, data_time: 0.001, memory: 7129, top1_acc: 0.6813, top5_acc: 0.8914, loss_cls: 1.2116, loss: 1.2116, grad_norm: 9.3147 2021-06-08 11:25:01,637 - mmaction - INFO - Epoch [47][460/1345] lr: 1.000e-05, eta: 1:27:13, time: 0.725, data_time: 0.001, memory: 7129, top1_acc: 0.7031, top5_acc: 0.9172, loss_cls: 1.1175, loss: 1.1175, grad_norm: 8.7030 2021-06-08 11:25:16,117 - mmaction - INFO - Epoch [47][480/1345] lr: 1.000e-05, eta: 1:26:51, time: 0.724, data_time: 0.002, memory: 7129, top1_acc: 0.6969, top5_acc: 0.8883, loss_cls: 1.2024, loss: 1.2024, grad_norm: 9.1258 2021-06-08 11:25:29,377 - mmaction - INFO - Epoch [47][500/1345] lr: 1.000e-05, eta: 1:26:29, time: 0.663, data_time: 0.002, memory: 7129, top1_acc: 0.6937, top5_acc: 0.9047, loss_cls: 1.1735, loss: 1.1735, grad_norm: 8.9573 2021-06-08 11:25:44,440 - mmaction - INFO - Epoch [47][520/1345] lr: 1.000e-05, eta: 1:26:08, time: 0.753, data_time: 0.002, memory: 7129, top1_acc: 0.6656, top5_acc: 0.8930, loss_cls: 1.2279, loss: 1.2279, grad_norm: 9.2868 2021-06-08 11:25:58,540 - mmaction - INFO - Epoch [47][540/1345] lr: 1.000e-05, eta: 1:25:46, time: 0.706, data_time: 0.002, memory: 7129, top1_acc: 0.6672, top5_acc: 0.8930, loss_cls: 1.2407, loss: 1.2407, grad_norm: 9.1124 2021-06-08 11:26:13,496 - mmaction - INFO - Epoch [47][560/1345] lr: 1.000e-05, eta: 1:25:24, time: 0.748, data_time: 0.001, memory: 7129, top1_acc: 0.6805, top5_acc: 0.8930, loss_cls: 1.2268, loss: 1.2268, grad_norm: 8.8210 2021-06-08 11:26:27,723 - mmaction - INFO - Epoch [47][580/1345] lr: 1.000e-05, eta: 1:25:02, time: 0.712, data_time: 0.001, memory: 7129, top1_acc: 0.6586, top5_acc: 0.8789, loss_cls: 1.2614, loss: 1.2614, grad_norm: 9.1223 2021-06-08 11:26:42,829 - mmaction - INFO - Epoch [47][600/1345] lr: 1.000e-05, eta: 1:24:41, time: 0.754, data_time: 0.002, memory: 7129, top1_acc: 0.7016, top5_acc: 0.9141, loss_cls: 1.0991, loss: 1.0991, grad_norm: 8.8886 2021-06-08 11:26:57,008 - mmaction - INFO - Epoch [47][620/1345] lr: 1.000e-05, eta: 1:24:19, time: 0.708, data_time: 0.002, memory: 7129, top1_acc: 0.7031, top5_acc: 0.8891, loss_cls: 1.2048, loss: 1.2048, grad_norm: 9.0402 2021-06-08 11:27:12,147 - mmaction - INFO - Epoch [47][640/1345] lr: 1.000e-05, eta: 1:23:57, time: 0.759, data_time: 0.003, memory: 7129, top1_acc: 0.6773, top5_acc: 0.8930, loss_cls: 1.2142, loss: 1.2142, grad_norm: 8.9933 2021-06-08 11:27:27,847 - mmaction - INFO - Epoch [47][660/1345] lr: 1.000e-05, eta: 1:23:35, time: 0.784, data_time: 0.001, memory: 7129, top1_acc: 0.6695, top5_acc: 0.8789, loss_cls: 1.2635, loss: 1.2635, grad_norm: 9.1811 2021-06-08 11:27:43,797 - mmaction - INFO - Epoch [47][680/1345] lr: 1.000e-05, eta: 1:23:14, time: 0.798, data_time: 0.002, memory: 7129, top1_acc: 0.6875, top5_acc: 0.9016, loss_cls: 1.1796, loss: 1.1796, grad_norm: 8.9201 2021-06-08 11:27:58,108 - mmaction - INFO - Epoch [47][700/1345] lr: 1.000e-05, eta: 1:22:52, time: 0.716, data_time: 0.001, memory: 7129, top1_acc: 0.6969, top5_acc: 0.8945, loss_cls: 1.1753, loss: 1.1753, grad_norm: 8.8066 2021-06-08 11:28:12,808 - mmaction - INFO - Epoch [47][720/1345] lr: 1.000e-05, eta: 1:22:30, time: 0.732, data_time: 0.001, memory: 7129, top1_acc: 0.6695, top5_acc: 0.9031, loss_cls: 1.2078, loss: 1.2078, grad_norm: 8.9179 2021-06-08 11:28:27,641 - mmaction - INFO - Epoch [47][740/1345] lr: 1.000e-05, eta: 1:22:08, time: 0.744, data_time: 0.004, memory: 7129, top1_acc: 0.6875, top5_acc: 0.9023, loss_cls: 1.1646, loss: 1.1646, grad_norm: 8.8878 2021-06-08 11:28:42,686 - mmaction - INFO - Epoch [47][760/1345] lr: 1.000e-05, eta: 1:21:47, time: 0.750, data_time: 0.001, memory: 7129, top1_acc: 0.6773, top5_acc: 0.8891, loss_cls: 1.1969, loss: 1.1969, grad_norm: 9.1959 2021-06-08 11:28:58,324 - mmaction - INFO - Epoch [47][780/1345] lr: 1.000e-05, eta: 1:21:25, time: 0.784, data_time: 0.003, memory: 7129, top1_acc: 0.6859, top5_acc: 0.8758, loss_cls: 1.2521, loss: 1.2521, grad_norm: 9.1186 2021-06-08 11:29:15,199 - mmaction - INFO - Epoch [47][800/1345] lr: 1.000e-05, eta: 1:21:04, time: 0.844, data_time: 0.001, memory: 7129, top1_acc: 0.6695, top5_acc: 0.8891, loss_cls: 1.2298, loss: 1.2298, grad_norm: 9.0726 2021-06-08 11:29:29,754 - mmaction - INFO - Epoch [47][820/1345] lr: 1.000e-05, eta: 1:20:42, time: 0.728, data_time: 0.001, memory: 7129, top1_acc: 0.6883, top5_acc: 0.8961, loss_cls: 1.2257, loss: 1.2257, grad_norm: 9.0364 2021-06-08 11:29:45,684 - mmaction - INFO - Epoch [47][840/1345] lr: 1.000e-05, eta: 1:20:20, time: 0.796, data_time: 0.001, memory: 7129, top1_acc: 0.6758, top5_acc: 0.8852, loss_cls: 1.2247, loss: 1.2247, grad_norm: 9.0133 2021-06-08 11:30:01,545 - mmaction - INFO - Epoch [47][860/1345] lr: 1.000e-05, eta: 1:19:59, time: 0.793, data_time: 0.001, memory: 7129, top1_acc: 0.6758, top5_acc: 0.8805, loss_cls: 1.2357, loss: 1.2357, grad_norm: 8.8866 2021-06-08 11:30:16,682 - mmaction - INFO - Epoch [47][880/1345] lr: 1.000e-05, eta: 1:19:37, time: 0.757, data_time: 0.001, memory: 7129, top1_acc: 0.6523, top5_acc: 0.8852, loss_cls: 1.2785, loss: 1.2785, grad_norm: 9.1831 2021-06-08 11:30:33,037 - mmaction - INFO - Epoch [47][900/1345] lr: 1.000e-05, eta: 1:19:15, time: 0.818, data_time: 0.001, memory: 7129, top1_acc: 0.6977, top5_acc: 0.9000, loss_cls: 1.1579, loss: 1.1579, grad_norm: 8.6704 2021-06-08 11:30:48,934 - mmaction - INFO - Epoch [47][920/1345] lr: 1.000e-05, eta: 1:18:54, time: 0.795, data_time: 0.001, memory: 7129, top1_acc: 0.7094, top5_acc: 0.8953, loss_cls: 1.1480, loss: 1.1480, grad_norm: 8.4926 2021-06-08 11:31:05,384 - mmaction - INFO - Epoch [47][940/1345] lr: 1.000e-05, eta: 1:18:32, time: 0.822, data_time: 0.001, memory: 7129, top1_acc: 0.7016, top5_acc: 0.9055, loss_cls: 1.1731, loss: 1.1731, grad_norm: 8.9678 2021-06-08 11:31:21,230 - mmaction - INFO - Epoch [47][960/1345] lr: 1.000e-05, eta: 1:18:11, time: 0.792, data_time: 0.001, memory: 7129, top1_acc: 0.6734, top5_acc: 0.8891, loss_cls: 1.2201, loss: 1.2201, grad_norm: 9.1309 2021-06-08 11:31:37,306 - mmaction - INFO - Epoch [47][980/1345] lr: 1.000e-05, eta: 1:17:49, time: 0.804, data_time: 0.002, memory: 7129, top1_acc: 0.6813, top5_acc: 0.8883, loss_cls: 1.2639, loss: 1.2639, grad_norm: 9.1441 2021-06-08 11:31:52,871 - mmaction - INFO - Epoch [47][1000/1345] lr: 1.000e-05, eta: 1:17:27, time: 0.778, data_time: 0.002, memory: 7129, top1_acc: 0.6766, top5_acc: 0.9008, loss_cls: 1.2053, loss: 1.2053, grad_norm: 9.1299 2021-06-08 11:32:08,755 - mmaction - INFO - Epoch [47][1020/1345] lr: 1.000e-05, eta: 1:17:06, time: 0.794, data_time: 0.001, memory: 7129, top1_acc: 0.6898, top5_acc: 0.8938, loss_cls: 1.1953, loss: 1.1953, grad_norm: 8.7788 2021-06-08 11:32:25,073 - mmaction - INFO - Epoch [47][1040/1345] lr: 1.000e-05, eta: 1:16:44, time: 0.814, data_time: 0.001, memory: 7129, top1_acc: 0.6992, top5_acc: 0.8891, loss_cls: 1.2059, loss: 1.2059, grad_norm: 8.8549 2021-06-08 11:32:41,428 - mmaction - INFO - Epoch [47][1060/1345] lr: 1.000e-05, eta: 1:16:23, time: 0.819, data_time: 0.003, memory: 7129, top1_acc: 0.6898, top5_acc: 0.8906, loss_cls: 1.1787, loss: 1.1787, grad_norm: 8.9611 2021-06-08 11:32:56,950 - mmaction - INFO - Epoch [47][1080/1345] lr: 1.000e-05, eta: 1:16:01, time: 0.776, data_time: 0.001, memory: 