2021-12-02 20:38:46,747 - 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 0,1,2,4,5,6,7: TITAN Xp GPU 3: GeForce GTX 1080 Ti CUDA_HOME: /mnt/lustre/share/polaris/dep/cuda-9.0-cudnn7.6.5 NVCC: Cuda compilation tools, release 9.0, V9.0.176 GCC: gcc (GCC) 5.4.0 PyTorch: 1.5.0 PyTorch compiling details: PyTorch built with: - GCC 5.4 - C++ Version: 201402 - Intel(R) Math Kernel Library Version 2020.0.1 Product Build 20200208 for Intel(R) 64 architecture applications - Intel(R) MKL-DNN v0.21.1 (Git Hash 912ce228837d1ce28e1a61806118835de03f5751) - OpenMP 201307 (a.k.a. OpenMP 4.0) - NNPACK is enabled - CPU capability usage: AVX2 - CUDA Runtime 9.0 - NVCC architecture flags: -gencode;arch=compute_52,code=sm_52;-gencode;arch=compute_60,code=sm_60;-gencode;arch=compute_61,code=sm_61;-gencode;arch=compute_70,code=sm_70;-gencode;arch=compute_70,code=compute_70 - CuDNN 7.6.5 - Magma 2.5.0 - Build settings: BLAS=MKL, BUILD_TYPE=Release, CXX_FLAGS= -Wno-deprecated -fvisibility-inlines-hidden -fopenmp -DNDEBUG -DUSE_FBGEMM -DUSE_QNNPACK -DUSE_PYTORCH_QNNPACK -DUSE_XNNPACK -DUSE_INTERNAL_THREADPOOL_IMPL -O2 -fPIC -Wno-narrowing -Wall -Wextra -Werror=return-type -Wno-missing-field-initializers -Wno-type-limits -Wno-array-bounds -Wno-unknown-pragmas -Wno-sign-compare -Wno-unused-parameter -Wno-unused-variable -Wno-unused-function -Wno-unused-result -Wno-strict-overflow -Wno-strict-aliasing -Wno-error=deprecated-declarations -Wno-error=pedantic -Wno-error=redundant-decls -Wno-error=old-style-cast -fdiagnostics-color=always -Wno-unused-but-set-variable -Wno-maybe-uninitialized -fno-math-errno -fno-trapping-math -Werror=format, PERF_WITH_AVX=1, PERF_WITH_AVX2=1, PERF_WITH_AVX512=1, USE_CUDA=ON, USE_EXCEPTION_PTR=1, USE_GFLAGS=OFF, USE_GLOG=OFF, USE_MKL=ON, USE_MKLDNN=ON, USE_MPI=ON, USE_NCCL=ON, USE_NNPACK=ON, USE_OPENMP=ON, USE_STATIC_DISPATCH=OFF, TorchVision: 0.6.0 OpenCV: 4.2.0 MMCV: 1.3.6 MMCV Compiler: GCC 5.4 MMCV CUDA Compiler: 9.0 MMAction2: 0.20.0+dbf5d59 ------------------------------------------------------------ 2021-12-02 20:38:46,787 - mmaction - INFO - Distributed training: True 2021-12-02 20:38:47,856 - mmaction - INFO - Config: model = dict( type='Recognizer3D', backbone=dict( type='ResNet3dSlowOnly', depth=50, pretrained='torchvision://resnet50', lateral=False, conv1_kernel=(1, 7, 7), conv1_stride_t=1, pool1_stride_t=1, inflate=(0, 0, 1, 1), norm_eval=False, with_pool1=False), cls_head=dict( type='I3DHead', in_channels=2048, num_classes=174, spatial_type='avg', dropout_ratio=0.5), train_cfg=None, test_cfg=dict(average_clips='prob')) checkpoint_config = dict(interval=1, max_keep_ckpts=5) log_config = dict(interval=20, hooks=[dict(type='TextLoggerHook')]) dist_params = dict(backend='nccl') log_level = 'INFO' load_from = None resume_from = None workflow = [('train', 1)] dataset_type = 'RawframeDataset' data_root = 'data/sthv1/rawframes' data_root_val = 'data/sthv1/rawframes' ann_file_train = 'data/sthv1/sthv1_train_list_rawframes.txt' ann_file_val = 'data/sthv1/sthv1_val_list_rawframes.txt' ann_file_test = 'data/sthv1/sthv1_val_list_rawframes.txt' img_norm_cfg = dict( mean=[123.675, 116.28, 103.53], std=[58.395, 57.12, 57.375], to_bgr=False) mc_cfg = dict( server_list_cfg='/mnt/lustre/share/memcached_client/server_list.conf', client_cfg='/mnt/lustre/share/memcached_client/client.conf', sys_path='/mnt/lustre/share/pymc/py3') train_pipeline = [ dict(type='SampleFrames', clip_len=8, frame_interval=4, num_clips=1), 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, 128)), dict(type='RandomResizedCrop'), dict(type='Resize', scale=(112, 112), keep_ratio=False), dict(type='Flip', flip_ratio=0.5), dict( type='Normalize', mean=[123.675, 116.28, 103.53], std=[58.395, 57.12, 57.375], to_bgr=False), dict(type='FormatShape', input_format='NCTHW'), dict(type='Collect', keys=['imgs', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['imgs', 'label']) ] val_pipeline = [ dict( type='SampleFrames', clip_len=8, frame_interval=4, num_clips=1, 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, 128)), dict(type='CenterCrop', crop_size=112), dict( type='Normalize', mean=[123.675, 116.28, 103.53], std=[58.395, 57.12, 57.375], to_bgr=False), dict(type='FormatShape', input_format='NCTHW'), dict(type='Collect', keys=['imgs', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['imgs']) ] test_pipeline = [ dict( type='SampleFrames', clip_len=8, frame_interval=4, num_clips=10, 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, 128)), dict(type='ThreeCrop', crop_size=128), dict( type='Normalize', mean=[123.675, 116.28, 103.53], std=[58.395, 57.12, 57.375], to_bgr=False), dict(type='FormatShape', input_format='NCTHW'), dict(type='Collect', keys=['imgs', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['imgs']) ] data = dict( videos_per_gpu=8, workers_per_gpu=2, test_dataloader=dict(videos_per_gpu=1), train=dict( type='RawframeDataset', ann_file='data/sthv1/sthv1_train_list_rawframes.txt', filename_tmpl='{:05}.jpg', data_prefix='data/sthv1/rawframes', pipeline=[ dict( type='SampleFrames', clip_len=8, frame_interval=4, num_clips=1), 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, 128)), dict(type='RandomResizedCrop'), dict(type='Resize', scale=(112, 112), keep_ratio=False), dict(type='Flip', flip_ratio=0.5), dict( type='Normalize', mean=[123.675, 116.28, 103.53], std=[58.395, 57.12, 57.375], to_bgr=False), dict(type='FormatShape', input_format='NCTHW'), dict(type='Collect', keys=['imgs', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['imgs', 'label']) ]), val=dict( type='RawframeDataset', ann_file='data/sthv1/sthv1_val_list_rawframes.txt', filename_tmpl='{:05}.jpg', data_prefix='data/sthv1/rawframes', pipeline=[ dict( type='SampleFrames', clip_len=8, frame_interval=4, num_clips=1, 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, 128)), dict(type='CenterCrop', crop_size=112), dict( type='Normalize', mean=[123.675, 116.28, 103.53], std=[58.395, 57.12, 57.375], to_bgr=False), dict(type='FormatShape', input_format='NCTHW'), dict(type='Collect', keys=['imgs', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['imgs']) ]), test=dict( type='RawframeDataset', ann_file='data/sthv1/sthv1_val_list_rawframes.txt', filename_tmpl='{:05}.jpg', data_prefix='data/sthv1/rawframes', pipeline=[ dict( type='SampleFrames', clip_len=8, frame_interval=4, num_clips=10, 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, 128)), dict(type='ThreeCrop', crop_size=128), dict( type='Normalize', mean=[123.675, 116.28, 103.53], std=[58.395, 57.12, 57.375], to_bgr=False), dict(type='FormatShape', input_format='NCTHW'), dict(type='Collect', keys=['imgs', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['imgs']) ])) evaluation = dict( interval=1, metrics=['top_k_accuracy', 'mean_class_accuracy']) optimizer = dict(type='SGD', lr=0.1, momentum=0.9, weight_decay=0.0001) optimizer_config = dict(grad_clip=dict(max_norm=40, norm_type=2)) lr_config = dict( policy='CosineAnnealing', min_lr=0, warmup='linear', warmup_by_epoch=True, warmup_iters=10) total_epochs = 64 work_dir = './work_dirs/slowonly_r50_8x4x1_64e_sthv1_rgb_new' gpu_ids = range(0, 8) omnisource = False module_hooks = [] 2021-12-02 20:38:52,430 - mmaction - INFO - Set random seed to 2014738927, deterministic: False 2021-12-02 20:38:52,949 - mmaction - INFO - load model from: torchvision://resnet50 2021-12-02 20:38:53,179 - mmaction - INFO - These parameters in the 2d checkpoint are not loaded: {'fc.weight', 'fc.bias'} 2021-12-02 20:38:54,960 - mmaction - INFO - Start running, host: linjintao@SH-IDC2-172-20-21-35, work_dir: /mnt/lustre/linjintao/try/mmaction2_dev/work_dirs/slowonly_r50_8x4x1_64e_sthv1_rgb_new 2021-12-02 20:38:54,960 - mmaction - INFO - workflow: [('train', 1)], max: 64 epochs 2021-12-02 20:39:36,873 - mmaction - INFO - Epoch [1][20/1345] lr: 1.013e-02, eta: 2 days, 1:58:14, time: 2.090, data_time: 1.420, memory: 5349, top1_acc: 0.0070, top5_acc: 0.0367, loss_cls: 5.2347, loss: 5.2347, grad_norm: 5.4355 2021-12-02 20:39:49,052 - mmaction - INFO - Epoch [1][40/1345] lr: 1.026e-02, eta: 1 day, 8:15:30, time: 0.609, data_time: 0.002, memory: 5349, top1_acc: 0.0133, top5_acc: 0.0437, loss_cls: 5.2421, loss: 5.2421, grad_norm: 5.0362 2021-12-02 20:40:01,268 - mmaction - INFO - Epoch [1][60/1345] lr: 1.039e-02, eta: 1 day, 2:21:52, time: 0.611, data_time: 0.001, memory: 5349, top1_acc: 0.0148, top5_acc: 0.0547, loss_cls: 5.1463, loss: 5.1463, grad_norm: 4.1943 2021-12-02 20:40:13,461 - mmaction - INFO - Epoch [1][80/1345] lr: 1.053e-02, eta: 23:24:36, time: 0.610, data_time: 0.001, memory: 5349, top1_acc: 0.0180, top5_acc: 0.0563, loss_cls: 5.1256, loss: 5.1256, grad_norm: 3.4521 2021-12-02 20:40:25,667 - mmaction - INFO - Epoch [1][100/1345] lr: 1.066e-02, eta: 21:38:14, time: 0.610, data_time: 0.000, memory: 5349, top1_acc: 0.0148, top5_acc: 0.0531, loss_cls: 5.0737, loss: 5.0737, grad_norm: 3.1503 2021-12-02 20:40:37,875 - mmaction - INFO - Epoch [1][120/1345] lr: 1.080e-02, eta: 20:27:26, time: 0.611, data_time: 0.001, memory: 5349, top1_acc: 0.0148, top5_acc: 0.0688, loss_cls: 5.0659, loss: 5.0659, grad_norm: 3.0296 2021-12-02 20:40:50,119 - mmaction - INFO - Epoch [1][140/1345] lr: 1.093e-02, eta: 19:37:06, time: 0.612, data_time: 0.000, memory: 5349, top1_acc: 0.0125, top5_acc: 0.0625, loss_cls: 5.0642, loss: 5.0642, grad_norm: 2.8103 2021-12-02 20:41:02,354 - mmaction - INFO - Epoch [1][160/1345] lr: 1.106e-02, eta: 18:59:14, time: 0.612, data_time: 0.000, memory: 5349, top1_acc: 0.0180, top5_acc: 0.0703, loss_cls: 5.0317, loss: 5.0317, grad_norm: 2.9264 2021-12-02 20:41:14,607 - mmaction - INFO - Epoch [1][180/1345] lr: 1.120e-02, eta: 18:29:50, time: 0.612, data_time: 0.000, memory: 5349, top1_acc: 0.0187, top5_acc: 0.0750, loss_cls: 4.9945, loss: 4.9945, grad_norm: 3.0361 2021-12-02 20:41:26,853 - mmaction - INFO - Epoch [1][200/1345] lr: 1.133e-02, eta: 18:06:16, time: 0.612, data_time: 0.001, memory: 5349, top1_acc: 0.0227, top5_acc: 0.0844, loss_cls: 4.9836, loss: 4.9836, grad_norm: 3.2240 2021-12-02 20:41:39,104 - mmaction - INFO - Epoch [1][220/1345] lr: 1.147e-02, eta: 17:47:00, time: 0.613, data_time: 0.001, memory: 5349, top1_acc: 0.0180, top5_acc: 0.0875, loss_cls: 4.9919, loss: 4.9919, grad_norm: 3.0114 2021-12-02 20:41:51,377 - mmaction - INFO - Epoch [1][240/1345] lr: 1.160e-02, eta: 17:31:01, time: 0.614, data_time: 0.000, memory: 5349, top1_acc: 0.0211, top5_acc: 0.0883, loss_cls: 4.9495, loss: 4.9495, grad_norm: 3.1832 2021-12-02 20:42:03,646 - mmaction - INFO - Epoch [1][260/1345] lr: 1.173e-02, eta: 17:17:26, time: 0.613, data_time: 0.000, memory: 5349, top1_acc: 0.0211, top5_acc: 0.1016, loss_cls: 4.9449, loss: 4.9449, grad_norm: 3.3660 2021-12-02 20:42:15,917 - mmaction - INFO - Epoch [1][280/1345] lr: 1.187e-02, eta: 17:05:46, time: 0.614, data_time: 0.000, memory: 5349, top1_acc: 0.0234, top5_acc: 0.0859, loss_cls: 4.9643, loss: 4.9643, grad_norm: 2.9945 2021-12-02 20:42:28,193 - mmaction - INFO - Epoch [1][300/1345] lr: 1.200e-02, eta: 16:55:40, time: 0.614, data_time: 0.000, memory: 5349, top1_acc: 0.0289, top5_acc: 0.0969, loss_cls: 4.9208, loss: 4.9208, grad_norm: 3.1975 2021-12-02 20:42:40,479 - mmaction - INFO - Epoch [1][320/1345] lr: 1.213e-02, eta: 16:46:50, time: 0.614, data_time: 0.000, memory: 5349, top1_acc: 0.0242, top5_acc: 0.0984, loss_cls: 4.9369, loss: 4.9369, grad_norm: 3.4592 2021-12-02 20:42:52,742 - mmaction - INFO - Epoch [1][340/1345] lr: 1.227e-02, eta: 16:38:56, time: 0.613, data_time: 0.000, memory: 5349, top1_acc: 0.0250, top5_acc: 0.0992, loss_cls: 4.9459, loss: 4.9459, grad_norm: 3.3295 2021-12-02 20:43:05,033 - mmaction - INFO - Epoch [1][360/1345] lr: 1.240e-02, eta: 16:32:00, time: 0.615, data_time: 0.000, memory: 5349, top1_acc: 0.0312, top5_acc: 0.1094, loss_cls: 4.8946, loss: 4.8946, grad_norm: 3.0982 2021-12-02 20:43:17,326 - mmaction - INFO - Epoch [1][380/1345] lr: 1.254e-02, eta: 16:25:46, time: 0.615, data_time: 0.000, memory: 5349, top1_acc: 0.0266, top5_acc: 0.1117, loss_cls: 4.8625, loss: 4.8625, grad_norm: 3.3155 2021-12-02 20:43:29,630 - mmaction - INFO - Epoch [1][400/1345] lr: 1.267e-02, eta: 16:20:11, time: 0.615, data_time: 0.000, memory: 5349, top1_acc: 0.0375, top5_acc: 0.1227, loss_cls: 4.8971, loss: 4.8971, grad_norm: 3.5057 2021-12-02 20:43:41,929 - mmaction - INFO - Epoch [1][420/1345] lr: 1.280e-02, eta: 16:15:05, time: 0.615, data_time: 0.001, memory: 5349, top1_acc: 0.0414, top5_acc: 0.1234, loss_cls: 4.8534, loss: 4.8534, grad_norm: 3.1838 2021-12-02 20:43:54,235 - mmaction - INFO - Epoch [1][440/1345] lr: 1.294e-02, eta: 16:10:29, time: 0.615, data_time: 0.001, memory: 5349, top1_acc: 0.0344, top5_acc: 0.1289, loss_cls: 4.8022, loss: 4.8022, grad_norm: 3.5517 2021-12-02 20:44:06,575 - mmaction - INFO - Epoch [1][460/1345] lr: 1.307e-02, eta: 16:06:21, time: 0.617, data_time: 0.000, memory: 5349, top1_acc: 0.0422, top5_acc: 0.1320, loss_cls: 4.8109, loss: 4.8109, grad_norm: 3.5756 2021-12-02 20:44:18,876 - mmaction - INFO - Epoch [1][480/1345] lr: 1.321e-02, eta: 16:02:26, time: 0.615, data_time: 0.000, memory: 5349, top1_acc: 0.0398, top5_acc: 0.1344, loss_cls: 4.7944, loss: 4.7944, grad_norm: 3.5348 2021-12-02 20:44:31,238 - mmaction - INFO - Epoch [1][500/1345] lr: 1.334e-02, eta: 15:58:59, time: 0.618, data_time: 0.001, memory: 5349, top1_acc: 0.0570, top5_acc: 0.1437, loss_cls: 4.7652, loss: 4.7652, grad_norm: 3.7549 2021-12-02 20:44:43,566 - mmaction - INFO - Epoch [1][520/1345] lr: 1.347e-02, eta: 15:55:41, time: 0.616, data_time: 0.000, memory: 5349, top1_acc: 0.0375, top5_acc: 0.1250, loss_cls: 4.8325, loss: 4.8325, grad_norm: 3.6507 2021-12-02 20:44:55,897 - mmaction - INFO - Epoch [1][540/1345] lr: 1.361e-02, eta: 15:52:38, time: 0.617, data_time: 0.000, memory: 5349, top1_acc: 0.0398, top5_acc: 0.1273, loss_cls: 4.8084, loss: 4.8084, grad_norm: 3.5327 2021-12-02 20:45:08,229 - mmaction - INFO - Epoch [1][560/1345] lr: 1.374e-02, eta: 15:49:47, time: 0.617, data_time: 0.000, memory: 5349, top1_acc: 0.0445, top5_acc: 0.1539, loss_cls: 4.7515, loss: 4.7515, grad_norm: 3.6994 2021-12-02 20:45:20,668 - mmaction - INFO - Epoch [1][580/1345] lr: 1.387e-02, eta: 15:47:22, time: 0.622, data_time: 0.000, memory: 5349, top1_acc: 0.0492, top5_acc: 0.1516, loss_cls: 4.7331, loss: 4.7331, grad_norm: 3.7577 2021-12-02 20:45:33,006 - mmaction - INFO - Epoch [1][600/1345] lr: 1.401e-02, eta: 15:44:52, time: 0.617, data_time: 0.000, memory: 5349, top1_acc: 0.0430, top5_acc: 0.1484, loss_cls: 4.7433, loss: 4.7433, grad_norm: 3.7859 2021-12-02 20:45:45,401 - mmaction - INFO - Epoch [1][620/1345] lr: 1.414e-02, eta: 15:42:39, time: 0.620, data_time: 0.000, memory: 5349, top1_acc: 0.0500, top5_acc: 0.1734, loss_cls: 4.6971, loss: 4.6971, grad_norm: 3.8073 2021-12-02 20:45:57,714 - mmaction - INFO - Epoch [1][640/1345] lr: 1.428e-02, eta: 15:40:22, time: 0.616, data_time: 0.001, memory: 5349, top1_acc: 0.0500, top5_acc: 0.1727, loss_cls: 4.7076, loss: 4.7076, grad_norm: 3.6447 2021-12-02 20:46:10,012 - mmaction - INFO - Epoch [1][660/1345] lr: 1.441e-02, eta: 15:38:12, time: 0.615, data_time: 0.001, memory: 5349, top1_acc: 0.0547, top5_acc: 0.1539, loss_cls: 4.7065, loss: 4.7065, grad_norm: 3.5237 2021-12-02 20:46:22,320 - mmaction - INFO - Epoch [1][680/1345] lr: 1.454e-02, eta: 15:36:09, time: 0.615, data_time: 0.000, memory: 5349, top1_acc: 0.0461, top5_acc: 0.1711, loss_cls: 4.6610, loss: 4.6610, grad_norm: 3.7842 2021-12-02 20:46:34,761 - mmaction - INFO - Epoch [1][700/1345] lr: 1.468e-02, eta: 15:34:29, time: 0.622, data_time: 0.001, memory: 5349, top1_acc: 0.0492, top5_acc: 0.1742, loss_cls: 4.6654, loss: 4.6654, grad_norm: 3.7730 2021-12-02 20:46:47,078 - mmaction - INFO - Epoch [1][720/1345] lr: 1.481e-02, eta: 15:32:39, time: 0.616, data_time: 0.000, memory: 5349, top1_acc: 0.0625, top5_acc: 0.1938, loss_cls: 4.6530, loss: 4.6530, grad_norm: 3.6762 2021-12-02 20:46:59,365 - mmaction - INFO - Epoch [1][740/1345] lr: 1.494e-02, eta: 15:30:51, time: 0.615, data_time: 0.001, memory: 5349, top1_acc: 0.0445, top5_acc: 0.1648, loss_cls: 4.6848, loss: 4.6848, grad_norm: 3.6390 2021-12-02 20:47:11,682 - mmaction - INFO - Epoch [1][760/1345] lr: 1.508e-02, eta: 15:29:11, time: 0.616, data_time: 0.000, memory: 5349, top1_acc: 0.0508, top5_acc: 0.1656, loss_cls: 4.6744, loss: 4.6744, grad_norm: 3.6539 2021-12-02 20:47:24,118 - mmaction - INFO - Epoch [1][780/1345] lr: 1.521e-02, eta: 15:27:49, time: 0.622, data_time: 0.000, memory: 5349, top1_acc: 0.0547, top5_acc: 0.1844, loss_cls: 4.6631, loss: 4.6631, grad_norm: 3.7167 2021-12-02 20:47:36,427 - mmaction - INFO - Epoch [1][800/1345] lr: 1.535e-02, eta: 15:26:16, time: 0.615, data_time: 0.000, memory: 5349, top1_acc: 0.0516, top5_acc: 0.1766, loss_cls: 4.6484, loss: 4.6484, grad_norm: 3.6101 2021-12-02 20:47:48,752 - mmaction - INFO - Epoch [1][820/1345] lr: 1.548e-02, eta: 15:24:50, time: 0.616, data_time: 0.000, memory: 5349, top1_acc: 0.0586, top5_acc: 0.1789, loss_cls: 4.5867, loss: 4.5867, grad_norm: 3.8425 2021-12-02 20:48:01,180 - mmaction - INFO - Epoch [1][840/1345] lr: 1.561e-02, eta: 15:23:37, time: 0.621, data_time: 0.000, memory: 5349, top1_acc: 0.0516, top5_acc: 0.1852, loss_cls: 4.5952, loss: 4.5952, grad_norm: 3.8649 2021-12-02 20:48:13,500 - mmaction - INFO - Epoch [1][860/1345] lr: 1.575e-02, eta: 15:22:16, time: 0.616, data_time: 0.000, memory: 5349, top1_acc: 0.0609, top5_acc: 0.1852, loss_cls: 4.5849, loss: 4.5849, grad_norm: 3.6635 2021-12-02 20:48:25,837 - mmaction - INFO - Epoch [1][880/1345] lr: 1.588e-02, eta: 15:21:00, time: 0.617, data_time: 0.000, memory: 5349, top1_acc: 0.0617, top5_acc: 0.1945, loss_cls: 4.5757, loss: 4.5757, grad_norm: 3.9777 2021-12-02 20:48:38,245 - mmaction - INFO - Epoch [1][900/1345] lr: 1.602e-02, eta: 15:19:54, time: 0.621, data_time: 0.001, memory: 5349, top1_acc: 0.0617, top5_acc: 0.1938, loss_cls: 4.5704, loss: 4.5704, grad_norm: 3.5359 2021-12-02 20:48:50,557 - mmaction - INFO - Epoch [1][920/1345] lr: 1.615e-02, eta: 15:18:41, time: 0.615, data_time: 0.000, memory: 5349, top1_acc: 0.0586, top5_acc: 0.1922, loss_cls: 4.6283, loss: 4.6283, grad_norm: 3.7846 2021-12-02 20:49:02,865 - mmaction - INFO - Epoch [1][940/1345] lr: 1.628e-02, eta: 15:17:30, time: 0.616, data_time: 0.001, memory: 5349, top1_acc: 0.0602, top5_acc: 0.2141, loss_cls: 4.5486, loss: 4.5486, grad_norm: 3.6348 2021-12-02 20:49:15,217 - mmaction - INFO - Epoch [1][960/1345] lr: 1.642e-02, eta: 15:16:26, time: 0.618, data_time: 0.000, memory: 5349, top1_acc: 0.0563, top5_acc: 0.2086, loss_cls: 4.5428, loss: 4.5428, grad_norm: 3.6336 2021-12-02 20:49:27,602 - mmaction - INFO - Epoch [1][980/1345] lr: 1.655e-02, eta: 15:15:27, time: 0.619, data_time: 0.000, memory: 5349, top1_acc: 0.0750, top5_acc: 0.2219, loss_cls: 4.4572, loss: 4.4572, grad_norm: 3.7555 2021-12-02 20:49:39,930 - mmaction - INFO - Epoch [1][1000/1345] lr: 1.668e-02, eta: 15:14:24, time: 0.616, data_time: 0.000, memory: 5349, top1_acc: 0.0570, top5_acc: 0.2023, loss_cls: 4.5806, loss: 4.5806, grad_norm: 3.6790 2021-12-02 20:49:52,233 - mmaction - INFO - Epoch [1][1020/1345] lr: 1.682e-02, eta: 15:13:22, time: 0.615, data_time: 0.000, memory: 5349, top1_acc: 0.0656, top5_acc: 0.2000, loss_cls: 4.5323, loss: 4.5323, grad_norm: 3.6838 2021-12-02 20:50:04,585 - mmaction - INFO - Epoch [1][1040/1345] lr: 1.695e-02, eta: 15:12:25, time: 0.618, data_time: 0.000, memory: 5349, top1_acc: 0.0617, top5_acc: 0.2156, loss_cls: 4.5260, loss: 4.5260, grad_norm: 3.6433 2021-12-02 20:50:17,002 - mmaction - INFO - Epoch [1][1060/1345] lr: 1.709e-02, eta: 15:11:36, time: 0.621, data_time: 0.000, memory: 5349, top1_acc: 0.0734, top5_acc: 0.2086, loss_cls: 4.5458, loss: 4.5458, grad_norm: 3.6373 2021-12-02 20:50:29,336 - mmaction - INFO - Epoch [1][1080/1345] lr: 1.722e-02, eta: 15:10:41, time: 0.617, data_time: 0.000, memory: 5349, top1_acc: 0.0758, top5_acc: 0.2250, loss_cls: 4.5095, loss: 4.5095, grad_norm: 3.5152 2021-12-02 20:50:41,650 - mmaction - INFO - Epoch [1][1100/1345] lr: 1.735e-02, eta: 15:09:46, time: 0.616, data_time: 0.000, memory: 5349, top1_acc: 0.0688, top5_acc: 0.1930, loss_cls: 4.5778, loss: 4.5778, grad_norm: 3.5117 2021-12-02 20:50:54,042 - mmaction - INFO - Epoch [1][1120/1345] lr: 1.749e-02, eta: 15:08:59, time: 0.620, data_time: 0.000, memory: 5349, top1_acc: 0.0789, top5_acc: 0.2258, loss_cls: 4.4435, loss: 4.4435, grad_norm: 3.7280 2021-12-02 20:51:06,344 - mmaction - INFO - Epoch [1][1140/1345] lr: 1.762e-02, eta: 15:08:06, time: 0.615, data_time: 0.000, memory: 5349, top1_acc: 0.0813, top5_acc: 0.2313, loss_cls: 4.4769, loss: 4.4769, grad_norm: 3.6435 2021-12-02 20:51:18,659 - mmaction - INFO - Epoch [1][1160/1345] lr: 1.776e-02, eta: 15:07:15, time: 0.616, data_time: 0.000, memory: 5349, top1_acc: 0.0781, top5_acc: 0.2477, loss_cls: 4.4205, loss: 4.4205, grad_norm: 3.7502 2021-12-02 20:51:30,972 - mmaction - INFO - Epoch [1][1180/1345] lr: 1.789e-02, eta: 15:06:26, time: 0.616, data_time: 0.000, memory: 5349, top1_acc: 0.0844, top5_acc: 0.2437, loss_cls: 4.4377, loss: 4.4377, grad_norm: 3.7178 2021-12-02 20:51:43,290 - mmaction - INFO - Epoch [1][1200/1345] lr: 1.802e-02, eta: 15:05:38, time: 0.616, data_time: 0.000, memory: 5349, top1_acc: 0.0688, top5_acc: 0.2227, loss_cls: 4.4905, loss: 4.4905, grad_norm: 3.6552 2021-12-02 20:51:55,619 - mmaction - INFO - Epoch [1][1220/1345] lr: 1.816e-02, eta: 15:04:52, time: 0.616, data_time: 0.000, memory: 5349, top1_acc: 0.0711, top5_acc: 0.2164, loss_cls: 4.4897, loss: 4.4897, grad_norm: 3.6786 2021-12-02 20:52:07,956 - mmaction - INFO - Epoch [1][1240/1345] lr: 1.829e-02, eta: 15:04:08, time: 0.617, data_time: 0.001, memory: 5349, top1_acc: 0.0844, top5_acc: 0.2406, loss_cls: 4.4156, loss: 4.4156, grad_norm: 3.6111 2021-12-02 20:52:20,286 - mmaction - INFO - Epoch [1][1260/1345] lr: 1.842e-02, eta: 15:03:25, time: 0.616, data_time: 0.000, memory: 5349, top1_acc: 0.0844, top5_acc: 0.2609, loss_cls: 4.3876, loss: 4.3876, grad_norm: 3.9047 2021-12-02 20:52:32,589 - mmaction - INFO - Epoch [1][1280/1345] lr: 1.856e-02, eta: 15:02:40, time: 0.615, data_time: 0.000, memory: 5349, top1_acc: 0.0711, top5_acc: 0.2250, loss_cls: 4.4617, loss: 4.4617, grad_norm: 3.7731 2021-12-02 20:52:44,897 - mmaction - INFO - Epoch [1][1300/1345] lr: 1.869e-02, eta: 15:01:57, time: 0.615, data_time: 0.000, memory: 5349, top1_acc: 0.0930, top5_acc: 0.2430, loss_cls: 4.4371, loss: 4.4371, grad_norm: 3.6086 2021-12-02 20:52:57,205 - mmaction - INFO - Epoch [1][1320/1345] lr: 1.883e-02, eta: 15:01:15, time: 0.615, data_time: 0.000, memory: 5349, top1_acc: 0.0969, top5_acc: 0.2586, loss_cls: 4.3757, loss: 4.3757, grad_norm: 3.6947 2021-12-02 20:53:09,507 - mmaction - INFO - Epoch [1][1340/1345] lr: 1.896e-02, eta: 15:00:33, time: 0.615, data_time: 0.000, memory: 5349, top1_acc: 0.0828, top5_acc: 0.2547, loss_cls: 4.3928, loss: 4.3928, grad_norm: 3.6265 2021-12-02 20:54:19,878 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-12-02 20:54:20,030 - mmaction - INFO - top1_acc 0.0719 top5_acc 0.2409 2021-12-02 20:54:20,031 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-12-02 20:54:20,040 - mmaction - INFO - mean_acc 0.0658 2021-12-02 20:54:21,140 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_1.pth. 2021-12-02 20:54:21,140 - mmaction - INFO - Best top1_acc is 0.0719 at 1 epoch. 2021-12-02 20:54:21,145 - mmaction - INFO - Saving checkpoint at 1 epochs 2021-12-02 20:54:22,292 - mmaction - INFO - Epoch(val) [1][181] top1_acc: 0.0719, top5_acc: 0.2409, mean_class_accuracy: 0.0658 2021-12-02 20:55:00,354 - mmaction - INFO - Epoch [2][20/1345] lr: 1.912e-02, eta: 15:23:10, time: 1.903, data_time: 1.304, memory: 5354, top1_acc: 0.0758, top5_acc: 0.2375, loss_cls: 4.3870, loss: 4.3870, grad_norm: 3.5956 2021-12-02 20:55:12,386 - mmaction - INFO - Epoch [2][40/1345] lr: 1.925e-02, eta: 15:21:53, time: 0.602, data_time: 0.002, memory: 5354, top1_acc: 0.0750, top5_acc: 0.2445, loss_cls: 4.3859, loss: 4.3859, grad_norm: 3.6360 2021-12-02 20:55:24,388 - mmaction - INFO - Epoch [2][60/1345] lr: 1.938e-02, eta: 15:20:36, time: 0.600, data_time: 0.001, memory: 5354, top1_acc: 0.0906, top5_acc: 0.2555, loss_cls: 4.3267, loss: 4.3267, grad_norm: 3.6198 2021-12-02 20:55:36,379 - mmaction - INFO - Epoch [2][80/1345] lr: 1.952e-02, eta: 15:19:20, time: 0.600, data_time: 0.001, memory: 5354, top1_acc: 0.0922, top5_acc: 0.2500, loss_cls: 4.3159, loss: 4.3159, grad_norm: 3.7753 2021-12-02 20:55:48,396 - mmaction - INFO - Epoch [2][100/1345] lr: 1.965e-02, eta: 15:18:07, time: 0.601, data_time: 0.001, memory: 5354, top1_acc: 0.0930, top5_acc: 0.2727, loss_cls: 4.3158, loss: 4.3158, grad_norm: 3.7048 2021-12-02 20:56:00,428 - mmaction - INFO - Epoch [2][120/1345] lr: 1.978e-02, eta: 15:16:58, time: 0.602, data_time: 0.001, memory: 5354, top1_acc: 0.0891, top5_acc: 0.2453, loss_cls: 4.3912, loss: 4.3912, grad_norm: 3.7738 2021-12-02 20:56:12,462 - mmaction - INFO - Epoch [2][140/1345] lr: 1.992e-02, eta: 15:15:49, time: 0.602, data_time: 0.000, memory: 5354, top1_acc: 0.0828, top5_acc: 0.2469, loss_cls: 4.3722, loss: 4.3722, grad_norm: 3.7234 2021-12-02 20:56:24,505 - mmaction - INFO - Epoch [2][160/1345] lr: 2.005e-02, eta: 15:14:43, time: 0.602, data_time: 0.000, memory: 5354, top1_acc: 0.0930, top5_acc: 0.2508, loss_cls: 4.3325, loss: 4.3325, grad_norm: 3.7793 2021-12-02 20:56:36,564 - mmaction - INFO - Epoch [2][180/1345] lr: 2.019e-02, eta: 15:13:39, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.0930, top5_acc: 0.2562, loss_cls: 4.3131, loss: 4.3131, grad_norm: 3.5900 2021-12-02 20:56:48,620 - mmaction - INFO - Epoch [2][200/1345] lr: 2.032e-02, eta: 15:12:36, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.0930, top5_acc: 0.2812, loss_cls: 4.2880, loss: 4.2880, grad_norm: 3.6182 2021-12-02 20:57:00,668 - mmaction - INFO - Epoch [2][220/1345] lr: 2.045e-02, eta: 15:11:34, time: 0.602, data_time: 0.000, memory: 5354, top1_acc: 0.0984, top5_acc: 0.2727, loss_cls: 4.2849, loss: 4.2849, grad_norm: 3.7549 2021-12-02 20:57:12,738 - mmaction - INFO - Epoch [2][240/1345] lr: 2.059e-02, eta: 15:10:35, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.1000, top5_acc: 0.2758, loss_cls: 4.3294, loss: 4.3294, grad_norm: 3.4440 2021-12-02 20:57:24,810 - mmaction - INFO - Epoch [2][260/1345] lr: 2.072e-02, eta: 15:09:37, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.1086, top5_acc: 0.3039, loss_cls: 4.2579, loss: 4.2579, grad_norm: 3.5346 2021-12-02 20:57:36,887 - mmaction - INFO - Epoch [2][280/1345] lr: 2.085e-02, eta: 15:08:40, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.1117, top5_acc: 0.2969, loss_cls: 4.2380, loss: 4.2380, grad_norm: 3.7411 2021-12-02 20:57:48,944 - mmaction - INFO - Epoch [2][300/1345] lr: 2.099e-02, eta: 15:07:43, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.0953, top5_acc: 0.2828, loss_cls: 4.3137, loss: 4.3137, grad_norm: 3.7225 2021-12-02 20:58:01,012 - mmaction - INFO - Epoch [2][320/1345] lr: 2.112e-02, eta: 15:06:48, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.0938, top5_acc: 0.2750, loss_cls: 4.3076, loss: 4.3076, grad_norm: 3.5666 2021-12-02 20:58:13,089 - mmaction - INFO - Epoch [2][340/1345] lr: 2.126e-02, eta: 15:05:54, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.0961, top5_acc: 0.2711, loss_cls: 4.3171, loss: 4.3171, grad_norm: 3.5550 2021-12-02 20:58:25,178 - mmaction - INFO - Epoch [2][360/1345] lr: 2.139e-02, eta: 15:05:02, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.1187, top5_acc: 0.2906, loss_cls: 4.2281, loss: 4.2281, grad_norm: 3.5636 2021-12-02 20:58:37,273 - mmaction - INFO - Epoch [2][380/1345] lr: 2.152e-02, eta: 15:04:11, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.1031, top5_acc: 0.2930, loss_cls: 4.2417, loss: 4.2417, grad_norm: 3.5970 2021-12-02 20:58:49,368 - mmaction - INFO - Epoch [2][400/1345] lr: 2.166e-02, eta: 15:03:21, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.1133, top5_acc: 0.2945, loss_cls: 4.1994, loss: 4.1994, grad_norm: 3.7260 2021-12-02 20:59:01,564 - mmaction - INFO - Epoch [2][420/1345] lr: 2.179e-02, eta: 15:02:37, time: 0.610, data_time: 0.000, memory: 5354, top1_acc: 0.1164, top5_acc: 0.3031, loss_cls: 4.1908, loss: 4.1908, grad_norm: 3.7543 2021-12-02 20:59:13,728 - mmaction - INFO - Epoch [2][440/1345] lr: 2.192e-02, eta: 15:01:52, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.1258, top5_acc: 0.2859, loss_cls: 4.2448, loss: 4.2448, grad_norm: 3.5475 2021-12-02 20:59:25,829 - mmaction - INFO - Epoch [2][460/1345] lr: 2.206e-02, eta: 15:01:05, time: 0.605, data_time: 0.001, memory: 5354, top1_acc: 0.1031, top5_acc: 0.2930, loss_cls: 4.2455, loss: 4.2455, grad_norm: 3.4907 2021-12-02 20:59:38,060 - mmaction - INFO - Epoch [2][480/1345] lr: 2.219e-02, eta: 15:00:24, time: 0.611, data_time: 0.000, memory: 5354, top1_acc: 0.1172, top5_acc: 0.3117, loss_cls: 4.1297, loss: 4.1297, grad_norm: 3.7160 2021-12-02 20:59:50,211 - mmaction - INFO - Epoch [2][500/1345] lr: 2.233e-02, eta: 14:59:41, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.1000, top5_acc: 0.2687, loss_cls: 4.3000, loss: 4.3000, grad_norm: 3.5213 2021-12-02 21:00:02,449 - mmaction - INFO - Epoch [2][520/1345] lr: 2.246e-02, eta: 14:59:02, time: 0.612, data_time: 0.000, memory: 5354, top1_acc: 0.0984, top5_acc: 0.2953, loss_cls: 4.2320, loss: 4.2320, grad_norm: 3.6137 2021-12-02 21:00:14,570 - mmaction - INFO - Epoch [2][540/1345] lr: 2.259e-02, eta: 14:58:18, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.1047, top5_acc: 0.2945, loss_cls: 4.2481, loss: 4.2481, grad_norm: 3.5068 2021-12-02 21:00:26,725 - mmaction - INFO - Epoch [2][560/1345] lr: 2.273e-02, eta: 14:57:37, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.1148, top5_acc: 0.3102, loss_cls: 4.1572, loss: 4.1572, grad_norm: 3.5537 2021-12-02 21:00:38,911 - mmaction - INFO - Epoch [2][580/1345] lr: 2.286e-02, eta: 14:56:57, time: 0.609, data_time: 0.000, memory: 5354, top1_acc: 0.1219, top5_acc: 0.3117, loss_cls: 4.1495, loss: 4.1495, grad_norm: 3.6658 2021-12-02 21:00:51,075 - mmaction - INFO - Epoch [2][600/1345] lr: 2.299e-02, eta: 14:56:17, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.1016, top5_acc: 0.3125, loss_cls: 4.1638, loss: 4.1638, grad_norm: 3.7390 2021-12-02 21:01:03,280 - mmaction - INFO - Epoch [2][620/1345] lr: 2.313e-02, eta: 14:55:40, time: 0.610, data_time: 0.000, memory: 5354, top1_acc: 0.1062, top5_acc: 0.2852, loss_cls: 4.2466, loss: 4.2466, grad_norm: 3.3309 2021-12-02 21:01:15,464 - mmaction - INFO - Epoch [2][640/1345] lr: 2.326e-02, eta: 14:55:02, time: 0.609, data_time: 0.000, memory: 5354, top1_acc: 0.1086, top5_acc: 0.2977, loss_cls: 4.2477, loss: 4.2477, grad_norm: 3.5735 2021-12-02 21:01:27,650 - mmaction - INFO - Epoch [2][660/1345] lr: 2.340e-02, eta: 14:54:24, time: 0.609, data_time: 0.000, memory: 5354, top1_acc: 0.1242, top5_acc: 0.3016, loss_cls: 4.1894, loss: 4.1894, grad_norm: 3.5549 2021-12-02 21:01:39,844 - mmaction - INFO - Epoch [2][680/1345] lr: 2.353e-02, eta: 14:53:48, time: 0.610, data_time: 0.001, memory: 5354, top1_acc: 0.1086, top5_acc: 0.3195, loss_cls: 4.1712, loss: 4.1712, grad_norm: 3.4862 2021-12-02 21:01:52,026 - mmaction - INFO - Epoch [2][700/1345] lr: 2.366e-02, eta: 14:53:11, time: 0.609, data_time: 0.000, memory: 5354, top1_acc: 0.1141, top5_acc: 0.3133, loss_cls: 4.1591, loss: 4.1591, grad_norm: 3.4579 2021-12-02 21:02:04,219 - mmaction - INFO - Epoch [2][720/1345] lr: 2.380e-02, eta: 14:52:36, time: 0.610, data_time: 0.000, memory: 5354, top1_acc: 0.1195, top5_acc: 0.3125, loss_cls: 4.1541, loss: 4.1541, grad_norm: 3.4490 2021-12-02 21:02:16,384 - mmaction - INFO - Epoch [2][740/1345] lr: 2.393e-02, eta: 14:51:59, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.1234, top5_acc: 0.3266, loss_cls: 4.1105, loss: 4.1105, grad_norm: 3.4187 2021-12-02 21:02:28,585 - mmaction - INFO - Epoch [2][760/1345] lr: 2.406e-02, eta: 14:51:25, time: 0.610, data_time: 0.001, memory: 5354, top1_acc: 0.1180, top5_acc: 0.3117, loss_cls: 4.1196, loss: 4.1196, grad_norm: 3.5714 2021-12-02 21:02:40,761 - mmaction - INFO - Epoch [2][780/1345] lr: 2.420e-02, eta: 14:50:50, time: 0.609, data_time: 0.000, memory: 5354, top1_acc: 0.1203, top5_acc: 0.3203, loss_cls: 4.1468, loss: 4.1468, grad_norm: 3.6387 2021-12-02 21:02:52,941 - mmaction - INFO - Epoch [2][800/1345] lr: 2.433e-02, eta: 14:50:16, time: 0.609, data_time: 0.001, memory: 5354, top1_acc: 0.1141, top5_acc: 0.3133, loss_cls: 4.1437, loss: 4.1437, grad_norm: 3.5229 2021-12-02 21:03:05,153 - mmaction - INFO - Epoch [2][820/1345] lr: 2.447e-02, eta: 14:49:43, time: 0.611, data_time: 0.000, memory: 5354, top1_acc: 0.1352, top5_acc: 0.3273, loss_cls: 4.1130, loss: 4.1130, grad_norm: 3.5119 2021-12-02 21:03:17,390 - mmaction - INFO - Epoch [2][840/1345] lr: 2.460e-02, eta: 14:49:12, time: 0.612, data_time: 0.000, memory: 5354, top1_acc: 0.1156, top5_acc: 0.3344, loss_cls: 4.0883, loss: 4.0883, grad_norm: 3.6209 2021-12-02 21:03:29,514 - mmaction - INFO - Epoch [2][860/1345] lr: 2.473e-02, eta: 14:48:36, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.1203, top5_acc: 0.3336, loss_cls: 4.0840, loss: 4.0840, grad_norm: 3.5121 2021-12-02 21:03:41,785 - mmaction - INFO - Epoch [2][880/1345] lr: 2.487e-02, eta: 14:48:07, time: 0.614, data_time: 0.000, memory: 5354, top1_acc: 0.1180, top5_acc: 0.3281, loss_cls: 4.0972, loss: 4.0972, grad_norm: 3.5889 2021-12-02 21:03:53,982 - mmaction - INFO - Epoch [2][900/1345] lr: 2.500e-02, eta: 14:47:35, time: 0.610, data_time: 0.000, memory: 5354, top1_acc: 0.1203, top5_acc: 0.3391, loss_cls: 4.0837, loss: 4.0837, grad_norm: 3.3885 2021-12-02 21:04:06,133 - mmaction - INFO - Epoch [2][920/1345] lr: 2.513e-02, eta: 14:47:02, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.1320, top5_acc: 0.3398, loss_cls: 4.0976, loss: 4.0976, grad_norm: 3.4913 2021-12-02 21:04:18,287 - mmaction - INFO - Epoch [2][940/1345] lr: 2.527e-02, eta: 14:46:29, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.1187, top5_acc: 0.3172, loss_cls: 4.1218, loss: 4.1218, grad_norm: 3.3890 2021-12-02 21:04:30,455 - mmaction - INFO - Epoch [2][960/1345] lr: 2.540e-02, eta: 14:45:57, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.1320, top5_acc: 0.3320, loss_cls: 4.0109, loss: 4.0109, grad_norm: 3.4018 2021-12-02 21:04:42,616 - mmaction - INFO - Epoch [2][980/1345] lr: 2.554e-02, eta: 14:45:25, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.1164, top5_acc: 0.3273, loss_cls: 4.1096, loss: 4.1096, grad_norm: 3.5985 2021-12-02 21:04:54,923 - mmaction - INFO - Epoch [2][1000/1345] lr: 2.567e-02, eta: 14:44:59, time: 0.615, data_time: 0.000, memory: 5354, top1_acc: 0.1227, top5_acc: 0.3227, loss_cls: 4.0955, loss: 4.0955, grad_norm: 3.4134 2021-12-02 21:05:07,029 - mmaction - INFO - Epoch [2][1020/1345] lr: 2.580e-02, eta: 14:44:26, time: 0.605, data_time: 0.001, memory: 5354, top1_acc: 0.1227, top5_acc: 0.3563, loss_cls: 4.0126, loss: 4.0126, grad_norm: 3.5474 2021-12-02 21:05:19,140 - mmaction - INFO - Epoch [2][1040/1345] lr: 2.594e-02, eta: 14:43:53, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.1320, top5_acc: 0.3234, loss_cls: 4.1195, loss: 4.1195, grad_norm: 3.2219 2021-12-02 21:05:31,285 - mmaction - INFO - Epoch [2][1060/1345] lr: 2.607e-02, eta: 14:43:22, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.1352, top5_acc: 0.3555, loss_cls: 4.0225, loss: 4.0225, grad_norm: 3.6021 2021-12-02 21:05:43,451 - mmaction - INFO - Epoch [2][1080/1345] lr: 2.620e-02, eta: 14:42:52, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.1094, top5_acc: 0.3180, loss_cls: 4.0903, loss: 4.0903, grad_norm: 3.4048 2021-12-02 21:05:55,550 - mmaction - INFO - Epoch [2][1100/1345] lr: 2.634e-02, eta: 14:42:20, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.1258, top5_acc: 0.3430, loss_cls: 4.0498, loss: 4.0498, grad_norm: 3.4535 2021-12-02 21:06:07,657 - mmaction - INFO - Epoch [2][1120/1345] lr: 2.647e-02, eta: 14:41:49, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.1484, top5_acc: 0.3742, loss_cls: 3.9403, loss: 3.9403, grad_norm: 3.4870 2021-12-02 21:06:19,783 - mmaction - INFO - Epoch [2][1140/1345] lr: 2.661e-02, eta: 14:41:19, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.1297, top5_acc: 0.3617, loss_cls: 3.9497, loss: 3.9497, grad_norm: 3.4980 2021-12-02 21:06:31,910 - mmaction - INFO - Epoch [2][1160/1345] lr: 2.674e-02, eta: 14:40:48, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.1281, top5_acc: 0.3367, loss_cls: 4.0478, loss: 4.0478, grad_norm: 3.4522 2021-12-02 21:06:44,059 - mmaction - INFO - Epoch [2][1180/1345] lr: 2.687e-02, eta: 14:40:19, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.1273, top5_acc: 0.3375, loss_cls: 4.1171, loss: 4.1171, grad_norm: 3.5535 2021-12-02 21:06:56,181 - mmaction - INFO - Epoch [2][1200/1345] lr: 2.701e-02, eta: 14:39:50, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.1352, top5_acc: 0.3609, loss_cls: 3.9979, loss: 3.9979, grad_norm: 3.3995 2021-12-02 21:07:08,267 - mmaction - INFO - Epoch [2][1220/1345] lr: 2.714e-02, eta: 14:39:19, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.1273, top5_acc: 0.3445, loss_cls: 4.0287, loss: 4.0287, grad_norm: 3.3332 2021-12-02 21:07:20,360 - mmaction - INFO - Epoch [2][1240/1345] lr: 2.727e-02, eta: 14:38:49, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.1367, top5_acc: 0.3445, loss_cls: 4.0207, loss: 4.0207, grad_norm: 3.3491 2021-12-02 21:07:32,463 - mmaction - INFO - Epoch [2][1260/1345] lr: 2.741e-02, eta: 14:38:19, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.1344, top5_acc: 0.3531, loss_cls: 4.0082, loss: 4.0082, grad_norm: 3.4030 2021-12-02 21:07:44,559 - mmaction - INFO - Epoch [2][1280/1345] lr: 2.754e-02, eta: 14:37:50, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.1391, top5_acc: 0.3477, loss_cls: 4.0002, loss: 4.0002, grad_norm: 3.5583 2021-12-02 21:07:56,640 - mmaction - INFO - Epoch [2][1300/1345] lr: 2.768e-02, eta: 14:37:20, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.1266, top5_acc: 0.3516, loss_cls: 4.0093, loss: 4.0093, grad_norm: 3.3641 2021-12-02 21:08:08,731 - mmaction - INFO - Epoch [2][1320/1345] lr: 2.781e-02, eta: 14:36:51, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.1391, top5_acc: 0.3492, loss_cls: 4.0116, loss: 4.0116, grad_norm: 3.3683 2021-12-02 21:08:20,794 - mmaction - INFO - Epoch [2][1340/1345] lr: 2.794e-02, eta: 14:36:21, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.1391, top5_acc: 0.3398, loss_cls: 4.0205, loss: 4.0205, grad_norm: 3.2676 2021-12-02 21:09:16,070 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-12-02 21:09:16,221 - mmaction - INFO - top1_acc 0.1023 top5_acc 0.2956 2021-12-02 21:09:16,221 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-12-02 21:09:16,230 - mmaction - INFO - mean_acc 0.0980 2021-12-02 21:09:20,269 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_2.pth. 2021-12-02 21:09:20,269 - mmaction - INFO - Best top1_acc is 0.1023 at 2 epoch. 2021-12-02 21:09:20,273 - mmaction - INFO - Saving checkpoint at 2 epochs 2021-12-02 21:09:24,809 - mmaction - INFO - Epoch(val) [2][181] top1_acc: 0.1023, top5_acc: 0.2956, mean_class_accuracy: 0.0980 2021-12-02 21:10:02,810 - mmaction - INFO - Epoch [3][20/1345] lr: 2.806e-02, eta: 14:47:29, time: 1.899, data_time: 1.300, memory: 5354, top1_acc: 0.1297, top5_acc: 0.3375, loss_cls: 3.9836, loss: 3.9836, grad_norm: 3.4124 2021-12-02 21:10:14,816 - mmaction - INFO - Epoch [3][40/1345] lr: 2.819e-02, eta: 14:46:53, time: 0.601, data_time: 0.002, memory: 5354, top1_acc: 0.1406, top5_acc: 0.3648, loss_cls: 3.9291, loss: 3.9291, grad_norm: 3.3628 2021-12-02 21:10:26,827 - mmaction - INFO - Epoch [3][60/1345] lr: 2.833e-02, eta: 14:46:17, time: 0.601, data_time: 0.002, memory: 5354, top1_acc: 0.1398, top5_acc: 0.3516, loss_cls: 4.0090, loss: 4.0090, grad_norm: 3.4836 2021-12-02 21:10:38,839 - mmaction - INFO - Epoch [3][80/1345] lr: 2.846e-02, eta: 14:45:42, time: 0.601, data_time: 0.000, memory: 5354, top1_acc: 0.1641, top5_acc: 0.3742, loss_cls: 3.8840, loss: 3.8840, grad_norm: 3.3198 2021-12-02 21:10:50,869 - mmaction - INFO - Epoch [3][100/1345] lr: 2.859e-02, eta: 14:45:08, time: 0.601, data_time: 0.000, memory: 5354, top1_acc: 0.1352, top5_acc: 0.3609, loss_cls: 3.9949, loss: 3.9949, grad_norm: 3.4028 2021-12-02 21:11:02,916 - mmaction - INFO - Epoch [3][120/1345] lr: 2.873e-02, eta: 14:44:34, time: 0.602, data_time: 0.000, memory: 5354, top1_acc: 0.1453, top5_acc: 0.3531, loss_cls: 3.9718, loss: 3.9718, grad_norm: 3.3775 2021-12-02 21:11:14,955 - mmaction - INFO - Epoch [3][140/1345] lr: 2.886e-02, eta: 14:44:00, time: 0.602, data_time: 0.000, memory: 5354, top1_acc: 0.1539, top5_acc: 0.3773, loss_cls: 3.9064, loss: 3.9064, grad_norm: 3.2853 2021-12-02 21:11:27,007 - mmaction - INFO - Epoch [3][160/1345] lr: 2.899e-02, eta: 14:43:27, time: 0.603, data_time: 0.001, memory: 5354, top1_acc: 0.1422, top5_acc: 0.3664, loss_cls: 3.9390, loss: 3.9390, grad_norm: 3.4007 2021-12-02 21:11:39,067 - mmaction - INFO - Epoch [3][180/1345] lr: 2.913e-02, eta: 14:42:55, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.1594, top5_acc: 0.3867, loss_cls: 3.8566, loss: 3.8566, grad_norm: 3.4030 2021-12-02 21:11:51,118 - mmaction - INFO - Epoch [3][200/1345] lr: 2.926e-02, eta: 14:42:23, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.1508, top5_acc: 0.3586, loss_cls: 3.9172, loss: 3.9172, grad_norm: 3.3724 2021-12-02 21:12:03,171 - mmaction - INFO - Epoch [3][220/1345] lr: 2.939e-02, eta: 14:41:51, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.1594, top5_acc: 0.3812, loss_cls: 3.9054, loss: 3.9054, grad_norm: 3.4779 2021-12-02 21:12:15,226 - mmaction - INFO - Epoch [3][240/1345] lr: 2.953e-02, eta: 14:41:19, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.1508, top5_acc: 0.3664, loss_cls: 3.9215, loss: 3.9215, grad_norm: 3.3542 2021-12-02 21:12:27,300 - mmaction - INFO - Epoch [3][260/1345] lr: 2.966e-02, eta: 14:40:48, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.1531, top5_acc: 0.3781, loss_cls: 3.9701, loss: 3.9701, grad_norm: 3.2746 2021-12-02 21:12:39,374 - mmaction - INFO - Epoch [3][280/1345] lr: 2.980e-02, eta: 14:40:17, time: 0.604, data_time: 0.001, memory: 5354, top1_acc: 0.1484, top5_acc: 0.3633, loss_cls: 3.9402, loss: 3.9402, grad_norm: 3.3660 2021-12-02 21:12:51,450 - mmaction - INFO - Epoch [3][300/1345] lr: 2.993e-02, eta: 14:39:47, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.1367, top5_acc: 0.3500, loss_cls: 3.9696, loss: 3.9696, grad_norm: 3.2714 2021-12-02 21:13:03,527 - mmaction - INFO - Epoch [3][320/1345] lr: 3.006e-02, eta: 14:39:17, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.1555, top5_acc: 0.4031, loss_cls: 3.8120, loss: 3.8120, grad_norm: 3.4709 2021-12-02 21:13:15,651 - mmaction - INFO - Epoch [3][340/1345] lr: 3.020e-02, eta: 14:38:48, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.1523, top5_acc: 0.3578, loss_cls: 3.9554, loss: 3.9554, grad_norm: 3.4923 2021-12-02 21:13:27,760 - mmaction - INFO - Epoch [3][360/1345] lr: 3.033e-02, eta: 14:38:20, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.1336, top5_acc: 0.3547, loss_cls: 3.9407, loss: 3.9407, grad_norm: 3.3761 2021-12-02 21:13:39,860 - mmaction - INFO - Epoch [3][380/1345] lr: 3.046e-02, eta: 14:37:51, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.1437, top5_acc: 0.3648, loss_cls: 3.9216, loss: 3.9216, grad_norm: 3.2789 2021-12-02 21:13:51,972 - mmaction - INFO - Epoch [3][400/1345] lr: 3.060e-02, eta: 14:37:23, time: 0.606, data_time: 0.001, memory: 5354, top1_acc: 0.1609, top5_acc: 0.3961, loss_cls: 3.8175, loss: 3.8175, grad_norm: 3.4319 2021-12-02 21:14:04,099 - mmaction - INFO - Epoch [3][420/1345] lr: 3.073e-02, eta: 14:36:55, time: 0.606, data_time: 0.001, memory: 5354, top1_acc: 0.1523, top5_acc: 0.3695, loss_cls: 3.9258, loss: 3.9258, grad_norm: 3.1334 2021-12-02 21:14:16,262 - mmaction - INFO - Epoch [3][440/1345] lr: 3.086e-02, eta: 14:36:29, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.1500, top5_acc: 0.3758, loss_cls: 3.8322, loss: 3.8322, grad_norm: 3.1004 2021-12-02 21:14:28,387 - mmaction - INFO - Epoch [3][460/1345] lr: 3.100e-02, eta: 14:36:01, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.1516, top5_acc: 0.3766, loss_cls: 3.9204, loss: 3.9204, grad_norm: 3.2907 2021-12-02 21:14:40,527 - mmaction - INFO - Epoch [3][480/1345] lr: 3.113e-02, eta: 14:35:35, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.1648, top5_acc: 0.3922, loss_cls: 3.7856, loss: 3.7856, grad_norm: 3.2328 2021-12-02 21:14:52,671 - mmaction - INFO - Epoch [3][500/1345] lr: 3.126e-02, eta: 14:35:08, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.1484, top5_acc: 0.3672, loss_cls: 3.8931, loss: 3.8931, grad_norm: 3.2200 2021-12-02 21:15:04,858 - mmaction - INFO - Epoch [3][520/1345] lr: 3.140e-02, eta: 14:34:43, time: 0.609, data_time: 0.001, memory: 5354, top1_acc: 0.1516, top5_acc: 0.3516, loss_cls: 3.9562, loss: 3.9562, grad_norm: 3.2845 2021-12-02 21:15:17,022 - mmaction - INFO - Epoch [3][540/1345] lr: 3.153e-02, eta: 14:34:17, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.1609, top5_acc: 0.3680, loss_cls: 3.8940, loss: 3.8940, grad_norm: 3.3213 2021-12-02 21:15:29,180 - mmaction - INFO - Epoch [3][560/1345] lr: 3.166e-02, eta: 14:33:52, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.1570, top5_acc: 0.3766, loss_cls: 3.8770, loss: 3.8770, grad_norm: 3.2319 2021-12-02 21:15:41,348 - mmaction - INFO - Epoch [3][580/1345] lr: 3.180e-02, eta: 14:33:27, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.1570, top5_acc: 0.3781, loss_cls: 3.8132, loss: 3.8132, grad_norm: 3.1306 2021-12-02 21:15:53,525 - mmaction - INFO - Epoch [3][600/1345] lr: 3.193e-02, eta: 14:33:02, time: 0.609, data_time: 0.000, memory: 5354, top1_acc: 0.1773, top5_acc: 0.4281, loss_cls: 3.7242, loss: 3.7242, grad_norm: 3.4166 2021-12-02 21:16:05,670 - mmaction - INFO - Epoch [3][620/1345] lr: 3.206e-02, eta: 14:32:37, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.1672, top5_acc: 0.4094, loss_cls: 3.7997, loss: 3.7997, grad_norm: 3.3059 2021-12-02 21:16:17,938 - mmaction - INFO - Epoch [3][640/1345] lr: 3.220e-02, eta: 14:32:15, time: 0.613, data_time: 0.001, memory: 5354, top1_acc: 0.1656, top5_acc: 0.4070, loss_cls: 3.8207, loss: 3.8207, grad_norm: 3.2769 2021-12-02 21:16:30,125 - mmaction - INFO - Epoch [3][660/1345] lr: 3.233e-02, eta: 14:31:50, time: 0.609, data_time: 0.000, memory: 5354, top1_acc: 0.1469, top5_acc: 0.3852, loss_cls: 3.8766, loss: 3.8766, grad_norm: 3.2839 2021-12-02 21:16:42,348 - mmaction - INFO - Epoch [3][680/1345] lr: 3.247e-02, eta: 14:31:27, time: 0.611, data_time: 0.000, memory: 5354, top1_acc: 0.1578, top5_acc: 0.3789, loss_cls: 3.8434, loss: 3.8434, grad_norm: 3.1258 2021-12-02 21:16:54,543 - mmaction - INFO - Epoch [3][700/1345] lr: 3.260e-02, eta: 14:31:04, time: 0.610, data_time: 0.001, memory: 5354, top1_acc: 0.1641, top5_acc: 0.3930, loss_cls: 3.8332, loss: 3.8332, grad_norm: 3.3192 2021-12-02 21:17:06,720 - mmaction - INFO - Epoch [3][720/1345] lr: 3.273e-02, eta: 14:30:40, time: 0.609, data_time: 0.000, memory: 5354, top1_acc: 0.1383, top5_acc: 0.3594, loss_cls: 3.8754, loss: 3.8754, grad_norm: 3.1455 2021-12-02 21:17:18,895 - mmaction - INFO - Epoch [3][740/1345] lr: 3.287e-02, eta: 14:30:16, time: 0.609, data_time: 0.000, memory: 5354, top1_acc: 0.1773, top5_acc: 0.4062, loss_cls: 3.7383, loss: 3.7383, grad_norm: 3.3363 2021-12-02 21:17:31,050 - mmaction - INFO - Epoch [3][760/1345] lr: 3.300e-02, eta: 14:29:52, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.1734, top5_acc: 0.3766, loss_cls: 3.7830, loss: 3.7830, grad_norm: 3.2919 2021-12-02 21:17:43,264 - mmaction - INFO - Epoch [3][780/1345] lr: 3.313e-02, eta: 14:29:29, time: 0.611, data_time: 0.000, memory: 5354, top1_acc: 0.1453, top5_acc: 0.3867, loss_cls: 3.8192, loss: 3.8192, grad_norm: 3.3928 2021-12-02 21:17:55,455 - mmaction - INFO - Epoch [3][800/1345] lr: 3.327e-02, eta: 14:29:06, time: 0.609, data_time: 0.000, memory: 5354, top1_acc: 0.1664, top5_acc: 0.3930, loss_cls: 3.8160, loss: 3.8160, grad_norm: 3.2220 2021-12-02 21:18:07,662 - mmaction - INFO - Epoch [3][820/1345] lr: 3.340e-02, eta: 14:28:44, time: 0.610, data_time: 0.000, memory: 5354, top1_acc: 0.1812, top5_acc: 0.3883, loss_cls: 3.8482, loss: 3.8482, grad_norm: 3.0980 2021-12-02 21:18:19,819 - mmaction - INFO - Epoch [3][840/1345] lr: 3.353e-02, eta: 14:28:20, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.1688, top5_acc: 0.3914, loss_cls: 3.7855, loss: 3.7855, grad_norm: 3.1301 2021-12-02 21:18:32,062 - mmaction - INFO - Epoch [3][860/1345] lr: 3.367e-02, eta: 14:27:59, time: 0.612, data_time: 0.000, memory: 5354, top1_acc: 0.1758, top5_acc: 0.3875, loss_cls: 3.8047, loss: 3.8047, grad_norm: 3.1988 2021-12-02 21:18:44,208 - mmaction - INFO - Epoch [3][880/1345] lr: 3.380e-02, eta: 14:27:35, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.1586, top5_acc: 0.3859, loss_cls: 3.8313, loss: 3.8313, grad_norm: 3.1835 2021-12-02 21:18:56,432 - mmaction - INFO - Epoch [3][900/1345] lr: 3.393e-02, eta: 14:27:13, time: 0.611, data_time: 0.001, memory: 5354, top1_acc: 0.1609, top5_acc: 0.4094, loss_cls: 3.8366, loss: 3.8366, grad_norm: 3.2380 2021-12-02 21:19:08,575 - mmaction - INFO - Epoch [3][920/1345] lr: 3.407e-02, eta: 14:26:50, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.1617, top5_acc: 0.3953, loss_cls: 3.8345, loss: 3.8345, grad_norm: 3.2233 2021-12-02 21:19:20,791 - mmaction - INFO - Epoch [3][940/1345] lr: 3.420e-02, eta: 14:26:28, time: 0.611, data_time: 0.000, memory: 5354, top1_acc: 0.1711, top5_acc: 0.3953, loss_cls: 3.8420, loss: 3.8420, grad_norm: 3.2377 2021-12-02 21:19:32,919 - mmaction - INFO - Epoch [3][960/1345] lr: 3.433e-02, eta: 14:26:05, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.1664, top5_acc: 0.4070, loss_cls: 3.7814, loss: 3.7814, grad_norm: 3.0566 2021-12-02 21:19:45,113 - mmaction - INFO - Epoch [3][980/1345] lr: 3.447e-02, eta: 14:25:43, time: 0.610, data_time: 0.000, memory: 5354, top1_acc: 0.1750, top5_acc: 0.4000, loss_cls: 3.7760, loss: 3.7760, grad_norm: 3.2692 2021-12-02 21:19:57,292 - mmaction - INFO - Epoch [3][1000/1345] lr: 3.460e-02, eta: 14:25:21, time: 0.609, data_time: 0.000, memory: 5354, top1_acc: 0.1539, top5_acc: 0.3961, loss_cls: 3.8620, loss: 3.8620, grad_norm: 3.1259 2021-12-02 21:20:09,467 - mmaction - INFO - Epoch [3][1020/1345] lr: 3.473e-02, eta: 14:24:59, time: 0.609, data_time: 0.001, memory: 5354, top1_acc: 0.1578, top5_acc: 0.3922, loss_cls: 3.8557, loss: 3.8557, grad_norm: 3.0776 2021-12-02 21:20:21,652 - mmaction - INFO - Epoch [3][1040/1345] lr: 3.487e-02, eta: 14:24:37, time: 0.609, data_time: 0.001, memory: 5354, top1_acc: 0.1734, top5_acc: 0.4086, loss_cls: 3.8016, loss: 3.8016, grad_norm: 3.0796 2021-12-02 21:20:33,794 - mmaction - INFO - Epoch [3][1060/1345] lr: 3.500e-02, eta: 14:24:14, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.1672, top5_acc: 0.4070, loss_cls: 3.7768, loss: 3.7768, grad_norm: 3.0668 2021-12-02 21:20:45,953 - mmaction - INFO - Epoch [3][1080/1345] lr: 3.514e-02, eta: 14:23:52, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.1766, top5_acc: 0.4062, loss_cls: 3.7860, loss: 3.7860, grad_norm: 3.0845 2021-12-02 21:20:58,132 - mmaction - INFO - Epoch [3][1100/1345] lr: 3.527e-02, eta: 14:23:30, time: 0.609, data_time: 0.000, memory: 5354, top1_acc: 0.1602, top5_acc: 0.4023, loss_cls: 3.8384, loss: 3.8384, grad_norm: 2.9899 2021-12-02 21:21:10,279 - mmaction - INFO - Epoch [3][1120/1345] lr: 3.540e-02, eta: 14:23:08, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.1656, top5_acc: 0.4109, loss_cls: 3.8095, loss: 3.8095, grad_norm: 3.1288 2021-12-02 21:21:22,462 - mmaction - INFO - Epoch [3][1140/1345] lr: 3.554e-02, eta: 14:22:47, time: 0.609, data_time: 0.000, memory: 5354, top1_acc: 0.1781, top5_acc: 0.4414, loss_cls: 3.6965, loss: 3.6965, grad_norm: 3.1410 2021-12-02 21:21:34,596 - mmaction - INFO - Epoch [3][1160/1345] lr: 3.567e-02, eta: 14:22:25, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.1703, top5_acc: 0.4203, loss_cls: 3.7027, loss: 3.7027, grad_norm: 3.2348 2021-12-02 21:21:46,708 - mmaction - INFO - Epoch [3][1180/1345] lr: 3.580e-02, eta: 14:22:02, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.1820, top5_acc: 0.4078, loss_cls: 3.7657, loss: 3.7657, grad_norm: 3.0146 2021-12-02 21:21:58,832 - mmaction - INFO - Epoch [3][1200/1345] lr: 3.594e-02, eta: 14:21:40, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.1648, top5_acc: 0.4234, loss_cls: 3.8040, loss: 3.8040, grad_norm: 3.1374 2021-12-02 21:22:11,051 - mmaction - INFO - Epoch [3][1220/1345] lr: 3.607e-02, eta: 14:21:20, time: 0.611, data_time: 0.001, memory: 5354, top1_acc: 0.1805, top5_acc: 0.4289, loss_cls: 3.6935, loss: 3.6935, grad_norm: 2.9681 2021-12-02 21:22:23,155 - mmaction - INFO - Epoch [3][1240/1345] lr: 3.620e-02, eta: 14:20:57, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.1742, top5_acc: 0.4102, loss_cls: 3.7546, loss: 3.7546, grad_norm: 3.2252 2021-12-02 21:22:35,268 - mmaction - INFO - Epoch [3][1260/1345] lr: 3.634e-02, eta: 14:20:35, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.1766, top5_acc: 0.4211, loss_cls: 3.7206, loss: 3.7206, grad_norm: 3.1011 2021-12-02 21:22:47,428 - mmaction - INFO - Epoch [3][1280/1345] lr: 3.647e-02, eta: 14:20:14, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.1680, top5_acc: 0.4172, loss_cls: 3.7157, loss: 3.7157, grad_norm: 3.1610 2021-12-02 21:22:59,538 - mmaction - INFO - Epoch [3][1300/1345] lr: 3.660e-02, eta: 14:19:52, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.1852, top5_acc: 0.4266, loss_cls: 3.7213, loss: 3.7213, grad_norm: 3.1142 2021-12-02 21:23:11,639 - mmaction - INFO - Epoch [3][1320/1345] lr: 3.674e-02, eta: 14:19:29, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.1844, top5_acc: 0.4062, loss_cls: 3.7430, loss: 3.7430, grad_norm: 3.2093 2021-12-02 21:23:23,725 - mmaction - INFO - Epoch [3][1340/1345] lr: 3.687e-02, eta: 14:19:07, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.1844, top5_acc: 0.4211, loss_cls: 3.7220, loss: 3.7220, grad_norm: 3.1928 2021-12-02 21:24:20,993 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-12-02 21:24:21,145 - mmaction - INFO - top1_acc 0.1265 top5_acc 0.3595 2021-12-02 21:24:21,145 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-12-02 21:24:21,154 - mmaction - INFO - mean_acc 0.1190 2021-12-02 21:24:22,241 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_3.pth. 2021-12-02 21:24:22,241 - mmaction - INFO - Best top1_acc is 0.1265 at 3 epoch. 