7129, top1_acc: 0.7000, top5_acc: 0.8867, loss_cls: 1.1851, loss: 1.1851, grad_norm: 8.9663 2021-06-08 11:33:12,756 - mmaction - INFO - Epoch [47][1100/1345] lr: 1.000e-05, eta: 1:15:39, time: 0.791, data_time: 0.001, memory: 7129, top1_acc: 0.6813, top5_acc: 0.8852, loss_cls: 1.1975, loss: 1.1975, grad_norm: 9.0121 2021-06-08 11:33:28,820 - mmaction - INFO - Epoch [47][1120/1345] lr: 1.000e-05, eta: 1:15:18, time: 0.803, data_time: 0.001, memory: 7129, top1_acc: 0.6641, top5_acc: 0.8891, loss_cls: 1.2633, loss: 1.2633, grad_norm: 9.2326 2021-06-08 11:33:45,224 - mmaction - INFO - Epoch [47][1140/1345] lr: 1.000e-05, eta: 1:14:56, time: 0.820, data_time: 0.001, memory: 7129, top1_acc: 0.6602, top5_acc: 0.8961, loss_cls: 1.2255, loss: 1.2255, grad_norm: 9.1089 2021-06-08 11:34:01,705 - mmaction - INFO - Epoch [47][1160/1345] lr: 1.000e-05, eta: 1:14:35, time: 0.824, data_time: 0.001, memory: 7129, top1_acc: 0.6875, top5_acc: 0.9000, loss_cls: 1.1724, loss: 1.1724, grad_norm: 8.7670 2021-06-08 11:34:16,948 - mmaction - INFO - Epoch [47][1180/1345] lr: 1.000e-05, eta: 1:14:13, time: 0.762, data_time: 0.001, memory: 7129, top1_acc: 0.6836, top5_acc: 0.8922, loss_cls: 1.1915, loss: 1.1915, grad_norm: 9.0835 2021-06-08 11:34:34,000 - mmaction - INFO - Epoch [47][1200/1345] lr: 1.000e-05, eta: 1:13:52, time: 0.851, data_time: 0.001, memory: 7129, top1_acc: 0.7023, top5_acc: 0.8922, loss_cls: 1.1592, loss: 1.1592, grad_norm: 8.7811 2021-06-08 11:34:49,598 - mmaction - INFO - Epoch [47][1220/1345] lr: 1.000e-05, eta: 1:13:30, time: 0.781, data_time: 0.002, memory: 7129, top1_acc: 0.6930, top5_acc: 0.8906, loss_cls: 1.1876, loss: 1.1876, grad_norm: 8.8610 2021-06-08 11:35:05,592 - mmaction - INFO - Epoch [47][1240/1345] lr: 1.000e-05, eta: 1:13:09, time: 0.800, data_time: 0.001, memory: 7129, top1_acc: 0.6906, top5_acc: 0.9016, loss_cls: 1.1679, loss: 1.1679, grad_norm: 8.8363 2021-06-08 11:35:21,822 - mmaction - INFO - Epoch [47][1260/1345] lr: 1.000e-05, eta: 1:12:47, time: 0.812, data_time: 0.001, memory: 7129, top1_acc: 0.7031, top5_acc: 0.8922, loss_cls: 1.1701, loss: 1.1701, grad_norm: 8.8805 2021-06-08 11:35:38,238 - mmaction - INFO - Epoch [47][1280/1345] lr: 1.000e-05, eta: 1:12:26, time: 0.821, data_time: 0.001, memory: 7129, top1_acc: 0.6898, top5_acc: 0.9000, loss_cls: 1.1484, loss: 1.1484, grad_norm: 8.9309 2021-06-08 11:35:53,674 - mmaction - INFO - Epoch [47][1300/1345] lr: 1.000e-05, eta: 1:12:04, time: 0.772, data_time: 0.001, memory: 7129, top1_acc: 0.6813, top5_acc: 0.8930, loss_cls: 1.2290, loss: 1.2290, grad_norm: 9.0087 2021-06-08 11:36:08,336 - mmaction - INFO - Epoch [47][1320/1345] lr: 1.000e-05, eta: 1:11:42, time: 0.733, data_time: 0.001, memory: 7129, top1_acc: 0.6500, top5_acc: 0.8727, loss_cls: 1.2921, loss: 1.2921, grad_norm: 9.2925 2021-06-08 11:36:24,919 - mmaction - INFO - Epoch [47][1340/1345] lr: 1.000e-05, eta: 1:11:21, time: 0.829, data_time: 0.001, memory: 7129, top1_acc: 0.6937, top5_acc: 0.8945, loss_cls: 1.1625, loss: 1.1625, grad_norm: 8.8928 2021-06-08 11:36:33,178 - mmaction - INFO - Saving checkpoint at 47 epochs 2021-06-08 11:44:53,799 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-06-08 11:44:54,061 - mmaction - INFO - top1_acc 0.4683 top5_acc 0.7678 2021-06-08 11:44:54,061 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-06-08 11:44:54,123 - mmaction - INFO - mean_acc 0.4317 2021-06-08 11:44:54,127 - mmaction - INFO - Epoch(val) [47][1345] top1_acc: 0.4683, top5_acc: 0.7678, mean_class_accuracy: 0.4317 2021-06-08 11:52:31,725 - mmaction - INFO - Epoch [48][20/1345] lr: 1.000e-05, eta: 1:11:22, time: 22.875, data_time: 22.040, memory: 7129, top1_acc: 0.6766, top5_acc: 0.8977, loss_cls: 1.1885, loss: 1.1885, grad_norm: 9.1530 2021-06-08 11:52:42,450 - mmaction - INFO - Epoch [48][40/1345] lr: 1.000e-05, eta: 1:11:00, time: 0.540, data_time: 0.005, memory: 7129, top1_acc: 0.7000, top5_acc: 0.9055, loss_cls: 1.1589, loss: 1.1589, grad_norm: 9.2091 2021-06-08 11:52:53,172 - mmaction - INFO - Epoch [48][60/1345] lr: 1.000e-05, eta: 1:10:38, time: 0.536, data_time: 0.001, memory: 7129, top1_acc: 0.6891, top5_acc: 0.9008, loss_cls: 1.1307, loss: 1.1307, grad_norm: 9.0508 2021-06-08 11:53:03,818 - mmaction - INFO - Epoch [48][80/1345] lr: 1.000e-05, eta: 1:10:16, time: 0.532, data_time: 0.002, memory: 7129, top1_acc: 0.7000, top5_acc: 0.9047, loss_cls: 1.1502, loss: 1.1502, grad_norm: 8.7317 2021-06-08 11:53:14,734 - mmaction - INFO - Epoch [48][100/1345] lr: 1.000e-05, eta: 1:09:54, time: 0.546, data_time: 0.002, memory: 7129, top1_acc: 0.6609, top5_acc: 0.8773, loss_cls: 1.2653, loss: 1.2653, grad_norm: 9.1419 2021-06-08 11:53:25,518 - mmaction - INFO - Epoch [48][120/1345] lr: 1.000e-05, eta: 1:09:32, time: 0.539, data_time: 0.002, memory: 7129, top1_acc: 0.6664, top5_acc: 0.8781, loss_cls: 1.2646, loss: 1.2646, grad_norm: 9.2111 2021-06-08 11:53:36,478 - mmaction - INFO - Epoch [48][140/1345] lr: 1.000e-05, eta: 1:09:10, time: 0.548, data_time: 0.001, memory: 7129, top1_acc: 0.6750, top5_acc: 0.8883, loss_cls: 1.2285, loss: 1.2285, grad_norm: 9.0046 2021-06-08 11:53:47,272 - mmaction - INFO - Epoch [48][160/1345] lr: 1.000e-05, eta: 1:08:48, time: 0.539, data_time: 0.001, memory: 7129, top1_acc: 0.6789, top5_acc: 0.8859, loss_cls: 1.2435, loss: 1.2435, grad_norm: 9.0779 2021-06-08 11:54:00,835 - mmaction - INFO - Epoch [48][180/1345] lr: 1.000e-05, eta: 1:08:26, time: 0.679, data_time: 0.001, memory: 7129, top1_acc: 0.6984, top5_acc: 0.9039, loss_cls: 1.1787, loss: 1.1787, grad_norm: 8.9547 2021-06-08 11:54:13,014 - mmaction - INFO - Epoch [48][200/1345] lr: 1.000e-05, eta: 1:08:04, time: 0.608, data_time: 0.001, memory: 7129, top1_acc: 0.6992, top5_acc: 0.8961, loss_cls: 1.1840, loss: 1.1840, grad_norm: 8.7484 2021-06-08 11:54:24,324 - mmaction - INFO - Epoch [48][220/1345] lr: 1.000e-05, eta: 1:07:42, time: 0.566, data_time: 0.002, memory: 7129, top1_acc: 0.6945, top5_acc: 0.9047, loss_cls: 1.1694, loss: 1.1694, grad_norm: 9.0093 2021-06-08 11:54:36,539 - mmaction - INFO - Epoch [48][240/1345] lr: 1.000e-05, eta: 1:07:21, time: 0.612, data_time: 0.002, memory: 7129, top1_acc: 0.6906, top5_acc: 0.8773, loss_cls: 1.2314, loss: 1.2314, grad_norm: 8.8407 2021-06-08 11:54:50,416 - mmaction - INFO - Epoch [48][260/1345] lr: 1.000e-05, eta: 1:06:59, time: 0.694, data_time: 0.001, memory: 7129, top1_acc: 0.6852, top5_acc: 0.8828, loss_cls: 1.2456, loss: 1.2456, grad_norm: 8.9534 2021-06-08 11:55:04,672 - mmaction - INFO - Epoch [48][280/1345] lr: 1.000e-05, eta: 1:06:37, time: 0.712, data_time: 0.001, memory: 7129, top1_acc: 0.6852, top5_acc: 0.8719, loss_cls: 1.2514, loss: 1.2514, grad_norm: 9.0238 2021-06-08 11:55:17,536 - mmaction - INFO - Epoch [48][300/1345] lr: 1.000e-05, eta: 1:06:15, time: 0.644, data_time: 0.002, memory: 7129, top1_acc: 0.6953, top5_acc: 0.8953, loss_cls: 1.2089, loss: 1.2089, grad_norm: 8.9939 2021-06-08 11:55:32,412 - mmaction - INFO - Epoch [48][320/1345] lr: 1.000e-05, eta: 1:05:54, time: 0.744, data_time: 0.002, memory: 7129, top1_acc: 0.6766, top5_acc: 0.8898, loss_cls: 1.2196, loss: 1.2196, grad_norm: 9.1071 2021-06-08 11:55:45,742 - mmaction - INFO - Epoch [48][340/1345] lr: 1.000e-05, eta: 1:05:32, time: 