2021-12-02 21:24:22,257 - mmaction - INFO - Saving checkpoint at 3 epochs 2021-12-02 21:24:26,290 - mmaction - INFO - Epoch(val) [3][181] top1_acc: 0.1265, top5_acc: 0.3595, mean_class_accuracy: 0.1190 2021-12-02 21:25:04,350 - mmaction - INFO - Epoch [4][20/1345] lr: 3.693e-02, eta: 14:26:23, time: 1.903, data_time: 1.304, memory: 5354, top1_acc: 0.1812, top5_acc: 0.4313, loss_cls: 3.6551, loss: 3.6551, grad_norm: 3.1810 2021-12-02 21:25:16,327 - mmaction - INFO - Epoch [4][40/1345] lr: 3.706e-02, eta: 14:25:57, time: 0.599, data_time: 0.002, memory: 5354, top1_acc: 0.1797, top5_acc: 0.4219, loss_cls: 3.6899, loss: 3.6899, grad_norm: 2.9695 2021-12-02 21:25:28,321 - mmaction - INFO - Epoch [4][60/1345] lr: 3.719e-02, eta: 14:25:31, time: 0.600, data_time: 0.001, memory: 5354, top1_acc: 0.2062, top5_acc: 0.4625, loss_cls: 3.5718, loss: 3.5718, grad_norm: 3.1430 2021-12-02 21:25:40,324 - mmaction - INFO - Epoch [4][80/1345] lr: 3.733e-02, eta: 14:25:05, time: 0.600, data_time: 0.001, memory: 5354, top1_acc: 0.1938, top5_acc: 0.4437, loss_cls: 3.6326, loss: 3.6326, grad_norm: 3.2870 2021-12-02 21:25:52,336 - mmaction - INFO - Epoch [4][100/1345] lr: 3.746e-02, eta: 14:24:39, time: 0.601, data_time: 0.001, memory: 5354, top1_acc: 0.1891, top5_acc: 0.4305, loss_cls: 3.7181, loss: 3.7181, grad_norm: 3.1779 2021-12-02 21:26:04,354 - mmaction - INFO - Epoch [4][120/1345] lr: 3.759e-02, eta: 14:24:14, time: 0.601, data_time: 0.001, memory: 5354, top1_acc: 0.1938, top5_acc: 0.4273, loss_cls: 3.7070, loss: 3.7070, grad_norm: 3.0133 2021-12-02 21:26:16,377 - mmaction - INFO - Epoch [4][140/1345] lr: 3.772e-02, eta: 14:23:48, time: 0.601, data_time: 0.000, memory: 5354, top1_acc: 0.1906, top5_acc: 0.4492, loss_cls: 3.6001, loss: 3.6001, grad_norm: 3.0888 2021-12-02 21:26:28,427 - mmaction - INFO - Epoch [4][160/1345] lr: 3.786e-02, eta: 14:23:24, time: 0.602, data_time: 0.000, memory: 5354, top1_acc: 0.1828, top5_acc: 0.4148, loss_cls: 3.6790, loss: 3.6790, grad_norm: 3.1605 2021-12-02 21:26:40,466 - mmaction - INFO - Epoch [4][180/1345] lr: 3.799e-02, eta: 14:22:59, time: 0.602, data_time: 0.000, memory: 5354, top1_acc: 0.1883, top5_acc: 0.4414, loss_cls: 3.6319, loss: 3.6319, grad_norm: 3.0554 2021-12-02 21:26:52,520 - mmaction - INFO - Epoch [4][200/1345] lr: 3.812e-02, eta: 14:22:35, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.1766, top5_acc: 0.4109, loss_cls: 3.7693, loss: 3.7693, grad_norm: 3.1134 2021-12-02 21:27:04,572 - mmaction - INFO - Epoch [4][220/1345] lr: 3.826e-02, eta: 14:22:11, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.1781, top5_acc: 0.4172, loss_cls: 3.7133, loss: 3.7133, grad_norm: 2.8862 2021-12-02 21:27:16,643 - mmaction - INFO - Epoch [4][240/1345] lr: 3.839e-02, eta: 14:21:48, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.1891, top5_acc: 0.4297, loss_cls: 3.6915, loss: 3.6915, grad_norm: 3.1504 2021-12-02 21:27:28,694 - mmaction - INFO - Epoch [4][260/1345] lr: 3.852e-02, eta: 14:21:24, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.1891, top5_acc: 0.4523, loss_cls: 3.6126, loss: 3.6126, grad_norm: 3.1220 2021-12-02 21:27:40,749 - mmaction - INFO - Epoch [4][280/1345] lr: 3.866e-02, eta: 14:21:00, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.1781, top5_acc: 0.4086, loss_cls: 3.7066, loss: 3.7066, grad_norm: 2.8931 2021-12-02 21:27:52,846 - mmaction - INFO - Epoch [4][300/1345] lr: 3.879e-02, eta: 14:20:37, time: 0.605, data_time: 0.001, memory: 5354, top1_acc: 0.1805, top5_acc: 0.4281, loss_cls: 3.6981, loss: 3.6981, grad_norm: 3.0772 2021-12-02 21:28:04,917 - mmaction - INFO - Epoch [4][320/1345] lr: 3.892e-02, eta: 14:20:14, time: 0.604, data_time: 0.001, memory: 5354, top1_acc: 0.1789, top5_acc: 0.4305, loss_cls: 3.7282, loss: 3.7282, grad_norm: 2.9993 2021-12-02 21:28:16,999 - mmaction - INFO - Epoch [4][340/1345] lr: 3.906e-02, eta: 14:19:51, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.2117, top5_acc: 0.4516, loss_cls: 3.6079, loss: 3.6079, grad_norm: 2.9676 2021-12-02 21:28:29,128 - mmaction - INFO - Epoch [4][360/1345] lr: 3.919e-02, eta: 14:19:29, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.1875, top5_acc: 0.4422, loss_cls: 3.6483, loss: 3.6483, grad_norm: 3.0939 2021-12-02 21:28:41,322 - mmaction - INFO - Epoch [4][380/1345] lr: 3.932e-02, eta: 14:19:08, time: 0.610, data_time: 0.001, memory: 5354, top1_acc: 0.1961, top5_acc: 0.4523, loss_cls: 3.6248, loss: 3.6248, grad_norm: 2.9337 2021-12-02 21:28:53,430 - mmaction - INFO - Epoch [4][400/1345] lr: 3.946e-02, eta: 14:18:46, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.1898, top5_acc: 0.4375, loss_cls: 3.5930, loss: 3.5930, grad_norm: 2.9986 2021-12-02 21:29:05,559 - mmaction - INFO - Epoch [4][420/1345] lr: 3.959e-02, eta: 14:18:25, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.1852, top5_acc: 0.4359, loss_cls: 3.6732, loss: 3.6732, grad_norm: 3.1379 2021-12-02 21:29:17,765 - mmaction - INFO - Epoch [4][440/1345] lr: 3.972e-02, eta: 14:18:05, time: 0.610, data_time: 0.000, memory: 5354, top1_acc: 0.2164, top5_acc: 0.4352, loss_cls: 3.5921, loss: 3.5921, grad_norm: 2.9788 2021-12-02 21:29:29,923 - mmaction - INFO - Epoch [4][460/1345] lr: 3.985e-02, eta: 14:17:44, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.1820, top5_acc: 0.4477, loss_cls: 3.5977, loss: 3.5977, grad_norm: 3.0015 2021-12-02 21:29:42,133 - mmaction - INFO - Epoch [4][480/1345] lr: 3.999e-02, eta: 14:17:24, time: 0.610, data_time: 0.000, memory: 5354, top1_acc: 0.1680, top5_acc: 0.4437, loss_cls: 3.6641, loss: 3.6641, grad_norm: 3.0406 2021-12-02 21:29:54,280 - mmaction - INFO - Epoch [4][500/1345] lr: 4.012e-02, eta: 14:17:03, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.1828, top5_acc: 0.4203, loss_cls: 3.6644, loss: 3.6644, grad_norm: 2.9254 2021-12-02 21:30:06,479 - mmaction - INFO - Epoch [4][520/1345] lr: 4.025e-02, eta: 14:16:43, time: 0.610, data_time: 0.000, memory: 5354, top1_acc: 0.2000, top5_acc: 0.4492, loss_cls: 3.5923, loss: 3.5923, grad_norm: 2.9712 2021-12-02 21:30:18,645 - mmaction - INFO - Epoch [4][540/1345] lr: 4.039e-02, eta: 14:16:22, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.1758, top5_acc: 0.4148, loss_cls: 3.7104, loss: 3.7104, grad_norm: 2.9471 2021-12-02 21:30:30,767 - mmaction - INFO - Epoch [4][560/1345] lr: 4.052e-02, eta: 14:16:01, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.2023, top5_acc: 0.4281, loss_cls: 3.6938, loss: 3.6938, grad_norm: 2.8979 2021-12-02 21:30:43,001 - mmaction - INFO - Epoch [4][580/1345] lr: 4.065e-02, eta: 14:15:42, time: 0.612, data_time: 0.000, memory: 5354, top1_acc: 0.1789, top5_acc: 0.4125, loss_cls: 3.6998, loss: 3.6998, grad_norm: 2.8976 2021-12-02 21:30:55,149 - mmaction - INFO - Epoch [4][600/1345] lr: 4.079e-02, eta: 14:15:21, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.1766, top5_acc: 0.4289, loss_cls: 3.6512, loss: 3.6512, grad_norm: 2.9878 2021-12-02 21:31:07,386 - mmaction - INFO - Epoch [4][620/1345] lr: 4.092e-02, eta: 14:15:02, time: 0.612, data_time: 0.000, memory: 5354, top1_acc: 0.2000, top5_acc: 0.4547, loss_cls: 3.5789, loss: 3.5789, grad_norm: 2.7827 2021-12-02 21:31:19,607 - mmaction - INFO - Epoch [4][640/1345] lr: 4.105e-02, eta: 14:14:43, time: 0.611, data_time: 0.000, memory: 5354, top1_acc: 0.1914, top5_acc: 0.4281, loss_cls: 3.6707, loss: 3.6707, grad_norm: 2.9875 2021-12-02 21:31:31,771 - mmaction - INFO - Epoch [4][660/1345] lr: 4.119e-02, eta: 14:14:23, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.1828, top5_acc: 0.4398, loss_cls: 3.6519, loss: 3.6519, grad_norm: 2.8717 2021-12-02 21:31:43,971 - mmaction - INFO - Epoch [4][680/1345] lr: 4.132e-02, eta: 14:14:03, time: 0.610, data_time: 0.000, memory: 5354, top1_acc: 0.2039, top5_acc: 0.4664, loss_cls: 3.5372, loss: 3.5372, grad_norm: 3.1914 2021-12-02 21:31:56,155 - mmaction - INFO - Epoch [4][700/1345] lr: 4.145e-02, eta: 14:13:43, time: 0.609, data_time: 0.001, memory: 5354, top1_acc: 0.1906, top5_acc: 0.4203, loss_cls: 3.6753, loss: 3.6753, grad_norm: 2.9330 2021-12-02 21:32:08,370 - mmaction - INFO - Epoch [4][720/1345] lr: 4.158e-02, eta: 14:13:24, time: 0.611, data_time: 0.000, memory: 5354, top1_acc: 0.1969, top5_acc: 0.4523, loss_cls: 3.5881, loss: 3.5881, grad_norm: 3.0359 2021-12-02 21:32:20,529 - mmaction - INFO - Epoch [4][740/1345] lr: 4.172e-02, eta: 14:13:04, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.1969, top5_acc: 0.4453, loss_cls: 3.6265, loss: 3.6265, grad_norm: 2.8884 2021-12-02 21:32:32,720 - mmaction - INFO - Epoch [4][760/1345] lr: 4.185e-02, eta: 14:12:45, time: 0.609, data_time: 0.000, memory: 5354, top1_acc: 0.1969, top5_acc: 0.4305, loss_cls: 3.6660, loss: 3.6660, grad_norm: 3.0220 2021-12-02 21:32:44,896 - mmaction - INFO - Epoch [4][780/1345] lr: 4.198e-02, eta: 14:12:25, time: 0.609, data_time: 0.000, memory: 5354, top1_acc: 0.1875, top5_acc: 0.4148, loss_cls: 3.6930, loss: 3.6930, grad_norm: 3.0302 2021-12-02 21:32:57,101 - mmaction - INFO - Epoch [4][800/1345] lr: 4.212e-02, eta: 14:12:06, time: 0.610, data_time: 0.000, memory: 5354, top1_acc: 0.1852, top5_acc: 0.4383, loss_cls: 3.6616, loss: 3.6616, grad_norm: 2.9165 2021-12-02 21:33:09,279 - mmaction - INFO - Epoch [4][820/1345] lr: 4.225e-02, eta: 14:11:47, time: 0.609, data_time: 0.000, memory: 5354, top1_acc: 0.1930, top5_acc: 0.4461, loss_cls: 3.5991, loss: 3.5991, grad_norm: 2.8087 2021-12-02 21:33:21,443 - mmaction - INFO - Epoch [4][840/1345] lr: 4.238e-02, eta: 14:11:27, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.2000, top5_acc: 0.4414, loss_cls: 3.6359, loss: 3.6359, grad_norm: 2.8868 2021-12-02 21:33:33,654 - mmaction - INFO - Epoch [4][860/1345] lr: 4.252e-02, eta: 14:11:09, time: 0.611, data_time: 0.000, memory: 5354, top1_acc: 0.2062, top5_acc: 0.4617, loss_cls: 3.5405, loss: 3.5405, grad_norm: 2.9890 2021-12-02 21:33:45,814 - mmaction - INFO - Epoch [4][880/1345] lr: 4.265e-02, eta: 14:10:49, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.2125, top5_acc: 0.4711, loss_cls: 3.5279, loss: 3.5279, grad_norm: 2.8318 2021-12-02 21:33:57,973 - mmaction - INFO - Epoch [4][900/1345] lr: 4.278e-02, eta: 14:10:30, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.1781, top5_acc: 0.4266, loss_cls: 3.6935, loss: 3.6935, grad_norm: 2.8006 2021-12-02 21:34:10,138 - mmaction - INFO - Epoch [4][920/1345] lr: 4.292e-02, eta: 14:10:10, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.2031, top5_acc: 0.4633, loss_cls: 3.5819, loss: 3.5819, grad_norm: 2.8751 2021-12-02 21:34:22,305 - mmaction - INFO - Epoch [4][940/1345] lr: 4.305e-02, eta: 14:09:51, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.1914, top5_acc: 0.4586, loss_cls: 3.5737, loss: 3.5737, grad_norm: 2.9443 2021-12-02 21:34:34,443 - mmaction - INFO - Epoch [4][960/1345] lr: 4.318e-02, eta: 14:09:31, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.1891, top5_acc: 0.4453, loss_cls: 3.5751, loss: 3.5751, grad_norm: 2.7372 2021-12-02 21:34:46,577 - mmaction - INFO - Epoch [4][980/1345] lr: 4.332e-02, eta: 14:09:12, time: 0.607, data_time: 0.001, memory: 5354, top1_acc: 0.1992, top5_acc: 0.4703, loss_cls: 3.5209, loss: 3.5209, grad_norm: 2.8434 2021-12-02 21:34:58,765 - mmaction - INFO - Epoch [4][1000/1345] lr: 4.345e-02, eta: 14:08:53, time: 0.609, data_time: 0.000, memory: 5354, top1_acc: 0.2258, top5_acc: 0.4750, loss_cls: 3.4877, loss: 3.4877, grad_norm: 2.9654 2021-12-02 21:35:10,886 - mmaction - INFO - Epoch [4][1020/1345] lr: 4.358e-02, eta: 14:08:33, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.2078, top5_acc: 0.4344, loss_cls: 3.6197, loss: 3.6197, grad_norm: 2.8794 2021-12-02 21:35:23,019 - mmaction - INFO - Epoch [4][1040/1345] lr: 4.371e-02, eta: 14:08:14, time: 0.607, data_time: 0.001, memory: 5354, top1_acc: 0.1922, top5_acc: 0.4188, loss_cls: 3.6549, loss: 3.6549, grad_norm: 2.8877 2021-12-02 21:35:35,138 - mmaction - INFO - Epoch [4][1060/1345] lr: 4.385e-02, eta: 14:07:54, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.1711, top5_acc: 0.4164, loss_cls: 3.7076, loss: 3.7076, grad_norm: 2.8323 2021-12-02 21:35:47,269 - mmaction - INFO - Epoch [4][1080/1345] lr: 4.398e-02, eta: 14:07:35, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.1922, top5_acc: 0.4578, loss_cls: 3.5842, loss: 3.5842, grad_norm: 2.7841 2021-12-02 21:35:59,388 - mmaction - INFO - Epoch [4][1100/1345] lr: 4.411e-02, eta: 14:07:15, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.1773, top5_acc: 0.4188, loss_cls: 3.6597, loss: 3.6597, grad_norm: 2.7243 2021-12-02 21:36:11,505 - mmaction - INFO - Epoch [4][1120/1345] lr: 4.425e-02, eta: 14:06:56, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.2008, top5_acc: 0.4484, loss_cls: 3.5292, loss: 3.5292, grad_norm: 2.8796 2021-12-02 21:36:23,636 - mmaction - INFO - Epoch [4][1140/1345] lr: 4.438e-02, eta: 14:06:36, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.1766, top5_acc: 0.4453, loss_cls: 3.6412, loss: 3.6412, grad_norm: 2.9452 2021-12-02 21:36:35,766 - mmaction - INFO - Epoch [4][1160/1345] lr: 4.451e-02, eta: 14:06:17, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.2008, top5_acc: 0.4437, loss_cls: 3.6020, loss: 3.6020, grad_norm: 2.7976 2021-12-02 21:36:47,875 - mmaction - INFO - Epoch [4][1180/1345] lr: 4.465e-02, eta: 14:05:58, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.1969, top5_acc: 0.4359, loss_cls: 3.6145, loss: 3.6145, grad_norm: 2.7706 2021-12-02 21:36:59,989 - mmaction - INFO - Epoch [4][1200/1345] lr: 4.478e-02, eta: 14:05:38, time: 0.605, data_time: 0.001, memory: 5354, top1_acc: 0.1781, top5_acc: 0.4461, loss_cls: 3.6707, loss: 3.6707, grad_norm: 2.9138 2021-12-02 21:37:12,059 - mmaction - INFO - Epoch [4][1220/1345] lr: 4.491e-02, eta: 14:05:18, time: 0.604, data_time: 0.001, memory: 5354, top1_acc: 0.1969, top5_acc: 0.4352, loss_cls: 3.5955, loss: 3.5955, grad_norm: 2.7750 2021-12-02 21:37:24,123 - mmaction - INFO - Epoch [4][1240/1345] lr: 4.505e-02, eta: 14:04:58, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.1898, top5_acc: 0.4477, loss_cls: 3.6141, loss: 3.6141, grad_norm: 2.7761 2021-12-02 21:37:36,203 - mmaction - INFO - Epoch [4][1260/1345] lr: 4.518e-02, eta: 14:04:39, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.2008, top5_acc: 0.4602, loss_cls: 3.5969, loss: 3.5969, grad_norm: 2.9440 2021-12-02 21:37:48,272 - mmaction - INFO - Epoch [4][1280/1345] lr: 4.531e-02, eta: 14:04:19, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.2016, top5_acc: 0.4594, loss_cls: 3.6106, loss: 3.6106, grad_norm: 2.7795 2021-12-02 21:38:00,350 - mmaction - INFO - Epoch [4][1300/1345] lr: 4.544e-02, eta: 14:03:59, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.2047, top5_acc: 0.4477, loss_cls: 3.6002, loss: 3.6002, grad_norm: 2.8322 2021-12-02 21:38:12,412 - mmaction - INFO - Epoch [4][1320/1345] lr: 4.558e-02, eta: 14:03:39, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.1945, top5_acc: 0.4555, loss_cls: 3.5849, loss: 3.5849, grad_norm: 2.6930 2021-12-02 21:38:24,485 - mmaction - INFO - Epoch [4][1340/1345] lr: 4.571e-02, eta: 14:03:20, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.2055, top5_acc: 0.4789, loss_cls: 3.5367, loss: 3.5367, grad_norm: 2.7868 2021-12-02 21:39:21,941 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-12-02 21:39:22,131 - mmaction - INFO - top1_acc 0.1613 top5_acc 0.4074 2021-12-02 21:39:22,132 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-12-02 21:39:22,147 - mmaction - INFO - mean_acc 0.1519 2021-12-02 21:39:25,569 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_4.pth. 2021-12-02 21:39:25,569 - mmaction - INFO - Best top1_acc is 0.1613 at 4 epoch. 2021-12-02 21:39:25,574 - mmaction - INFO - Saving checkpoint at 4 epochs 2021-12-02 21:39:29,070 - mmaction - INFO - Epoch(val) [4][181] top1_acc: 0.1613, top5_acc: 0.4074, mean_class_accuracy: 0.1519 2021-12-02 21:40:08,104 - mmaction - INFO - Epoch [5][20/1345] lr: 4.568e-02, eta: 14:08:53, time: 1.951, data_time: 1.353, memory: 5354, top1_acc: 0.2039, top5_acc: 0.4477, loss_cls: 3.5705, loss: 3.5705, grad_norm: 2.7709 2021-12-02 21:40:20,089 - mmaction - INFO - Epoch [5][40/1345] lr: 4.582e-02, eta: 14:08:31, time: 0.599, data_time: 0.002, memory: 5354, top1_acc: 0.1914, top5_acc: 0.4562, loss_cls: 3.5580, loss: 3.5580, grad_norm: 2.8116 2021-12-02 21:40:32,094 - mmaction - INFO - Epoch [5][60/1345] lr: 4.595e-02, eta: 14:08:09, time: 0.600, data_time: 0.001, memory: 5354, top1_acc: 0.2273, top5_acc: 0.4813, loss_cls: 3.4760, loss: 3.4760, grad_norm: 2.8845 2021-12-02 21:40:44,106 - mmaction - INFO - Epoch [5][80/1345] lr: 4.608e-02, eta: 14:07:48, time: 0.601, data_time: 0.001, memory: 5354, top1_acc: 0.1906, top5_acc: 0.4641, loss_cls: 3.5805, loss: 3.5805, grad_norm: 2.8278 2021-12-02 21:40:56,103 - mmaction - INFO - Epoch [5][100/1345] lr: 4.621e-02, eta: 14:07:26, time: 0.600, data_time: 0.000, memory: 5354, top1_acc: 0.2047, top5_acc: 0.4539, loss_cls: 3.5085, loss: 3.5085, grad_norm: 2.8096 2021-12-02 21:41:08,144 - mmaction - INFO - Epoch [5][120/1345] lr: 4.635e-02, eta: 14:07:05, time: 0.602, data_time: 0.000, memory: 5354, top1_acc: 0.2109, top5_acc: 0.4648, loss_cls: 3.5255, loss: 3.5255, grad_norm: 2.8480 2021-12-02 21:41:20,190 - mmaction - INFO - Epoch [5][140/1345] lr: 4.648e-02, eta: 14:06:44, time: 0.602, data_time: 0.000, memory: 5354, top1_acc: 0.2188, top5_acc: 0.4781, loss_cls: 3.4455, loss: 3.4455, grad_norm: 2.8493 2021-12-02 21:41:32,241 - mmaction - INFO - Epoch [5][160/1345] lr: 4.661e-02, eta: 14:06:23, time: 0.602, data_time: 0.001, memory: 5354, top1_acc: 0.2242, top5_acc: 0.4797, loss_cls: 3.5106, loss: 3.5106, grad_norm: 2.8552 2021-12-02 21:41:44,288 - mmaction - INFO - Epoch [5][180/1345] lr: 4.674e-02, eta: 14:06:02, time: 0.602, data_time: 0.001, memory: 5354, top1_acc: 0.1969, top5_acc: 0.4516, loss_cls: 3.5958, loss: 3.5958, grad_norm: 2.7185 2021-12-02 21:41:56,358 - mmaction - INFO - Epoch [5][200/1345] lr: 4.688e-02, eta: 14:05:42, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.2258, top5_acc: 0.5016, loss_cls: 3.4066, loss: 3.4066, grad_norm: 2.8860 2021-12-02 21:42:08,417 - mmaction - INFO - Epoch [5][220/1345] lr: 4.701e-02, eta: 14:05:21, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.2078, top5_acc: 0.4813, loss_cls: 3.5003, loss: 3.5003, grad_norm: 2.8313 2021-12-02 21:42:20,472 - mmaction - INFO - Epoch [5][240/1345] lr: 4.714e-02, eta: 14:05:01, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.1969, top5_acc: 0.4562, loss_cls: 3.5630, loss: 3.5630, grad_norm: 2.7566 2021-12-02 21:42:32,516 - mmaction - INFO - Epoch [5][260/1345] lr: 4.727e-02, eta: 14:04:40, time: 0.602, data_time: 0.000, memory: 5354, top1_acc: 0.2102, top5_acc: 0.4672, loss_cls: 3.4653, loss: 3.4653, grad_norm: 2.9314 2021-12-02 21:42:44,573 - mmaction - INFO - Epoch [5][280/1345] lr: 4.741e-02, eta: 14:04:20, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.1867, top5_acc: 0.4469, loss_cls: 3.6017, loss: 3.6017, grad_norm: 2.7761 2021-12-02 21:42:56,635 - mmaction - INFO - Epoch [5][300/1345] lr: 4.754e-02, eta: 14:04:00, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.2070, top5_acc: 0.4773, loss_cls: 3.4654, loss: 3.4654, grad_norm: 3.0162 2021-12-02 21:43:08,746 - mmaction - INFO - Epoch [5][320/1345] lr: 4.767e-02, eta: 14:03:40, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.1945, top5_acc: 0.4656, loss_cls: 3.5370, loss: 3.5370, grad_norm: 2.7726 2021-12-02 21:43:20,844 - mmaction - INFO - Epoch [5][340/1345] lr: 4.780e-02, eta: 14:03:21, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.2008, top5_acc: 0.4461, loss_cls: 3.6002, loss: 3.6002, grad_norm: 2.7265 2021-12-02 21:43:33,018 - mmaction - INFO - Epoch [5][360/1345] lr: 4.794e-02, eta: 14:03:02, time: 0.609, data_time: 0.000, memory: 5354, top1_acc: 0.2055, top5_acc: 0.4609, loss_cls: 3.5233, loss: 3.5233, grad_norm: 2.7222 2021-12-02 21:43:45,116 - mmaction - INFO - Epoch [5][380/1345] lr: 4.807e-02, eta: 14:02:43, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.2250, top5_acc: 0.5039, loss_cls: 3.3776, loss: 3.3776, grad_norm: 2.7633 2021-12-02 21:43:57,255 - mmaction - INFO - Epoch [5][400/1345] lr: 4.820e-02, eta: 14:02:24, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.2234, top5_acc: 0.4680, loss_cls: 3.4894, loss: 3.4894, grad_norm: 2.7733 2021-12-02 21:44:09,389 - mmaction - INFO - Epoch [5][420/1345] lr: 4.833e-02, eta: 14:02:05, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.2164, top5_acc: 0.4797, loss_cls: 3.5222, loss: 3.5222, grad_norm: 2.7274 2021-12-02 21:44:21,568 - mmaction - INFO - Epoch [5][440/1345] lr: 4.847e-02, eta: 14:01:47, time: 0.609, data_time: 0.000, memory: 5354, top1_acc: 0.1938, top5_acc: 0.4461, loss_cls: 3.5921, loss: 3.5921, grad_norm: 2.6462 2021-12-02 21:44:33,715 - mmaction - INFO - Epoch [5][460/1345] lr: 4.860e-02, eta: 14:01:28, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.2313, top5_acc: 0.4820, loss_cls: 3.4620, loss: 3.4620, grad_norm: 2.8331 2021-12-02 21:44:45,868 - mmaction - INFO - Epoch [5][480/1345] lr: 4.873e-02, eta: 14:01:10, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.2172, top5_acc: 0.4820, loss_cls: 3.4312, loss: 3.4312, grad_norm: 2.8556 2021-12-02 21:44:58,030 - mmaction - INFO - Epoch [5][500/1345] lr: 4.887e-02, eta: 14:00:51, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.2039, top5_acc: 0.4648, loss_cls: 3.4754, loss: 3.4754, grad_norm: 2.6972 2021-12-02 21:45:10,170 - mmaction - INFO - Epoch [5][520/1345] lr: 4.900e-02, eta: 14:00:33, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.2258, top5_acc: 0.4773, loss_cls: 3.4523, loss: 3.4523, grad_norm: 2.7357 2021-12-02 21:45:22,296 - mmaction - INFO - Epoch [5][540/1345] lr: 4.913e-02, eta: 14:00:14, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.2031, top5_acc: 0.4766, loss_cls: 3.5228, loss: 3.5228, grad_norm: 2.7468 2021-12-02 21:45:34,513 - mmaction - INFO - Epoch [5][560/1345] lr: 4.926e-02, eta: 13:59:57, time: 0.611, data_time: 0.000, memory: 5354, top1_acc: 0.2086, top5_acc: 0.4609, loss_cls: 3.5094, loss: 3.5094, grad_norm: 2.6600 2021-12-02 21:45:46,649 - mmaction - INFO - Epoch [5][580/1345] lr: 4.940e-02, eta: 13:59:38, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.2094, top5_acc: 0.4609, loss_cls: 3.5197, loss: 3.5197, grad_norm: 2.6301 2021-12-02 21:45:58,854 - mmaction - INFO - Epoch [5][600/1345] lr: 4.953e-02, eta: 13:59:21, time: 0.610, data_time: 0.000, memory: 5354, top1_acc: 0.2195, top5_acc: 0.4914, loss_cls: 3.4251, loss: 3.4251, grad_norm: 2.8684 2021-12-02 21:46:10,999 - mmaction - INFO - Epoch [5][620/1345] lr: 4.966e-02, eta: 13:59:02, time: 0.607, data_time: 0.001, memory: 5354, top1_acc: 0.2266, top5_acc: 0.4695, loss_cls: 3.4783, loss: 3.4783, grad_norm: 2.7335 2021-12-02 21:46:23,197 - mmaction - INFO - Epoch [5][640/1345] lr: 4.979e-02, eta: 13:58:45, time: 0.610, data_time: 0.000, memory: 5354, top1_acc: 0.2109, top5_acc: 0.4906, loss_cls: 3.4532, loss: 3.4532, grad_norm: 2.7248 2021-12-02 21:46:35,356 - mmaction - INFO - Epoch [5][660/1345] lr: 4.993e-02, eta: 13:58:27, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.2047, top5_acc: 0.4695, loss_cls: 3.4980, loss: 3.4980, grad_norm: 2.6345 2021-12-02 21:46:47,545 - mmaction - INFO - Epoch [5][680/1345] lr: 5.006e-02, eta: 13:58:09, time: 0.610, data_time: 0.000, memory: 5354, top1_acc: 0.2094, top5_acc: 0.4539, loss_cls: 3.5415, loss: 3.5415, grad_norm: 2.6300 2021-12-02 21:46:59,707 - mmaction - INFO - Epoch [5][700/1345] lr: 5.019e-02, eta: 13:57:51, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.2180, top5_acc: 0.4836, loss_cls: 3.4949, loss: 3.4949, grad_norm: 2.6893 2021-12-02 21:47:11,844 - mmaction - INFO - Epoch [5][720/1345] lr: 5.032e-02, eta: 13:57:33, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.2453, top5_acc: 0.4742, loss_cls: 3.4514, loss: 3.4514, grad_norm: 2.6858 2021-12-02 21:47:24,023 - mmaction - INFO - Epoch [5][740/1345] lr: 5.046e-02, eta: 13:57:15, time: 0.609, data_time: 0.000, memory: 5354, top1_acc: 0.2289, top5_acc: 0.4641, loss_cls: 3.4426, loss: 3.4426, grad_norm: 2.6099 2021-12-02 21:47:36,178 - mmaction - INFO - Epoch [5][760/1345] lr: 5.059e-02, eta: 13:56:57, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.2289, top5_acc: 0.4859, loss_cls: 3.4119, loss: 3.4119, grad_norm: 2.7408 2021-12-02 21:47:48,352 - mmaction - INFO - Epoch [5][780/1345] lr: 5.072e-02, eta: 13:56:40, time: 0.609, data_time: 0.000, memory: 5354, top1_acc: 0.2273, top5_acc: 0.4984, loss_cls: 3.4189, loss: 3.4189, grad_norm: 2.7651 2021-12-02 21:48:00,570 - mmaction - INFO - Epoch [5][800/1345] lr: 5.085e-02, eta: 13:56:23, time: 0.611, data_time: 0.001, memory: 5354, top1_acc: 0.2203, top5_acc: 0.4625, loss_cls: 3.4950, loss: 3.4950, grad_norm: 2.7601 2021-12-02 21:48:12,751 - mmaction - INFO - Epoch [5][820/1345] lr: 5.099e-02, eta: 13:56:05, time: 0.609, data_time: 0.000, memory: 5354, top1_acc: 0.2320, top5_acc: 0.4852, loss_cls: 3.4548, loss: 3.4548, grad_norm: 2.7583 2021-12-02 21:48:24,920 - mmaction - INFO - Epoch [5][840/1345] lr: 5.112e-02, eta: 13:55:48, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.2141, top5_acc: 0.4734, loss_cls: 3.4505, loss: 3.4505, grad_norm: 2.7445 2021-12-02 21:48:37,097 - mmaction - INFO - Epoch [5][860/1345] lr: 5.125e-02, eta: 13:55:30, time: 0.609, data_time: 0.000, memory: 5354, top1_acc: 0.2156, top5_acc: 0.4797, loss_cls: 3.4679, loss: 3.4679, grad_norm: 2.7299 2021-12-02 21:48:49,265 - mmaction - INFO - Epoch [5][880/1345] lr: 5.138e-02, eta: 13:55:13, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.1859, top5_acc: 0.4516, loss_cls: 3.5657, loss: 3.5657, grad_norm: 2.6665 2021-12-02 21:49:01,397 - mmaction - INFO - Epoch [5][900/1345] lr: 5.152e-02, eta: 13:54:55, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.2375, top5_acc: 0.4945, loss_cls: 3.3968, loss: 3.3968, grad_norm: 2.6144 2021-12-02 21:49:13,525 - mmaction - INFO - Epoch [5][920/1345] lr: 5.165e-02, eta: 13:54:37, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.2148, top5_acc: 0.4641, loss_cls: 3.4954, loss: 3.4954, grad_norm: 2.5956 2021-12-02 21:49:25,720 - mmaction - INFO - Epoch [5][940/1345] lr: 5.178e-02, eta: 13:54:20, time: 0.610, data_time: 0.000, memory: 5354, top1_acc: 0.2336, top5_acc: 0.4773, loss_cls: 3.4823, loss: 3.4823, grad_norm: 2.6092 2021-12-02 21:49:37,865 - mmaction - INFO - Epoch [5][960/1345] lr: 5.191e-02, eta: 13:54:02, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.2375, top5_acc: 0.4906, loss_cls: 3.4640, loss: 3.4640, grad_norm: 2.6714 2021-12-02 21:49:50,070 - mmaction - INFO - Epoch [5][980/1345] lr: 5.205e-02, eta: 13:53:45, time: 0.610, data_time: 0.000, memory: 5354, top1_acc: 0.2328, top5_acc: 0.4828, loss_cls: 3.4779, loss: 3.4779, grad_norm: 2.6842 2021-12-02 21:50:02,207 - mmaction - INFO - Epoch [5][1000/1345] lr: 5.218e-02, eta: 13:53:27, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.2156, top5_acc: 0.4789, loss_cls: 3.4095, loss: 3.4095, grad_norm: 2.6435 2021-12-02 21:50:14,347 - mmaction - INFO - Epoch [5][1020/1345] lr: 5.231e-02, eta: 13:53:10, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.2031, top5_acc: 0.4789, loss_cls: 3.4427, loss: 3.4427, grad_norm: 2.6052 2021-12-02 21:50:26,505 - mmaction - INFO - Epoch [5][1040/1345] lr: 5.244e-02, eta: 13:52:52, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.2219, top5_acc: 0.4875, loss_cls: 3.4678, loss: 3.4678, grad_norm: 2.6659 2021-12-02 21:50:38,657 - mmaction - INFO - Epoch [5][1060/1345] lr: 5.258e-02, eta: 13:52:35, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.2289, top5_acc: 0.4789, loss_cls: 3.4331, loss: 3.4331, grad_norm: 2.7850 2021-12-02 21:50:50,815 - mmaction - INFO - Epoch [5][1080/1345] lr: 5.271e-02, eta: 13:52:18, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.2172, top5_acc: 0.4805, loss_cls: 3.4294, loss: 3.4294, grad_norm: 2.6889 2021-12-02 21:51:02,945 - mmaction - INFO - Epoch [5][1100/1345] lr: 5.284e-02, eta: 13:52:00, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.2227, top5_acc: 0.4797, loss_cls: 3.4641, loss: 3.4641, grad_norm: 2.6225 2021-12-02 21:51:15,091 - mmaction - INFO - Epoch [5][1120/1345] lr: 5.297e-02, eta: 13:51:43, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.2305, top5_acc: 0.4914, loss_cls: 3.4170, loss: 3.4170, grad_norm: 2.7765 2021-12-02 21:51:27,230 - mmaction - INFO - Epoch [5][1140/1345] lr: 5.311e-02, eta: 13:51:25, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.2258, top5_acc: 0.4773, loss_cls: 3.4978, loss: 3.4978, grad_norm: 2.5916 2021-12-02 21:51:39,354 - mmaction - INFO - Epoch [5][1160/1345] lr: 5.324e-02, eta: 13:51:08, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.2250, top5_acc: 0.4727, loss_cls: 3.4430, loss: 3.4430, grad_norm: 2.7095 2021-12-02 21:51:51,517 - mmaction - INFO - Epoch [5][1180/1345] lr: 5.337e-02, eta: 13:50:50, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.2281, top5_acc: 0.4852, loss_cls: 3.4058, loss: 3.4058, grad_norm: 2.5945 2021-12-02 21:52:03,647 - mmaction - INFO - Epoch [5][1200/1345] lr: 5.350e-02, eta: 13:50:33, time: 0.607, data_time: 0.001, memory: 5354, top1_acc: 0.2141, top5_acc: 0.4688, loss_cls: 3.5143, loss: 3.5143, grad_norm: 2.5930 2021-12-02 21:52:15,757 - mmaction - INFO - Epoch [5][1220/1345] lr: 5.364e-02, eta: 13:50:15, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.2328, top5_acc: 0.4891, loss_cls: 3.4044, loss: 3.4044, grad_norm: 2.6235 2021-12-02 21:52:27,868 - mmaction - INFO - Epoch [5][1240/1345] lr: 5.377e-02, eta: 13:49:58, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.2172, top5_acc: 0.4883, loss_cls: 3.4310, loss: 3.4310, grad_norm: 2.6252 2021-12-02 21:52:39,987 - mmaction - INFO - Epoch [5][1260/1345] lr: 5.390e-02, eta: 13:49:40, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.2102, top5_acc: 0.4836, loss_cls: 3.4490, loss: 3.4490, grad_norm: 2.6359 2021-12-02 21:52:52,094 - mmaction - INFO - Epoch [5][1280/1345] lr: 5.403e-02, eta: 13:49:23, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.2414, top5_acc: 0.4898, loss_cls: 3.3850, loss: 3.3850, grad_norm: 2.6862 2021-12-02 21:53:04,267 - mmaction - INFO - Epoch [5][1300/1345] lr: 5.417e-02, eta: 13:49:06, time: 0.609, data_time: 0.000, memory: 5354, top1_acc: 0.2297, top5_acc: 0.4813, loss_cls: 3.4393, loss: 3.4393, grad_norm: 2.5768 2021-12-02 21:53:16,365 - mmaction - INFO - Epoch [5][1320/1345] lr: 5.430e-02, eta: 13:48:48, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.2453, top5_acc: 0.5016, loss_cls: 3.4098, loss: 3.4098, grad_norm: 2.7462 2021-12-02 21:53:28,438 - mmaction - INFO - Epoch [5][1340/1345] lr: 5.443e-02, eta: 13:48:30, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.2195, top5_acc: 0.4836, loss_cls: 3.4462, loss: 3.4462, grad_norm: 2.6533 2021-12-02 21:54:24,174 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-12-02 21:54:24,363 - mmaction - INFO - top1_acc 0.1895 top5_acc 0.4619 2021-12-02 21:54:24,364 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-12-02 21:54:24,379 - mmaction - INFO - mean_acc 0.1733 2021-12-02 21:54:28,207 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_5.pth. 2021-12-02 21:54:28,208 - mmaction - INFO - Best top1_acc is 0.1895 at 5 epoch. 2021-12-02 21:54:28,217 - mmaction - INFO - Saving checkpoint at 5 epochs 2021-12-02 21:54:31,684 - mmaction - INFO - Epoch(val) [5][181] top1_acc: 0.1895, top5_acc: 0.4619, mean_class_accuracy: 0.1733 2021-12-02 21:55:09,397 - mmaction - INFO - Epoch [6][20/1345] lr: 5.430e-02, eta: 13:52:34, time: 1.885, data_time: 1.286, memory: 5354, top1_acc: 0.2172, top5_acc: 0.4766, loss_cls: 3.4709, loss: 3.4709, grad_norm: 2.6402 2021-12-02 21:55:21,402 - mmaction - INFO - Epoch [6][40/1345] lr: 5.443e-02, eta: 13:52:14, time: 0.600, data_time: 0.002, memory: 5354, top1_acc: 0.2297, top5_acc: 0.4945, loss_cls: 3.3688, loss: 3.3688, grad_norm: 2.6981 2021-12-02 21:55:33,400 - mmaction - INFO - Epoch [6][60/1345] lr: 5.456e-02, eta: 13:51:55, time: 0.600, data_time: 0.001, memory: 5354, top1_acc: 0.2344, top5_acc: 0.4930, loss_cls: 3.3752, loss: 3.3752, grad_norm: 2.6471 2021-12-02 21:55:45,412 - mmaction - INFO - Epoch [6][80/1345] lr: 5.470e-02, eta: 13:51:35, time: 0.601, data_time: 0.001, memory: 5354, top1_acc: 0.2430, top5_acc: 0.5000, loss_cls: 3.3634, loss: 3.3634, grad_norm: 2.6199 2021-12-02 21:55:57,430 - mmaction - INFO - Epoch [6][100/1345] lr: 5.483e-02, eta: 13:51:16, time: 0.601, data_time: 0.001, memory: 5354, top1_acc: 0.2211, top5_acc: 0.5117, loss_cls: 3.3609, loss: 3.3609, grad_norm: 2.6365 2021-12-02 21:56:09,471 - mmaction - INFO - Epoch [6][120/1345] lr: 5.496e-02, eta: 13:50:57, time: 0.602, data_time: 0.001, memory: 5354, top1_acc: 0.2500, top5_acc: 0.5125, loss_cls: 3.3531, loss: 3.3531, grad_norm: 2.7510 2021-12-02 21:56:21,519 - mmaction - INFO - Epoch [6][140/1345] lr: 5.509e-02, eta: 13:50:39, time: 0.602, data_time: 0.000, memory: 5354, top1_acc: 0.2242, top5_acc: 0.4836, loss_cls: 3.4375, loss: 3.4375, grad_norm: 2.5866 2021-12-02 21:56:33,570 - mmaction - INFO - Epoch [6][160/1345] lr: 5.522e-02, eta: 13:50:20, time: 0.603, data_time: 0.001, memory: 5354, top1_acc: 0.2391, top5_acc: 0.5180, loss_cls: 3.3368, loss: 3.3368, grad_norm: 2.6070 2021-12-02 21:56:45,617 - mmaction - INFO - Epoch [6][180/1345] lr: 5.536e-02, eta: 13:50:01, time: 0.602, data_time: 0.000, memory: 5354, top1_acc: 0.2266, top5_acc: 0.5016, loss_cls: 3.3983, loss: 3.3983, grad_norm: 2.5872 2021-12-02 21:56:57,670 - mmaction - INFO - Epoch [6][200/1345] lr: 5.549e-02, eta: 13:49:43, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.2359, top5_acc: 0.5156, loss_cls: 3.3466, loss: 3.3466, grad_norm: 2.6648 2021-12-02 21:57:09,724 - mmaction - INFO - Epoch [6][220/1345] lr: 5.562e-02, eta: 13:49:24, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.2281, top5_acc: 0.4828, loss_cls: 3.4435, loss: 3.4435, grad_norm: 2.5742 2021-12-02 21:57:21,780 - mmaction - INFO - Epoch [6][240/1345] lr: 5.575e-02, eta: 13:49:05, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.2398, top5_acc: 0.4961, loss_cls: 3.3613, loss: 3.3613, grad_norm: 2.6461 2021-12-02 21:57:33,862 - mmaction - INFO - Epoch [6][260/1345] lr: 5.588e-02, eta: 13:48:47, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.2266, top5_acc: 0.4922, loss_cls: 3.3862, loss: 3.3862, grad_norm: 2.5261 2021-12-02 21:57:45,927 - mmaction - INFO - Epoch [6][280/1345] lr: 5.601e-02, eta: 13:48:29, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.2305, top5_acc: 0.5031, loss_cls: 3.2948, loss: 3.2948, grad_norm: 2.5223 2021-12-02 21:57:58,030 - mmaction - INFO - Epoch [6][300/1345] lr: 5.615e-02, eta: 13:48:11, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.2180, top5_acc: 0.4930, loss_cls: 3.3546, loss: 3.3546, grad_norm: 2.5382 2021-12-02 21:58:10,148 - mmaction - INFO - Epoch [6][320/1345] lr: 5.628e-02, eta: 13:47:53, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.2336, top5_acc: 0.5188, loss_cls: 3.3356, loss: 3.3356, grad_norm: 2.7249 2021-12-02 21:58:22,255 - mmaction - INFO - Epoch [6][340/1345] lr: 5.641e-02, eta: 13:47:36, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.2180, top5_acc: 0.4969, loss_cls: 3.4387, loss: 3.4387, grad_norm: 2.5266 2021-12-02 21:58:34,435 - mmaction - INFO - Epoch [6][360/1345] lr: 5.654e-02, eta: 13:47:19, time: 0.609, data_time: 0.000, memory: 5354, top1_acc: 0.2266, top5_acc: 0.4695, loss_cls: 3.4243, loss: 3.4243, grad_norm: 2.7077 2021-12-02 21:58:46,547 - mmaction - INFO - Epoch [6][380/1345] lr: 5.667e-02, eta: 13:47:01, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.2305, top5_acc: 0.4938, loss_cls: 3.4339, loss: 3.4339, grad_norm: 2.4588 2021-12-02 21:58:58,688 - mmaction - INFO - Epoch [6][400/1345] lr: 5.681e-02, eta: 13:46:44, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.2359, top5_acc: 0.4883, loss_cls: 3.3653, loss: 3.3653, grad_norm: 2.6514 2021-12-02 21:59:10,836 - mmaction - INFO - Epoch [6][420/1345] lr: 5.694e-02, eta: 13:46:27, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.2250, top5_acc: 0.4938, loss_cls: 3.3611, loss: 3.3611, grad_norm: 2.5500 2021-12-02 21:59:22,995 - mmaction - INFO - Epoch [6][440/1345] lr: 5.707e-02, eta: 13:46:10, time: 0.608, data_time: 0.001, memory: 5354, top1_acc: 0.2453, top5_acc: 0.5164, loss_cls: 3.2886, loss: 3.2886, grad_norm: 2.5802 2021-12-02 21:59:35,174 - mmaction - INFO - Epoch [6][460/1345] lr: 5.720e-02, eta: 13:45:53, time: 0.609, data_time: 0.000, memory: 5354, top1_acc: 0.2430, top5_acc: 0.4844, loss_cls: 3.4054, loss: 3.4054, grad_norm: 2.6289 2021-12-02 21:59:47,356 - mmaction - INFO - Epoch [6][480/1345] lr: 5.733e-02, eta: 13:45:36, time: 0.609, data_time: 0.000, memory: 5354, top1_acc: 0.2211, top5_acc: 0.4969, loss_cls: 3.3941, loss: 3.3941, grad_norm: 2.4572 2021-12-02 21:59:59,555 - mmaction - INFO - Epoch [6][500/1345] lr: 5.746e-02, eta: 13:45:20, time: 0.610, data_time: 0.000, memory: 5354, top1_acc: 0.2258, top5_acc: 0.4930, loss_cls: 3.4074, loss: 3.4074, grad_norm: 2.6376 2021-12-02 22:00:11,721 - mmaction - INFO - Epoch [6][520/1345] lr: 5.760e-02, eta: 13:45:03, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.2320, top5_acc: 0.5023, loss_cls: 3.3366, loss: 3.3366, grad_norm: 2.6069 2021-12-02 22:00:23,909 - mmaction - INFO - Epoch [6][540/1345] lr: 5.773e-02, eta: 13:44:46, time: 0.610, data_time: 0.000, memory: 5354, top1_acc: 0.2227, top5_acc: 0.4961, loss_cls: 3.3442, loss: 3.3442, grad_norm: 2.5365 2021-12-02 22:00:36,081 - mmaction - INFO - Epoch [6][560/1345] lr: 5.786e-02, eta: 13:44:30, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.2445, top5_acc: 0.5117, loss_cls: 3.3305, loss: 3.3305, grad_norm: 2.6651 2021-12-02 22:00:48,194 - mmaction - INFO - Epoch [6][580/1345] lr: 5.799e-02, eta: 13:44:12, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.2148, top5_acc: 0.4648, loss_cls: 3.5292, loss: 3.5292, grad_norm: 2.4664 2021-12-02 22:01:00,401 - mmaction - INFO - Epoch [6][600/1345] lr: 5.812e-02, eta: 13:43:56, time: 0.610, data_time: 0.001, memory: 5354, top1_acc: 0.2266, top5_acc: 0.4844, loss_cls: 3.3934, loss: 3.3934, grad_norm: 2.4698 2021-12-02 22:01:12,578 - mmaction - INFO - Epoch [6][620/1345] lr: 5.826e-02, eta: 13:43:39, time: 0.609, data_time: 0.001, memory: 5354, top1_acc: 0.2227, top5_acc: 0.4867, loss_cls: 3.4172, loss: 3.4172, grad_norm: 2.5502 2021-12-02 22:01:24,768 - mmaction - INFO - Epoch [6][640/1345] lr: 5.839e-02, eta: 13:43:23, time: 0.610, data_time: 0.001, memory: 5354, top1_acc: 0.2461, top5_acc: 0.4984, loss_cls: 3.3387, loss: 3.3387, grad_norm: 2.5415 2021-12-02 22:01:36,906 - mmaction - INFO - Epoch [6][660/1345] lr: 5.852e-02, eta: 13:43:06, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.2234, top5_acc: 0.4969, loss_cls: 3.3915, loss: 3.3915, grad_norm: 2.4325 2021-12-02 22:01:49,085 - mmaction - INFO - Epoch [6][680/1345] lr: 5.865e-02, eta: 13:42:49, time: 0.609, data_time: 0.000, memory: 5354, top1_acc: 0.2523, top5_acc: 0.5211, loss_cls: 3.3344, loss: 3.3344, grad_norm: 2.5768 2021-12-02 22:02:01,246 - mmaction - INFO - Epoch [6][700/1345] lr: 5.878e-02, eta: 13:42:33, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.2516, top5_acc: 0.4930, loss_cls: 3.3737, loss: 3.3737, grad_norm: 2.4437 2021-12-02 22:02:13,377 - mmaction - INFO - Epoch [6][720/1345] lr: 5.891e-02, eta: 13:42:16, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.2273, top5_acc: 0.4898, loss_cls: 3.3513, loss: 3.3513, grad_norm: 2.5960 2021-12-02 22:02:25,549 - mmaction - INFO - Epoch [6][740/1345] lr: 5.905e-02, eta: 13:41:59, time: 0.609, data_time: 0.000, memory: 5354, top1_acc: 0.2180, top5_acc: 0.5141, loss_cls: 3.3743, loss: 3.3743, grad_norm: 2.4744 2021-12-02 22:02:37,714 - mmaction - INFO - Epoch [6][760/1345] lr: 5.918e-02, eta: 13:41:43, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.2305, top5_acc: 0.4969, loss_cls: 3.3328, loss: 3.3328, grad_norm: 2.5065 2021-12-02 22:02:49,885 - mmaction - INFO - Epoch [6][780/1345] lr: 5.931e-02, eta: 13:41:26, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.2258, top5_acc: 0.4992, loss_cls: 3.3409, loss: 3.3409, grad_norm: 2.5276 2021-12-02 22:03:02,062 - mmaction - INFO - Epoch [6][800/1345] lr: 5.944e-02, eta: 13:41:10, time: 0.609, data_time: 0.000, memory: 5354, top1_acc: 0.2313, top5_acc: 0.5016, loss_cls: 3.3843, loss: 3.3843, grad_norm: 2.5091 2021-12-02 22:03:14,195 - mmaction - INFO - Epoch [6][820/1345] lr: 5.957e-02, eta: 13:40:53, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.2508, top5_acc: 0.5023, loss_cls: 3.3352, loss: 3.3352, grad_norm: 2.4930 2021-12-02 22:03:26,314 - mmaction - INFO - Epoch [6][840/1345] lr: 5.971e-02, eta: 13:40:36, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.2320, top5_acc: 0.4875, loss_cls: 3.4493, loss: 3.4493, grad_norm: 2.4956 2021-12-02 22:03:38,469 - mmaction - INFO - Epoch [6][860/1345] lr: 5.984e-02, eta: 13:40:19, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.2281, top5_acc: 0.4852, loss_cls: 3.3945, loss: 3.3945, grad_norm: 2.4901 2021-12-02 22:03:50,665 - mmaction - INFO - Epoch [6][880/1345] lr: 5.997e-02, eta: 13:40:03, time: 0.610, data_time: 0.000, memory: 5354, top1_acc: 0.2633, top5_acc: 0.5102, loss_cls: 3.3830, loss: 3.3830, grad_norm: 2.4943 2021-12-02 22:04:02,828 - mmaction - INFO - Epoch [6][900/1345] lr: 6.010e-02, eta: 13:39:47, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.2367, top5_acc: 0.4984, loss_cls: 3.3210, loss: 3.3210, grad_norm: 2.4561 2021-12-02 22:04:15,013 - mmaction - INFO - Epoch [6][920/1345] lr: 6.023e-02, eta: 13:39:31, time: 0.609, data_time: 0.000, memory: 5354, top1_acc: 0.2281, top5_acc: 0.4984, loss_cls: 3.3957, loss: 3.3957, grad_norm: 2.5342 2021-12-02 22:04:27,216 - mmaction - INFO - Epoch [6][940/1345] lr: 6.036e-02, eta: 13:39:15, time: 0.610, data_time: 0.000, memory: 5354, top1_acc: 0.2250, top5_acc: 0.5023, loss_cls: 3.3237, loss: 3.3237, grad_norm: 2.4987 2021-12-02 22:04:39,392 - mmaction - INFO - Epoch [6][960/1345] lr: 6.050e-02, eta: 13:38:59, time: 0.609, data_time: 0.001, memory: 5354, top1_acc: 0.2250, top5_acc: 0.4961, loss_cls: 3.3923, loss: 3.3923, grad_norm: 2.5767 2021-12-02 22:04:51,530 - mmaction - INFO - Epoch [6][980/1345] lr: 6.063e-02, eta: 13:38:42, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.2289, top5_acc: 0.4805, loss_cls: 3.4050, loss: 3.4050, grad_norm: 2.4019 2021-12-02 22:05:03,671 - mmaction - INFO - Epoch [6][1000/1345] lr: 6.076e-02, eta: 13:38:25, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.2352, top5_acc: 0.5148, loss_cls: 3.3671, loss: 3.3671, grad_norm: 2.5112 2021-12-02 22:05:15,845 - mmaction - INFO - Epoch [6][1020/1345] lr: 6.089e-02, eta: 13:38:09, time: 0.609, data_time: 0.001, memory: 5354, top1_acc: 0.2414, top5_acc: 0.5047, loss_cls: 3.3456, loss: 3.3456, grad_norm: 2.4594 2021-12-02 22:05:28,030 - mmaction - INFO - Epoch [6][1040/1345] lr: 6.102e-02, eta: 13:37:53, time: 0.609, data_time: 0.001, memory: 5354, top1_acc: 0.2430, top5_acc: 0.4813, loss_cls: 3.3799, loss: 3.3799, grad_norm: 2.5418 2021-12-02 22:05:40,178 - mmaction - INFO - Epoch [6][1060/1345] lr: 6.116e-02, eta: 13:37:37, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.2180, top5_acc: 0.4906, loss_cls: 3.4321, loss: 3.4321, grad_norm: 2.5463 2021-12-02 22:05:52,327 - mmaction - INFO - Epoch [6][1080/1345] lr: 6.129e-02, eta: 13:37:20, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.2664, top5_acc: 0.5328, loss_cls: 3.2103, loss: 3.2103, grad_norm: 2.4972 2021-12-02 22:06:04,493 - mmaction - INFO - Epoch [6][1100/1345] lr: 6.142e-02, eta: 13:37:04, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.2250, top5_acc: 0.4820, loss_cls: 3.3614, loss: 3.3614, grad_norm: 2.5022 2021-12-02 22:06:16,652 - mmaction - INFO - Epoch [6][1120/1345] lr: 6.155e-02, eta: 13:36:48, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.2500, top5_acc: 0.5156, loss_cls: 3.3221, loss: 3.3221, grad_norm: 2.5113 2021-12-02 22:06:28,791 - mmaction - INFO - Epoch [6][1140/1345] lr: 6.168e-02, eta: 13:36:32, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.2492, top5_acc: 0.5047, loss_cls: 3.3332, loss: 3.3332, grad_norm: 2.4824 2021-12-02 22:06:40,916 - mmaction - INFO - Epoch [6][1160/1345] lr: 6.182e-02, eta: 13:36:15, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.2234, top5_acc: 0.5117, loss_cls: 3.3445, loss: 3.3445, grad_norm: 2.4947 2021-12-02 22:06:53,127 - mmaction - INFO - Epoch [6][1180/1345] lr: 6.195e-02, eta: 13:36:00, time: 0.611, data_time: 0.000, memory: 5354, top1_acc: 0.2508, top5_acc: 0.5086, loss_cls: 3.3401, loss: 3.3401, grad_norm: 2.3742 2021-12-02 22:07:05,242 - mmaction - INFO - Epoch [6][1200/1345] lr: 6.208e-02, eta: 13:35:43, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.2211, top5_acc: 0.4789, loss_cls: 3.4246, loss: 3.4246, grad_norm: 2.4649 2021-12-02 22:07:17,333 - mmaction - INFO - Epoch [6][1220/1345] lr: 6.221e-02, eta: 13:35:26, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.2656, top5_acc: 0.5359, loss_cls: 3.2492, loss: 3.2492, grad_norm: 2.4855 2021-12-02 22:07:29,427 - mmaction - INFO - Epoch [6][1240/1345] lr: 6.234e-02, eta: 13:35:09, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.2516, top5_acc: 0.5336, loss_cls: 3.3004, loss: 3.3004, grad_norm: 2.5805 2021-12-02 22:07:41,548 - mmaction - INFO - Epoch [6][1260/1345] lr: 6.247e-02, eta: 13:34:53, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.2359, top5_acc: 0.5180, loss_cls: 3.3079, loss: 3.3079, grad_norm: 2.4574 2021-12-02 22:07:53,618 - mmaction - INFO - Epoch [6][1280/1345] lr: 6.261e-02, eta: 13:34:36, time: 0.604, data_time: 0.001, memory: 5354, top1_acc: 0.2133, top5_acc: 0.4891, loss_cls: 3.4046, loss: 3.4046, grad_norm: 2.5028 2021-12-02 22:08:05,690 - mmaction - INFO - Epoch [6][1300/1345] lr: 6.274e-02, eta: 13:34:19, time: 0.604, data_time: 0.001, memory: 5354, top1_acc: 0.2344, top5_acc: 0.4992, loss_cls: 3.3628, loss: 3.3628, grad_norm: 2.3463 2021-12-02 22:08:17,771 - mmaction - INFO - Epoch [6][1320/1345] lr: 6.287e-02, eta: 13:34:02, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.2383, top5_acc: 0.5047, loss_cls: 3.3164, loss: 3.3164, grad_norm: 2.6009 2021-12-02 22:08:29,843 - mmaction - INFO - Epoch [6][1340/1345] lr: 6.300e-02, eta: 13:33:46, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.2250, top5_acc: 0.5062, loss_cls: 3.3715, loss: 3.3715, grad_norm: 2.4349 2021-12-02 22:09:26,992 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-12-02 22:09:27,161 - mmaction - INFO - top1_acc 0.1998 top5_acc 0.4935 2021-12-02 22:09:27,161 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-12-02 22:09:27,172 - mmaction - INFO - mean_acc 0.1813 2021-12-02 22:09:31,045 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_6.pth. 2021-12-02 22:09:31,046 - mmaction - INFO - Best top1_acc is 0.1998 at 6 epoch. 2021-12-02 22:09:31,050 - mmaction - INFO - Saving checkpoint at 6 epochs 2021-12-02 22:09:34,747 - mmaction - INFO - Epoch(val) [6][181] top1_acc: 0.1998, top5_acc: 0.4935, mean_class_accuracy: 0.1813 2021-12-02 22:10:12,726 - mmaction - INFO - Epoch [7][20/1345] lr: 6.275e-02, eta: 13:37:05, time: 1.899, data_time: 1.298, memory: 5354, top1_acc: 0.2539, top5_acc: 0.5281, loss_cls: 3.2602, loss: 3.2602, grad_norm: 2.4378 2021-12-02 22:10:24,743 - mmaction - INFO - Epoch [7][40/1345] lr: 6.288e-02, eta: 13:36:47, time: 0.601, data_time: 0.002, memory: 5354, top1_acc: 0.2445, top5_acc: 0.5328, loss_cls: 3.2651, loss: 3.2651, grad_norm: 2.4796 2021-12-02 22:10:36,764 - mmaction - INFO - Epoch [7][60/1345] lr: 6.301e-02, eta: 13:36:29, time: 0.601, data_time: 0.001, memory: 5354, top1_acc: 0.2570, top5_acc: 0.5172, loss_cls: 3.2767, loss: 3.2767, grad_norm: 2.4409 2021-12-02 22:10:48,786 - mmaction - INFO - Epoch [7][80/1345] lr: 6.314e-02, eta: 13:36:12, time: 0.601, data_time: 0.001, memory: 5354, top1_acc: 0.2672, top5_acc: 0.5312, loss_cls: 3.2201, loss: 3.2201, grad_norm: 2.4278 2021-12-02 22:11:00,844 - mmaction - INFO - Epoch [7][100/1345] lr: 6.327e-02, eta: 13:35:54, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.2398, top5_acc: 0.5164, loss_cls: 3.3049, loss: 3.3049, grad_norm: 2.4009 2021-12-02 22:11:12,880 - mmaction - INFO - Epoch [7][120/1345] lr: 6.340e-02, eta: 13:35:37, time: 0.602, data_time: 0.001, memory: 5354, top1_acc: 0.2625, top5_acc: 0.5445, loss_cls: 3.2070, loss: 3.2070, grad_norm: 2.4928 2021-12-02 22:11:24,914 - mmaction - INFO - Epoch [7][140/1345] lr: 6.353e-02, eta: 13:35:19, time: 0.602, data_time: 0.000, memory: 5354, top1_acc: 0.2500, top5_acc: 0.5281, loss_cls: 3.3164, loss: 3.3164, grad_norm: 2.4004 2021-12-02 22:11:36,948 - mmaction - INFO - Epoch [7][160/1345] lr: 6.366e-02, eta: 13:35:01, time: 0.602, data_time: 0.000, memory: 5354, top1_acc: 0.2516, top5_acc: 0.5211, loss_cls: 3.2566, loss: 3.2566, grad_norm: 2.3886 2021-12-02 22:11:49,004 - mmaction - INFO - Epoch [7][180/1345] lr: 6.379e-02, eta: 13:34:44, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.2578, top5_acc: 0.5336, loss_cls: 3.2605, loss: 3.2605, grad_norm: 2.4633 2021-12-02 22:12:01,051 - mmaction - INFO - Epoch [7][200/1345] lr: 6.393e-02, eta: 13:34:27, time: 0.602, data_time: 0.000, memory: 5354, top1_acc: 0.2477, top5_acc: 0.5305, loss_cls: 3.2613, loss: 3.2613, grad_norm: 2.4808 2021-12-02 22:12:13,104 - mmaction - INFO - Epoch [7][220/1345] lr: 6.406e-02, eta: 13:34:09, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.2547, top5_acc: 0.5141, loss_cls: 3.2861, loss: 3.2861, grad_norm: 2.3766 2021-12-02 22:12:25,154 - mmaction - INFO - Epoch [7][240/1345] lr: 6.419e-02, eta: 13:33:52, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.2633, top5_acc: 0.5141, loss_cls: 3.2500, loss: 3.2500, grad_norm: 2.4262 2021-12-02 22:12:37,227 - mmaction - INFO - Epoch [7][260/1345] lr: 6.432e-02, eta: 13:33:35, time: 0.604, data_time: 0.001, memory: 5354, top1_acc: 0.2500, top5_acc: 0.5141, loss_cls: 3.3102, loss: 3.3102, grad_norm: 2.4447 2021-12-02 22:12:49,281 - mmaction - INFO - Epoch [7][280/1345] lr: 6.445e-02, eta: 13:33:18, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.2625, top5_acc: 0.5422, loss_cls: 3.2176, loss: 3.2176, grad_norm: 2.4922 2021-12-02 22:13:01,342 - mmaction - INFO - Epoch [7][300/1345] lr: 6.458e-02, eta: 13:33:00, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.2305, top5_acc: 0.5023, loss_cls: 3.3482, loss: 3.3482, grad_norm: 2.3543 2021-12-02 22:13:13,413 - mmaction - INFO - Epoch [7][320/1345] lr: 6.471e-02, eta: 13:32:43, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.2500, top5_acc: 0.5281, loss_cls: 3.2388, loss: 3.2388, grad_norm: 2.4271 2021-12-02 22:13:25,505 - mmaction - INFO - Epoch [7][340/1345] lr: 6.484e-02, eta: 13:32:27, time: 0.605, data_time: 0.001, memory: 5354, top1_acc: 0.2492, top5_acc: 0.5148, loss_cls: 3.3320, loss: 3.3320, grad_norm: 2.4498 2021-12-02 22:13:37,581 - mmaction - INFO - Epoch [7][360/1345] lr: 6.497e-02, eta: 13:32:10, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.2406, top5_acc: 0.5109, loss_cls: 3.3235, loss: 3.3235, grad_norm: 2.4439 2021-12-02 22:13:49,678 - mmaction - INFO - Epoch [7][380/1345] lr: 6.510e-02, eta: 13:31:53, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.2508, top5_acc: 0.5000, loss_cls: 3.2895, loss: 3.2895, grad_norm: 2.3688 2021-12-02 22:14:01,800 - mmaction - INFO - Epoch [7][400/1345] lr: 6.523e-02, eta: 13:31:36, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.2508, top5_acc: 0.5242, loss_cls: 3.2437, loss: 3.2437, grad_norm: 2.4380 2021-12-02 22:14:13,890 - mmaction - INFO - Epoch [7][420/1345] lr: 6.537e-02, eta: 13:31:20, time: 0.605, data_time: 0.001, memory: 5354, top1_acc: 0.2484, top5_acc: 0.5273, loss_cls: 3.2702, loss: 3.2702, grad_norm: 2.4350 2021-12-02 22:14:26,008 - mmaction - INFO - Epoch [7][440/1345] lr: 6.550e-02, eta: 13:31:03, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.2445, top5_acc: 0.5086, loss_cls: 3.3442, loss: 3.3442, grad_norm: 2.4389 2021-12-02 22:14:38,115 - mmaction - INFO - Epoch [7][460/1345] lr: 6.563e-02, eta: 13:30:47, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.2633, top5_acc: 0.5305, loss_cls: 3.2409, loss: 3.2409, grad_norm: 2.3542 2021-12-02 22:14:50,251 - mmaction - INFO - Epoch [7][480/1345] lr: 6.576e-02, eta: 13:30:30, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.2500, top5_acc: 0.5375, loss_cls: 3.2467, loss: 3.2467, grad_norm: 2.4434 2021-12-02 22:15:02,380 - mmaction - INFO - Epoch [7][500/1345] lr: 6.589e-02, eta: 13:30:14, time: 0.606, data_time: 0.001, memory: 5354, top1_acc: 0.2523, top5_acc: 0.5234, loss_cls: 3.2806, loss: 3.2806, grad_norm: 2.3842 2021-12-02 22:15:14,500 - mmaction - INFO - Epoch [7][520/1345] lr: 6.602e-02, eta: 13:29:58, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.2461, top5_acc: 0.5008, loss_cls: 3.3428, loss: 3.3428, grad_norm: 2.3430 2021-12-02 22:15:26,708 - mmaction - INFO - Epoch [7][540/1345] lr: 6.615e-02, eta: 13:29:42, time: 0.610, data_time: 0.000, memory: 5354, top1_acc: 0.2578, top5_acc: 0.5227, loss_cls: 3.2638, loss: 3.2638, grad_norm: 2.4942 2021-12-02 22:15:38,842 - mmaction - INFO - Epoch [7][560/1345] lr: 6.628e-02, eta: 13:29:26, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.2547, top5_acc: 0.5164, loss_cls: 3.3386, loss: 3.3386, grad_norm: 2.2826 2021-12-02 22:15:50,954 - mmaction - INFO - Epoch [7][580/1345] lr: 6.641e-02, eta: 13:29:10, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.2141, top5_acc: 0.4922, loss_cls: 3.4100, loss: 3.4100, grad_norm: 2.3922 2021-12-02 22:16:03,084 - mmaction - INFO - Epoch [7][600/1345] lr: 6.654e-02, eta: 13:28:53, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.2445, top5_acc: 0.5148, loss_cls: 3.2725, loss: 3.2725, grad_norm: 2.4383 2021-12-02 22:16:15,268 - mmaction - INFO - Epoch [7][620/1345] lr: 6.667e-02, eta: 13:28:38, time: 0.609, data_time: 0.000, memory: 5354, top1_acc: 0.2297, top5_acc: 0.5062, loss_cls: 3.3249, loss: 3.3249, grad_norm: 2.3712 2021-12-02 22:16:27,397 - mmaction - INFO - Epoch [7][640/1345] lr: 6.681e-02, eta: 13:28:21, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.2602, top5_acc: 0.5203, loss_cls: 3.2262, loss: 3.2262, grad_norm: 2.3011 2021-12-02 22:16:39,545 - mmaction - INFO - Epoch [7][660/1345] lr: 6.694e-02, eta: 13:28:05, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.2539, top5_acc: 0.5047, loss_cls: 3.2894, loss: 3.2894, grad_norm: 2.4178 2021-12-02 22:16:51,798 - mmaction - INFO - Epoch [7][680/1345] lr: 6.707e-02, eta: 13:27:50, time: 0.613, data_time: 0.000, memory: 5354, top1_acc: 0.2500, top5_acc: 0.5094, loss_cls: 3.3183, loss: 3.3183, grad_norm: 2.2802 2021-12-02 22:17:03,935 - mmaction - INFO - Epoch [7][700/1345] lr: 6.720e-02, eta: 13:27:34, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.2617, top5_acc: 0.5305, loss_cls: 3.2524, loss: 3.2524, grad_norm: 2.4260 2021-12-02 22:17:16,119 - mmaction - INFO - Epoch [7][720/1345] lr: 6.733e-02, eta: 13:27:19, time: 0.609, data_time: 0.001, memory: 5354, top1_acc: 0.2562, top5_acc: 0.5227, loss_cls: 3.2260, loss: 3.2260, grad_norm: 2.3674 2021-12-02 22:17:28,227 - mmaction - INFO - Epoch [7][740/1345] lr: 6.746e-02, eta: 13:27:02, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.2445, top5_acc: 0.5289, loss_cls: 3.2478, loss: 3.2478, grad_norm: 2.3477 2021-12-02 22:17:40,424 - mmaction - INFO - Epoch [7][760/1345] lr: 6.759e-02, eta: 13:26:47, time: 0.610, data_time: 0.001, memory: 5354, top1_acc: 0.2500, top5_acc: 0.5219, loss_cls: 3.3277, loss: 3.3277, grad_norm: 2.3521 2021-12-02 22:17:52,585 - mmaction - INFO - Epoch [7][780/1345] lr: 6.772e-02, eta: 13:26:31, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.2484, top5_acc: 0.5188, loss_cls: 3.2935, loss: 3.2935, grad_norm: 2.3678 2021-12-02 22:18:04,712 - mmaction - INFO - Epoch [7][800/1345] lr: 6.785e-02, eta: 13:26:15, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.2453, top5_acc: 0.5258, loss_cls: 3.2361, loss: 3.2361, grad_norm: 2.3932 2021-12-02 22:18:16,883 - mmaction - INFO - Epoch [7][820/1345] lr: 6.798e-02, eta: 13:26:00, time: 0.609, data_time: 0.000, memory: 5354, top1_acc: 0.2562, top5_acc: 0.5328, loss_cls: 3.2269, loss: 3.2269, grad_norm: 2.4062 2021-12-02 22:18:29,065 - mmaction - INFO - Epoch [7][840/1345] lr: 6.812e-02, eta: 13:25:44, time: 0.609, data_time: 0.001, memory: 5354, top1_acc: 0.2437, top5_acc: 0.5234, loss_cls: 3.2524, loss: 3.2524, grad_norm: 2.2615 2021-12-02 22:18:41,197 - mmaction - INFO - Epoch [7][860/1345] lr: 6.825e-02, eta: 13:25:28, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.2406, top5_acc: 0.5344, loss_cls: 3.2799, loss: 3.2799, grad_norm: 2.4534 2021-12-02 22:18:53,425 - mmaction - INFO - Epoch [7][880/1345] lr: 6.838e-02, eta: 13:25:13, time: 0.611, data_time: 0.000, memory: 5354, top1_acc: 0.2500, top5_acc: 0.5422, loss_cls: 3.2245, loss: 3.2245, grad_norm: 2.3975 2021-12-02 22:19:05,529 - mmaction - INFO - Epoch [7][900/1345] lr: 6.851e-02, eta: 13:24:57, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.2398, top5_acc: 0.5148, loss_cls: 3.3080, loss: 3.3080, grad_norm: 2.3568 2021-12-02 22:19:17,686 - mmaction - INFO - Epoch [7][920/1345] lr: 6.864e-02, eta: 13:24:41, time: 0.608, data_time: 0.001, memory: 5354, top1_acc: 0.2320, top5_acc: 0.5188, loss_cls: 3.2866, loss: 3.2866, grad_norm: 2.3228 2021-12-02 22:19:29,856 - mmaction - INFO - Epoch [7][940/1345] lr: 6.877e-02, eta: 13:24:25, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.2367, top5_acc: 0.5172, loss_cls: 3.3271, loss: 3.3271, grad_norm: 2.4019 2021-12-02 22:19:41,981 - mmaction - INFO - Epoch [7][960/1345] lr: 6.890e-02, eta: 13:24:10, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.2680, top5_acc: 0.5148, loss_cls: 3.2246, loss: 3.2246, grad_norm: 2.3178 2021-12-02 22:19:54,073 - mmaction - INFO - Epoch [7][980/1345] lr: 6.903e-02, eta: 13:23:53, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.2484, top5_acc: 0.5188, loss_cls: 3.2611, loss: 3.2611, grad_norm: 2.3607 2021-12-02 22:20:06,235 - mmaction - INFO - Epoch [7][1000/1345] lr: 6.916e-02, eta: 13:23:38, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.2430, top5_acc: 0.5273, loss_cls: 3.2699, loss: 3.2699, grad_norm: 2.3000 2021-12-02 22:20:18,363 - mmaction - INFO - Epoch [7][1020/1345] lr: 6.929e-02, eta: 13:23:22, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.2352, top5_acc: 0.4938, loss_cls: 3.3470, loss: 3.3470, grad_norm: 2.3644 2021-12-02 22:20:30,491 - mmaction - INFO - Epoch [7][1040/1345] lr: 6.942e-02, eta: 13:23:06, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.2625, top5_acc: 0.5336, loss_cls: 3.1930, loss: 3.1930, grad_norm: 2.3625 2021-12-02 22:20:42,628 - mmaction - INFO - Epoch [7][1060/1345] lr: 6.956e-02, eta: 13:22:50, time: 0.607, data_time: 0.001, memory: 5354, top1_acc: 0.2648, top5_acc: 0.5172, loss_cls: 3.2580, loss: 3.2580, grad_norm: 2.4108 2021-12-02 22:20:54,847 - mmaction - INFO - Epoch [7][1080/1345] lr: 6.969e-02, eta: 13:22:35, time: 0.611, data_time: 0.000, memory: 5354, top1_acc: 0.2852, top5_acc: 0.5477, loss_cls: 3.1579, loss: 3.1579, grad_norm: 2.3936 2021-12-02 22:21:06,979 - mmaction - INFO - Epoch [7][1100/1345] lr: 6.982e-02, eta: 13:22:19, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.2328, top5_acc: 0.5117, loss_cls: 3.3581, loss: 3.3581, grad_norm: 2.3052 2021-12-02 22:21:19,119 - mmaction - INFO - Epoch [7][1120/1345] lr: 6.995e-02, eta: 13:22:04, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.2531, top5_acc: 0.5211, loss_cls: 3.2591, loss: 3.2591, grad_norm: 2.3738 2021-12-02 22:21:31,273 - mmaction - INFO - Epoch [7][1140/1345] lr: 7.008e-02, eta: 13:21:48, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.2555, top5_acc: 0.5023, loss_cls: 3.2896, loss: 3.2896, grad_norm: 2.3095 2021-12-02 22:21:43,429 - mmaction - INFO - Epoch [7][1160/1345] lr: 7.021e-02, eta: 13:21:33, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.2625, top5_acc: 0.5109, loss_cls: 3.2539, loss: 3.2539, grad_norm: 2.4241 2021-12-02 22:21:55,571 - mmaction - INFO - Epoch [7][1180/1345] lr: 7.034e-02, eta: 13:21:17, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.2477, top5_acc: 0.5188, loss_cls: 3.3038, loss: 3.3038, grad_norm: 2.3049 2021-12-02 22:22:07,755 - mmaction - INFO - Epoch [7][1200/1345] lr: 7.047e-02, eta: 13:21:02, time: 0.609, data_time: 0.000, memory: 5354, top1_acc: 0.2430, top5_acc: 0.5266, loss_cls: 3.2867, loss: 3.2867, grad_norm: 2.3078 2021-12-02 22:22:19,880 - mmaction - INFO - Epoch [7][1220/1345] lr: 7.060e-02, eta: 13:20:46, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.2328, top5_acc: 0.5078, loss_cls: 3.2474, loss: 3.2474, grad_norm: 2.3734 2021-12-02 22:22:32,102 - mmaction - INFO - Epoch [7][1240/1345] lr: 7.073e-02, eta: 13:20:31, time: 0.611, data_time: 0.000, memory: 5354, top1_acc: 0.2562, top5_acc: 0.5453, loss_cls: 3.2230, loss: 3.2230, grad_norm: 2.4034 2021-12-02 22:22:44,263 - mmaction - INFO - Epoch [7][1260/1345] lr: 7.087e-02, eta: 13:20:16, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.2414, top5_acc: 0.5172, loss_cls: 3.2394, loss: 3.2394, grad_norm: 2.2803 2021-12-02 22:22:56,404 - mmaction - INFO - Epoch [7][1280/1345] lr: 7.100e-02, eta: 13:20:00, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.2469, top5_acc: 0.5172, loss_cls: 3.2908, loss: 3.2908, grad_norm: 2.2125 2021-12-02 22:23:08,578 - mmaction - INFO - Epoch [7][1300/1345] lr: 7.113e-02, eta: 13:19:45, time: 0.609, data_time: 0.001, memory: 5354, top1_acc: 0.2672, top5_acc: 0.5250, loss_cls: 3.2178, loss: 3.2178, grad_norm: 2.2519 2021-12-02 22:23:20,713 - mmaction - INFO - Epoch [7][1320/1345] lr: 7.126e-02, eta: 13:19:29, time: 0.607, data_time: 0.001, memory: 5354, top1_acc: 0.2437, top5_acc: 0.5078, loss_cls: 3.2979, loss: 3.2979, grad_norm: 2.3552 2021-12-02 22:23:32,971 - mmaction - INFO - Epoch [7][1340/1345] lr: 7.139e-02, eta: 13:19:15, time: 0.613, data_time: 0.000, memory: 5354, top1_acc: 0.2625, top5_acc: 0.5219, loss_cls: 3.2406, loss: 3.2406, grad_norm: 2.3189 2021-12-02 22:24:30,753 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-12-02 22:24:30,918 - mmaction - INFO - top1_acc 0.2119 top5_acc 0.4917 2021-12-02 22:24:30,919 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-12-02 22:24:30,928 - mmaction - INFO - mean_acc 0.1882 2021-12-02 22:24:34,663 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_7.pth. 2021-12-02 22:24:34,664 - mmaction - INFO - Best top1_acc is 0.2119 at 7 epoch. 2021-12-02 22:24:34,683 - mmaction - INFO - Saving checkpoint at 7 epochs 2021-12-02 22:24:39,210 - mmaction - INFO - Epoch(val) [7][181] top1_acc: 0.2119, top5_acc: 0.4917, mean_class_accuracy: 0.1882 2021-12-02 22:25:17,102 - mmaction - INFO - Epoch [8][20/1345] lr: 7.099e-02, eta: 13:22:00, time: 1.894, data_time: 1.296, memory: 5354, top1_acc: 0.2398, top5_acc: 0.5344, loss_cls: 3.2556, loss: 3.2556, grad_norm: 2.3606 2021-12-02 22:25:29,102 - mmaction - INFO - Epoch [8][40/1345] lr: 7.112e-02, eta: 13:21:43, time: 0.600, data_time: 0.002, memory: 5354, top1_acc: 0.2578, top5_acc: 0.5406, loss_cls: 3.1968, loss: 3.1968, grad_norm: 2.3113 2021-12-02 22:25:41,093 - mmaction - INFO - Epoch [8][60/1345] lr: 7.125e-02, eta: 13:21:26, time: 0.599, data_time: 0.001, memory: 5354, top1_acc: 0.2625, top5_acc: 0.5281, loss_cls: 3.1984, loss: 3.1984, grad_norm: 2.2902 2021-12-02 22:25:53,107 - mmaction - INFO - Epoch [8][80/1345] lr: 7.138e-02, eta: 13:21:09, time: 0.601, data_time: 0.001, memory: 5354, top1_acc: 0.2484, top5_acc: 0.5242, loss_cls: 3.2423, loss: 3.2423, grad_norm: 2.3292 2021-12-02 22:26:05,120 - mmaction - INFO - Epoch [8][100/1345] lr: 7.151e-02, eta: 13:20:52, time: 0.601, data_time: 0.001, memory: 5354, top1_acc: 0.2594, top5_acc: 0.5406, loss_cls: 3.2044, loss: 3.2044, grad_norm: 2.2507 2021-12-02 22:26:17,142 - mmaction - INFO - Epoch [8][120/1345] lr: 7.164e-02, eta: 13:20:35, time: 0.601, data_time: 0.000, memory: 5354, top1_acc: 0.2602, top5_acc: 0.5258, loss_cls: 3.2701, loss: 3.2701, grad_norm: 2.2880 2021-12-02 22:26:29,178 - mmaction - INFO - Epoch [8][140/1345] lr: 7.177e-02, eta: 13:20:18, time: 0.602, data_time: 0.000, memory: 5354, top1_acc: 0.2875, top5_acc: 0.5359, loss_cls: 3.1387, loss: 3.1387, grad_norm: 2.3027 2021-12-02 22:26:41,222 - mmaction - INFO - Epoch [8][160/1345] lr: 7.190e-02, eta: 13:20:02, time: 0.602, data_time: 0.000, memory: 5354, top1_acc: 0.2547, top5_acc: 0.5383, loss_cls: 3.2401, loss: 3.2401, grad_norm: 2.2862 2021-12-02 22:26:53,279 - mmaction - INFO - Epoch [8][180/1345] lr: 7.203e-02, eta: 13:19:45, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.2453, top5_acc: 0.5289, loss_cls: 3.2531, loss: 3.2531, grad_norm: 2.2581 2021-12-02 22:27:05,332 - mmaction - INFO - Epoch [8][200/1345] lr: 7.216e-02, eta: 13:19:29, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.2766, top5_acc: 0.5461, loss_cls: 3.1521, loss: 3.1521, grad_norm: 2.3124 2021-12-02 22:27:17,383 - mmaction - INFO - Epoch [8][220/1345] lr: 7.229e-02, eta: 13:19:12, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.2555, top5_acc: 0.5180, loss_cls: 3.2180, loss: 3.2180, grad_norm: 2.3109 2021-12-02 22:27:29,463 - mmaction - INFO - Epoch [8][240/1345] lr: 7.242e-02, eta: 13:18:56, time: 0.604, data_time: 0.001, memory: 5354, top1_acc: 0.2602, top5_acc: 0.5148, loss_cls: 3.2532, loss: 3.2532, grad_norm: 2.2609 2021-12-02 22:27:41,551 - mmaction - INFO - Epoch [8][260/1345] lr: 7.255e-02, eta: 13:18:40, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.2609, top5_acc: 0.5359, loss_cls: 3.2225, loss: 3.2225, grad_norm: 2.3703 2021-12-02 22:27:53,633 - mmaction - INFO - Epoch [8][280/1345] lr: 7.268e-02, eta: 13:18:24, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.2687, top5_acc: 0.5398, loss_cls: 3.2112, loss: 3.2112, grad_norm: 2.3293 2021-12-02 22:28:05,757 - mmaction - INFO - Epoch [8][300/1345] lr: 7.281e-02, eta: 13:18:08, time: 0.606, data_time: 0.001, memory: 5354, top1_acc: 0.2695, top5_acc: 0.5477, loss_cls: 3.1202, loss: 3.1202, grad_norm: 2.3710 2021-12-02 22:28:17,857 - mmaction - INFO - Epoch [8][320/1345] lr: 7.294e-02, eta: 13:17:52, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.2617, top5_acc: 0.5500, loss_cls: 3.1918, loss: 3.1918, grad_norm: 2.3223 2021-12-02 22:28:29,971 - mmaction - INFO - Epoch [8][340/1345] lr: 7.307e-02, eta: 13:17:36, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.2398, top5_acc: 0.5250, loss_cls: 3.2760, loss: 3.2760, grad_norm: 2.3217 2021-12-02 22:28:42,078 - mmaction - INFO - Epoch [8][360/1345] lr: 7.320e-02, eta: 13:17:20, time: 0.605, data_time: 0.001, memory: 5354, top1_acc: 0.2500, top5_acc: 0.5508, loss_cls: 3.1758, loss: 3.1758, grad_norm: 2.2816 2021-12-02 22:28:54,188 - mmaction - INFO - Epoch [8][380/1345] lr: 7.333e-02, eta: 13:17:04, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.2570, top5_acc: 0.5320, loss_cls: 3.1756, loss: 3.1756, grad_norm: 2.2827 2021-12-02 22:29:06,317 - mmaction - INFO - Epoch [8][400/1345] lr: 7.346e-02, eta: 13:16:49, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.2578, top5_acc: 0.5547, loss_cls: 3.1697, loss: 3.1697, grad_norm: 2.2674 2021-12-02 22:29:18,492 - mmaction - INFO - Epoch [8][420/1345] lr: 7.359e-02, eta: 13:16:33, time: 0.609, data_time: 0.000, memory: 5354, top1_acc: 0.2820, top5_acc: 0.5406, loss_cls: 3.1455, loss: 3.1455, grad_norm: 2.2204 2021-12-02 22:29:30,579 - mmaction - INFO - Epoch [8][440/1345] lr: 7.372e-02, eta: 13:16:17, time: 0.604, data_time: 0.001, memory: 5354, top1_acc: 0.2594, top5_acc: 0.5398, loss_cls: 3.2381, loss: 3.2381, grad_norm: 2.3438 2021-12-02 22:29:42,665 - mmaction - INFO - Epoch [8][460/1345] lr: 7.385e-02, eta: 13:16:01, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.2727, top5_acc: 0.5305, loss_cls: 3.2214, loss: 3.2214, grad_norm: 2.2055 2021-12-02 22:29:54,774 - mmaction - INFO - Epoch [8][480/1345] lr: 7.398e-02, eta: 13:15:45, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.2875, top5_acc: 0.5656, loss_cls: 3.0894, loss: 3.0894, grad_norm: 2.3320 2021-12-02 22:30:06,865 - mmaction - INFO - Epoch [8][500/1345] lr: 7.411e-02, eta: 13:15:29, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.2430, top5_acc: 0.5078, loss_cls: 3.2890, loss: 3.2890, grad_norm: 2.2694 2021-12-02 22:30:18,956 - mmaction - INFO - Epoch [8][520/1345] lr: 7.424e-02, eta: 13:15:13, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.2742, top5_acc: 0.5289, loss_cls: 3.2019, loss: 3.2019, grad_norm: 2.2631 2021-12-02 22:30:31,052 - mmaction - INFO - Epoch [8][540/1345] lr: 7.437e-02, eta: 13:14:58, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.2445, top5_acc: 0.5359, loss_cls: 3.2480, loss: 3.2480, grad_norm: 2.3407 2021-12-02 22:30:43,166 - mmaction - INFO - Epoch [8][560/1345] lr: 7.450e-02, eta: 13:14:42, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.2641, top5_acc: 0.5266, loss_cls: 3.2248, loss: 3.2248, grad_norm: 2.2162 2021-12-02 22:30:55,270 - mmaction - INFO - Epoch [8][580/1345] lr: 7.463e-02, eta: 13:14:26, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.2602, top5_acc: 0.5500, loss_cls: 3.1520, loss: 3.1520, grad_norm: 2.2844 2021-12-02 22:31:07,347 - mmaction - INFO - Epoch [8][600/1345] lr: 7.476e-02, eta: 13:14:10, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.2758, top5_acc: 0.5555, loss_cls: 3.1186, loss: 3.1186, grad_norm: 2.2101 2021-12-02 22:31:19,434 - mmaction - INFO - Epoch [8][620/1345] lr: 7.489e-02, eta: 13:13:54, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.2336, top5_acc: 0.5344, loss_cls: 3.2306, loss: 3.2306, grad_norm: 2.3837 2021-12-02 22:31:31,496 - mmaction - INFO - Epoch [8][640/1345] lr: 7.502e-02, eta: 13:13:38, time: 0.603, data_time: 0.001, memory: 5354, top1_acc: 0.2445, top5_acc: 0.5211, loss_cls: 3.2564, loss: 3.2564, grad_norm: 2.3096 2021-12-02 22:31:43,579 - mmaction - INFO - Epoch [8][660/1345] lr: 7.515e-02, eta: 13:13:22, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.2586, top5_acc: 0.5320, loss_cls: 3.2097, loss: 3.2097, grad_norm: 2.3123 2021-12-02 22:31:55,660 - mmaction - INFO - Epoch [8][680/1345] lr: 7.528e-02, eta: 13:13:06, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.2617, top5_acc: 0.5320, loss_cls: 3.2338, loss: 3.2338, grad_norm: 2.2407 2021-12-02 22:32:07,753 - mmaction - INFO - Epoch [8][700/1345] lr: 7.541e-02, eta: 13:12:51, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.2562, top5_acc: 0.5445, loss_cls: 3.2119, loss: 3.2119, grad_norm: 2.2112 2021-12-02 22:32:19,822 - mmaction - INFO - Epoch [8][720/1345] lr: 7.554e-02, eta: 13:12:35, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.2766, top5_acc: 0.5312, loss_cls: 3.1864, loss: 3.1864, grad_norm: 2.2464 2021-12-02 22:32:31,934 - mmaction - INFO - Epoch [8][740/1345] lr: 7.567e-02, eta: 13:12:19, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.2555, top5_acc: 0.5211, loss_cls: 3.2491, loss: 3.2491, grad_norm: 2.2204 2021-12-02 22:32:44,020 - mmaction - INFO - Epoch [8][760/1345] lr: 7.580e-02, eta: 13:12:03, time: 0.604, data_time: 0.001, memory: 5354, top1_acc: 0.2461, top5_acc: 0.5141, loss_cls: 3.2690, loss: 3.2690, grad_norm: 2.1692 2021-12-02 22:32:56,098 - mmaction - INFO - Epoch [8][780/1345] lr: 7.593e-02, eta: 13:11:48, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.2680, top5_acc: 0.5508, loss_cls: 3.1878, loss: 3.1878, grad_norm: 2.4145 2021-12-02 22:33:08,209 - mmaction - INFO - Epoch [8][800/1345] lr: 7.606e-02, eta: 13:11:32, time: 0.605, data_time: 0.001, memory: 5354, top1_acc: 0.2734, top5_acc: 0.5125, loss_cls: 3.2271, loss: 3.2271, grad_norm: 2.2181 2021-12-02 22:33:20,314 - mmaction - INFO - Epoch [8][820/1345] lr: 7.619e-02, eta: 13:11:16, time: 0.606, data_time: 0.001, memory: 5354, top1_acc: 0.2633, top5_acc: 0.5453, loss_cls: 3.1411, loss: 3.1411, grad_norm: 2.3943 2021-12-02 22:33:32,428 - mmaction - INFO - Epoch [8][840/1345] lr: 7.632e-02, eta: 13:11:01, time: 0.606, data_time: 0.001, memory: 5354, top1_acc: 0.2523, top5_acc: 0.5320, loss_cls: 3.2398, loss: 3.2398, grad_norm: 2.2784 2021-12-02 22:33:44,530 - mmaction - INFO - Epoch [8][860/1345] lr: 7.645e-02, eta: 13:10:45, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.2391, top5_acc: 0.5312, loss_cls: 3.2690, loss: 3.2690, grad_norm: 2.2513 2021-12-02 22:33:56,637 - mmaction - INFO - Epoch [8][880/1345] lr: 7.658e-02, eta: 13:10:30, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.2719, top5_acc: 0.5383, loss_cls: 3.1610, loss: 3.1610, grad_norm: 2.2669 2021-12-02 22:34:08,754 - mmaction - INFO - Epoch [8][900/1345] lr: 7.671e-02, eta: 13:10:14, time: 0.606, data_time: 0.001, memory: 5354, top1_acc: 0.2656, top5_acc: 0.5320, loss_cls: 3.2263, loss: 3.2263, grad_norm: 2.2838 2021-12-02 22:34:20,853 - mmaction - INFO - Epoch [8][920/1345] lr: 7.684e-02, eta: 13:09:59, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.2641, top5_acc: 0.5297, loss_cls: 3.2009, loss: 3.2009, grad_norm: 2.2848 2021-12-02 22:34:32,964 - mmaction - INFO - Epoch [8][940/1345] lr: 7.697e-02, eta: 13:09:43, time: 0.605, data_time: 0.001, memory: 5354, top1_acc: 0.2766, top5_acc: 0.5391, loss_cls: 3.1867, loss: 3.1867, grad_norm: 2.2068 2021-12-02 22:34:45,051 - mmaction - INFO - Epoch [8][960/1345] lr: 7.710e-02, eta: 13:09:28, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.2672, top5_acc: 0.5328, loss_cls: 3.2481, loss: 3.2481, grad_norm: 2.2478 2021-12-02 22:34:57,168 - mmaction - INFO - Epoch [8][980/1345] lr: 7.723e-02, eta: 13:09:12, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.2586, top5_acc: 0.5391, loss_cls: 3.1932, loss: 3.1932, grad_norm: 2.2427 2021-12-02 22:35:09,276 - mmaction - INFO - Epoch [8][1000/1345] lr: 7.736e-02, eta: 13:08:57, time: 0.605, data_time: 0.001, memory: 5354, top1_acc: 0.2531, top5_acc: 0.5453, loss_cls: 3.1986, loss: 3.1986, grad_norm: 2.2562 2021-12-02 22:35:21,381 - mmaction - INFO - Epoch [8][1020/1345] lr: 7.749e-02, eta: 13:08:41, time: 0.605, data_time: 0.001, memory: 5354, top1_acc: 0.2516, top5_acc: 0.5156, loss_cls: 3.2580, loss: 3.2580, grad_norm: 2.2731 2021-12-02 22:35:33,461 - mmaction - INFO - Epoch [8][1040/1345] lr: 7.762e-02, eta: 13:08:26, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.2484, top5_acc: 0.5422, loss_cls: 3.2089, loss: 3.2089, grad_norm: 2.2016 2021-12-02 22:35:45,520 - mmaction - INFO - Epoch [8][1060/1345] lr: 7.775e-02, eta: 13:08:10, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.2672, top5_acc: 0.5469, loss_cls: 3.1426, loss: 3.1426, grad_norm: 2.2339 2021-12-02 22:35:57,590 - mmaction - INFO - Epoch [8][1080/1345] lr: 7.788e-02, eta: 13:07:54, time: 0.604, data_time: 0.001, memory: 5354, top1_acc: 0.2437, top5_acc: 0.5242, loss_cls: 3.2680, loss: 3.2680, grad_norm: 2.2858 2021-12-02 22:36:09,649 - mmaction - INFO - Epoch [8][1100/1345] lr: 7.801e-02, eta: 13:07:38, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.2812, top5_acc: 0.5453, loss_cls: 3.1462, loss: 3.1462, grad_norm: 2.2099 2021-12-02 22:36:21,729 - mmaction - INFO - Epoch [8][1120/1345] lr: 7.814e-02, eta: 13:07:23, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.2875, top5_acc: 0.5602, loss_cls: 3.1045, loss: 3.1045, grad_norm: 2.3088 2021-12-02 22:36:33,797 - mmaction - INFO - Epoch [8][1140/1345] lr: 7.827e-02, eta: 13:07:07, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.2648, top5_acc: 0.5094, loss_cls: 3.2862, loss: 3.2862, grad_norm: 2.2146 2021-12-02 22:36:45,866 - mmaction - INFO - Epoch [8][1160/1345] lr: 7.840e-02, eta: 13:06:52, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.2617, top5_acc: 0.5312, loss_cls: 3.2764, loss: 3.2764, grad_norm: 2.3049 2021-12-02 22:36:57,918 - mmaction - INFO - Epoch [8][1180/1345] lr: 7.852e-02, eta: 13:06:36, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.2680, top5_acc: 0.5383, loss_cls: 3.1833, loss: 3.1833, grad_norm: 2.2146 2021-12-02 22:37:10,000 - mmaction - INFO - Epoch [8][1200/1345] lr: 7.865e-02, eta: 13:06:20, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.2664, top5_acc: 0.5188, loss_cls: 3.2481, loss: 3.2481, grad_norm: 2.2345 2021-12-02 22:37:22,068 - mmaction - INFO - Epoch [8][1220/1345] lr: 7.878e-02, eta: 13:06:05, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.2617, top5_acc: 0.5180, loss_cls: 3.2572, loss: 3.2572, grad_norm: 2.1120 2021-12-02 22:37:34,122 - mmaction - INFO - Epoch [8][1240/1345] lr: 7.891e-02, eta: 13:05:49, time: 0.603, data_time: 0.001, memory: 5354, top1_acc: 0.2531, top5_acc: 0.5359, loss_cls: 3.1597, loss: 3.1597, grad_norm: 2.3155 2021-12-02 22:37:46,178 - mmaction - INFO - Epoch [8][1260/1345] lr: 7.904e-02, eta: 13:05:33, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.2375, top5_acc: 0.5172, loss_cls: 3.2799, loss: 3.2799, grad_norm: 2.1761 2021-12-02 22:37:58,249 - mmaction - INFO - Epoch [8][1280/1345] lr: 7.917e-02, eta: 13:05:18, time: 0.604, data_time: 0.001, memory: 5354, top1_acc: 0.2547, top5_acc: 0.5594, loss_cls: 3.1240, loss: 3.1240, grad_norm: 2.3012 2021-12-02 22:38:10,326 - mmaction - INFO - Epoch [8][1300/1345] lr: 7.930e-02, eta: 13:05:02, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.2516, top5_acc: 0.5141, loss_cls: 3.2306, loss: 3.2306, grad_norm: 2.2598 2021-12-02 22:38:22,399 - mmaction - INFO - Epoch [8][1320/1345] lr: 7.943e-02, eta: 13:04:47, time: 0.604, data_time: 0.001, memory: 5354, top1_acc: 0.2602, top5_acc: 0.5469, loss_cls: 3.1885, loss: 3.1885, grad_norm: 2.1864 2021-12-02 22:38:34,487 - mmaction - INFO - Epoch [8][1340/1345] lr: 7.956e-02, eta: 13:04:31, time: 0.604, data_time: 0.001, memory: 5354, top1_acc: 0.2750, top5_acc: 0.5398, loss_cls: 3.1809, loss: 3.1809, grad_norm: 2.2957 2021-12-02 22:39:33,300 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-12-02 22:39:33,453 - mmaction - INFO - top1_acc 0.2152 top5_acc 0.5081 2021-12-02 22:39:33,453 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-12-02 22:39:33,462 - mmaction - INFO - mean_acc 0.2012 2021-12-02 22:39:36,498 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_8.pth. 2021-12-02 22:39:36,498 - mmaction - INFO - Best top1_acc is 0.2152 at 8 epoch. 2021-12-02 22:39:36,503 - mmaction - INFO - Saving checkpoint at 8 epochs 2021-12-02 22:39:40,021 - mmaction - INFO - Epoch(val) [8][181] top1_acc: 0.2152, top5_acc: 0.5081, mean_class_accuracy: 0.2012 2021-12-02 22:40:17,777 - mmaction - INFO - Epoch [9][20/1345] lr: 7.900e-02, eta: 13:06:50, time: 1.888, data_time: 1.290, memory: 5354, top1_acc: 0.2711, top5_acc: 0.5633, loss_cls: 3.1005, loss: 3.1005, grad_norm: 2.1803 2021-12-02 22:40:29,770 - mmaction - INFO - Epoch [9][40/1345] lr: 7.913e-02, eta: 13:06:34, time: 0.600, data_time: 0.002, memory: 5354, top1_acc: 0.2656, top5_acc: 0.5609, loss_cls: 3.1350, loss: 3.1350, grad_norm: 2.2906 2021-12-02 22:40:41,776 - mmaction - INFO - Epoch [9][60/1345] lr: 7.926e-02, eta: 13:06:18, time: 0.600, data_time: 0.001, memory: 5354, top1_acc: 0.2805, top5_acc: 0.5758, loss_cls: 3.0310, loss: 3.0310, grad_norm: 2.2784 2021-12-02 22:40:53,788 - mmaction - INFO - Epoch [9][80/1345] lr: 7.939e-02, eta: 13:06:02, time: 0.601, data_time: 0.001, memory: 5354, top1_acc: 0.2703, top5_acc: 0.5531, loss_cls: 3.1587, loss: 3.1587, grad_norm: 2.2977 2021-12-02 22:41:05,805 - mmaction - INFO - Epoch [9][100/1345] lr: 7.952e-02, eta: 13:05:45, time: 0.601, data_time: 0.001, memory: 5354, top1_acc: 0.2758, top5_acc: 0.5430, loss_cls: 3.1732, loss: 3.1732, grad_norm: 2.2038 2021-12-02 22:41:17,838 - mmaction - INFO - Epoch [9][120/1345] lr: 7.965e-02, eta: 13:05:29, time: 0.602, data_time: 0.000, memory: 5354, top1_acc: 0.2516, top5_acc: 0.5437, loss_cls: 3.2156, loss: 3.2156, grad_norm: 2.2201 2021-12-02 22:41:29,870 - mmaction - INFO - Epoch [9][140/1345] lr: 7.977e-02, eta: 13:05:13, time: 0.602, data_time: 0.000, memory: 5354, top1_acc: 0.2805, top5_acc: 0.5703, loss_cls: 3.1107, loss: 3.1107, grad_norm: 2.2752 2021-12-02 22:41:41,919 - mmaction - INFO - Epoch [9][160/1345] lr: 7.990e-02, eta: 13:04:58, time: 0.602, data_time: 0.000, memory: 5354, top1_acc: 0.2734, top5_acc: 0.5563, loss_cls: 3.1378, loss: 3.1378, grad_norm: 2.2017 2021-12-02 22:41:53,971 - mmaction - INFO - Epoch [9][180/1345] lr: 8.003e-02, eta: 13:04:42, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.2695, top5_acc: 0.5578, loss_cls: 3.0970, loss: 3.0970, grad_norm: 2.1838 2021-12-02 22:42:06,020 - mmaction - INFO - Epoch [9][200/1345] lr: 8.016e-02, eta: 13:04:26, time: 0.602, data_time: 0.000, memory: 5354, top1_acc: 0.2648, top5_acc: 0.5234, loss_cls: 3.2126, loss: 3.2126, grad_norm: 2.2618 2021-12-02 22:42:18,092 - mmaction - INFO - Epoch [9][220/1345] lr: 8.029e-02, eta: 13:04:10, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.2703, top5_acc: 0.5258, loss_cls: 3.2490, loss: 3.2490, grad_norm: 2.1971 2021-12-02 22:42:30,144 - mmaction - INFO - Epoch [9][240/1345] lr: 8.042e-02, eta: 13:03:54, time: 0.603, data_time: 0.001, memory: 5354, top1_acc: 0.2516, top5_acc: 0.5484, loss_cls: 3.1487, loss: 3.1487, grad_norm: 2.2477 2021-12-02 22:42:42,214 - mmaction - INFO - Epoch [9][260/1345] lr: 8.055e-02, eta: 13:03:39, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.2672, top5_acc: 0.5406, loss_cls: 3.1617, loss: 3.1617, grad_norm: 2.1630 2021-12-02 22:42:54,270 - mmaction - INFO - Epoch [9][280/1345] lr: 8.067e-02, eta: 13:03:23, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.2906, top5_acc: 0.5539, loss_cls: 3.1381, loss: 3.1381, grad_norm: 2.2395 2021-12-02 22:43:06,323 - mmaction - INFO - Epoch [9][300/1345] lr: 8.080e-02, eta: 13:03:07, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.2812, top5_acc: 0.5516, loss_cls: 3.1157, loss: 3.1157, grad_norm: 2.2354 2021-12-02 22:43:18,380 - mmaction - INFO - Epoch [9][320/1345] lr: 8.093e-02, eta: 13:02:52, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.2820, top5_acc: 0.5453, loss_cls: 3.1395, loss: 3.1395, grad_norm: 2.1914 2021-12-02 22:43:30,436 - mmaction - INFO - Epoch [9][340/1345] lr: 8.106e-02, eta: 13:02:36, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.2844, top5_acc: 0.5594, loss_cls: 3.1309, loss: 3.1309, grad_norm: 2.3251 2021-12-02 22:43:42,511 - mmaction - INFO - Epoch [9][360/1345] lr: 8.119e-02, eta: 13:02:20, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.3047, top5_acc: 0.5414, loss_cls: 3.1040, loss: 3.1040, grad_norm: 2.1341 2021-12-02 22:43:54,567 - mmaction - INFO - Epoch [9][380/1345] lr: 8.132e-02, eta: 13:02:05, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.2586, top5_acc: 0.5703, loss_cls: 3.1294, loss: 3.1294, grad_norm: 2.2871 2021-12-02 22:44:06,634 - mmaction - INFO - Epoch [9][400/1345] lr: 8.145e-02, eta: 13:01:49, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.2523, top5_acc: 0.5320, loss_cls: 3.1990, loss: 3.1990, grad_norm: 2.2290 2021-12-02 22:44:18,700 - mmaction - INFO - Epoch [9][420/1345] lr: 8.158e-02, eta: 13:01:33, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.2625, top5_acc: 0.5352, loss_cls: 3.1338, loss: 3.1338, grad_norm: 2.2390 2021-12-02 22:44:30,770 - mmaction - INFO - Epoch [9][440/1345] lr: 8.170e-02, eta: 13:01:18, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.2727, top5_acc: 0.5516, loss_cls: 3.1337, loss: 3.1337, grad_norm: 2.1908 2021-12-02 22:44:42,830 - mmaction - INFO - Epoch [9][460/1345] lr: 8.183e-02, eta: 13:01:02, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.2805, top5_acc: 0.5492, loss_cls: 3.1532, loss: 3.1532, grad_norm: 2.1787 2021-12-02 22:44:54,882 - mmaction - INFO - Epoch [9][480/1345] lr: 8.196e-02, eta: 13:00:47, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.2734, top5_acc: 0.5523, loss_cls: 3.1255, loss: 3.1255, grad_norm: 2.2340 2021-12-02 22:45:06,945 - mmaction - INFO - Epoch [9][500/1345] lr: 8.209e-02, eta: 13:00:31, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.2828, top5_acc: 0.5633, loss_cls: 3.0480, loss: 3.0480, grad_norm: 2.1515 2021-12-02 22:45:19,010 - mmaction - INFO - Epoch [9][520/1345] lr: 8.222e-02, eta: 13:00:16, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.2695, top5_acc: 0.5281, loss_cls: 3.1957, loss: 3.1957, grad_norm: 2.2073 2021-12-02 22:45:31,080 - mmaction - INFO - Epoch [9][540/1345] lr: 8.235e-02, eta: 13:00:00, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.2594, top5_acc: 0.5336, loss_cls: 3.1557, loss: 3.1557, grad_norm: 2.1984 2021-12-02 22:45:43,135 - mmaction - INFO - Epoch [9][560/1345] lr: 8.248e-02, eta: 12:59:45, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.2602, top5_acc: 0.5172, loss_cls: 3.2307, loss: 3.2307, grad_norm: 2.1423 2021-12-02 22:45:55,184 - mmaction - INFO - Epoch [9][580/1345] lr: 8.261e-02, eta: 12:59:29, time: 0.602, data_time: 0.000, memory: 5354, top1_acc: 0.2656, top5_acc: 0.5391, loss_cls: 3.1753, loss: 3.1753, grad_norm: 2.2148 2021-12-02 22:46:07,239 - mmaction - INFO - Epoch [9][600/1345] lr: 8.273e-02, eta: 12:59:13, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.2836, top5_acc: 0.5352, loss_cls: 3.1801, loss: 3.1801, grad_norm: 2.1652 2021-12-02 22:46:19,301 - mmaction - INFO - Epoch [9][620/1345] lr: 8.286e-02, eta: 12:58:58, time: 0.603, data_time: 0.001, memory: 5354, top1_acc: 0.2883, top5_acc: 0.5563, loss_cls: 3.0833, loss: 3.0833, grad_norm: 2.1351 2021-12-02 22:46:31,349 - mmaction - INFO - Epoch [9][640/1345] lr: 8.299e-02, eta: 12:58:42, time: 0.602, data_time: 0.000, memory: 5354, top1_acc: 0.2711, top5_acc: 0.5609, loss_cls: 3.1452, loss: 3.1452, grad_norm: 2.1810 2021-12-02 22:46:43,399 - mmaction - INFO - Epoch [9][660/1345] lr: 8.312e-02, eta: 12:58:27, time: 0.603, data_time: 0.001, memory: 5354, top1_acc: 0.2547, top5_acc: 0.5430, loss_cls: 3.2233, loss: 3.2233, grad_norm: 2.1490 2021-12-02 22:46:55,454 - mmaction - INFO - Epoch [9][680/1345] lr: 8.325e-02, eta: 12:58:11, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.2773, top5_acc: 0.5570, loss_cls: 3.1397, loss: 3.1397, grad_norm: 2.1628 2021-12-02 22:47:07,520 - mmaction - INFO - Epoch [9][700/1345] lr: 8.338e-02, eta: 12:57:56, time: 0.603, data_time: 0.001, memory: 5354, top1_acc: 0.2555, top5_acc: 0.5188, loss_cls: 3.2790, loss: 3.2790, grad_norm: 2.1835 2021-12-02 22:47:19,580 - mmaction - INFO - Epoch [9][720/1345] lr: 8.351e-02, eta: 12:57:41, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.2656, top5_acc: 0.5234, loss_cls: 3.2238, loss: 3.2238, grad_norm: 2.1193 2021-12-02 22:47:31,625 - mmaction - INFO - Epoch [9][740/1345] lr: 8.364e-02, eta: 12:57:25, time: 0.602, data_time: 0.000, memory: 5354, top1_acc: 0.2734, top5_acc: 0.5445, loss_cls: 3.1892, loss: 3.1892, grad_norm: 2.1645 2021-12-02 22:47:43,688 - mmaction - INFO - Epoch [9][760/1345] lr: 8.376e-02, eta: 12:57:10, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.2828, top5_acc: 0.5531, loss_cls: 3.1231, loss: 3.1231, grad_norm: 2.1631 2021-12-02 22:47:55,742 - mmaction - INFO - Epoch [9][780/1345] lr: 8.389e-02, eta: 12:56:54, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.2891, top5_acc: 0.5625, loss_cls: 3.0943, loss: 3.0943, grad_norm: 2.1575 2021-12-02 22:48:07,797 - mmaction - INFO - Epoch [9][800/1345] lr: 8.402e-02, eta: 12:56:39, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.2922, top5_acc: 0.5547, loss_cls: 3.1488, loss: 3.1488, grad_norm: 2.2667 2021-12-02 22:48:19,853 - mmaction - INFO - Epoch [9][820/1345] lr: 8.415e-02, eta: 12:56:23, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.2687, top5_acc: 0.5414, loss_cls: 3.1320, loss: 3.1320, grad_norm: 2.1729 2021-12-02 22:48:31,925 - mmaction - INFO - Epoch [9][840/1345] lr: 8.428e-02, eta: 12:56:08, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.2508, top5_acc: 0.5227, loss_cls: 3.1993, loss: 3.1993, grad_norm: 2.1790 2021-12-02 22:48:43,981 - mmaction - INFO - Epoch [9][860/1345] lr: 8.441e-02, eta: 12:55:53, time: 0.603, data_time: 0.001, memory: 5354, top1_acc: 0.2859, top5_acc: 0.5656, loss_cls: 3.0883, loss: 3.0883, grad_norm: 2.1658 2021-12-02 22:48:56,039 - mmaction - INFO - Epoch [9][880/1345] lr: 8.454e-02, eta: 12:55:37, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.2695, top5_acc: 0.5359, loss_cls: 3.1877, loss: 3.1877, grad_norm: 2.1803 2021-12-02 22:49:08,096 - mmaction - INFO - Epoch [9][900/1345] lr: 8.467e-02, eta: 12:55:22, time: 0.603, data_time: 0.001, memory: 5354, top1_acc: 0.2687, top5_acc: 0.5531, loss_cls: 3.0796, loss: 3.0796, grad_norm: 2.2182 2021-12-02 22:49:20,170 - mmaction - INFO - Epoch [9][920/1345] lr: 8.479e-02, eta: 12:55:07, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.2938, top5_acc: 0.5695, loss_cls: 3.0249, loss: 3.0249, grad_norm: 2.2302 2021-12-02 22:49:32,240 - mmaction - INFO - Epoch [9][940/1345] lr: 8.492e-02, eta: 12:54:51, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.2867, top5_acc: 0.5414, loss_cls: 3.1155, loss: 3.1155, grad_norm: 2.1823 2021-12-02 22:49:44,293 - mmaction - INFO - Epoch [9][960/1345] lr: 8.505e-02, eta: 12:54:36, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.2719, top5_acc: 0.5437, loss_cls: 3.1545, loss: 3.1545, grad_norm: 2.2020 2021-12-02 22:49:56,348 - mmaction - INFO - Epoch [9][980/1345] lr: 8.518e-02, eta: 12:54:21, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.2672, top5_acc: 0.5430, loss_cls: 3.2006, loss: 3.2006, grad_norm: 2.1233 2021-12-02 22:50:08,401 - mmaction - INFO - Epoch [9][1000/1345] lr: 8.531e-02, eta: 12:54:05, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.2508, top5_acc: 0.5570, loss_cls: 3.1529, loss: 3.1529, grad_norm: 2.2028 2021-12-02 22:50:20,465 - mmaction - INFO - Epoch [9][1020/1345] lr: 8.544e-02, eta: 12:53:50, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.2656, top5_acc: 0.5398, loss_cls: 3.2170, loss: 3.2170, grad_norm: 2.1915 2021-12-02 22:50:32,518 - mmaction - INFO - Epoch [9][1040/1345] lr: 8.557e-02, eta: 12:53:35, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.2828, top5_acc: 0.5641, loss_cls: 3.0744, loss: 3.0744, grad_norm: 2.2039 2021-12-02 22:50:44,590 - mmaction - INFO - Epoch [9][1060/1345] lr: 8.570e-02, eta: 12:53:20, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.2602, top5_acc: 0.5336, loss_cls: 3.2052, loss: 3.2052, grad_norm: 2.1130 2021-12-02 22:50:56,681 - mmaction - INFO - Epoch [9][1080/1345] lr: 8.582e-02, eta: 12:53:05, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.2820, top5_acc: 0.5578, loss_cls: 3.1117, loss: 3.1117, grad_norm: 2.2090 2021-12-02 22:51:08,753 - mmaction - INFO - Epoch [9][1100/1345] lr: 8.595e-02, eta: 12:52:50, time: 0.604, data_time: 0.001, memory: 5354, top1_acc: 0.2953, top5_acc: 0.5656, loss_cls: 3.0351, loss: 3.0351, grad_norm: 2.1646 2021-12-02 22:51:20,840 - mmaction - INFO - Epoch [9][1120/1345] lr: 8.608e-02, eta: 12:52:34, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.2781, top5_acc: 0.5391, loss_cls: 3.1495, loss: 3.1495, grad_norm: 2.1438 2021-12-02 22:51:32,916 - mmaction - INFO - Epoch [9][1140/1345] lr: 8.621e-02, eta: 12:52:19, time: 0.604, data_time: 0.001, memory: 5354, top1_acc: 0.2625, top5_acc: 0.5406, loss_cls: 3.2586, loss: 3.2586, grad_norm: 2.0941 2021-12-02 22:51:45,022 - mmaction - INFO - Epoch [9][1160/1345] lr: 8.634e-02, eta: 12:52:04, time: 0.605, data_time: 0.001, memory: 5354, top1_acc: 0.2641, top5_acc: 0.5570, loss_cls: 3.1324, loss: 3.1324, grad_norm: 2.0918 2021-12-02 22:51:57,121 - mmaction - INFO - Epoch [9][1180/1345] lr: 8.647e-02, eta: 12:51:50, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.2758, top5_acc: 0.5312, loss_cls: 3.1687, loss: 3.1687, grad_norm: 2.1690 2021-12-02 22:52:09,223 - mmaction - INFO - Epoch [9][1200/1345] lr: 8.660e-02, eta: 12:51:35, time: 0.605, data_time: 0.001, memory: 5354, top1_acc: 0.2812, top5_acc: 0.5563, loss_cls: 3.1262, loss: 3.1262, grad_norm: 2.1484 2021-12-02 22:52:21,319 - mmaction - INFO - Epoch [9][1220/1345] lr: 8.673e-02, eta: 12:51:20, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.2687, top5_acc: 0.5398, loss_cls: 3.1580, loss: 3.1580, grad_norm: 2.1324 2021-12-02 22:52:33,467 - mmaction - INFO - Epoch [9][1240/1345] lr: 8.685e-02, eta: 12:51:05, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.2664, top5_acc: 0.5531, loss_cls: 3.1522, loss: 3.1522, grad_norm: 2.1122 2021-12-02 22:52:45,622 - mmaction - INFO - Epoch [9][1260/1345] lr: 8.698e-02, eta: 12:50:51, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.2922, top5_acc: 0.5719, loss_cls: 3.0978, loss: 3.0978, grad_norm: 2.1814 2021-12-02 22:52:57,771 - mmaction - INFO - Epoch [9][1280/1345] lr: 8.711e-02, eta: 12:50:36, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.2594, top5_acc: 0.5359, loss_cls: 3.2089, loss: 3.2089, grad_norm: 2.0735 2021-12-02 22:53:09,895 - mmaction - INFO - Epoch [9][1300/1345] lr: 8.724e-02, eta: 12:50:21, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.2891, top5_acc: 0.5437, loss_cls: 3.1293, loss: 3.1293, grad_norm: 2.1795 2021-12-02 22:53:22,063 - mmaction - INFO - Epoch [9][1320/1345] lr: 8.737e-02, eta: 12:50:07, time: 0.608, data_time: 0.001, memory: 5354, top1_acc: 0.2914, top5_acc: 0.5375, loss_cls: 3.1156, loss: 3.1156, grad_norm: 2.0990 2021-12-02 22:53:34,233 - mmaction - INFO - Epoch [9][1340/1345] lr: 8.750e-02, eta: 12:49:52, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.2758, top5_acc: 0.5602, loss_cls: 3.1058, loss: 3.1058, grad_norm: 2.1981 2021-12-02 22:54:31,126 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-12-02 22:54:31,278 - mmaction - INFO - top1_acc 0.2351 top5_acc 0.5340 2021-12-02 22:54:31,278 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-12-02 22:54:31,287 - mmaction - INFO - mean_acc 0.2161 2021-12-02 22:54:34,973 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_9.pth. 2021-12-02 22:54:34,973 - mmaction - INFO - Best top1_acc is 0.2351 at 9 epoch. 2021-12-02 22:54:34,977 - mmaction - INFO - Saving checkpoint at 9 epochs 2021-12-02 22:54:39,043 - mmaction - INFO - Epoch(val) [9][181] top1_acc: 0.2351, top5_acc: 0.5340, mean_class_accuracy: 0.2161 2021-12-02 22:55:17,060 - mmaction - INFO - Epoch [10][20/1345] lr: 8.675e-02, eta: 12:51:53, time: 1.901, data_time: 1.302, memory: 5354, top1_acc: 0.2797, top5_acc: 0.5617, loss_cls: 3.1120, loss: 3.1120, grad_norm: 2.0904 2021-12-02 22:55:29,071 - mmaction - INFO - Epoch [10][40/1345] lr: 8.688e-02, eta: 12:51:38, time: 0.601, data_time: 0.002, memory: 5354, top1_acc: 0.3016, top5_acc: 0.5633, loss_cls: 3.0778, loss: 3.0778, grad_norm: 2.2238 2021-12-02 22:55:41,106 - mmaction - INFO - Epoch [10][60/1345] lr: 8.701e-02, eta: 12:51:22, time: 0.602, data_time: 0.001, memory: 5354, top1_acc: 0.2664, top5_acc: 0.5437, loss_cls: 3.1326, loss: 3.1326, grad_norm: 2.0957 2021-12-02 22:55:53,158 - mmaction - INFO - Epoch [10][80/1345] lr: 8.713e-02, eta: 12:51:07, time: 0.603, data_time: 0.001, memory: 5354, top1_acc: 0.2969, top5_acc: 0.5711, loss_cls: 3.0570, loss: 3.0570, grad_norm: 2.1804 2021-12-02 22:56:05,208 - mmaction - INFO - Epoch [10][100/1345] lr: 8.726e-02, eta: 12:50:51, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.2703, top5_acc: 0.5664, loss_cls: 3.0854, loss: 3.0854, grad_norm: 2.1352 2021-12-02 22:56:17,274 - mmaction - INFO - Epoch [10][120/1345] lr: 8.739e-02, eta: 12:50:36, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.2977, top5_acc: 0.5641, loss_cls: 3.1003, loss: 3.1003, grad_norm: 2.2027 2021-12-02 22:56:29,361 - mmaction - INFO - Epoch [10][140/1345] lr: 8.752e-02, eta: 12:50:21, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.2883, top5_acc: 0.5477, loss_cls: 3.1092, loss: 3.1092, grad_norm: 2.1131 2021-12-02 22:56:41,470 - mmaction - INFO - Epoch [10][160/1345] lr: 8.764e-02, eta: 12:50:06, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.2797, top5_acc: 0.5508, loss_cls: 3.1541, loss: 3.1541, grad_norm: 2.2053 2021-12-02 22:56:53,589 - mmaction - INFO - Epoch [10][180/1345] lr: 8.777e-02, eta: 12:49:51, time: 0.606, data_time: 0.001, memory: 5354, top1_acc: 0.2906, top5_acc: 0.5547, loss_cls: 3.0996, loss: 3.0996, grad_norm: 2.1170 2021-12-02 22:57:05,711 - mmaction - INFO - Epoch [10][200/1345] lr: 8.790e-02, eta: 12:49:36, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.2742, top5_acc: 0.5570, loss_cls: 3.1307, loss: 3.1307, grad_norm: 2.1216 2021-12-02 22:57:17,873 - mmaction - INFO - Epoch [10][220/1345] lr: 8.803e-02, eta: 12:49:22, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.2875, top5_acc: 0.5648, loss_cls: 3.1181, loss: 3.1181, grad_norm: 2.0899 2021-12-02 22:57:30,024 - mmaction - INFO - Epoch [10][240/1345] lr: 8.815e-02, eta: 12:49:07, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.2977, top5_acc: 0.5797, loss_cls: 3.0777, loss: 3.0777, grad_norm: 2.2121 2021-12-02 22:57:42,234 - mmaction - INFO - Epoch [10][260/1345] lr: 8.828e-02, eta: 12:48:52, time: 0.611, data_time: 0.000, memory: 5354, top1_acc: 0.2734, top5_acc: 0.5516, loss_cls: 3.1239, loss: 3.1239, grad_norm: 2.1820 2021-12-02 22:57:54,369 - mmaction - INFO - Epoch [10][280/1345] lr: 8.841e-02, eta: 12:48:38, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.2617, top5_acc: 0.5531, loss_cls: 3.1746, loss: 3.1746, grad_norm: 2.1034 2021-12-02 22:58:06,617 - mmaction - INFO - Epoch [10][300/1345] lr: 8.854e-02, eta: 12:48:24, time: 0.612, data_time: 0.000, memory: 5354, top1_acc: 0.2930, top5_acc: 0.5945, loss_cls: 2.9926, loss: 2.9926, grad_norm: 2.1853 2021-12-02 22:58:18,761 - mmaction - INFO - Epoch [10][320/1345] lr: 8.866e-02, eta: 12:48:09, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.2625, top5_acc: 0.5305, loss_cls: 3.1767, loss: 3.1767, grad_norm: 2.1617 2021-12-02 22:58:30,969 - mmaction - INFO - Epoch [10][340/1345] lr: 8.879e-02, eta: 12:47:55, time: 0.610, data_time: 0.000, memory: 5354, top1_acc: 0.2828, top5_acc: 0.5539, loss_cls: 3.1233, loss: 3.1233, grad_norm: 2.1426 2021-12-02 22:58:43,123 - mmaction - INFO - Epoch [10][360/1345] lr: 8.892e-02, eta: 12:47:40, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.3023, top5_acc: 0.5547, loss_cls: 3.0653, loss: 3.0653, grad_norm: 2.2027 2021-12-02 22:58:55,315 - mmaction - INFO - Epoch [10][380/1345] lr: 8.905e-02, eta: 12:47:25, time: 0.610, data_time: 0.000, memory: 5354, top1_acc: 0.2805, top5_acc: 0.5641, loss_cls: 3.0840, loss: 3.0840, grad_norm: 2.1921 2021-12-02 22:59:07,482 - mmaction - INFO - Epoch [10][400/1345] lr: 8.917e-02, eta: 12:47:11, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.2805, top5_acc: 0.5484, loss_cls: 3.0873, loss: 3.0873, grad_norm: 2.0145 2021-12-02 22:59:19,676 - mmaction - INFO - Epoch [10][420/1345] lr: 8.930e-02, eta: 12:46:57, time: 0.610, data_time: 0.000, memory: 5354, top1_acc: 0.2648, top5_acc: 0.5391, loss_cls: 3.2235, loss: 3.2235, grad_norm: 2.1493 2021-12-02 22:59:31,842 - mmaction - INFO - Epoch [10][440/1345] lr: 8.943e-02, eta: 12:46:42, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.2773, top5_acc: 0.5328, loss_cls: 3.1570, loss: 3.1570, grad_norm: 2.1471 2021-12-02 22:59:44,050 - mmaction - INFO - Epoch [10][460/1345] lr: 8.956e-02, eta: 12:46:28, time: 0.610, data_time: 0.000, memory: 5354, top1_acc: 0.2812, top5_acc: 0.5547, loss_cls: 3.1099, loss: 3.1099, grad_norm: 2.2067 2021-12-02 22:59:56,212 - mmaction - INFO - Epoch [10][480/1345] lr: 8.968e-02, eta: 12:46:13, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.2969, top5_acc: 0.5781, loss_cls: 3.0094, loss: 3.0094, grad_norm: 2.1471 2021-12-02 23:00:08,355 - mmaction - INFO - Epoch [10][500/1345] lr: 8.981e-02, eta: 12:45:59, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.2758, top5_acc: 0.5594, loss_cls: 3.0988, loss: 3.0988, grad_norm: 2.1500 2021-12-02 23:00:20,562 - mmaction - INFO - Epoch [10][520/1345] lr: 8.994e-02, eta: 12:45:44, time: 0.610, data_time: 0.000, memory: 5354, top1_acc: 0.2711, top5_acc: 0.5469, loss_cls: 3.1513, loss: 3.1513, grad_norm: 2.1413 2021-12-02 23:00:32,691 - mmaction - INFO - Epoch [10][540/1345] lr: 9.007e-02, eta: 12:45:30, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.2812, top5_acc: 0.5523, loss_cls: 3.1493, loss: 3.1493, grad_norm: 2.0590 2021-12-02 23:00:44,810 - mmaction - INFO - Epoch [10][560/1345] lr: 9.019e-02, eta: 12:45:15, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.2906, top5_acc: 0.5672, loss_cls: 3.0534, loss: 3.0534, grad_norm: 2.1207 2021-12-02 23:00:56,933 - mmaction - INFO - Epoch [10][580/1345] lr: 9.032e-02, eta: 12:45:00, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.2852, top5_acc: 0.5453, loss_cls: 3.1388, loss: 3.1388, grad_norm: 2.0407 2021-12-02 23:01:09,020 - mmaction - INFO - Epoch [10][600/1345] lr: 9.045e-02, eta: 12:44:45, time: 0.604, data_time: 0.001, memory: 5354, top1_acc: 0.2570, top5_acc: 0.5484, loss_cls: 3.1786, loss: 3.1786, grad_norm: 2.0513 2021-12-02 23:01:21,139 - mmaction - INFO - Epoch [10][620/1345] lr: 9.057e-02, eta: 12:44:30, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.2617, top5_acc: 0.5563, loss_cls: 3.1459, loss: 3.1459, grad_norm: 2.1035 2021-12-02 23:01:33,215 - mmaction - INFO - Epoch [10][640/1345] lr: 9.070e-02, eta: 12:44:15, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.2969, top5_acc: 0.6008, loss_cls: 2.9541, loss: 2.9541, grad_norm: 2.1278 2021-12-02 23:01:45,299 - mmaction - INFO - Epoch [10][660/1345] lr: 9.083e-02, eta: 12:44:00, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.2648, top5_acc: 0.5555, loss_cls: 3.0947, loss: 3.0947, grad_norm: 2.1589 2021-12-02 23:01:57,370 - mmaction - INFO - Epoch [10][680/1345] lr: 9.096e-02, eta: 12:43:45, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.2758, top5_acc: 0.5586, loss_cls: 3.1108, loss: 3.1108, grad_norm: 2.0554 2021-12-02 23:02:09,461 - mmaction - INFO - Epoch [10][700/1345] lr: 9.108e-02, eta: 12:43:31, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.2672, top5_acc: 0.5383, loss_cls: 3.1682, loss: 3.1682, grad_norm: 2.0918 2021-12-02 23:02:21,537 - mmaction - INFO - Epoch [10][720/1345] lr: 9.121e-02, eta: 12:43:16, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.2781, top5_acc: 0.5609, loss_cls: 3.0873, loss: 3.0873, grad_norm: 2.0604 2021-12-02 23:02:33,604 - mmaction - INFO - Epoch [10][740/1345] lr: 9.134e-02, eta: 12:43:01, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.3016, top5_acc: 0.5766, loss_cls: 2.9928, loss: 2.9928, grad_norm: 2.0792 2021-12-02 23:02:45,658 - mmaction - INFO - Epoch [10][760/1345] lr: 9.147e-02, eta: 12:42:46, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.2766, top5_acc: 0.5758, loss_cls: 3.0709, loss: 3.0709, grad_norm: 2.1525 2021-12-02 23:02:57,744 - mmaction - INFO - Epoch [10][780/1345] lr: 9.159e-02, eta: 12:42:31, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.2766, top5_acc: 0.5672, loss_cls: 3.0980, loss: 3.0980, grad_norm: 2.1158 2021-12-02 23:03:09,806 - mmaction - INFO - Epoch [10][800/1345] lr: 9.172e-02, eta: 12:42:16, time: 0.603, data_time: 0.001, memory: 5354, top1_acc: 0.2805, top5_acc: 0.5687, loss_cls: 3.0574, loss: 3.0574, grad_norm: 2.1434 2021-12-02 23:03:21,864 - mmaction - INFO - Epoch [10][820/1345] lr: 9.185e-02, eta: 12:42:01, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.2539, top5_acc: 0.5703, loss_cls: 3.1125, loss: 3.1125, grad_norm: 2.1587 2021-12-02 23:03:33,924 - mmaction - INFO - Epoch [10][840/1345] lr: 9.198e-02, eta: 12:41:46, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.2789, top5_acc: 0.5648, loss_cls: 3.1136, loss: 3.1136, grad_norm: 2.0921 2021-12-02 23:03:45,982 - mmaction - INFO - Epoch [10][860/1345] lr: 9.210e-02, eta: 12:41:31, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.2703, top5_acc: 0.5297, loss_cls: 3.2016, loss: 3.2016, grad_norm: 2.0726 2021-12-02 23:03:58,071 - mmaction - INFO - Epoch [10][880/1345] lr: 9.223e-02, eta: 12:41:16, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.2719, top5_acc: 0.5820, loss_cls: 3.0572, loss: 3.0572, grad_norm: 2.1217 2021-12-02 23:04:10,155 - mmaction - INFO - Epoch [10][900/1345] lr: 9.236e-02, eta: 12:41:01, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.2883, top5_acc: 0.5625, loss_cls: 3.0385, loss: 3.0385, grad_norm: 2.0533 2021-12-02 23:04:22,241 - mmaction - INFO - Epoch [10][920/1345] lr: 9.249e-02, eta: 12:40:46, time: 0.604, data_time: 0.001, memory: 5354, top1_acc: 0.2828, top5_acc: 0.5602, loss_cls: 3.1170, loss: 3.1170, grad_norm: 2.1718 2021-12-02 23:04:34,311 - mmaction - INFO - Epoch [10][940/1345] lr: 9.261e-02, eta: 12:40:31, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.2617, top5_acc: 0.5563, loss_cls: 3.2001, loss: 3.2001, grad_norm: 2.1020 2021-12-02 23:04:46,395 - mmaction - INFO - Epoch [10][960/1345] lr: 9.274e-02, eta: 12:40:17, time: 0.604, data_time: 0.001, memory: 5354, top1_acc: 0.2484, top5_acc: 0.5531, loss_cls: 3.1607, loss: 3.1607, grad_norm: 2.0996 2021-12-02 23:04:58,473 - mmaction - INFO - Epoch [10][980/1345] lr: 9.287e-02, eta: 12:40:02, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.2805, top5_acc: 0.5414, loss_cls: 3.1308, loss: 3.1308, grad_norm: 2.0471 2021-12-02 23:05:10,541 - mmaction - INFO - Epoch [10][1000/1345] lr: 9.300e-02, eta: 12:39:47, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.2727, top5_acc: 0.5461, loss_cls: 3.1840, loss: 3.1840, grad_norm: 2.0580 2021-12-02 23:05:22,621 - mmaction - INFO - Epoch [10][1020/1345] lr: 9.312e-02, eta: 12:39:32, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.2859, top5_acc: 0.5734, loss_cls: 3.0135, loss: 3.0135, grad_norm: 2.0954 2021-12-02 23:05:34,716 - mmaction - INFO - Epoch [10][1040/1345] lr: 9.325e-02, eta: 12:39:17, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.3047, top5_acc: 0.5781, loss_cls: 3.0658, loss: 3.0658, grad_norm: 2.0910 2021-12-02 23:05:46,801 - mmaction - INFO - Epoch [10][1060/1345] lr: 9.338e-02, eta: 12:39:03, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.2687, top5_acc: 0.5547, loss_cls: 3.1475, loss: 3.1475, grad_norm: 2.1264 2021-12-02 23:05:58,906 - mmaction - INFO - Epoch [10][1080/1345] lr: 9.350e-02, eta: 12:38:48, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.2836, top5_acc: 0.5742, loss_cls: 3.0722, loss: 3.0722, grad_norm: 2.0635 2021-12-02 23:06:11,013 - mmaction - INFO - Epoch [10][1100/1345] lr: 9.363e-02, eta: 12:38:33, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.2609, top5_acc: 0.5547, loss_cls: 3.1356, loss: 3.1356, grad_norm: 2.0874 2021-12-02 23:06:23,144 - mmaction - INFO - Epoch [10][1120/1345] lr: 9.376e-02, eta: 12:38:19, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.2750, top5_acc: 0.5563, loss_cls: 3.1095, loss: 3.1095, grad_norm: 2.0605 2021-12-02 23:06:35,275 - mmaction - INFO - Epoch [10][1140/1345] lr: 9.389e-02, eta: 12:38:04, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.2648, top5_acc: 0.5477, loss_cls: 3.1092, loss: 3.1092, grad_norm: 2.1084 2021-12-02 23:06:47,432 - mmaction - INFO - Epoch [10][1160/1345] lr: 9.401e-02, eta: 12:37:50, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.2891, top5_acc: 0.5828, loss_cls: 3.0032, loss: 3.0032, grad_norm: 2.0144 2021-12-02 23:06:59,554 - mmaction - INFO - Epoch [10][1180/1345] lr: 9.414e-02, eta: 12:37:36, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.2883, top5_acc: 0.5766, loss_cls: 3.0570, loss: 3.0570, grad_norm: 2.1193 2021-12-02 23:07:11,720 - mmaction - INFO - Epoch [10][1200/1345] lr: 9.427e-02, eta: 12:37:21, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.2789, top5_acc: 0.5508, loss_cls: 3.1268, loss: 3.1268, grad_norm: 2.0830 2021-12-02 23:07:23,836 - mmaction - INFO - Epoch [10][1220/1345] lr: 9.440e-02, eta: 12:37:07, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.2906, top5_acc: 0.5687, loss_cls: 3.0736, loss: 3.0736, grad_norm: 2.1365 2021-12-02 23:07:35,990 - mmaction - INFO - Epoch [10][1240/1345] lr: 9.452e-02, eta: 12:36:53, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.2797, top5_acc: 0.5539, loss_cls: 3.1237, loss: 3.1237, grad_norm: 1.9979 2021-12-02 23:07:48,119 - mmaction - INFO - Epoch [10][1260/1345] lr: 9.465e-02, eta: 12:36:38, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.2656, top5_acc: 0.5289, loss_cls: 3.1839, loss: 3.1839, grad_norm: 2.1413 2021-12-02 23:08:00,257 - mmaction - INFO - Epoch [10][1280/1345] lr: 9.478e-02, eta: 12:36:24, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.2844, top5_acc: 0.5695, loss_cls: 3.1088, loss: 3.1088, grad_norm: 2.0848 2021-12-02 23:08:12,368 - mmaction - INFO - Epoch [10][1300/1345] lr: 9.491e-02, eta: 12:36:09, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.2805, top5_acc: 0.5578, loss_cls: 3.1020, loss: 3.1020, grad_norm: 2.0073 2021-12-02 23:08:24,474 - mmaction - INFO - Epoch [10][1320/1345] lr: 9.503e-02, eta: 12:35:55, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.2594, top5_acc: 0.5508, loss_cls: 3.1711, loss: 3.1711, grad_norm: 2.0683 2021-12-02 23:08:36,584 - mmaction - INFO - Epoch [10][1340/1345] lr: 9.516e-02, eta: 12:35:40, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.2687, top5_acc: 0.5586, loss_cls: 3.1300, loss: 3.1300, grad_norm: 2.1102 2021-12-02 23:09:33,328 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-12-02 23:09:33,479 - mmaction - INFO - top1_acc 0.2365 top5_acc 0.5191 2021-12-02 23:09:33,479 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-12-02 23:09:33,488 - mmaction - INFO - mean_acc 0.2175 2021-12-02 23:09:36,724 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_10.pth. 2021-12-02 23:09:36,724 - mmaction - INFO - Best top1_acc is 0.2365 at 10 epoch. 2021-12-02 23:09:36,741 - mmaction - INFO - Saving checkpoint at 10 epochs 2021-12-02 23:09:39,731 - mmaction - INFO - Epoch(val) [10][181] top1_acc: 0.2365, top5_acc: 0.5191, mean_class_accuracy: 0.2175 2021-12-02 23:10:17,825 - mmaction - INFO - Epoch [11][20/1345] lr: 9.410e-02, eta: 12:37:26, time: 1.904, data_time: 1.306, memory: 5354, top1_acc: 0.2891, top5_acc: 0.5836, loss_cls: 3.0114, loss: 3.0114, grad_norm: 2.1373 2021-12-02 23:10:29,805 - mmaction - INFO - Epoch [11][40/1345] lr: 9.410e-02, eta: 12:37:10, time: 0.599, data_time: 0.001, memory: 5354, top1_acc: 0.2977, top5_acc: 0.5648, loss_cls: 3.0500, loss: 3.0500, grad_norm: 2.1545 2021-12-02 23:10:41,817 - mmaction - INFO - Epoch [11][60/1345] lr: 9.410e-02, eta: 12:36:55, time: 0.601, data_time: 0.001, memory: 5354, top1_acc: 0.3016, top5_acc: 0.5742, loss_cls: 3.0350, loss: 3.0350, grad_norm: 2.0472 2021-12-02 23:10:53,840 - mmaction - INFO - Epoch [11][80/1345] lr: 9.410e-02, eta: 12:36:40, time: 0.601, data_time: 0.001, memory: 5354, top1_acc: 0.3117, top5_acc: 0.5844, loss_cls: 2.9828, loss: 2.9828, grad_norm: 2.0687 2021-12-02 23:11:05,854 - mmaction - INFO - Epoch [11][100/1345] lr: 9.410e-02, eta: 12:36:25, time: 0.601, data_time: 0.000, memory: 5354, top1_acc: 0.3078, top5_acc: 0.5687, loss_cls: 3.0191, loss: 3.0191, grad_norm: 2.1119 2021-12-02 23:11:17,886 - mmaction - INFO - Epoch [11][120/1345] lr: 9.410e-02, eta: 12:36:10, time: 0.601, data_time: 0.000, memory: 5354, top1_acc: 0.2828, top5_acc: 0.5805, loss_cls: 2.9876, loss: 2.9876, grad_norm: 2.0398 2021-12-02 23:11:29,919 - mmaction - INFO - Epoch [11][140/1345] lr: 9.410e-02, eta: 12:35:55, time: 0.602, data_time: 0.001, memory: 5354, top1_acc: 0.2867, top5_acc: 0.5734, loss_cls: 3.0632, loss: 3.0632, grad_norm: 2.0928 2021-12-02 23:11:41,964 - mmaction - INFO - Epoch [11][160/1345] lr: 9.410e-02, eta: 12:35:40, time: 0.602, data_time: 0.000, memory: 5354, top1_acc: 0.2977, top5_acc: 0.5508, loss_cls: 3.0763, loss: 3.0763, grad_norm: 2.0988 2021-12-02 23:11:54,016 - mmaction - INFO - Epoch [11][180/1345] lr: 9.410e-02, eta: 12:35:25, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.3031, top5_acc: 0.5687, loss_cls: 3.0934, loss: 3.0934, grad_norm: 2.0191 2021-12-02 23:12:06,069 - mmaction - INFO - Epoch [11][200/1345] lr: 9.410e-02, eta: 12:35:10, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.2680, top5_acc: 0.5750, loss_cls: 3.0812, loss: 3.0812, grad_norm: 2.1447 2021-12-02 23:12:18,124 - mmaction - INFO - Epoch [11][220/1345] lr: 9.410e-02, eta: 12:34:55, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.2703, top5_acc: 0.5625, loss_cls: 3.1129, loss: 3.1129, grad_norm: 2.0784 2021-12-02 23:12:30,201 - mmaction - INFO - Epoch [11][240/1345] lr: 9.410e-02, eta: 12:34:40, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.2898, top5_acc: 0.5695, loss_cls: 3.0759, loss: 3.0759, grad_norm: 2.1366 2021-12-02 23:12:42,278 - mmaction - INFO - Epoch [11][260/1345] lr: 9.410e-02, eta: 12:34:25, time: 0.604, data_time: 0.001, memory: 5354, top1_acc: 0.2891, top5_acc: 0.5586, loss_cls: 3.1234, loss: 3.1234, grad_norm: 1.9789 2021-12-02 23:12:54,378 - mmaction - INFO - Epoch [11][280/1345] lr: 9.410e-02, eta: 12:34:10, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.3008, top5_acc: 0.5609, loss_cls: 3.0471, loss: 3.0471, grad_norm: 2.0073 2021-12-02 23:13:06,470 - mmaction - INFO - Epoch [11][300/1345] lr: 9.410e-02, eta: 12:33:56, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.2906, top5_acc: 0.5648, loss_cls: 3.0804, loss: 3.0804, grad_norm: 1.9944 2021-12-02 23:13:18,589 - mmaction - INFO - Epoch [11][320/1345] lr: 9.410e-02, eta: 12:33:41, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.2781, top5_acc: 0.5422, loss_cls: 3.1686, loss: 3.1686, grad_norm: 2.0957 2021-12-02 23:13:30,693 - mmaction - INFO - Epoch [11][340/1345] lr: 9.410e-02, eta: 12:33:27, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.3133, top5_acc: 0.5883, loss_cls: 2.9302, loss: 2.9302, grad_norm: 2.0240 2021-12-02 23:13:42,805 - mmaction - INFO - Epoch [11][360/1345] lr: 9.410e-02, eta: 12:33:12, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.2633, top5_acc: 0.5539, loss_cls: 3.0940, loss: 3.0940, grad_norm: 2.0603 2021-12-02 23:13:54,905 - mmaction - INFO - Epoch [11][380/1345] lr: 9.410e-02, eta: 12:32:57, time: 0.605, data_time: 0.001, memory: 5354, top1_acc: 0.2922, top5_acc: 0.5320, loss_cls: 3.1219, loss: 3.1219, grad_norm: 1.9486 2021-12-02 23:14:07,006 - mmaction - INFO - Epoch [11][400/1345] lr: 9.410e-02, eta: 12:32:43, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.2984, top5_acc: 0.5609, loss_cls: 3.0425, loss: 3.0425, grad_norm: 2.1082 2021-12-02 23:14:19,139 - mmaction - INFO - Epoch [11][420/1345] lr: 9.410e-02, eta: 12:32:28, time: 0.607, data_time: 0.001, memory: 5354, top1_acc: 0.2938, top5_acc: 0.5695, loss_cls: 3.0308, loss: 3.0308, grad_norm: 2.0618 2021-12-02 23:14:31,252 - mmaction - INFO - Epoch [11][440/1345] lr: 9.410e-02, eta: 12:32:14, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.2969, top5_acc: 0.5578, loss_cls: 3.0716, loss: 3.0716, grad_norm: 2.1623 2021-12-02 23:14:43,388 - mmaction - INFO - Epoch [11][460/1345] lr: 9.410e-02, eta: 12:31:59, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.2922, top5_acc: 0.5719, loss_cls: 3.0611, loss: 3.0611, grad_norm: 2.1155 2021-12-02 23:14:55,541 - mmaction - INFO - Epoch [11][480/1345] lr: 9.410e-02, eta: 12:31:45, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.2953, top5_acc: 0.5773, loss_cls: 3.0676, loss: 3.0676, grad_norm: 2.0631 2021-12-02 23:15:07,657 - mmaction - INFO - Epoch [11][500/1345] lr: 9.410e-02, eta: 12:31:31, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.2781, top5_acc: 0.5672, loss_cls: 3.0915, loss: 3.0915, grad_norm: 2.1465 2021-12-02 23:15:19,784 - mmaction - INFO - Epoch [11][520/1345] lr: 9.410e-02, eta: 12:31:16, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.2867, top5_acc: 0.5633, loss_cls: 3.0698, loss: 3.0698, grad_norm: 2.0527 2021-12-02 23:15:31,900 - mmaction - INFO - Epoch [11][540/1345] lr: 9.410e-02, eta: 12:31:02, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.2875, top5_acc: 0.5570, loss_cls: 3.0463, loss: 3.0463, grad_norm: 2.0778 2021-12-02 23:15:43,996 - mmaction - INFO - Epoch [11][560/1345] lr: 9.410e-02, eta: 12:30:47, time: 0.605, data_time: 0.001, memory: 5354, top1_acc: 0.2953, top5_acc: 0.5625, loss_cls: 3.0843, loss: 3.0843, grad_norm: 2.1334 2021-12-02 23:15:56,078 - mmaction - INFO - Epoch [11][580/1345] lr: 9.410e-02, eta: 12:30:32, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.2820, top5_acc: 0.5859, loss_cls: 3.0537, loss: 3.0537, grad_norm: 2.0707 2021-12-02 23:16:08,185 - mmaction - INFO - Epoch [11][600/1345] lr: 9.410e-02, eta: 12:30:18, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.2734, top5_acc: 0.5547, loss_cls: 3.1512, loss: 3.1512, grad_norm: 2.0689 2021-12-02 23:16:20,304 - mmaction - INFO - Epoch [11][620/1345] lr: 9.410e-02, eta: 12:30:03, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.2680, top5_acc: 0.5570, loss_cls: 3.1171, loss: 3.1171, grad_norm: 2.0373 2021-12-02 23:16:32,403 - mmaction - INFO - Epoch [11][640/1345] lr: 9.410e-02, eta: 12:29:49, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.2898, top5_acc: 0.5648, loss_cls: 3.0502, loss: 3.0502, grad_norm: 2.0315 2021-12-02 23:16:44,502 - mmaction - INFO - Epoch [11][660/1345] lr: 9.410e-02, eta: 12:29:34, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.3031, top5_acc: 0.5820, loss_cls: 2.9833, loss: 2.9833, grad_norm: 2.1539 2021-12-02 23:16:56,587 - mmaction - INFO - Epoch [11][680/1345] lr: 9.410e-02, eta: 12:29:20, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.3000, top5_acc: 0.5766, loss_cls: 2.9947, loss: 2.9947, grad_norm: 2.0458 2021-12-02 23:17:08,656 - mmaction - INFO - Epoch [11][700/1345] lr: 9.410e-02, eta: 12:29:05, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.3156, top5_acc: 0.6078, loss_cls: 2.9356, loss: 2.9356, grad_norm: 2.0859 2021-12-02 23:17:20,743 - mmaction - INFO - Epoch [11][720/1345] lr: 9.410e-02, eta: 12:28:50, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.2781, top5_acc: 0.5539, loss_cls: 3.0613, loss: 3.0613, grad_norm: 2.1780 2021-12-02 23:17:32,827 - mmaction - INFO - Epoch [11][740/1345] lr: 9.410e-02, eta: 12:28:36, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.2945, top5_acc: 0.5656, loss_cls: 3.0468, loss: 3.0468, grad_norm: 1.9899 2021-12-02 23:17:44,932 - mmaction - INFO - Epoch [11][760/1345] lr: 9.410e-02, eta: 12:28:21, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.2945, top5_acc: 0.5672, loss_cls: 3.0622, loss: 3.0622, grad_norm: 2.1033 2021-12-02 23:17:57,012 - mmaction - INFO - Epoch [11][780/1345] lr: 9.410e-02, eta: 12:28:07, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.2789, top5_acc: 0.5672, loss_cls: 3.0668, loss: 3.0668, grad_norm: 2.0864 2021-12-02 23:18:09,110 - mmaction - INFO - Epoch [11][800/1345] lr: 9.410e-02, eta: 12:27:52, time: 0.605, data_time: 0.001, memory: 5354, top1_acc: 0.3063, top5_acc: 0.5633, loss_cls: 3.0372, loss: 3.0372, grad_norm: 2.1110 2021-12-02 23:18:21,213 - mmaction - INFO - Epoch [11][820/1345] lr: 9.410e-02, eta: 12:27:38, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.2664, top5_acc: 0.5469, loss_cls: 3.1326, loss: 3.1326, grad_norm: 2.0339 2021-12-02 23:18:33,288 - mmaction - INFO - Epoch [11][840/1345] lr: 9.410e-02, eta: 12:27:23, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.2898, top5_acc: 0.5687, loss_cls: 3.0927, loss: 3.0927, grad_norm: 2.0217 2021-12-02 23:18:45,404 - mmaction - INFO - Epoch [11][860/1345] lr: 9.410e-02, eta: 12:27:09, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.2641, top5_acc: 0.5586, loss_cls: 3.1363, loss: 3.1363, grad_norm: 2.1205 2021-12-02 23:18:57,481 - mmaction - INFO - Epoch [11][880/1345] lr: 9.410e-02, eta: 12:26:54, time: 0.604, data_time: 0.001, memory: 5354, top1_acc: 0.2852, top5_acc: 0.5453, loss_cls: 3.1100, loss: 3.1100, grad_norm: 1.9973 2021-12-02 23:19:09,573 - mmaction - INFO - Epoch [11][900/1345] lr: 9.410e-02, eta: 12:26:40, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.2938, top5_acc: 0.5680, loss_cls: 3.0402, loss: 3.0402, grad_norm: 2.0388 2021-12-02 23:19:21,659 - mmaction - INFO - Epoch [11][920/1345] lr: 9.410e-02, eta: 12:26:25, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.3016, top5_acc: 0.5883, loss_cls: 2.9825, loss: 2.9825, grad_norm: 2.1198 2021-12-02 23:19:33,774 - mmaction - INFO - Epoch [11][940/1345] lr: 9.410e-02, eta: 12:26:11, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.2828, top5_acc: 