0.666, data_time: 0.001, memory: 7129, top1_acc: 0.6758, top5_acc: 0.8867, loss_cls: 1.2161, loss: 1.2161, grad_norm: 9.0970 2021-06-08 11:55:59,552 - mmaction - INFO - Epoch [48][360/1345] lr: 1.000e-05, eta: 1:05:10, time: 0.691, data_time: 0.002, memory: 7129, top1_acc: 0.6930, top5_acc: 0.8977, loss_cls: 1.1642, loss: 1.1642, grad_norm: 8.6854 2021-06-08 11:56:15,255 - mmaction - INFO - Epoch [48][380/1345] lr: 1.000e-05, eta: 1:04:49, time: 0.784, data_time: 0.001, memory: 7129, top1_acc: 0.6805, top5_acc: 0.8945, loss_cls: 1.2028, loss: 1.2028, grad_norm: 8.6614 2021-06-08 11:56:29,224 - mmaction - INFO - Epoch [48][400/1345] lr: 1.000e-05, eta: 1:04:27, time: 0.700, data_time: 0.002, memory: 7129, top1_acc: 0.6695, top5_acc: 0.8883, loss_cls: 1.2033, loss: 1.2033, grad_norm: 9.2205 2021-06-08 11:56:43,471 - mmaction - INFO - Epoch [48][420/1345] lr: 1.000e-05, eta: 1:04:05, time: 0.712, data_time: 0.001, memory: 7129, top1_acc: 0.6914, top5_acc: 0.9039, loss_cls: 1.1481, loss: 1.1481, grad_norm: 9.0490 2021-06-08 11:56:58,782 - mmaction - INFO - Epoch [48][440/1345] lr: 1.000e-05, eta: 1:03:44, time: 0.766, data_time: 0.002, memory: 7129, top1_acc: 0.6977, top5_acc: 0.8922, loss_cls: 1.1802, loss: 1.1802, grad_norm: 9.0150 2021-06-08 11:57:13,963 - mmaction - INFO - Epoch [48][460/1345] lr: 1.000e-05, eta: 1:03:22, time: 0.758, data_time: 0.001, memory: 7129, top1_acc: 0.6945, top5_acc: 0.8977, loss_cls: 1.1278, loss: 1.1278, grad_norm: 8.7134 2021-06-08 11:57:28,610 - mmaction - INFO - Epoch [48][480/1345] lr: 1.000e-05, eta: 1:03:00, time: 0.733, data_time: 0.002, memory: 7129, top1_acc: 0.6617, top5_acc: 0.8867, loss_cls: 1.2275, loss: 1.2275, grad_norm: 9.0552 2021-06-08 11:57:43,777 - mmaction - INFO - Epoch [48][500/1345] lr: 1.000e-05, eta: 1:02:39, time: 0.758, data_time: 0.001, memory: 7129, top1_acc: 0.6898, top5_acc: 0.8992, loss_cls: 1.1392, loss: 1.1392, grad_norm: 8.7561 2021-06-08 11:57:58,793 - mmaction - INFO - Epoch [48][520/1345] lr: 1.000e-05, eta: 1:02:17, time: 0.751, data_time: 0.001, memory: 7129, top1_acc: 0.6789, top5_acc: 0.8898, loss_cls: 1.2219, loss: 1.2219, grad_norm: 9.1629 2021-06-08 11:58:14,915 - mmaction - INFO - Epoch [48][540/1345] lr: 1.000e-05, eta: 1:01:56, time: 0.806, data_time: 0.001, memory: 7129, top1_acc: 0.7063, top5_acc: 0.8992, loss_cls: 1.1349, loss: 1.1349, grad_norm: 8.6786 2021-06-08 11:58:30,486 - mmaction - INFO - Epoch [48][560/1345] lr: 1.000e-05, eta: 1:01:34, time: 0.779, data_time: 0.001, memory: 7129, top1_acc: 0.6766, top5_acc: 0.9016, loss_cls: 1.2035, loss: 1.2035, grad_norm: 9.3490 2021-06-08 11:58:46,544 - mmaction - INFO - Epoch [48][580/1345] lr: 1.000e-05, eta: 1:01:12, time: 0.803, data_time: 0.001, memory: 7129, top1_acc: 0.7008, top5_acc: 0.9086, loss_cls: 1.1773, loss: 1.1773, grad_norm: 9.2681 2021-06-08 11:59:01,790 - mmaction - INFO - Epoch [48][600/1345] lr: 1.000e-05, eta: 1:00:51, time: 0.762, data_time: 0.001, memory: 7129, top1_acc: 0.6641, top5_acc: 0.8867, loss_cls: 1.3016, loss: 1.3016, grad_norm: 9.2155 2021-06-08 11:59:17,276 - mmaction - INFO - Epoch [48][620/1345] lr: 1.000e-05, eta: 1:00:29, time: 0.775, data_time: 0.001, memory: 7129, top1_acc: 0.6875, top5_acc: 0.8984, loss_cls: 1.2408, loss: 1.2408, grad_norm: 9.2359 2021-06-08 11:59:32,342 - mmaction - INFO - Epoch [48][640/1345] lr: 1.000e-05, eta: 1:00:08, time: 0.753, data_time: 0.001, memory: 7129, top1_acc: 0.6937, top5_acc: 0.8906, loss_cls: 1.2235, loss: 1.2235, grad_norm: 9.2552 2021-06-08 11:59:47,967 - mmaction - INFO - Epoch [48][660/1345] lr: 1.000e-05, eta: 0:59:46, time: 0.781, data_time: 0.001, memory: 7129, top1_acc: 0.6859, top5_acc: 0.8953, loss_cls: 1.1680, loss: 1.1680, grad_norm: 8.9749 2021-06-08 12:00:10,032 - mmaction - INFO - Epoch [48][680/1345] lr: 1.000e-05, eta: 0:59:25, time: 1.098, data_time: 0.005, memory: 7129, top1_acc: 0.6906, top5_acc: 0.8875, loss_cls: 1.2054, loss: 1.2054, grad_norm: 8.7021 2021-06-08 12:00:24,041 - mmaction - INFO - Epoch [48][700/1345] lr: 1.000e-05, eta: 0:59:03, time: 0.706, data_time: 0.012, memory: 7129, top1_acc: 0.6719, top5_acc: 0.8789, loss_cls: 1.2368, loss: 1.2368, grad_norm: 9.3821 2021-06-08 12:00:39,051 - mmaction - INFO - Epoch [48][720/1345] lr: 1.000e-05, eta: 0:58:42, time: 0.750, data_time: 0.001, memory: 7129, top1_acc: 0.6984, top5_acc: 0.9086, loss_cls: 1.1352, loss: 1.1352, grad_norm: 8.8438 2021-06-08 12:00:55,215 - mmaction - INFO - Epoch [48][740/1345] lr: 1.000e-05, eta: 0:58:20, time: 0.809, data_time: 0.001, memory: 7129, top1_acc: 0.6852, top5_acc: 0.9055, loss_cls: 1.1417, loss: 1.1417, grad_norm: 8.8396 2021-06-08 12:01:10,555 - mmaction - INFO - Epoch [48][760/1345] lr: 1.000e-05, eta: 0:57:59, time: 0.767, data_time: 0.001, memory: 7129, top1_acc: 0.7039, top5_acc: 0.8867, loss_cls: 1.1827, loss: 1.1827, grad_norm: 8.7529 2021-06-08 12:01:25,683 - mmaction - INFO - Epoch [48][780/1345] lr: 1.000e-05, eta: 0:57:37, time: 0.756, data_time: 0.001, memory: 7129, top1_acc: 0.6930, top5_acc: 0.8883, loss_cls: 1.2106, loss: 1.2106, grad_norm: 9.0329 2021-06-08 12:01:42,263 - mmaction - INFO - Epoch [48][800/1345] lr: 1.000e-05, eta: 0:57:16, time: 0.829, data_time: 0.001, memory: 7129, top1_acc: 0.6820, top5_acc: 0.8852, loss_cls: 1.2052, loss: 1.2052, grad_norm: 9.0063 2021-06-08 12:01:57,870 - mmaction - INFO - Epoch [48][820/1345] lr: 1.000e-05, eta: 0:56:54, time: 0.781, data_time: 0.002, memory: 7129, top1_acc: 0.6828, top5_acc: 0.8938, loss_cls: 1.1963, loss: 1.1963, grad_norm: 9.0294 2021-06-08 12:02:14,230 - mmaction - INFO - Epoch [48][840/1345] lr: 1.000e-05, eta: 0:56:33, time: 0.816, data_time: 0.001, memory: 7129, top1_acc: 0.6758, top5_acc: 0.8820, loss_cls: 1.2573, loss: 1.2573, grad_norm: 8.9829 2021-06-08 12:02:29,615 - mmaction - INFO - Epoch [48][860/1345] lr: 1.000e-05, eta: 0:56:11, time: 0.771, data_time: 0.003, memory: 7129, top1_acc: 0.6984, top5_acc: 0.8836, loss_cls: 1.1796, loss: 1.1796, grad_norm: 8.6327 2021-06-08 12:02:44,042 - mmaction - INFO - Epoch [48][880/1345] lr: 1.000e-05, eta: 0:55:50, time: 0.721, data_time: 0.001, memory: 7129, top1_acc: 0.6734, top5_acc: 0.8820, loss_cls: 1.2437, loss: 1.2437, grad_norm: 8.9630 2021-06-08 12:02:58,763 - mmaction - INFO - Epoch [48][900/1345] lr: 1.000e-05, eta: 0:55:28, time: 0.735, data_time: 0.002, memory: 7129, top1_acc: 0.6914, top5_acc: 0.9023, loss_cls: 1.1438, loss: 1.1438, grad_norm: 8.7791 2021-06-08 12:03:16,330 - mmaction - INFO - Epoch [48][920/1345] lr: 1.000e-05, eta: 0:55:07, time: 0.880, data_time: 0.002, memory: 7129, top1_acc: 0.6984, top5_acc: 0.8969, loss_cls: 1.1812, loss: 1.1812, grad_norm: 8.9005 2021-06-08 12:03:33,017 - mmaction - INFO - Epoch [48][940/1345] lr: 1.000e-05, eta: 0:54:45, time: 0.834, data_time: 0.001, memory: 7129, top1_acc: 0.7000, top5_acc: 0.9031, loss_cls: 1.1049, loss: 1.1049, grad_norm: 8.7611 2021-06-08 12:03:48,047 - mmaction - INFO - Epoch [48][960/1345] lr: 1.000e-05, eta: 0:54:24, time: 0.752, data_time: 0.001, memory: 7129, top1_acc: 0.6992, top5_acc: 0.9023, loss_cls: 1.1789, loss: 1.1789, grad_norm: 9.2581 2021-06-08 12:04:02,789 - mmaction - INFO - Epoch [48][980/1345] lr: 1.000e-05, eta: 0:54:02, time: 0.737, data_time: 0.001, memory: 7129, top1_acc: 0.6813, top5_acc: 0.8898, loss_cls: 1.2029, loss: 1.2029, grad_norm: 8.9339 2021-06-08 12:04:17,673 - mmaction - INFO - Epoch [48][1000/1345] lr: 1.000e-05, eta: 0:53:40, time: 0.744, data_time: 0.001, memory: 7129, top1_acc: 0.6883, top5_acc: 0.8852, loss_cls: 1.2108, loss: 1.2108, grad_norm: 9.1377 2021-06-08 12:04:33,005 - mmaction - INFO - Epoch [48][1020/1345] lr: 1.000e-05, eta: 0:53:19, time: 0.767, data_time: 0.002, memory: 7129, top1_acc: 0.7016, top5_acc: 0.8953, loss_cls: 1.1789, loss: 1.1789, grad_norm: 8.8455 2021-06-08 12:04:49,854 - mmaction - INFO - Epoch [48][1040/1345] lr: 1.000e-05, eta: 0:52:58, time: 0.843, data_time: 0.002, memory: 7129, top1_acc: 0.6852, top5_acc: 0.8906, loss_cls: 1.2176, loss: 1.2176, grad_norm: 8.9078 2021-06-08 12:05:03,933 - mmaction - INFO - Epoch [48][1060/1345] lr: 1.000e-05, eta: 0:52:36, time: 0.703, data_time: 0.001, memory: 7129, top1_acc: 0.6789, top5_acc: 0.8891, loss_cls: 1.2041, loss: 1.2041, grad_norm: 8.9340 2021-06-08 12:05:19,461 - mmaction - INFO - Epoch [48][1080/1345] lr: 1.000e-05, eta: 0:52:15, time: 0.777, data_time: 0.002, memory: 7129, top1_acc: 0.6852, top5_acc: 0.8930, loss_cls: 1.1943, loss: 1.1943, grad_norm: 8.8885 2021-06-08 12:05:33,889 - mmaction - INFO - Epoch [48][1100/1345] lr: 1.000e-05, eta: 0:51:53, time: 0.721, data_time: 0.001, memory: 7129, top1_acc: 0.7078, top5_acc: 0.9062, loss_cls: 1.1223, loss: 1.1223, grad_norm: 8.9020 2021-06-08 12:05:47,930 - mmaction - INFO - Epoch [48][1120/1345] lr: 1.000e-05, eta: 0:51:31, time: 0.702, data_time: 0.001, memory: 7129, top1_acc: 0.6914, top5_acc: 0.8781, loss_cls: 1.2423, loss: 1.2423, grad_norm: 9.0982 2021-06-08 12:06:04,128 - mmaction - INFO - Epoch [48][1140/1345] lr: 1.000e-05, eta: 0:51:10, time: 0.810, data_time: 0.001, memory: 7129, top1_acc: 0.6859, top5_acc: 0.8789, loss_cls: 1.2455, loss: 1.2455, grad_norm: 9.2235 2021-06-08 12:06:18,274 - mmaction - INFO - Epoch [48][1160/1345] lr: 1.000e-05, eta: 0:50:48, time: 0.707, data_time: 0.001, memory: 7129, top1_acc: 0.6937, top5_acc: 0.8953, loss_cls: 1.1890, loss: 1.1890, grad_norm: 8.8566 2021-06-08 12:06:33,633 - mmaction - INFO - Epoch [48][1180/1345] lr: 1.000e-05, eta: 0:50:27, time: 0.768, data_time: 0.002, memory: 7129, top1_acc: 0.6813, top5_acc: 0.8867, loss_cls: 1.2176, loss: 1.2176, grad_norm: 9.3236 2021-06-08 12:06:49,695 - mmaction - INFO - Epoch [48][1200/1345] lr: 1.000e-05, eta: 0:50:06, time: 0.803, data_time: 0.001, memory: 7129, top1_acc: 0.6914, top5_acc: 0.9000, loss_cls: 1.1608, loss: 1.1608, grad_norm: 8.8036 2021-06-08 12:07:05,446 - mmaction - INFO - Epoch [48][1220/1345] lr: 1.000e-05, eta: 0:49:44, time: 0.787, data_time: 0.001, memory: 7129, top1_acc: 0.6805, top5_acc: 0.8930, loss_cls: 1.2153, loss: 1.2153, grad_norm: 9.3153 2021-06-08 12:07:19,752 - mmaction - INFO - Epoch [48][1240/1345] lr: 1.000e-05, eta: 0:49:23, time: 0.715, data_time: 0.001, memory: 7129, top1_acc: 0.6789, top5_acc: 0.8891, loss_cls: 1.2323, loss: 1.2323, grad_norm: 9.1562 2021-06-08 12:07:35,821 - mmaction - INFO - Epoch [48][1260/1345] lr: 1.000e-05, eta: 0:49:01, time: 0.804, data_time: 0.001, memory: 7129, top1_acc: 0.6750, top5_acc: 0.9000, loss_cls: 1.1909, loss: 1.1909, grad_norm: 8.7367 2021-06-08 12:07:49,542 - mmaction - INFO - Epoch [48][1280/1345] lr: 1.000e-05, eta: 0:48:40, time: 0.685, data_time: 0.001, memory: 7129, top1_acc: 0.6734, top5_acc: 0.8969, loss_cls: 1.1677, loss: 1.1677, grad_norm: 8.8051 2021-06-08 12:08:04,037 - mmaction - INFO - Epoch [48][1300/1345] lr: 1.000e-05, eta: 0:48:18, time: 0.725, data_time: 0.002, memory: 7129, top1_acc: 0.6844, top5_acc: 0.9031, loss_cls: 1.1632, loss: 1.1632, grad_norm: 9.2653 2021-06-08 12:08:17,974 - mmaction - INFO - Epoch [48][1320/1345] lr: 1.000e-05, eta: 0:47:57, time: 0.697, data_time: 0.001, memory: 7129, top1_acc: 0.6883, top5_acc: 0.9016, loss_cls: 1.2074, loss: 1.2074, grad_norm: 9.0523 2021-06-08 12:08:33,292 - mmaction - INFO - Epoch [48][1340/1345] lr: 1.000e-05, eta: 0:47:35, time: 0.766, data_time: 0.001, memory: 7129, top1_acc: 0.6695, top5_acc: 0.8789, loss_cls: 1.2860, loss: 1.2860, grad_norm: 9.1861 2021-06-08 12:08:42,394 - mmaction - INFO - Saving checkpoint at 48 epochs 2021-06-08 12:17:10,304 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-06-08 12:17:10,544 - mmaction - INFO - top1_acc 0.4701 top5_acc 0.7717 2021-06-08 12:17:10,544 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-06-08 12:17:10,593 - mmaction - INFO - mean_acc 0.4344 2021-06-08 12:17:10,597 - mmaction - INFO - Epoch(val) [48][1345] top1_acc: 0.4701, top5_acc: 0.7717, mean_class_accuracy: 0.4344 2021-06-08 12:24:52,406 - mmaction - INFO - Epoch [49][20/1345] lr: 1.000e-05, eta: 0:47:27, time: 23.088, data_time: 20.338, memory: 7129, top1_acc: 0.6984, top5_acc: 0.8805, loss_cls: 1.2344, loss: 1.2344, grad_norm: 8.8215 2021-06-08 12:25:03,193 - mmaction - INFO - Epoch [49][40/1345] lr: 1.000e-05, eta: 0:47:05, time: 0.540, data_time: 0.004, memory: 7129, top1_acc: 0.6539, top5_acc: 0.8875, loss_cls: 1.2762, loss: 1.2762, grad_norm: 9.0528 2021-06-08 12:25:14,127 - mmaction - INFO - Epoch [49][60/1345] lr: 1.000e-05, eta: 0:46:43, time: 0.546, data_time: 0.002, memory: 7129, top1_acc: 0.7055, top5_acc: 0.9008, loss_cls: 1.1476, loss: 1.1476, grad_norm: 8.7322 2021-06-08 12:25:25,048 - mmaction - INFO - Epoch [49][80/1345] lr: 1.000e-05, eta: 0:46:22, time: 0.547, data_time: 0.002, memory: 7129, top1_acc: 0.6789, top5_acc: 0.8977, loss_cls: 1.1967, loss: 1.1967, grad_norm: 8.9525 2021-06-08 12:25:35,746 - mmaction - INFO - Epoch [49][100/1345] lr: 1.000e-05, eta: 0:46:00, time: 0.533, data_time: 0.001, memory: 7129, top1_acc: 0.6750, top5_acc: 0.8953, loss_cls: 1.2033, loss: 1.2033, grad_norm: 8.7155 2021-06-08 12:25:46,567 - mmaction - INFO - Epoch [49][120/1345] lr: 1.000e-05, eta: 0:45:38, time: 0.541, data_time: 0.003, memory: 7129, top1_acc: 0.6625, top5_acc: 0.8844, loss_cls: 1.2377, loss: 1.2377, grad_norm: 8.9350 2021-06-08 12:25:57,445 - mmaction - INFO - Epoch [49][140/1345] lr: 1.000e-05, eta: 0:45:16, time: 0.543, data_time: 0.003, memory: 7129, top1_acc: 0.6766, top5_acc: 0.8742, loss_cls: 1.2652, loss: 1.2652, grad_norm: 9.2940 2021-06-08 12:26:09,192 - mmaction - INFO - Epoch [49][160/1345] lr: 1.000e-05, eta: 0:44:55, time: 0.589, data_time: 0.004, memory: 7129, top1_acc: 0.6984, top5_acc: 0.9008, loss_cls: 1.1669, loss: 1.1669, grad_norm: 8.7634 2021-06-08 12:26:20,242 - mmaction - INFO - Epoch [49][180/1345] lr: 1.000e-05, eta: 0:44:33, time: 0.552, data_time: 0.002, memory: 7129, top1_acc: 0.6852, top5_acc: 0.8852, loss_cls: 1.2221, loss: 1.2221, grad_norm: 9.0984 2021-06-08 12:26:32,242 - mmaction - INFO - Epoch [49][200/1345] lr: 1.000e-05, eta: 0:44:11, time: 0.602, data_time: 0.004, memory: 7129, top1_acc: 0.6945, top5_acc: 0.8961, loss_cls: 1.1704, loss: 1.1704, grad_norm: 8.8874 2021-06-08 12:26:45,134 - mmaction - INFO - Epoch [49][220/1345] lr: 1.000e-05, eta: 0:43:50, time: 0.644, data_time: 0.001, memory: 7129, top1_acc: 0.7203, top5_acc: 0.8992, loss_cls: 1.1315, loss: 1.1315, grad_norm: 8.3864 2021-06-08 12:26:57,200 - mmaction - INFO - Epoch [49][240/1345] lr: 1.000e-05, eta: 0:43:28, time: 