0.5617, loss_cls: 3.0433, loss: 3.0433, grad_norm: 2.1139 2021-12-02 23:19:45,883 - mmaction - INFO - Epoch [11][960/1345] lr: 9.410e-02, eta: 12:25:57, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.3039, top5_acc: 0.5914, loss_cls: 2.9938, loss: 2.9938, grad_norm: 2.0517 2021-12-02 23:19:58,008 - mmaction - INFO - Epoch [11][980/1345] lr: 9.410e-02, eta: 12:25:42, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.2875, top5_acc: 0.5609, loss_cls: 3.0972, loss: 3.0972, grad_norm: 2.0821 2021-12-02 23:20:10,099 - mmaction - INFO - Epoch [11][1000/1345] lr: 9.410e-02, eta: 12:25:28, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.2953, top5_acc: 0.5742, loss_cls: 2.9855, loss: 2.9855, grad_norm: 2.0840 2021-12-02 23:20:22,209 - mmaction - INFO - Epoch [11][1020/1345] lr: 9.410e-02, eta: 12:25:13, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.2898, top5_acc: 0.5836, loss_cls: 3.0594, loss: 3.0594, grad_norm: 2.1008 2021-12-02 23:20:34,354 - mmaction - INFO - Epoch [11][1040/1345] lr: 9.410e-02, eta: 12:24:59, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.2961, top5_acc: 0.5906, loss_cls: 2.9953, loss: 2.9953, grad_norm: 2.1050 2021-12-02 23:20:46,449 - mmaction - INFO - Epoch [11][1060/1345] lr: 9.410e-02, eta: 12:24:45, time: 0.605, data_time: 0.001, memory: 5354, top1_acc: 0.2969, top5_acc: 0.5758, loss_cls: 3.0474, loss: 3.0474, grad_norm: 2.1426 2021-12-02 23:20:58,561 - mmaction - INFO - Epoch [11][1080/1345] lr: 9.410e-02, eta: 12:24:30, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.3086, top5_acc: 0.5750, loss_cls: 3.0056, loss: 3.0056, grad_norm: 2.0285 2021-12-02 23:21:10,678 - mmaction - INFO - Epoch [11][1100/1345] lr: 9.410e-02, eta: 12:24:16, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.2992, top5_acc: 0.5891, loss_cls: 3.0142, loss: 3.0142, grad_norm: 2.1279 2021-12-02 23:21:22,771 - mmaction - INFO - Epoch [11][1120/1345] lr: 9.410e-02, eta: 12:24:02, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.2828, top5_acc: 0.5531, loss_cls: 3.1147, loss: 3.1147, grad_norm: 2.0439 2021-12-02 23:21:34,923 - mmaction - INFO - Epoch [11][1140/1345] lr: 9.410e-02, eta: 12:23:48, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.2953, top5_acc: 0.5672, loss_cls: 3.0766, loss: 3.0766, grad_norm: 2.0589 2021-12-02 23:21:47,008 - mmaction - INFO - Epoch [11][1160/1345] lr: 9.410e-02, eta: 12:23:33, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.2914, top5_acc: 0.5711, loss_cls: 3.0166, loss: 3.0166, grad_norm: 2.0528 2021-12-02 23:21:59,113 - mmaction - INFO - Epoch [11][1180/1345] lr: 9.410e-02, eta: 12:23:19, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.3000, top5_acc: 0.5844, loss_cls: 2.9938, loss: 2.9938, grad_norm: 2.1503 2021-12-02 23:22:11,224 - mmaction - INFO - Epoch [11][1200/1345] lr: 9.410e-02, eta: 12:23:04, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.3148, top5_acc: 0.5703, loss_cls: 2.9845, loss: 2.9845, grad_norm: 2.0389 2021-12-02 23:22:23,287 - mmaction - INFO - Epoch [11][1220/1345] lr: 9.410e-02, eta: 12:22:50, time: 0.603, data_time: 0.001, memory: 5354, top1_acc: 0.3070, top5_acc: 0.5781, loss_cls: 3.0020, loss: 3.0020, grad_norm: 2.0886 2021-12-02 23:22:35,375 - mmaction - INFO - Epoch [11][1240/1345] lr: 9.410e-02, eta: 12:22:36, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.2812, top5_acc: 0.5695, loss_cls: 3.0824, loss: 3.0824, grad_norm: 2.1362 2021-12-02 23:22:47,450 - mmaction - INFO - Epoch [11][1260/1345] lr: 9.410e-02, eta: 12:22:21, time: 0.604, data_time: 0.001, memory: 5354, top1_acc: 0.2992, top5_acc: 0.5766, loss_cls: 3.0692, loss: 3.0692, grad_norm: 2.0449 2021-12-02 23:22:59,520 - mmaction - INFO - Epoch [11][1280/1345] lr: 9.410e-02, eta: 12:22:07, time: 0.603, data_time: 0.001, memory: 5354, top1_acc: 0.3031, top5_acc: 0.5922, loss_cls: 3.0043, loss: 3.0043, grad_norm: 2.0855 2021-12-02 23:23:11,618 - mmaction - INFO - Epoch [11][1300/1345] lr: 9.410e-02, eta: 12:21:52, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.2727, top5_acc: 0.5555, loss_cls: 3.0975, loss: 3.0975, grad_norm: 2.0430 2021-12-02 23:23:23,708 - mmaction - INFO - Epoch [11][1320/1345] lr: 9.410e-02, eta: 12:21:38, time: 0.605, data_time: 0.001, memory: 5354, top1_acc: 0.2945, top5_acc: 0.5633, loss_cls: 3.0681, loss: 3.0681, grad_norm: 2.0745 2021-12-02 23:23:35,781 - mmaction - INFO - Epoch [11][1340/1345] lr: 9.410e-02, eta: 12:21:23, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.3102, top5_acc: 0.5938, loss_cls: 2.9741, loss: 2.9741, grad_norm: 2.0549 2021-12-02 23:24:33,212 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-12-02 23:24:33,366 - mmaction - INFO - top1_acc 0.2208 top5_acc 0.5155 2021-12-02 23:24:33,366 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-12-02 23:24:33,375 - mmaction - INFO - mean_acc 0.2063 2021-12-02 23:24:33,377 - mmaction - INFO - Saving checkpoint at 11 epochs 2021-12-02 23:24:36,345 - mmaction - INFO - Epoch(val) [11][181] top1_acc: 0.2208, top5_acc: 0.5155, mean_class_accuracy: 0.2063 2021-12-02 23:25:14,049 - mmaction - INFO - Epoch [12][20/1345] lr: 9.289e-02, eta: 12:22:54, time: 1.885, data_time: 1.282, memory: 5354, top1_acc: 0.2938, top5_acc: 0.5648, loss_cls: 3.0602, loss: 3.0602, grad_norm: 2.1336 2021-12-02 23:25:26,045 - mmaction - INFO - Epoch [12][40/1345] lr: 9.289e-02, eta: 12:22:39, time: 0.600, data_time: 0.002, memory: 5354, top1_acc: 0.3047, top5_acc: 0.6055, loss_cls: 2.9722, loss: 2.9722, grad_norm: 2.0813 2021-12-02 23:25:38,035 - mmaction - INFO - Epoch [12][60/1345] lr: 9.289e-02, eta: 12:22:24, time: 0.599, data_time: 0.001, memory: 5354, top1_acc: 0.3078, top5_acc: 0.5969, loss_cls: 2.9467, loss: 2.9467, grad_norm: 2.0046 2021-12-02 23:25:50,064 - mmaction - INFO - Epoch [12][80/1345] lr: 9.289e-02, eta: 12:22:09, time: 0.601, data_time: 0.000, memory: 5354, top1_acc: 0.3148, top5_acc: 0.5773, loss_cls: 2.9366, loss: 2.9366, grad_norm: 2.0513 2021-12-02 23:26:02,083 - mmaction - INFO - Epoch [12][100/1345] lr: 9.289e-02, eta: 12:21:55, time: 0.601, data_time: 0.000, memory: 5354, top1_acc: 0.3039, top5_acc: 0.5969, loss_cls: 2.9671, loss: 2.9671, grad_norm: 2.1092 2021-12-02 23:26:14,110 - mmaction - INFO - Epoch [12][120/1345] lr: 9.289e-02, eta: 12:21:40, time: 0.601, data_time: 0.000, memory: 5354, top1_acc: 0.3109, top5_acc: 0.5852, loss_cls: 2.9406, loss: 2.9406, grad_norm: 2.0333 2021-12-02 23:26:26,152 - mmaction - INFO - Epoch [12][140/1345] lr: 9.289e-02, eta: 12:21:25, time: 0.602, data_time: 0.000, memory: 5354, top1_acc: 0.2805, top5_acc: 0.5578, loss_cls: 3.0825, loss: 3.0825, grad_norm: 2.0956 2021-12-02 23:26:38,201 - mmaction - INFO - Epoch [12][160/1345] lr: 9.289e-02, eta: 12:21:10, time: 0.602, data_time: 0.000, memory: 5354, top1_acc: 0.2898, top5_acc: 0.5727, loss_cls: 3.0898, loss: 3.0898, grad_norm: 1.9885 2021-12-02 23:26:50,255 - mmaction - INFO - Epoch [12][180/1345] lr: 9.289e-02, eta: 12:20:56, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.3195, top5_acc: 0.6023, loss_cls: 2.8759, loss: 2.8759, grad_norm: 2.0233 2021-12-02 23:27:02,320 - mmaction - INFO - Epoch [12][200/1345] lr: 9.289e-02, eta: 12:20:41, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.3086, top5_acc: 0.5938, loss_cls: 2.8902, loss: 2.8902, grad_norm: 2.1210 2021-12-02 23:27:14,384 - mmaction - INFO - Epoch [12][220/1345] lr: 9.289e-02, eta: 12:20:27, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.2945, top5_acc: 0.5875, loss_cls: 3.0045, loss: 3.0045, grad_norm: 2.0690 2021-12-02 23:27:26,482 - mmaction - INFO - Epoch [12][240/1345] lr: 9.289e-02, eta: 12:20:12, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.3000, top5_acc: 0.5953, loss_cls: 2.9442, loss: 2.9442, grad_norm: 2.0607 2021-12-02 23:27:38,550 - mmaction - INFO - Epoch [12][260/1345] lr: 9.289e-02, eta: 12:19:58, time: 0.603, data_time: 0.001, memory: 5354, top1_acc: 0.2945, top5_acc: 0.5914, loss_cls: 2.9990, loss: 2.9990, grad_norm: 2.1213 2021-12-02 23:27:50,680 - mmaction - INFO - Epoch [12][280/1345] lr: 9.289e-02, eta: 12:19:43, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.2969, top5_acc: 0.5852, loss_cls: 3.0058, loss: 3.0058, grad_norm: 2.0334 2021-12-02 23:28:02,771 - mmaction - INFO - Epoch [12][300/1345] lr: 9.289e-02, eta: 12:19:29, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.2898, top5_acc: 0.5734, loss_cls: 3.0606, loss: 3.0606, grad_norm: 2.1394 2021-12-02 23:28:14,853 - mmaction - INFO - Epoch [12][320/1345] lr: 9.289e-02, eta: 12:19:14, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.2984, top5_acc: 0.5961, loss_cls: 2.9539, loss: 2.9539, grad_norm: 2.1034 2021-12-02 23:28:26,941 - mmaction - INFO - Epoch [12][340/1345] lr: 9.289e-02, eta: 12:19:00, time: 0.604, data_time: 0.001, memory: 5354, top1_acc: 0.3289, top5_acc: 0.5938, loss_cls: 2.9332, loss: 2.9332, grad_norm: 2.0849 2021-12-02 23:28:39,031 - mmaction - INFO - Epoch [12][360/1345] lr: 9.289e-02, eta: 12:18:46, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.2836, top5_acc: 0.5828, loss_cls: 2.9979, loss: 2.9979, grad_norm: 2.1193 2021-12-02 23:28:51,108 - mmaction - INFO - Epoch [12][380/1345] lr: 9.289e-02, eta: 12:18:31, time: 0.604, data_time: 0.001, memory: 5354, top1_acc: 0.2906, top5_acc: 0.5711, loss_cls: 3.0428, loss: 3.0428, grad_norm: 1.9278 2021-12-02 23:29:03,212 - mmaction - INFO - Epoch [12][400/1345] lr: 9.289e-02, eta: 12:18:17, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.3133, top5_acc: 0.5961, loss_cls: 2.8723, loss: 2.8723, grad_norm: 2.1185 2021-12-02 23:29:15,315 - mmaction - INFO - Epoch [12][420/1345] lr: 9.289e-02, eta: 12:18:02, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.3094, top5_acc: 0.6000, loss_cls: 2.9391, loss: 2.9391, grad_norm: 2.1060 2021-12-02 23:29:27,400 - mmaction - INFO - Epoch [12][440/1345] lr: 9.289e-02, eta: 12:17:48, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.3031, top5_acc: 0.5664, loss_cls: 2.9756, loss: 2.9756, grad_norm: 2.0899 2021-12-02 23:29:39,475 - mmaction - INFO - Epoch [12][460/1345] lr: 9.289e-02, eta: 12:17:34, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.2789, top5_acc: 0.5758, loss_cls: 3.0268, loss: 3.0268, grad_norm: 2.0183 2021-12-02 23:29:51,541 - mmaction - INFO - Epoch [12][480/1345] lr: 9.289e-02, eta: 12:17:19, time: 0.603, data_time: 0.001, memory: 5354, top1_acc: 0.3117, top5_acc: 0.5930, loss_cls: 2.9675, loss: 2.9675, grad_norm: 2.1163 2021-12-02 23:30:03,613 - mmaction - INFO - Epoch [12][500/1345] lr: 9.289e-02, eta: 12:17:05, time: 0.604, data_time: 0.001, memory: 5354, top1_acc: 0.2906, top5_acc: 0.5797, loss_cls: 3.0122, loss: 3.0122, grad_norm: 2.0572 2021-12-02 23:30:15,695 - mmaction - INFO - Epoch [12][520/1345] lr: 9.289e-02, eta: 12:16:50, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.3094, top5_acc: 0.5844, loss_cls: 2.9693, loss: 2.9693, grad_norm: 2.0729 2021-12-02 23:30:27,763 - mmaction - INFO - Epoch [12][540/1345] lr: 9.289e-02, eta: 12:16:36, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.3266, top5_acc: 0.6008, loss_cls: 2.9001, loss: 2.9001, grad_norm: 2.0896 2021-12-02 23:30:39,835 - mmaction - INFO - Epoch [12][560/1345] lr: 9.289e-02, eta: 12:16:21, time: 0.604, data_time: 0.001, memory: 5354, top1_acc: 0.2789, top5_acc: 0.5781, loss_cls: 3.0458, loss: 3.0458, grad_norm: 2.1236 2021-12-02 23:30:51,901 - mmaction - INFO - Epoch [12][580/1345] lr: 9.289e-02, eta: 12:16:07, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.3234, top5_acc: 0.5867, loss_cls: 2.9446, loss: 2.9446, grad_norm: 2.0632 2021-12-02 23:31:03,981 - mmaction - INFO - Epoch [12][600/1345] lr: 9.289e-02, eta: 12:15:52, time: 0.604, data_time: 0.001, memory: 5354, top1_acc: 0.3008, top5_acc: 0.5750, loss_cls: 2.9547, loss: 2.9547, grad_norm: 2.0195 2021-12-02 23:31:16,042 - mmaction - INFO - Epoch [12][620/1345] lr: 9.289e-02, eta: 12:15:38, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.2586, top5_acc: 0.5602, loss_cls: 3.1341, loss: 3.1341, grad_norm: 2.0708 2021-12-02 23:31:28,109 - mmaction - INFO - Epoch [12][640/1345] lr: 9.289e-02, eta: 12:15:24, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.3086, top5_acc: 0.5797, loss_cls: 2.9990, loss: 2.9990, grad_norm: 2.1037 2021-12-02 23:31:40,159 - mmaction - INFO - Epoch [12][660/1345] lr: 9.289e-02, eta: 12:15:09, time: 0.602, data_time: 0.000, memory: 5354, top1_acc: 0.2961, top5_acc: 0.5797, loss_cls: 2.9997, loss: 2.9997, grad_norm: 2.0726 2021-12-02 23:31:52,207 - mmaction - INFO - Epoch [12][680/1345] lr: 9.289e-02, eta: 12:14:54, time: 0.602, data_time: 0.001, memory: 5354, top1_acc: 0.2938, top5_acc: 0.5828, loss_cls: 2.9494, loss: 2.9494, grad_norm: 2.0754 2021-12-02 23:32:04,262 - mmaction - INFO - Epoch [12][700/1345] lr: 9.289e-02, eta: 12:14:40, time: 0.603, data_time: 0.001, memory: 5354, top1_acc: 0.3211, top5_acc: 0.5898, loss_cls: 2.9634, loss: 2.9634, grad_norm: 2.0159 2021-12-02 23:32:16,313 - mmaction - INFO - Epoch [12][720/1345] lr: 9.289e-02, eta: 12:14:26, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.2977, top5_acc: 0.5836, loss_cls: 2.9404, loss: 2.9404, grad_norm: 2.1617 2021-12-02 23:32:28,385 - mmaction - INFO - Epoch [12][740/1345] lr: 9.289e-02, eta: 12:14:11, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.3109, top5_acc: 0.5805, loss_cls: 3.0093, loss: 3.0093, grad_norm: 2.0834 2021-12-02 23:32:40,429 - mmaction - INFO - Epoch [12][760/1345] lr: 9.289e-02, eta: 12:13:57, time: 0.602, data_time: 0.001, memory: 5354, top1_acc: 0.2992, top5_acc: 0.5766, loss_cls: 3.0489, loss: 3.0489, grad_norm: 2.1286 2021-12-02 23:32:52,482 - mmaction - INFO - Epoch [12][780/1345] lr: 9.289e-02, eta: 12:13:42, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.2977, top5_acc: 0.5625, loss_cls: 3.0466, loss: 3.0466, grad_norm: 2.0825 2021-12-02 23:33:04,548 - mmaction - INFO - Epoch [12][800/1345] lr: 9.289e-02, eta: 12:13:28, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.3008, top5_acc: 0.5617, loss_cls: 3.0779, loss: 3.0779, grad_norm: 2.0343 2021-12-02 23:33:16,603 - mmaction - INFO - Epoch [12][820/1345] lr: 9.289e-02, eta: 12:13:13, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.2906, top5_acc: 0.5703, loss_cls: 3.0436, loss: 3.0436, grad_norm: 2.0480 2021-12-02 23:33:28,656 - mmaction - INFO - Epoch [12][840/1345] lr: 9.289e-02, eta: 12:12:59, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.2859, top5_acc: 0.5711, loss_cls: 3.0555, loss: 3.0555, grad_norm: 2.0255 2021-12-02 23:33:40,714 - mmaction - INFO - Epoch [12][860/1345] lr: 9.289e-02, eta: 12:12:44, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.3055, top5_acc: 0.5852, loss_cls: 2.9249, loss: 2.9249, grad_norm: 2.0269 2021-12-02 23:33:52,806 - mmaction - INFO - Epoch [12][880/1345] lr: 9.289e-02, eta: 12:12:30, time: 0.605, data_time: 0.001, memory: 5354, top1_acc: 0.3039, top5_acc: 0.5883, loss_cls: 2.9640, loss: 2.9640, grad_norm: 2.1215 2021-12-02 23:34:04,885 - mmaction - INFO - Epoch [12][900/1345] lr: 9.289e-02, eta: 12:12:16, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.3211, top5_acc: 0.5922, loss_cls: 2.9212, loss: 2.9212, grad_norm: 2.0048 2021-12-02 23:34:16,971 - mmaction - INFO - Epoch [12][920/1345] lr: 9.289e-02, eta: 12:12:02, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.3078, top5_acc: 0.5727, loss_cls: 2.9616, loss: 2.9616, grad_norm: 2.0384 2021-12-02 23:34:29,075 - mmaction - INFO - Epoch [12][940/1345] lr: 9.289e-02, eta: 12:11:47, time: 0.605, data_time: 0.001, memory: 5354, top1_acc: 0.3164, top5_acc: 0.5977, loss_cls: 2.9188, loss: 2.9188, grad_norm: 1.9738 2021-12-02 23:34:41,202 - mmaction - INFO - Epoch [12][960/1345] lr: 9.289e-02, eta: 12:11:33, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.2977, top5_acc: 0.5828, loss_cls: 2.9724, loss: 2.9724, grad_norm: 2.1207 2021-12-02 23:34:53,325 - mmaction - INFO - Epoch [12][980/1345] lr: 9.289e-02, eta: 12:11:19, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.2953, top5_acc: 0.5875, loss_cls: 3.0016, loss: 3.0016, grad_norm: 2.0698 2021-12-02 23:35:05,479 - mmaction - INFO - Epoch [12][1000/1345] lr: 9.289e-02, eta: 12:11:05, time: 0.608, data_time: 0.001, memory: 5354, top1_acc: 0.2820, top5_acc: 0.5781, loss_cls: 2.9958, loss: 2.9958, grad_norm: 2.1117 2021-12-02 23:35:17,587 - mmaction - INFO - Epoch [12][1020/1345] lr: 9.289e-02, eta: 12:10:51, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.2750, top5_acc: 0.5586, loss_cls: 3.0820, loss: 3.0820, grad_norm: 2.1255 2021-12-02 23:35:29,784 - mmaction - INFO - Epoch [12][1040/1345] lr: 9.289e-02, eta: 12:10:37, time: 0.610, data_time: 0.000, memory: 5354, top1_acc: 0.3133, top5_acc: 0.5922, loss_cls: 2.9916, loss: 2.9916, grad_norm: 2.0145 2021-12-02 23:35:41,914 - mmaction - INFO - Epoch [12][1060/1345] lr: 9.289e-02, eta: 12:10:23, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.2906, top5_acc: 0.5945, loss_cls: 2.9832, loss: 2.9832, grad_norm: 2.0178 2021-12-02 23:35:54,044 - mmaction - INFO - Epoch [12][1080/1345] lr: 9.289e-02, eta: 12:10:09, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.3016, top5_acc: 0.5805, loss_cls: 2.9955, loss: 2.9955, grad_norm: 2.1041 2021-12-02 23:36:06,167 - mmaction - INFO - Epoch [12][1100/1345] lr: 9.289e-02, eta: 12:09:55, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.2828, top5_acc: 0.5727, loss_cls: 3.0912, loss: 3.0912, grad_norm: 2.1112 2021-12-02 23:36:18,362 - mmaction - INFO - Epoch [12][1120/1345] lr: 9.289e-02, eta: 12:09:42, time: 0.610, data_time: 0.001, memory: 5354, top1_acc: 0.2797, top5_acc: 0.5742, loss_cls: 3.0459, loss: 3.0459, grad_norm: 2.0282 2021-12-02 23:36:30,521 - mmaction - INFO - Epoch [12][1140/1345] lr: 9.289e-02, eta: 12:09:28, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.2992, top5_acc: 0.5867, loss_cls: 2.9823, loss: 2.9823, grad_norm: 2.0807 2021-12-02 23:36:42,727 - mmaction - INFO - Epoch [12][1160/1345] lr: 9.289e-02, eta: 12:09:14, time: 0.610, data_time: 0.001, memory: 5354, top1_acc: 0.2945, top5_acc: 0.5719, loss_cls: 3.0438, loss: 3.0438, grad_norm: 2.0583 2021-12-02 23:36:54,867 - mmaction - INFO - Epoch [12][1180/1345] lr: 9.289e-02, eta: 12:09:00, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.3039, top5_acc: 0.5781, loss_cls: 2.9970, loss: 2.9970, grad_norm: 2.0375 2021-12-02 23:37:07,076 - mmaction - INFO - Epoch [12][1200/1345] lr: 9.289e-02, eta: 12:08:46, time: 0.610, data_time: 0.000, memory: 5354, top1_acc: 0.3008, top5_acc: 0.6000, loss_cls: 2.9453, loss: 2.9453, grad_norm: 2.0210 2021-12-02 23:37:19,241 - mmaction - INFO - Epoch [12][1220/1345] lr: 9.289e-02, eta: 12:08:33, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.3039, top5_acc: 0.5820, loss_cls: 2.9414, loss: 2.9414, grad_norm: 2.0282 2021-12-02 23:37:31,411 - mmaction - INFO - Epoch [12][1240/1345] lr: 9.289e-02, eta: 12:08:19, time: 0.609, data_time: 0.000, memory: 5354, top1_acc: 0.3164, top5_acc: 0.6109, loss_cls: 2.8701, loss: 2.8701, grad_norm: 2.0516 2021-12-02 23:37:43,617 - mmaction - INFO - Epoch [12][1260/1345] lr: 9.289e-02, eta: 12:08:05, time: 0.610, data_time: 0.000, memory: 5354, top1_acc: 0.3000, top5_acc: 0.5789, loss_cls: 2.9776, loss: 2.9776, grad_norm: 2.0670 2021-12-02 23:37:55,769 - mmaction - INFO - Epoch [12][1280/1345] lr: 9.289e-02, eta: 12:07:51, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.3000, top5_acc: 0.5867, loss_cls: 2.9284, loss: 2.9284, grad_norm: 2.1617 2021-12-02 23:38:07,931 - mmaction - INFO - Epoch [12][1300/1345] lr: 9.289e-02, eta: 12:07:37, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.2938, top5_acc: 0.5836, loss_cls: 2.9981, loss: 2.9981, grad_norm: 2.0805 2021-12-02 23:38:20,051 - mmaction - INFO - Epoch [12][1320/1345] lr: 9.289e-02, eta: 12:07:23, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.3070, top5_acc: 0.5977, loss_cls: 2.9719, loss: 2.9719, grad_norm: 2.0120 2021-12-02 23:38:32,235 - mmaction - INFO - Epoch [12][1340/1345] lr: 9.289e-02, eta: 12:07:10, time: 0.609, data_time: 0.001, memory: 5354, top1_acc: 0.2953, top5_acc: 0.5883, loss_cls: 2.9547, loss: 2.9547, grad_norm: 2.0204 2021-12-02 23:39:29,013 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-12-02 23:39:29,166 - mmaction - INFO - top1_acc 0.2684 top5_acc 0.5761 2021-12-02 23:39:29,167 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-12-02 23:39:29,176 - mmaction - INFO - mean_acc 0.2398 2021-12-02 23:39:32,314 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_12.pth. 2021-12-02 23:39:32,314 - mmaction - INFO - Best top1_acc is 0.2684 at 12 epoch. 2021-12-02 23:39:32,320 - mmaction - INFO - Saving checkpoint at 12 epochs 2021-12-02 23:39:35,166 - mmaction - INFO - Epoch(val) [12][181] top1_acc: 0.2684, top5_acc: 0.5761, mean_class_accuracy: 0.2398 2021-12-02 23:40:12,889 - mmaction - INFO - Epoch [13][20/1345] lr: 9.157e-02, eta: 12:08:30, time: 1.886, data_time: 1.287, memory: 5354, top1_acc: 0.3133, top5_acc: 0.5859, loss_cls: 2.9157, loss: 2.9157, grad_norm: 1.9539 2021-12-02 23:40:24,897 - mmaction - INFO - Epoch [13][40/1345] lr: 9.157e-02, eta: 12:08:15, time: 0.601, data_time: 0.002, memory: 5354, top1_acc: 0.3227, top5_acc: 0.6148, loss_cls: 2.8270, loss: 2.8270, grad_norm: 2.0921 2021-12-02 23:40:36,923 - mmaction - INFO - Epoch [13][60/1345] lr: 9.157e-02, eta: 12:08:00, time: 0.601, data_time: 0.001, memory: 5354, top1_acc: 0.3258, top5_acc: 0.6109, loss_cls: 2.8155, loss: 2.8155, grad_norm: 2.0390 2021-12-02 23:40:48,973 - mmaction - INFO - Epoch [13][80/1345] lr: 9.157e-02, eta: 12:07:46, time: 0.602, data_time: 0.001, memory: 5354, top1_acc: 0.3063, top5_acc: 0.6008, loss_cls: 2.8932, loss: 2.8932, grad_norm: 2.1395 2021-12-02 23:41:01,028 - mmaction - INFO - Epoch [13][100/1345] lr: 9.157e-02, eta: 12:07:32, time: 0.603, data_time: 0.001, memory: 5354, top1_acc: 0.2914, top5_acc: 0.5617, loss_cls: 2.9975, loss: 2.9975, grad_norm: 2.1264 2021-12-02 23:41:13,087 - mmaction - INFO - Epoch [13][120/1345] lr: 9.157e-02, eta: 12:07:17, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.3063, top5_acc: 0.6117, loss_cls: 2.8693, loss: 2.8693, grad_norm: 2.0348 2021-12-02 23:41:25,158 - mmaction - INFO - Epoch [13][140/1345] lr: 9.157e-02, eta: 12:07:03, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.3180, top5_acc: 0.5953, loss_cls: 2.8902, loss: 2.8902, grad_norm: 2.0492 2021-12-02 23:41:37,258 - mmaction - INFO - Epoch [13][160/1345] lr: 9.157e-02, eta: 12:06:49, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.3063, top5_acc: 0.5969, loss_cls: 2.9352, loss: 2.9352, grad_norm: 2.1785 2021-12-02 23:41:49,371 - mmaction - INFO - Epoch [13][180/1345] lr: 9.157e-02, eta: 12:06:35, time: 0.606, data_time: 0.001, memory: 5354, top1_acc: 0.2961, top5_acc: 0.5781, loss_cls: 2.9724, loss: 2.9724, grad_norm: 2.0652 2021-12-02 23:42:01,510 - mmaction - INFO - Epoch [13][200/1345] lr: 9.157e-02, eta: 12:06:20, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.3203, top5_acc: 0.6039, loss_cls: 2.8895, loss: 2.8895, grad_norm: 2.1142 2021-12-02 23:42:13,671 - mmaction - INFO - Epoch [13][220/1345] lr: 9.157e-02, eta: 12:06:07, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.2977, top5_acc: 0.5742, loss_cls: 3.0255, loss: 3.0255, grad_norm: 1.9839 2021-12-02 23:42:25,838 - mmaction - INFO - Epoch [13][240/1345] lr: 9.157e-02, eta: 12:05:53, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.3039, top5_acc: 0.5750, loss_cls: 3.0122, loss: 3.0122, grad_norm: 2.1020 2021-12-02 23:42:38,000 - mmaction - INFO - Epoch [13][260/1345] lr: 9.157e-02, eta: 12:05:39, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.2953, top5_acc: 0.5797, loss_cls: 3.0102, loss: 3.0102, grad_norm: 2.0962 2021-12-02 23:42:50,159 - mmaction - INFO - Epoch [13][280/1345] lr: 9.157e-02, eta: 12:05:25, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.3078, top5_acc: 0.5977, loss_cls: 2.9431, loss: 2.9431, grad_norm: 2.0199 2021-12-02 23:43:02,283 - mmaction - INFO - Epoch [13][300/1345] lr: 9.157e-02, eta: 12:05:11, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.3094, top5_acc: 0.5961, loss_cls: 2.9199, loss: 2.9199, grad_norm: 2.1238 2021-12-02 23:43:14,411 - mmaction - INFO - Epoch [13][320/1345] lr: 9.157e-02, eta: 12:04:57, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.3039, top5_acc: 0.5992, loss_cls: 2.9144, loss: 2.9144, grad_norm: 2.1933 2021-12-02 23:43:26,567 - mmaction - INFO - Epoch [13][340/1345] lr: 9.157e-02, eta: 12:04:43, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.3055, top5_acc: 0.5828, loss_cls: 2.9458, loss: 2.9458, grad_norm: 2.0908 2021-12-02 23:43:38,683 - mmaction - INFO - Epoch [13][360/1345] lr: 9.157e-02, eta: 12:04:29, time: 0.606, data_time: 0.001, memory: 5354, top1_acc: 0.3094, top5_acc: 0.6094, loss_cls: 2.9523, loss: 2.9523, grad_norm: 2.0717 2021-12-02 23:43:50,837 - mmaction - INFO - Epoch [13][380/1345] lr: 9.157e-02, eta: 12:04:15, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.3312, top5_acc: 0.6008, loss_cls: 2.8616, loss: 2.8616, grad_norm: 2.1774 2021-12-02 23:44:02,944 - mmaction - INFO - Epoch [13][400/1345] lr: 9.157e-02, eta: 12:04:01, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.3086, top5_acc: 0.5844, loss_cls: 2.9168, loss: 2.9168, grad_norm: 2.0706 2021-12-02 23:44:15,050 - mmaction - INFO - Epoch [13][420/1345] lr: 9.157e-02, eta: 12:03:46, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.3250, top5_acc: 0.6078, loss_cls: 2.8944, loss: 2.8944, grad_norm: 2.0390 2021-12-02 23:44:27,158 - mmaction - INFO - Epoch [13][440/1345] lr: 9.157e-02, eta: 12:03:32, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.3086, top5_acc: 0.5820, loss_cls: 2.9122, loss: 2.9122, grad_norm: 2.1002 2021-12-02 23:44:39,301 - mmaction - INFO - Epoch [13][460/1345] lr: 9.157e-02, eta: 12:03:18, time: 0.607, data_time: 0.001, memory: 5354, top1_acc: 0.2758, top5_acc: 0.5727, loss_cls: 3.0361, loss: 3.0361, grad_norm: 2.1510 2021-12-02 23:44:51,417 - mmaction - INFO - Epoch [13][480/1345] lr: 9.157e-02, eta: 12:03:04, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.2992, top5_acc: 0.5648, loss_cls: 3.0019, loss: 3.0019, grad_norm: 2.0717 2021-12-02 23:45:03,502 - mmaction - INFO - Epoch [13][500/1345] lr: 9.157e-02, eta: 12:02:50, time: 0.604, data_time: 0.001, memory: 5354, top1_acc: 0.2875, top5_acc: 0.5859, loss_cls: 2.9866, loss: 2.9866, grad_norm: 2.0268 2021-12-02 23:45:15,577 - mmaction - INFO - Epoch [13][520/1345] lr: 9.157e-02, eta: 12:02:36, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.3258, top5_acc: 0.6070, loss_cls: 2.8833, loss: 2.8833, grad_norm: 2.0277 2021-12-02 23:45:27,672 - mmaction - INFO - Epoch [13][540/1345] lr: 9.157e-02, eta: 12:02:22, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.3109, top5_acc: 0.5844, loss_cls: 2.9430, loss: 2.9430, grad_norm: 2.1460 2021-12-02 23:45:39,750 - mmaction - INFO - Epoch [13][560/1345] lr: 9.157e-02, eta: 12:02:08, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.2867, top5_acc: 0.5727, loss_cls: 3.0402, loss: 3.0402, grad_norm: 2.0394 2021-12-02 23:45:51,820 - mmaction - INFO - Epoch [13][580/1345] lr: 9.157e-02, eta: 12:01:53, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.3039, top5_acc: 0.5781, loss_cls: 2.9877, loss: 2.9877, grad_norm: 2.0493 2021-12-02 23:46:03,896 - mmaction - INFO - Epoch [13][600/1345] lr: 9.157e-02, eta: 12:01:39, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.2922, top5_acc: 0.5898, loss_cls: 2.9842, loss: 2.9842, grad_norm: 2.0776 2021-12-02 23:46:15,990 - mmaction - INFO - Epoch [13][620/1345] lr: 9.157e-02, eta: 12:01:25, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.3203, top5_acc: 0.6078, loss_cls: 2.8683, loss: 2.8683, grad_norm: 2.0852 2021-12-02 23:46:28,074 - mmaction - INFO - Epoch [13][640/1345] lr: 9.157e-02, eta: 12:01:11, time: 0.604, data_time: 0.001, memory: 5354, top1_acc: 0.3180, top5_acc: 0.5836, loss_cls: 2.9565, loss: 2.9565, grad_norm: 2.0834 2021-12-02 23:46:40,162 - mmaction - INFO - Epoch [13][660/1345] lr: 9.157e-02, eta: 12:00:57, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.3023, top5_acc: 0.5797, loss_cls: 2.9460, loss: 2.9460, grad_norm: 2.0776 2021-12-02 23:46:52,227 - mmaction - INFO - Epoch [13][680/1345] lr: 9.157e-02, eta: 12:00:42, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.3039, top5_acc: 0.5906, loss_cls: 2.9465, loss: 2.9465, grad_norm: 2.0692 2021-12-02 23:47:04,317 - mmaction - INFO - Epoch [13][700/1345] lr: 9.157e-02, eta: 12:00:28, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.3070, top5_acc: 0.6039, loss_cls: 2.9092, loss: 2.9092, grad_norm: 2.0660 2021-12-02 23:47:16,438 - mmaction - INFO - Epoch [13][720/1345] lr: 9.157e-02, eta: 12:00:14, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.2977, top5_acc: 0.5867, loss_cls: 2.9719, loss: 2.9719, grad_norm: 2.0471 2021-12-02 23:47:28,539 - mmaction - INFO - Epoch [13][740/1345] lr: 9.157e-02, eta: 12:00:00, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.3297, top5_acc: 0.6188, loss_cls: 2.8025, loss: 2.8025, grad_norm: 2.0472 2021-12-02 23:47:40,625 - mmaction - INFO - Epoch [13][760/1345] lr: 9.157e-02, eta: 11:59:46, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.3148, top5_acc: 0.5883, loss_cls: 2.9613, loss: 2.9613, grad_norm: 2.1522 2021-12-02 23:47:52,730 - mmaction - INFO - Epoch [13][780/1345] lr: 9.157e-02, eta: 11:59:32, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.3148, top5_acc: 0.5969, loss_cls: 2.8943, loss: 2.8943, grad_norm: 2.0471 2021-12-02 23:48:04,824 - mmaction - INFO - Epoch [13][800/1345] lr: 9.157e-02, eta: 11:59:18, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.3352, top5_acc: 0.6016, loss_cls: 2.8760, loss: 2.8760, grad_norm: 2.1357 2021-12-02 23:48:16,922 - mmaction - INFO - Epoch [13][820/1345] lr: 9.157e-02, eta: 11:59:04, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.2969, top5_acc: 0.5969, loss_cls: 2.9366, loss: 2.9366, grad_norm: 2.0925 2021-12-02 23:48:29,002 - mmaction - INFO - Epoch [13][840/1345] lr: 9.157e-02, eta: 11:58:50, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.3078, top5_acc: 0.6039, loss_cls: 2.9394, loss: 2.9394, grad_norm: 2.1580 2021-12-02 23:48:41,100 - mmaction - INFO - Epoch [13][860/1345] lr: 9.157e-02, eta: 11:58:36, time: 0.605, data_time: 0.001, memory: 5354, top1_acc: 0.3102, top5_acc: 0.6000, loss_cls: 2.9101, loss: 2.9101, grad_norm: 2.0376 2021-12-02 23:48:53,191 - mmaction - INFO - Epoch [13][880/1345] lr: 9.157e-02, eta: 11:58:22, time: 0.605, data_time: 0.001, memory: 5354, top1_acc: 0.3227, top5_acc: 0.6023, loss_cls: 2.8814, loss: 2.8814, grad_norm: 2.1377 2021-12-02 23:49:05,299 - mmaction - INFO - Epoch [13][900/1345] lr: 9.157e-02, eta: 11:58:08, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.2797, top5_acc: 0.5680, loss_cls: 3.0177, loss: 3.0177, grad_norm: 2.0431 2021-12-02 23:49:17,393 - mmaction - INFO - Epoch [13][920/1345] lr: 9.157e-02, eta: 11:57:54, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.3164, top5_acc: 0.6031, loss_cls: 2.9039, loss: 2.9039, grad_norm: 2.0744 2021-12-02 23:49:29,494 - mmaction - INFO - Epoch [13][940/1345] lr: 9.157e-02, eta: 11:57:40, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.3094, top5_acc: 0.5977, loss_cls: 2.9027, loss: 2.9027, grad_norm: 2.0687 2021-12-02 23:49:41,582 - mmaction - INFO - Epoch [13][960/1345] lr: 9.157e-02, eta: 11:57:26, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.2875, top5_acc: 0.5633, loss_cls: 3.0456, loss: 3.0456, grad_norm: 2.1566 2021-12-02 23:49:53,644 - mmaction - INFO - Epoch [13][980/1345] lr: 9.157e-02, eta: 11:57:11, time: 0.603, data_time: 0.001, memory: 5354, top1_acc: 0.3070, top5_acc: 0.5883, loss_cls: 2.9318, loss: 2.9318, grad_norm: 2.0376 2021-12-02 23:50:05,729 - mmaction - INFO - Epoch [13][1000/1345] lr: 9.157e-02, eta: 11:56:57, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.3125, top5_acc: 0.5758, loss_cls: 2.9834, loss: 2.9834, grad_norm: 2.1280 2021-12-02 23:50:17,802 - mmaction - INFO - Epoch [13][1020/1345] lr: 9.157e-02, eta: 11:56:43, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.3039, top5_acc: 0.5938, loss_cls: 2.9009, loss: 2.9009, grad_norm: 2.0297 2021-12-02 23:50:29,899 - mmaction - INFO - Epoch [13][1040/1345] lr: 9.157e-02, eta: 11:56:29, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.3219, top5_acc: 0.6062, loss_cls: 2.8511, loss: 2.8511, grad_norm: 2.1021 2021-12-02 23:50:42,006 - mmaction - INFO - Epoch [13][1060/1345] lr: 9.157e-02, eta: 11:56:15, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.3305, top5_acc: 0.6117, loss_cls: 2.8580, loss: 2.8580, grad_norm: 2.0920 2021-12-02 23:50:54,105 - mmaction - INFO - Epoch [13][1080/1345] lr: 9.157e-02, eta: 11:56:01, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.3063, top5_acc: 0.5672, loss_cls: 2.9921, loss: 2.9921, grad_norm: 2.0630 2021-12-02 23:51:06,190 - mmaction - INFO - Epoch [13][1100/1345] lr: 9.157e-02, eta: 11:55:47, time: 0.604, data_time: 0.001, memory: 5354, top1_acc: 0.3266, top5_acc: 0.6172, loss_cls: 2.8723, loss: 2.8723, grad_norm: 2.1035 2021-12-02 23:51:18,282 - mmaction - INFO - Epoch [13][1120/1345] lr: 9.157e-02, eta: 11:55:33, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.3211, top5_acc: 0.6172, loss_cls: 2.8744, loss: 2.8744, grad_norm: 2.1572 2021-12-02 23:51:30,378 - mmaction - INFO - Epoch [13][1140/1345] lr: 9.157e-02, eta: 11:55:19, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.3391, top5_acc: 0.6094, loss_cls: 2.8135, loss: 2.8135, grad_norm: 2.0335 2021-12-02 23:51:42,446 - mmaction - INFO - Epoch [13][1160/1345] lr: 9.157e-02, eta: 11:55:05, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.2883, top5_acc: 0.5789, loss_cls: 2.9860, loss: 2.9860, grad_norm: 2.0975 2021-12-02 23:51:54,537 - mmaction - INFO - Epoch [13][1180/1345] lr: 9.157e-02, eta: 11:54:51, time: 0.605, data_time: 0.001, memory: 5354, top1_acc: 0.2836, top5_acc: 0.5766, loss_cls: 3.0114, loss: 3.0114, grad_norm: 2.0519 2021-12-02 23:52:06,632 - mmaction - INFO - Epoch [13][1200/1345] lr: 9.157e-02, eta: 11:54:37, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.3109, top5_acc: 0.5969, loss_cls: 2.9038, loss: 2.9038, grad_norm: 2.0849 2021-12-02 23:52:18,726 - mmaction - INFO - Epoch [13][1220/1345] lr: 9.157e-02, eta: 11:54:23, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.3359, top5_acc: 0.6203, loss_cls: 2.8288, loss: 2.8288, grad_norm: 2.1379 2021-12-02 23:52:30,829 - mmaction - INFO - Epoch [13][1240/1345] lr: 9.157e-02, eta: 11:54:09, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.3023, top5_acc: 0.5594, loss_cls: 3.0942, loss: 3.0942, grad_norm: 2.0636 2021-12-02 23:52:42,919 - mmaction - INFO - Epoch [13][1260/1345] lr: 9.157e-02, eta: 11:53:55, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.3102, top5_acc: 0.6008, loss_cls: 2.9139, loss: 2.9139, grad_norm: 2.0090 2021-12-02 23:52:55,042 - mmaction - INFO - Epoch [13][1280/1345] lr: 9.157e-02, eta: 11:53:41, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.3234, top5_acc: 0.5773, loss_cls: 2.9692, loss: 2.9692, grad_norm: 2.0415 2021-12-02 23:53:07,139 - mmaction - INFO - Epoch [13][1300/1345] lr: 9.157e-02, eta: 11:53:27, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.3180, top5_acc: 0.5953, loss_cls: 2.9389, loss: 2.9389, grad_norm: 1.9980 2021-12-02 23:53:19,224 - mmaction - INFO - Epoch [13][1320/1345] lr: 9.157e-02, eta: 11:53:13, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.3187, top5_acc: 0.5938, loss_cls: 2.9409, loss: 2.9409, grad_norm: 2.1094 2021-12-02 23:53:31,313 - mmaction - INFO - Epoch [13][1340/1345] lr: 9.157e-02, eta: 11:52:59, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.3211, top5_acc: 0.6094, loss_cls: 2.8814, loss: 2.8814, grad_norm: 2.0769 2021-12-02 23:54:26,755 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-12-02 23:54:26,907 - mmaction - INFO - top1_acc 0.2672 top5_acc 0.5620 2021-12-02 23:54:26,907 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-12-02 23:54:26,916 - mmaction - INFO - mean_acc 0.2347 2021-12-02 23:54:26,922 - mmaction - INFO - Saving checkpoint at 13 epochs 2021-12-02 23:54:30,131 - mmaction - INFO - Epoch(val) [13][181] top1_acc: 0.2672, top5_acc: 0.5620, mean_class_accuracy: 0.2347 2021-12-02 23:55:10,061 - mmaction - INFO - Epoch [14][20/1345] lr: 9.016e-02, eta: 11:54:19, time: 1.996, data_time: 1.390, memory: 5354, top1_acc: 0.3289, top5_acc: 0.6008, loss_cls: 2.8673, loss: 2.8673, grad_norm: 2.0114 2021-12-02 23:55:22,047 - mmaction - INFO - Epoch [14][40/1345] lr: 9.016e-02, eta: 11:54:05, time: 0.599, data_time: 0.001, memory: 5354, top1_acc: 0.3242, top5_acc: 0.6094, loss_cls: 2.8562, loss: 2.8562, grad_norm: 2.0083 2021-12-02 23:55:34,045 - mmaction - INFO - Epoch [14][60/1345] lr: 9.016e-02, eta: 11:53:50, time: 0.600, data_time: 0.001, memory: 5354, top1_acc: 0.3203, top5_acc: 0.6000, loss_cls: 2.8532, loss: 2.8532, grad_norm: 2.0899 2021-12-02 23:55:46,066 - mmaction - INFO - Epoch [14][80/1345] lr: 9.016e-02, eta: 11:53:36, time: 0.601, data_time: 0.001, memory: 5354, top1_acc: 0.3180, top5_acc: 0.6078, loss_cls: 2.8463, loss: 2.8463, grad_norm: 2.1445 2021-12-02 23:55:58,077 - mmaction - INFO - Epoch [14][100/1345] lr: 9.016e-02, eta: 11:53:21, time: 0.601, data_time: 0.000, memory: 5354, top1_acc: 0.3070, top5_acc: 0.6055, loss_cls: 2.8785, loss: 2.8785, grad_norm: 2.1666 2021-12-02 23:56:10,122 - mmaction - INFO - Epoch [14][120/1345] lr: 9.016e-02, eta: 11:53:07, time: 0.602, data_time: 0.000, memory: 5354, top1_acc: 0.3070, top5_acc: 0.5867, loss_cls: 2.9436, loss: 2.9436, grad_norm: 2.0472 2021-12-02 23:56:22,199 - mmaction - INFO - Epoch [14][140/1345] lr: 9.016e-02, eta: 11:52:53, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.3242, top5_acc: 0.5961, loss_cls: 2.8917, loss: 2.8917, grad_norm: 2.1849 2021-12-02 23:56:34,270 - mmaction - INFO - Epoch [14][160/1345] lr: 9.016e-02, eta: 11:52:39, time: 0.604, data_time: 0.001, memory: 5354, top1_acc: 0.3461, top5_acc: 0.6180, loss_cls: 2.7726, loss: 2.7726, grad_norm: 2.0424 2021-12-02 23:56:46,339 - mmaction - INFO - Epoch [14][180/1345] lr: 9.016e-02, eta: 11:52:25, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.2859, top5_acc: 0.5813, loss_cls: 3.0054, loss: 3.0054, grad_norm: 2.1904 2021-12-02 23:56:58,407 - mmaction - INFO - Epoch [14][200/1345] lr: 9.016e-02, eta: 11:52:11, time: 0.603, data_time: 0.001, memory: 5354, top1_acc: 0.2992, top5_acc: 0.5781, loss_cls: 2.9803, loss: 2.9803, grad_norm: 2.1796 2021-12-02 23:57:10,475 - mmaction - INFO - Epoch [14][220/1345] lr: 9.016e-02, eta: 11:51:56, time: 0.604, data_time: 0.001, memory: 5354, top1_acc: 0.3000, top5_acc: 0.5906, loss_cls: 2.9471, loss: 2.9471, grad_norm: 2.0980 2021-12-02 23:57:22,545 - mmaction - INFO - Epoch [14][240/1345] lr: 9.016e-02, eta: 11:51:42, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.3000, top5_acc: 0.5859, loss_cls: 2.9690, loss: 2.9690, grad_norm: 2.1183 2021-12-02 23:57:34,645 - mmaction - INFO - Epoch [14][260/1345] lr: 9.016e-02, eta: 11:51:28, time: 0.605, data_time: 0.001, memory: 5354, top1_acc: 0.2945, top5_acc: 0.5805, loss_cls: 2.9978, loss: 2.9978, grad_norm: 2.1039 2021-12-02 23:57:46,771 - mmaction - INFO - Epoch [14][280/1345] lr: 9.016e-02, eta: 11:51:14, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.3039, top5_acc: 0.5742, loss_cls: 3.0027, loss: 3.0027, grad_norm: 2.1139 2021-12-02 23:57:58,895 - mmaction - INFO - Epoch [14][300/1345] lr: 9.016e-02, eta: 11:51:00, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.3039, top5_acc: 0.5883, loss_cls: 2.9226, loss: 2.9226, grad_norm: 2.1478 2021-12-02 23:58:11,044 - mmaction - INFO - Epoch [14][320/1345] lr: 9.016e-02, eta: 11:50:47, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.3133, top5_acc: 0.6172, loss_cls: 2.8731, loss: 2.8731, grad_norm: 2.1533 2021-12-02 23:58:23,160 - mmaction - INFO - Epoch [14][340/1345] lr: 9.016e-02, eta: 11:50:33, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.2898, top5_acc: 0.5844, loss_cls: 2.9332, loss: 2.9332, grad_norm: 2.1011 2021-12-02 23:58:35,263 - mmaction - INFO - Epoch [14][360/1345] lr: 9.016e-02, eta: 11:50:19, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.3258, top5_acc: 0.6164, loss_cls: 2.8611, loss: 2.8611, grad_norm: 2.1375 2021-12-02 23:58:47,374 - mmaction - INFO - Epoch [14][380/1345] lr: 9.016e-02, eta: 11:50:05, time: 0.606, data_time: 0.001, memory: 5354, top1_acc: 0.3094, top5_acc: 0.6172, loss_cls: 2.8989, loss: 2.8989, grad_norm: 2.0845 2021-12-02 23:58:59,504 - mmaction - INFO - Epoch [14][400/1345] lr: 9.016e-02, eta: 11:49:51, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.3008, top5_acc: 0.5844, loss_cls: 2.9562, loss: 2.9562, grad_norm: 2.0847 2021-12-02 23:59:11,654 - mmaction - INFO - Epoch [14][420/1345] lr: 9.016e-02, eta: 11:49:37, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.3320, top5_acc: 0.6219, loss_cls: 2.8382, loss: 2.8382, grad_norm: 2.1419 2021-12-02 23:59:23,756 - mmaction - INFO - Epoch [14][440/1345] lr: 9.016e-02, eta: 11:49:23, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.2906, top5_acc: 0.6195, loss_cls: 2.9215, loss: 2.9215, grad_norm: 2.1593 2021-12-02 23:59:35,898 - mmaction - INFO - Epoch [14][460/1345] lr: 9.016e-02, eta: 11:49:09, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.3102, top5_acc: 0.6070, loss_cls: 2.8992, loss: 2.8992, grad_norm: 2.1622 2021-12-02 23:59:48,027 - mmaction - INFO - Epoch [14][480/1345] lr: 9.016e-02, eta: 11:48:55, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.3133, top5_acc: 0.5859, loss_cls: 2.9127, loss: 2.9127, grad_norm: 2.1190 2021-12-03 00:00:00,155 - mmaction - INFO - Epoch [14][500/1345] lr: 9.016e-02, eta: 11:48:42, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.3070, top5_acc: 0.5883, loss_cls: 2.9172, loss: 2.9172, grad_norm: 2.0646 2021-12-03 00:00:12,258 - mmaction - INFO - Epoch [14][520/1345] lr: 9.016e-02, eta: 11:48:28, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.3242, top5_acc: 0.5992, loss_cls: 2.8188, loss: 2.8188, grad_norm: 1.9787 2021-12-03 00:00:24,354 - mmaction - INFO - Epoch [14][540/1345] lr: 9.016e-02, eta: 11:48:14, time: 0.605, data_time: 0.001, memory: 5354, top1_acc: 0.3469, top5_acc: 0.6094, loss_cls: 2.8731, loss: 2.8731, grad_norm: 2.0835 2021-12-03 00:00:36,466 - mmaction - INFO - Epoch [14][560/1345] lr: 9.016e-02, eta: 11:48:00, time: 0.606, data_time: 0.001, memory: 5354, top1_acc: 0.3164, top5_acc: 0.5984, loss_cls: 2.9090, loss: 2.9090, grad_norm: 2.0681 2021-12-03 00:00:48,588 - mmaction - INFO - Epoch [14][580/1345] lr: 9.016e-02, eta: 11:47:46, time: 0.606, data_time: 0.001, memory: 5354, top1_acc: 0.3219, top5_acc: 0.5930, loss_cls: 2.8796, loss: 2.8796, grad_norm: 2.1840 2021-12-03 00:01:00,703 - mmaction - INFO - Epoch [14][600/1345] lr: 9.016e-02, eta: 11:47:32, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.3250, top5_acc: 0.6188, loss_cls: 2.8520, loss: 2.8520, grad_norm: 2.0886 2021-12-03 00:01:12,810 - mmaction - INFO - Epoch [14][620/1345] lr: 9.016e-02, eta: 11:47:18, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.3148, top5_acc: 0.5984, loss_cls: 2.8969, loss: 2.8969, grad_norm: 2.0999 2021-12-03 00:01:24,884 - mmaction - INFO - Epoch [14][640/1345] lr: 9.016e-02, eta: 11:47:04, time: 0.604, data_time: 0.001, memory: 5354, top1_acc: 0.3008, top5_acc: 0.5992, loss_cls: 2.9484, loss: 2.9484, grad_norm: 2.1222 2021-12-03 00:01:36,995 - mmaction - INFO - Epoch [14][660/1345] lr: 9.016e-02, eta: 11:46:50, time: 0.606, data_time: 0.001, memory: 5354, top1_acc: 0.3164, top5_acc: 0.5836, loss_cls: 2.9797, loss: 2.9797, grad_norm: 2.1292 2021-12-03 00:01:49,084 - mmaction - INFO - Epoch [14][680/1345] lr: 9.016e-02, eta: 11:46:36, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.3273, top5_acc: 0.6078, loss_cls: 2.8874, loss: 2.8874, grad_norm: 2.0118 2021-12-03 00:02:01,172 - mmaction - INFO - Epoch [14][700/1345] lr: 9.016e-02, eta: 11:46:22, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.3297, top5_acc: 0.6062, loss_cls: 2.9025, loss: 2.9025, grad_norm: 2.1268 2021-12-03 00:02:13,280 - mmaction - INFO - Epoch [14][720/1345] lr: 9.016e-02, eta: 11:46:08, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.3289, top5_acc: 0.6250, loss_cls: 2.7772, loss: 2.7772, grad_norm: 2.1036 2021-12-03 00:02:25,372 - mmaction - INFO - Epoch [14][740/1345] lr: 9.016e-02, eta: 11:45:54, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.3094, top5_acc: 0.6008, loss_cls: 2.8616, loss: 2.8616, grad_norm: 2.1434 2021-12-03 00:02:37,485 - mmaction - INFO - Epoch [14][760/1345] lr: 9.016e-02, eta: 11:45:41, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.3117, top5_acc: 0.6078, loss_cls: 2.9079, loss: 2.9079, grad_norm: 1.9953 2021-12-03 00:02:49,578 - mmaction - INFO - Epoch [14][780/1345] lr: 9.016e-02, eta: 11:45:27, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.3125, top5_acc: 0.6031, loss_cls: 2.8943, loss: 2.8943, grad_norm: 2.1780 2021-12-03 00:03:01,666 - mmaction - INFO - Epoch [14][800/1345] lr: 9.016e-02, eta: 11:45:13, time: 0.604, data_time: 0.001, memory: 5354, top1_acc: 0.3258, top5_acc: 0.5992, loss_cls: 2.8542, loss: 2.8542, grad_norm: 2.0456 2021-12-03 00:03:13,749 - mmaction - INFO - Epoch [14][820/1345] lr: 9.016e-02, eta: 11:44:59, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.3055, top5_acc: 0.5859, loss_cls: 2.9103, loss: 2.9103, grad_norm: 2.0847 2021-12-03 00:03:25,823 - mmaction - INFO - Epoch [14][840/1345] lr: 9.016e-02, eta: 11:44:45, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.3242, top5_acc: 0.5930, loss_cls: 2.8409, loss: 2.8409, grad_norm: 2.0328 2021-12-03 00:03:37,893 - mmaction - INFO - Epoch [14][860/1345] lr: 9.016e-02, eta: 11:44:31, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.3391, top5_acc: 0.6078, loss_cls: 2.8341, loss: 2.8341, grad_norm: 2.0820 2021-12-03 00:03:49,961 - mmaction - INFO - Epoch [14][880/1345] lr: 9.016e-02, eta: 11:44:17, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.3016, top5_acc: 0.5875, loss_cls: 2.9527, loss: 2.9527, grad_norm: 2.1768 2021-12-03 00:04:02,037 - mmaction - INFO - Epoch [14][900/1345] lr: 9.016e-02, eta: 11:44:03, time: 0.604, data_time: 0.001, memory: 5354, top1_acc: 0.3156, top5_acc: 0.6016, loss_cls: 2.9020, loss: 2.9020, grad_norm: 2.0913 2021-12-03 00:04:14,102 - mmaction - INFO - Epoch [14][920/1345] lr: 9.016e-02, eta: 11:43:49, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.3219, top5_acc: 0.5984, loss_cls: 2.9226, loss: 2.9226, grad_norm: 2.1473 2021-12-03 00:04:26,160 - mmaction - INFO - Epoch [14][940/1345] lr: 9.016e-02, eta: 11:43:35, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.3039, top5_acc: 0.5867, loss_cls: 2.9515, loss: 2.9515, grad_norm: 2.1360 2021-12-03 00:04:38,237 - mmaction - INFO - Epoch [14][960/1345] lr: 9.016e-02, eta: 11:43:21, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.3258, top5_acc: 0.5992, loss_cls: 2.9237, loss: 2.9237, grad_norm: 2.1559 2021-12-03 00:04:50,303 - mmaction - INFO - Epoch [14][980/1345] lr: 9.016e-02, eta: 11:43:07, time: 0.603, data_time: 0.001, memory: 5354, top1_acc: 0.3320, top5_acc: 0.6227, loss_cls: 2.8028, loss: 2.8028, grad_norm: 2.1575 2021-12-03 00:05:02,372 - mmaction - INFO - Epoch [14][1000/1345] lr: 9.016e-02, eta: 11:42:53, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.3102, top5_acc: 0.5914, loss_cls: 2.9592, loss: 2.9592, grad_norm: 2.1061 2021-12-03 00:05:14,465 - mmaction - INFO - Epoch [14][1020/1345] lr: 9.016e-02, eta: 11:42:39, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.2969, top5_acc: 0.6008, loss_cls: 2.9168, loss: 2.9168, grad_norm: 2.0562 2021-12-03 00:05:26,570 - mmaction - INFO - Epoch [14][1040/1345] lr: 9.016e-02, eta: 11:42:25, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.3359, top5_acc: 0.6195, loss_cls: 2.8559, loss: 2.8559, grad_norm: 2.1054 2021-12-03 00:05:38,637 - mmaction - INFO - Epoch [14][1060/1345] lr: 9.016e-02, eta: 11:42:11, time: 0.604, data_time: 0.001, memory: 5354, top1_acc: 0.3352, top5_acc: 0.6070, loss_cls: 2.8238, loss: 2.8238, grad_norm: 2.0592 2021-12-03 00:05:50,724 - mmaction - INFO - Epoch [14][1080/1345] lr: 9.016e-02, eta: 11:41:57, time: 0.604, data_time: 0.001, memory: 5354, top1_acc: 0.3320, top5_acc: 0.6141, loss_cls: 2.8492, loss: 2.8492, grad_norm: 2.0942 2021-12-03 00:06:02,806 - mmaction - INFO - Epoch [14][1100/1345] lr: 9.016e-02, eta: 11:41:43, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.2953, top5_acc: 0.5797, loss_cls: 2.9838, loss: 2.9838, grad_norm: 2.0689 2021-12-03 00:06:14,879 - mmaction - INFO - Epoch [14][1120/1345] lr: 9.016e-02, eta: 11:41:29, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.3023, top5_acc: 0.6031, loss_cls: 2.9284, loss: 2.9284, grad_norm: 2.0811 2021-12-03 00:06:26,941 - mmaction - INFO - Epoch [14][1140/1345] lr: 9.016e-02, eta: 11:41:15, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.3242, top5_acc: 0.5969, loss_cls: 2.8662, loss: 2.8662, grad_norm: 2.1200 2021-12-03 00:06:39,013 - mmaction - INFO - Epoch [14][1160/1345] lr: 9.016e-02, eta: 11:41:01, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.3086, top5_acc: 0.6102, loss_cls: 2.8935, loss: 2.8935, grad_norm: 2.0738 2021-12-03 00:06:51,068 - mmaction - INFO - Epoch [14][1180/1345] lr: 9.016e-02, eta: 11:40:47, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.3156, top5_acc: 0.6258, loss_cls: 2.8949, loss: 2.8949, grad_norm: 2.1266 2021-12-03 00:07:03,141 - mmaction - INFO - Epoch [14][1200/1345] lr: 9.016e-02, eta: 11:40:34, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.3211, top5_acc: 0.6062, loss_cls: 2.8247, loss: 2.8247, grad_norm: 2.1050 2021-12-03 00:07:15,217 - mmaction - INFO - Epoch [14][1220/1345] lr: 9.016e-02, eta: 11:40:20, time: 0.604, data_time: 0.001, memory: 5354, top1_acc: 0.3047, top5_acc: 0.6055, loss_cls: 2.9161, loss: 2.9161, grad_norm: 2.0995 2021-12-03 00:07:27,280 - mmaction - INFO - Epoch [14][1240/1345] lr: 9.016e-02, eta: 11:40:06, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.3273, top5_acc: 0.6008, loss_cls: 2.8808, loss: 2.8808, grad_norm: 2.0305 2021-12-03 00:07:39,357 - mmaction - INFO - Epoch [14][1260/1345] lr: 9.016e-02, eta: 11:39:52, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.3125, top5_acc: 0.6062, loss_cls: 2.9346, loss: 2.9346, grad_norm: 2.0859 2021-12-03 00:07:51,449 - mmaction - INFO - Epoch [14][1280/1345] lr: 9.016e-02, eta: 11:39:38, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.3109, top5_acc: 0.5977, loss_cls: 2.8739, loss: 2.8739, grad_norm: 2.1132 2021-12-03 00:08:03,535 - mmaction - INFO - Epoch [14][1300/1345] lr: 9.016e-02, eta: 11:39:24, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.3438, top5_acc: 0.6227, loss_cls: 2.8369, loss: 2.8369, grad_norm: 2.0833 2021-12-03 00:08:15,632 - mmaction - INFO - Epoch [14][1320/1345] lr: 9.016e-02, eta: 11:39:10, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.3063, top5_acc: 0.6016, loss_cls: 2.9306, loss: 2.9306, grad_norm: 2.1058 2021-12-03 00:08:27,734 - mmaction - INFO - Epoch [14][1340/1345] lr: 9.016e-02, eta: 11:38:56, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.3422, top5_acc: 0.6086, loss_cls: 2.8443, loss: 2.8443, grad_norm: 2.0861 2021-12-03 00:09:24,391 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-12-03 00:09:24,543 - mmaction - INFO - top1_acc 0.2592 top5_acc 0.5575 2021-12-03 00:09:24,543 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-12-03 00:09:24,553 - mmaction - INFO - mean_acc 0.2310 2021-12-03 00:09:24,558 - mmaction - INFO - Saving checkpoint at 14 epochs 2021-12-03 00:09:28,187 - mmaction - INFO - Epoch(val) [14][181] top1_acc: 0.2592, top5_acc: 0.5575, mean_class_accuracy: 0.2310 2021-12-03 00:10:06,030 - mmaction - INFO - Epoch [15][20/1345] lr: 8.865e-02, eta: 11:40:00, time: 1.892, data_time: 1.293, memory: 5354, top1_acc: 0.3234, top5_acc: 0.6164, loss_cls: 2.7805, loss: 2.7805, grad_norm: 2.0862 2021-12-03 00:10:18,014 - mmaction - INFO - Epoch [15][40/1345] lr: 8.865e-02, eta: 11:39:46, time: 0.599, data_time: 0.001, memory: 5354, top1_acc: 0.3531, top5_acc: 0.5992, loss_cls: 2.8038, loss: 2.8038, grad_norm: 2.0747 2021-12-03 00:10:30,043 - mmaction - INFO - Epoch [15][60/1345] lr: 8.865e-02, eta: 11:39:32, time: 0.601, data_time: 0.001, memory: 5354, top1_acc: 0.3148, top5_acc: 0.6094, loss_cls: 2.8426, loss: 2.8426, grad_norm: 2.0897 2021-12-03 00:10:42,078 - mmaction - INFO - Epoch [15][80/1345] lr: 8.865e-02, eta: 11:39:18, time: 0.602, data_time: 0.000, memory: 5354, top1_acc: 0.3406, top5_acc: 0.6016, loss_cls: 2.8346, loss: 2.8346, grad_norm: 2.0927 2021-12-03 00:10:54,132 - mmaction - INFO - Epoch [15][100/1345] lr: 8.865e-02, eta: 11:39:04, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.3086, top5_acc: 0.5969, loss_cls: 2.9440, loss: 2.9440, grad_norm: 2.1489 2021-12-03 00:11:06,181 - mmaction - INFO - Epoch [15][120/1345] lr: 8.865e-02, eta: 11:38:50, time: 0.603, data_time: 0.001, memory: 5354, top1_acc: 0.3352, top5_acc: 0.6227, loss_cls: 2.7663, loss: 2.7663, grad_norm: 2.1067 2021-12-03 00:11:18,248 - mmaction - INFO - Epoch [15][140/1345] lr: 8.865e-02, eta: 11:38:36, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.3469, top5_acc: 0.6516, loss_cls: 2.6871, loss: 2.6871, grad_norm: 2.1469 2021-12-03 00:11:30,300 - mmaction - INFO - Epoch [15][160/1345] lr: 8.865e-02, eta: 11:38:21, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.3586, top5_acc: 0.6328, loss_cls: 2.7367, loss: 2.7367, grad_norm: 2.1015 2021-12-03 00:11:42,415 - mmaction - INFO - Epoch [15][180/1345] lr: 8.865e-02, eta: 11:38:08, time: 0.606, data_time: 0.001, memory: 5354, top1_acc: 0.3180, top5_acc: 0.5883, loss_cls: 2.9202, loss: 2.9202, grad_norm: 2.1591 2021-12-03 00:11:54,526 - mmaction - INFO - Epoch [15][200/1345] lr: 8.865e-02, eta: 11:37:54, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.3273, top5_acc: 0.6266, loss_cls: 2.8059, loss: 2.8059, grad_norm: 2.0554 2021-12-03 00:12:06,731 - mmaction - INFO - Epoch [15][220/1345] lr: 8.865e-02, eta: 11:37:40, time: 0.610, data_time: 0.000, memory: 5354, top1_acc: 0.3227, top5_acc: 0.5992, loss_cls: 2.8970, loss: 2.8970, grad_norm: 2.1713 2021-12-03 00:12:18,884 - mmaction - INFO - Epoch [15][240/1345] lr: 8.865e-02, eta: 11:37:27, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.3172, top5_acc: 0.6109, loss_cls: 2.9006, loss: 2.9006, grad_norm: 2.0972 2021-12-03 00:12:31,035 - mmaction - INFO - Epoch [15][260/1345] lr: 8.865e-02, eta: 11:37:13, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.3281, top5_acc: 0.6289, loss_cls: 2.8420, loss: 2.8420, grad_norm: 2.1971 2021-12-03 00:12:43,269 - mmaction - INFO - Epoch [15][280/1345] lr: 8.865e-02, eta: 11:37:00, time: 0.612, data_time: 0.000, memory: 5354, top1_acc: 0.3094, top5_acc: 0.6023, loss_cls: 2.8652, loss: 2.8652, grad_norm: 2.1092 2021-12-03 00:12:55,414 - mmaction - INFO - Epoch [15][300/1345] lr: 8.865e-02, eta: 11:36:46, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.3320, top5_acc: 0.6016, loss_cls: 2.8360, loss: 2.8360, grad_norm: 2.1033 2021-12-03 00:13:07,610 - mmaction - INFO - Epoch [15][320/1345] lr: 8.865e-02, eta: 11:36:32, time: 0.610, data_time: 0.000, memory: 5354, top1_acc: 0.3289, top5_acc: 0.5984, loss_cls: 2.8606, loss: 2.8606, grad_norm: 2.0825 2021-12-03 00:13:19,727 - mmaction - INFO - Epoch [15][340/1345] lr: 8.865e-02, eta: 11:36:19, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.3375, top5_acc: 0.6148, loss_cls: 2.7932, loss: 2.7932, grad_norm: 2.0602 2021-12-03 00:13:31,889 - mmaction - INFO - Epoch [15][360/1345] lr: 8.865e-02, eta: 11:36:05, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.3070, top5_acc: 0.5930, loss_cls: 2.8946, loss: 2.8946, grad_norm: 2.1275 2021-12-03 00:13:44,047 - mmaction - INFO - Epoch [15][380/1345] lr: 8.865e-02, eta: 11:35:51, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.3203, top5_acc: 0.6039, loss_cls: 2.8620, loss: 2.8620, grad_norm: 2.0814 2021-12-03 00:13:56,166 - mmaction - INFO - Epoch [15][400/1345] lr: 8.865e-02, eta: 11:35:38, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.3172, top5_acc: 0.6125, loss_cls: 2.8594, loss: 2.8594, grad_norm: 2.0891 2021-12-03 00:14:08,349 - mmaction - INFO - Epoch [15][420/1345] lr: 8.865e-02, eta: 11:35:24, time: 0.609, data_time: 0.000, memory: 5354, top1_acc: 0.3102, top5_acc: 0.6031, loss_cls: 2.8591, loss: 2.8591, grad_norm: 2.1301 2021-12-03 00:14:20,537 - mmaction - INFO - Epoch [15][440/1345] lr: 8.865e-02, eta: 11:35:11, time: 0.609, data_time: 0.000, memory: 5354, top1_acc: 0.3391, top5_acc: 0.6148, loss_cls: 2.7992, loss: 2.7992, grad_norm: 2.1060 2021-12-03 00:14:32,684 - mmaction - INFO - Epoch [15][460/1345] lr: 8.865e-02, eta: 11:34:57, time: 0.607, data_time: 0.001, memory: 5354, top1_acc: 0.3312, top5_acc: 0.6195, loss_cls: 2.8285, loss: 2.8285, grad_norm: 2.1355 2021-12-03 00:14:44,854 - mmaction - INFO - Epoch [15][480/1345] lr: 8.865e-02, eta: 11:34:43, time: 0.609, data_time: 0.001, memory: 5354, top1_acc: 0.3180, top5_acc: 0.6062, loss_cls: 2.8748, loss: 2.8748, grad_norm: 2.0746 2021-12-03 00:14:57,018 - mmaction - INFO - Epoch [15][500/1345] lr: 8.865e-02, eta: 11:34:30, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.3148, top5_acc: 0.5945, loss_cls: 2.8688, loss: 2.8688, grad_norm: 2.1844 2021-12-03 00:15:09,166 - mmaction - INFO - Epoch [15][520/1345] lr: 8.865e-02, eta: 11:34:16, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.3250, top5_acc: 0.6047, loss_cls: 2.8871, loss: 2.8871, grad_norm: 2.0847 2021-12-03 00:15:21,325 - mmaction - INFO - Epoch [15][540/1345] lr: 8.865e-02, eta: 11:34:02, time: 0.608, data_time: 0.001, memory: 5354, top1_acc: 0.3187, top5_acc: 0.6039, loss_cls: 2.8914, loss: 2.8914, grad_norm: 2.0770 2021-12-03 00:15:33,460 - mmaction - INFO - Epoch [15][560/1345] lr: 8.865e-02, eta: 11:33:49, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.3383, top5_acc: 0.6297, loss_cls: 2.7894, loss: 2.7894, grad_norm: 2.1744 2021-12-03 00:15:45,650 - mmaction - INFO - Epoch [15][580/1345] lr: 8.865e-02, eta: 11:33:35, time: 0.609, data_time: 0.000, memory: 5354, top1_acc: 0.3273, top5_acc: 0.6094, loss_cls: 2.8750, loss: 2.8750, grad_norm: 2.1173 2021-12-03 