0.603, data_time: 0.001, memory: 7129, top1_acc: 0.6836, top5_acc: 0.8820, loss_cls: 1.2468, loss: 1.2468, grad_norm: 8.7662 2021-06-08 12:27:10,903 - mmaction - INFO - Epoch [49][260/1345] lr: 1.000e-05, eta: 0:43:06, time: 0.685, data_time: 0.001, memory: 7129, top1_acc: 0.6609, top5_acc: 0.8922, loss_cls: 1.2434, loss: 1.2434, grad_norm: 9.4219 2021-06-08 12:27:25,024 - mmaction - INFO - Epoch [49][280/1345] lr: 1.000e-05, eta: 0:42:45, time: 0.707, data_time: 0.002, memory: 7129, top1_acc: 0.6922, top5_acc: 0.8891, loss_cls: 1.1783, loss: 1.1783, grad_norm: 8.7738 2021-06-08 12:27:37,994 - mmaction - INFO - Epoch [49][300/1345] lr: 1.000e-05, eta: 0:42:23, time: 0.648, data_time: 0.001, memory: 7129, top1_acc: 0.6773, top5_acc: 0.8898, loss_cls: 1.2679, loss: 1.2679, grad_norm: 9.2881 2021-06-08 12:27:52,420 - mmaction - INFO - Epoch [49][320/1345] lr: 1.000e-05, eta: 0:42:02, time: 0.721, data_time: 0.002, memory: 7129, top1_acc: 0.6594, top5_acc: 0.8930, loss_cls: 1.2358, loss: 1.2358, grad_norm: 9.0201 2021-06-08 12:28:08,484 - mmaction - INFO - Epoch [49][340/1345] lr: 1.000e-05, eta: 0:41:40, time: 0.803, data_time: 0.001, memory: 7129, top1_acc: 0.7148, top5_acc: 0.9047, loss_cls: 1.1148, loss: 1.1148, grad_norm: 8.6358 2021-06-08 12:28:23,128 - mmaction - INFO - Epoch [49][360/1345] lr: 1.000e-05, eta: 0:41:19, time: 0.732, data_time: 0.001, memory: 7129, top1_acc: 0.6867, top5_acc: 0.8938, loss_cls: 1.1796, loss: 1.1796, grad_norm: 9.0660 2021-06-08 12:28:38,877 - mmaction - INFO - Epoch [49][380/1345] lr: 1.000e-05, eta: 0:40:57, time: 0.787, data_time: 0.001, memory: 7129, top1_acc: 0.6875, top5_acc: 0.8961, loss_cls: 1.1716, loss: 1.1716, grad_norm: 8.7074 2021-06-08 12:28:52,729 - mmaction - INFO - Epoch [49][400/1345] lr: 1.000e-05, eta: 0:40:36, time: 0.691, data_time: 0.001, memory: 7129, top1_acc: 0.6953, top5_acc: 0.8922, loss_cls: 1.1763, loss: 1.1763, grad_norm: 8.6232 2021-06-08 12:29:07,721 - mmaction - INFO - Epoch [49][420/1345] lr: 1.000e-05, eta: 0:40:14, time: 0.749, data_time: 0.002, memory: 7129, top1_acc: 0.6859, top5_acc: 0.8930, loss_cls: 1.1779, loss: 1.1779, grad_norm: 8.9083 2021-06-08 12:29:22,083 - mmaction - INFO - Epoch [49][440/1345] lr: 1.000e-05, eta: 0:39:53, time: 0.720, data_time: 0.003, memory: 7129, top1_acc: 0.6781, top5_acc: 0.8750, loss_cls: 1.2659, loss: 1.2659, grad_norm: 9.2738 2021-06-08 12:29:38,034 - mmaction - INFO - Epoch [49][460/1345] lr: 1.000e-05, eta: 0:39:31, time: 0.798, data_time: 0.001, memory: 7129, top1_acc: 0.7141, top5_acc: 0.9062, loss_cls: 1.1302, loss: 1.1302, grad_norm: 9.0011 2021-06-08 12:29:54,339 - mmaction - INFO - Epoch [49][480/1345] lr: 1.000e-05, eta: 0:39:10, time: 0.814, data_time: 0.002, memory: 7129, top1_acc: 0.6883, top5_acc: 0.9023, loss_cls: 1.1527, loss: 1.1527, grad_norm: 8.8888 2021-06-08 12:30:10,436 - mmaction - INFO - Epoch [49][500/1345] lr: 1.000e-05, eta: 0:38:48, time: 0.806, data_time: 0.002, memory: 7129, top1_acc: 0.6969, top5_acc: 0.8938, loss_cls: 1.1708, loss: 1.1708, grad_norm: 8.7508 2021-06-08 12:30:26,501 - mmaction - INFO - Epoch [49][520/1345] lr: 1.000e-05, eta: 0:38:27, time: 0.803, data_time: 0.001, memory: 7129, top1_acc: 0.6969, top5_acc: 0.9078, loss_cls: 1.1318, loss: 1.1318, grad_norm: 8.9684 2021-06-08 12:30:41,697 - mmaction - INFO - Epoch [49][540/1345] lr: 1.000e-05, eta: 0:38:05, time: 0.759, data_time: 0.001, memory: 7129, top1_acc: 0.6828, top5_acc: 0.8898, loss_cls: 1.2355, loss: 1.2355, grad_norm: 9.0288 2021-06-08 12:30:55,861 - mmaction - INFO - Epoch [49][560/1345] lr: 1.000e-05, eta: 0:37:44, time: 0.709, data_time: 0.002, memory: 7129, top1_acc: 0.6883, top5_acc: 0.8938, loss_cls: 1.1766, loss: 1.1766, grad_norm: 8.7111 2021-06-08 12:31:11,025 - mmaction - INFO - Epoch [49][580/1345] lr: 1.000e-05, eta: 0:37:23, time: 0.757, data_time: 0.001, memory: 7129, top1_acc: 0.6805, top5_acc: 0.8914, loss_cls: 1.2090, loss: 1.2090, grad_norm: 8.9661 2021-06-08 12:31:26,868 - mmaction - INFO - Epoch [49][600/1345] lr: 1.000e-05, eta: 0:37:01, time: 0.794, data_time: 0.002, memory: 7129, top1_acc: 0.7117, top5_acc: 0.8938, loss_cls: 1.1546, loss: 1.1546, grad_norm: 8.7542 2021-06-08 12:31:42,435 - mmaction - INFO - Epoch [49][620/1345] lr: 1.000e-05, eta: 0:36:40, time: 0.778, data_time: 0.001, memory: 7129, top1_acc: 0.6656, top5_acc: 0.8898, loss_cls: 1.2615, loss: 1.2615, grad_norm: 9.3065 2021-06-08 12:31:58,502 - mmaction - INFO - Epoch [49][640/1345] lr: 1.000e-05, eta: 0:36:18, time: 0.804, data_time: 0.002, memory: 7129, top1_acc: 0.6937, top5_acc: 0.9000, loss_cls: 1.1882, loss: 1.1882, grad_norm: 8.7989 2021-06-08 12:32:13,482 - mmaction - INFO - Epoch [49][660/1345] lr: 1.000e-05, eta: 0:35:57, time: 0.748, data_time: 0.001, memory: 7129, top1_acc: 0.6891, top5_acc: 0.9016, loss_cls: 1.1791, loss: 1.1791, grad_norm: 8.9366 2021-06-08 12:32:28,561 - mmaction - INFO - Epoch [49][680/1345] lr: 1.000e-05, eta: 0:35:35, time: 0.754, data_time: 0.003, memory: 7129, top1_acc: 0.6937, top5_acc: 0.8914, loss_cls: 1.2043, loss: 1.2043, grad_norm: 9.0468 2021-06-08 12:32:44,765 - mmaction - INFO - Epoch [49][700/1345] lr: 1.000e-05, eta: 0:35:14, time: 0.811, data_time: 0.002, memory: 7129, top1_acc: 0.6852, top5_acc: 0.8852, loss_cls: 1.2096, loss: 1.2096, grad_norm: 9.1699 2021-06-08 12:32:59,745 - mmaction - INFO - Epoch [49][720/1345] lr: 1.000e-05, eta: 0:34:52, time: 0.749, data_time: 0.002, memory: 7129, top1_acc: 0.6906, top5_acc: 0.9039, loss_cls: 1.1918, loss: 1.1918, grad_norm: 8.9978 2021-06-08 12:33:15,312 - mmaction - INFO - Epoch [49][740/1345] lr: 1.000e-05, eta: 0:34:31, time: 0.779, data_time: 0.001, memory: 7129, top1_acc: 0.6852, top5_acc: 0.8820, loss_cls: 1.1973, loss: 1.1973, grad_norm: 9.1327 2021-06-08 12:33:30,988 - mmaction - INFO - Epoch [49][760/1345] lr: 1.000e-05, eta: 0:34:10, time: 0.783, data_time: 0.001, memory: 7129, top1_acc: 0.6844, top5_acc: 0.8930, loss_cls: 1.2318, loss: 1.2318, grad_norm: 9.0213 2021-06-08 12:33:45,494 - mmaction - INFO - Epoch [49][780/1345] lr: 1.000e-05, eta: 0:33:48, time: 0.726, data_time: 0.001, memory: 7129, top1_acc: 0.6891, top5_acc: 0.8945, loss_cls: 1.1988, loss: 1.1988, grad_norm: 8.9937 2021-06-08 12:34:00,221 - mmaction - INFO - Epoch [49][800/1345] lr: 1.000e-05, eta: 0:33:27, time: 0.735, data_time: 0.001, memory: 7129, top1_acc: 0.6883, top5_acc: 0.8922, loss_cls: 1.1953, loss: 1.1953, grad_norm: 9.1440 2021-06-08 12:34:16,563 - mmaction - INFO - Epoch [49][820/1345] lr: 1.000e-05, eta: 0:33:05, time: 0.818, data_time: 0.002, memory: 7129, top1_acc: 0.6852, top5_acc: 0.8891, loss_cls: 1.2076, loss: 1.2076, grad_norm: 9.0122 2021-06-08 12:34:32,785 - mmaction - INFO - Epoch [49][840/1345] lr: 1.000e-05, eta: 0:32:44, time: 0.811, data_time: 0.002, memory: 7129, top1_acc: 0.6906, top5_acc: 0.9023, loss_cls: 1.1481, loss: 1.1481, grad_norm: 8.9549 2021-06-08 12:34:48,932 - mmaction - INFO - Epoch [49][860/1345] lr: 1.000e-05, eta: 0:32:23, time: 0.808, data_time: 0.002, memory: 7129, top1_acc: 0.6773, top5_acc: 0.9039, loss_cls: 1.2111, loss: 1.2111, grad_norm: 9.2666 2021-06-08 12:35:04,168 - mmaction - INFO - Epoch [49][880/1345] lr: 1.000e-05, eta: 0:32:01, time: 0.762, data_time: 0.002, memory: 7129, top1_acc: 0.6656, top5_acc: 0.8906, loss_cls: 1.2172, loss: 1.2172, grad_norm: 8.9140 2021-06-08 12:35:20,844 - mmaction - INFO - Epoch [49][900/1345] lr: 1.000e-05, eta: 0:31:40, time: 0.834, data_time: 0.001, memory: 7129, top1_acc: 0.6719, top5_acc: 0.8797, loss_cls: 1.2798, loss: 1.2798, grad_norm: 9.2183 2021-06-08 12:35:37,257 - mmaction - INFO - Epoch [49][920/1345] lr: 1.000e-05, eta: 0:31:18, time: 0.820, data_time: 0.001, memory: 7129, top1_acc: 0.7047, top5_acc: 0.9062, loss_cls: 1.1327, loss: 1.1327, grad_norm: 8.6696 2021-06-08 12:35:52,030 - mmaction - INFO - Epoch [49][940/1345] lr: 1.000e-05, eta: 0:30:57, time: 0.739, data_time: 0.001, memory: 7129, top1_acc: 0.6805, top5_acc: 0.8930, loss_cls: 1.1958, loss: 1.1958, grad_norm: 8.8990 2021-06-08 12:36:08,284 - mmaction - INFO - Epoch [49][960/1345] lr: 1.000e-05, eta: 0:30:36, time: 0.812, data_time: 0.001, memory: 7129, top1_acc: 0.6984, top5_acc: 0.8938, loss_cls: 1.1450, loss: 1.1450, grad_norm: 8.8646 2021-06-08 12:36:23,645 - mmaction - INFO - Epoch [49][980/1345] lr: 1.000e-05, eta: 0:30:14, time: 0.768, data_time: 0.001, memory: 7129, top1_acc: 0.7070, top5_acc: 0.9062, loss_cls: 1.1417, loss: 1.1417, grad_norm: 8.7283 2021-06-08 12:36:39,666 - mmaction - INFO - Epoch [49][1000/1345] lr: 1.000e-05, eta: 0:29:53, time: 0.801, data_time: 0.002, memory: 7129, top1_acc: 0.6828, top5_acc: 0.8922, loss_cls: 1.2112, loss: 1.2112, grad_norm: 9.2599 2021-06-08 12:36:57,184 - mmaction - INFO - Epoch [49][1020/1345] lr: 1.000e-05, eta: 0:29:32, time: 0.876, data_time: 0.002, memory: 7129, top1_acc: 0.6836, top5_acc: 0.8812, loss_cls: 1.2311, loss: 1.2311, grad_norm: 8.9924 2021-06-08 12:37:13,581 - mmaction - INFO - Epoch [49][1040/1345] lr: 1.000e-05, eta: 0:29:10, time: 0.820, data_time: 0.002, memory: 7129, top1_acc: 0.6805, top5_acc: 0.8945, loss_cls: 1.2119, loss: 1.2119, grad_norm: 9.1752 2021-06-08 12:37:28,763 - mmaction - INFO - Epoch [49][1060/1345] lr: 1.000e-05, eta: 0:28:49, time: 0.760, data_time: 0.001, memory: 7129, top1_acc: 0.6742, top5_acc: 0.8812, loss_cls: 1.2538, loss: 1.2538, grad_norm: 9.0323 2021-06-08 12:37:45,399 - mmaction - INFO - Epoch [49][1080/1345] lr: 1.000e-05, eta: 0:28:28, time: 0.832, data_time: 0.001, memory: 7129, top1_acc: 0.7203, top5_acc: 0.9023, loss_cls: 1.1235, loss: 1.1235, grad_norm: 8.5755 2021-06-08 12:38:00,483 - mmaction - INFO - Epoch [49][1100/1345] lr: 1.000e-05, eta: 0:28:06, time: 0.754, data_time: 0.001, memory: 7129, top1_acc: 0.7008, top5_acc: 0.8977, loss_cls: 1.1721, loss: 1.1721, grad_norm: 9.0663 2021-06-08 12:38:16,562 - mmaction - INFO - Epoch [49][1120/1345] lr: 1.000e-05, eta: 0:27:45, time: 0.804, data_time: 0.001, memory: 7129, top1_acc: 0.6977, top5_acc: 0.9062, loss_cls: 1.1116, loss: 1.1116, grad_norm: 8.8226 2021-06-08 12:38:33,489 - mmaction - INFO - Epoch [49][1140/1345] lr: 1.000e-05, eta: 0:27:24, time: 0.846, data_time: 0.001, memory: 7129, top1_acc: 0.6984, top5_acc: 0.8750, loss_cls: 1.2368, loss: 1.2368, grad_norm: 9.2516 2021-06-08 12:38:48,237 - mmaction - INFO - Epoch [49][1160/1345] lr: 1.000e-05, eta: 0:27:02, time: 0.737, data_time: 0.001, memory: 7129, top1_acc: 0.7039, top5_acc: 0.8938, loss_cls: 1.1609, loss: 1.1609, grad_norm: 8.7242 2021-06-08 12:39:06,217 - mmaction - INFO - Epoch [49][1180/1345] lr: 1.000e-05, eta: 0:26:41, time: 0.899, data_time: 0.001, memory: 7129, top1_acc: 0.6727, top5_acc: 0.8773, loss_cls: 1.2309, loss: 1.2309, grad_norm: 9.1417 2021-06-08 12:39:21,226 - mmaction - INFO - Epoch [49][1200/1345] lr: 1.000e-05, eta: 0:26:20, time: 0.751, data_time: 0.002, memory: 7129, top1_acc: 0.6898, top5_acc: 0.9055, loss_cls: 1.1403, loss: 1.1403, grad_norm: 8.5747 2021-06-08 12:39:37,845 - mmaction - INFO - Epoch [49][1220/1345] lr: 1.000e-05, eta: 0:25:58, time: 0.831, data_time: 0.001, memory: 7129, top1_acc: 0.6859, top5_acc: 0.8820, loss_cls: 1.2435, loss: 1.2435, grad_norm: 9.0900 2021-06-08 12:39:53,800 - mmaction - INFO - Epoch [49][1240/1345] lr: 1.000e-05, eta: 0:25:37, time: 0.798, data_time: 0.001, memory: 7129, top1_acc: 0.6781, top5_acc: 0.8914, loss_cls: 1.2071, loss: 1.2071, grad_norm: 9.1656 2021-06-08 12:40:11,416 - mmaction - INFO - Epoch [49][1260/1345] lr: 1.000e-05, eta: 0:25:16, time: 0.881, data_time: 0.001, memory: 7129, top1_acc: 0.6844, top5_acc: 0.8984, loss_cls: 1.1826, loss: 1.1826, grad_norm: 9.1497 2021-06-08 12:40:27,753 - mmaction - INFO - Epoch [49][1280/1345] lr: 1.000e-05, eta: 0:24:54, time: 0.817, data_time: 0.001, memory: 7129, top1_acc: 0.6914, top5_acc: 0.8953, loss_cls: 1.2121, loss: 1.2121, grad_norm: 9.0116 2021-06-08 12:40:43,630 - mmaction - INFO - Epoch [49][1300/1345] lr: 1.000e-05, eta: 0:24:33, time: 0.792, data_time: 0.001, memory: 7129, top1_acc: 0.6969, top5_acc: 0.9000, loss_cls: 1.1723, loss: 1.1723, grad_norm: 8.8451 2021-06-08 12:41:00,058 - mmaction - INFO - Epoch [49][1320/1345] lr: 1.000e-05, eta: 0:24:12, time: 0.823, data_time: 0.003, memory: 7129, top1_acc: 0.6781, top5_acc: 0.8914, loss_cls: 1.2125, loss: 1.2125, grad_norm: 8.9867 2021-06-08 12:41:15,994 - mmaction - INFO - Epoch [49][1340/1345] lr: 1.000e-05, eta: 0:23:50, time: 0.797, data_time: 0.001, memory: 7129, top1_acc: 0.6836, top5_acc: 0.8992, loss_cls: 1.1855, loss: 1.1855, grad_norm: 9.1022 2021-06-08 12:41:22,581 - mmaction - INFO - Saving checkpoint at 49 epochs 2021-06-08 12:49:52,196 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-06-08 12:49:52,451 - mmaction - INFO - top1_acc 0.4765 top5_acc 0.7700 2021-06-08 12:49:52,451 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-06-08 12:49:52,515 - mmaction - INFO - mean_acc 0.4377 2021-06-08 12:49:53,451 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_49.pth. 2021-06-08 12:49:53,452 - mmaction - INFO - Best top1_acc is 0.4765 at 49 epoch. 2021-06-08 12:49:53,469 - mmaction - INFO - Epoch(val) [49][1345] top1_acc: 0.4765, top5_acc: 0.7700, mean_class_accuracy: 0.4377 2021-06-08 12:57:21,776 - mmaction - INFO - Epoch [50][20/1345] lr: 1.000e-05, eta: 0:23:32, time: 22.414, data_time: 21.606, memory: 7129, top1_acc: 0.7047, top5_acc: 0.8945, loss_cls: 1.1487, loss: 1.1487, grad_norm: 8.8056 2021-06-08 12:57:32,598 - mmaction - INFO - Epoch [50][40/1345] lr: 1.000e-05, eta: 0:23:11, time: 0.542, data_time: 0.003, memory: 7129, top1_acc: 0.6953, top5_acc: 0.8891, loss_cls: 1.1999, loss: 1.1999, grad_norm: 8.7570 2021-06-08 12:57:43,432 - mmaction - INFO - Epoch [50][60/1345] lr: 1.000e-05, eta: 0:22:49, time: 0.542, data_time: 0.001, memory: 7129, top1_acc: 0.6828, top5_acc: 0.9078, loss_cls: 1.1770, loss: 1.1770, grad_norm: 9.0241 2021-06-08 12:57:54,196 - mmaction - INFO - Epoch [50][80/1345] lr: 1.000e-05, eta: 0:22:28, time: 0.537, data_time: 0.002, memory: 7129, top1_acc: 0.6781, top5_acc: 0.8961, loss_cls: 1.1916, loss: 1.1916, grad_norm: 9.1468 2021-06-08 12:58:05,048 - mmaction - INFO - Epoch [50][100/1345] lr: 1.000e-05, eta: 0:22:06, time: 0.545, data_time: 0.003, memory: 7129, top1_acc: 0.6930, top5_acc: 0.8930, loss_cls: 1.1819, loss: 1.1819, grad_norm: 8.9731 2021-06-08 12:58:16,018 - mmaction - INFO - Epoch [50][120/1345] lr: 1.000e-05, eta: 0:21:45, time: 0.547, data_time: 0.001, memory: 7129, top1_acc: 0.6766, top5_acc: 