00:15:57,797 - mmaction - INFO - Epoch [15][600/1345] lr: 8.865e-02, eta: 11:33:22, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.3367, top5_acc: 0.6062, loss_cls: 2.8692, loss: 2.8692, grad_norm: 2.0631 2021-12-03 00:16:09,943 - mmaction - INFO - Epoch [15][620/1345] lr: 8.865e-02, eta: 11:33:08, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.3539, top5_acc: 0.6172, loss_cls: 2.8350, loss: 2.8350, grad_norm: 2.0623 2021-12-03 00:16:22,152 - mmaction - INFO - Epoch [15][640/1345] lr: 8.865e-02, eta: 11:32:55, time: 0.610, data_time: 0.000, memory: 5354, top1_acc: 0.3336, top5_acc: 0.6273, loss_cls: 2.8050, loss: 2.8050, grad_norm: 2.1251 2021-12-03 00:16:34,280 - mmaction - INFO - Epoch [15][660/1345] lr: 8.865e-02, eta: 11:32:41, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.3414, top5_acc: 0.6109, loss_cls: 2.8757, loss: 2.8757, grad_norm: 2.1843 2021-12-03 00:16:46,436 - mmaction - INFO - Epoch [15][680/1345] lr: 8.865e-02, eta: 11:32:27, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.3172, top5_acc: 0.5883, loss_cls: 2.9024, loss: 2.9024, grad_norm: 2.1330 2021-12-03 00:16:58,549 - mmaction - INFO - Epoch [15][700/1345] lr: 8.865e-02, eta: 11:32:14, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.3211, top5_acc: 0.5969, loss_cls: 2.9078, loss: 2.9078, grad_norm: 2.1441 2021-12-03 00:17:10,674 - mmaction - INFO - Epoch [15][720/1345] lr: 8.865e-02, eta: 11:32:00, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.3250, top5_acc: 0.5977, loss_cls: 2.8950, loss: 2.8950, grad_norm: 2.0907 2021-12-03 00:17:22,769 - mmaction - INFO - Epoch [15][740/1345] lr: 8.865e-02, eta: 11:31:46, time: 0.605, data_time: 0.001, memory: 5354, top1_acc: 0.3398, top5_acc: 0.6148, loss_cls: 2.7789, loss: 2.7789, grad_norm: 2.2493 2021-12-03 00:17:34,878 - mmaction - INFO - Epoch [15][760/1345] lr: 8.865e-02, eta: 11:31:32, time: 0.605, data_time: 0.001, memory: 5354, top1_acc: 0.3195, top5_acc: 0.6039, loss_cls: 2.8958, loss: 2.8958, grad_norm: 2.1573 2021-12-03 00:17:47,029 - mmaction - INFO - Epoch [15][780/1345] lr: 8.865e-02, eta: 11:31:19, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.3242, top5_acc: 0.6070, loss_cls: 2.8777, loss: 2.8777, grad_norm: 2.0496 2021-12-03 00:17:59,120 - mmaction - INFO - Epoch [15][800/1345] lr: 8.865e-02, eta: 11:31:05, time: 0.605, data_time: 0.001, memory: 5354, top1_acc: 0.3063, top5_acc: 0.6055, loss_cls: 2.8374, loss: 2.8374, grad_norm: 2.1563 2021-12-03 00:18:11,196 - mmaction - INFO - Epoch [15][820/1345] lr: 8.865e-02, eta: 11:30:51, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.3039, top5_acc: 0.6102, loss_cls: 2.8712, loss: 2.8712, grad_norm: 2.1111 2021-12-03 00:18:23,300 - mmaction - INFO - Epoch [15][840/1345] lr: 8.865e-02, eta: 11:30:37, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.3211, top5_acc: 0.6062, loss_cls: 2.8530, loss: 2.8530, grad_norm: 2.0705 2021-12-03 00:18:35,392 - mmaction - INFO - Epoch [15][860/1345] lr: 8.865e-02, eta: 11:30:23, time: 0.604, data_time: 0.001, memory: 5354, top1_acc: 0.3117, top5_acc: 0.5883, loss_cls: 2.9375, loss: 2.9375, grad_norm: 2.1142 2021-12-03 00:18:47,477 - mmaction - INFO - Epoch [15][880/1345] lr: 8.865e-02, eta: 11:30:10, time: 0.604, data_time: 0.001, memory: 5354, top1_acc: 0.3375, top5_acc: 0.6242, loss_cls: 2.8022, loss: 2.8022, grad_norm: 2.0678 2021-12-03 00:18:59,559 - mmaction - INFO - Epoch [15][900/1345] lr: 8.865e-02, eta: 11:29:56, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.3219, top5_acc: 0.6156, loss_cls: 2.8147, loss: 2.8147, grad_norm: 2.0969 2021-12-03 00:19:11,635 - mmaction - INFO - Epoch [15][920/1345] lr: 8.865e-02, eta: 11:29:42, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.3438, top5_acc: 0.6164, loss_cls: 2.8265, loss: 2.8265, grad_norm: 2.0541 2021-12-03 00:19:23,703 - mmaction - INFO - Epoch [15][940/1345] lr: 8.865e-02, eta: 11:29:28, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.3063, top5_acc: 0.5789, loss_cls: 2.9714, loss: 2.9714, grad_norm: 2.1430 2021-12-03 00:19:35,779 - mmaction - INFO - Epoch [15][960/1345] lr: 8.865e-02, eta: 11:29:14, time: 0.604, data_time: 0.001, memory: 5354, top1_acc: 0.3258, top5_acc: 0.6086, loss_cls: 2.8510, loss: 2.8510, grad_norm: 2.0586 2021-12-03 00:19:47,859 - mmaction - INFO - Epoch [15][980/1345] lr: 8.865e-02, eta: 11:29:01, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.3352, top5_acc: 0.6125, loss_cls: 2.8501, loss: 2.8501, grad_norm: 2.1019 2021-12-03 00:19:59,934 - mmaction - INFO - Epoch [15][1000/1345] lr: 8.865e-02, eta: 11:28:47, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.3039, top5_acc: 0.5875, loss_cls: 2.9319, loss: 2.9319, grad_norm: 2.0769 2021-12-03 00:20:12,005 - mmaction - INFO - Epoch [15][1020/1345] lr: 8.865e-02, eta: 11:28:33, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.3227, top5_acc: 0.6273, loss_cls: 2.8095, loss: 2.8095, grad_norm: 2.0685 2021-12-03 00:20:24,092 - mmaction - INFO - Epoch [15][1040/1345] lr: 8.865e-02, eta: 11:28:19, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.3281, top5_acc: 0.6055, loss_cls: 2.8967, loss: 2.8967, grad_norm: 2.1434 2021-12-03 00:20:36,179 - mmaction - INFO - Epoch [15][1060/1345] lr: 8.865e-02, eta: 11:28:05, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.3508, top5_acc: 0.6414, loss_cls: 2.7546, loss: 2.7546, grad_norm: 2.0842 2021-12-03 00:20:48,246 - mmaction - INFO - Epoch [15][1080/1345] lr: 8.865e-02, eta: 11:27:52, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.3148, top5_acc: 0.6008, loss_cls: 2.9043, loss: 2.9043, grad_norm: 2.0157 2021-12-03 00:21:00,323 - mmaction - INFO - Epoch [15][1100/1345] lr: 8.865e-02, eta: 11:27:38, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.3406, top5_acc: 0.6188, loss_cls: 2.7980, loss: 2.7980, grad_norm: 2.0054 2021-12-03 00:21:12,395 - mmaction - INFO - Epoch [15][1120/1345] lr: 8.865e-02, eta: 11:27:24, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.3297, top5_acc: 0.6031, loss_cls: 2.8654, loss: 2.8654, grad_norm: 2.1133 2021-12-03 00:21:24,441 - mmaction - INFO - Epoch [15][1140/1345] lr: 8.865e-02, eta: 11:27:10, time: 0.602, data_time: 0.000, memory: 5354, top1_acc: 0.3414, top5_acc: 0.6195, loss_cls: 2.7563, loss: 2.7563, grad_norm: 2.1125 2021-12-03 00:21:36,509 - mmaction - INFO - Epoch [15][1160/1345] lr: 8.865e-02, eta: 11:26:56, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.3211, top5_acc: 0.6070, loss_cls: 2.8592, loss: 2.8592, grad_norm: 2.1594 2021-12-03 00:21:48,588 - mmaction - INFO - Epoch [15][1180/1345] lr: 8.865e-02, eta: 11:26:42, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.3187, top5_acc: 0.6031, loss_cls: 2.8638, loss: 2.8638, grad_norm: 2.0836 2021-12-03 00:22:00,663 - mmaction - INFO - Epoch [15][1200/1345] lr: 8.865e-02, eta: 11:26:29, time: 0.604, data_time: 0.001, memory: 5354, top1_acc: 0.3430, top5_acc: 0.6078, loss_cls: 2.8111, loss: 2.8111, grad_norm: 2.1362 2021-12-03 00:22:12,720 - mmaction - INFO - Epoch [15][1220/1345] lr: 8.865e-02, eta: 11:26:15, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.3242, top5_acc: 0.6016, loss_cls: 2.8828, loss: 2.8828, grad_norm: 2.1508 2021-12-03 00:22:24,783 - mmaction - INFO - Epoch [15][1240/1345] lr: 8.865e-02, eta: 11:26:01, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.3312, top5_acc: 0.6109, loss_cls: 2.8705, loss: 2.8705, grad_norm: 2.0770 2021-12-03 00:22:36,851 - mmaction - INFO - Epoch [15][1260/1345] lr: 8.865e-02, eta: 11:25:47, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.3289, top5_acc: 0.5961, loss_cls: 2.8884, loss: 2.8884, grad_norm: 2.1153 2021-12-03 00:22:48,923 - mmaction - INFO - Epoch [15][1280/1345] lr: 8.865e-02, eta: 11:25:33, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.3414, top5_acc: 0.6203, loss_cls: 2.8047, loss: 2.8047, grad_norm: 2.1249 2021-12-03 00:23:00,976 - mmaction - INFO - Epoch [15][1300/1345] lr: 8.865e-02, eta: 11:25:20, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.3203, top5_acc: 0.5945, loss_cls: 2.8684, loss: 2.8684, grad_norm: 2.0977 2021-12-03 00:23:13,065 - mmaction - INFO - Epoch [15][1320/1345] lr: 8.865e-02, eta: 11:25:06, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.3078, top5_acc: 0.5883, loss_cls: 2.9225, loss: 2.9225, grad_norm: 2.0229 2021-12-03 00:23:25,135 - mmaction - INFO - Epoch [15][1340/1345] lr: 8.865e-02, eta: 11:24:52, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.3242, top5_acc: 0.6062, loss_cls: 2.8935, loss: 2.8935, grad_norm: 2.0974 2021-12-03 00:24:22,265 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-12-03 00:24:22,416 - mmaction - INFO - top1_acc 0.2660 top5_acc 0.5644 2021-12-03 00:24:22,417 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-12-03 00:24:22,426 - mmaction - INFO - mean_acc 0.2472 2021-12-03 00:24:22,428 - mmaction - INFO - Saving checkpoint at 15 epochs 2021-12-03 00:24:23,935 - mmaction - INFO - Epoch(val) [15][181] top1_acc: 0.2660, top5_acc: 0.5644, mean_class_accuracy: 0.2472 2021-12-03 00:25:02,881 - mmaction - INFO - Epoch [16][20/1345] lr: 8.705e-02, eta: 11:25:53, time: 1.945, data_time: 1.341, memory: 5354, top1_acc: 0.3242, top5_acc: 0.6297, loss_cls: 2.7857, loss: 2.7857, grad_norm: 2.1119 2021-12-03 00:25:14,874 - mmaction - INFO - Epoch [16][40/1345] lr: 8.705e-02, eta: 11:25:38, time: 0.600, data_time: 0.002, memory: 5354, top1_acc: 0.3289, top5_acc: 0.6180, loss_cls: 2.7853, loss: 2.7853, grad_norm: 2.1938 2021-12-03 00:25:26,878 - mmaction - INFO - Epoch [16][60/1345] lr: 8.705e-02, eta: 11:25:24, time: 0.600, data_time: 0.001, memory: 5354, top1_acc: 0.3461, top5_acc: 0.6117, loss_cls: 2.8065, loss: 2.8065, grad_norm: 2.0332 2021-12-03 00:25:38,898 - mmaction - INFO - Epoch [16][80/1345] lr: 8.705e-02, eta: 11:25:10, time: 0.601, data_time: 0.001, memory: 5354, top1_acc: 0.3367, top5_acc: 0.6453, loss_cls: 2.7388, loss: 2.7388, grad_norm: 2.1020 2021-12-03 00:25:50,930 - mmaction - INFO - Epoch [16][100/1345] lr: 8.705e-02, eta: 11:24:56, time: 0.602, data_time: 0.001, memory: 5354, top1_acc: 0.3328, top5_acc: 0.6328, loss_cls: 2.7522, loss: 2.7522, grad_norm: 2.0850 2021-12-03 00:26:02,962 - mmaction - INFO - Epoch [16][120/1345] lr: 8.705e-02, eta: 11:24:42, time: 0.602, data_time: 0.000, memory: 5354, top1_acc: 0.3227, top5_acc: 0.6281, loss_cls: 2.8108, loss: 2.8108, grad_norm: 2.0811 2021-12-03 00:26:15,022 - mmaction - INFO - Epoch [16][140/1345] lr: 8.705e-02, eta: 11:24:29, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.3531, top5_acc: 0.6180, loss_cls: 2.7836, loss: 2.7836, grad_norm: 2.1098 2021-12-03 00:26:27,075 - mmaction - INFO - Epoch [16][160/1345] lr: 8.705e-02, eta: 11:24:15, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.3297, top5_acc: 0.6258, loss_cls: 2.8166, loss: 2.8166, grad_norm: 2.1636 2021-12-03 00:26:39,130 - mmaction - INFO - Epoch [16][180/1345] lr: 8.705e-02, eta: 11:24:01, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.3211, top5_acc: 0.6125, loss_cls: 2.8575, loss: 2.8575, grad_norm: 2.1241 2021-12-03 00:26:51,187 - mmaction - INFO - Epoch [16][200/1345] lr: 8.705e-02, eta: 11:23:47, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.3219, top5_acc: 0.6281, loss_cls: 2.7536, loss: 2.7536, grad_norm: 2.0760 2021-12-03 00:27:03,260 - mmaction - INFO - Epoch [16][220/1345] lr: 8.705e-02, eta: 11:23:33, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.3344, top5_acc: 0.6156, loss_cls: 2.8355, loss: 2.8355, grad_norm: 2.1423 2021-12-03 00:27:15,321 - mmaction - INFO - Epoch [16][240/1345] lr: 8.705e-02, eta: 11:23:19, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.3422, top5_acc: 0.6086, loss_cls: 2.7993, loss: 2.7993, grad_norm: 2.0589 2021-12-03 00:27:27,393 - mmaction - INFO - Epoch [16][260/1345] lr: 8.705e-02, eta: 11:23:05, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.3430, top5_acc: 0.6281, loss_cls: 2.7715, loss: 2.7715, grad_norm: 2.1156 2021-12-03 00:27:39,466 - mmaction - INFO - Epoch [16][280/1345] lr: 8.705e-02, eta: 11:22:52, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.3445, top5_acc: 0.6195, loss_cls: 2.8264, loss: 2.8264, grad_norm: 2.1457 2021-12-03 00:27:51,575 - mmaction - INFO - Epoch [16][300/1345] lr: 8.705e-02, eta: 11:22:38, time: 0.605, data_time: 0.001, memory: 5354, top1_acc: 0.3383, top5_acc: 0.6234, loss_cls: 2.8165, loss: 2.8165, grad_norm: 2.1675 2021-12-03 00:28:03,657 - mmaction - INFO - Epoch [16][320/1345] lr: 8.705e-02, eta: 11:22:24, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.3484, top5_acc: 0.6273, loss_cls: 2.7656, loss: 2.7656, grad_norm: 2.1073 2021-12-03 00:28:15,747 - mmaction - INFO - Epoch [16][340/1345] lr: 8.705e-02, eta: 11:22:10, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.3477, top5_acc: 0.6305, loss_cls: 2.7744, loss: 2.7744, grad_norm: 2.0936 2021-12-03 00:28:27,829 - mmaction - INFO - Epoch [16][360/1345] lr: 8.705e-02, eta: 11:21:57, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.3273, top5_acc: 0.6281, loss_cls: 2.8396, loss: 2.8396, grad_norm: 2.1662 2021-12-03 00:28:39,937 - mmaction - INFO - Epoch [16][380/1345] lr: 8.705e-02, eta: 11:21:43, time: 0.605, data_time: 0.001, memory: 5354, top1_acc: 0.3336, top5_acc: 0.6172, loss_cls: 2.8297, loss: 2.8297, grad_norm: 2.1438 2021-12-03 00:28:52,072 - mmaction - INFO - Epoch [16][400/1345] lr: 8.705e-02, eta: 11:21:29, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.3086, top5_acc: 0.5969, loss_cls: 2.9014, loss: 2.9014, grad_norm: 2.0944 2021-12-03 00:29:04,181 - mmaction - INFO - Epoch [16][420/1345] lr: 8.705e-02, eta: 11:21:16, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.3258, top5_acc: 0.6016, loss_cls: 2.8477, loss: 2.8477, grad_norm: 2.1183 2021-12-03 00:29:16,300 - mmaction - INFO - Epoch [16][440/1345] lr: 8.705e-02, eta: 11:21:02, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.3563, top5_acc: 0.6344, loss_cls: 2.7610, loss: 2.7610, grad_norm: 2.1637 2021-12-03 00:29:28,423 - mmaction - INFO - Epoch [16][460/1345] lr: 8.705e-02, eta: 11:20:48, time: 0.606, data_time: 0.001, memory: 5354, top1_acc: 0.3461, top5_acc: 0.6039, loss_cls: 2.8350, loss: 2.8350, grad_norm: 2.2141 2021-12-03 00:29:40,520 - mmaction - INFO - Epoch [16][480/1345] lr: 8.705e-02, eta: 11:20:35, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.3469, top5_acc: 0.6062, loss_cls: 2.8151, loss: 2.8151, grad_norm: 2.0618 2021-12-03 00:29:52,632 - mmaction - INFO - Epoch [16][500/1345] lr: 8.705e-02, eta: 11:20:21, time: 0.606, data_time: 0.001, memory: 5354, top1_acc: 0.3492, top5_acc: 0.6258, loss_cls: 2.7786, loss: 2.7786, grad_norm: 2.1130 2021-12-03 00:30:04,755 - mmaction - INFO - Epoch [16][520/1345] lr: 8.705e-02, eta: 11:20:07, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.3227, top5_acc: 0.6242, loss_cls: 2.8313, loss: 2.8313, grad_norm: 2.1280 2021-12-03 00:30:16,887 - mmaction - INFO - Epoch [16][540/1345] lr: 8.705e-02, eta: 11:19:54, time: 0.607, data_time: 0.001, memory: 5354, top1_acc: 0.3391, top5_acc: 0.6008, loss_cls: 2.9005, loss: 2.9005, grad_norm: 2.1428 2021-12-03 00:30:28,993 - mmaction - INFO - Epoch [16][560/1345] lr: 8.705e-02, eta: 11:19:40, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.3344, top5_acc: 0.6188, loss_cls: 2.8002, loss: 2.8002, grad_norm: 2.0373 2021-12-03 00:30:41,125 - mmaction - INFO - Epoch [16][580/1345] lr: 8.705e-02, eta: 11:19:26, time: 0.607, data_time: 0.001, memory: 5354, top1_acc: 0.3312, top5_acc: 0.6273, loss_cls: 2.7680, loss: 2.7680, grad_norm: 2.0898 2021-12-03 00:30:53,303 - mmaction - INFO - Epoch [16][600/1345] lr: 8.705e-02, eta: 11:19:13, time: 0.609, data_time: 0.000, memory: 5354, top1_acc: 0.3484, top5_acc: 0.6328, loss_cls: 2.7445, loss: 2.7445, grad_norm: 2.1314 2021-12-03 00:31:05,412 - mmaction - INFO - Epoch [16][620/1345] lr: 8.705e-02, eta: 11:18:59, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.3312, top5_acc: 0.6078, loss_cls: 2.8541, loss: 2.8541, grad_norm: 2.1562 2021-12-03 00:31:17,560 - mmaction - INFO - Epoch [16][640/1345] lr: 8.705e-02, eta: 11:18:46, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.3547, top5_acc: 0.6305, loss_cls: 2.7492, loss: 2.7492, grad_norm: 2.0320 2021-12-03 00:31:29,709 - mmaction - INFO - Epoch [16][660/1345] lr: 8.705e-02, eta: 11:18:32, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.3289, top5_acc: 0.6227, loss_cls: 2.8757, loss: 2.8757, grad_norm: 2.1226 2021-12-03 00:31:41,913 - mmaction - INFO - Epoch [16][680/1345] lr: 8.705e-02, eta: 11:18:19, time: 0.610, data_time: 0.000, memory: 5354, top1_acc: 0.3352, top5_acc: 0.6281, loss_cls: 2.7340, loss: 2.7340, grad_norm: 2.0989 2021-12-03 00:31:54,041 - mmaction - INFO - Epoch [16][700/1345] lr: 8.705e-02, eta: 11:18:05, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.3477, top5_acc: 0.6320, loss_cls: 2.7514, loss: 2.7514, grad_norm: 2.1227 2021-12-03 00:32:06,189 - mmaction - INFO - Epoch [16][720/1345] lr: 8.705e-02, eta: 11:17:52, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.3445, top5_acc: 0.6320, loss_cls: 2.7188, loss: 2.7188, grad_norm: 2.1750 2021-12-03 00:32:18,330 - mmaction - INFO - Epoch [16][740/1345] lr: 8.705e-02, eta: 11:17:38, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.3195, top5_acc: 0.6117, loss_cls: 2.8059, loss: 2.8059, grad_norm: 2.1396 2021-12-03 00:32:30,467 - mmaction - INFO - Epoch [16][760/1345] lr: 8.705e-02, eta: 11:17:25, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.3508, top5_acc: 0.6180, loss_cls: 2.7097, loss: 2.7097, grad_norm: 2.1502 2021-12-03 00:32:42,592 - mmaction - INFO - Epoch [16][780/1345] lr: 8.705e-02, eta: 11:17:11, time: 0.606, data_time: 0.001, memory: 5354, top1_acc: 0.3383, top5_acc: 0.6180, loss_cls: 2.8045, loss: 2.8045, grad_norm: 2.1131 2021-12-03 00:32:54,713 - mmaction - INFO - Epoch [16][800/1345] lr: 8.705e-02, eta: 11:16:58, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.3133, top5_acc: 0.5703, loss_cls: 2.9899, loss: 2.9899, grad_norm: 2.1023 2021-12-03 00:33:06,845 - mmaction - INFO - Epoch [16][820/1345] lr: 8.705e-02, eta: 11:16:44, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.3211, top5_acc: 0.6086, loss_cls: 2.8425, loss: 2.8425, grad_norm: 2.0298 2021-12-03 00:33:18,995 - mmaction - INFO - Epoch [16][840/1345] lr: 8.705e-02, eta: 11:16:31, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.3445, top5_acc: 0.6414, loss_cls: 2.7566, loss: 2.7566, grad_norm: 2.1710 2021-12-03 00:33:31,109 - mmaction - INFO - Epoch [16][860/1345] lr: 8.705e-02, eta: 11:16:17, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.3203, top5_acc: 0.6062, loss_cls: 2.8552, loss: 2.8552, grad_norm: 2.1941 2021-12-03 00:33:43,203 - mmaction - INFO - Epoch [16][880/1345] lr: 8.705e-02, eta: 11:16:03, time: 0.605, data_time: 0.001, memory: 5354, top1_acc: 0.3133, top5_acc: 0.6172, loss_cls: 2.8225, loss: 2.8225, grad_norm: 2.1823 2021-12-03 00:33:55,321 - mmaction - INFO - Epoch [16][900/1345] lr: 8.705e-02, eta: 11:15:50, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.3250, top5_acc: 0.6258, loss_cls: 2.8538, loss: 2.8538, grad_norm: 2.1516 2021-12-03 00:34:07,444 - mmaction - INFO - Epoch [16][920/1345] lr: 8.705e-02, eta: 11:15:36, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.3391, top5_acc: 0.6336, loss_cls: 2.7629, loss: 2.7629, grad_norm: 2.0993 2021-12-03 00:34:19,542 - mmaction - INFO - Epoch [16][940/1345] lr: 8.705e-02, eta: 11:15:23, time: 0.605, data_time: 0.001, memory: 5354, top1_acc: 0.3359, top5_acc: 0.6086, loss_cls: 2.8285, loss: 2.8285, grad_norm: 2.0763 2021-12-03 00:34:31,625 - mmaction - INFO - Epoch [16][960/1345] lr: 8.705e-02, eta: 11:15:09, time: 0.604, data_time: 0.001, memory: 5354, top1_acc: 0.3492, top5_acc: 0.6109, loss_cls: 2.8118, loss: 2.8118, grad_norm: 2.1589 2021-12-03 00:34:43,701 - mmaction - INFO - Epoch [16][980/1345] lr: 8.705e-02, eta: 11:14:55, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.3281, top5_acc: 0.6102, loss_cls: 2.7871, loss: 2.7871, grad_norm: 2.1303 2021-12-03 00:34:55,809 - mmaction - INFO - Epoch [16][1000/1345] lr: 8.705e-02, eta: 11:14:42, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.3422, top5_acc: 0.6406, loss_cls: 2.7271, loss: 2.7271, grad_norm: 2.1574 2021-12-03 00:35:07,879 - mmaction - INFO - Epoch [16][1020/1345] lr: 8.705e-02, eta: 11:14:28, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.3406, top5_acc: 0.6289, loss_cls: 2.7758, loss: 2.7758, grad_norm: 2.1190 2021-12-03 00:35:19,977 - mmaction - INFO - Epoch [16][1040/1345] lr: 8.705e-02, eta: 11:14:14, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.3336, top5_acc: 0.6203, loss_cls: 2.8440, loss: 2.8440, grad_norm: 2.0999 2021-12-03 00:35:32,069 - mmaction - INFO - Epoch [16][1060/1345] lr: 8.705e-02, eta: 11:14:01, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.3406, top5_acc: 0.6109, loss_cls: 2.8316, loss: 2.8316, grad_norm: 2.0824 2021-12-03 00:35:44,178 - mmaction - INFO - Epoch [16][1080/1345] lr: 8.705e-02, eta: 11:13:47, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.3227, top5_acc: 0.6102, loss_cls: 2.8964, loss: 2.8964, grad_norm: 2.1929 2021-12-03 00:35:56,261 - mmaction - INFO - Epoch [16][1100/1345] lr: 8.705e-02, eta: 11:13:33, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.3203, top5_acc: 0.6078, loss_cls: 2.8604, loss: 2.8604, grad_norm: 2.0788 2021-12-03 00:36:08,339 - mmaction - INFO - Epoch [16][1120/1345] lr: 8.705e-02, eta: 11:13:20, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.3648, top5_acc: 0.6250, loss_cls: 2.7263, loss: 2.7263, grad_norm: 2.1004 2021-12-03 00:36:20,457 - mmaction - INFO - Epoch [16][1140/1345] lr: 8.705e-02, eta: 11:13:06, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.3352, top5_acc: 0.6320, loss_cls: 2.8120, loss: 2.8120, grad_norm: 2.1614 2021-12-03 00:36:32,580 - mmaction - INFO - Epoch [16][1160/1345] lr: 8.705e-02, eta: 11:12:53, time: 0.606, data_time: 0.001, memory: 5354, top1_acc: 0.3523, top5_acc: 0.6367, loss_cls: 2.7528, loss: 2.7528, grad_norm: 2.0383 2021-12-03 00:36:44,684 - mmaction - INFO - Epoch [16][1180/1345] lr: 8.705e-02, eta: 11:12:39, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.3398, top5_acc: 0.6188, loss_cls: 2.8276, loss: 2.8276, grad_norm: 2.1368 2021-12-03 00:36:56,808 - mmaction - INFO - Epoch [16][1200/1345] lr: 8.705e-02, eta: 11:12:26, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.3375, top5_acc: 0.6273, loss_cls: 2.8216, loss: 2.8216, grad_norm: 2.2015 2021-12-03 00:37:08,915 - mmaction - INFO - Epoch [16][1220/1345] lr: 8.705e-02, eta: 11:12:12, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.3266, top5_acc: 0.6219, loss_cls: 2.8270, loss: 2.8270, grad_norm: 2.1246 2021-12-03 00:37:21,021 - mmaction - INFO - Epoch [16][1240/1345] lr: 8.705e-02, eta: 11:11:58, time: 0.605, data_time: 0.001, memory: 5354, top1_acc: 0.3375, top5_acc: 0.5930, loss_cls: 2.8844, loss: 2.8844, grad_norm: 2.0775 2021-12-03 00:37:33,139 - mmaction - INFO - Epoch [16][1260/1345] lr: 8.705e-02, eta: 11:11:45, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.3102, top5_acc: 0.5977, loss_cls: 2.8547, loss: 2.8547, grad_norm: 2.0854 2021-12-03 00:37:45,250 - mmaction - INFO - Epoch [16][1280/1345] lr: 8.705e-02, eta: 11:11:31, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.3406, top5_acc: 0.6148, loss_cls: 2.7948, loss: 2.7948, grad_norm: 2.0872 2021-12-03 00:37:57,354 - mmaction - INFO - Epoch [16][1300/1345] lr: 8.705e-02, eta: 11:11:18, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.3391, top5_acc: 0.6195, loss_cls: 2.8055, loss: 2.8055, grad_norm: 2.1265 2021-12-03 00:38:09,459 - mmaction - INFO - Epoch [16][1320/1345] lr: 8.705e-02, eta: 11:11:04, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.3406, top5_acc: 0.6344, loss_cls: 2.7963, loss: 2.7963, grad_norm: 2.1632 2021-12-03 00:38:21,542 - mmaction - INFO - Epoch [16][1340/1345] lr: 8.705e-02, eta: 11:10:51, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.3273, top5_acc: 0.6117, loss_cls: 2.8403, loss: 2.8403, grad_norm: 2.2133 2021-12-03 00:39:19,429 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-12-03 00:39:19,581 - mmaction - INFO - top1_acc 0.2737 top5_acc 0.5817 2021-12-03 00:39:19,581 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-12-03 00:39:19,590 - mmaction - INFO - mean_acc 0.2549 2021-12-03 00:39:20,788 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_16.pth. 2021-12-03 00:39:20,788 - mmaction - INFO - Best top1_acc is 0.2737 at 16 epoch. 2021-12-03 00:39:20,793 - mmaction - INFO - Saving checkpoint at 16 epochs 2021-12-03 00:39:24,331 - mmaction - INFO - Epoch(val) [16][181] top1_acc: 0.2737, top5_acc: 0.5817, mean_class_accuracy: 0.2549 2021-12-03 00:40:02,436 - mmaction - INFO - Epoch [17][20/1345] lr: 8.536e-02, eta: 11:11:42, time: 1.905, data_time: 1.306, memory: 5354, top1_acc: 0.3391, top5_acc: 0.6359, loss_cls: 2.7871, loss: 2.7871, grad_norm: 2.1338 2021-12-03 00:40:14,443 - mmaction - INFO - Epoch [17][40/1345] lr: 8.536e-02, eta: 11:11:28, time: 0.600, data_time: 0.002, memory: 5354, top1_acc: 0.3305, top5_acc: 0.6219, loss_cls: 2.7842, loss: 2.7842, grad_norm: 2.1385 2021-12-03 00:40:26,431 - mmaction - INFO - Epoch [17][60/1345] lr: 8.536e-02, eta: 11:11:15, time: 0.599, data_time: 0.001, memory: 5354, top1_acc: 0.3477, top5_acc: 0.6078, loss_cls: 2.7979, loss: 2.7979, grad_norm: 2.1508 2021-12-03 00:40:38,443 - mmaction - INFO - Epoch [17][80/1345] lr: 8.536e-02, eta: 11:11:01, time: 0.600, data_time: 0.001, memory: 5354, top1_acc: 0.3461, top5_acc: 0.6242, loss_cls: 2.7498, loss: 2.7498, grad_norm: 2.1243 2021-12-03 00:40:50,457 - mmaction - INFO - Epoch [17][100/1345] lr: 8.536e-02, eta: 11:10:47, time: 0.601, data_time: 0.001, memory: 5354, top1_acc: 0.3406, top5_acc: 0.6312, loss_cls: 2.7718, loss: 2.7718, grad_norm: 2.1232 2021-12-03 00:41:02,490 - mmaction - INFO - Epoch [17][120/1345] lr: 8.536e-02, eta: 11:10:33, time: 0.602, data_time: 0.000, memory: 5354, top1_acc: 0.3398, top5_acc: 0.6312, loss_cls: 2.7578, loss: 2.7578, grad_norm: 2.1221 2021-12-03 00:41:14,532 - mmaction - INFO - Epoch [17][140/1345] lr: 8.536e-02, eta: 11:10:19, time: 0.602, data_time: 0.000, memory: 5354, top1_acc: 0.3703, top5_acc: 0.6477, loss_cls: 2.6737, loss: 2.6737, grad_norm: 2.1664 2021-12-03 00:41:26,580 - mmaction - INFO - Epoch [17][160/1345] lr: 8.536e-02, eta: 11:10:05, time: 0.602, data_time: 0.000, memory: 5354, top1_acc: 0.3453, top5_acc: 0.6250, loss_cls: 2.7774, loss: 2.7774, grad_norm: 2.1605 2021-12-03 00:41:38,634 - mmaction - INFO - Epoch [17][180/1345] lr: 8.536e-02, eta: 11:09:51, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.3312, top5_acc: 0.6336, loss_cls: 2.7689, loss: 2.7689, grad_norm: 2.1044 2021-12-03 00:41:50,691 - mmaction - INFO - Epoch [17][200/1345] lr: 8.536e-02, eta: 11:09:38, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.3266, top5_acc: 0.6180, loss_cls: 2.8722, loss: 2.8722, grad_norm: 2.1739 2021-12-03 00:42:02,752 - mmaction - INFO - Epoch [17][220/1345] lr: 8.536e-02, eta: 11:09:24, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.3422, top5_acc: 0.6273, loss_cls: 2.8014, loss: 2.8014, grad_norm: 2.1125 2021-12-03 00:42:14,830 - mmaction - INFO - Epoch [17][240/1345] lr: 8.536e-02, eta: 11:09:10, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.3422, top5_acc: 0.6172, loss_cls: 2.8147, loss: 2.8147, grad_norm: 2.1929 2021-12-03 00:42:26,893 - mmaction - INFO - Epoch [17][260/1345] lr: 8.536e-02, eta: 11:08:57, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.3398, top5_acc: 0.6258, loss_cls: 2.7966, loss: 2.7966, grad_norm: 2.1185 2021-12-03 00:42:38,957 - mmaction - INFO - Epoch [17][280/1345] lr: 8.536e-02, eta: 11:08:43, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.3320, top5_acc: 0.6172, loss_cls: 2.8228, loss: 2.8228, grad_norm: 2.0767 2021-12-03 00:42:51,024 - mmaction - INFO - Epoch [17][300/1345] lr: 8.536e-02, eta: 11:08:29, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.3672, top5_acc: 0.6461, loss_cls: 2.6808, loss: 2.6808, grad_norm: 2.0986 2021-12-03 00:43:03,123 - mmaction - INFO - Epoch [17][320/1345] lr: 8.536e-02, eta: 11:08:16, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.3680, top5_acc: 0.6336, loss_cls: 2.6770, loss: 2.6770, grad_norm: 2.1939 2021-12-03 00:43:15,204 - mmaction - INFO - Epoch [17][340/1345] lr: 8.536e-02, eta: 11:08:02, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.3469, top5_acc: 0.6211, loss_cls: 2.7869, loss: 2.7869, grad_norm: 2.1551 2021-12-03 00:43:27,295 - mmaction - INFO - Epoch [17][360/1345] lr: 8.536e-02, eta: 11:07:48, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.3484, top5_acc: 0.6188, loss_cls: 2.7476, loss: 2.7476, grad_norm: 2.2085 2021-12-03 00:43:39,385 - mmaction - INFO - Epoch [17][380/1345] lr: 8.536e-02, eta: 11:07:35, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.3570, top5_acc: 0.6359, loss_cls: 2.8091, loss: 2.8091, grad_norm: 2.1567 2021-12-03 00:43:51,494 - mmaction - INFO - Epoch [17][400/1345] lr: 8.536e-02, eta: 11:07:21, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.3500, top5_acc: 0.6297, loss_cls: 2.7941, loss: 2.7941, grad_norm: 2.1453 2021-12-03 00:44:03,589 - mmaction - INFO - Epoch [17][420/1345] lr: 8.536e-02, eta: 11:07:07, time: 0.605, data_time: 0.001, memory: 5354, top1_acc: 0.3383, top5_acc: 0.6227, loss_cls: 2.7669, loss: 2.7669, grad_norm: 2.1478 2021-12-03 00:44:15,721 - mmaction - INFO - Epoch [17][440/1345] lr: 8.536e-02, eta: 11:06:54, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.3492, top5_acc: 0.6359, loss_cls: 2.7331, loss: 2.7331, grad_norm: 2.1287 2021-12-03 00:44:27,826 - mmaction - INFO - Epoch [17][460/1345] lr: 8.536e-02, eta: 11:06:40, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.3656, top5_acc: 0.6320, loss_cls: 2.7449, loss: 2.7449, grad_norm: 2.2062 2021-12-03 00:44:39,997 - mmaction - INFO - Epoch [17][480/1345] lr: 8.536e-02, eta: 11:06:27, time: 0.609, data_time: 0.000, memory: 5354, top1_acc: 0.3273, top5_acc: 0.6305, loss_cls: 2.7536, loss: 2.7536, grad_norm: 2.2398 2021-12-03 00:44:52,117 - mmaction - INFO - Epoch [17][500/1345] lr: 8.536e-02, eta: 11:06:13, time: 0.606, data_time: 0.001, memory: 5354, top1_acc: 0.3516, top5_acc: 0.6281, loss_cls: 2.7516, loss: 2.7516, grad_norm: 2.1743 2021-12-03 00:45:04,320 - mmaction - INFO - Epoch [17][520/1345] lr: 8.536e-02, eta: 11:06:00, time: 0.610, data_time: 0.000, memory: 5354, top1_acc: 0.3312, top5_acc: 0.6062, loss_cls: 2.8812, loss: 2.8812, grad_norm: 2.1893 2021-12-03 00:45:16,483 - mmaction - INFO - Epoch [17][540/1345] lr: 8.536e-02, eta: 11:05:47, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.3289, top5_acc: 0.6102, loss_cls: 2.8398, loss: 2.8398, grad_norm: 2.0554 2021-12-03 00:45:28,700 - mmaction - INFO - Epoch [17][560/1345] lr: 8.536e-02, eta: 11:05:33, time: 0.611, data_time: 0.000, memory: 5354, top1_acc: 0.3320, top5_acc: 0.6281, loss_cls: 2.7450, loss: 2.7450, grad_norm: 2.1101 2021-12-03 00:45:40,864 - mmaction - INFO - Epoch [17][580/1345] lr: 8.536e-02, eta: 11:05:20, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.3617, top5_acc: 0.6383, loss_cls: 2.6936, loss: 2.6936, grad_norm: 2.1452 2021-12-03 00:45:53,134 - mmaction - INFO - Epoch [17][600/1345] lr: 8.536e-02, eta: 11:05:07, time: 0.614, data_time: 0.001, memory: 5354, top1_acc: 0.3352, top5_acc: 0.6250, loss_cls: 2.8365, loss: 2.8365, grad_norm: 2.0975 2021-12-03 00:46:05,369 - mmaction - INFO - Epoch [17][620/1345] lr: 8.536e-02, eta: 11:04:54, time: 0.612, data_time: 0.000, memory: 5354, top1_acc: 0.3508, top5_acc: 0.6188, loss_cls: 2.7494, loss: 2.7494, grad_norm: 2.1915 2021-12-03 00:46:17,559 - mmaction - INFO - Epoch [17][640/1345] lr: 8.536e-02, eta: 11:04:41, time: 0.609, data_time: 0.000, memory: 5354, top1_acc: 0.3422, top5_acc: 0.6188, loss_cls: 2.8170, loss: 2.8170, grad_norm: 2.1345 2021-12-03 00:46:29,787 - mmaction - INFO - Epoch [17][660/1345] lr: 8.536e-02, eta: 11:04:27, time: 0.611, data_time: 0.000, memory: 5354, top1_acc: 0.3477, top5_acc: 0.6336, loss_cls: 2.7540, loss: 2.7540, grad_norm: 2.0923 2021-12-03 00:46:42,050 - mmaction - INFO - Epoch [17][680/1345] lr: 8.536e-02, eta: 11:04:14, time: 0.613, data_time: 0.000, memory: 5354, top1_acc: 0.3234, top5_acc: 0.6133, loss_cls: 2.8365, loss: 2.8365, grad_norm: 2.1979 2021-12-03 00:46:54,185 - mmaction - INFO - Epoch [17][700/1345] lr: 8.536e-02, eta: 11:04:01, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.3391, top5_acc: 0.6227, loss_cls: 2.8344, loss: 2.8344, grad_norm: 2.0484 2021-12-03 00:47:06,416 - mmaction - INFO - Epoch [17][720/1345] lr: 8.536e-02, eta: 11:03:48, time: 0.612, data_time: 0.000, memory: 5354, top1_acc: 0.3187, top5_acc: 0.6195, loss_cls: 2.7967, loss: 2.7967, grad_norm: 2.0908 2021-12-03 00:47:18,589 - mmaction - INFO - Epoch [17][740/1345] lr: 8.536e-02, eta: 11:03:34, time: 0.609, data_time: 0.000, memory: 5354, top1_acc: 0.3883, top5_acc: 0.6547, loss_cls: 2.6017, loss: 2.6017, grad_norm: 2.0989 2021-12-03 00:47:30,763 - mmaction - INFO - Epoch [17][760/1345] lr: 8.536e-02, eta: 11:03:21, time: 0.609, data_time: 0.000, memory: 5354, top1_acc: 0.3141, top5_acc: 0.5969, loss_cls: 2.9003, loss: 2.9003, grad_norm: 2.2299 2021-12-03 00:47:42,925 - mmaction - INFO - Epoch [17][780/1345] lr: 8.536e-02, eta: 11:03:07, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.3492, top5_acc: 0.6328, loss_cls: 2.7564, loss: 2.7564, grad_norm: 2.1216 2021-12-03 00:47:55,164 - mmaction - INFO - Epoch [17][800/1345] lr: 8.536e-02, eta: 11:02:54, time: 0.612, data_time: 0.000, memory: 5354, top1_acc: 0.3500, top5_acc: 0.6289, loss_cls: 2.7651, loss: 2.7651, grad_norm: 2.2108 2021-12-03 00:48:07,463 - mmaction - INFO - Epoch [17][820/1345] lr: 8.536e-02, eta: 11:02:41, time: 0.615, data_time: 0.000, memory: 5354, top1_acc: 0.3617, top5_acc: 0.6250, loss_cls: 2.7179, loss: 2.7179, grad_norm: 2.1368 2021-12-03 00:48:19,614 - mmaction - INFO - Epoch [17][840/1345] lr: 8.536e-02, eta: 11:02:28, time: 0.607, data_time: 0.001, memory: 5354, top1_acc: 0.3266, top5_acc: 0.6242, loss_cls: 2.8176, loss: 2.8176, grad_norm: 2.2340 2021-12-03 00:48:31,776 - mmaction - INFO - Epoch [17][860/1345] lr: 8.536e-02, eta: 11:02:15, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.3398, top5_acc: 0.6336, loss_cls: 2.7272, loss: 2.7272, grad_norm: 2.1602 2021-12-03 00:48:43,935 - mmaction - INFO - Epoch [17][880/1345] lr: 8.536e-02, eta: 11:02:01, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.3375, top5_acc: 0.6328, loss_cls: 2.7659, loss: 2.7659, grad_norm: 2.1562 2021-12-03 00:48:56,088 - mmaction - INFO - Epoch [17][900/1345] lr: 8.536e-02, eta: 11:01:48, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.3320, top5_acc: 0.6148, loss_cls: 2.7661, loss: 2.7661, grad_norm: 2.1067 2021-12-03 00:49:08,274 - mmaction - INFO - Epoch [17][920/1345] lr: 8.536e-02, eta: 11:01:35, time: 0.609, data_time: 0.001, memory: 5354, top1_acc: 0.3766, top5_acc: 0.6469, loss_cls: 2.6425, loss: 2.6425, grad_norm: 2.1555 2021-12-03 00:49:20,460 - mmaction - INFO - Epoch [17][940/1345] lr: 8.536e-02, eta: 11:01:21, time: 0.609, data_time: 0.000, memory: 5354, top1_acc: 0.3500, top5_acc: 0.5984, loss_cls: 2.8539, loss: 2.8539, grad_norm: 2.1742 2021-12-03 00:49:32,627 - mmaction - INFO - Epoch [17][960/1345] lr: 8.536e-02, eta: 11:01:08, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.3531, top5_acc: 0.6367, loss_cls: 2.7441, loss: 2.7441, grad_norm: 2.2302 2021-12-03 00:49:44,765 - mmaction - INFO - Epoch [17][980/1345] lr: 8.536e-02, eta: 11:00:54, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.3461, top5_acc: 0.6164, loss_cls: 2.7673, loss: 2.7673, grad_norm: 2.1801 2021-12-03 00:49:56,963 - mmaction - INFO - Epoch [17][1000/1345] lr: 8.536e-02, eta: 11:00:41, time: 0.610, data_time: 0.000, memory: 5354, top1_acc: 0.3414, top5_acc: 0.6391, loss_cls: 2.7613, loss: 2.7613, grad_norm: 2.1593 2021-12-03 00:50:09,119 - mmaction - INFO - Epoch [17][1020/1345] lr: 8.536e-02, eta: 11:00:28, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.3164, top5_acc: 0.6117, loss_cls: 2.8508, loss: 2.8508, grad_norm: 2.1674 2021-12-03 00:50:21,243 - mmaction - INFO - Epoch [17][1040/1345] lr: 8.536e-02, eta: 11:00:14, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.3406, top5_acc: 0.6328, loss_cls: 2.7622, loss: 2.7622, grad_norm: 2.1414 2021-12-03 00:50:33,438 - mmaction - INFO - Epoch [17][1060/1345] lr: 8.536e-02, eta: 11:00:01, time: 0.610, data_time: 0.000, memory: 5354, top1_acc: 0.3367, top5_acc: 0.6164, loss_cls: 2.7780, loss: 2.7780, grad_norm: 2.1876 2021-12-03 00:50:45,592 - mmaction - INFO - Epoch [17][1080/1345] lr: 8.536e-02, eta: 10:59:48, time: 0.608, data_time: 0.001, memory: 5354, top1_acc: 0.3195, top5_acc: 0.5977, loss_cls: 2.8340, loss: 2.8340, grad_norm: 2.0998 2021-12-03 00:50:57,864 - mmaction - INFO - Epoch [17][1100/1345] lr: 8.536e-02, eta: 10:59:35, time: 0.614, data_time: 0.000, memory: 5354, top1_acc: 0.3391, top5_acc: 0.6133, loss_cls: 2.8052, loss: 2.8052, grad_norm: 2.1682 2021-12-03 00:51:09,977 - mmaction - INFO - Epoch [17][1120/1345] lr: 8.536e-02, eta: 10:59:21, time: 0.606, data_time: 0.001, memory: 5354, top1_acc: 0.3359, top5_acc: 0.6391, loss_cls: 2.7408, loss: 2.7408, grad_norm: 2.1552 2021-12-03 00:51:22,261 - mmaction - INFO - Epoch [17][1140/1345] lr: 8.536e-02, eta: 10:59:08, time: 0.614, data_time: 0.000, memory: 5354, top1_acc: 0.3484, top5_acc: 0.6438, loss_cls: 2.7194, loss: 2.7194, grad_norm: 2.1491 2021-12-03 00:51:34,446 - mmaction - INFO - Epoch [17][1160/1345] lr: 8.536e-02, eta: 10:58:55, time: 0.609, data_time: 0.000, memory: 5354, top1_acc: 0.3430, top5_acc: 0.6297, loss_cls: 2.7522, loss: 2.7522, grad_norm: 2.2030 2021-12-03 00:51:46,594 - mmaction - INFO - Epoch [17][1180/1345] lr: 8.536e-02, eta: 10:58:42, time: 0.607, data_time: 0.001, memory: 5354, top1_acc: 0.3344, top5_acc: 0.6055, loss_cls: 2.8264, loss: 2.8264, grad_norm: 2.1092 2021-12-03 00:51:58,717 - mmaction - INFO - Epoch [17][1200/1345] lr: 8.536e-02, eta: 10:58:28, time: 0.606, data_time: 0.001, memory: 5354, top1_acc: 0.3438, top5_acc: 0.6203, loss_cls: 2.7702, loss: 2.7702, grad_norm: 2.1514 2021-12-03 00:52:10,920 - mmaction - INFO - Epoch [17][1220/1345] lr: 8.536e-02, eta: 10:58:15, time: 0.610, data_time: 0.001, memory: 5354, top1_acc: 0.3406, top5_acc: 0.6383, loss_cls: 2.7074, loss: 2.7074, grad_norm: 2.1843 2021-12-03 00:52:23,078 - mmaction - INFO - Epoch [17][1240/1345] lr: 8.536e-02, eta: 10:58:02, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.3477, top5_acc: 0.6211, loss_cls: 2.7682, loss: 2.7682, grad_norm: 2.1046 2021-12-03 00:52:35,203 - mmaction - INFO - Epoch [17][1260/1345] lr: 8.536e-02, eta: 10:57:48, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.3406, top5_acc: 0.6047, loss_cls: 2.8168, loss: 2.8168, grad_norm: 2.1366 2021-12-03 00:52:47,368 - mmaction - INFO - Epoch [17][1280/1345] lr: 8.536e-02, eta: 10:57:35, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.3508, top5_acc: 0.6391, loss_cls: 2.7199, loss: 2.7199, grad_norm: 2.1301 2021-12-03 00:52:59,508 - mmaction - INFO - Epoch [17][1300/1345] lr: 8.536e-02, eta: 10:57:21, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.3297, top5_acc: 0.6203, loss_cls: 2.8280, loss: 2.8280, grad_norm: 2.2362 2021-12-03 00:53:11,612 - mmaction - INFO - Epoch [17][1320/1345] lr: 8.536e-02, eta: 10:57:08, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.3492, top5_acc: 0.6242, loss_cls: 2.7573, loss: 2.7573, grad_norm: 2.1989 2021-12-03 00:53:23,722 - mmaction - INFO - Epoch [17][1340/1345] lr: 8.536e-02, eta: 10:56:54, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.3602, top5_acc: 0.6258, loss_cls: 2.7404, loss: 2.7404, grad_norm: 2.2845 2021-12-03 00:54:20,882 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-12-03 00:54:21,034 - mmaction - INFO - top1_acc 0.2669 top5_acc 0.5832 2021-12-03 00:54:21,034 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-12-03 00:54:21,043 - mmaction - INFO - mean_acc 0.2418 2021-12-03 00:54:21,045 - mmaction - INFO - Saving checkpoint at 17 epochs 2021-12-03 00:54:25,371 - mmaction - INFO - Epoch(val) [17][181] top1_acc: 0.2669, top5_acc: 0.5832, mean_class_accuracy: 0.2418 2021-12-03 00:55:03,596 - mmaction - INFO - Epoch [18][20/1345] lr: 8.358e-02, eta: 10:57:41, time: 1.911, data_time: 1.313, memory: 5354, top1_acc: 0.3500, top5_acc: 0.6492, loss_cls: 2.6988, loss: 2.6988, grad_norm: 2.1406 2021-12-03 00:55:15,593 - mmaction - INFO - Epoch [18][40/1345] lr: 8.358e-02, eta: 10:57:28, time: 0.600, data_time: 0.001, memory: 5354, top1_acc: 0.3641, top5_acc: 0.6555, loss_cls: 2.6774, loss: 2.6774, grad_norm: 2.1337 2021-12-03 00:55:27,618 - mmaction - INFO - Epoch [18][60/1345] lr: 8.358e-02, eta: 10:57:14, time: 0.602, data_time: 0.002, memory: 5354, top1_acc: 0.3445, top5_acc: 0.6305, loss_cls: 2.7408, loss: 2.7408, grad_norm: 2.1609 2021-12-03 00:55:39,633 - mmaction - INFO - Epoch [18][80/1345] lr: 8.358e-02, eta: 10:57:00, time: 0.601, data_time: 0.000, memory: 5354, top1_acc: 0.3469, top5_acc: 0.6312, loss_cls: 2.7008, loss: 2.7008, grad_norm: 2.1318 2021-12-03 00:55:51,672 - mmaction - INFO - Epoch [18][100/1345] lr: 8.358e-02, eta: 10:56:46, time: 0.602, data_time: 0.000, memory: 5354, top1_acc: 0.3609, top5_acc: 0.6367, loss_cls: 2.6786, loss: 2.6786, grad_norm: 2.0914 2021-12-03 00:56:03,714 - mmaction - INFO - Epoch [18][120/1345] lr: 8.358e-02, eta: 10:56:33, time: 0.602, data_time: 0.000, memory: 5354, top1_acc: 0.3406, top5_acc: 0.6297, loss_cls: 2.7739, loss: 2.7739, grad_norm: 2.1555 2021-12-03 00:56:15,771 - mmaction - INFO - Epoch [18][140/1345] lr: 8.358e-02, eta: 10:56:19, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.3648, top5_acc: 0.6469, loss_cls: 2.6910, loss: 2.6910, grad_norm: 2.1772 2021-12-03 00:56:27,841 - mmaction - INFO - Epoch [18][160/1345] lr: 8.358e-02, eta: 10:56:05, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.3617, top5_acc: 0.6422, loss_cls: 2.6975, loss: 2.6975, grad_norm: 2.1547 2021-12-03 00:56:39,888 - mmaction - INFO - Epoch [18][180/1345] lr: 8.358e-02, eta: 10:55:52, time: 0.602, data_time: 0.000, memory: 5354, top1_acc: 0.3297, top5_acc: 0.6320, loss_cls: 2.7097, loss: 2.7097, grad_norm: 2.1246 2021-12-03 00:56:51,942 - mmaction - INFO - Epoch [18][200/1345] lr: 8.358e-02, eta: 10:55:38, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.3328, top5_acc: 0.6250, loss_cls: 2.8054, loss: 2.8054, grad_norm: 2.1033 2021-12-03 00:57:03,997 - mmaction - INFO - Epoch [18][220/1345] lr: 8.358e-02, eta: 10:55:24, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.3445, top5_acc: 0.6414, loss_cls: 2.6907, loss: 2.6907, grad_norm: 2.1395 2021-12-03 00:57:16,086 - mmaction - INFO - Epoch [18][240/1345] lr: 8.358e-02, eta: 10:55:11, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.3563, top5_acc: 0.6344, loss_cls: 2.6982, loss: 2.6982, grad_norm: 2.1676 2021-12-03 00:57:28,177 - mmaction - INFO - Epoch [18][260/1345] lr: 8.358e-02, eta: 10:54:57, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.3531, top5_acc: 0.6227, loss_cls: 2.7588, loss: 2.7588, grad_norm: 2.1366 2021-12-03 00:57:40,260 - mmaction - INFO - Epoch [18][280/1345] lr: 8.358e-02, eta: 10:54:44, time: 0.604, data_time: 0.001, memory: 5354, top1_acc: 0.3734, top5_acc: 0.6531, loss_cls: 2.5995, loss: 2.5995, grad_norm: 2.1658 2021-12-03 00:57:52,354 - mmaction - INFO - Epoch [18][300/1345] lr: 8.358e-02, eta: 10:54:30, time: 0.605, data_time: 0.001, memory: 5354, top1_acc: 0.3422, top5_acc: 0.6242, loss_cls: 2.7637, loss: 2.7637, grad_norm: 2.1714 2021-12-03 00:58:04,508 - mmaction - INFO - Epoch [18][320/1345] lr: 8.358e-02, eta: 10:54:17, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.3469, top5_acc: 0.6258, loss_cls: 2.7466, loss: 2.7466, grad_norm: 2.1970 2021-12-03 00:58:16,601 - mmaction - INFO - Epoch [18][340/1345] lr: 8.358e-02, eta: 10:54:03, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.3609, top5_acc: 0.6406, loss_cls: 2.6552, loss: 2.6552, grad_norm: 2.2137 2021-12-03 00:58:28,666 - mmaction - INFO - Epoch [18][360/1345] lr: 8.358e-02, eta: 10:53:49, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.3453, top5_acc: 0.6523, loss_cls: 2.6733, loss: 2.6733, grad_norm: 2.1898 2021-12-03 00:58:40,775 - mmaction - INFO - Epoch [18][380/1345] lr: 8.358e-02, eta: 10:53:36, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.3516, top5_acc: 0.6414, loss_cls: 2.7226, loss: 2.7226, grad_norm: 2.1962 2021-12-03 00:58:52,846 - mmaction - INFO - Epoch [18][400/1345] lr: 8.358e-02, eta: 10:53:22, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.3641, top5_acc: 0.6523, loss_cls: 2.7019, loss: 2.7019, grad_norm: 2.1920 2021-12-03 00:59:04,912 - mmaction - INFO - Epoch [18][420/1345] lr: 8.358e-02, eta: 10:53:09, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.3680, top5_acc: 0.6469, loss_cls: 2.6748, loss: 2.6748, grad_norm: 2.2223 2021-12-03 00:59:16,991 - mmaction - INFO - Epoch [18][440/1345] lr: 8.358e-02, eta: 10:52:55, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.3445, top5_acc: 0.6414, loss_cls: 2.7213, loss: 2.7213, grad_norm: 2.2099 2021-12-03 00:59:29,055 - mmaction - INFO - Epoch [18][460/1345] lr: 8.358e-02, eta: 10:52:42, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.3367, top5_acc: 0.6180, loss_cls: 2.8117, loss: 2.8117, grad_norm: 2.1771 2021-12-03 00:59:41,124 - mmaction - INFO - Epoch [18][480/1345] lr: 8.358e-02, eta: 10:52:28, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.3438, top5_acc: 0.6266, loss_cls: 2.7680, loss: 2.7680, grad_norm: 2.1916 2021-12-03 00:59:53,203 - mmaction - INFO - Epoch [18][500/1345] lr: 8.358e-02, eta: 10:52:14, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.3523, top5_acc: 0.6164, loss_cls: 2.7703, loss: 2.7703, grad_norm: 2.1323 2021-12-03 01:00:05,266 - mmaction - INFO - Epoch [18][520/1345] lr: 8.358e-02, eta: 10:52:01, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.3609, top5_acc: 0.6258, loss_cls: 2.7578, loss: 2.7578, grad_norm: 2.1612 2021-12-03 01:00:17,322 - mmaction - INFO - Epoch [18][540/1345] lr: 8.358e-02, eta: 10:51:47, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.3398, top5_acc: 0.6273, loss_cls: 2.7636, loss: 2.7636, grad_norm: 2.1943 2021-12-03 01:00:29,377 - mmaction - INFO - Epoch [18][560/1345] lr: 8.358e-02, eta: 10:51:34, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.3242, top5_acc: 0.6273, loss_cls: 2.7356, loss: 2.7356, grad_norm: 2.2209 2021-12-03 01:00:41,434 - mmaction - INFO - Epoch [18][580/1345] lr: 8.358e-02, eta: 10:51:20, time: 0.603, data_time: 0.001, memory: 5354, top1_acc: 0.3461, top5_acc: 0.6039, loss_cls: 2.8729, loss: 2.8729, grad_norm: 2.1999 2021-12-03 01:00:53,486 - mmaction - INFO - Epoch [18][600/1345] lr: 8.358e-02, eta: 10:51:06, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.3336, top5_acc: 0.6016, loss_cls: 2.8424, loss: 2.8424, grad_norm: 2.1366 2021-12-03 01:01:05,540 - mmaction - INFO - Epoch [18][620/1345] lr: 8.358e-02, eta: 10:50:53, time: 0.603, data_time: 0.001, memory: 5354, top1_acc: 0.3336, top5_acc: 0.6070, loss_cls: 2.8016, loss: 2.8016, grad_norm: 2.1763 2021-12-03 01:01:17,587 - mmaction - INFO - Epoch [18][640/1345] lr: 8.358e-02, eta: 10:50:39, time: 0.602, data_time: 0.000, memory: 5354, top1_acc: 0.3500, top5_acc: 0.6375, loss_cls: 2.7102, loss: 2.7102, grad_norm: 2.1274 2021-12-03 01:01:29,644 - mmaction - INFO - Epoch [18][660/1345] lr: 8.358e-02, eta: 10:50:26, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.3391, top5_acc: 0.6391, loss_cls: 2.7961, loss: 2.7961, grad_norm: 2.2257 2021-12-03 01:01:41,740 - mmaction - INFO - Epoch [18][680/1345] lr: 8.358e-02, eta: 10:50:12, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.3266, top5_acc: 0.6211, loss_cls: 2.7973, loss: 2.7973, grad_norm: 2.2044 2021-12-03 01:01:53,823 - mmaction - INFO - Epoch [18][700/1345] lr: 8.358e-02, eta: 10:49:59, time: 0.604, data_time: 0.001, memory: 5354, top1_acc: 0.3703, top5_acc: 0.6484, loss_cls: 2.6916, loss: 2.6916, grad_norm: 2.1152 2021-12-03 01:02:05,894 - mmaction - INFO - Epoch [18][720/1345] lr: 8.358e-02, eta: 10:49:45, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.3859, top5_acc: 0.6422, loss_cls: 2.7004, loss: 2.7004, grad_norm: 2.2369 2021-12-03 01:02:17,959 - mmaction - INFO - Epoch [18][740/1345] lr: 8.358e-02, eta: 10:49:31, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.3547, top5_acc: 0.6469, loss_cls: 2.7353, loss: 2.7353, grad_norm: 2.1505 2021-12-03 01:02:30,034 - mmaction - INFO - Epoch [18][760/1345] lr: 8.358e-02, eta: 10:49:18, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.3578, top5_acc: 0.6234, loss_cls: 2.7472, loss: 2.7472, grad_norm: 2.2027 2021-12-03 01:02:42,109 - mmaction - INFO - Epoch [18][780/1345] lr: 8.358e-02, eta: 10:49:04, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.3398, top5_acc: 0.6414, loss_cls: 2.7281, loss: 2.7281, grad_norm: 2.1852 2021-12-03 01:02:54,229 - mmaction - INFO - Epoch [18][800/1345] lr: 8.358e-02, eta: 10:48:51, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.3477, top5_acc: 0.6195, loss_cls: 2.7516, loss: 2.7516, grad_norm: 2.1879 2021-12-03 01:03:06,288 - mmaction - INFO - Epoch [18][820/1345] lr: 8.358e-02, eta: 10:48:37, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.3516, top5_acc: 0.6391, loss_cls: 2.6983, loss: 2.6983, grad_norm: 2.1946 2021-12-03 01:03:18,368 - mmaction - INFO - Epoch [18][840/1345] lr: 8.358e-02, eta: 10:48:24, time: 0.604, data_time: 0.001, memory: 5354, top1_acc: 0.3242, top5_acc: 0.6070, loss_cls: 2.8805, loss: 2.8805, grad_norm: 2.1649 2021-12-03 01:03:30,478 - mmaction - INFO - Epoch [18][860/1345] lr: 8.358e-02, eta: 10:48:10, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.3438, top5_acc: 0.6258, loss_cls: 2.7744, loss: 2.7744, grad_norm: 2.1568 2021-12-03 01:03:42,566 - mmaction - INFO - Epoch [18][880/1345] lr: 8.358e-02, eta: 10:47:57, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.3617, top5_acc: 0.6406, loss_cls: 2.7011, loss: 2.7011, grad_norm: 2.1677 2021-12-03 01:03:54,678 - mmaction - INFO - Epoch [18][900/1345] lr: 8.358e-02, eta: 10:47:44, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.3594, top5_acc: 0.6258, loss_cls: 2.7119, loss: 2.7119, grad_norm: 2.1920 2021-12-03 01:04:06,780 - mmaction - INFO - Epoch [18][920/1345] lr: 8.358e-02, eta: 10:47:30, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.3531, top5_acc: 0.6312, loss_cls: 2.6847, loss: 2.6847, grad_norm: 2.1937 2021-12-03 01:04:18,877 - mmaction - INFO - Epoch [18][940/1345] lr: 8.358e-02, eta: 10:47:17, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.3422, top5_acc: 0.6352, loss_cls: 2.7622, loss: 2.7622, grad_norm: 2.1856 2021-12-03 01:04:30,989 - mmaction - INFO - Epoch [18][960/1345] lr: 8.358e-02, eta: 10:47:03, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.3461, top5_acc: 0.6211, loss_cls: 2.7447, loss: 2.7447, grad_norm: 2.1924 2021-12-03 01:04:43,110 - mmaction - INFO - Epoch [18][980/1345] lr: 8.358e-02, eta: 10:46:50, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.3422, top5_acc: 0.6398, loss_cls: 2.7328, loss: 2.7328, grad_norm: 2.1826 2021-12-03 01:04:55,314 - mmaction - INFO - Epoch [18][1000/1345] lr: 8.358e-02, eta: 10:46:37, time: 0.610, data_time: 0.000, memory: 5354, top1_acc: 0.3563, top5_acc: 0.6430, loss_cls: 2.6823, loss: 2.6823, grad_norm: 2.1828 2021-12-03 01:05:07,475 - mmaction - INFO - Epoch [18][1020/1345] lr: 8.358e-02, eta: 10:46:23, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.3547, top5_acc: 0.6289, loss_cls: 2.7434, loss: 2.7434, grad_norm: 2.2908 2021-12-03 01:05:19,573 - mmaction - INFO - Epoch [18][1040/1345] lr: 8.358e-02, eta: 10:46:10, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.3391, top5_acc: 0.6320, loss_cls: 2.7826, loss: 2.7826, grad_norm: 2.1841 2021-12-03 01:05:31,736 - mmaction - INFO - Epoch [18][1060/1345] lr: 8.358e-02, eta: 10:45:57, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.3422, top5_acc: 0.6234, loss_cls: 2.7731, loss: 2.7731, grad_norm: 2.2297 2021-12-03 01:05:43,863 - mmaction - INFO - Epoch [18][1080/1345] lr: 8.358e-02, eta: 10:45:43, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.3492, top5_acc: 0.6320, loss_cls: 2.7875, loss: 2.7875, grad_norm: 2.1124 2021-12-03 01:05:55,975 - mmaction - INFO - Epoch [18][1100/1345] lr: 8.358e-02, eta: 10:45:30, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.3477, top5_acc: 0.6258, loss_cls: 2.7162, loss: 2.7162, grad_norm: 2.2002 2021-12-03 01:06:08,082 - mmaction - INFO - Epoch [18][1120/1345] lr: 8.358e-02, eta: 10:45:16, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.3461, top5_acc: 0.6250, loss_cls: 2.7874, loss: 2.7874, grad_norm: 2.2322 2021-12-03 01:06:20,201 - mmaction - INFO - Epoch [18][1140/1345] lr: 8.358e-02, eta: 10:45:03, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.3508, top5_acc: 0.6484, loss_cls: 2.7237, loss: 2.7237, grad_norm: 2.1636 2021-12-03 01:06:32,295 - mmaction - INFO - Epoch [18][1160/1345] lr: 8.358e-02, eta: 10:44:50, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.3484, top5_acc: 0.6188, loss_cls: 2.7935, loss: 2.7935, grad_norm: 2.1566 2021-12-03 01:06:44,398 - mmaction - INFO - Epoch [18][1180/1345] lr: 8.358e-02, eta: 10:44:36, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.3180, top5_acc: 0.5984, loss_cls: 2.8385, loss: 2.8385, grad_norm: 2.1651 2021-12-03 01:06:56,536 - mmaction - INFO - Epoch [18][1200/1345] lr: 8.358e-02, eta: 10:44:23, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.3344, top5_acc: 0.6133, loss_cls: 2.8617, loss: 2.8617, grad_norm: 2.1180 2021-12-03 01:07:08,652 - mmaction - INFO - Epoch [18][1220/1345] lr: 8.358e-02, eta: 10:44:10, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.3414, top5_acc: 0.6219, loss_cls: 2.7766, loss: 2.7766, grad_norm: 2.1634 2021-12-03 01:07:20,752 - mmaction - INFO - Epoch [18][1240/1345] lr: 8.358e-02, eta: 10:43:56, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.3344, top5_acc: 0.6312, loss_cls: 2.7466, loss: 2.7466, grad_norm: 2.2216 2021-12-03 01:07:32,854 - mmaction - INFO - Epoch [18][1260/1345] lr: 8.358e-02, eta: 10:43:43, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.3484, top5_acc: 0.6195, loss_cls: 2.7166, loss: 2.7166, grad_norm: 2.0663 2021-12-03 01:07:44,964 - mmaction - INFO - Epoch [18][1280/1345] lr: 8.358e-02, eta: 10:43:29, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.3641, top5_acc: 0.6445, loss_cls: 2.7067, loss: 2.7067, grad_norm: 2.1834 2021-12-03 01:07:57,057 - mmaction - INFO - Epoch [18][1300/1345] lr: 8.358e-02, eta: 10:43:16, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.3414, top5_acc: 0.6281, loss_cls: 2.7716, loss: 2.7716, grad_norm: 2.2211 2021-12-03 01:08:09,157 - mmaction - INFO - Epoch [18][1320/1345] lr: 8.358e-02, eta: 10:43:03, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.3555, top5_acc: 0.6297, loss_cls: 2.7141, loss: 2.7141, grad_norm: 2.1504 2021-12-03 01:08:21,249 - mmaction - INFO - Epoch [18][1340/1345] lr: 8.358e-02, eta: 10:42:49, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.3328, top5_acc: 0.6258, loss_cls: 2.7624, loss: 2.7624, grad_norm: 2.1861 2021-12-03 01:09:19,914 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-12-03 01:09:20,067 - mmaction - INFO - top1_acc 0.2808 top5_acc 0.5956 2021-12-03 01:09:20,068 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-12-03 01:09:20,077 - mmaction - INFO - mean_acc 0.2539 2021-12-03 01:09:21,062 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_18.pth. 2021-12-03 01:09:21,063 - mmaction - INFO - Best top1_acc is 0.2808 at 18 epoch. 