0.8898, loss_cls: 1.1834, loss: 1.1834, grad_norm: 8.9327 2021-06-08 12:58:26,811 - mmaction - INFO - Epoch [50][140/1345] lr: 1.000e-05, eta: 0:21:23, time: 0.540, data_time: 0.002, memory: 7129, top1_acc: 0.6906, top5_acc: 0.8938, loss_cls: 1.2156, loss: 1.2156, grad_norm: 9.0377 2021-06-08 12:58:37,899 - mmaction - INFO - Epoch [50][160/1345] lr: 1.000e-05, eta: 0:21:02, time: 0.555, data_time: 0.002, memory: 7129, top1_acc: 0.6937, top5_acc: 0.8992, loss_cls: 1.1558, loss: 1.1558, grad_norm: 8.8180 2021-06-08 12:58:49,940 - mmaction - INFO - Epoch [50][180/1345] lr: 1.000e-05, eta: 0:20:40, time: 0.602, data_time: 0.001, memory: 7129, top1_acc: 0.6773, top5_acc: 0.8953, loss_cls: 1.2021, loss: 1.2021, grad_norm: 9.4838 2021-06-08 12:59:01,706 - mmaction - INFO - Epoch [50][200/1345] lr: 1.000e-05, eta: 0:20:19, time: 0.588, data_time: 0.002, memory: 7129, top1_acc: 0.7047, top5_acc: 0.9023, loss_cls: 1.1645, loss: 1.1645, grad_norm: 8.7316 2021-06-08 12:59:14,495 - mmaction - INFO - Epoch [50][220/1345] lr: 1.000e-05, eta: 0:19:57, time: 0.640, data_time: 0.002, memory: 7129, top1_acc: 0.6875, top5_acc: 0.8945, loss_cls: 1.1811, loss: 1.1811, grad_norm: 8.9361 2021-06-08 12:59:26,755 - mmaction - INFO - Epoch [50][240/1345] lr: 1.000e-05, eta: 0:19:36, time: 0.613, data_time: 0.002, memory: 7129, top1_acc: 0.6820, top5_acc: 0.8836, loss_cls: 1.2329, loss: 1.2329, grad_norm: 9.3386 2021-06-08 12:59:39,610 - mmaction - INFO - Epoch [50][260/1345] lr: 1.000e-05, eta: 0:19:15, time: 0.643, data_time: 0.001, memory: 7129, top1_acc: 0.6867, top5_acc: 0.8953, loss_cls: 1.1881, loss: 1.1881, grad_norm: 8.8558 2021-06-08 12:59:52,826 - mmaction - INFO - Epoch [50][280/1345] lr: 1.000e-05, eta: 0:18:53, time: 0.661, data_time: 0.002, memory: 7129, top1_acc: 0.7055, top5_acc: 0.8938, loss_cls: 1.1714, loss: 1.1714, grad_norm: 9.0370 2021-06-08 13:00:06,561 - mmaction - INFO - Epoch [50][300/1345] lr: 1.000e-05, eta: 0:18:32, time: 0.687, data_time: 0.001, memory: 7129, top1_acc: 0.6797, top5_acc: 0.8914, loss_cls: 1.2412, loss: 1.2412, grad_norm: 9.2041 2021-06-08 13:00:21,279 - mmaction - INFO - Epoch [50][320/1345] lr: 1.000e-05, eta: 0:18:10, time: 0.736, data_time: 0.001, memory: 7129, top1_acc: 0.7070, top5_acc: 0.9031, loss_cls: 1.1331, loss: 1.1331, grad_norm: 8.6446 2021-06-08 13:00:34,424 - mmaction - INFO - Epoch [50][340/1345] lr: 1.000e-05, eta: 0:17:49, time: 0.657, data_time: 0.001, memory: 7129, top1_acc: 0.6859, top5_acc: 0.8992, loss_cls: 1.1689, loss: 1.1689, grad_norm: 9.1769 2021-06-08 13:00:48,566 - mmaction - INFO - Epoch [50][360/1345] lr: 1.000e-05, eta: 0:17:28, time: 0.707, data_time: 0.001, memory: 7129, top1_acc: 0.6727, top5_acc: 0.8914, loss_cls: 1.2484, loss: 1.2484, grad_norm: 9.2419 2021-06-08 13:01:03,920 - mmaction - INFO - Epoch [50][380/1345] lr: 1.000e-05, eta: 0:17:06, time: 0.767, data_time: 0.001, memory: 7129, top1_acc: 0.6750, top5_acc: 0.8891, loss_cls: 1.2307, loss: 1.2307, grad_norm: 9.0021 2021-06-08 13:01:18,397 - mmaction - INFO - Epoch [50][400/1345] lr: 1.000e-05, eta: 0:16:45, time: 0.724, data_time: 0.001, memory: 7129, top1_acc: 0.6703, top5_acc: 0.8883, loss_cls: 1.2526, loss: 1.2526, grad_norm: 9.4238 2021-06-08 13:01:34,057 - mmaction - INFO - Epoch [50][420/1345] lr: 1.000e-05, eta: 0:16:23, time: 0.783, data_time: 0.001, memory: 7129, top1_acc: 0.6875, top5_acc: 0.9031, loss_cls: 1.1837, loss: 1.1837, grad_norm: 9.1693 2021-06-08 13:01:51,232 - mmaction - INFO - Epoch [50][440/1345] lr: 1.000e-05, eta: 0:16:02, time: 0.858, data_time: 0.001, memory: 7129, top1_acc: 0.6898, top5_acc: 0.8875, loss_cls: 1.1888, loss: 1.1888, grad_norm: 8.8705 2021-06-08 13:02:05,072 - mmaction - INFO - Epoch [50][460/1345] lr: 1.000e-05, eta: 0:15:41, time: 0.693, data_time: 0.002, memory: 7129, top1_acc: 0.6961, top5_acc: 0.8891, loss_cls: 1.1990, loss: 1.1990, grad_norm: 8.9047 2021-06-08 13:02:19,956 - mmaction - INFO - Epoch [50][480/1345] lr: 1.000e-05, eta: 0:15:19, time: 0.744, data_time: 0.001, memory: 7129, top1_acc: 0.6984, top5_acc: 0.9102, loss_cls: 1.1334, loss: 1.1334, grad_norm: 8.7647 2021-06-08 13:02:34,043 - mmaction - INFO - Epoch [50][500/1345] lr: 1.000e-05, eta: 0:14:58, time: 0.704, data_time: 0.001, memory: 7129, top1_acc: 0.7031, top5_acc: 0.9023, loss_cls: 1.1351, loss: 1.1351, grad_norm: 8.8685 2021-06-08 13:02:47,919 - mmaction - INFO - Epoch [50][520/1345] lr: 1.000e-05, eta: 0:14:37, time: 0.693, data_time: 0.001, memory: 7129, top1_acc: 0.6906, top5_acc: 0.8992, loss_cls: 1.1901, loss: 1.1901, grad_norm: 8.7654 2021-06-08 13:03:02,853 - mmaction - INFO - Epoch [50][540/1345] lr: 1.000e-05, eta: 0:14:15, time: 0.747, data_time: 0.002, memory: 7129, top1_acc: 0.6914, top5_acc: 0.8922, loss_cls: 1.2078, loss: 1.2078, grad_norm: 9.1212 2021-06-08 13:03:18,140 - mmaction - INFO - Epoch [50][560/1345] lr: 1.000e-05, eta: 0:13:54, time: 0.765, data_time: 0.002, memory: 7129, top1_acc: 0.7055, top5_acc: 0.8891, loss_cls: 1.1954, loss: 1.1954, grad_norm: 9.3220 2021-06-08 13:03:34,770 - mmaction - INFO - Epoch [50][580/1345] lr: 1.000e-05, eta: 0:13:33, time: 0.831, data_time: 0.001, memory: 7129, top1_acc: 0.6844, top5_acc: 0.8844, loss_cls: 1.2279, loss: 1.2279, grad_norm: 9.1668 2021-06-08 13:03:48,967 - mmaction - INFO - Epoch [50][600/1345] lr: 1.000e-05, eta: 0:13:11, time: 0.710, data_time: 0.001, memory: 7129, top1_acc: 0.7148, top5_acc: 0.9086, loss_cls: 1.1037, loss: 1.1037, grad_norm: 8.3896 2021-06-08 13:04:03,138 - mmaction - INFO - Epoch [50][620/1345] lr: 1.000e-05, eta: 0:12:50, time: 0.709, data_time: 0.001, memory: 7129, top1_acc: 0.6883, top5_acc: 0.8930, loss_cls: 1.1767, loss: 1.1767, grad_norm: 8.7302 2021-06-08 13:04:17,990 - mmaction - INFO - Epoch [50][640/1345] lr: 1.000e-05, eta: 0:12:29, time: 0.743, data_time: 0.001, memory: 7129, top1_acc: 0.6742, top5_acc: 0.8734, loss_cls: 1.2283, loss: 1.2283, grad_norm: 8.9117 2021-06-08 13:04:32,668 - mmaction - INFO - Epoch [50][660/1345] lr: 1.000e-05, eta: 0:12:07, time: 0.734, data_time: 0.001, memory: 7129, top1_acc: 0.6984, top5_acc: 0.8945, loss_cls: 1.1550, loss: 1.1550, grad_norm: 8.9625 2021-06-08 13:04:48,634 - mmaction - INFO - Epoch [50][680/1345] lr: 1.000e-05, eta: 0:11:46, time: 0.798, data_time: 0.001, memory: 7129, top1_acc: 0.6984, top5_acc: 0.9031, loss_cls: 1.1620, loss: 1.1620, grad_norm: 8.9261 2021-06-08 13:05:03,195 - mmaction - INFO - Epoch [50][700/1345] lr: 1.000e-05, eta: 0:11:25, time: 0.728, data_time: 0.002, memory: 7129, top1_acc: 0.6836, top5_acc: 0.8930, loss_cls: 1.1683, loss: 1.1683, grad_norm: 8.9720 2021-06-08 13:05:18,186 - mmaction - INFO - Epoch [50][720/1345] lr: 1.000e-05, eta: 0:11:03, time: 0.750, data_time: 0.002, memory: 7129, top1_acc: 0.6961, top5_acc: 0.8906, loss_cls: 1.1785, loss: 1.1785, grad_norm: 9.0936 2021-06-08 13:05:31,847 - mmaction - INFO - Epoch [50][740/1345] lr: 1.000e-05, eta: 0:10:42, time: 0.683, data_time: 0.002, memory: 7129, top1_acc: 0.6914, top5_acc: 0.8852, loss_cls: 1.2189, loss: 1.2189, grad_norm: 9.0926 2021-06-08 13:05:46,396 - mmaction - INFO - Epoch [50][760/1345] lr: 1.000e-05, eta: 0:10:21, time: 0.727, data_time: 0.001, memory: 7129, top1_acc: 0.7086, top5_acc: 0.8992, loss_cls: 1.1320, loss: 1.1320, grad_norm: 8.9876 2021-06-08 13:06:02,166 - mmaction - INFO - Epoch [50][780/1345] lr: 1.000e-05, eta: 0:10:00, time: 0.788, data_time: 0.001, memory: 7129, top1_acc: 0.7086, top5_acc: 0.8969, loss_cls: 1.1312, loss: 1.1312, grad_norm: 8.9014 2021-06-08 13:06:16,089 - mmaction - INFO - Epoch [50][800/1345] lr: 1.000e-05, eta: 0:09:38, time: 0.696, data_time: 0.001, memory: 7129, top1_acc: 0.6930, top5_acc: 0.8992, loss_cls: 1.1874, loss: 1.1874, grad_norm: 8.9805 2021-06-08 13:06:30,526 - mmaction - INFO - Epoch [50][820/1345] lr: 1.000e-05, eta: 0:09:17, time: 0.722, data_time: 0.001, memory: 7129, top1_acc: 0.6781, top5_acc: 0.8852, loss_cls: 1.2409, loss: 1.2409, grad_norm: 9.2477 2021-06-08 13:06:46,191 - mmaction - INFO - Epoch [50][840/1345] lr: 1.000e-05, eta: 0:08:56, time: 0.784, data_time: 0.001, memory: 7129, top1_acc: 0.6945, top5_acc: 0.9062, loss_cls: 1.1737, loss: 1.1737, grad_norm: 8.9970 2021-06-08 13:06:59,838 - mmaction - INFO - Epoch [50][860/1345] lr: 1.000e-05, eta: 0:08:34, time: 0.682, data_time: 0.001, memory: 7129, top1_acc: 0.6797, top5_acc: 0.8852, loss_cls: 1.2628, loss: 1.2628, grad_norm: 9.4615 2021-06-08 13:07:14,111 - mmaction - INFO - Epoch [50][880/1345] lr: 1.000e-05, eta: 0:08:13, time: 0.714, data_time: 0.001, memory: 7129, top1_acc: 0.7070, top5_acc: 0.9008, loss_cls: 1.1592, loss: 1.1592, grad_norm: 8.9444 2021-06-08 13:07:28,947 - mmaction - INFO - Epoch [50][900/1345] lr: 1.000e-05, eta: 0:07:52, time: 0.741, data_time: 0.001, memory: 7129, top1_acc: 0.6750, top5_acc: 0.8852, loss_cls: 1.2169, loss: 1.2169, grad_norm: 8.9992 2021-06-08 13:07:43,494 - mmaction - INFO - Epoch [50][920/1345] lr: 1.000e-05, eta: 0:07:31, time: 0.728, data_time: 0.002, memory: 7129, top1_acc: 0.6781, top5_acc: 0.8906, loss_cls: 1.2325, loss: 1.2325, grad_norm: 8.8150 2021-06-08 13:07:59,697 - mmaction - INFO - Epoch [50][940/1345] lr: 1.000e-05, eta: 0:07:09, time: 0.810, data_time: 0.002, memory: 7129, top1_acc: 0.7000, top5_acc: 0.8938, loss_cls: 1.1638, loss: 1.1638, grad_norm: 8.7262 2021-06-08 13:08:14,528 - mmaction - INFO - Epoch [50][960/1345] lr: 1.000e-05, eta: 0:06:48, time: 0.742, data_time: 0.001, memory: 7129, top1_acc: 0.6867, top5_acc: 0.8859, loss_cls: 1.2314, loss: 1.2314, grad_norm: 9.1656 2021-06-08 13:08:29,121 - mmaction - INFO - Epoch [50][980/1345] lr: 1.000e-05, eta: 0:06:27, time: 0.730, data_time: 0.001, memory: 7129, top1_acc: 0.6906, top5_acc: 0.8984, loss_cls: 1.1791, loss: 1.1791, grad_norm: 9.0694 2021-06-08 13:08:44,775 - mmaction - INFO - Epoch [50][1000/1345] lr: 1.000e-05, eta: 0:06:06, time: 0.783, data_time: 0.001, memory: 7129, top1_acc: 0.7117, top5_acc: 0.9078, loss_cls: 1.1001, loss: 1.1001, grad_norm: 8.5053 2021-06-08 13:08:58,592 - mmaction - INFO - Epoch [50][1020/1345] lr: 1.000e-05, eta: 0:05:44, time: 0.690, data_time: 0.001, memory: 7129, top1_acc: 0.6766, top5_acc: 0.8984, loss_cls: 1.1964, loss: 1.1964, grad_norm: 9.0360 2021-06-08 13:09:13,196 - mmaction - INFO - Epoch [50][1040/1345] lr: 1.000e-05, eta: 0:05:23, time: 0.730, data_time: 0.002, memory: 7129, top1_acc: 0.6789, top5_acc: 0.8922, loss_cls: 1.1845, loss: 1.1845, grad_norm: 8.8580 2021-06-08 13:09:28,363 - mmaction - INFO - Epoch [50][1060/1345] lr: 1.000e-05, eta: 0:05:02, time: 0.759, data_time: 0.002, memory: 7129, top1_acc: 0.6977, top5_acc: 0.9062, loss_cls: 1.1268, loss: 1.1268, grad_norm: 9.0085 2021-06-08 13:09:42,937 - mmaction - INFO - Epoch [50][1080/1345] lr: 1.000e-05, eta: 0:04:41, time: 0.729, data_time: 0.001, memory: 7129, top1_acc: 0.6672, top5_acc: 0.8828, loss_cls: 1.2752, loss: 1.2752, grad_norm: 9.4025 2021-06-08 13:09:57,881 - mmaction - INFO - Epoch [50][1100/1345] lr: 1.000e-05, eta: 0:04:19, time: 0.747, data_time: 0.001, memory: 7129, top1_acc: 0.6641, top5_acc: 0.8672, loss_cls: 1.2720, loss: 1.2720, grad_norm: 9.3383 2021-06-08 13:10:12,226 - mmaction - INFO - Epoch [50][1120/1345] lr: 1.000e-05, eta: 0:03:58, time: 0.717, data_time: 0.001, memory: 7129, top1_acc: 0.6922, top5_acc: 0.8922, loss_cls: 1.1971, loss: 1.1971, grad_norm: 8.9069 2021-06-08 13:10:27,514 - mmaction - INFO - Epoch [50][1140/1345] lr: 1.000e-05, eta: 0:03:37, time: 0.764, data_time: 0.002, memory: 7129, top1_acc: 0.6898, top5_acc: 0.8977, loss_cls: 1.1778, loss: 1.1778, grad_norm: 9.1235 2021-06-08 13:10:42,278 - mmaction - INFO - Epoch [50][1160/1345] lr: 1.000e-05, eta: 0:03:16, time: 0.738, data_time: 0.001, memory: 7129, top1_acc: 0.6656, top5_acc: 0.8938, loss_cls: 1.2557, loss: 1.2557, grad_norm: 9.2112 2021-06-08 13:10:57,447 - mmaction - INFO - Epoch [50][1180/1345] lr: 1.000e-05, eta: 0:02:54, time: 0.758, data_time: 0.001, memory: 7129, top1_acc: 0.6922, top5_acc: 0.9109, loss_cls: 1.1342, loss: 1.1342, grad_norm: 8.9472 2021-06-08 13:11:12,615 - mmaction - INFO - Epoch [50][1200/1345] lr: 1.000e-05, eta: 0:02:33, time: 0.758, data_time: 0.001, memory: 7129, top1_acc: 0.6703, top5_acc: 0.8922, loss_cls: 1.2074, loss: 1.2074, grad_norm: 8.9798 2021-06-08 13:11:29,008 - mmaction - INFO - Epoch [50][1220/1345] lr: 1.000e-05, eta: 0:02:12, time: 0.821, data_time: 0.002, memory: 7129, top1_acc: 0.6883, top5_acc: 0.9008, loss_cls: 1.1453, loss: 1.1453, grad_norm: 8.9919 2021-06-08 13:11:43,587 - mmaction - INFO - Epoch [50][1240/1345] lr: 1.000e-05, eta: 0:01:51, time: 0.729, data_time: 0.001, memory: 7129, top1_acc: 0.6875, top5_acc: 0.8930, loss_cls: 1.1837, loss: 1.1837, grad_norm: 8.6796 2021-06-08 13:11:59,970 - mmaction - INFO - Epoch [50][1260/1345] lr: 1.000e-05, eta: 0:01:30, time: 0.819, data_time: 0.002, memory: 7129, top1_acc: 0.6930, top5_acc: 0.8969, loss_cls: 1.1752, loss: 1.1752, grad_norm: 8.7455 2021-06-08 13:12:14,478 - mmaction - INFO - Epoch [50][1280/1345] lr: 1.000e-05, eta: 0:01:08, time: 0.725, data_time: 0.001, memory: 7129, top1_acc: 0.6914, top5_acc: 0.8883, loss_cls: 1.1912, loss: 1.1912, grad_norm: 9.0243 2021-06-08 13:12:29,930 - mmaction - INFO - Epoch [50][1300/1345] lr: 1.000e-05, eta: 0:00:47, time: 0.773, data_time: 0.001, memory: 7129, top1_acc: 0.6758, top5_acc: 0.8828, loss_cls: 1.2496, loss: 1.2496, grad_norm: 9.0375 2021-06-08 13:12:46,718 - mmaction - INFO - Epoch [50][1320/1345] lr: 1.000e-05, eta: 0:00:26, time: 0.839, data_time: 0.001, memory: 7129, top1_acc: 0.6883, top5_acc: 0.8969, loss_cls: 1.1804, loss: 1.1804, grad_norm: 8.7705 2021-06-08 13:13:02,181 - mmaction - INFO - Epoch [50][1340/1345] lr: 1.000e-05, eta: 0:00:05, time: 0.773, data_time: 0.001, memory: 7129, top1_acc: 0.6781, top5_acc: 0.8781, loss_cls: 1.2649, loss: 1.2649, grad_norm: 9.2226 2021-06-08 13:13:10,827 - mmaction - INFO - Saving checkpoint at 50 epochs 2021-06-08 13:21:37,775 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-06-08 13:21:38,024 - mmaction - INFO - top1_acc 0.4773 top5_acc 0.7731 2021-06-08 13:21:38,024 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-06-08 13:21:38,083 - mmaction - INFO - mean_acc 0.4395 2021-06-08 13:21:39,032 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_50.pth. 2021-06-08 13:21:39,032 - mmaction - INFO - Best top1_acc is 0.4773 at 50 epoch. 2021-06-08 13:21:39,049 - mmaction - INFO - Epoch(val) [50][1345] top1_acc: 0.4773, top5_acc: 0.7731, mean_class_accuracy: 0.4395