2021-12-03 01:09:21,078 - mmaction - INFO - Saving checkpoint at 18 epochs 2021-12-03 01:09:22,251 - mmaction - INFO - Epoch(val) [18][181] top1_acc: 0.2808, top5_acc: 0.5956, mean_class_accuracy: 0.2539 2021-12-03 01:10:03,812 - mmaction - INFO - Epoch [19][20/1345] lr: 8.172e-02, eta: 10:43:40, time: 2.078, data_time: 1.467, memory: 5354, top1_acc: 0.3734, top5_acc: 0.6539, loss_cls: 2.6491, loss: 2.6491, grad_norm: 2.2349 2021-12-03 01:10:15,826 - mmaction - INFO - Epoch [19][40/1345] lr: 8.172e-02, eta: 10:43:26, time: 0.600, data_time: 0.002, memory: 5354, top1_acc: 0.3508, top5_acc: 0.6430, loss_cls: 2.7014, loss: 2.7014, grad_norm: 2.2847 2021-12-03 01:10:27,825 - mmaction - INFO - Epoch [19][60/1345] lr: 8.172e-02, eta: 10:43:12, time: 0.600, data_time: 0.001, memory: 5354, top1_acc: 0.3398, top5_acc: 0.6305, loss_cls: 2.7202, loss: 2.7202, grad_norm: 2.2030 2021-12-03 01:10:39,836 - mmaction - INFO - Epoch [19][80/1345] lr: 8.172e-02, eta: 10:42:59, time: 0.601, data_time: 0.001, memory: 5354, top1_acc: 0.3547, top5_acc: 0.6375, loss_cls: 2.7149, loss: 2.7149, grad_norm: 2.0997 2021-12-03 01:10:51,884 - mmaction - INFO - Epoch [19][100/1345] lr: 8.172e-02, eta: 10:42:45, time: 0.602, data_time: 0.001, memory: 5354, top1_acc: 0.3742, top5_acc: 0.6609, loss_cls: 2.6709, loss: 2.6709, grad_norm: 2.2037 2021-12-03 01:11:03,929 - mmaction - INFO - Epoch [19][120/1345] lr: 8.172e-02, eta: 10:42:31, time: 0.602, data_time: 0.000, memory: 5354, top1_acc: 0.3820, top5_acc: 0.6430, loss_cls: 2.6309, loss: 2.6309, grad_norm: 2.2279 2021-12-03 01:11:15,971 - mmaction - INFO - Epoch [19][140/1345] lr: 8.172e-02, eta: 10:42:18, time: 0.602, data_time: 0.000, memory: 5354, top1_acc: 0.3461, top5_acc: 0.6320, loss_cls: 2.6817, loss: 2.6817, grad_norm: 2.1633 2021-12-03 01:11:28,035 - mmaction - INFO - Epoch [19][160/1345] lr: 8.172e-02, eta: 10:42:04, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.3875, top5_acc: 0.6305, loss_cls: 2.6867, loss: 2.6867, grad_norm: 2.2096 2021-12-03 01:11:40,159 - mmaction - INFO - Epoch [19][180/1345] lr: 8.172e-02, eta: 10:41:51, time: 0.606, data_time: 0.001, memory: 5354, top1_acc: 0.3609, top5_acc: 0.6297, loss_cls: 2.6890, loss: 2.6890, grad_norm: 2.2776 2021-12-03 01:11:52,290 - mmaction - INFO - Epoch [19][200/1345] lr: 8.172e-02, eta: 10:41:37, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.3445, top5_acc: 0.6398, loss_cls: 2.7866, loss: 2.7866, grad_norm: 2.2592 2021-12-03 01:12:04,481 - mmaction - INFO - Epoch [19][220/1345] lr: 8.172e-02, eta: 10:41:24, time: 0.610, data_time: 0.001, memory: 5354, top1_acc: 0.3453, top5_acc: 0.6398, loss_cls: 2.7322, loss: 2.7322, grad_norm: 2.2126 2021-12-03 01:12:16,643 - mmaction - INFO - Epoch [19][240/1345] lr: 8.172e-02, eta: 10:41:11, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.3477, top5_acc: 0.6258, loss_cls: 2.7038, loss: 2.7038, grad_norm: 2.2273 2021-12-03 01:12:28,821 - mmaction - INFO - Epoch [19][260/1345] lr: 8.172e-02, eta: 10:40:58, time: 0.609, data_time: 0.000, memory: 5354, top1_acc: 0.3438, top5_acc: 0.6398, loss_cls: 2.6754, loss: 2.6754, grad_norm: 2.2225 2021-12-03 01:12:41,010 - mmaction - INFO - Epoch [19][280/1345] lr: 8.172e-02, eta: 10:40:44, time: 0.609, data_time: 0.000, memory: 5354, top1_acc: 0.3187, top5_acc: 0.6258, loss_cls: 2.8287, loss: 2.8287, grad_norm: 2.2259 2021-12-03 01:12:53,197 - mmaction - INFO - Epoch [19][300/1345] lr: 8.172e-02, eta: 10:40:31, time: 0.609, data_time: 0.000, memory: 5354, top1_acc: 0.3336, top5_acc: 0.6203, loss_cls: 2.7370, loss: 2.7370, grad_norm: 2.2134 2021-12-03 01:13:05,386 - mmaction - INFO - Epoch [19][320/1345] lr: 8.172e-02, eta: 10:40:18, time: 0.609, data_time: 0.000, memory: 5354, top1_acc: 0.3492, top5_acc: 0.6219, loss_cls: 2.7677, loss: 2.7677, grad_norm: 2.1869 2021-12-03 01:13:17,594 - mmaction - INFO - Epoch [19][340/1345] lr: 8.172e-02, eta: 10:40:05, time: 0.611, data_time: 0.000, memory: 5354, top1_acc: 0.3406, top5_acc: 0.6289, loss_cls: 2.7362, loss: 2.7362, grad_norm: 2.1458 2021-12-03 01:13:29,784 - mmaction - INFO - Epoch [19][360/1345] lr: 8.172e-02, eta: 10:39:52, time: 0.609, data_time: 0.000, memory: 5354, top1_acc: 0.3539, top5_acc: 0.6469, loss_cls: 2.7108, loss: 2.7108, grad_norm: 2.2254 2021-12-03 01:13:42,012 - mmaction - INFO - Epoch [19][380/1345] lr: 8.172e-02, eta: 10:39:39, time: 0.611, data_time: 0.000, memory: 5354, top1_acc: 0.3508, top5_acc: 0.6234, loss_cls: 2.7625, loss: 2.7625, grad_norm: 2.1436 2021-12-03 01:13:54,153 - mmaction - INFO - Epoch [19][400/1345] lr: 8.172e-02, eta: 10:39:25, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.3391, top5_acc: 0.6289, loss_cls: 2.7576, loss: 2.7576, grad_norm: 2.1671 2021-12-03 01:14:06,336 - mmaction - INFO - Epoch [19][420/1345] lr: 8.172e-02, eta: 10:39:12, time: 0.609, data_time: 0.000, memory: 5354, top1_acc: 0.3320, top5_acc: 0.6242, loss_cls: 2.8163, loss: 2.8163, grad_norm: 2.1878 2021-12-03 01:14:18,511 - mmaction - INFO - Epoch [19][440/1345] lr: 8.172e-02, eta: 10:38:59, time: 0.609, data_time: 0.000, memory: 5354, top1_acc: 0.3227, top5_acc: 0.6234, loss_cls: 2.7588, loss: 2.7588, grad_norm: 2.1413 2021-12-03 01:14:30,723 - mmaction - INFO - Epoch [19][460/1345] lr: 8.172e-02, eta: 10:38:46, time: 0.611, data_time: 0.000, memory: 5354, top1_acc: 0.3664, top5_acc: 0.6484, loss_cls: 2.6695, loss: 2.6695, grad_norm: 2.2282 2021-12-03 01:14:42,908 - mmaction - INFO - Epoch [19][480/1345] lr: 8.172e-02, eta: 10:38:32, time: 0.609, data_time: 0.001, memory: 5354, top1_acc: 0.3477, top5_acc: 0.6148, loss_cls: 2.7909, loss: 2.7909, grad_norm: 2.1279 2021-12-03 01:14:55,081 - mmaction - INFO - Epoch [19][500/1345] lr: 8.172e-02, eta: 10:38:19, time: 0.609, data_time: 0.000, memory: 5354, top1_acc: 0.3383, top5_acc: 0.6477, loss_cls: 2.7062, loss: 2.7062, grad_norm: 2.2063 2021-12-03 01:15:07,264 - mmaction - INFO - Epoch [19][520/1345] lr: 8.172e-02, eta: 10:38:06, time: 0.609, data_time: 0.001, memory: 5354, top1_acc: 0.3648, top5_acc: 0.6492, loss_cls: 2.6589, loss: 2.6589, grad_norm: 2.2143 2021-12-03 01:15:19,442 - mmaction - INFO - Epoch [19][540/1345] lr: 8.172e-02, eta: 10:37:53, time: 0.609, data_time: 0.000, memory: 5354, top1_acc: 0.3703, top5_acc: 0.6523, loss_cls: 2.7156, loss: 2.7156, grad_norm: 2.1842 2021-12-03 01:15:31,613 - mmaction - INFO - Epoch [19][560/1345] lr: 8.172e-02, eta: 10:37:39, time: 0.609, data_time: 0.000, memory: 5354, top1_acc: 0.3625, top5_acc: 0.6547, loss_cls: 2.6362, loss: 2.6362, grad_norm: 2.1887 2021-12-03 01:15:43,760 - mmaction - INFO - Epoch [19][580/1345] lr: 8.172e-02, eta: 10:37:26, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.3430, top5_acc: 0.6430, loss_cls: 2.7181, loss: 2.7181, grad_norm: 2.2505 2021-12-03 01:15:55,991 - mmaction - INFO - Epoch [19][600/1345] lr: 8.172e-02, eta: 10:37:13, time: 0.612, data_time: 0.000, memory: 5354, top1_acc: 0.3664, top5_acc: 0.6367, loss_cls: 2.7039, loss: 2.7039, grad_norm: 2.1338 2021-12-03 01:16:08,169 - mmaction - INFO - Epoch [19][620/1345] lr: 8.172e-02, eta: 10:37:00, time: 0.609, data_time: 0.001, memory: 5354, top1_acc: 0.3672, top5_acc: 0.6555, loss_cls: 2.6306, loss: 2.6306, grad_norm: 2.1936 2021-12-03 01:16:20,336 - mmaction - INFO - Epoch [19][640/1345] lr: 8.172e-02, eta: 10:36:46, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.3602, top5_acc: 0.6625, loss_cls: 2.6013, loss: 2.6013, grad_norm: 2.1835 2021-12-03 01:16:32,465 - mmaction - INFO - Epoch [19][660/1345] lr: 8.172e-02, eta: 10:36:33, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.3344, top5_acc: 0.6164, loss_cls: 2.8068, loss: 2.8068, grad_norm: 2.2412 2021-12-03 01:16:44,635 - mmaction - INFO - Epoch [19][680/1345] lr: 8.172e-02, eta: 10:36:20, time: 0.609, data_time: 0.000, memory: 5354, top1_acc: 0.3391, top5_acc: 0.6094, loss_cls: 2.8039, loss: 2.8039, grad_norm: 2.1556 2021-12-03 01:16:56,798 - mmaction - INFO - Epoch [19][700/1345] lr: 8.172e-02, eta: 10:36:07, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.3469, top5_acc: 0.6352, loss_cls: 2.7279, loss: 2.7279, grad_norm: 2.1937 2021-12-03 01:17:08,962 - mmaction - INFO - Epoch [19][720/1345] lr: 8.172e-02, eta: 10:35:53, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.3586, top5_acc: 0.6227, loss_cls: 2.7900, loss: 2.7900, grad_norm: 2.1661 2021-12-03 01:17:21,123 - mmaction - INFO - Epoch [19][740/1345] lr: 8.172e-02, eta: 10:35:40, time: 0.608, data_time: 0.001, memory: 5354, top1_acc: 0.3438, top5_acc: 0.6438, loss_cls: 2.7336, loss: 2.7336, grad_norm: 2.1797 2021-12-03 01:17:33,269 - mmaction - INFO - Epoch [19][760/1345] lr: 8.172e-02, eta: 10:35:27, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.3641, top5_acc: 0.6555, loss_cls: 2.6456, loss: 2.6456, grad_norm: 2.2581 2021-12-03 01:17:45,386 - mmaction - INFO - Epoch [19][780/1345] lr: 8.172e-02, eta: 10:35:13, time: 0.606, data_time: 0.001, memory: 5354, top1_acc: 0.3547, top5_acc: 0.6539, loss_cls: 2.6499, loss: 2.6499, grad_norm: 2.1393 2021-12-03 01:17:57,508 - mmaction - INFO - Epoch [19][800/1345] lr: 8.172e-02, eta: 10:35:00, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.3344, top5_acc: 0.6328, loss_cls: 2.8086, loss: 2.8086, grad_norm: 2.1948 2021-12-03 01:18:09,683 - mmaction - INFO - Epoch [19][820/1345] lr: 8.172e-02, eta: 10:34:47, time: 0.609, data_time: 0.000, memory: 5354, top1_acc: 0.3883, top5_acc: 0.6508, loss_cls: 2.6619, loss: 2.6619, grad_norm: 2.1700 2021-12-03 01:18:21,795 - mmaction - INFO - Epoch [19][840/1345] lr: 8.172e-02, eta: 10:34:34, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.3414, top5_acc: 0.6297, loss_cls: 2.7846, loss: 2.7846, grad_norm: 2.2524 2021-12-03 01:18:33,909 - mmaction - INFO - Epoch [19][860/1345] lr: 8.172e-02, eta: 10:34:20, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.3297, top5_acc: 0.6062, loss_cls: 2.8368, loss: 2.8368, grad_norm: 2.1971 2021-12-03 01:18:45,997 - mmaction - INFO - Epoch [19][880/1345] lr: 8.172e-02, eta: 10:34:07, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.3742, top5_acc: 0.6305, loss_cls: 2.6928, loss: 2.6928, grad_norm: 2.1246 2021-12-03 01:18:58,079 - mmaction - INFO - Epoch [19][900/1345] lr: 8.172e-02, eta: 10:33:53, time: 0.604, data_time: 0.001, memory: 5354, top1_acc: 0.3531, top5_acc: 0.6430, loss_cls: 2.6895, loss: 2.6895, grad_norm: 2.1995 2021-12-03 01:19:10,136 - mmaction - INFO - Epoch [19][920/1345] lr: 8.172e-02, eta: 10:33:40, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.3633, top5_acc: 0.6258, loss_cls: 2.7308, loss: 2.7308, grad_norm: 2.1439 2021-12-03 01:19:22,214 - mmaction - INFO - Epoch [19][940/1345] lr: 8.172e-02, eta: 10:33:26, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.3531, top5_acc: 0.6523, loss_cls: 2.6642, loss: 2.6642, grad_norm: 2.1947 2021-12-03 01:19:34,274 - mmaction - INFO - Epoch [19][960/1345] lr: 8.172e-02, eta: 10:33:13, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.3281, top5_acc: 0.6117, loss_cls: 2.7845, loss: 2.7845, grad_norm: 2.2096 2021-12-03 01:19:46,346 - mmaction - INFO - Epoch [19][980/1345] lr: 8.172e-02, eta: 10:32:59, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.3594, top5_acc: 0.6188, loss_cls: 2.7345, loss: 2.7345, grad_norm: 2.1487 2021-12-03 01:19:58,422 - mmaction - INFO - Epoch [19][1000/1345] lr: 8.172e-02, eta: 10:32:46, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.3555, top5_acc: 0.6367, loss_cls: 2.6608, loss: 2.6608, grad_norm: 2.1187 2021-12-03 01:20:10,506 - mmaction - INFO - Epoch [19][1020/1345] lr: 8.172e-02, eta: 10:32:33, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.3500, top5_acc: 0.6445, loss_cls: 2.7400, loss: 2.7400, grad_norm: 2.1962 2021-12-03 01:20:22,571 - mmaction - INFO - Epoch [19][1040/1345] lr: 8.172e-02, eta: 10:32:19, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.3312, top5_acc: 0.6250, loss_cls: 2.7438, loss: 2.7438, grad_norm: 2.1633 2021-12-03 01:20:34,636 - mmaction - INFO - Epoch [19][1060/1345] lr: 8.172e-02, eta: 10:32:06, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.3531, top5_acc: 0.6367, loss_cls: 2.6899, loss: 2.6899, grad_norm: 2.2406 2021-12-03 01:20:46,712 - mmaction - INFO - Epoch [19][1080/1345] lr: 8.172e-02, eta: 10:31:52, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.3508, top5_acc: 0.6430, loss_cls: 2.7222, loss: 2.7222, grad_norm: 2.1992 2021-12-03 01:20:58,787 - mmaction - INFO - Epoch [19][1100/1345] lr: 8.172e-02, eta: 10:31:39, time: 0.604, data_time: 0.001, memory: 5354, top1_acc: 0.3492, top5_acc: 0.6539, loss_cls: 2.6760, loss: 2.6760, grad_norm: 2.1912 2021-12-03 01:21:10,859 - mmaction - INFO - Epoch [19][1120/1345] lr: 8.172e-02, eta: 10:31:25, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.3500, top5_acc: 0.6297, loss_cls: 2.7438, loss: 2.7438, grad_norm: 2.1019 2021-12-03 01:21:22,931 - mmaction - INFO - Epoch [19][1140/1345] lr: 8.172e-02, eta: 10:31:12, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.3227, top5_acc: 0.6016, loss_cls: 2.8719, loss: 2.8719, grad_norm: 2.2159 2021-12-03 01:21:35,009 - mmaction - INFO - Epoch [19][1160/1345] lr: 8.172e-02, eta: 10:30:59, time: 0.604, data_time: 0.001, memory: 5354, top1_acc: 0.3492, top5_acc: 0.6234, loss_cls: 2.7145, loss: 2.7145, grad_norm: 2.2188 2021-12-03 01:21:47,085 - mmaction - INFO - Epoch [19][1180/1345] lr: 8.172e-02, eta: 10:30:45, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.3547, top5_acc: 0.6562, loss_cls: 2.7019, loss: 2.7019, grad_norm: 2.1949 2021-12-03 01:21:59,159 - mmaction - INFO - Epoch [19][1200/1345] lr: 8.172e-02, eta: 10:30:32, time: 0.604, data_time: 0.001, memory: 5354, top1_acc: 0.3594, top5_acc: 0.6484, loss_cls: 2.6640, loss: 2.6640, grad_norm: 2.1928 2021-12-03 01:22:11,227 - mmaction - INFO - Epoch [19][1220/1345] lr: 8.172e-02, eta: 10:30:18, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.3477, top5_acc: 0.6391, loss_cls: 2.7205, loss: 2.7205, grad_norm: 2.1879 2021-12-03 01:22:23,301 - mmaction - INFO - Epoch [19][1240/1345] lr: 8.172e-02, eta: 10:30:05, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.3750, top5_acc: 0.6375, loss_cls: 2.6702, loss: 2.6702, grad_norm: 2.1491 2021-12-03 01:22:35,377 - mmaction - INFO - Epoch [19][1260/1345] lr: 8.172e-02, eta: 10:29:51, time: 0.604, data_time: 0.001, memory: 5354, top1_acc: 0.3719, top5_acc: 0.6422, loss_cls: 2.6388, loss: 2.6388, grad_norm: 2.1836 2021-12-03 01:22:47,464 - mmaction - INFO - Epoch [19][1280/1345] lr: 8.172e-02, eta: 10:29:38, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.3617, top5_acc: 0.6398, loss_cls: 2.7017, loss: 2.7017, grad_norm: 2.1941 2021-12-03 01:22:59,530 - mmaction - INFO - Epoch [19][1300/1345] lr: 8.172e-02, eta: 10:29:25, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.3500, top5_acc: 0.6398, loss_cls: 2.6852, loss: 2.6852, grad_norm: 2.2456 2021-12-03 01:23:11,599 - mmaction - INFO - Epoch [19][1320/1345] lr: 8.172e-02, eta: 10:29:11, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.3477, top5_acc: 0.6344, loss_cls: 2.7185, loss: 2.7185, grad_norm: 2.1772 2021-12-03 01:23:23,672 - mmaction - INFO - Epoch [19][1340/1345] lr: 8.172e-02, eta: 10:28:58, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.3711, top5_acc: 0.6453, loss_cls: 2.6609, loss: 2.6609, grad_norm: 2.2106 2021-12-03 01:24:22,687 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-12-03 01:24:22,839 - mmaction - INFO - top1_acc 0.2823 top5_acc 0.5910 2021-12-03 01:24:22,839 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-12-03 01:24:22,848 - mmaction - INFO - mean_acc 0.2630 2021-12-03 01:24:23,990 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_19.pth. 2021-12-03 01:24:23,991 - mmaction - INFO - Best top1_acc is 0.2823 at 19 epoch. 2021-12-03 01:24:23,995 - mmaction - INFO - Saving checkpoint at 19 epochs 2021-12-03 01:24:27,430 - mmaction - INFO - Epoch(val) [19][181] top1_acc: 0.2823, top5_acc: 0.5910, mean_class_accuracy: 0.2630 2021-12-03 01:25:06,060 - mmaction - INFO - Epoch [20][20/1345] lr: 7.978e-02, eta: 10:29:37, time: 1.931, data_time: 1.333, memory: 5354, top1_acc: 0.3539, top5_acc: 0.6477, loss_cls: 2.6551, loss: 2.6551, grad_norm: 2.2557 2021-12-03 01:25:18,028 - mmaction - INFO - Epoch [20][40/1345] lr: 7.978e-02, eta: 10:29:23, time: 0.598, data_time: 0.001, memory: 5354, top1_acc: 0.3625, top5_acc: 0.6344, loss_cls: 2.6642, loss: 2.6642, grad_norm: 2.1887 2021-12-03 01:25:30,064 - mmaction - INFO - Epoch [20][60/1345] lr: 7.978e-02, eta: 10:29:09, time: 0.602, data_time: 0.002, memory: 5354, top1_acc: 0.3906, top5_acc: 0.6531, loss_cls: 2.5864, loss: 2.5864, grad_norm: 2.2566 2021-12-03 01:25:42,082 - mmaction - INFO - Epoch [20][80/1345] lr: 7.978e-02, eta: 10:28:56, time: 0.601, data_time: 0.001, memory: 5354, top1_acc: 0.3758, top5_acc: 0.6469, loss_cls: 2.6615, loss: 2.6615, grad_norm: 2.2363 2021-12-03 01:25:54,119 - mmaction - INFO - Epoch [20][100/1345] lr: 7.978e-02, eta: 10:28:42, time: 0.602, data_time: 0.001, memory: 5354, top1_acc: 0.3531, top5_acc: 0.6547, loss_cls: 2.6507, loss: 2.6507, grad_norm: 2.1369 2021-12-03 01:26:06,174 - mmaction - INFO - Epoch [20][120/1345] lr: 7.978e-02, eta: 10:28:29, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.3664, top5_acc: 0.6547, loss_cls: 2.6024, loss: 2.6024, grad_norm: 2.1700 2021-12-03 01:26:18,227 - mmaction - INFO - Epoch [20][140/1345] lr: 7.978e-02, eta: 10:28:15, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.3516, top5_acc: 0.6445, loss_cls: 2.6527, loss: 2.6527, grad_norm: 2.2464 2021-12-03 01:26:30,279 - mmaction - INFO - Epoch [20][160/1345] lr: 7.978e-02, eta: 10:28:02, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.3641, top5_acc: 0.6469, loss_cls: 2.6575, loss: 2.6575, grad_norm: 2.2917 2021-12-03 01:26:42,347 - mmaction - INFO - Epoch [20][180/1345] lr: 7.978e-02, eta: 10:27:48, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.3453, top5_acc: 0.6562, loss_cls: 2.5919, loss: 2.5919, grad_norm: 2.1936 2021-12-03 01:26:54,464 - mmaction - INFO - Epoch [20][200/1345] lr: 7.978e-02, eta: 10:27:35, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.3734, top5_acc: 0.6562, loss_cls: 2.6318, loss: 2.6318, grad_norm: 2.2071 2021-12-03 01:27:06,710 - mmaction - INFO - Epoch [20][220/1345] lr: 7.978e-02, eta: 10:27:22, time: 0.612, data_time: 0.000, memory: 5354, top1_acc: 0.3797, top5_acc: 0.6594, loss_cls: 2.6572, loss: 2.6572, grad_norm: 2.3379 2021-12-03 01:27:18,969 - mmaction - INFO - Epoch [20][240/1345] lr: 7.978e-02, eta: 10:27:09, time: 0.613, data_time: 0.000, memory: 5354, top1_acc: 0.3523, top5_acc: 0.6469, loss_cls: 2.6922, loss: 2.6922, grad_norm: 2.2450 2021-12-03 01:27:31,098 - mmaction - INFO - Epoch [20][260/1345] lr: 7.978e-02, eta: 10:26:56, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.3430, top5_acc: 0.6477, loss_cls: 2.7306, loss: 2.7306, grad_norm: 2.2886 2021-12-03 01:27:43,274 - mmaction - INFO - Epoch [20][280/1345] lr: 7.978e-02, eta: 10:26:42, time: 0.609, data_time: 0.000, memory: 5354, top1_acc: 0.3672, top5_acc: 0.6656, loss_cls: 2.6071, loss: 2.6071, grad_norm: 2.2461 2021-12-03 01:27:55,474 - mmaction - INFO - Epoch [20][300/1345] lr: 7.978e-02, eta: 10:26:29, time: 0.610, data_time: 0.001, memory: 5354, top1_acc: 0.3875, top5_acc: 0.6578, loss_cls: 2.5665, loss: 2.5665, grad_norm: 2.1686 2021-12-03 01:28:07,655 - mmaction - INFO - Epoch [20][320/1345] lr: 7.978e-02, eta: 10:26:16, time: 0.609, data_time: 0.000, memory: 5354, top1_acc: 0.3555, top5_acc: 0.6578, loss_cls: 2.6506, loss: 2.6506, grad_norm: 2.2220 2021-12-03 01:28:19,844 - mmaction - INFO - Epoch [20][340/1345] lr: 7.978e-02, eta: 10:26:03, time: 0.609, data_time: 0.000, memory: 5354, top1_acc: 0.3344, top5_acc: 0.6422, loss_cls: 2.6624, loss: 2.6624, grad_norm: 2.2766 2021-12-03 01:28:32,047 - mmaction - INFO - Epoch [20][360/1345] lr: 7.978e-02, eta: 10:25:50, time: 0.610, data_time: 0.000, memory: 5354, top1_acc: 0.3531, top5_acc: 0.6453, loss_cls: 2.6778, loss: 2.6778, grad_norm: 2.1987 2021-12-03 01:28:44,220 - mmaction - INFO - Epoch [20][380/1345] lr: 7.978e-02, eta: 10:25:37, time: 0.609, data_time: 0.001, memory: 5354, top1_acc: 0.3609, top5_acc: 0.6562, loss_cls: 2.6728, loss: 2.6728, grad_norm: 2.2443 2021-12-03 01:28:56,475 - mmaction - INFO - Epoch [20][400/1345] lr: 7.978e-02, eta: 10:25:24, time: 0.613, data_time: 0.000, memory: 5354, top1_acc: 0.3609, top5_acc: 0.6406, loss_cls: 2.6223, loss: 2.6223, grad_norm: 2.2520 2021-12-03 01:29:08,625 - mmaction - INFO - Epoch [20][420/1345] lr: 7.978e-02, eta: 10:25:10, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.3477, top5_acc: 0.6383, loss_cls: 2.7058, loss: 2.7058, grad_norm: 2.1858 2021-12-03 01:29:20,844 - mmaction - INFO - Epoch [20][440/1345] lr: 7.978e-02, eta: 10:24:57, time: 0.611, data_time: 0.000, memory: 5354, top1_acc: 0.3500, top5_acc: 0.6305, loss_cls: 2.6889, loss: 2.6889, grad_norm: 2.1430 2021-12-03 01:29:32,997 - mmaction - INFO - Epoch [20][460/1345] lr: 7.978e-02, eta: 10:24:44, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.3633, top5_acc: 0.6414, loss_cls: 2.6920, loss: 2.6920, grad_norm: 2.2017 2021-12-03 01:29:45,238 - mmaction - INFO - Epoch [20][480/1345] lr: 7.978e-02, eta: 10:24:31, time: 0.612, data_time: 0.000, memory: 5354, top1_acc: 0.3547, top5_acc: 0.6398, loss_cls: 2.6772, loss: 2.6772, grad_norm: 2.2475 2021-12-03 01:29:57,427 - mmaction - INFO - Epoch [20][500/1345] lr: 7.978e-02, eta: 10:24:18, time: 0.609, data_time: 0.000, memory: 5354, top1_acc: 0.3547, top5_acc: 0.6547, loss_cls: 2.6750, loss: 2.6750, grad_norm: 2.2513 2021-12-03 01:30:09,631 - mmaction - INFO - Epoch [20][520/1345] lr: 7.978e-02, eta: 10:24:05, time: 0.610, data_time: 0.000, memory: 5354, top1_acc: 0.3531, top5_acc: 0.6484, loss_cls: 2.6828, loss: 2.6828, grad_norm: 2.1813 2021-12-03 01:30:21,901 - mmaction - INFO - Epoch [20][540/1345] lr: 7.978e-02, eta: 10:23:52, time: 0.614, data_time: 0.001, memory: 5354, top1_acc: 0.3477, top5_acc: 0.6492, loss_cls: 2.6653, loss: 2.6653, grad_norm: 2.2642 2021-12-03 01:30:34,055 - mmaction - INFO - Epoch [20][560/1345] lr: 7.978e-02, eta: 10:23:38, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.3578, top5_acc: 0.6617, loss_cls: 2.6937, loss: 2.6937, grad_norm: 2.3084 2021-12-03 01:30:46,277 - mmaction - INFO - Epoch [20][580/1345] lr: 7.978e-02, eta: 10:23:25, time: 0.611, data_time: 0.000, memory: 5354, top1_acc: 0.3648, top5_acc: 0.6352, loss_cls: 2.6868, loss: 2.6868, grad_norm: 2.2051 2021-12-03 01:30:58,521 - mmaction - INFO - Epoch [20][600/1345] lr: 7.978e-02, eta: 10:23:12, time: 0.612, data_time: 0.000, memory: 5354, top1_acc: 0.3609, top5_acc: 0.6656, loss_cls: 2.6633, loss: 2.6633, grad_norm: 2.2327 2021-12-03 01:31:10,689 - mmaction - INFO - Epoch [20][620/1345] lr: 7.978e-02, eta: 10:22:59, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.3766, top5_acc: 0.6453, loss_cls: 2.6637, loss: 2.6637, grad_norm: 2.2595 2021-12-03 01:31:22,929 - mmaction - INFO - Epoch [20][640/1345] lr: 7.978e-02, eta: 10:22:46, time: 0.612, data_time: 0.000, memory: 5354, top1_acc: 0.3430, top5_acc: 0.6273, loss_cls: 2.7216, loss: 2.7216, grad_norm: 2.2396 2021-12-03 01:31:35,122 - mmaction - INFO - Epoch [20][660/1345] lr: 7.978e-02, eta: 10:22:33, time: 0.610, data_time: 0.000, memory: 5354, top1_acc: 0.3602, top5_acc: 0.6367, loss_cls: 2.7477, loss: 2.7477, grad_norm: 2.2025 2021-12-03 01:31:47,297 - mmaction - INFO - Epoch [20][680/1345] lr: 7.978e-02, eta: 10:22:20, time: 0.609, data_time: 0.000, memory: 5354, top1_acc: 0.3734, top5_acc: 0.6500, loss_cls: 2.6341, loss: 2.6341, grad_norm: 2.1911 2021-12-03 01:31:59,451 - mmaction - INFO - Epoch [20][700/1345] lr: 7.978e-02, eta: 10:22:07, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.3547, top5_acc: 0.6297, loss_cls: 2.7172, loss: 2.7172, grad_norm: 2.2269 2021-12-03 01:32:11,657 - mmaction - INFO - Epoch [20][720/1345] lr: 7.978e-02, eta: 10:21:54, time: 0.610, data_time: 0.000, memory: 5354, top1_acc: 0.3930, top5_acc: 0.6734, loss_cls: 2.5518, loss: 2.5518, grad_norm: 2.1320 2021-12-03 01:32:23,826 - mmaction - INFO - Epoch [20][740/1345] lr: 7.978e-02, eta: 10:21:40, time: 0.609, data_time: 0.000, memory: 5354, top1_acc: 0.3711, top5_acc: 0.6320, loss_cls: 2.6925, loss: 2.6925, grad_norm: 2.3026 2021-12-03 01:32:36,031 - mmaction - INFO - Epoch [20][760/1345] lr: 7.978e-02, eta: 10:21:27, time: 0.610, data_time: 0.000, memory: 5354, top1_acc: 0.3523, top5_acc: 0.6578, loss_cls: 2.6500, loss: 2.6500, grad_norm: 2.2345 2021-12-03 01:32:48,350 - mmaction - INFO - Epoch [20][780/1345] lr: 7.978e-02, eta: 10:21:14, time: 0.616, data_time: 0.000, memory: 5354, top1_acc: 0.3609, top5_acc: 0.6156, loss_cls: 2.7385, loss: 2.7385, grad_norm: 2.1679 2021-12-03 01:33:00,503 - mmaction - INFO - Epoch [20][800/1345] lr: 7.978e-02, eta: 10:21:01, time: 0.607, data_time: 0.001, memory: 5354, top1_acc: 0.3469, top5_acc: 0.6398, loss_cls: 2.7691, loss: 2.7691, grad_norm: 2.2607 2021-12-03 01:33:12,724 - mmaction - INFO - Epoch [20][820/1345] lr: 7.978e-02, eta: 10:20:48, time: 0.611, data_time: 0.000, memory: 5354, top1_acc: 0.3547, top5_acc: 0.6422, loss_cls: 2.7007, loss: 2.7007, grad_norm: 2.2221 2021-12-03 01:33:24,840 - mmaction - INFO - Epoch [20][840/1345] lr: 7.978e-02, eta: 10:20:35, time: 0.606, data_time: 0.001, memory: 5354, top1_acc: 0.3555, top5_acc: 0.6273, loss_cls: 2.7626, loss: 2.7626, grad_norm: 2.2541 2021-12-03 01:33:36,990 - mmaction - INFO - Epoch [20][860/1345] lr: 7.978e-02, eta: 10:20:22, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.3680, top5_acc: 0.6547, loss_cls: 2.6445, loss: 2.6445, grad_norm: 2.0742 2021-12-03 01:33:49,146 - mmaction - INFO - Epoch [20][880/1345] lr: 7.978e-02, eta: 10:20:08, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.3641, top5_acc: 0.6555, loss_cls: 2.6519, loss: 2.6519, grad_norm: 2.2974 2021-12-03 01:34:01,294 - mmaction - INFO - Epoch [20][900/1345] lr: 7.978e-02, eta: 10:19:55, time: 0.608, data_time: 0.001, memory: 5354, top1_acc: 0.3820, top5_acc: 0.6500, loss_cls: 2.6526, loss: 2.6526, grad_norm: 2.2021 2021-12-03 01:34:13,432 - mmaction - INFO - Epoch [20][920/1345] lr: 7.978e-02, eta: 10:19:42, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.3609, top5_acc: 0.6555, loss_cls: 2.6408, loss: 2.6408, grad_norm: 2.2501 2021-12-03 01:34:25,601 - mmaction - INFO - Epoch [20][940/1345] lr: 7.978e-02, eta: 10:19:29, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.3453, top5_acc: 0.6336, loss_cls: 2.7205, loss: 2.7205, grad_norm: 2.1757 2021-12-03 01:34:37,729 - mmaction - INFO - Epoch [20][960/1345] lr: 7.978e-02, eta: 10:19:16, time: 0.606, data_time: 0.001, memory: 5354, top1_acc: 0.3555, top5_acc: 0.6305, loss_cls: 2.7279, loss: 2.7279, grad_norm: 2.1870 2021-12-03 01:34:49,839 - mmaction - INFO - Epoch [20][980/1345] lr: 7.978e-02, eta: 10:19:02, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.3563, top5_acc: 0.6328, loss_cls: 2.6951, loss: 2.6951, grad_norm: 2.1308 2021-12-03 01:35:01,998 - mmaction - INFO - Epoch [20][1000/1345] lr: 7.978e-02, eta: 10:18:49, time: 0.608, data_time: 0.001, memory: 5354, top1_acc: 0.3531, top5_acc: 0.6352, loss_cls: 2.6966, loss: 2.6966, grad_norm: 2.0678 2021-12-03 01:35:14,095 - mmaction - INFO - Epoch [20][1020/1345] lr: 7.978e-02, eta: 10:18:36, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.3328, top5_acc: 0.6391, loss_cls: 2.7311, loss: 2.7311, grad_norm: 2.2531 2021-12-03 01:35:26,222 - mmaction - INFO - Epoch [20][1040/1345] lr: 7.978e-02, eta: 10:18:23, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.3563, top5_acc: 0.6258, loss_cls: 2.7257, loss: 2.7257, grad_norm: 2.1674 2021-12-03 01:35:38,305 - mmaction - INFO - Epoch [20][1060/1345] lr: 7.978e-02, eta: 10:18:09, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.3719, top5_acc: 0.6562, loss_cls: 2.6336, loss: 2.6336, grad_norm: 2.1445 2021-12-03 01:35:50,379 - mmaction - INFO - Epoch [20][1080/1345] lr: 7.978e-02, eta: 10:17:56, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.3328, top5_acc: 0.6273, loss_cls: 2.7470, loss: 2.7470, grad_norm: 2.2751 2021-12-03 01:36:02,465 - mmaction - INFO - Epoch [20][1100/1345] lr: 7.978e-02, eta: 10:17:42, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.3492, top5_acc: 0.6328, loss_cls: 2.7398, loss: 2.7398, grad_norm: 2.2494 2021-12-03 01:36:14,572 - mmaction - INFO - Epoch [20][1120/1345] lr: 7.978e-02, eta: 10:17:29, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.3508, top5_acc: 0.6438, loss_cls: 2.6699, loss: 2.6699, grad_norm: 2.3297 2021-12-03 01:36:26,656 - mmaction - INFO - Epoch [20][1140/1345] lr: 7.978e-02, eta: 10:17:16, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.3586, top5_acc: 0.6562, loss_cls: 2.6399, loss: 2.6399, grad_norm: 2.2224 2021-12-03 01:36:38,739 - mmaction - INFO - Epoch [20][1160/1345] lr: 7.978e-02, eta: 10:17:02, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.3375, top5_acc: 0.6273, loss_cls: 2.7788, loss: 2.7788, grad_norm: 2.3004 2021-12-03 01:36:50,817 - mmaction - INFO - Epoch [20][1180/1345] lr: 7.978e-02, eta: 10:16:49, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.3648, top5_acc: 0.6320, loss_cls: 2.6990, loss: 2.6990, grad_norm: 2.1845 2021-12-03 01:37:02,894 - mmaction - INFO - Epoch [20][1200/1345] lr: 7.978e-02, eta: 10:16:36, time: 0.604, data_time: 0.001, memory: 5354, top1_acc: 0.3594, top5_acc: 0.6320, loss_cls: 2.7546, loss: 2.7546, grad_norm: 2.1959 2021-12-03 01:37:14,970 - mmaction - INFO - Epoch [20][1220/1345] lr: 7.978e-02, eta: 10:16:22, time: 0.604, data_time: 0.001, memory: 5354, top1_acc: 0.3711, top5_acc: 0.6367, loss_cls: 2.6943, loss: 2.6943, grad_norm: 2.2113 2021-12-03 01:37:27,047 - mmaction - INFO - Epoch [20][1240/1345] lr: 7.978e-02, eta: 10:16:09, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.3641, top5_acc: 0.6398, loss_cls: 2.7042, loss: 2.7042, grad_norm: 2.2640 2021-12-03 01:37:39,101 - mmaction - INFO - Epoch [20][1260/1345] lr: 7.978e-02, eta: 10:15:56, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.3828, top5_acc: 0.6570, loss_cls: 2.5949, loss: 2.5949, grad_norm: 2.1300 2021-12-03 01:37:51,190 - mmaction - INFO - Epoch [20][1280/1345] lr: 7.978e-02, eta: 10:15:42, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.3563, top5_acc: 0.6242, loss_cls: 2.7629, loss: 2.7629, grad_norm: 2.2253 2021-12-03 01:38:03,268 - mmaction - INFO - Epoch [20][1300/1345] lr: 7.978e-02, eta: 10:15:29, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.3680, top5_acc: 0.6477, loss_cls: 2.6603, loss: 2.6603, grad_norm: 2.1949 2021-12-03 01:38:15,368 - mmaction - INFO - Epoch [20][1320/1345] lr: 7.978e-02, eta: 10:15:16, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.3766, top5_acc: 0.6453, loss_cls: 2.6894, loss: 2.6894, grad_norm: 2.2130 2021-12-03 01:38:27,461 - mmaction - INFO - Epoch [20][1340/1345] lr: 7.978e-02, eta: 10:15:02, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.3500, top5_acc: 0.6438, loss_cls: 2.7147, loss: 2.7147, grad_norm: 2.2580 2021-12-03 01:39:24,812 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-12-03 01:39:24,978 - mmaction - INFO - top1_acc 0.3107 top5_acc 0.6291 2021-12-03 01:39:24,978 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-12-03 01:39:24,989 - mmaction - INFO - mean_acc 0.2807 2021-12-03 01:39:29,388 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_20.pth. 2021-12-03 01:39:29,388 - mmaction - INFO - Best top1_acc is 0.3107 at 20 epoch. 2021-12-03 01:39:29,418 - mmaction - INFO - Saving checkpoint at 20 epochs 2021-12-03 01:39:34,775 - mmaction - INFO - Epoch(val) [20][181] top1_acc: 0.3107, top5_acc: 0.6291, mean_class_accuracy: 0.2807 2021-12-03 01:40:12,528 - mmaction - INFO - Epoch [21][20/1345] lr: 7.778e-02, eta: 10:15:36, time: 1.887, data_time: 1.289, memory: 5354, top1_acc: 0.3711, top5_acc: 0.6477, loss_cls: 2.6833, loss: 2.6833, grad_norm: 2.1236 2021-12-03 01:40:24,537 - mmaction - INFO - Epoch [21][40/1345] lr: 7.778e-02, eta: 10:15:22, time: 0.600, data_time: 0.002, memory: 5354, top1_acc: 0.3547, top5_acc: 0.6555, loss_cls: 2.6497, loss: 2.6497, grad_norm: 2.2266 2021-12-03 01:40:36,546 - mmaction - INFO - Epoch [21][60/1345] lr: 7.778e-02, eta: 10:15:08, time: 0.600, data_time: 0.001, memory: 5354, top1_acc: 0.3820, top5_acc: 0.6664, loss_cls: 2.5636, loss: 2.5636, grad_norm: 2.2373 2021-12-03 01:40:48,580 - mmaction - INFO - Epoch [21][80/1345] lr: 7.778e-02, eta: 10:14:55, time: 0.602, data_time: 0.001, memory: 5354, top1_acc: 0.3812, top5_acc: 0.6461, loss_cls: 2.6452, loss: 2.6452, grad_norm: 2.2963 2021-12-03 01:41:00,615 - mmaction - INFO - Epoch [21][100/1345] lr: 7.778e-02, eta: 10:14:42, time: 0.602, data_time: 0.001, memory: 5354, top1_acc: 0.3742, top5_acc: 0.6461, loss_cls: 2.6321, loss: 2.6321, grad_norm: 2.2218 2021-12-03 01:41:12,673 - mmaction - INFO - Epoch [21][120/1345] lr: 7.778e-02, eta: 10:14:28, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.3930, top5_acc: 0.6703, loss_cls: 2.6090, loss: 2.6090, grad_norm: 2.2636 2021-12-03 01:41:24,717 - mmaction - INFO - Epoch [21][140/1345] lr: 7.778e-02, eta: 10:14:15, time: 0.602, data_time: 0.000, memory: 5354, top1_acc: 0.3930, top5_acc: 0.6648, loss_cls: 2.5772, loss: 2.5772, grad_norm: 2.1815 2021-12-03 01:41:36,793 - mmaction - INFO - Epoch [21][160/1345] lr: 7.778e-02, eta: 10:14:01, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.3734, top5_acc: 0.6492, loss_cls: 2.6532, loss: 2.6532, grad_norm: 2.3392 2021-12-03 01:41:48,871 - mmaction - INFO - Epoch [21][180/1345] lr: 7.778e-02, eta: 10:13:48, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.3789, top5_acc: 0.6531, loss_cls: 2.6234, loss: 2.6234, grad_norm: 2.1539 2021-12-03 01:42:00,999 - mmaction - INFO - Epoch [21][200/1345] lr: 7.778e-02, eta: 10:13:35, time: 0.607, data_time: 0.001, memory: 5354, top1_acc: 0.3641, top5_acc: 0.6656, loss_cls: 2.6423, loss: 2.6423, grad_norm: 2.3091 2021-12-03 01:42:13,212 - mmaction - INFO - Epoch [21][220/1345] lr: 7.778e-02, eta: 10:13:22, time: 0.611, data_time: 0.000, memory: 5354, top1_acc: 0.3781, top5_acc: 0.6516, loss_cls: 2.6468, loss: 2.6468, grad_norm: 2.2634 2021-12-03 01:42:25,375 - mmaction - INFO - Epoch [21][240/1345] lr: 7.778e-02, eta: 10:13:08, time: 0.608, data_time: 0.001, memory: 5354, top1_acc: 0.3641, top5_acc: 0.6320, loss_cls: 2.6923, loss: 2.6923, grad_norm: 2.2179 2021-12-03 01:42:37,549 - mmaction - INFO - Epoch [21][260/1345] lr: 7.778e-02, eta: 10:12:55, time: 0.609, data_time: 0.000, memory: 5354, top1_acc: 0.3758, top5_acc: 0.6672, loss_cls: 2.6331, loss: 2.6331, grad_norm: 2.2747 2021-12-03 01:42:49,692 - mmaction - INFO - Epoch [21][280/1345] lr: 7.778e-02, eta: 10:12:42, time: 0.607, data_time: 0.001, memory: 5354, top1_acc: 0.3516, top5_acc: 0.6523, loss_cls: 2.6442, loss: 2.6442, grad_norm: 2.2674 2021-12-03 01:43:01,881 - mmaction - INFO - Epoch [21][300/1345] lr: 7.778e-02, eta: 10:12:29, time: 0.609, data_time: 0.000, memory: 5354, top1_acc: 0.3648, top5_acc: 0.6508, loss_cls: 2.6644, loss: 2.6644, grad_norm: 2.3203 2021-12-03 01:43:14,038 - mmaction - INFO - Epoch [21][320/1345] lr: 7.778e-02, eta: 10:12:16, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.3523, top5_acc: 0.6398, loss_cls: 2.6734, loss: 2.6734, grad_norm: 2.2709 2021-12-03 01:43:26,302 - mmaction - INFO - Epoch [21][340/1345] lr: 7.778e-02, eta: 10:12:03, time: 0.613, data_time: 0.000, memory: 5354, top1_acc: 0.3602, top5_acc: 0.6352, loss_cls: 2.6982, loss: 2.6982, grad_norm: 2.2453 2021-12-03 01:43:38,530 - mmaction - INFO - Epoch [21][360/1345] lr: 7.778e-02, eta: 10:11:50, time: 0.612, data_time: 0.000, memory: 5354, top1_acc: 0.3570, top5_acc: 0.6602, loss_cls: 2.6315, loss: 2.6315, grad_norm: 2.1708 2021-12-03 01:43:50,696 - mmaction - INFO - Epoch [21][380/1345] lr: 7.778e-02, eta: 10:11:37, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.3680, top5_acc: 0.6578, loss_cls: 2.5790, loss: 2.5790, grad_norm: 2.2677 2021-12-03 01:44:02,955 - mmaction - INFO - Epoch [21][400/1345] lr: 7.778e-02, eta: 10:11:24, time: 0.613, data_time: 0.000, memory: 5354, top1_acc: 0.3688, top5_acc: 0.6250, loss_cls: 2.7205, loss: 2.7205, grad_norm: 2.2758 2021-12-03 01:44:15,137 - mmaction - INFO - Epoch [21][420/1345] lr: 7.778e-02, eta: 10:11:10, time: 0.609, data_time: 0.000, memory: 5354, top1_acc: 0.3617, top5_acc: 0.6430, loss_cls: 2.6823, loss: 2.6823, grad_norm: 2.1461 2021-12-03 01:44:27,345 - mmaction - INFO - Epoch [21][440/1345] lr: 7.778e-02, eta: 10:10:57, time: 0.610, data_time: 0.000, memory: 5354, top1_acc: 0.3484, top5_acc: 0.6789, loss_cls: 2.5896, loss: 2.5896, grad_norm: 2.1667 2021-12-03 01:44:39,534 - mmaction - INFO - Epoch [21][460/1345] lr: 7.778e-02, eta: 10:10:44, time: 0.609, data_time: 0.000, memory: 5354, top1_acc: 0.3852, top5_acc: 0.6633, loss_cls: 2.5584, loss: 2.5584, grad_norm: 2.2731 2021-12-03 01:44:51,735 - mmaction - INFO - Epoch [21][480/1345] lr: 7.778e-02, eta: 10:10:31, time: 0.610, data_time: 0.000, memory: 5354, top1_acc: 0.3602, top5_acc: 0.6531, loss_cls: 2.6423, loss: 2.6423, grad_norm: 2.3581 2021-12-03 01:45:03,977 - mmaction - INFO - Epoch [21][500/1345] lr: 7.778e-02, eta: 10:10:18, time: 0.612, data_time: 0.000, memory: 5354, top1_acc: 0.3500, top5_acc: 0.6414, loss_cls: 2.7105, loss: 2.7105, grad_norm: 2.2706 2021-12-03 01:45:16,236 - mmaction - INFO - Epoch [21][520/1345] lr: 7.778e-02, eta: 10:10:05, time: 0.613, data_time: 0.000, memory: 5354, top1_acc: 0.3539, top5_acc: 0.6289, loss_cls: 2.6802, loss: 2.6802, grad_norm: 2.2146 2021-12-03 01:45:28,382 - mmaction - INFO - Epoch [21][540/1345] lr: 7.778e-02, eta: 10:09:52, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.3625, top5_acc: 0.6609, loss_cls: 2.6484, loss: 2.6484, grad_norm: 2.2427 2021-12-03 01:45:40,557 - mmaction - INFO - Epoch [21][560/1345] lr: 7.778e-02, eta: 10:09:39, time: 0.609, data_time: 0.000, memory: 5354, top1_acc: 0.3742, top5_acc: 0.6414, loss_cls: 2.6190, loss: 2.6190, grad_norm: 2.1729 2021-12-03 01:45:52,750 - mmaction - INFO - Epoch [21][580/1345] lr: 7.778e-02, eta: 10:09:26, time: 0.610, data_time: 0.000, memory: 5354, top1_acc: 0.3594, top5_acc: 0.6352, loss_cls: 2.6733, loss: 2.6733, grad_norm: 2.2277 2021-12-03 01:46:04,934 - mmaction - INFO - Epoch [21][600/1345] lr: 7.778e-02, eta: 10:09:13, time: 0.609, data_time: 0.000, memory: 5354, top1_acc: 0.3648, top5_acc: 0.6359, loss_cls: 2.6381, loss: 2.6381, grad_norm: 2.3121 2021-12-03 01:46:17,121 - mmaction - INFO - Epoch [21][620/1345] lr: 7.778e-02, eta: 10:09:00, time: 0.609, data_time: 0.001, memory: 5354, top1_acc: 0.3563, top5_acc: 0.6383, loss_cls: 2.6404, loss: 2.6404, grad_norm: 2.3161 2021-12-03 01:46:29,319 - mmaction - INFO - Epoch [21][640/1345] lr: 7.778e-02, eta: 10:08:47, time: 0.610, data_time: 0.000, memory: 5354, top1_acc: 0.3750, top5_acc: 0.6602, loss_cls: 2.5802, loss: 2.5802, grad_norm: 2.1770 2021-12-03 01:46:41,500 - mmaction - INFO - Epoch [21][660/1345] lr: 7.778e-02, eta: 10:08:33, time: 0.609, data_time: 0.000, memory: 5354, top1_acc: 0.3516, top5_acc: 0.6445, loss_cls: 2.6798, loss: 2.6798, grad_norm: 2.3019 2021-12-03 01:46:53,712 - mmaction - INFO - Epoch [21][680/1345] lr: 7.778e-02, eta: 10:08:20, time: 0.611, data_time: 0.000, memory: 5354, top1_acc: 0.3773, top5_acc: 0.6148, loss_cls: 2.7035, loss: 2.7035, grad_norm: 2.3072 2021-12-03 01:47:05,894 - mmaction - INFO - Epoch [21][700/1345] lr: 7.778e-02, eta: 10:08:07, time: 0.609, data_time: 0.000, memory: 5354, top1_acc: 0.3523, top5_acc: 0.6242, loss_cls: 2.7023, loss: 2.7023, grad_norm: 2.2926 2021-12-03 01:47:18,139 - mmaction - INFO - Epoch [21][720/1345] lr: 7.778e-02, eta: 10:07:54, time: 0.612, data_time: 0.000, memory: 5354, top1_acc: 0.3898, top5_acc: 0.6492, loss_cls: 2.6014, loss: 2.6014, grad_norm: 2.2367 2021-12-03 01:47:30,298 - mmaction - INFO - Epoch [21][740/1345] lr: 7.778e-02, eta: 10:07:41, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.3359, top5_acc: 0.6391, loss_cls: 2.7163, loss: 2.7163, grad_norm: 2.3643 2021-12-03 01:47:42,480 - mmaction - INFO - Epoch [21][760/1345] lr: 7.778e-02, eta: 10:07:28, time: 0.609, data_time: 0.000, memory: 5354, top1_acc: 0.3367, top5_acc: 0.6422, loss_cls: 2.7249, loss: 2.7249, grad_norm: 2.2430 2021-12-03 01:47:54,634 - mmaction - INFO - Epoch [21][780/1345] lr: 7.778e-02, eta: 10:07:15, time: 0.608, data_time: 0.001, memory: 5354, top1_acc: 0.3805, top5_acc: 0.6516, loss_cls: 2.6185, loss: 2.6185, grad_norm: 2.1979 2021-12-03 01:48:06,858 - mmaction - INFO - Epoch [21][800/1345] lr: 7.778e-02, eta: 10:07:02, time: 0.611, data_time: 0.000, memory: 5354, top1_acc: 0.3570, top5_acc: 0.6344, loss_cls: 2.6857, loss: 2.6857, grad_norm: 2.2303 2021-12-03 01:48:19,016 - mmaction - INFO - Epoch [21][820/1345] lr: 7.778e-02, eta: 10:06:49, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.3453, top5_acc: 0.6375, loss_cls: 2.7159, loss: 2.7159, grad_norm: 2.2758 2021-12-03 01:48:31,280 - mmaction - INFO - Epoch [21][840/1345] lr: 7.778e-02, eta: 10:06:36, time: 0.613, data_time: 0.000, memory: 5354, top1_acc: 0.3711, top5_acc: 0.6414, loss_cls: 2.6681, loss: 2.6681, grad_norm: 2.2640 2021-12-03 01:48:43,415 - mmaction - INFO - Epoch [21][860/1345] lr: 7.778e-02, eta: 10:06:23, time: 0.607, data_time: 0.001, memory: 5354, top1_acc: 0.3461, top5_acc: 0.6125, loss_cls: 2.7635, loss: 2.7635, grad_norm: 2.2142 2021-12-03 01:48:55,625 - mmaction - INFO - Epoch [21][880/1345] lr: 7.778e-02, eta: 10:06:10, time: 0.610, data_time: 0.000, memory: 5354, top1_acc: 0.3977, top5_acc: 0.6750, loss_cls: 2.5588, loss: 2.5588, grad_norm: 2.1639 2021-12-03 01:49:07,828 - mmaction - INFO - Epoch [21][900/1345] lr: 7.778e-02, eta: 10:05:57, time: 0.610, data_time: 0.000, memory: 5354, top1_acc: 0.3672, top5_acc: 0.6328, loss_cls: 2.6888, loss: 2.6888, grad_norm: 2.2559 2021-12-03 01:49:20,045 - mmaction - INFO - Epoch [21][920/1345] lr: 7.778e-02, eta: 10:05:43, time: 0.611, data_time: 0.000, memory: 5354, top1_acc: 0.3617, top5_acc: 0.6539, loss_cls: 2.6054, loss: 2.6054, grad_norm: 2.2445 2021-12-03 01:49:32,275 - mmaction - INFO - Epoch [21][940/1345] lr: 7.778e-02, eta: 10:05:31, time: 0.611, data_time: 0.000, memory: 5354, top1_acc: 0.3555, top5_acc: 0.6445, loss_cls: 2.6862, loss: 2.6862, grad_norm: 2.1756 2021-12-03 01:49:44,425 - mmaction - INFO - Epoch [21][960/1345] lr: 7.778e-02, eta: 10:05:17, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.3516, top5_acc: 0.6523, loss_cls: 2.6985, loss: 2.6985, grad_norm: 2.2453 2021-12-03 01:49:56,630 - mmaction - INFO - Epoch [21][980/1345] lr: 7.778e-02, eta: 10:05:04, time: 0.610, data_time: 0.001, memory: 5354, top1_acc: 0.3547, top5_acc: 0.6484, loss_cls: 2.6762, loss: 2.6762, grad_norm: 2.2751 2021-12-03 01:50:08,793 - mmaction - INFO - Epoch [21][1000/1345] lr: 7.778e-02, eta: 10:04:51, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.3633, top5_acc: 0.6445, loss_cls: 2.6851, loss: 2.6851, grad_norm: 2.2675 2021-12-03 01:50:20,965 - mmaction - INFO - Epoch [21][1020/1345] lr: 7.778e-02, eta: 10:04:38, time: 0.609, data_time: 0.001, memory: 5354, top1_acc: 0.3594, top5_acc: 0.6594, loss_cls: 2.6186, loss: 2.6186, grad_norm: 2.2964 2021-12-03 01:50:33,134 - mmaction - INFO - Epoch [21][1040/1345] lr: 7.778e-02, eta: 10:04:25, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.3797, top5_acc: 0.6609, loss_cls: 2.6252, loss: 2.6252, grad_norm: 2.2487 2021-12-03 01:50:45,292 - mmaction - INFO - Epoch [21][1060/1345] lr: 7.778e-02, eta: 10:04:12, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.3750, top5_acc: 0.6383, loss_cls: 2.6895, loss: 2.6895, grad_norm: 2.3342 2021-12-03 01:50:57,454 - mmaction - INFO - Epoch [21][1080/1345] lr: 7.778e-02, eta: 10:03:59, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.3531, top5_acc: 0.6391, loss_cls: 2.7140, loss: 2.7140, grad_norm: 2.2439 2021-12-03 01:51:09,599 - mmaction - INFO - Epoch [21][1100/1345] lr: 7.778e-02, eta: 10:03:46, time: 0.607, data_time: 0.001, memory: 5354, top1_acc: 0.3477, top5_acc: 0.6250, loss_cls: 2.7263, loss: 2.7263, grad_norm: 2.2395 2021-12-03 01:51:21,726 - mmaction - INFO - Epoch [21][1120/1345] lr: 7.778e-02, eta: 10:03:32, time: 0.607, data_time: 0.001, memory: 5354, top1_acc: 0.3531, top5_acc: 0.6328, loss_cls: 2.6793, loss: 2.6793, grad_norm: 2.2331 2021-12-03 01:51:33,857 - mmaction - INFO - Epoch [21][1140/1345] lr: 7.778e-02, eta: 10:03:19, time: 0.607, data_time: 0.001, memory: 5354, top1_acc: 0.3812, top5_acc: 0.6586, loss_cls: 2.5783, loss: 2.5783, grad_norm: 2.2368 2021-12-03 01:51:45,943 - mmaction - INFO - Epoch [21][1160/1345] lr: 7.778e-02, eta: 10:03:06, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.3438, top5_acc: 0.6375, loss_cls: 2.7256, loss: 2.7256, grad_norm: 2.3043 2021-12-03 01:51:58,047 - mmaction - INFO - Epoch [21][1180/1345] lr: 7.778e-02, eta: 10:02:53, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.3578, top5_acc: 0.6547, loss_cls: 2.6582, loss: 2.6582, grad_norm: 2.2565 2021-12-03 01:52:10,139 - mmaction - INFO - Epoch [21][1200/1345] lr: 7.778e-02, eta: 10:02:39, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.3469, top5_acc: 0.6656, loss_cls: 2.6195, loss: 2.6195, grad_norm: 2.2147 2021-12-03 01:52:22,213 - mmaction - INFO - Epoch [21][1220/1345] lr: 7.778e-02, eta: 10:02:26, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.3516, top5_acc: 0.6438, loss_cls: 2.6954, loss: 2.6954, grad_norm: 2.3122 2021-12-03 01:52:34,299 - mmaction - INFO - Epoch [21][1240/1345] lr: 7.778e-02, eta: 10:02:13, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.3602, top5_acc: 0.6516, loss_cls: 2.6326, loss: 2.6326, grad_norm: 2.2224 2021-12-03 01:52:46,375 - mmaction - INFO - Epoch [21][1260/1345] lr: 7.778e-02, eta: 10:02:00, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.3523, top5_acc: 0.6523, loss_cls: 2.6862, loss: 2.6862, grad_norm: 2.2564 2021-12-03 01:52:58,453 - mmaction - INFO - Epoch [21][1280/1345] lr: 7.778e-02, eta: 10:01:46, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.3602, top5_acc: 0.6242, loss_cls: 2.7440, loss: 2.7440, grad_norm: 2.2527 2021-12-03 01:53:10,552 - mmaction - INFO - Epoch [21][1300/1345] lr: 7.778e-02, eta: 10:01:33, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.3484, top5_acc: 0.6484, loss_cls: 2.7291, loss: 2.7291, grad_norm: 2.2836 2021-12-03 01:53:22,629 - mmaction - INFO - Epoch [21][1320/1345] lr: 7.778e-02, eta: 10:01:20, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.3445, top5_acc: 0.6508, loss_cls: 2.7010, loss: 2.7010, grad_norm: 2.2686 2021-12-03 01:53:34,715 - mmaction - INFO - Epoch [21][1340/1345] lr: 7.778e-02, eta: 10:01:06, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.3664, top5_acc: 0.6570, loss_cls: 2.6489, loss: 2.6489, grad_norm: 2.2729 2021-12-03 01:54:31,600 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-12-03 01:54:31,752 - mmaction - INFO - top1_acc 0.3020 top5_acc 0.6206 2021-12-03 01:54:31,753 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-12-03 01:54:31,762 - mmaction - INFO - mean_acc 0.2704 2021-12-03 01:54:31,764 - mmaction - INFO - Saving checkpoint at 21 epochs 2021-12-03 01:54:33,168 - mmaction - INFO - Epoch(val) [21][181] top1_acc: 0.3020, top5_acc: 0.6206, mean_class_accuracy: 0.2704 2021-12-03 01:55:13,255 - mmaction - INFO - Epoch [22][20/1345] lr: 7.571e-02, eta: 10:01:41, time: 2.004, data_time: 1.400, memory: 5354, top1_acc: 0.3766, top5_acc: 0.6555, loss_cls: 2.6517, loss: 2.6517, grad_norm: 2.2077 2021-12-03 01:55:25,270 - mmaction - INFO - Epoch [22][40/1345] lr: 7.571e-02, eta: 10:01:28, time: 0.601, data_time: 0.001, memory: 5354, top1_acc: 0.3648, top5_acc: 0.6508, loss_cls: 2.6951, loss: 2.6951, grad_norm: 2.1873 2021-12-03 01:55:37,308 - mmaction - INFO - Epoch [22][60/1345] lr: 7.571e-02, eta: 10:01:14, time: 0.602, data_time: 0.001, memory: 5354, top1_acc: 0.3867, top5_acc: 0.6789, loss_cls: 2.4972, loss: 2.4972, grad_norm: 2.2646 2021-12-03 01:55:49,381 - mmaction - INFO - Epoch [22][80/1345] lr: 7.571e-02, eta: 10:01:01, time: 0.604, data_time: 0.002, memory: 5354, top1_acc: 0.3664, top5_acc: 0.6758, loss_cls: 2.5866, loss: 2.5866, grad_norm: 2.3925 2021-12-03 01:56:01,429 - mmaction - INFO - Epoch [22][100/1345] lr: 7.571e-02, eta: 10:00:47, time: 0.602, data_time: 0.000, memory: 5354, top1_acc: 0.3602, top5_acc: 0.6445, loss_cls: 2.7071, loss: 2.7071, grad_norm: 2.3446 2021-12-03 01:56:13,481 - mmaction - INFO - Epoch [22][120/1345] lr: 7.571e-02, eta: 10:00:34, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.3820, top5_acc: 0.6500, loss_cls: 2.6474, loss: 2.6474, grad_norm: 2.2409 2021-12-03 01:56:25,548 - mmaction - INFO - Epoch [22][140/1345] lr: 7.571e-02, eta: 10:00:21, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.3672, top5_acc: 0.6570, loss_cls: 2.6363, loss: 2.6363, grad_norm: 2.3401 2021-12-03 01:56:37,602 - mmaction - INFO - Epoch [22][160/1345] lr: 7.571e-02, eta: 10:00:07, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.3805, top5_acc: 0.6672, loss_cls: 2.6289, loss: 2.6289, grad_norm: 2.3467 2021-12-03 01:56:49,694 - mmaction - INFO - Epoch [22][180/1345] lr: 7.571e-02, eta: 9:59:54, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.3609, top5_acc: 0.6484, loss_cls: 2.6487, loss: 2.6487, grad_norm: 2.3422 2021-12-03 01:57:01,849 - mmaction - INFO - Epoch [22][200/1345] lr: 7.571e-02, eta: 9:59:41, time: 0.608, data_time: 0.001, memory: 5354, top1_acc: 0.3711, top5_acc: 0.6453, loss_cls: 2.6672, loss: 2.6672, grad_norm: 2.2594 2021-12-03 01:57:14,007 - mmaction - INFO - Epoch [22][220/1345] lr: 7.571e-02, eta: 9:59:28, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.3992, top5_acc: 0.6727, loss_cls: 2.5029, loss: 2.5029, grad_norm: 2.2803 2021-12-03 01:57:26,190 - mmaction - INFO - Epoch [22][240/1345] lr: 7.571e-02, eta: 9:59:15, time: 0.609, data_time: 0.000, memory: 5354, top1_acc: 0.3477, top5_acc: 0.6336, loss_cls: 2.7091, loss: 2.7091, grad_norm: 2.3530 2021-12-03 01:57:38,457 - mmaction - INFO - Epoch [22][260/1345] lr: 7.571e-02, eta: 9:59:02, time: 0.613, data_time: 0.000, memory: 5354, top1_acc: 0.3680, top5_acc: 0.6547, loss_cls: 2.6218, loss: 2.6218, grad_norm: 2.2053 2021-12-03 01:57:50,626 - mmaction - INFO - Epoch [22][280/1345] lr: 7.571e-02, eta: 9:58:49, time: 0.609, data_time: 0.001, memory: 5354, top1_acc: 0.3867, top5_acc: 0.6570, loss_cls: 2.5893, loss: 2.5893, grad_norm: 2.2411 2021-12-03 01:58:02,853 - mmaction - INFO - Epoch [22][300/1345] lr: 7.571e-02, eta: 9:58:36, time: 0.611, data_time: 0.000, memory: 5354, top1_acc: 0.3953, top5_acc: 0.6609, loss_cls: 2.5740, loss: 2.5740, grad_norm: 2.2476 2021-12-03 01:58:15,029 - mmaction - INFO - Epoch [22][320/1345] lr: 7.571e-02, eta: 9:58:22, time: 0.609, data_time: 0.000, memory: 5354, top1_acc: 0.3852, top5_acc: 0.6719, loss_cls: 2.5550, loss: 2.5550, grad_norm: 2.3860 2021-12-03 01:58:27,277 - mmaction - INFO - Epoch [22][340/1345] lr: 7.571e-02, eta: 9:58:09, time: 0.612, data_time: 0.000, memory: 5354, top1_acc: 0.3367, top5_acc: 0.6227, loss_cls: 2.7546, loss: 2.7546, grad_norm: 2.3244 2021-12-03 01:58:39,514 - mmaction - INFO - Epoch [22][360/1345] lr: 7.571e-02, eta: 9:57:57, time: 0.612, data_time: 0.000, memory: 5354, top1_acc: 0.3586, top5_acc: 0.6445, loss_cls: 2.6641, loss: 2.6641, grad_norm: 2.3030 2021-12-03 01:58:51,724 - mmaction - INFO - Epoch [22][380/1345] lr: 7.571e-02, eta: 9:57:43, time: 0.610, data_time: 0.000, memory: 5354, top1_acc: 0.3633, top5_acc: 0.6547, loss_cls: 2.6499, loss: 2.6499, grad_norm: 2.2751 2021-12-03 01:59:03,919 - mmaction - INFO - Epoch [22][400/1345] lr: 7.571e-02, eta: 9:57:30, time: 0.610, data_time: 0.001, memory: 5354, top1_acc: 0.3711, top5_acc: 0.6695, loss_cls: 2.5628, loss: 2.5628, grad_norm: 2.2112 2021-12-03 01:59:16,168 - mmaction - INFO - Epoch [22][420/1345] lr: 7.571e-02, eta: 9:57:17, time: 0.612, data_time: 0.000, memory: 5354, top1_acc: 0.3828, top5_acc: 0.6727, loss_cls: 2.5705, loss: 2.5705, grad_norm: 2.3059 2021-12-03 01:59:28,333 - mmaction - INFO - Epoch [22][440/1345] lr: 7.571e-02, eta: 9:57:04, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.3828, top5_acc: 0.6664, loss_cls: 2.5714, loss: 2.5714, grad_norm: 2.3284 2021-12-03 01:59:40,587 - mmaction - INFO - Epoch [22][460/1345] lr: 7.571e-02, eta: 9:56:51, time: 0.613, data_time: 0.000, memory: 5354, top1_acc: 0.3656, top5_acc: 0.6594, loss_cls: 2.6424, loss: 2.6424, grad_norm: 2.2496 2021-12-03 01:59:52,774 - mmaction - INFO - Epoch [22][480/1345] lr: 7.571e-02, eta: 9:56:38, time: 0.609, data_time: 0.000, memory: 5354, top1_acc: 0.3859, top5_acc: 0.6937, loss_cls: 2.4839, loss: 2.4839, grad_norm: 2.2868 2021-12-03 02:00:04,948 - mmaction - INFO - Epoch [22][500/1345] lr: 7.571e-02, eta: 9:56:25, time: 0.609, data_time: 0.000, memory: 5354, top1_acc: 0.3727, top5_acc: 0.6656, loss_cls: 2.5928, loss: 2.5928, grad_norm: 2.2990 2021-12-03 02:00:17,180 - mmaction - INFO - Epoch [22][520/1345] lr: 7.571e-02, eta: 9:56:12, time: 0.612, data_time: 0.000, memory: 5354, top1_acc: 0.3570, top5_acc: 0.6188, loss_cls: 2.7296, loss: 2.7296, grad_norm: 2.2291 2021-12-03 02:00:29,334 - mmaction - INFO - Epoch [22][540/1345] lr: 7.571e-02, eta: 9:55:59, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.3617, top5_acc: 0.6539, loss_cls: 2.6272, loss: 2.6272, grad_norm: 2.2622 2021-12-03 02:00:41,525 - mmaction - INFO - Epoch [22][560/1345] lr: 7.571e-02, eta: 9:55:46, time: 0.610, data_time: 0.000, memory: 5354, top1_acc: 0.3445, top5_acc: 0.6477, loss_cls: 2.6787, loss: 2.6787, grad_norm: 2.3297 2021-12-03 02:00:53,686 - mmaction - INFO - Epoch [22][580/1345] lr: 7.571e-02, eta: 9:55:33, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.3617, top5_acc: 0.6461, loss_cls: 2.7110, loss: 2.7110, grad_norm: 2.3372 2021-12-03 02:01:05,938 - mmaction - INFO - Epoch [22][600/1345] lr: 7.571e-02, eta: 9:55:20, time: 0.613, data_time: 0.000, memory: 5354, top1_acc: 0.3703, top5_acc: 0.6617, loss_cls: 2.6023, loss: 2.6023, grad_norm: 2.3130 2021-12-03 02:01:18,098 - mmaction - INFO - Epoch [22][620/1345] lr: 7.571e-02, eta: 9:55:07, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.3477, top5_acc: 0.6250, loss_cls: 2.7189, loss: 2.7189, grad_norm: 2.2639 2021-12-03 02:01:30,330 - mmaction - INFO - Epoch [22][640/1345] lr: 7.571e-02, eta: 9:54:54, time: 0.612, data_time: 0.000, memory: 5354, top1_acc: 0.3633, top5_acc: 0.6656, loss_cls: 2.6112, loss: 2.6112, grad_norm: 2.2499 2021-12-03 02:01:42,510 - mmaction - INFO - Epoch [22][660/1345] lr: 7.571e-02, eta: 9:54:41, time: 0.609, data_time: 0.000, memory: 5354, top1_acc: 0.3547, top5_acc: 0.6547, loss_cls: 2.7039, loss: 2.7039, grad_norm: 2.2530 2021-12-03 02:01:54,693 - mmaction - INFO - Epoch [22][680/1345] lr: 7.571e-02, eta: 9:54:28, time: 0.609, data_time: 0.000, memory: 5354, top1_acc: 0.3688, top5_acc: 0.6594, loss_cls: 2.6131, loss: 2.6131, grad_norm: 2.2675 2021-12-03 02:02:06,846 - mmaction - INFO - Epoch [22][700/1345] lr: 7.571e-02, eta: 9:54:15, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.3727, top5_acc: 0.6555, loss_cls: 2.6482, loss: 2.6482, grad_norm: 2.2759 2021-12-03 02:02:19,107 - mmaction - INFO - Epoch [22][720/1345] lr: 7.571e-02, eta: 9:54:02, time: 0.613, data_time: 0.000, memory: 5354, top1_acc: 0.3781, top5_acc: 0.6719, loss_cls: 2.5595, loss: 2.5595, grad_norm: 2.3525 2021-12-03 02:02:31,234 - mmaction - INFO - Epoch [22][740/1345] lr: 7.571e-02, eta: 9:53:48, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.3516, top5_acc: 0.6422, loss_cls: 2.7508, loss: 2.7508, grad_norm: 2.2778 2021-12-03 02:02:43,417 - mmaction - INFO - Epoch [22][760/1345] lr: 7.571e-02, eta: 9:53:35, time: 0.609, data_time: 0.000, memory: 5354, top1_acc: 0.3805, top5_acc: 0.6523, loss_cls: 2.5923, loss: 2.5923, grad_norm: 2.3468 2021-12-03 02:02:55,571 - mmaction - INFO - Epoch [22][780/1345] lr: 7.571e-02, eta: 9:53:22, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.3656, top5_acc: 0.6500, loss_cls: 2.6778, loss: 2.6778, grad_norm: 2.2725 2021-12-03 02:03:07,721 - mmaction - INFO - Epoch [22][800/1345] lr: 7.571e-02, eta: 9:53:09, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.3641, top5_acc: 0.6477, loss_cls: 2.6494, loss: 2.6494, grad_norm: 2.2124 2021-12-03 02:03:19,844 - mmaction - INFO - Epoch [22][820/1345] lr: 7.571e-02, eta: 9:52:56, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.3602, top5_acc: 0.6398, loss_cls: 2.6593, loss: 2.6593, grad_norm: 2.3276 2021-12-03 02:03:31,993 - mmaction - INFO - Epoch [22][840/1345] lr: 7.571e-02, eta: 9:52:43, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.3508, top5_acc: 0.6508, loss_cls: 2.6771, loss: 2.6771, grad_norm: 2.2449 2021-12-03 02:03:44,174 - mmaction - INFO - Epoch [22][860/1345] lr: 7.571e-02, eta: 9:52:30, time: 0.609, data_time: 0.000, memory: 5354, top1_acc: 0.3477, top5_acc: 0.6352, loss_cls: 2.6977, loss: 2.6977, grad_norm: 2.2860 2021-12-03 02:03:56,285 - mmaction - INFO - Epoch [22][880/1345] lr: 7.571e-02, eta: 9:52:17, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.3523, top5_acc: 0.6492, loss_cls: 2.6071, loss: 2.6071, grad_norm: 2.2691 2021-12-03 02:04:08,431 - mmaction - INFO - Epoch [22][900/1345] lr: 7.571e-02, eta: 9:52:03, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.3695, top5_acc: 0.6211, loss_cls: 2.6613, loss: 2.6613, grad_norm: 2.2925 2021-12-03 02:04:20,610 - mmaction - INFO - Epoch [22][920/1345] lr: 7.571e-02, eta: 9:51:50, time: 0.609, data_time: 0.000, memory: 5354, top1_acc: 0.3656, top5_acc: 0.6586, loss_cls: 2.6484, loss: 2.6484, grad_norm: 2.2555 2021-12-03 02:04:32,711 - mmaction - INFO - Epoch [22][940/1345] lr: 7.571e-02, eta: 9:51:37, time: 0.605, data_time: 0.001, memory: 5354, top1_acc: 0.3406, top5_acc: 0.6398, loss_cls: 2.7265, loss: 2.7265, grad_norm: 2.3352 2021-12-03 02:04:44,832 - mmaction - INFO - Epoch [22][960/1345] lr: 7.571e-02, eta: 9:51:24, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.3438, top5_acc: 0.6273, loss_cls: 2.7132, loss: 2.7132, grad_norm: 2.3769 2021-12-03 02:04:56,977 - mmaction - INFO - Epoch [22][980/1345] lr: 7.571e-02, eta: 9:51:11, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.3773, top5_acc: 0.6539, loss_cls: 2.6156, loss: 2.6156, grad_norm: 2.2665 2021-12-03 02:05:09,067 - mmaction - INFO - Epoch [22][1000/1345] lr: 7.571e-02, eta: 9:50:58, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.3906, top5_acc: 0.6531, loss_cls: 2.5847, loss: 2.5847, grad_norm: 2.3004 2021-12-03 02:05:21,225 - mmaction - INFO - Epoch [22][1020/1345] lr: 7.571e-02, eta: 9:50:45, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.3883, top5_acc: 0.6586, loss_cls: 2.5850, loss: 2.5850, grad_norm: 2.2195 2021-12-03 02:05:33,306 - mmaction - INFO - Epoch [22][1040/1345] lr: 7.571e-02, eta: 9:50:31, time: 0.604, data_time: 0.001, memory: 5354, top1_acc: 0.3711, top5_acc: 0.6414, loss_cls: 2.6287, loss: 2.6287, grad_norm: 2.2654 2021-12-03 02:05:45,384 - mmaction - INFO - Epoch [22][1060/1345] lr: 7.571e-02, eta: 9:50:18, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.3617, top5_acc: 0.6500, loss_cls: 2.6310, loss: 2.6310, grad_norm: 2.2271 2021-12-03 02:05:57,457 - mmaction - INFO - Epoch [22][1080/1345] lr: 7.571e-02, eta: 9:50:05, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.3523, top5_acc: 0.6367, loss_cls: 2.7153, loss: 2.7153, grad_norm: 2.3077 2021-12-03 02:06:09,537 - mmaction - INFO - Epoch [22][1100/1345] lr: 7.571e-02, eta: 9:49:52, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.3594, top5_acc: 0.6734, loss_cls: 2.5838, loss: 2.5838, grad_norm: 2.2661 2021-12-03 02:06:21,612 - mmaction - INFO - Epoch [22][1120/1345] lr: 7.571e-02, eta: 9:49:38, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.3500, top5_acc: 0.6445, loss_cls: 2.6722, loss: 2.6722, grad_norm: 2.3610 2021-12-03 02:06:33,702 - mmaction - INFO - Epoch [22][1140/1345] lr: 7.571e-02, eta: 9:49:25, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.3602, top5_acc: 0.6312, loss_cls: 2.6908, loss: 2.6908, grad_norm: 2.2361 2021-12-03 02:06:45,770 - mmaction - INFO - Epoch [22][1160/1345] lr: 7.571e-02, eta: 9:49:12, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.3445, top5_acc: 0.6578, loss_cls: 2.6397, loss: 2.6397, grad_norm: 2.2919 2021-12-03 02:06:57,848 - mmaction - INFO - Epoch [22][1180/1345] lr: 7.571e-02, eta: 9:48:59, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.3797, top5_acc: 0.6594, loss_cls: 2.5858, loss: 2.5858, grad_norm: 2.2524 2021-12-03 02:07:09,936 - mmaction - INFO - Epoch [22][1200/1345] lr: 7.571e-02, eta: 9:48:45, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.3719, top5_acc: 0.6547, loss_cls: 2.6204, loss: 2.6204, grad_norm: 2.2725 2021-12-03 02:07:22,027 - mmaction - INFO - Epoch [22][1220/1345] lr: 7.571e-02, eta: 9:48:32, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.3641, top5_acc: 0.6375, loss_cls: 2.6942, loss: 2.6942, grad_norm: 2.2876 2021-12-03 02:07:34,114 - mmaction - INFO - Epoch [22][1240/1345] lr: 7.571e-02, eta: 9:48:19, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.3812, top5_acc: 0.6719, loss_cls: 2.5861, loss: 2.5861, grad_norm: 2.2818 2021-12-03 02:07:46,194 - mmaction - INFO - Epoch [22][1260/1345] lr: 7.571e-02, eta: 9:48:06, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.3648, top5_acc: 0.6539, loss_cls: 2.6809, loss: 2.6809, grad_norm: 2.3209 2021-12-03 02:07:58,264 - mmaction - INFO - Epoch [22][1280/1345] lr: 7.571e-02, eta: 9:47:52, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.3703, top5_acc: 0.6602, loss_cls: 2.6464, loss: 2.6464, grad_norm: 2.2768 2021-12-03 02:08:10,348 - mmaction - INFO - Epoch [22][1300/1345] lr: 7.571e-02, eta: 9:47:39, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.3672, top5_acc: 0.6445, loss_cls: 2.6769, loss: 2.6769, grad_norm: 2.3059 2021-12-03 02:08:22,436 - mmaction - INFO - Epoch [22][1320/1345] lr: 7.571e-02, eta: 9:47:26, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.3742, top5_acc: 0.6523, loss_cls: 2.5997, loss: 2.5997, grad_norm: 2.2872 2021-12-03 02:08:34,520 - mmaction - INFO - Epoch [22][1340/1345] lr: 7.571e-02, eta: 9:47:13, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.3742, top5_acc: 0.6695, loss_cls: 2.6477, loss: 2.6477, grad_norm: 2.2937 2021-12-03 02:09:40,418 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-12-03 02:09:40,569 - mmaction - INFO - top1_acc 0.3155 top5_acc 0.6303 2021-12-03 02:09:40,570 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-12-03 02:09:40,579 - mmaction - INFO - mean_acc 0.2794 2021-12-03 02:09:45,339 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_22.pth. 2021-12-03 02:09:45,339 - mmaction - INFO - Best top1_acc is 0.3155 at 22 epoch. 2021-12-03 02:09:45,343 - mmaction - INFO - Saving checkpoint at 22 epochs 2021-12-03 02:09:46,835 - mmaction - INFO - Epoch(val) [22][181] top1_acc: 0.3155, top5_acc: 0.6303, mean_class_accuracy: 0.2794 2021-12-03 02:10:24,547 - mmaction - INFO - Epoch [23][20/1345] lr: 7.357e-02, eta: 9:47:39, time: 1.885, data_time: 1.287, memory: 5354, top1_acc: 0.3680, top5_acc: 0.6555, loss_cls: 2.6682, loss: 2.6682, grad_norm: 2.2714 2021-12-03 02:10:36,536 - mmaction - INFO - Epoch [23][40/1345] lr: 7.357e-02, eta: 9:47:26, time: 0.600, data_time: 0.002, memory: 5354, top1_acc: 0.3937, top5_acc: 0.6656, loss_cls: 2.5465, loss: 2.5465, grad_norm: 2.3379 2021-12-03 02:10:48,528 - mmaction - INFO - Epoch [23][60/1345] lr: 7.357e-02, eta: 9:47:13, time: 0.600, data_time: 0.001, memory: 5354, top1_acc: 0.3672, top5_acc: 0.6805, loss_cls: 2.5628, loss: 2.5628, grad_norm: 2.3142 2021-12-03 02:11:00,534 - mmaction - INFO - Epoch [23][80/1345] lr: 7.357e-02, eta: 9:46:59, time: 0.600, data_time: 0.001, memory: 5354, top1_acc: 0.3789, top5_acc: 0.6680, loss_cls: 2.5902, loss: 2.5902, grad_norm: 2.3274 2021-12-03 02:11:12,582 - mmaction - INFO - Epoch [23][100/1345] lr: 7.357e-02, eta: 9:46:46, time: 0.602, data_time: 0.001, memory: 5354, top1_acc: 0.3359, top5_acc: 0.6477, loss_cls: 2.7125, loss: 2.7125, grad_norm: 2.2986 2021-12-03 02:11:24,630 - mmaction - INFO - Epoch [23][120/1345] lr: 7.357e-02, eta: 9:46:32, time: 0.602, data_time: 0.000, memory: 5354, top1_acc: 0.3672, top5_acc: 0.6531, loss_cls: 2.5584, loss: 2.5584, grad_norm: 2.2677 2021-12-03 02:11:36,695 - mmaction - INFO - Epoch [23][140/1345] lr: 7.357e-02, eta: 9:46:19, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.3836, top5_acc: 0.6656, loss_cls: 2.5788, loss: 2.5788, grad_norm: 2.2697 2021-12-03 02:11:48,764 - mmaction - INFO - Epoch [23][160/1345] lr: 7.357e-02, eta: 9:46:06, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.3719, top5_acc: 0.6359, loss_cls: 2.6300, loss: 2.6300, grad_norm: 2.2681 2021-12-03 02:12:00,821 - mmaction - INFO - Epoch [23][180/1345] lr: 7.357e-02, eta: 9:45:53, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.3977, top5_acc: 0.6719, loss_cls: 2.5013, loss: 2.5013, grad_norm: 2.3547 2021-12-03 02:12:12,905 - mmaction - INFO - Epoch [23][200/1345] lr: 7.357e-02, eta: 9:45:39, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.3742, top5_acc: 0.6523, loss_cls: 2.6303, loss: 2.6303, grad_norm: 2.2963 2021-12-03 02:12:25,073 - mmaction - INFO - Epoch [23][220/1345] lr: 7.357e-02, eta: 9:45:26, time: 0.608, data_time: 0.001, memory: 5354, top1_acc: 0.3617, top5_acc: 0.6609, loss_cls: 2.5958, loss: 2.5958, grad_norm: 2.3046 2021-12-03 02:12:37,191 - mmaction - INFO - Epoch [23][240/1345] lr: 7.357e-02, eta: 9:45:13, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.3586, top5_acc: 0.6641, loss_cls: 2.6039, loss: 2.6039, grad_norm: 2.2707 2021-12-03 02:12:49,328 - mmaction - INFO - Epoch [23][260/1345] lr: 7.357e-02, eta: 9:45:00, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.3727, top5_acc: 0.6523, loss_cls: 2.6338, loss: 2.6338, grad_norm: 2.2048 2021-12-03 02:13:01,535 - mmaction - INFO - Epoch [23][280/1345] lr: 7.357e-02, eta: 9:44:47, time: 0.610, data_time: 0.000, memory: 5354, top1_acc: 0.3680, top5_acc: 0.6516, loss_cls: 2.6224, loss: 2.6224, grad_norm: 2.3060 2021-12-03 02:13:13,673 - mmaction - INFO - Epoch [23][300/1345] lr: 7.357e-02, eta: 9:44:34, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.3727, top5_acc: 0.6719, loss_cls: 2.5901, loss: 2.5901, grad_norm: 2.2275 2021-12-03 02:13:25,911 - mmaction - INFO - Epoch [23][320/1345] lr: 7.357e-02, eta: 9:44:21, time: 0.612, data_time: 0.000, memory: 5354, top1_acc: 0.4000, top5_acc: 0.6906, loss_cls: 2.5195, loss: 2.5195, grad_norm: 2.3536 2021-12-03 02:13:38,109 - mmaction - INFO - Epoch [23][340/1345] lr: 7.357e-02, eta: 9:44:08, time: 0.610, data_time: 0.000, memory: 5354, top1_acc: 0.3914, top5_acc: 0.6891, loss_cls: 2.4864, loss: 2.4864, grad_norm: 2.3451 2021-12-03 02:13:50,297 - mmaction - INFO - Epoch [23][360/1345] lr: 7.357e-02, eta: 9:43:55, time: 0.609, data_time: 0.000, memory: 5354, top1_acc: 0.3953, top5_acc: 0.6586, loss_cls: 2.5639, loss: 2.5639, grad_norm: 2.3151 2021-12-03 02:14:02,478 - mmaction - INFO - Epoch [23][380/1345] lr: 7.357e-02, eta: 9:43:42, time: 0.609, data_time: 0.000, memory: 5354, top1_acc: 0.3492, top5_acc: 0.6492, loss_cls: 2.6657, loss: 2.6657, grad_norm: 2.3812 2021-12-03 02:14:14,675 - mmaction - INFO - Epoch [23][400/1345] lr: 7.357e-02, eta: 9:43:29, time: 0.610, data_time: 0.000, memory: 5354, top1_acc: 0.3773, top5_acc: 0.6594, loss_cls: 2.6111, loss: 2.6111, grad_norm: 2.2516 2021-12-03 02:14:26,895 - mmaction - INFO - Epoch [23][420/1345] lr: 7.357e-02, eta: 9:43:16, time: 0.611, data_time: 0.000, memory: 5354, top1_acc: 0.3758, top5_acc: 0.6602, loss_cls: 2.5971, loss: 2.5971, grad_norm: 2.3605 2021-12-03 02:14:39,064 - mmaction - INFO - Epoch [23][440/1345] lr: 7.357e-02, eta: 9:43:03, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.3703, top5_acc: 0.6680, loss_cls: 2.5844, loss: 2.5844, grad_norm: 2.2781 2021-12-03 02:14:51,313 - mmaction - INFO - Epoch [23][460/1345] lr: 7.357e-02, eta: 9:42:50, time: 0.613, data_time: 0.000, memory: 5354, top1_acc: 0.3867, top5_acc: 0.6734, loss_cls: 2.5761, loss: 2.5761, grad_norm: 2.3475 2021-12-03 02:15:03,531 - mmaction - INFO - Epoch [23][480/1345] lr: 7.357e-02, eta: 9:42:37, time: 0.611, data_time: 0.000, memory: 5354, top1_acc: 0.3828, top5_acc: 0.6578, loss_cls: 2.5926, loss: 2.5926, grad_norm: 2.3733 2021-12-03 02:15:15,684 - mmaction - INFO - Epoch [23][500/1345] lr: 7.357e-02, eta: 9:42:24, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.3797, top5_acc: 0.6516, loss_cls: 2.5929, loss: 2.5929, grad_norm: 2.3165 2021-12-03 02:15:27,893 - mmaction - INFO - Epoch [23][520/1345] lr: 7.357e-02, eta: 9:42:11, time: 0.610, data_time: 0.000, memory: 5354, top1_acc: 0.3656, top5_acc: 0.6578, loss_cls: 2.5915, loss: 2.5915, grad_norm: 2.2751 2021-12-03 02:15:40,104 - mmaction - INFO - Epoch [23][540/1345] lr: 7.357e-02, eta: 9:41:58, time: 0.610, data_time: 0.000, memory: 5354, top1_acc: 0.3688, top5_acc: 0.6586, loss_cls: 2.6207, loss: 2.6207, grad_norm: 2.4645 2021-12-03 02:15:52,328 - mmaction - INFO - Epoch [23][560/1345] lr: 7.357e-02, eta: 9:41:45, time: 0.611, data_time: 0.000, memory: 5354, top1_acc: 0.3930, top5_acc: 0.6758, loss_cls: 2.5439, loss: 2.5439, grad_norm: 2.2550 2021-12-03 02:16:04,472 - mmaction - INFO - Epoch [23][580/1345] lr: 7.357e-02, eta: 9:41:32, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.3734, top5_acc: 0.6750, loss_cls: 2.5602, loss: 2.5602, grad_norm: 2.3478 2021-12-03 02:16:16,688 - mmaction - INFO - Epoch [23][600/1345] lr: 7.357e-02, eta: 9:41:19, time: 0.611, data_time: 0.000, memory: 5354, top1_acc: 0.3609, top5_acc: 0.6461, loss_cls: 2.6045, loss: 2.6045, grad_norm: 2.3586 2021-12-03 02:16:28,836 - mmaction - INFO - Epoch [23][620/1345] lr: 7.357e-02, eta: 9:41:06, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.3914, top5_acc: 0.6734, loss_cls: 2.5573, loss: 2.5573, grad_norm: 2.3413 2021-12-03 02:16:41,039 - mmaction - INFO - Epoch [23][640/1345] lr: 7.357e-02, eta: 9:40:53, time: 0.610, data_time: 0.000, memory: 5354, top1_acc: 0.3797, top5_acc: 0.6719, loss_cls: 2.5150, loss: 2.5150, grad_norm: 2.3018 2021-12-03 02:16:53,179 - mmaction - INFO - Epoch [23][660/1345] lr: 7.357e-02, eta: 9:40:40, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.3500, top5_acc: 0.6438, loss_cls: 2.6702, loss: 2.6702, grad_norm: 2.3640 2021-12-03 02:17:05,349 - mmaction - INFO - Epoch [23][680/1345] lr: 7.357e-02, eta: 9:40:26, time: 0.609, data_time: 0.000, memory: 5354, top1_acc: 0.3883, top5_acc: 0.6672, loss_cls: 2.6093, loss: 2.6093, grad_norm: 2.3641 2021-12-03 02:17:17,533 - mmaction - INFO - Epoch [23][700/1345] lr: 7.357e-02, eta: 9:40:13, time: 0.609, data_time: 0.000, memory: 5354, top1_acc: 0.3547, top5_acc: 0.6516, loss_cls: 2.6517, loss: 2.6517, grad_norm: 2.3485 2021-12-03 02:17:29,676 - mmaction - INFO - Epoch [23][720/1345] lr: 7.357e-02, eta: 9:40:00, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.3812, top5_acc: 0.6602, loss_cls: 2.6177, loss: 2.6177, grad_norm: 2.3407 2021-12-03 02:17:41,894 - mmaction - INFO - Epoch [23][740/1345] lr: 7.357e-02, eta: 9:39:47, time: 0.611, data_time: 0.000, memory: 5354, top1_acc: 0.3742, top5_acc: 0.6414, loss_cls: 2.6773, loss: 2.6773, grad_norm: 2.2232 2021-12-03 02:17:54,049 - mmaction - INFO - Epoch [23][760/1345] lr: 7.357e-02, eta: 9:39:34, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.3695, top5_acc: 0.6578, loss_cls: 2.5994, loss: 2.5994, grad_norm: 2.2697 2021-12-03 02:18:06,214 - mmaction - INFO - Epoch [23][780/1345] lr: 7.357e-02, eta: 9:39:21, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.3969, top5_acc: 0.6570, loss_cls: 2.6447, loss: 2.6447, grad_norm: 2.3905 2021-12-03 02:18:18,418 - mmaction - INFO - Epoch [23][800/1345] lr: 7.357e-02, eta: 9:39:08, time: 0.610, data_time: 0.000, memory: 5354, top1_acc: 0.3602, top5_acc: 0.6617, loss_cls: 2.6049, loss: 2.6049, grad_norm: 2.2387 2021-12-03 02:18:30,560 - mmaction - INFO - Epoch [23][820/1345] lr: 7.357e-02, eta: 9:38:55, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.3680, top5_acc: 0.6508, loss_cls: 2.6009, loss: 2.6009, grad_norm: 2.2341 2021-12-03 02:18:42,738 - mmaction - INFO - Epoch [23][840/1345] lr: 7.357e-02, eta: 9:38:42, time: 0.609, data_time: 0.000, memory: 5354, top1_acc: 0.3875, top5_acc: 0.6703, loss_cls: 2.5924, loss: 2.5924, grad_norm: 2.3700 2021-12-03 02:18:54,941 - mmaction - INFO - Epoch [23][860/1345] lr: 7.357e-02, eta: 9:38:29, time: 0.610, data_time: 0.000, memory: 5354, top1_acc: 0.3766, top5_acc: 0.6531, loss_cls: 2.6002, loss: 2.6002, grad_norm: 2.3688 2021-12-03 02:19:07,151 - mmaction - INFO - Epoch [23][880/1345] lr: 7.357e-02, eta: 9:38:16, time: 0.610, data_time: 0.000, memory: 5354, top1_acc: 0.3641, top5_acc: 0.6375, loss_cls: 2.6900, loss: 2.6900, grad_norm: 2.2673 2021-12-03 02:19:19,269 - mmaction - INFO - Epoch [23][900/1345] lr: 7.357e-02, eta: 9:38:03, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.3586, top5_acc: 0.6344, loss_cls: 2.6847, loss: 2.6847, grad_norm: 2.2909 2021-12-03 02:19:31,485 - mmaction - INFO - Epoch [23][920/1345] lr: 7.357e-02, eta: 9:37:50, time: 0.611, data_time: 0.000, memory: 5354, top1_acc: 0.3914, top5_acc: 0.6547, loss_cls: 2.5895, loss: 2.5895, grad_norm: 2.2366 2021-12-03 02:19:43,609 - mmaction - INFO - Epoch [23][940/1345] lr: 7.357e-02, eta: 9:37:37, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.3867, top5_acc: 0.6438, loss_cls: 2.6268, loss: 2.6268, grad_norm: 2.2477 2021-12-03 02:19:55,784 - mmaction - INFO - Epoch [23][960/1345] lr: 7.357e-02, eta: 9:37:24, time: 0.609, data_time: 0.000, memory: 5354, top1_acc: 0.3625, top5_acc: 0.6445, loss_cls: 2.6464, loss: 2.6464, grad_norm: 2.2478 2021-12-03 02:20:07,911 - mmaction - INFO - Epoch [23][980/1345] lr: 7.357e-02, eta: 9:37:11, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.3656, top5_acc: 0.6617, loss_cls: 2.6098, loss: 2.6098, grad_norm: 2.2825 2021-12-03 02:20:20,015 - mmaction - INFO - Epoch [23][1000/1345] lr: 7.357e-02, eta: 9:36:58, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.3711, top5_acc: 0.6203, loss_cls: 2.7216, loss: 2.7216, grad_norm: 2.3438 2021-12-03 02:20:32,150 - mmaction - INFO - Epoch [23][1020/1345] lr: 7.357e-02, eta: 9:36:45, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.3625, top5_acc: 0.6586, loss_cls: 2.6610, loss: 2.6610, grad_norm: 2.2675 2021-12-03 02:20:44,247 - mmaction - INFO - Epoch [23][1040/1345] lr: 7.357e-02, eta: 9:36:31, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.3867, top5_acc: 0.6547, loss_cls: 2.5786, loss: 2.5786, grad_norm: 2.2759 2021-12-03 02:20:56,355 - mmaction - INFO - Epoch [23][1060/1345] lr: 7.357e-02, eta: 9:36:18, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.3883, top5_acc: 0.6445, loss_cls: 2.6193, loss: 2.6193, grad_norm: 2.3018 2021-12-03 02:21:08,443 - mmaction - INFO - Epoch [23][1080/1345] lr: 7.357e-02, eta: 9:36:05, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.3734, top5_acc: 0.6680, loss_cls: 2.5742, loss: 2.5742, grad_norm: 2.2876 2021-12-03 02:21:20,516 - mmaction - INFO - Epoch [23][1100/1345] lr: 7.357e-02, eta: 9:35:52, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.3719, top5_acc: 0.6531, loss_cls: 2.6278, loss: 2.6278, grad_norm: 2.3284 2021-12-03 02:21:32,595 - mmaction - INFO - Epoch [23][1120/1345] lr: 7.357e-02, eta: 9:35:39, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.3812, top5_acc: 0.6719, loss_cls: 2.5521, loss: 2.5521, grad_norm: 2.2497 2021-12-03 02:21:44,673 - mmaction - INFO - Epoch [23][1140/1345] lr: 7.357e-02, eta: 9:35:25, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.3688, top5_acc: 0.6492, loss_cls: 2.6546, loss: 2.6546, grad_norm: 2.2847 2021-12-03 02:21:56,758 - mmaction - INFO - Epoch [23][1160/1345] lr: 7.357e-02, eta: 9:35:12, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.3758, top5_acc: 0.6578, loss_cls: 2.5927, loss: 2.5927, grad_norm: 2.2829 2021-12-03 02:22:08,830 - mmaction - INFO - Epoch [23][1180/1345] lr: 7.357e-02, eta: 9:34:59, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.3852, top5_acc: 0.6766, loss_cls: 2.4936, loss: 2.4936, grad_norm: 2.2704 2021-12-03 02:22:20,898 - mmaction - INFO - Epoch [23][1200/1345] lr: 7.357e-02, eta: 9:34:46, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.3500, top5_acc: 0.6570, loss_cls: 2.6155, loss: 2.6155, grad_norm: 2.3736 2021-12-03 02:22:32,951 - mmaction - INFO - Epoch [23][1220/1345] lr: 7.357e-02, eta: 9:34:33, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.3555, top5_acc: 0.6555, loss_cls: 2.6581, loss: 2.6581, grad_norm: 2.3625 2021-12-03 02:22:45,021 - mmaction - INFO - Epoch [23][1240/1345] lr: 7.357e-02, eta: 9:34:19, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.3953, top5_acc: 0.6789, loss_cls: 2.5158, loss: 2.5158, grad_norm: 2.3268 2021-12-03 02:22:57,079 - mmaction - INFO - Epoch [23][1260/1345] lr: 7.357e-02, eta: 9:34:06, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.3641, top5_acc: 0.6500, loss_cls: 2.6168, loss: 2.6168, grad_norm: 2.2268 2021-12-03 02:23:09,152 - mmaction - INFO - Epoch [23][1280/1345] lr: 7.357e-02, eta: 9:33:53, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.3688, top5_acc: 0.6586, loss_cls: 2.6217, loss: 2.6217, grad_norm: 2.4166 2021-12-03 02:23:21,216 - mmaction - INFO - Epoch [23][1300/1345] lr: 7.357e-02, eta: 9:33:40, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.3617, top5_acc: 0.6461, loss_cls: 2.6858, loss: 2.6858, grad_norm: 2.3669 2021-12-03 02:23:33,288 - mmaction - INFO - Epoch [23][1320/1345] lr: 7.357e-02, eta: 9:33:27, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.3648, top5_acc: 0.6602, loss_cls: 2.6472, loss: 2.6472, grad_norm: 2.2394 2021-12-03 02:23:45,352 - mmaction - INFO - Epoch [23][1340/1345] lr: 7.357e-02, eta: 9:33:13, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.3875, top5_acc: 0.6664, loss_cls: 2.5521, loss: 2.5521, grad_norm: 2.2298 2021-12-03 02:24:44,568 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-12-03 02:24:44,740 - mmaction - INFO - top1_acc 0.3059 top5_acc 0.6191 2021-12-03 02:24:44,740 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-12-03 02:24:44,751 - mmaction - INFO - mean_acc 0.2862 2021-12-03 02:24:44,753 - mmaction - INFO - Saving checkpoint at 23 epochs 2021-12-03 02:24:46,573 - mmaction - INFO - Epoch(val) [23][181] top1_acc: 0.3059, top5_acc: 0.6191, mean_class_accuracy: 0.2862 2021-12-03 02:25:24,820 - mmaction - INFO - Epoch [24][20/1345] lr: 7.138e-02, eta: 9:33:38, time: 1.912, data_time: 1.296, memory: 5354, top1_acc: 0.3836, top5_acc: 0.6547, loss_cls: 2.5742, loss: 2.5742, grad_norm: 2.3365 2021-12-03 02:25:36,821 - mmaction - INFO - Epoch [24][40/1345] lr: 7.138e-02, eta: 9:33:25, time: 0.600, data_time: 0.001, memory: 5354, top1_acc: 0.3641, top5_acc: 0.6758, loss_cls: 2.5851, loss: 2.5851, grad_norm: 2.3527 2021-12-03 02:25:48,826 - mmaction - INFO - Epoch [24][60/1345] lr: 7.138e-02, eta: 9:33:12, time: 0.600, data_time: 0.001, memory: 5354, top1_acc: 0.3977, top5_acc: 0.6680, loss_cls: 2.5631, loss: 2.5631, grad_norm: 2.2750 2021-12-03 02:26:00,853 - mmaction - INFO - Epoch [24][80/1345] lr: 7.138e-02, eta: 9:32:58, time: 0.601, data_time: 0.000, memory: 5354, top1_acc: 0.3625, top5_acc: 0.6586, loss_cls: 2.5828, loss: 2.5828, grad_norm: 2.4008 2021-12-03 02:26:12,893 - mmaction - INFO - Epoch [24][100/1345] lr: 7.138e-02, eta: 9:32:45, time: 0.602, data_time: 0.001, memory: 5354, top1_acc: 0.3922, top5_acc: 0.6664, loss_cls: 2.5625, loss: 2.5625, grad_norm: 2.2915 2021-12-03 02:26:24,952 - mmaction - INFO - Epoch [24][120/1345] lr: 7.138e-02, eta: 9:32:32, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.3961, top5_acc: 0.6773, loss_cls: 2.5303, loss: 2.5303, grad_norm: 2.3451 2021-12-03 02:26:37,006 - mmaction - INFO - Epoch [24][140/1345] lr: 7.138e-02, eta: 9:32:18, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.3773, top5_acc: 0.6547, loss_cls: 2.5807, loss: 2.5807, grad_norm: 2.2400 2021-12-03 02:26:49,073 - mmaction - INFO - Epoch [24][160/1345] lr: 7.138e-02, eta: 9:32:05, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.3961, top5_acc: 0.6719, loss_cls: 2.5136, loss: 2.5136, grad_norm: 2.2615 2021-12-03 02:27:01,124 - mmaction - INFO - Epoch [24][180/1345] lr: 7.138e-02, eta: 9:31:52, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.4023, top5_acc: 0.6789, loss_cls: 2.5244, loss: 2.5244, grad_norm: 2.3302 2021-12-03 02:27:13,204 - mmaction - INFO - Epoch [24][200/1345] lr: 7.138e-02, eta: 9:31:39, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.3555, top5_acc: 0.6609, loss_cls: 2.6053, loss: 2.6053, grad_norm: 2.4217 2021-12-03 02:27:25,309 - mmaction - INFO - Epoch [24][220/1345] lr: 7.138e-02, eta: 9:31:26, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.3875, top5_acc: 0.6539, loss_cls: 2.6200, loss: 2.6200, grad_norm: 2.3364 2021-12-03 02:27:37,440 - mmaction - INFO - Epoch [24][240/1345] lr: 7.138e-02, eta: 9:31:12, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.3773, top5_acc: 0.6484, loss_cls: 2.5863, loss: 2.5863, grad_norm: 2.3199 2021-12-03 02:27:49,599 - mmaction - INFO - Epoch [24][260/1345] lr: 7.138e-02, eta: 9:30:59, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.3719, top5_acc: 0.6562, loss_cls: 2.6211, loss: 2.6211, grad_norm: 2.3528 2021-12-03 02:28:01,870 - mmaction - INFO - Epoch [24][280/1345] lr: 7.138e-02, eta: 9:30:47, time: 0.613, data_time: 0.000, memory: 5354, top1_acc: 0.4211, top5_acc: 0.6602, loss_cls: 2.5389, loss: 2.5389, grad_norm: 2.2000 2021-12-03 02:28:13,990 - mmaction - INFO - Epoch [24][300/1345] lr: 7.138e-02, eta: 9:30:33, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.3625, top5_acc: 0.6664, loss_cls: 2.5645, loss: 2.5645, grad_norm: 2.3506 2021-12-03 02:28:26,218 - mmaction - INFO - Epoch [24][320/1345] lr: 7.138e-02, eta: 9:30:21, time: 0.611, data_time: 0.000, memory: 5354, top1_acc: 0.4133, top5_acc: 0.6977, loss_cls: 2.4415, loss: 2.4415, grad_norm: 2.3287 2021-12-03 02:28:38,352 - mmaction - INFO - Epoch [24][340/1345] lr: 7.138e-02, eta: 9:30:07, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.4055, top5_acc: 0.6813, loss_cls: 2.5114, loss: 2.5114, grad_norm: 2.3428 2021-12-03 02:28:50,591 - mmaction - INFO - Epoch [24][360/1345] lr: 7.138e-02, eta: 9:29:55, time: 0.612, data_time: 0.000, memory: 5354, top1_acc: 0.3805, top5_acc: 0.6687, loss_cls: 2.5388, loss: 2.5388, grad_norm: 2.3340 2021-12-03 02:29:02,796 - mmaction - INFO - Epoch [24][380/1345] lr: 7.138e-02, eta: 9:29:42, time: 0.610, data_time: 0.000, memory: 5354, top1_acc: 0.3859, top5_acc: 0.6875, loss_cls: 2.4676, loss: 2.4676, grad_norm: 2.3112 2021-12-03 02:29:15,027 - mmaction - INFO - Epoch [24][400/1345] lr: 7.138e-02, eta: 9:29:29, time: 0.612, data_time: 0.000, memory: 5354, top1_acc: 0.3828, top5_acc: 0.6711, loss_cls: 2.5740, loss: 2.5740, grad_norm: 2.2990 2021-12-03 02:29:27,286 - mmaction - INFO - Epoch [24][420/1345] lr: 7.138e-02, eta: 9:29:16, time: 0.613, data_time: 0.000, memory: 5354, top1_acc: 0.3906, top5_acc: 0.6828, loss_cls: 2.5130, loss: 2.5130, grad_norm: 2.3318 2021-12-03 02:29:39,480 - mmaction - INFO - Epoch [24][440/1345] lr: 7.138e-02, eta: 9:29:03, time: 0.610, data_time: 0.000, memory: 5354, top1_acc: 0.3812, top5_acc: 0.6711, loss_cls: 2.6127, loss: 2.6127, grad_norm: 2.3226 2021-12-03 02:29:51,639 - mmaction - INFO - Epoch [24][460/1345] lr: 7.138e-02, eta: 9:28:50, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.3461, top5_acc: 0.6625, loss_cls: 2.6222, loss: 2.6222, grad_norm: 2.3321 2021-12-03 02:30:03,838 - mmaction - INFO - Epoch [24][480/1345] lr: 7.138e-02, eta: 9:28:37, time: 0.610, data_time: 0.000, memory: 5354, top1_acc: 0.3680, top5_acc: 0.6469, loss_cls: 2.6376, loss: 2.6376, grad_norm: 2.2828 2021-12-03 02:30:16,044 - mmaction - INFO - Epoch [24][500/1345] lr: 7.138e-02, eta: 9:28:24, time: 0.610, data_time: 0.000, memory: 5354, top1_acc: 0.4055, top5_acc: 0.6898, loss_cls: 2.4536, loss: 2.4536, grad_norm: 2.2695 2021-12-03 02:30:28,292 - mmaction - INFO - Epoch [24][520/1345] lr: 7.138e-02, eta: 9:28:11, time: 0.612, data_time: 0.000, memory: 5354, top1_acc: 0.3875, top5_acc: 0.6883, loss_cls: 2.4601, loss: 2.4601, grad_norm: 2.3550 2021-12-03 02:30:40,451 - mmaction - INFO - Epoch [24][540/1345] lr: 7.138e-02, eta: 9:27:58, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.3664, top5_acc: 0.6594, loss_cls: 2.5619, loss: 2.5619, grad_norm: 2.3601 2021-12-03 02:30:52,671 - mmaction - INFO - Epoch [24][560/1345] lr: 7.138e-02, eta: 9:27:45, time: 0.611, data_time: 0.000, memory: 5354, top1_acc: 0.3633, top5_acc: 0.6547, loss_cls: 2.6468, loss: 2.6468, grad_norm: 2.3838 2021-12-03 02:31:04,898 - mmaction - INFO - Epoch [24][580/1345] lr: 7.138e-02, eta: 9:27:32, time: 0.611, data_time: 0.000, memory: 5354, top1_acc: 0.3625, top5_acc: 0.6352, loss_cls: 2.6475, loss: 2.6475, grad_norm: 2.3227 2021-12-03 02:31:17,074 - mmaction - INFO - Epoch [24][600/1345] lr: 7.138e-02, eta: 9:27:19, time: 0.609, data_time: 0.000, memory: 5354, top1_acc: 0.3633, top5_acc: 0.6578, loss_cls: 2.6154, loss: 2.6154, grad_norm: 2.3398 2021-12-03 02:31:29,319 - mmaction - INFO - Epoch [24][620/1345] lr: 7.138e-02, eta: 9:27:06, time: 0.612, data_time: 0.000, memory: 5354, top1_acc: 0.3711, top5_acc: 0.6586, loss_cls: 2.6508, loss: 2.6508, grad_norm: 2.3595 2021-12-03 02:31:41,506 - mmaction - INFO - Epoch [24][640/1345] lr: 7.138e-02, eta: 9:26:53, time: 0.609, data_time: 0.000, memory: 5354, top1_acc: 0.3578, top5_acc: 0.6539, loss_cls: 2.6450, loss: 2.6450, grad_norm: 2.2735 2021-12-03 02:31:53,759 - mmaction - INFO - Epoch [24][660/1345] lr: 7.138e-02, eta: 9:26:40, time: 0.613, data_time: 0.000, memory: 5354, top1_acc: 0.3977, top5_acc: 0.6859, loss_cls: 2.4647, loss: 2.4647, grad_norm: 2.3064 2021-12-03 02:32:06,020 - mmaction - INFO - Epoch [24][680/1345] lr: 7.138e-02, eta: 9:26:27, time: 0.613, data_time: 0.000, memory: 5354, top1_acc: 0.3766, top5_acc: 0.6422, loss_cls: 2.6731, loss: 2.6731, grad_norm: 2.4252 2021-12-03 02:32:18,260 - mmaction - INFO - Epoch [24][700/1345] lr: 7.138e-02, eta: 9:26:14, time: 0.612, data_time: 0.000, memory: 5354, top1_acc: 0.3625, top5_acc: 0.6672, loss_cls: 2.5591, loss: 2.5591, grad_norm: 2.4067 2021-12-03 02:32:30,497 - mmaction - INFO - Epoch [24][720/1345] lr: 7.138e-02, eta: 9:26:02, time: 0.612, data_time: 0.000, memory: 5354, top1_acc: 0.3852, top5_acc: 0.6797, loss_cls: 2.5023, loss: 2.5023, grad_norm: 2.3128 2021-12-03 02:32:42,700 - mmaction - INFO - Epoch [24][740/1345] lr: 7.138e-02, eta: 9:25:49, time: 0.610, data_time: 0.000, memory: 5354, top1_acc: 0.3805, top5_acc: 0.6531, loss_cls: 2.5803, loss: 2.5803, grad_norm: 2.3517 2021-12-03 02:32:54,928 - mmaction - INFO - Epoch [24][760/1345] lr: 7.138e-02, eta: 9:25:36, time: 0.611, data_time: 0.000, memory: 5354, top1_acc: 0.3734, top5_acc: 0.6555, loss_cls: 2.6336, loss: 2.6336, grad_norm: 2.3791 2021-12-03 02:33:07,205 - mmaction - INFO - Epoch [24][780/1345] lr: 7.138e-02, eta: 9:25:23, time: 0.614, data_time: 0.000, memory: 5354, top1_acc: 0.3773, top5_acc: 0.6766, loss_cls: 2.5416, loss: 2.5416, grad_norm: 2.2449 2021-12-03 02:33:19,355 - mmaction - INFO - Epoch [24][800/1345] lr: 7.138e-02, eta: 9:25:10, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.4000, top5_acc: 0.6742, loss_cls: 2.5839, loss: 2.5839, grad_norm: 2.3284 2021-12-03 02:33:31,580 - mmaction - INFO - Epoch [24][820/1345] lr: 7.138e-02, eta: 9:24:57, time: 0.611, data_time: 0.000, memory: 5354, top1_acc: 0.3812, top5_acc: 0.6641, loss_cls: 2.5663, loss: 2.5663, grad_norm: 2.3012 2021-12-03 02:33:43,750 - mmaction - INFO - Epoch [24][840/1345] lr: 7.138e-02, eta: 9:24:44, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.3398, top5_acc: 0.6383, loss_cls: 2.7065, loss: 2.7065, grad_norm: 2.4359 2021-12-03 02:33:55,972 - mmaction - INFO - Epoch [24][860/1345] lr: 7.138e-02, eta: 9:24:31, time: 0.611, data_time: 0.000, memory: 5354, top1_acc: 0.3766, top5_acc: 0.6578, loss_cls: 2.6116, loss: 2.6116, grad_norm: 2.2896 2021-12-03 02:34:08,120 - mmaction - INFO - Epoch [24][880/1345] lr: 7.138e-02, eta: 9:24:18, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.3742, top5_acc: 0.6648, loss_cls: 2.6162, loss: 2.6162, grad_norm: 2.4402 2021-12-03 02:34:20,324 - mmaction - INFO - Epoch [24][900/1345] lr: 7.138e-02, eta: 9:24:05, time: 0.610, data_time: 0.001, memory: 5354, top1_acc: 0.3570, top5_acc: 0.6375, loss_cls: 2.6876, loss: 2.6876, grad_norm: 2.3826 2021-12-03 02:34:32,458 - mmaction - INFO - Epoch [24][920/1345] lr: 7.138e-02, eta: 9:23:52, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.4234, top5_acc: 0.6813, loss_cls: 2.4725, loss: 2.4725, grad_norm: 2.3003 2021-12-03 02:34:44,727 - mmaction - INFO - Epoch [24][940/1345] lr: 7.138e-02, eta: 9:23:39, time: 0.613, data_time: 0.000, memory: 5354, top1_acc: 0.3789, top5_acc: 0.6750, loss_cls: 2.5187, loss: 2.5187, grad_norm: 2.3587 2021-12-03 02:34:56,872 - mmaction - INFO - Epoch [24][960/1345] lr: 7.138e-02, eta: 9:23:26, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.3625, top5_acc: 0.6492, loss_cls: 2.6385, loss: 2.6385, grad_norm: 2.3743 2021-12-03 02:35:09,038 - mmaction - INFO - Epoch [24][980/1345] lr: 7.138e-02, eta: 9:23:13, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.3883, top5_acc: 0.6797, loss_cls: 2.5517, loss: 2.5517, grad_norm: 2.3125 2021-12-03 02:35:21,194 - mmaction - INFO - Epoch [24][1000/1345] lr: 7.138e-02, eta: 9:23:00, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.3867, top5_acc: 0.6617, loss_cls: 2.5265, loss: 2.5265, grad_norm: 2.2468 2021-12-03 02:35:33,364 - mmaction - INFO - Epoch [24][1020/1345] lr: 7.138e-02, eta: 9:22:47, time: 0.609, data_time: 0.000, memory: 5354, top1_acc: 0.3852, top5_acc: 0.6562, loss_cls: 2.5930, loss: 2.5930, grad_norm: 2.2152 2021-12-03 02:35:45,534 - mmaction - INFO - Epoch [24][1040/1345] lr: 7.138e-02, eta: 9:22:34, time: 0.609, data_time: 0.000, memory: 5354, top1_acc: 0.3625, top5_acc: 0.6328, loss_cls: 2.6801, loss: 2.6801, grad_norm: 2.3913 2021-12-03 02:35:57,662 - mmaction - INFO - Epoch [24][1060/1345] lr: 7.138e-02, eta: 9:22:21, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.3984, top5_acc: 0.6508, loss_cls: 2.5470, loss: 2.5470, grad_norm: 2.3678 2021-12-03 02:36:09,849 - mmaction - INFO - Epoch [24][1080/1345] lr: 7.138e-02, eta: 9:22:08, time: 0.609, data_time: 0.000, memory: 5354, top1_acc: 0.3812, top5_acc: 0.6586, loss_cls: 2.5563, loss: 2.5563, grad_norm: 2.3793 2021-12-03 02:36:21,984 - mmaction - INFO - Epoch [24][1100/1345] lr: 7.138e-02, eta: 9:21:55, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.3719, top5_acc: 0.6594, loss_cls: 2.6103, loss: 2.6103, grad_norm: 2.3069 2021-12-03 02:36:34,146 - mmaction - INFO - Epoch [24][1120/1345] lr: 7.138e-02, eta: 9:21:42, time: 0.608, data_time: 0.001, memory: 5354, top1_acc: 0.3836, top5_acc: 0.6555, loss_cls: 2.6077, loss: 2.6077, grad_norm: 2.3409 2021-12-03 02:36:46,276 - mmaction - INFO - Epoch [24][1140/1345] lr: 7.138e-02, eta: 9:21:29, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.3805, top5_acc: 0.6602, loss_cls: 2.6094, loss: 2.6094, grad_norm: 2.4194 2021-12-03 02:36:58,389 - mmaction - INFO - Epoch [24][1160/1345] lr: 7.138e-02, eta: 9:21:16, time: 0.606, data_time: 0.001, memory: 5354, top1_acc: 0.3680, top5_acc: 0.6445, loss_cls: 2.6922, loss: 2.6922, grad_norm: 2.3262 2021-12-03 02:37:10,505 - mmaction - INFO - Epoch [24][1180/1345] lr: 7.138e-02, eta: 9:21:03, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.3672, top5_acc: 0.6562, loss_cls: 2.6102, loss: 2.6102, grad_norm: 2.3049 2021-12-03 02:37:22,595 - mmaction - INFO - Epoch [24][1200/1345] lr: 7.138e-02, eta: 9:20:50, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.4055, top5_acc: 0.6781, loss_cls: 2.4940, loss: 2.4940, grad_norm: 2.3051 2021-12-03 02:37:34,683 - mmaction - INFO - Epoch [24][1220/1345] lr: 7.138e-02, eta: 9:20:36, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.3867, top5_acc: 0.6633, loss_cls: 2.5699, loss: 2.5699, grad_norm: 2.3164 2021-12-03 02:37:46,811 - mmaction - INFO - Epoch [24][1240/1345] lr: 7.138e-02, eta: 9:20:23, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.3656, top5_acc: 0.6547, loss_cls: 2.5926, loss: 2.5926, grad_norm: 2.3746 2021-12-03 02:37:58,885 - mmaction - INFO - Epoch [24][1260/1345] lr: 7.138e-02, eta: 9:20:10, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.3805, top5_acc: 0.6641, loss_cls: 2.5942, loss: 2.5942, grad_norm: 2.3417 2021-12-03 02:38:10,980 - mmaction - INFO - Epoch [24][1280/1345] lr: 7.138e-02, eta: 9:19:57, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.3688, top5_acc: 0.6516, loss_cls: 2.6170, loss: 2.6170, grad_norm: 2.3389 2021-12-03 02:38:23,092 - mmaction - INFO - Epoch [24][1300/1345] lr: 7.138e-02, eta: 9:19:44, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.3812, top5_acc: 0.6641, loss_cls: 2.5695, loss: 2.5695, grad_norm: 2.3296 2021-12-03 02:38:35,189 - mmaction - INFO - Epoch [24][1320/1345] lr: 7.138e-02, eta: 9:19:31, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.3727, top5_acc: 0.6672, loss_cls: 2.6197, loss: 2.6197, grad_norm: 2.3671 2021-12-03 02:38:47,301 - mmaction - INFO - Epoch [24][1340/1345] lr: 7.138e-02, eta: 9:19:18, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.3812, top5_acc: 0.6758, loss_cls: 2.5231, loss: 2.5231, grad_norm: 2.3165 2021-12-03 02:39:43,625 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-12-03 02:39:43,802 - mmaction - INFO - top1_acc 0.3012 top5_acc 0.6084 2021-12-03 02:39:43,802 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-12-03 02:39:43,812 - mmaction - INFO - mean_acc 0.2729 2021-12-03 02:39:43,818 - mmaction - INFO - Saving checkpoint at 24 epochs 2021-12-03 02:39:48,238 - mmaction - INFO - Epoch(val) [24][181] top1_acc: 0.3012, top5_acc: 0.6084, mean_class_accuracy: 0.2729 2021-12-03 02:40:26,322 - mmaction - INFO - Epoch [25][20/1345] lr: 6.913e-02, eta: 9:19:40, time: 1.904, data_time: 1.305, memory: 5354, top1_acc: 0.4031, top5_acc: 0.6984, loss_cls: 2.4348, loss: 2.4348, grad_norm: 2.2969 2021-12-03 02:40:38,347 - mmaction - INFO - Epoch [25][40/1345] lr: 6.913e-02, eta: 9:19:26, time: 0.601, data_time: 0.001, memory: 5354, top1_acc: 0.4031, top5_acc: 0.6648, loss_cls: 2.4967, loss: 2.4967, grad_norm: 2.3987 2021-12-03 02:40:50,380 - mmaction - INFO - Epoch [25][60/1345] lr: 6.913e-02, eta: 9:19:13, time: 0.602, data_time: 0.001, memory: 5354, top1_acc: 0.3922, top5_acc: 0.6805, loss_cls: 2.5040, loss: 2.5040, grad_norm: 2.3211 2021-12-03 02:41:02,412 - mmaction - INFO - Epoch [25][80/1345] lr: 6.913e-02, eta: 9:19:00, time: 0.602, data_time: 0.001, memory: 5354, top1_acc: 0.4141, top5_acc: 0.7023, loss_cls: 2.3852, loss: 2.3852, grad_norm: 2.3897 2021-12-03 02:41:14,453 - mmaction - INFO - Epoch [25][100/1345] lr: 6.913e-02, eta: 9:18:47, time: 0.602, data_time: 0.000, memory: 5354, top1_acc: 0.3930, top5_acc: 0.6680, loss_cls: 2.5093, loss: 2.5093, grad_norm: 2.3978 2021-12-03 02:41:26,508 - mmaction - INFO - Epoch [25][120/1345] lr: 6.913e-02, eta: 9:18:34, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.3586, top5_acc: 0.6469, loss_cls: 2.6174, loss: 2.6174, grad_norm: 2.4064 2021-12-03 02:41:38,582 - mmaction - INFO - Epoch [25][140/1345] lr: 6.913e-02, eta: 9:18:20, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.4055, top5_acc: 0.6867, loss_cls: 2.4405, loss: 2.4405, grad_norm: 2.2518 2021-12-03 02:41:50,651 - mmaction - INFO - Epoch [25][160/1345] lr: 6.913e-02, eta: 9:18:07, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.4383, top5_acc: 0.7086, loss_cls: 2.3557, loss: 2.3557, grad_norm: 2.3927 2021-12-03 02:42:02,734 - mmaction - INFO - Epoch [25][180/1345] lr: 6.913e-02, eta: 9:17:54, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.3883, top5_acc: 0.6734, loss_cls: 2.5702, loss: 2.5702, grad_norm: 2.4541 2021-12-03 02:42:14,875 - mmaction - INFO - Epoch [25][200/1345] lr: 6.913e-02, eta: 9:17:41, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.3984, top5_acc: 0.6867, loss_cls: 2.4955, loss: 2.4955, grad_norm: 2.3968 2021-12-03 02:42:27,012 - mmaction - INFO - Epoch [25][220/1345] lr: 6.913e-02, eta: 9:17:28, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.3914, top5_acc: 0.6750, loss_cls: 2.5591, loss: 2.5591, grad_norm: 2.4185 2021-12-03 02:42:39,216 - mmaction - INFO - Epoch [25][240/1345] lr: 6.913e-02, eta: 9:17:15, time: 0.610, data_time: 0.000, memory: 5354, top1_acc: 0.3727, top5_acc: 0.6516, loss_cls: 2.5688, loss: 2.5688, grad_norm: 2.4365 2021-12-03 02:42:51,380 - mmaction - INFO - Epoch [25][260/1345] lr: 6.913e-02, eta: 9:17:02, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.3758, top5_acc: 0.6844, loss_cls: 2.5176, loss: 2.5176, grad_norm: 2.4063 2021-12-03 02:43:03,613 - mmaction - INFO - Epoch [25][280/1345] lr: 6.913e-02, eta: 9:16:49, time: 0.612, data_time: 0.000, memory: 5354, top1_acc: 0.3867, top5_acc: 0.6883, loss_cls: 2.5102, loss: 2.5102, grad_norm: 2.3303 2021-12-03 02:43:15,783 - mmaction - INFO - Epoch [25][300/1345] lr: 6.913e-02, eta: 9:16:36, time: 0.609, data_time: 0.000, memory: 5354, top1_acc: 0.3953, top5_acc: 0.6906, loss_cls: 2.4387, loss: 2.4387, grad_norm: 2.4380 2021-12-03 02:43:27,989 - mmaction - INFO - Epoch [25][320/1345] lr: 6.913e-02, eta: 9:16:23, time: 0.610, data_time: 0.000, memory: 5354, top1_acc: 0.3828, top5_acc: 0.6687, loss_cls: 2.5487, loss: 2.5487, grad_norm: 2.3008 2021-12-03 02:43:40,207 - mmaction - INFO - Epoch [25][340/1345] lr: 6.913e-02, eta: 9:16:10, time: 0.611, data_time: 0.000, memory: 5354, top1_acc: 0.3711, top5_acc: 0.6586, loss_cls: 2.6053, loss: 2.6053, grad_norm: 2.3413 2021-12-03 02:43:52,394 - mmaction - INFO - Epoch [25][360/1345] lr: 6.913e-02, eta: 9:15:57, time: 0.609, data_time: 0.000, memory: 5354, top1_acc: 0.3758, top5_acc: 0.6656, loss_cls: 2.5897, loss: 2.5897, grad_norm: 2.3902 2021-12-03 02:44:04,691 - mmaction - INFO - Epoch [25][380/1345] lr: 6.913e-02, eta: 9:15:44, time: 0.615, data_time: 0.000, memory: 5354, top1_acc: 0.3859, top5_acc: 0.6773, loss_cls: 2.5001, loss: 2.5001, grad_norm: 2.3103 2021-12-03 02:44:16,911 - mmaction - INFO - Epoch [25][400/1345] lr: 6.913e-02, eta: 9:15:31, time: 0.611, data_time: 0.000, memory: 5354, top1_acc: 0.3891, top5_acc: 0.6797, loss_cls: 2.4926, loss: 2.4926, grad_norm: 2.3752 2021-12-03 02:44:29,070 - mmaction - INFO - Epoch [25][420/1345] lr: 6.913e-02, eta: 9:15:18, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.3953, top5_acc: 0.6500, loss_cls: 2.5774, loss: 2.5774, grad_norm: 2.4505 2021-12-03 02:44:41,318 - mmaction - INFO - Epoch [25][440/1345] lr: 6.913e-02, eta: 9:15:06, time: 0.612, data_time: 0.000, memory: 5354, top1_acc: 0.3789, top5_acc: 0.6664, loss_cls: 2.5795, loss: 2.5795, grad_norm: 2.3251 2021-12-03 02:44:53,513 - mmaction - INFO - Epoch [25][460/1345] lr: 6.913e-02, eta: 9:14:53, time: 0.610, data_time: 0.000, memory: 5354, top1_acc: 0.3758, top5_acc: 0.6570, loss_cls: 2.6134, loss: 2.6134, grad_norm: 2.4128 2021-12-03 02:45:05,705 - mmaction - INFO - Epoch [25][480/1345] lr: 6.913e-02, eta: 9:14:40, time: 0.610, data_time: 0.000, memory: 5354, top1_acc: 0.3641, top5_acc: 0.6711, loss_cls: 2.5662, loss: 2.5662, grad_norm: 2.3680 2021-12-03 02:45:17,925 - mmaction - INFO - Epoch [25][500/1345] lr: 6.913e-02, eta: 9:14:27, time: 0.611, data_time: 0.000, memory: 5354, top1_acc: 0.3922, top5_acc: 0.6719, loss_cls: 2.4928, loss: 2.4928, grad_norm: 2.3982 2021-12-03 02:45:30,099 - mmaction - INFO - Epoch [25][520/1345] lr: 6.913e-02, eta: 9:14:14, time: 0.609, data_time: 0.000, memory: 5354, top1_acc: 0.3797, top5_acc: 0.6711, loss_cls: 2.5767, loss: 2.5767, grad_norm: 2.4256 2021-12-03 02:45:42,405 - mmaction - INFO - Epoch [25][540/1345] lr: 6.913e-02, eta: 9:14:01, time: 0.615, data_time: 0.000, memory: 5354, top1_acc: 0.3891, top5_acc: 0.6578, loss_cls: 2.5725, loss: 2.5725, grad_norm: 2.3164 2021-12-03 02:45:54,682 - mmaction - INFO - Epoch [25][560/1345] lr: 6.913e-02, eta: 9:13:48, time: 0.614, data_time: 0.000, memory: 5354, top1_acc: 0.3586, top5_acc: 0.6602, loss_cls: 2.6015, loss: 2.6015, grad_norm: 2.3357 2021-12-03 02:46:06,942 - mmaction - INFO - Epoch [25][580/1345] lr: 6.913e-02, eta: 9:13:35, time: 0.613, data_time: 0.000, memory: 5354, top1_acc: 0.3859, top5_acc: 0.6758, loss_cls: 2.5212, loss: 2.5212, grad_norm: 2.3895 2021-12-03 02:46:19,194 - mmaction - INFO - Epoch [25][600/1345] lr: 6.913e-02, eta: 9:13:23, time: 0.613, data_time: 0.000, memory: 5354, top1_acc: 0.3906, top5_acc: 0.6719, loss_cls: 2.5798, loss: 2.5798, grad_norm: 2.3066 2021-12-03 02:46:31,393 - mmaction - INFO - Epoch [25][620/1345] lr: 6.913e-02, eta: 9:13:10, time: 0.610, data_time: 0.000, memory: 5354, top1_acc: 0.3750, top5_acc: 0.6602, loss_cls: 2.5276, loss: 2.5276, grad_norm: 2.4718 2021-12-03 02:46:43,603 - mmaction - INFO - Epoch [25][640/1345] lr: 6.913e-02, eta: 9:12:57, time: 0.610, data_time: 0.000, memory: 5354, top1_acc: 0.3984, top5_acc: 0.6703, loss_cls: 2.5174, loss: 2.5174, grad_norm: 2.3812 2021-12-03 02:46:55,804 - mmaction - INFO - Epoch [25][660/1345] lr: 6.913e-02, eta: 9:12:44, time: 0.610, data_time: 0.000, memory: 5354, top1_acc: 0.3937, top5_acc: 0.6562, loss_cls: 2.5862, loss: 2.5862, grad_norm: 2.4384 2021-12-03 02:47:07,978 - mmaction - INFO - Epoch [25][680/1345] lr: 6.913e-02, eta: 9:12:31, time: 0.609, data_time: 0.000, memory: 5354, top1_acc: 0.3867, top5_acc: 0.6641, loss_cls: 2.5617, loss: 2.5617, grad_norm: 2.3048 2021-12-03 02:47:20,198 - mmaction - INFO - Epoch [25][700/1345] lr: 6.913e-02, eta: 9:12:18, time: 0.611, data_time: 0.000, memory: 5354, top1_acc: 0.3586, top5_acc: 0.6453, loss_cls: 2.6692, loss: 2.6692, grad_norm: 2.3666 2021-12-03 02:47:32,364 - mmaction - INFO - Epoch [25][720/1345] lr: 6.913e-02, eta: 9:12:05, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.3703, top5_acc: 0.6633, loss_cls: 2.6051, loss: 2.6051, grad_norm: 2.3813 2021-12-03 02:47:44,614 - mmaction - INFO - Epoch [25][740/1345] lr: 6.913e-02, eta: 9:11:52, time: 0.613, data_time: 0.000, memory: 5354, top1_acc: 0.3969, top5_acc: 0.6742, loss_cls: 2.5177, loss: 2.5177, grad_norm: 2.2884 2021-12-03 02:47:56,853 - mmaction - INFO - Epoch [25][760/1345] lr: 6.913e-02, eta: 9:11:39, time: 0.612, data_time: 0.000, memory: 5354, top1_acc: 0.3898, top5_acc: 0.6734, loss_cls: 2.5013, loss: 2.5013, grad_norm: 2.3287 2021-12-03 02:48:09,033 - mmaction - INFO - Epoch [25][780/1345] lr: 6.913e-02, eta: 9:11:26, time: 0.609, data_time: 0.000, memory: 5354, top1_acc: 0.3688, top5_acc: 0.6680, loss_cls: 2.5882, loss: 2.5882, grad_norm: 2.3908 2021-12-03 02:48:21,261 - mmaction - INFO - Epoch [25][800/1345] lr: 6.913e-02, eta: 9:11:13, time: 0.611, data_time: 0.000, memory: 5354, top1_acc: 0.3875, top5_acc: 0.6898, loss_cls: 2.5043, loss: 2.5043, grad_norm: 2.3696 2021-12-03 02:48:33,477 - mmaction - INFO - Epoch [25][820/1345] lr: 6.913e-02, eta: 9:11:00, time: 0.611, data_time: 0.000, memory: 5354, top1_acc: 0.3742, top5_acc: 0.6711, loss_cls: 2.5892, loss: 2.5892, grad_norm: 2.3885 2021-12-03 02:48:45,646 - mmaction - INFO - Epoch [25][840/1345] lr: 6.913e-02, eta: 9:10:47, time: 0.609, data_time: 0.000, memory: 5354, top1_acc: 0.3617, top5_acc: 0.6625, loss_cls: 2.6003, loss: 2.6003, grad_norm: 2.4881 2021-12-03 02:48:57,905 - mmaction - INFO - Epoch [25][860/1345] lr: 6.913e-02, eta: 9:10:35, time: 0.613, data_time: 0.000, memory: 5354, top1_acc: 0.3711, top5_acc: 0.6617, loss_cls: 2.5885, loss: 2.5885, grad_norm: 2.2746 2021-12-03 02:49:10,057 - mmaction - INFO - Epoch [25][880/1345] lr: 6.913e-02, eta: 9:10:22, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.3609, top5_acc: 0.6352, loss_cls: 2.7164, loss: 2.7164, grad_norm: 2.4451 2021-12-03 02:49:22,272 - mmaction - INFO - Epoch [25][900/1345] lr: 6.913e-02, eta: 9:10:09, time: 0.611, data_time: 0.000, memory: 5354, top1_acc: 0.3836, top5_acc: 0.6687, loss_cls: 2.5639, loss: 2.5639, grad_norm: 2.2938 2021-12-03 02:49:34,428 - mmaction - INFO - Epoch [25][920/1345] lr: 6.913e-02, eta: 9:09:56, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.3922, top5_acc: 0.6609, loss_cls: 2.5710, loss: 2.5710, grad_norm: 2.3560 2021-12-03 02:49:46,623 - mmaction - INFO - Epoch [25][940/1345] lr: 6.913e-02, eta: 9:09:43, time: 0.610, data_time: 0.000, memory: 5354, top1_acc: 0.3797, top5_acc: 0.6500, loss_cls: 2.6033, loss: 2.6033, grad_norm: 2.3801 2021-12-03 02:49:58,779 - mmaction - INFO - Epoch [25][960/1345] lr: 6.913e-02, eta: 9:09:30, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.3930, top5_acc: 0.6633, loss_cls: 2.5042, loss: 2.5042, grad_norm: 2.4334 2021-12-03 02:50:10,906 - mmaction - INFO - Epoch [25][980/1345] lr: 6.913e-02, eta: 9:09:17, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.3953, top5_acc: 0.6586, loss_cls: 2.5792, loss: 2.5792, grad_norm: 2.3485 2021-12-03 02:50:23,069 - mmaction - INFO - Epoch [25][1000/1345] lr: 6.913e-02, eta: 9:09:04, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.4023, top5_acc: 0.6813, loss_cls: 2.5248, loss: 2.5248, grad_norm: 2.3332 2021-12-03 02:50:35,195 - mmaction - INFO - Epoch [25][1020/1345] lr: 6.913e-02, eta: 9:08:51, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.3656, top5_acc: 0.6609, loss_cls: 2.5707, loss: 2.5707, grad_norm: 2.3357 2021-12-03 02:50:47,328 - mmaction - INFO - Epoch [25][1040/1345] lr: 6.913e-02, eta: 9:08:38, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.3977, top5_acc: 0.6727, loss_cls: 2.5391, loss: 2.5391, grad_norm: 2.3079 2021-12-03 02:50:59,436 - mmaction - INFO - Epoch [25][1060/1345] lr: 6.913e-02, eta: 9:08:25, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.3898, top5_acc: 0.6680, loss_cls: 2.5248, loss: 2.5248, grad_norm: 2.2898 2021-12-03 02:51:11,545 - mmaction - INFO - Epoch [25][1080/1345] lr: 6.913e-02, eta: 9:08:12, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.3648, top5_acc: 0.6625, loss_cls: 2.5737, loss: 2.5737, grad_norm: 2.2904 2021-12-03 02:51:23,659 - mmaction - INFO - Epoch [25][1100/1345] lr: 6.913e-02, eta: 9:07:58, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.4102, top5_acc: 0.6711, loss_cls: 2.4725, loss: 2.4725, grad_norm: 2.3318 2021-12-03 02:51:35,753 - mmaction - INFO - Epoch [25][1120/1345] lr: 6.913e-02, eta: 9:07:45, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.3937, top5_acc: 0.6797, loss_cls: 2.5040, loss: 2.5040, grad_norm: 2.3453 2021-12-03 02:51:47,838 - mmaction - INFO - Epoch [25][1140/1345] lr: 6.913e-02, eta: 9:07:32, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.3859, top5_acc: 0.6461, loss_cls: 2.6214, loss: 2.6214, grad_norm: 2.4052 2021-12-03 02:51:59,932 - mmaction - INFO - Epoch [25][1160/1345] lr: 6.913e-02, eta: 9:07:19, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.3891, top5_acc: 0.6617, loss_cls: 2.5254, loss: 2.5254, grad_norm: 2.3203 2021-12-03 02:52:12,009 - mmaction - INFO - Epoch [25][1180/1345] lr: 6.913e-02, eta: 9:07:06, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.3758, top5_acc: 0.6656, loss_cls: 2.5900, loss: 2.5900, grad_norm: 2.3804 2021-12-03 02:52:24,089 - mmaction - INFO - Epoch [25][1200/1345] lr: 6.913e-02, eta: 9:06:53, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.3781, top5_acc: 0.6672, loss_cls: 2.6044, loss: 2.6044, grad_norm: 2.4187 2021-12-03 02:52:36,170 - mmaction - INFO - Epoch [25][1220/1345] lr: 6.913e-02, eta: 9:06:40, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.4062, top5_acc: 0.6711, loss_cls: 2.4632, loss: 2.4632, grad_norm: 2.2862 2021-12-03 02:52:48,269 - mmaction - INFO - Epoch [25][1240/1345] lr: 6.913e-02, eta: 9:06:27, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.3828, top5_acc: 0.6953, loss_cls: 2.4796, loss: 2.4796, grad_norm: 2.3720 2021-12-03 02:53:00,351 - mmaction - INFO - Epoch [25][1260/1345] lr: 6.913e-02, eta: 9:06:14, time: 0.604, data_time: 0.001, memory: 5354, top1_acc: 0.3937, top5_acc: 0.6578, loss_cls: 2.5753, loss: 2.5753, grad_norm: 2.4003 2021-12-03 02:53:12,447 - mmaction - INFO - Epoch [25][1280/1345] lr: 6.913e-02, eta: 9:06:01, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.3812, top5_acc: 0.6617, loss_cls: 2.5658, loss: 2.5658, grad_norm: 2.3366 2021-12-03 02:53:24,528 - mmaction - INFO - Epoch [25][1300/1345] lr: 6.913e-02, eta: 9:05:48, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.3781, top5_acc: 0.6820, loss_cls: 2.5099, loss: 2.5099, grad_norm: 2.4517 2021-12-03 02:53:36,626 - mmaction - INFO - Epoch [25][1320/1345] lr: 6.913e-02, eta: 9:05:35, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.3984, top5_acc: 0.6758, loss_cls: 2.5378, loss: 2.5378, grad_norm: 2.3681 2021-12-03 02:53:48,701 - mmaction - INFO - Epoch [25][1340/1345] lr: 6.913e-02, eta: 9:05:21, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.3930, top5_acc: 0.6648, loss_cls: 2.5161, loss: 2.5161, grad_norm: 2.3080 2021-12-03 02:54:44,700 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-12-03 02:54:44,866 - mmaction - INFO - top1_acc 0.3144 top5_acc 0.6373 2021-12-03 02:54:44,866 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-12-03 02:54:44,875 - mmaction - INFO - mean_acc 0.2861 2021-12-03 02:54:44,877 - mmaction - INFO - Saving checkpoint at 25 epochs 2021-12-03 02:54:46,189 - mmaction - INFO - Epoch(val) [25][181] top1_acc: 0.3144, top5_acc: 0.6373, mean_class_accuracy: 0.2861 2021-12-03 02:55:27,686 - mmaction - INFO - Epoch [26][20/1345] lr: 6.684e-02, eta: 9:05:46, time: 2.075, data_time: 1.464, memory: 5354, top1_acc: 0.4266, top5_acc: 0.6797, loss_cls: 2.4512, loss: 2.4512, grad_norm: 2.3307 2021-12-03 02:55:39,704 - mmaction - INFO - Epoch [26][40/1345] lr: 6.684e-02, eta: 9:05:33, time: 0.601, data_time: 0.001, memory: 5354, top1_acc: 0.4172, top5_acc: 0.6945, loss_cls: 2.4241, loss: 2.4241, grad_norm: 2.3396 2021-12-03 02:55:51,720 - mmaction - INFO - Epoch [26][60/1345] lr: 6.684e-02, eta: 9:05:20, time: 0.601, data_time: 0.001, memory: 5354, top1_acc: 0.3859, top5_acc: 0.6766, loss_cls: 2.4892, loss: 2.4892, grad_norm: 2.3329 2021-12-03 02:56:03,751 - mmaction - INFO - Epoch [26][80/1345] lr: 6.684e-02, eta: 9:05:07, time: 0.602, data_time: 0.001, memory: 5354, top1_acc: 0.4141, top5_acc: 0.6922, loss_cls: 2.4124, loss: 2.4124, grad_norm: 2.3563 2021-12-03 02:56:15,801 - mmaction - INFO - Epoch [26][100/1345] lr: 6.684e-02, eta: 9:04:53, time: 0.602, data_time: 0.000, memory: 5354, top1_acc: 0.3859, top5_acc: 0.6672, loss_cls: 2.5409, loss: 2.5409, grad_norm: 2.4075 2021-12-03 02:56:27,866 - mmaction - INFO - Epoch [26][120/1345] lr: 6.684e-02, eta: 9:04:40, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.3781, top5_acc: 0.6813, loss_cls: 2.5407, loss: 2.5407, grad_norm: 2.3856 2021-12-03 02:56:39,912 - mmaction - INFO - Epoch [26][140/1345] lr: 6.684e-02, eta: 9:04:27, time: 0.602, data_time: 0.000, memory: 5354, top1_acc: 0.3953, top5_acc: 0.6859, loss_cls: 2.4622, loss: 2.4622, grad_norm: 2.4267 2021-12-03 02:56:51,986 - mmaction - INFO - Epoch [26][160/1345] lr: 6.684e-02, eta: 9:04:14, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.3930, top5_acc: 0.6617, loss_cls: 2.5466, loss: 2.5466, grad_norm: 2.4281 2021-12-03 02:57:04,070 - mmaction - INFO - Epoch [26][180/1345] lr: 6.684e-02, eta: 9:04:01, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.4086, top5_acc: 0.6789, loss_cls: 2.4868, loss: 2.4868, grad_norm: 2.4280 2021-12-03 02:57:16,178 - mmaction - INFO - Epoch [26][200/1345] lr: 6.684e-02, eta: 9:03:48, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.3789, top5_acc: 0.6945, loss_cls: 2.5208, loss: 2.5208, grad_norm: 2.4853 2021-12-03 02:57:28,307 - mmaction - INFO - Epoch [26][220/1345] lr: 6.684e-02, eta: 9:03:35, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.4125, top5_acc: 0.6820, loss_cls: 2.4702, loss: 2.4702, grad_norm: 2.4271 2021-12-03 02:57:40,483 - mmaction - INFO - Epoch [26][240/1345] lr: 6.684e-02, eta: 9:03:22, time: 0.609, data_time: 0.000, memory: 5354, top1_acc: 0.3742, top5_acc: 0.6664, loss_cls: 2.6005, loss: 2.6005, grad_norm: 2.3990 2021-12-03 02:57:52,667 - mmaction - INFO - Epoch [26][260/1345] lr: 6.684e-02, eta: 9:03:09, time: 0.609, data_time: 0.000, memory: 5354, top1_acc: 0.4266, top5_acc: 0.7086, loss_cls: 2.3764, loss: 2.3764, grad_norm: 2.3391 2021-12-03 02:58:04,808 - mmaction - INFO - Epoch [26][280/1345] lr: 6.684e-02, eta: 9:02:56, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.3969, top5_acc: 0.6781, loss_cls: 2.4778, loss: 2.4778, grad_norm: 2.4200 2021-12-03 02:58:16,958 - mmaction - INFO - Epoch [26][300/1345] lr: 6.684e-02, eta: 9:02:43, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.3820, top5_acc: 0.6641, loss_cls: 2.5676, loss: 2.5676, grad_norm: 2.4503 2021-12-03 02:58:29,124 - mmaction - INFO - Epoch [26][320/1345] lr: 6.684e-02, eta: 9:02:30, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.4125, top5_acc: 0.6789, loss_cls: 2.4791, loss: 2.4791, grad_norm: 2.3963 2021-12-03 02:58:41,268 - mmaction - INFO - Epoch [26][340/1345] lr: 6.684e-02, eta: 9:02:17, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.3937, top5_acc: 0.6820, loss_cls: 2.5477, loss: 2.5477, grad_norm: 2.3871 2021-12-03 02:58:53,492 - mmaction - INFO - Epoch [26][360/1345] lr: 6.684e-02, eta: 9:02:04, time: 0.611, data_time: 0.000, memory: 5354, top1_acc: 0.3922, top5_acc: 0.6883, loss_cls: 2.4968, loss: 2.4968, grad_norm: 2.4527 2021-12-03 02:59:05,639 - mmaction - INFO - Epoch [26][380/1345] lr: 6.684e-02, eta: 9:01:51, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.4031, top5_acc: 0.6922, loss_cls: 2.4615, loss: 2.4615, grad_norm: 2.4032 2021-12-03 02:59:17,850 - mmaction - INFO - Epoch [26][400/1345] lr: 6.684e-02, eta: 9:01:38, time: 0.610, data_time: 0.000, memory: 5354, top1_acc: 0.3984, top5_acc: 0.6773, loss_cls: 2.4650, loss: 2.4650, grad_norm: 2.3973 2021-12-03 02:59:29,979 - mmaction - INFO - Epoch [26][420/1345] lr: 6.684e-02, eta: 9:01:25, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.3766, top5_acc: 0.6687, loss_cls: 2.6122, loss: 2.6122, grad_norm: 2.4988 2021-12-03 02:59:42,155 - mmaction - INFO - Epoch [26][440/1345] lr: 6.684e-02, eta: 9:01:12, time: 0.609, data_time: 0.000, memory: 5354, top1_acc: 0.3750, top5_acc: 0.6695, loss_cls: 2.5750, loss: 2.5750, grad_norm: 2.3546 2021-12-03 02:59:54,324 - mmaction - INFO - Epoch [26][460/1345] lr: 6.684e-02, eta: 9:00:59, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.4008, top5_acc: 0.6758, loss_cls: 2.4661, loss: 2.4661, grad_norm: 2.3799 2021-12-03 03:00:06,456 - mmaction - INFO - Epoch [26][480/1345] lr: 6.684e-02, eta: 9:00:46, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.3961, top5_acc: 0.6625, loss_cls: 2.5290, loss: 2.5290, grad_norm: 2.4760 2021-12-03 03:00:18,621 - mmaction - INFO - Epoch [26][500/1345] lr: 6.684e-02, eta: 9:00:33, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.3773, top5_acc: 0.6602, loss_cls: 2.5792, loss: 2.5792, grad_norm: 2.3801 2021-12-03 03:00:30,802 - mmaction - INFO - Epoch [26][520/1345] lr: 6.684e-02, eta: 9:00:20, time: 0.609, data_time: 0.000, memory: 5354, top1_acc: 0.3812, top5_acc: 0.6516, loss_cls: 2.5883, loss: 2.5883, grad_norm: 2.4300 2021-12-03 03:00:42,919 - mmaction - INFO - Epoch [26][540/1345] lr: 6.684e-02, eta: 9:00:07, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.3898, top5_acc: 0.6734, loss_cls: 2.5237, loss: 2.5237, grad_norm: 2.4481 2021-12-03 03:00:55,150 - mmaction - INFO - Epoch [26][560/1345] lr: 6.684e-02, eta: 8:59:54, time: 0.612, data_time: 0.000, memory: 5354, top1_acc: 0.4180, top5_acc: 0.6664, loss_cls: 2.4650, loss: 2.4650, grad_norm: 2.3499 2021-12-03 03:01:07,253 - mmaction - INFO - Epoch [26][580/1345] lr: 6.684e-02, eta: 8:59:41, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.3828, top5_acc: 0.6508, loss_cls: 2.5847, loss: 2.5847, grad_norm: 2.4526 2021-12-03 03:01:19,343 - mmaction - INFO - Epoch [26][600/1345] lr: 6.684e-02, eta: 8:59:28, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.3914, top5_acc: 0.6648, loss_cls: 2.5403, loss: 2.5403, grad_norm: 2.3920 2021-12-03 03:01:31,469 - mmaction - INFO - Epoch [26][620/1345] lr: 6.684e-02, eta: 8:59:15, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.3758, top5_acc: 0.6727, loss_cls: 2.5405, loss: 2.5405, grad_norm: 2.3710 2021-12-03 03:01:43,579 - mmaction - INFO - Epoch [26][640/1345] lr: 6.684e-02, eta: 8:59:02, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.3977, top5_acc: 0.6797, loss_cls: 2.4915, loss: 2.4915, grad_norm: 2.3822 2021-12-03 03:01:55,770 - mmaction - INFO - Epoch [26][660/1345] lr: 6.684e-02, eta: 8:58:49, time: 0.610, data_time: 0.000, memory: 5354, top1_acc: 0.3500, top5_acc: 0.6602, loss_cls: 2.6156, loss: 2.6156, grad_norm: 2.4723 2021-12-03 03:02:07,884 - mmaction - INFO - Epoch [26][680/1345] lr: 6.684e-02, eta: 8:58:36, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.3883, top5_acc: 0.6781, loss_cls: 2.5264, loss: 2.5264, grad_norm: 2.4044 2021-12-03 03:02:19,980 - mmaction - INFO - Epoch [26][700/1345] lr: 6.684e-02, eta: 8:58:23, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.3664, top5_acc: 0.6758, loss_cls: 2.5198, loss: 2.5198, grad_norm: 2.3682 2021-12-03 03:02:32,056 - mmaction - INFO - Epoch [26][720/1345] lr: 6.684e-02, eta: 8:58:10, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.3867, top5_acc: 0.6766, loss_cls: 2.5345, loss: 2.5345, grad_norm: 2.3423 2021-12-03 03:02:44,148 - mmaction - INFO - Epoch [26][740/1345] lr: 6.684e-02, eta: 8:57:57, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.3703, top5_acc: 0.6578, loss_cls: 2.5921, loss: 2.5921, grad_norm: 2.3125 2021-12-03 03:02:56,229 - mmaction - INFO - Epoch [26][760/1345] lr: 6.684e-02, eta: 8:57:44, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.3906, top5_acc: 0.6719, loss_cls: 2.5281, loss: 2.5281, grad_norm: 2.3813 2021-12-03 03:03:08,307 - mmaction - INFO - Epoch [26][780/1345] lr: 6.684e-02, eta: 8:57:30, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.3797, top5_acc: 0.6656, loss_cls: 2.5919, loss: 2.5919, grad_norm: 2.4310 2021-12-03 03:03:20,389 - mmaction - INFO - Epoch [26][800/1345] lr: 6.684e-02, eta: 8:57:17, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.3594, top5_acc: 0.6633, loss_cls: 2.6069, loss: 2.6069, grad_norm: 2.4542 2021-12-03 03:03:32,496 - mmaction - INFO - Epoch [26][820/1345] lr: 6.684e-02, eta: 8:57:04, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.4031, top5_acc: 0.6875, loss_cls: 2.4859, loss: 2.4859, grad_norm: 2.4074 2021-12-03 03:03:44,587 - mmaction - INFO - Epoch [26][840/1345] lr: 6.684e-02, eta: 8:56:51, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.3781, top5_acc: 0.6641, loss_cls: 2.5868, loss: 2.5868, grad_norm: 2.4431 2021-12-03 03:03:56,672 - mmaction - INFO - Epoch [26][860/1345] lr: 6.684e-02, eta: 8:56:38, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.3805, top5_acc: 0.6727, loss_cls: 2.5392, loss: 2.5392, grad_norm: 2.3602 2021-12-03 03:04:08,768 - mmaction - INFO - Epoch [26][880/1345] lr: 6.684e-02, eta: 8:56:25, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.3867, top5_acc: 0.6711, loss_cls: 2.5244, loss: 2.5244, grad_norm: 2.4187 2021-12-03 03:04:20,862 - mmaction - INFO - Epoch [26][900/1345] lr: 6.684e-02, eta: 8:56:12, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.3852, top5_acc: 0.6641, loss_cls: 2.5163, loss: 2.5163, grad_norm: 2.3438 2021-12-03 03:04:32,940 - mmaction - INFO - Epoch [26][920/1345] lr: 6.684e-02, eta: 8:55:59, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.3727, top5_acc: 0.6484, loss_cls: 2.6344, loss: 2.6344, grad_norm: 2.4184 2021-12-03 03:04:45,023 - mmaction - INFO - Epoch [26][940/1345] lr: 6.684e-02, eta: 8:55:46, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.3516, top5_acc: 0.6555, loss_cls: 2.6479, loss: 2.6479, grad_norm: 2.3413 2021-12-03 03:04:57,116 - mmaction - INFO - Epoch [26][960/1345] lr: 6.684e-02, eta: 8:55:33, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.3852, top5_acc: 0.6687, loss_cls: 2.5614, loss: 2.5614, grad_norm: 2.4413 2021-12-03 03:05:09,201 - mmaction - INFO - Epoch [26][980/1345] lr: 6.684e-02, eta: 8:55:20, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.3719, top5_acc: 0.6641, loss_cls: 2.5690, loss: 2.5690, grad_norm: 2.3546 2021-12-03 03:05:21,285 - mmaction - INFO - Epoch [26][1000/1345] lr: 6.684e-02, eta: 8:55:07, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.3945, top5_acc: 0.6625, loss_cls: 2.5133, loss: 2.5133, grad_norm: 2.3260 2021-12-03 03:05:33,365 - mmaction - INFO - Epoch [26][1020/1345] lr: 6.684e-02, eta: 8:54:54, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.4078, top5_acc: 0.6844, loss_cls: 2.4614, loss: 2.4614, grad_norm: 2.3003 2021-12-03 03:05:45,441 - mmaction - INFO - Epoch [26][1040/1345] lr: 6.684e-02, eta: 8:54:41, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.3758, top5_acc: 0.6844, loss_cls: 2.5010, loss: 2.5010, grad_norm: 2.4787 2021-12-03 03:05:57,519 - mmaction - INFO - Epoch [26][1060/1345] lr: 6.684e-02, eta: 8:54:28, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.3977, top5_acc: 0.6922, loss_cls: 2.4412, loss: 2.4412, grad_norm: 2.3521 2021-12-03 03:06:09,596 - mmaction - INFO - Epoch [26][1080/1345] lr: 6.684e-02, eta: 8:54:14, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.4000, top5_acc: 0.6766, loss_cls: 2.4953, loss: 2.4953, grad_norm: 2.4417 2021-12-03 03:06:21,665 - mmaction - INFO - Epoch [26][1100/1345] lr: 6.684e-02, eta: 8:54:01, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.3937, top5_acc: 0.6727, loss_cls: 2.5411, loss: 2.5411, grad_norm: 2.4691 2021-12-03 03:06:33,754 - mmaction - INFO - Epoch [26][1120/1345] lr: 6.684e-02, eta: 8:53:48, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.3984, top5_acc: 0.6828, loss_cls: 2.5032, loss: 2.5032, grad_norm: 2.4368 2021-12-03 03:06:45,856 - mmaction - INFO - Epoch [26][1140/1345] lr: 6.684e-02, eta: 8:53:35, time: 0.605, data_time: 0.001, memory: 5354, top1_acc: 0.3922, top5_acc: 0.6711, loss_cls: 2.4992, loss: 2.4992, grad_norm: 2.3661 2021-12-03 03:06:57,921 - mmaction - INFO - Epoch [26][1160/1345] lr: 6.684e-02, eta: 8:53:22, time: 0.603, data_time: 0.001, memory: 5354, top1_acc: 0.3766, top5_acc: 0.6719, loss_cls: 2.5277, loss: 2.5277, grad_norm: 2.4027 2021-12-03 03:07:10,005 - mmaction - INFO - Epoch [26][1180/1345] lr: 6.684e-02, eta: 8:53:09, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.4047, top5_acc: 0.6984, loss_cls: 2.4544, loss: 2.4544, grad_norm: 2.4415 2021-12-03 03:07:22,080 - mmaction - INFO - Epoch [26][1200/1345] lr: 6.684e-02, eta: 8:52:56, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.3688, top5_acc: 0.6461, loss_cls: 2.6009, loss: 2.6009, grad_norm: 2.3630 2021-12-03 03:07:34,180 - mmaction - INFO - Epoch [26][1220/1345] lr: 6.684e-02, eta: 8:52:43, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.3922, top5_acc: 0.6641, loss_cls: 2.5351, loss: 2.5351, grad_norm: 2.4018 2021-12-03 03:07:46,253 - mmaction - INFO - Epoch [26][1240/1345] lr: 6.684e-02, eta: 8:52:30, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.3977, top5_acc: 0.6969, loss_cls: 2.4475, loss: 2.4475, grad_norm: 2.4220 2021-12-03 03:07:58,342 - mmaction - INFO - Epoch [26][1260/1345] lr: 6.684e-02, eta: 8:52:17, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.4125, top5_acc: 0.6766, loss_cls: 2.4463, loss: 2.4463, grad_norm: 2.3929 2021-12-03 03:08:10,415 - mmaction - INFO - Epoch [26][1280/1345] lr: 6.684e-02, eta: 8:52:04, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.4109, top5_acc: 0.6750, loss_cls: 2.4660, loss: 2.4660, grad_norm: 2.4779 2021-12-03 03:08:22,488 - mmaction - INFO - Epoch [26][1300/1345] lr: 6.684e-02, eta: 8:51:51, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.3906, top5_acc: 0.6633, loss_cls: 2.5787, loss: 2.5787, grad_norm: 2.4016 2021-12-03 03:08:34,572 - mmaction - INFO - Epoch [26][1320/1345] lr: 6.684e-02, eta: 8:51:38, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.3977, top5_acc: 0.6641, loss_cls: 2.5700, loss: 2.5700, grad_norm: 2.3829 2021-12-03 03:08:46,667 - mmaction - INFO - Epoch [26][1340/1345] lr: 6.684e-02, eta: 8:51:25, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.3820, top5_acc: 0.6680, loss_cls: 2.5442, loss: 2.5442, grad_norm: 2.3041 2021-12-03 03:09:42,672 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-12-03 03:09:42,824 - mmaction - INFO - top1_acc 0.3210 top5_acc 0.6330 2021-12-03 03:09:42,825 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-12-03 03:09:42,834 - mmaction - INFO - mean_acc 0.2916 2021-12-03 03:09:43,898 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_26.pth. 2021-12-03 03:09:43,898 - mmaction - INFO - Best top1_acc is 0.3210 at 26 epoch. 2021-12-03 03:09:43,913 - mmaction - INFO - Saving checkpoint at 26 epochs 2021-12-03 03:09:45,242 - mmaction - INFO - Epoch(val) [26][181] top1_acc: 0.3210, top5_acc: 0.6330, mean_class_accuracy: 0.2916 2021-12-03 03:10:23,609 - mmaction - INFO - Epoch [27][20/1345] lr: 6.451e-02, eta: 8:51:42, time: 1.918, data_time: 1.304, memory: 5354, top1_acc: 0.3961, top5_acc: 0.6672, loss_cls: 2.5111, loss: 2.5111, grad_norm: 2.3766 2021-12-03 03:10:35,635 - mmaction - INFO - Epoch [27][40/1345] lr: 6.451e-02, eta: 8:51:29, time: 0.601, data_time: 0.001, memory: 5354, top1_acc: 0.3930, top5_acc: 0.6859, loss_cls: 2.4918, loss: 2.4918, grad_norm: 2.4814 2021-12-03 03:10:47,696 - mmaction - INFO - Epoch [27][60/1345] lr: 6.451e-02, eta: 8:51:16, time: 0.603, data_time: 0.002, memory: 5354, top1_acc: 0.4086, top5_acc: 0.6844, loss_cls: 2.4379, loss: 2.4379, grad_norm: 2.3954 2021-12-03 03:10:59,735 - mmaction - INFO - Epoch [27][80/1345] lr: 6.451e-02, eta: 8:51:03, time: 0.602, data_time: 0.000, memory: 5354, top1_acc: 0.4227, top5_acc: 0.7031, loss_cls: 2.3629, loss: 2.3629, grad_norm: 2.4374 2021-12-03 03:11:11,794 - mmaction - INFO - Epoch [27][100/1345] lr: 6.451e-02, eta: 8:50:50, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.4070, top5_acc: 0.6922, loss_cls: 2.3893, loss: 2.3893, grad_norm: 2.3907 2021-12-03 03:11:23,852 - mmaction - INFO - Epoch [27][120/1345] lr: 6.451e-02, eta: 8:50:37, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.4219, top5_acc: 0.7055, loss_cls: 2.3475, loss: 2.3475, grad_norm: 2.4028 2021-12-03 03:11:35,923 - mmaction - INFO - Epoch [27][140/1345] lr: 6.451e-02, eta: 8:50:24, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.3984, top5_acc: 0.6742, loss_cls: 2.4938, loss: 2.4938, grad_norm: 2.4627 2021-12-03 03:11:48,109 - mmaction - INFO - Epoch [27][160/1345] lr: 6.451e-02, eta: 8:50:11, time: 0.609, data_time: 0.000, memory: 5354, top1_acc: 0.4164, top5_acc: 0.7109, loss_cls: 2.3967, loss: 2.3967, grad_norm: 2.4706 2021-12-03 03:12:00,232 - mmaction - INFO - Epoch [27][180/1345] lr: 6.451e-02, eta: 8:49:58, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.3922, top5_acc: 0.6680, loss_cls: 2.5015, loss: 2.5015, grad_norm: 2.4567 2021-12-03 03:12:12,422 - mmaction - INFO - Epoch [27][200/1345] lr: 6.451e-02, eta: 8:49:45, time: 0.609, data_time: 0.000, memory: 5354, top1_acc: 0.4039, top5_acc: 0.6906, loss_cls: 2.4460, loss: 2.4460, grad_norm: 2.4328 2021-12-03 03:12:24,575 - mmaction - INFO - Epoch [27][220/1345] lr: 6.451e-02, eta: 8:49:32, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.3977, top5_acc: 0.6969, loss_cls: 2.4428, loss: 2.4428, grad_norm: 2.4611 2021-12-03 03:12:36,788 - mmaction - INFO - Epoch [27][240/1345] lr: 6.451e-02, eta: 8:49:19, time: 0.611, data_time: 0.000, memory: 5354, top1_acc: 0.3906, top5_acc: 0.6875, loss_cls: 2.5048, loss: 2.5048, grad_norm: 2.4963 2021-12-03 03:12:48,940 - mmaction - INFO - Epoch [27][260/1345] lr: 6.451e-02, eta: 8:49:06, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.4234, top5_acc: 0.6969, loss_cls: 2.4417, loss: 2.4417, grad_norm: 2.3800 2021-12-03 03:13:01,190 - mmaction - INFO - Epoch [27][280/1345] lr: 6.451e-02, eta: 8:48:53, time: 0.612, data_time: 0.000, memory: 5354, top1_acc: 0.3891, top5_acc: 0.6758, loss_cls: 2.4859, loss: 2.4859, grad_norm: 2.4526 2021-12-03 03:13:13,381 - mmaction - INFO - Epoch [27][300/1345] lr: 6.451e-02, eta: 8:48:40, time: 0.610, data_time: 0.000, memory: 5354, top1_acc: 0.3617, top5_acc: 0.6375, loss_cls: 2.6539, loss: 2.6539, grad_norm: 2.5020 2021-12-03 03:13:25,582 - mmaction - INFO - Epoch [27][320/1345] lr: 6.451e-02, eta: 8:48:27, time: 0.610, data_time: 0.000, memory: 5354, top1_acc: 0.3953, top5_acc: 0.6867, loss_cls: 2.4628, loss: 2.4628, grad_norm: 2.3570 2021-12-03 03:13:37,804 - mmaction - INFO - Epoch [27][340/1345] lr: 6.451e-02, eta: 8:48:14, time: 0.611, data_time: 0.000, memory: 5354, top1_acc: 0.4141, top5_acc: 0.6750, loss_cls: 2.3943, loss: 2.3943, grad_norm: 2.3797 2021-12-03 03:13:49,960 - mmaction - INFO - Epoch [27][360/1345] lr: 6.451e-02, eta: 8:48:01, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.3914, top5_acc: 0.6852, loss_cls: 2.4820, loss: 2.4820, grad_norm: 2.4449 2021-12-03 03:14:02,227 - mmaction - INFO - Epoch [27][380/1345] lr: 6.451e-02, eta: 8:47:49, time: 0.613, data_time: 0.000, memory: 5354, top1_acc: 0.3945, top5_acc: 0.6734, loss_cls: 2.5255, loss: 2.5255, grad_norm: 2.4285 2021-12-03 03:14:14,491 - mmaction - INFO - Epoch [27][400/1345] lr: 6.451e-02, eta: 8:47:36, time: 0.613, data_time: 0.000, memory: 5354, top1_acc: 0.3977, top5_acc: 0.6844, loss_cls: 2.4879, loss: 2.4879, grad_norm: 2.4348 2021-12-03 03:14:26,766 - mmaction - INFO - Epoch [27][420/1345] lr: 6.451e-02, eta: 8:47:23, time: 0.614, data_time: 0.000, memory: 5354, top1_acc: 0.4227, top5_acc: 0.7039, loss_cls: 2.4159, loss: 2.4159, grad_norm: 2.3994 2021-12-03 03:14:38,927 - mmaction - INFO - Epoch [27][440/1345] lr: 6.451e-02, eta: 8:47:10, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.4031, top5_acc: 0.7078, loss_cls: 2.4266, loss: 2.4266, grad_norm: 2.4129 2021-12-03 03:14:51,180 - mmaction - INFO - Epoch [27][460/1345] lr: 6.451e-02, eta: 8:46:57, time: 0.613, data_time: 0.000, memory: 5354, top1_acc: 0.3883, top5_acc: 0.6633, loss_cls: 2.5581, loss: 2.5581, grad_norm: 2.4438 2021-12-03 03:15:03,429 - mmaction - INFO - Epoch [27][480/1345] lr: 6.451e-02, eta: 8:46:44, time: 0.612, data_time: 0.000, memory: 5354, top1_acc: 0.4023, top5_acc: 0.6797, loss_cls: 2.4770, loss: 2.4770, grad_norm: 2.4168 2021-12-03 03:15:15,635 - mmaction - INFO - Epoch [27][500/1345] lr: 6.451e-02, eta: 8:46:32, time: 0.610, data_time: 0.000, memory: 5354, top1_acc: 0.4188, top5_acc: 0.6969, loss_cls: 2.4749, loss: 2.4749, grad_norm: 2.4109 2021-12-03 03:15:27,859 - mmaction - INFO - Epoch [27][520/1345] lr: 6.451e-02, eta: 8:46:19, time: 0.611, data_time: 0.000, memory: 5354, top1_acc: 0.4141, top5_acc: 0.6836, loss_cls: 2.4348, loss: 2.4348, grad_norm: 2.4264 2021-12-03 03:15:40,113 - mmaction - INFO - Epoch [27][540/1345] lr: 6.451e-02, eta: 8:46:06, time: 0.613, data_time: 0.000, memory: 5354, top1_acc: 0.3719, top5_acc: 0.6711, loss_cls: 2.5767, loss: 2.5767, grad_norm: 2.4453 2021-12-03 03:15:52,301 - mmaction - INFO - Epoch [27][560/1345] lr: 6.451e-02, eta: 8:45:53, time: 0.609, data_time: 0.000, memory: 5354, top1_acc: 0.3969, top5_acc: 0.6820, loss_cls: 2.4802, loss: 2.4802, grad_norm: 2.3718 2021-12-03 03:16:04,509 - mmaction - INFO - Epoch [27][580/1345] lr: 6.451e-02, eta: 8:45:40, time: 0.610, data_time: 0.000, memory: 5354, top1_acc: 0.3781, top5_acc: 0.6664, loss_cls: 2.5469, loss: 2.5469, grad_norm: 2.5425 2021-12-03 03:16:16,767 - mmaction - INFO - Epoch [27][600/1345] lr: 6.451e-02, eta: 8:45:27, time: 0.613, data_time: 0.000, memory: 5354, top1_acc: 0.4023, top5_acc: 0.6992, loss_cls: 2.4436, loss: 2.4436, grad_norm: 2.4740 2021-12-03 03:16:28,985 - mmaction - INFO - Epoch [27][620/1345] lr: 6.451e-02, eta: 8:45:14, time: 0.611, data_time: 0.000, memory: 5354, top1_acc: 0.3852, top5_acc: 0.6602, loss_cls: 2.4954, loss: 2.4954, grad_norm: 2.4177 2021-12-03 03:16:41,178 - mmaction - INFO - Epoch [27][640/1345] lr: 6.451e-02, eta: 8:45:02, time: 0.610, data_time: 0.000, memory: 5354, top1_acc: 0.4039, top5_acc: 0.6891, loss_cls: 2.4404, loss: 2.4404, grad_norm: 2.3864 2021-12-03 03:16:53,432 - mmaction - INFO - Epoch [27][660/1345] lr: 6.451e-02, eta: 8:44:49, time: 0.613, data_time: 0.000, memory: 5354, top1_acc: 0.4180, top5_acc: 0.6977, loss_cls: 2.4058, loss: 2.4058, grad_norm: 2.4812 2021-12-03 03:17:05,583 - mmaction - INFO - Epoch [27][680/1345] lr: 6.451e-02, eta: 8:44:36, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.4086, top5_acc: 0.6953, loss_cls: 2.4267, loss: 2.4267, grad_norm: 2.3900 2021-12-03 03:17:17,815 - mmaction - INFO - Epoch [27][700/1345] lr: 6.451e-02, eta: 8:44:23, time: 0.612, data_time: 0.000, memory: 5354, top1_acc: 0.3922, top5_acc: 0.6797, loss_cls: 2.4990, loss: 2.4990, grad_norm: 2.4368 2021-12-03 03:17:30,074 - mmaction - INFO - Epoch [27][720/1345] lr: 6.451e-02, eta: 8:44:10, time: 0.613, data_time: 0.000, memory: 5354, top1_acc: 0.3969, top5_acc: 0.6898, loss_cls: 2.4413, loss: 2.4413, grad_norm: 2.4399 2021-12-03 03:17:42,295 - mmaction - INFO - Epoch [27][740/1345] lr: 6.451e-02, eta: 8:43:57, time: 0.611, data_time: 0.000, memory: 5354, top1_acc: 0.4078, top5_acc: 0.6961, loss_cls: 2.4581, loss: 2.4581, grad_norm: 2.4778 2021-12-03 03:17:54,460 - mmaction - INFO - Epoch [27][760/1345] lr: 6.451e-02, eta: 8:43:44, time: 0.608, data_time: 0.001, memory: 5354, top1_acc: 0.4055, top5_acc: 0.6789, loss_cls: 2.4431, loss: 2.4431, grad_norm: 2.4348 2021-12-03 03:18:06,581 - mmaction - INFO - Epoch [27][780/1345] lr: 6.451e-02, eta: 8:43:31, time: 0.606, data_time: 0.001, memory: 5354, top1_acc: 0.3859, top5_acc: 0.6695, loss_cls: 2.5156, loss: 2.5156, grad_norm: 2.4818 2021-12-03 03:18:18,748 - mmaction - INFO - Epoch [27][800/1345] lr: 6.451e-02, eta: 8:43:18, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.3992, top5_acc: 0.6930, loss_cls: 2.4484, loss: 2.4484, grad_norm: 2.4538 2021-12-03 03:18:30,884 - mmaction - INFO - Epoch [27][820/1345] lr: 6.451e-02, eta: 8:43:06, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.3875, top5_acc: 0.6875, loss_cls: 2.4705, loss: 2.4705, grad_norm: 2.3857 2021-12-03 03:18:43,018 - mmaction - INFO - Epoch [27][840/1345] lr: 6.451e-02, eta: 8:42:53, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.3961, top5_acc: 0.6828, loss_cls: 2.4850, loss: 2.4850, grad_norm: 2.4277 2021-12-03 03:18:55,133 - mmaction - INFO - Epoch [27][860/1345] lr: 6.451e-02, eta: 8:42:40, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.3852, top5_acc: 0.6523, loss_cls: 2.6011, loss: 2.6011, grad_norm: 2.3803 2021-12-03 03:19:07,234 - mmaction - INFO - Epoch [27][880/1345] lr: 6.451e-02, eta: 8:42:27, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.3883, top5_acc: 0.6656, loss_cls: 2.5577, loss: 2.5577, grad_norm: 2.3903 2021-12-03 03:19:19,340 - mmaction - INFO - Epoch [27][900/1345] lr: 6.451e-02, eta: 8:42:14, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.3844, top5_acc: 0.6719, loss_cls: 2.4801, loss: 2.4801, grad_norm: 2.3630 2021-12-03 03:19:31,417 - mmaction - INFO - Epoch [27][920/1345] lr: 6.451e-02, eta: 8:42:00, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.4023, top5_acc: 0.6852, loss_cls: 2.4869, loss: 2.4869, grad_norm: 2.4879 2021-12-03 03:19:43,507 - mmaction - INFO - Epoch [27][940/1345] lr: 6.451e-02, eta: 8:41:47, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.3969, top5_acc: 0.6820, loss_cls: 2.5109, loss: 2.5109, grad_norm: 2.3696 2021-12-03 03:19:55,597 - mmaction - INFO - Epoch [27][960/1345] lr: 6.451e-02, eta: 8:41:34, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.3914, top5_acc: 0.6828, loss_cls: 2.5219, loss: 2.5219, grad_norm: 2.5490 2021-12-03 03:20:07,666 - mmaction - INFO - Epoch [27][980/1345] lr: 6.451e-02, eta: 8:41:21, time: 0.604, data_time: 0.001, memory: 5354, top1_acc: 0.3875, top5_acc: 0.6789, loss_cls: 2.5139, loss: 2.5139, grad_norm: 2.4048 2021-12-03 03:20:19,737 - mmaction - INFO - Epoch [27][1000/1345] lr: 6.451e-02, eta: 8:41:08, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.3609, top5_acc: 0.6625, loss_cls: 2.5857, loss: 2.5857, grad_norm: 2.4167 2021-12-03 03:20:31,817 - mmaction - INFO - Epoch [27][1020/1345] lr: 6.451e-02, eta: 8:40:55, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.3828, top5_acc: 0.6477, loss_cls: 2.5804, loss: 2.5804, grad_norm: 2.4301 2021-12-03 03:20:43,908 - mmaction - INFO - Epoch [27][1040/1345] lr: 6.451e-02, eta: 8:40:42, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.3898, top5_acc: 0.6914, loss_cls: 2.4270, loss: 2.4270, grad_norm: 2.5088 2021-12-03 03:20:55,999 - mmaction - INFO - Epoch [27][1060/1345] lr: 6.451e-02, eta: 8:40:29, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.4086, top5_acc: 0.6836, loss_cls: 2.4193, loss: 2.4193, grad_norm: 2.4822 2021-12-03 03:21:08,070 - mmaction - INFO - Epoch [27][1080/1345] lr: 6.451e-02, eta: 8:40:16, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.3953, top5_acc: 0.6773, loss_cls: 2.4741, loss: 2.4741, grad_norm: 2.5062 2021-12-03 03:21:20,153 - mmaction - INFO - Epoch [27][1100/1345] lr: 6.451e-02, eta: 8:40:03, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.3688, top5_acc: 0.6352, loss_cls: 2.6005, loss: 2.6005, grad_norm: 2.5118 2021-12-03 03:21:32,236 - mmaction - INFO - Epoch [27][1120/1345] lr: 6.451e-02, eta: 8:39:50, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.3797, top5_acc: 0.6859, loss_cls: 2.4936, loss: 2.4936, grad_norm: 2.5927 2021-12-03 03:21:44,339 - mmaction - INFO - Epoch [27][1140/1345] lr: 6.451e-02, eta: 8:39:37, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.3891, top5_acc: 0.6664, loss_cls: 2.5514, loss: 2.5514, grad_norm: 2.5412 2021-12-03 03:21:56,423 - mmaction - INFO - Epoch [27][1160/1345] lr: 6.451e-02, eta: 8:39:24, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.3883, top5_acc: 0.6656, loss_cls: 2.5374, loss: 2.5374, grad_norm: 2.4797 2021-12-03 03:22:08,519 - mmaction - INFO - Epoch [27][1180/1345] lr: 6.451e-02, eta: 8:39:11, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.3727, top5_acc: 0.6633, loss_cls: 2.5421, loss: 2.5421, grad_norm: 2.4949 2021-12-03 03:22:20,637 - mmaction - INFO - Epoch [27][1200/1345] lr: 6.451e-02, eta: 8:38:58, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.3734, top5_acc: 0.6820, loss_cls: 2.5575, loss: 2.5575, grad_norm: 2.4114 2021-12-03 03:22:32,732 - mmaction - INFO - Epoch [27][1220/1345] lr: 6.451e-02, eta: 8:38:45, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.4039, top5_acc: 0.6687, loss_cls: 2.5392, loss: 2.5392, grad_norm: 2.3606 2021-12-03 03:22:44,835 - mmaction - INFO - Epoch [27][1240/1345] lr: 6.451e-02, eta: 8:38:32, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.3930, top5_acc: 0.6914, loss_cls: 2.4969, loss: 2.4969, grad_norm: 2.4889 2021-12-03 03:22:56,945 - mmaction - INFO - Epoch [27][1260/1345] lr: 6.451e-02, eta: 8:38:19, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.3906, top5_acc: 0.6711, loss_cls: 2.5330, loss: 2.5330, grad_norm: 2.4875 2021-12-03 03:23:09,096 - mmaction - INFO - Epoch [27][1280/1345] lr: 6.451e-02, eta: 8:38:06, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.3750, top5_acc: 0.6695, loss_cls: 2.4762, loss: 2.4762, grad_norm: 2.5081 2021-12-03 03:23:21,220 - mmaction - INFO - Epoch [27][1300/1345] lr: 6.451e-02, eta: 8:37:53, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.4000, top5_acc: 0.6742, loss_cls: 2.5266, loss: 2.5266, grad_norm: 2.3477 2021-12-03 03:23:33,360 - mmaction - INFO - Epoch [27][1320/1345] lr: 6.451e-02, eta: 8:37:40, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.3805, top5_acc: 0.6695, loss_cls: 2.5465, loss: 2.5465, grad_norm: 2.5157 2021-12-03 03:23:45,532 - mmaction - INFO - Epoch [27][1340/1345] lr: 6.451e-02, eta: 8:37:27, time: 0.609, data_time: 0.000, memory: 5354, top1_acc: 0.3898, top5_acc: 0.6766, loss_cls: 2.5116, loss: 2.5116, grad_norm: 2.3907 2021-12-03 03:24:41,451 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-12-03 03:24:41,605 - mmaction - INFO - top1_acc 0.3334 top5_acc 0.6366 2021-12-03 03:24:41,606 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-12-03 03:24:41,615 - mmaction - INFO - mean_acc 0.3013 2021-12-03 03:24:42,956 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_27.pth. 2021-12-03 03:24:42,956 - mmaction - INFO - Best top1_acc is 0.3334 at 27 epoch. 2021-12-03 03:24:42,961 - mmaction - INFO - Saving checkpoint at 27 epochs 2021-12-03 03:24:47,151 - mmaction - INFO - Epoch(val) [27][181] top1_acc: 0.3334, top5_acc: 0.6366, mean_class_accuracy: 0.3013 2021-12-03 03:25:25,531 - mmaction - INFO - Epoch [28][20/1345] lr: 6.215e-02, eta: 8:37:43, time: 1.919, data_time: 1.320, memory: 5354, top1_acc: 0.3969, top5_acc: 0.6813, loss_cls: 2.5198, loss: 2.5198, grad_norm: 2.4867 2021-12-03 03:25:37,549 - mmaction - INFO - Epoch [28][40/1345] lr: 6.215e-02, eta: 8:37:30, time: 0.601, data_time: 0.002, memory: 5354, top1_acc: 0.4094, top5_acc: 0.6805, loss_cls: 2.4643, loss: 2.4643, grad_norm: 2.3936 2021-12-03 03:25:49,587 - mmaction - INFO - Epoch [28][60/1345] lr: 6.215e-02, eta: 8:37:17, time: 0.602, data_time: 0.001, memory: 5354, top1_acc: 0.4266, top5_acc: 0.6859, loss_cls: 2.4110, loss: 2.4110, grad_norm: 2.4074 2021-12-03 03:26:01,637 - mmaction - INFO - Epoch [28][80/1345] lr: 6.215e-02, eta: 8:37:04, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.4219, top5_acc: 0.7125, loss_cls: 2.3078, loss: 2.3078, grad_norm: 2.3928 2021-12-03 03:26:13,697 - mmaction - INFO - Epoch [28][100/1345] lr: 6.215e-02, eta: 8:36:51, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.4102, top5_acc: 0.6906, loss_cls: 2.4387, loss: 2.4387, grad_norm: 2.5087 2021-12-03 03:26:25,766 - mmaction - INFO - Epoch [28][120/1345] lr: 6.215e-02, eta: 8:36:38, time: 0.604, data_time: 0.001, memory: 5354, top1_acc: 0.3789, top5_acc: 0.6687, loss_cls: 2.5198, loss: 2.5198, grad_norm: 2.4355 2021-12-03 03:26:37,840 - mmaction - INFO - Epoch [28][140/1345] lr: 6.215e-02, eta: 8:36:25, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.4086, top5_acc: 0.6875, loss_cls: 2.4524, loss: 2.4524, grad_norm: 2.4279 2021-12-03 03:26:50,048 - mmaction - INFO - Epoch [28][160/1345] lr: 6.215e-02, eta: 8:36:12, time: 0.610, data_time: 0.000, memory: 5354, top1_acc: 0.4070, top5_acc: 0.6875, loss_cls: 2.4409, loss: 2.4409, grad_norm: 2.4584 2021-12-03 03:27:02,163 - mmaction - INFO - Epoch [28][180/1345] lr: 6.215e-02, eta: 8:35:59, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.3984, top5_acc: 0.6781, loss_cls: 2.4740, loss: 2.4740, grad_norm: 2.5047 2021-12-03 03:27:14,372 - mmaction - INFO - Epoch [28][200/1345] lr: 6.215e-02, eta: 8:35:46, time: 0.610, data_time: 0.000, memory: 5354, top1_acc: 0.4000, top5_acc: 0.6883, loss_cls: 2.4112, loss: 2.4112, grad_norm: 2.4173 2021-12-03 03:27:26,501 - mmaction - INFO - Epoch [28][220/1345] lr: 6.215e-02, eta: 8:35:33, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.4500, top5_acc: 0.7148, loss_cls: 2.3254, loss: 2.3254, grad_norm: 2.4360 2021-12-03 03:27:38,733 - mmaction - INFO - Epoch [28][240/1345] lr: 6.215e-02, eta: 8:35:20, time: 0.612, data_time: 0.000, memory: 5354, top1_acc: 0.3969, top5_acc: 0.6891, loss_cls: 2.4639, loss: 2.4639, grad_norm: 2.5063 2021-12-03 03:27:50,912 - mmaction - INFO - Epoch [28][260/1345] lr: 6.215e-02, eta: 8:35:07, time: 0.609, data_time: 0.000, memory: 5354, top1_acc: 0.4203, top5_acc: 0.6961, loss_cls: 2.3976, loss: 2.3976, grad_norm: 2.4157 2021-12-03 03:28:03,160 - mmaction - INFO - Epoch [28][280/1345] lr: 6.215e-02, eta: 8:34:54, time: 0.612, data_time: 0.000, memory: 5354, top1_acc: 0.3836, top5_acc: 0.6805, loss_cls: 2.5308, loss: 2.5308, grad_norm: 2.5539 2021-12-03 03:28:15,427 - mmaction - INFO - Epoch [28][300/1345] lr: 6.215e-02, eta: 8:34:41, time: 0.613, data_time: 0.000, memory: 5354, top1_acc: 0.3922, top5_acc: 0.6898, loss_cls: 2.4645, loss: 2.4645, grad_norm: 2.4990 2021-12-03 03:28:27,602 - mmaction - INFO - Epoch [28][320/1345] lr: 6.215e-02, eta: 8:34:29, time: 0.609, data_time: 0.000, memory: 5354, top1_acc: 0.4102, top5_acc: 0.6977, loss_cls: 2.3817, loss: 2.3817, grad_norm: 2.4739 2021-12-03 03:28:39,824 - mmaction - INFO - Epoch [28][340/1345] lr: 6.215e-02, eta: 8:34:16, time: 0.611, data_time: 0.000, memory: 5354, top1_acc: 0.3969, top5_acc: 0.6828, loss_cls: 2.5080, loss: 2.5080, grad_norm: 2.4468 2021-12-03 03:28:52,103 - mmaction - INFO - Epoch [28][360/1345] lr: 6.215e-02, eta: 8:34:03, time: 0.614, data_time: 0.000, memory: 5354, top1_acc: 0.4172, top5_acc: 0.6914, loss_cls: 2.3740, loss: 2.3740, grad_norm: 2.3839 2021-12-03 03:29:04,405 - mmaction - INFO - Epoch [28][380/1345] lr: 6.215e-02, eta: 8:33:50, time: 0.615, data_time: 0.000, memory: 5354, top1_acc: 0.4164, top5_acc: 0.6891, loss_cls: 2.4126, loss: 2.4126, grad_norm: 2.4330 2021-12-03 03:29:16,639 - mmaction - INFO - Epoch [28][400/1345] lr: 6.215e-02, eta: 8:33:37, time: 0.612, data_time: 0.000, memory: 5354, top1_acc: 0.4023, top5_acc: 0.6773, loss_cls: 2.4747, loss: 2.4747, grad_norm: 2.4783 2021-12-03 03:29:28,906 - mmaction - INFO - Epoch [28][420/1345] lr: 6.215e-02, eta: 8:33:25, time: 0.613, data_time: 0.000, memory: 5354, top1_acc: 0.3977, top5_acc: 0.6734, loss_cls: 2.5354, loss: 2.5354, grad_norm: 2.4749 2021-12-03 03:29:41,083 - mmaction - INFO - Epoch [28][440/1345] lr: 6.215e-02, eta: 8:33:12, time: 0.609, data_time: 0.000, memory: 5354, top1_acc: 0.4094, top5_acc: 0.6867, loss_cls: 2.4328, loss: 2.4328, grad_norm: 2.4746 2021-12-03 03:29:53,373 - mmaction - INFO - Epoch [28][460/1345] lr: 6.215e-02, eta: 8:32:59, time: 0.614, data_time: 0.000, memory: 5354, top1_acc: 0.3844, top5_acc: 0.6875, loss_cls: 2.4947, loss: 2.4947, grad_norm: 2.4974 2021-12-03 03:30:05,678 - mmaction - INFO - Epoch [28][480/1345] lr: 6.215e-02, eta: 8:32:46, time: 0.615, data_time: 0.000, memory: 5354, top1_acc: 0.4055, top5_acc: 0.6906, loss_cls: 2.4497, loss: 2.4497, grad_norm: 2.5143 2021-12-03 03:30:17,922 - mmaction - INFO - Epoch [28][500/1345] lr: 6.215e-02, eta: 8:32:33, time: 0.612, data_time: 0.000, memory: 5354, top1_acc: 0.4016, top5_acc: 0.6586, loss_cls: 2.5157, loss: 2.5157, grad_norm: 2.5733 2021-12-03 03:30:30,214 - mmaction - INFO - Epoch [28][520/1345] lr: 6.215e-02, eta: 8:32:21, time: 0.615, data_time: 0.000, memory: 5354, top1_acc: 0.4023, top5_acc: 0.6953, loss_cls: 2.4163, loss: 2.4163, grad_norm: 2.5210 2021-12-03 03:30:42,490 - mmaction - INFO - Epoch [28][540/1345] lr: 6.215e-02, eta: 8:32:08, time: 0.614, data_time: 0.000, memory: 5354, top1_acc: 0.3852, top5_acc: 0.6656, loss_cls: 2.5746, loss: 2.5746, grad_norm: 2.4148 2021-12-03 03:30:54,774 - mmaction - INFO - Epoch [28][560/1345] lr: 6.215e-02, eta: 8:31:55, time: 0.614, data_time: 0.000, memory: 5354, top1_acc: 0.4000, top5_acc: 0.6648, loss_cls: 2.5439, loss: 2.5439, grad_norm: 2.4329 2021-12-03 03:31:06,993 - mmaction - INFO - Epoch [28][580/1345] lr: 6.215e-02, eta: 8:31:42, time: 0.611, data_time: 0.000, memory: 5354, top1_acc: 0.4039, top5_acc: 0.7023, loss_cls: 2.4234, loss: 2.4234, grad_norm: 2.4513 2021-12-03 03:31:19,185 - mmaction - INFO - Epoch [28][600/1345] lr: 6.215e-02, eta: 8:31:29, time: 0.609, data_time: 0.000, memory: 5354, top1_acc: 0.4062, top5_acc: 0.6898, loss_cls: 2.4676, loss: 2.4676, grad_norm: 2.4044 2021-12-03 03:31:31,459 - mmaction - INFO - Epoch [28][620/1345] lr: 6.215e-02, eta: 8:31:17, time: 0.614, data_time: 0.000, memory: 5354, top1_acc: 0.4109, top5_acc: 0.6750, loss_cls: 2.4931, loss: 2.4931, grad_norm: 2.4978 2021-12-03 03:31:43,772 - mmaction - INFO - Epoch [28][640/1345] lr: 6.215e-02, eta: 8:31:04, time: 0.616, data_time: 0.001, memory: 5354, top1_acc: 0.3969, top5_acc: 0.6648, loss_cls: 2.4817, loss: 2.4817, grad_norm: 2.4366 2021-12-03 03:31:55,995 - mmaction - INFO - Epoch [28][660/1345] lr: 6.215e-02, eta: 8:30:51, time: 0.611, data_time: 0.000, memory: 5354, top1_acc: 0.4055, top5_acc: 0.6695, loss_cls: 2.4881, loss: 2.4881, grad_norm: 2.4299 2021-12-03 03:32:08,161 - mmaction - INFO - Epoch [28][680/1345] lr: 6.215e-02, eta: 8:30:38, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.4102, top5_acc: 0.6937, loss_cls: 2.4371, loss: 2.4371, grad_norm: 2.3780 2021-12-03 03:32:20,367 - mmaction - INFO - Epoch [28][700/1345] lr: 6.215e-02, eta: 8:30:25, time: 0.610, data_time: 0.001, memory: 5354, top1_acc: 0.3953, top5_acc: 0.6820, loss_cls: 2.5048, loss: 2.5048, grad_norm: 2.5398 2021-12-03 03:32:32,562 - mmaction - INFO - Epoch [28][720/1345] lr: 6.215e-02, eta: 8:30:13, time: 0.610, data_time: 0.000, memory: 5354, top1_acc: 0.3992, top5_acc: 0.7000, loss_cls: 2.4366, loss: 2.4366, grad_norm: 2.4041 2021-12-03 03:32:44,756 - mmaction - INFO - Epoch [28][740/1345] lr: 6.215e-02, eta: 8:30:00, time: 0.610, data_time: 0.000, memory: 5354, top1_acc: 0.4031, top5_acc: 0.6750, loss_cls: 2.4783, loss: 2.4783, grad_norm: 2.4235 2021-12-03 03:32:56,919 - mmaction - INFO - Epoch [28][760/1345] lr: 6.215e-02, eta: 8:29:47, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.3672, top5_acc: 0.6547, loss_cls: 2.5980, loss: 2.5980, grad_norm: 2.3823 2021-12-03 03:33:09,057 - mmaction - INFO - Epoch [28][780/1345] lr: 6.215e-02, eta: 8:29:34, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.3867, top5_acc: 0.6758, loss_cls: 2.5128, loss: 2.5128, grad_norm: 2.4245 2021-12-03 03:33:21,214 - mmaction - INFO - Epoch [28][800/1345] lr: 6.215e-02, eta: 8:29:21, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.3883, top5_acc: 0.6875, loss_cls: 2.5055, loss: 2.5055, grad_norm: 2.4386 2021-12-03 03:33:33,337 - mmaction - INFO - Epoch [28][820/1345] lr: 6.215e-02, eta: 8:29:08, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.4000, top5_acc: 0.6828, loss_cls: 2.4758, loss: 2.4758, grad_norm: 2.5265 2021-12-03 03:33:45,437 - mmaction - INFO - Epoch [28][840/1345] lr: 6.215e-02, eta: 8:28:55, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.4133, top5_acc: 0.6813, loss_cls: 2.4778, loss: 2.4778, grad_norm: 2.5118 2021-12-03 03:33:57,547 - mmaction - INFO - Epoch [28][860/1345] lr: 6.215e-02, eta: 8:28:42, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.4000, top5_acc: 0.6758, loss_cls: 2.4927, loss: 2.4927, grad_norm: 2.3603 2021-12-03 03:34:09,635 - mmaction - INFO - Epoch [28][880/1345] lr: 6.215e-02, eta: 8:28:29, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.4086, top5_acc: 0.7016, loss_cls: 2.4159, loss: 2.4159, grad_norm: 2.5277 2021-12-03 03:34:21,728 - mmaction - INFO - Epoch [28][900/1345] lr: 6.215e-02, eta: 8:28:16, time: 0.605, data_time: 0.001, memory: 5354, top1_acc: 0.4180, top5_acc: 0.6937, loss_cls: 2.4151, loss: 2.4151, grad_norm: 2.3625 2021-12-03 03:34:33,822 - mmaction - INFO - Epoch [28][920/1345] lr: 6.215e-02, eta: 8:28:03, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.3977, top5_acc: 0.6875, loss_cls: 2.4621, loss: 2.4621, grad_norm: 2.5733 2021-12-03 03:34:45,911 - mmaction - INFO - Epoch [28][940/1345] lr: 6.215e-02, eta: 8:27:50, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.3812, top5_acc: 0.6695, loss_cls: 2.5363, loss: 2.5363, grad_norm: 2.3788 2021-12-03 03:34:57,982 - mmaction - INFO - Epoch [28][960/1345] lr: 6.215e-02, eta: 8:27:37, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.4016, top5_acc: 0.6883, loss_cls: 2.4244, loss: 2.4244, grad_norm: 2.4200 2021-12-03 03:35:10,057 - mmaction - INFO - Epoch [28][980/1345] lr: 6.215e-02, eta: 8:27:24, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.4117, top5_acc: 0.7070, loss_cls: 2.4114, loss: 2.4114, grad_norm: 2.5114 2021-12-03 03:35:22,134 - mmaction - INFO - Epoch [28][1000/1345] lr: 6.215e-02, eta: 8:27:11, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.3930, top5_acc: 0.6820, loss_cls: 2.4988, loss: 2.4988, grad_norm: 2.4889 2021-12-03 03:35:34,223 - mmaction - INFO - Epoch [28][1020/1345] lr: 6.215e-02, eta: 8:26:58, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.3977, top5_acc: 0.6852, loss_cls: 2.4456, loss: 2.4456, grad_norm: 2.4562 2021-12-03 03:35:46,333 - mmaction - INFO - Epoch [28][1040/1345] lr: 6.215e-02, eta: 8:26:45, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.4000, top5_acc: 0.6922, loss_cls: 2.4359, loss: 2.4359, grad_norm: 2.4619 2021-12-03 03:35:58,425 - mmaction - INFO - Epoch [28][1060/1345] lr: 6.215e-02, eta: 8:26:32, time: 0.605, data_time: 0.001, memory: 5354, top1_acc: 0.4070, top5_acc: 0.6906, loss_cls: 2.4652, loss: 2.4652, grad_norm: 2.3871 2021-12-03 03:36:10,508 - mmaction - INFO - Epoch [28][1080/1345] lr: 6.215e-02, eta: 8:26:19, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.4109, top5_acc: 0.6961, loss_cls: 2.4421, loss: 2.4421, grad_norm: 2.5126 2021-12-03 03:36:22,588 - mmaction - INFO - Epoch [28][1100/1345] lr: 6.215e-02, eta: 8:26:06, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.4211, top5_acc: 0.7289, loss_cls: 2.3224, loss: 2.3224, grad_norm: 2.4826 2021-12-03 03:36:34,680 - mmaction - INFO - Epoch [28][1120/1345] lr: 6.215e-02, eta: 8:25:53, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.3789, top5_acc: 0.6781, loss_cls: 2.5418, loss: 2.5418, grad_norm: 2.6230 2021-12-03 03:36:46,757 - mmaction - INFO - Epoch [28][1140/1345] lr: 6.215e-02, eta: 8:25:40, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.3922, top5_acc: 0.6813, loss_cls: 2.5159, loss: 2.5159, grad_norm: 2.5099 2021-12-03 03:36:58,840 - mmaction - INFO - Epoch [28][1160/1345] lr: 6.215e-02, eta: 8:25:27, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.3961, top5_acc: 0.6813, loss_cls: 2.5003, loss: 2.5003, grad_norm: 2.4291 2021-12-03 03:37:10,923 - mmaction - INFO - Epoch [28][1180/1345] lr: 6.215e-02, eta: 8:25:14, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.3805, top5_acc: 0.6633, loss_cls: 2.5896, loss: 2.5896, grad_norm: 2.5201 2021-12-03 03:37:23,012 - mmaction - INFO - Epoch [28][1200/1345] lr: 6.215e-02, eta: 8:25:01, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.3820, top5_acc: 0.6617, loss_cls: 2.5155, loss: 2.5155, grad_norm: 2.4902 2021-12-03 03:37:35,106 - mmaction - INFO - Epoch [28][1220/1345] lr: 6.215e-02, eta: 8:24:48, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.3937, top5_acc: 0.6977, loss_cls: 2.4615, loss: 2.4615, grad_norm: 2.4954 2021-12-03 03:37:47,195 - mmaction - INFO - Epoch [28][1240/1345] lr: 6.215e-02, eta: 8:24:35, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.4078, top5_acc: 0.7039, loss_cls: 2.3823, loss: 2.3823, grad_norm: 2.4391 2021-12-03 03:37:59,309 - mmaction - INFO - Epoch [28][1260/1345] lr: 6.215e-02, eta: 8:24:22, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.4023, top5_acc: 0.6609, loss_cls: 2.5125, loss: 2.5125, grad_norm: 2.4476 2021-12-03 03:38:11,436 - mmaction - INFO - Epoch [28][1280/1345] lr: 6.215e-02, eta: 8:24:09, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.4023, top5_acc: 0.6977, loss_cls: 2.4523, loss: 2.4523, grad_norm: 2.4656 2021-12-03 03:38:23,540 - mmaction - INFO - Epoch [28][1300/1345] lr: 6.215e-02, eta: 8:23:56, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.4102, top5_acc: 0.6789, loss_cls: 2.4460, loss: 2.4460, grad_norm: 2.4987 2021-12-03 03:38:35,691 - mmaction - INFO - Epoch [28][1320/1345] lr: 6.215e-02, eta: 8:23:43, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.3742, top5_acc: 0.6586, loss_cls: 2.5151, loss: 2.5151, grad_norm: 2.4374 2021-12-03 03:38:47,879 - mmaction - INFO - Epoch [28][1340/1345] lr: 6.215e-02, eta: 8:23:31, time: 0.609, data_time: 0.001, memory: 5354, top1_acc: 0.4000, top5_acc: 0.6750, loss_cls: 2.5094, loss: 2.5094, grad_norm: 2.5018 2021-12-03 03:39:46,576 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-12-03 03:39:46,741 - mmaction - INFO - top1_acc 0.3164 top5_acc 0.6295 2021-12-03 03:39:46,741 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-12-03 03:39:46,750 - mmaction - INFO - mean_acc 0.2887 2021-12-03 03:39:46,752 - mmaction - INFO - Saving checkpoint at 28 epochs 2021-12-03 03:39:47,950 - mmaction - INFO - Epoch(val) [28][181] top1_acc: 0.3164, top5_acc: 0.6295, mean_class_accuracy: 0.2887 2021-12-03 03:40:26,863 - mmaction - INFO - Epoch [29][20/1345] lr: 5.975e-02, eta: 8:23:45, time: 1.945, data_time: 1.340, memory: 5354, top1_acc: 0.4234, top5_acc: 0.7086, loss_cls: 2.3664, loss: 2.3664, grad_norm: 2.3611 2021-12-03 03:40:38,872 - mmaction - INFO - Epoch [29][40/1345] lr: 5.975e-02, eta: 8:23:32, time: 0.600, data_time: 0.001, memory: 5354, top1_acc: 0.4328, top5_acc: 0.7000, loss_cls: 2.3543, loss: 2.3543, grad_norm: 2.5724 2021-12-03 03:40:50,896 - mmaction - INFO - Epoch [29][60/1345] lr: 5.975e-02, eta: 8:23:19, time: 0.601, data_time: 0.001, memory: 5354, top1_acc: 0.3930, top5_acc: 0.6875, loss_cls: 2.4639, loss: 2.4639, grad_norm: 2.5931 2021-12-03 03:41:02,948 - mmaction - INFO - Epoch [29][80/1345] lr: 5.975e-02, eta: 8:23:06, time: 0.603, data_time: 0.001, memory: 5354, top1_acc: 0.4141, top5_acc: 0.6977, loss_cls: 2.4313, loss: 2.4313, grad_norm: 2.4555 2021-12-03 03:41:15,019 - mmaction - INFO - Epoch [29][100/1345] lr: 5.975e-02, eta: 8:22:53, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.3922, top5_acc: 0.6797, loss_cls: 2.4769, loss: 2.4769, grad_norm: 2.5242 2021-12-03 03:41:27,093 - mmaction - INFO - Epoch [29][120/1345] lr: 5.975e-02, eta: 8:22:40, time: 0.604, data_time: 0.001, memory: 5354, top1_acc: 0.4188, top5_acc: 0.7164, loss_cls: 2.2878, loss: 2.2878, grad_norm: 2.4514 2021-12-03 03:41:39,149 - mmaction - INFO - Epoch [29][140/1345] lr: 5.975e-02, eta: 8:22:27, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.3898, top5_acc: 0.6875, loss_cls: 2.4943, loss: 2.4943, grad_norm: 2.5344 2021-12-03 03:41:51,326 - mmaction - INFO - Epoch [29][160/1345] lr: 5.975e-02, eta: 8:22:14, time: 0.609, data_time: 0.000, memory: 5354, top1_acc: 0.4344, top5_acc: 0.7055, loss_cls: 2.3015, loss: 2.3015, grad_norm: 2.4832 2021-12-03 03:42:03,474 - mmaction - INFO - Epoch [29][180/1345] lr: 5.975e-02, eta: 8:22:01, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.4242, top5_acc: 0.6977, loss_cls: 2.3964, loss: 2.3964, grad_norm: 2.5029 2021-12-03 03:42:15,606 - mmaction - INFO - Epoch [29][200/1345] lr: 5.975e-02, eta: 8:21:48, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.4188, top5_acc: 0.7016, loss_cls: 2.3970, loss: 2.3970, grad_norm: 2.4856 2021-12-03 03:42:27,806 - mmaction - INFO - Epoch [29][220/1345] lr: 5.975e-02, eta: 8:21:35, time: 0.610, data_time: 0.000, memory: 5354, top1_acc: 0.3914, top5_acc: 0.6727, loss_cls: 2.4798, loss: 2.4798, grad_norm: 2.4325 2021-12-03 03:42:39,953 - mmaction - INFO - Epoch [29][240/1345] lr: 5.975e-02, eta: 8:21:22, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.4391, top5_acc: 0.7000, loss_cls: 2.3616, loss: 2.3616, grad_norm: 2.4261 2021-12-03 03:42:52,181 - mmaction - INFO - Epoch [29][260/1345] lr: 5.975e-02, eta: 8:21:09, time: 0.611, data_time: 0.000, memory: 5354, top1_acc: 0.4039, top5_acc: 0.6828, loss_cls: 2.4608, loss: 2.4608, grad_norm: 2.4997 2021-12-03 03:43:04,347 - mmaction - INFO - Epoch [29][280/1345] lr: 5.975e-02, eta: 8:20:56, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.3945, top5_acc: 0.6625, loss_cls: 2.5400, loss: 2.5400, grad_norm: 2.4445 2021-12-03 03:43:16,562 - mmaction - INFO - Epoch [29][300/1345] lr: 5.975e-02, eta: 8:20:43, time: 0.611, data_time: 0.000, memory: 5354, top1_acc: 0.4242, top5_acc: 0.6953, loss_cls: 2.3537, loss: 2.3537, grad_norm: 2.4465 2021-12-03 03:43:28,839 - mmaction - INFO - Epoch [29][320/1345] lr: 5.975e-02, eta: 8:20:31, time: 0.614, data_time: 0.000, memory: 5354, top1_acc: 0.4078, top5_acc: 0.6773, loss_cls: 2.4613, loss: 2.4613, grad_norm: 2.5519 2021-12-03 03:43:40,981 - mmaction - INFO - Epoch [29][340/1345] lr: 5.975e-02, eta: 8:20:18, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.3867, top5_acc: 0.6703, loss_cls: 2.5351, loss: 2.5351, grad_norm: 2.4926 2021-12-03 03:43:53,246 - mmaction - INFO - Epoch [29][360/1345] lr: 5.975e-02, eta: 8:20:05, time: 0.613, data_time: 0.000, memory: 5354, top1_acc: 0.4109, top5_acc: 0.6711, loss_cls: 2.4808, loss: 2.4808, grad_norm: 2.5126 2021-12-03 03:44:05,515 - mmaction - INFO - Epoch [29][380/1345] lr: 5.975e-02, eta: 8:19:52, time: 0.613, data_time: 0.000, memory: 5354, top1_acc: 0.4008, top5_acc: 0.6906, loss_cls: 2.4357, loss: 2.4357, grad_norm: 2.5093 2021-12-03 03:44:17,766 - mmaction - INFO - Epoch [29][400/1345] lr: 5.975e-02, eta: 8:19:39, time: 0.613, data_time: 0.000, memory: 5354, top1_acc: 0.3945, top5_acc: 0.6664, loss_cls: 2.5323, loss: 2.5323, grad_norm: 2.5044 2021-12-03 03:44:30,009 - mmaction - INFO - Epoch [29][420/1345] lr: 5.975e-02, eta: 8:19:27, time: 0.612, data_time: 0.000, memory: 5354, top1_acc: 0.3781, top5_acc: 0.6680, loss_cls: 2.5202, loss: 2.5202, grad_norm: 2.4664 2021-12-03 03:44:42,217 - mmaction - INFO - Epoch [29][440/1345] lr: 5.975e-02, eta: 8:19:14, time: 0.610, data_time: 0.000, memory: 5354, top1_acc: 0.3922, top5_acc: 0.6984, loss_cls: 2.4023, loss: 2.4023, grad_norm: 2.5749 2021-12-03 03:44:54,488 - mmaction - INFO - Epoch [29][460/1345] lr: 5.975e-02, eta: 8:19:01, time: 0.613, data_time: 0.000, memory: 5354, top1_acc: 0.3844, top5_acc: 0.6875, loss_cls: 2.5109, loss: 2.5109, grad_norm: 2.5588 2021-12-03 03:45:06,758 - mmaction - INFO - Epoch [29][480/1345] lr: 5.975e-02, eta: 8:18:48, time: 0.614, data_time: 0.001, memory: 5354, top1_acc: 0.4070, top5_acc: 0.6977, loss_cls: 2.3758, loss: 2.3758, grad_norm: 2.5049 2021-12-03 03:45:19,044 - mmaction - INFO - Epoch [29][500/1345] lr: 5.975e-02, eta: 8:18:36, time: 0.614, data_time: 0.000, memory: 5354, top1_acc: 0.4188, top5_acc: 0.6992, loss_cls: 2.4110, loss: 2.4110, grad_norm: 2.5881 2021-12-03 03:45:31,235 - mmaction - INFO - Epoch [29][520/1345] lr: 5.975e-02, eta: 8:18:23, time: 0.610, data_time: 0.000, memory: 5354, top1_acc: 0.4000, top5_acc: 0.6844, loss_cls: 2.4340, loss: 2.4340, grad_norm: 2.5695 2021-12-03 03:45:43,442 - mmaction - INFO - Epoch [29][540/1345] lr: 5.975e-02, eta: 8:18:10, time: 0.610, data_time: 0.000, memory: 5354, top1_acc: 0.3953, top5_acc: 0.6914, loss_cls: 2.4570, loss: 2.4570, grad_norm: 2.4925 2021-12-03 03:45:55,685 - mmaction - INFO - Epoch [29][560/1345] lr: 5.975e-02, eta: 8:17:57, time: 0.612, data_time: 0.000, memory: 5354, top1_acc: 0.4172, top5_acc: 0.6937, loss_cls: 2.4054, loss: 2.4054, grad_norm: 2.3758 2021-12-03 03:46:07,842 - mmaction - INFO - Epoch [29][580/1345] lr: 5.975e-02, eta: 8:17:44, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.3945, top5_acc: 0.6664, loss_cls: 2.5006, loss: 2.5006, grad_norm: 2.5133 2021-12-03 03:46:20,071 - mmaction - INFO - Epoch [29][600/1345] lr: 5.975e-02, eta: 8:17:31, time: 0.611, data_time: 0.000, memory: 5354, top1_acc: 0.3984, top5_acc: 0.6805, loss_cls: 2.5414, loss: 2.5414, grad_norm: 2.5422 2021-12-03 03:46:32,279 - mmaction - INFO - Epoch [29][620/1345] lr: 5.975e-02, eta: 8:17:19, time: 0.610, data_time: 0.000, memory: 5354, top1_acc: 0.3969, top5_acc: 0.6711, loss_cls: 2.4819, loss: 2.4819, grad_norm: 2.3862 2021-12-03 03:46:44,457 - mmaction - INFO - Epoch [29][640/1345] lr: 5.975e-02, eta: 8:17:06, time: 0.609, data_time: 0.000, memory: 5354, top1_acc: 0.4133, top5_acc: 0.6852, loss_cls: 2.4236, loss: 2.4236, grad_norm: 2.4801 2021-12-03 03:46:56,659 - mmaction - INFO - Epoch [29][660/1345] lr: 5.975e-02, eta: 8:16:53, time: 0.610, data_time: 0.000, memory: 5354, top1_acc: 0.4047, top5_acc: 0.6813, loss_cls: 2.4681, loss: 2.4681, grad_norm: 2.4064 2021-12-03 03:47:08,829 - mmaction - INFO - Epoch [29][680/1345] lr: 5.975e-02, eta: 8:16:40, time: 0.609, data_time: 0.000, memory: 5354, top1_acc: 0.3992, top5_acc: 0.6992, loss_cls: 2.4174, loss: 2.4174, grad_norm: 2.5517 2021-12-03 03:47:20,998 - mmaction - INFO - Epoch [29][700/1345] lr: 5.975e-02, eta: 8:16:27, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.3703, top5_acc: 0.6852, loss_cls: 2.5139, loss: 2.5139, grad_norm: 2.5864 2021-12-03 03:47:33,192 - mmaction - INFO - Epoch [29][720/1345] lr: 5.975e-02, eta: 8:16:14, time: 0.610, data_time: 0.000, memory: 5354, top1_acc: 0.4305, top5_acc: 0.7172, loss_cls: 2.3251, loss: 2.3251, grad_norm: 2.4814 2021-12-03 03:47:45,344 - mmaction - INFO - Epoch [29][740/1345] lr: 5.975e-02, eta: 8:16:01, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.4383, top5_acc: 0.7000, loss_cls: 2.4016, loss: 2.4016, grad_norm: 2.5001 2021-12-03 03:47:57,586 - mmaction - INFO - Epoch [29][760/1345] lr: 5.975e-02, eta: 8:15:49, time: 0.612, data_time: 0.000, memory: 5354, top1_acc: 0.3937, top5_acc: 0.6680, loss_cls: 2.5059, loss: 2.5059, grad_norm: 2.5611 2021-12-03 03:48:09,698 - mmaction - INFO - Epoch [29][780/1345] lr: 5.975e-02, eta: 8:15:36, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.3883, top5_acc: 0.6867, loss_cls: 2.4575, loss: 2.4575, grad_norm: 2.4449 2021-12-03 03:48:21,846 - mmaction - INFO - Epoch [29][800/1345] lr: 5.975e-02, eta: 8:15:23, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.3914, top5_acc: 0.6789, loss_cls: 2.5135, loss: 2.5135, grad_norm: 2.5743 2021-12-03 03:48:33,973 - mmaction - INFO - Epoch [29][820/1345] lr: 5.975e-02, eta: 8:15:10, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.3898, top5_acc: 0.6836, loss_cls: 2.4393, loss: 2.4393, grad_norm: 2.5252 2021-12-03 03:48:46,100 - mmaction - INFO - Epoch [29][840/1345] lr: 5.975e-02, eta: 8:14:57, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.4125, top5_acc: 0.6922, loss_cls: 2.4319, loss: 2.4319, grad_norm: 2.4685 2021-12-03 03:48:58,228 - mmaction - INFO - Epoch [29][860/1345] lr: 5.975e-02, eta: 8:14:44, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.4078, top5_acc: 0.6844, loss_cls: 2.4667, loss: 2.4667, grad_norm: 2.5261 2021-12-03 03:49:10,333 - mmaction - INFO - Epoch [29][880/1345] lr: 5.975e-02, eta: 8:14:31, time: 0.605, data_time: 0.001, memory: 5354, top1_acc: 0.4180, top5_acc: 0.6937, loss_cls: 2.4491, loss: 2.4491, grad_norm: 2.5345 2021-12-03 03:49:22,456 - mmaction - INFO - Epoch [29][900/1345] lr: 5.975e-02, eta: 8:14:18, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.4188, top5_acc: 0.6914, loss_cls: 2.4274, loss: 2.4274, grad_norm: 2.5133 2021-12-03 03:49:34,583 - mmaction - INFO - Epoch [29][920/1345] lr: 5.975e-02, eta: 8:14:05, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.4062, top5_acc: 0.6852, loss_cls: 2.4705, loss: 2.4705, grad_norm: 2.4218 2021-12-03 03:49:46,694 - mmaction - INFO - Epoch [29][940/1345] lr: 5.975e-02, eta: 8:13:52, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.4039, top5_acc: 0.6898, loss_cls: 2.4487, loss: 2.4487, grad_norm: 2.4829 2021-12-03 03:49:58,801 - mmaction - INFO - Epoch [29][960/1345] lr: 5.975e-02, eta: 8:13:39, time: 0.606, data_time: 0.001, memory: 5354, top1_acc: 0.3953, top5_acc: 0.6781, loss_cls: 2.4872, loss: 2.4872, grad_norm: 2.5291 2021-12-03 03:50:10,915 - mmaction - INFO - Epoch [29][980/1345] lr: 5.975e-02, eta: 8:13:26, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.3898, top5_acc: 0.6914, loss_cls: 2.4557, loss: 2.4557, grad_norm: 2.5279 2021-12-03 03:50:23,036 - mmaction - INFO - Epoch [29][1000/1345] lr: 5.975e-02, eta: 8:13:13, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.4062, top5_acc: 0.7031, loss_cls: 2.4294, loss: 2.4294, grad_norm: 2.5055 2021-12-03 03:50:35,147 - mmaction - INFO - Epoch [29][1020/1345] lr: 5.975e-02, eta: 8:13:01, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.4211, top5_acc: 0.6844, loss_cls: 2.4191, loss: 2.4191, grad_norm: 2.4396 2021-12-03 03:50:47,261 - mmaction - INFO - Epoch [29][1040/1345] lr: 5.975e-02, eta: 8:12:48, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.3992, top5_acc: 0.6859, loss_cls: 2.4501, loss: 2.4501, grad_norm: 2.5259 2021-12-03 03:50:59,371 - mmaction - INFO - Epoch [29][1060/1345] lr: 5.975e-02, eta: 8:12:35, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.4109, top5_acc: 0.7047, loss_cls: 2.3865, loss: 2.3865, grad_norm: 2.5258 2021-12-03 03:51:11,460 - mmaction - INFO - Epoch [29][1080/1345] lr: 5.975e-02, eta: 8:12:22, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.3984, top5_acc: 0.6867, loss_cls: 2.4395, loss: 2.4395, grad_norm: 2.5404 2021-12-03 03:51:23,535 - mmaction - INFO - Epoch [29][1100/1345] lr: 5.975e-02, eta: 8:12:09, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.4062, top5_acc: 0.6813, loss_cls: 2.4644, loss: 2.4644, grad_norm: 2.5059 2021-12-03 03:51:35,640 - mmaction - INFO - Epoch [29][1120/1345] lr: 5.975e-02, eta: 8:11:56, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.3969, top5_acc: 0.6914, loss_cls: 2.4565, loss: 2.4565, grad_norm: 2.5002 2021-12-03 03:51:47,733 - mmaction - INFO - Epoch [29][1140/1345] lr: 5.975e-02, eta: 8:11:43, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.3977, top5_acc: 0.7000, loss_cls: 2.3890, loss: 2.3890, grad_norm: 2.6068 2021-12-03 03:51:59,835 - mmaction - INFO - Epoch [29][1160/1345] lr: 5.975e-02, eta: 8:11:30, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.4070, top5_acc: 0.7109, loss_cls: 2.3819, loss: 2.3819, grad_norm: 2.5660 2021-12-03 03:52:11,933 - mmaction - INFO - Epoch [29][1180/1345] lr: 5.975e-02, eta: 8:11:17, time: 0.605, data_time: 0.001, memory: 5354, top1_acc: 0.3945, top5_acc: 0.6914, loss_cls: 2.4691, loss: 2.4691, grad_norm: 2.4803 2021-12-03 03:52:24,029 - mmaction - INFO - Epoch [29][1200/1345] lr: 5.975e-02, eta: 8:11:04, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.4195, top5_acc: 0.7094, loss_cls: 2.3749, loss: 2.3749, grad_norm: 2.4268 2021-12-03 03:52:36,122 - mmaction - INFO - Epoch [29][1220/1345] lr: 5.975e-02, eta: 8:10:51, time: 0.605, data_time: 0.001, memory: 5354, top1_acc: 0.4008, top5_acc: 0.6992, loss_cls: 2.4161, loss: 2.4161, grad_norm: 2.5747 2021-12-03 03:52:48,225 - mmaction - INFO - Epoch [29][1240/1345] lr: 5.975e-02, eta: 8:10:38, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.3820, top5_acc: 0.6758, loss_cls: 2.5700, loss: 2.5700, grad_norm: 2.5465 2021-12-03 03:53:00,322 - mmaction - INFO - Epoch [29][1260/1345] lr: 5.975e-02, eta: 8:10:25, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.3781, top5_acc: 0.6727, loss_cls: 2.4925, loss: 2.4925, grad_norm: 2.5614 2021-12-03 03:53:12,411 - mmaction - INFO - Epoch [29][1280/1345] lr: 5.975e-02, eta: 8:10:12, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.3750, top5_acc: 0.6695, loss_cls: 2.5475, loss: 2.5475, grad_norm: 2.6519 2021-12-03 03:53:24,494 - mmaction - INFO - Epoch [29][1300/1345] lr: 5.975e-02, eta: 8:09:59, time: 0.604, data_time: 0.001, memory: 5354, top1_acc: 0.3797, top5_acc: 0.6695, loss_cls: 2.5732, loss: 2.5732, grad_norm: 2.4229 2021-12-03 03:53:36,590 - mmaction - INFO - Epoch [29][1320/1345] lr: 5.975e-02, eta: 8:09:46, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.4133, top5_acc: 0.6734, loss_cls: 2.4653, loss: 2.4653, grad_norm: 2.5349 2021-12-03 03:53:48,689 - mmaction - INFO - Epoch [29][1340/1345] lr: 5.975e-02, eta: 8:09:33, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.4031, top5_acc: 0.6828, loss_cls: 2.4555, loss: 2.4555, grad_norm: 2.4968 2021-12-03 03:54:44,260 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-12-03 03:54:44,415 - mmaction - INFO - top1_acc 0.3127 top5_acc 0.6338 2021-12-03 03:54:44,415 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-12-03 03:54:44,426 - mmaction - INFO - mean_acc 0.2854 2021-12-03 03:54:44,428 - mmaction - INFO - Saving checkpoint at 29 epochs 2021-12-03 03:54:45,542 - mmaction - INFO - Epoch(val) [29][181] top1_acc: 0.3127, top5_acc: 0.6338, mean_class_accuracy: 0.2854 2021-12-03 03:55:25,412 - mmaction - INFO - Epoch [30][20/1345] lr: 5.734e-02, eta: 8:09:47, time: 1.993, data_time: 1.387, memory: 5354, top1_acc: 0.4070, top5_acc: 0.6937, loss_cls: 2.3905, loss: 2.3905, grad_norm: 2.5676 2021-12-03 03:55:37,439 - mmaction - INFO - Epoch [30][40/1345] lr: 5.734e-02, eta: 8:09:34, time: 0.601, data_time: 0.001, memory: 5354, top1_acc: 0.4180, top5_acc: 0.6875, loss_cls: 2.3511, loss: 2.3511, grad_norm: 2.5318 2021-12-03 03:55:49,454 - mmaction - INFO - Epoch [30][60/1345] lr: 5.734e-02, eta: 8:09:21, time: 0.601, data_time: 0.001, memory: 5354, top1_acc: 0.4156, top5_acc: 0.7031, loss_cls: 2.3633, loss: 2.3633, grad_norm: 2.5183 2021-12-03 03:56:01,485 - mmaction - INFO - Epoch [30][80/1345] lr: 5.734e-02, eta: 8:09:08, time: 0.602, data_time: 0.000, memory: 5354, top1_acc: 0.4062, top5_acc: 0.6969, loss_cls: 2.4015, loss: 2.4015, grad_norm: 2.5881 2021-12-03 03:56:13,532 - mmaction - INFO - Epoch [30][100/1345] lr: 5.734e-02, eta: 8:08:55, time: 0.602, data_time: 0.000, memory: 5354, top1_acc: 0.4266, top5_acc: 0.7047, loss_cls: 2.3751, loss: 2.3751, grad_norm: 2.4828 2021-12-03 03:56:25,595 - mmaction - INFO - Epoch [30][120/1345] lr: 5.734e-02, eta: 8:08:42, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.4211, top5_acc: 0.7008, loss_cls: 2.3939, loss: 2.3939, grad_norm: 2.5762 2021-12-03 03:56:37,642 - mmaction - INFO - Epoch [30][140/1345] lr: 5.734e-02, eta: 8:08:29, time: 0.603, data_time: 0.001, memory: 5354, top1_acc: 0.4320, top5_acc: 0.6930, loss_cls: 2.4172, loss: 2.4172, grad_norm: 2.4884 2021-12-03 03:56:49,699 - mmaction - INFO - Epoch [30][160/1345] lr: 5.734e-02, eta: 8:08:16, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.3891, top5_acc: 0.6758, loss_cls: 2.4712, loss: 2.4712, grad_norm: 2.5259 2021-12-03 03:57:01,787 - mmaction - INFO - Epoch [30][180/1345] lr: 5.734e-02, eta: 8:08:03, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.4172, top5_acc: 0.7164, loss_cls: 2.3534, loss: 2.3534, grad_norm: 2.4751 2021-12-03 03:57:13,875 - mmaction - INFO - Epoch [30][200/1345] lr: 5.734e-02, eta: 8:07:50, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.4352, top5_acc: 0.7141, loss_cls: 2.3250, loss: 2.3250, grad_norm: 2.5746 2021-12-03 03:57:25,947 - mmaction - INFO - Epoch [30][220/1345] lr: 5.734e-02, eta: 8:07:37, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.4219, top5_acc: 0.7109, loss_cls: 2.3208, loss: 2.3208, grad_norm: 2.4904 2021-12-03 03:57:38,034 - mmaction - INFO - Epoch [30][240/1345] lr: 5.734e-02, eta: 8:07:24, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.3906, top5_acc: 0.6883, loss_cls: 2.4542, loss: 2.4542, grad_norm: 2.5302 2021-12-03 03:57:50,124 - mmaction - INFO - Epoch [30][260/1345] lr: 5.734e-02, eta: 8:07:11, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.4078, top5_acc: 0.6937, loss_cls: 2.3837, loss: 2.3837, grad_norm: 2.6020 2021-12-03 03:58:02,209 - mmaction - INFO - Epoch [30][280/1345] lr: 5.734e-02, eta: 8:06:58, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.4047, top5_acc: 0.6742, loss_cls: 2.4687, loss: 2.4687, grad_norm: 2.6034 2021-12-03 03:58:14,295 - mmaction - INFO - Epoch [30][300/1345] lr: 5.734e-02, eta: 8:06:45, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.4156, top5_acc: 0.6828, loss_cls: 2.4597, loss: 2.4597, grad_norm: 2.5538 2021-12-03 03:58:26,416 - mmaction - INFO - Epoch [30][320/1345] lr: 5.734e-02, eta: 8:06:32, time: 0.606, data_time: 0.001, memory: 5354, top1_acc: 0.4125, top5_acc: 0.6906, loss_cls: 2.4267, loss: 2.4267, grad_norm: 2.5998 2021-12-03 03:58:38,536 - mmaction - INFO - Epoch [30][340/1345] lr: 5.734e-02, eta: 8:06:19, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.4250, top5_acc: 0.7000, loss_cls: 2.3738, loss: 2.3738, grad_norm: 2.5546 2021-12-03 03:58:50,646 - mmaction - INFO - Epoch [30][360/1345] lr: 5.734e-02, eta: 8:06:06, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.3828, top5_acc: 0.6461, loss_cls: 2.6349, loss: 2.6349, grad_norm: 2.5900 2021-12-03 03:59:02,780 - mmaction - INFO - Epoch [30][380/1345] lr: 5.734e-02, eta: 8:05:53, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.3984, top5_acc: 0.6797, loss_cls: 2.4628, loss: 2.4628, grad_norm: 2.5101 2021-12-03 03:59:14,930 - mmaction - INFO - Epoch [30][400/1345] lr: 5.734e-02, eta: 8:05:40, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.3898, top5_acc: 0.6937, loss_cls: 2.3963, loss: 2.3963, grad_norm: 2.5280 2021-12-03 03:59:27,092 - mmaction - INFO - Epoch [30][420/1345] lr: 5.734e-02, eta: 8:05:28, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.4203, top5_acc: 0.7063, loss_cls: 2.3717, loss: 2.3717, grad_norm: 2.4715 2021-12-03 03:59:39,231 - mmaction - INFO - Epoch [30][440/1345] lr: 5.734e-02, eta: 8:05:15, time: 0.607, data_time: 0.001, memory: 5354, top1_acc: 0.4234, top5_acc: 0.7031, loss_cls: 2.3270, loss: 2.3270, grad_norm: 2.5222 2021-12-03 03:59:51,357 - mmaction - INFO - Epoch [30][460/1345] lr: 5.734e-02, eta: 8:05:02, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.3930, top5_acc: 0.7055, loss_cls: 2.4169, loss: 2.4169, grad_norm: 2.6311 2021-12-03 04:00:03,489 - mmaction - INFO - Epoch [30][480/1345] lr: 5.734e-02, eta: 8:04:49, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.4336, top5_acc: 0.7203, loss_cls: 2.3190, loss: 2.3190, grad_norm: 2.5061 2021-12-03 04:00:15,645 - mmaction - INFO - Epoch [30][500/1345] lr: 5.734e-02, eta: 8:04:36, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.4336, top5_acc: 0.7102, loss_cls: 2.3751, loss: 2.3751, grad_norm: 2.5090 2021-12-03 04:00:27,787 - mmaction - INFO - Epoch [30][520/1345] lr: 5.734e-02, eta: 8:04:23, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.4094, top5_acc: 0.7016, loss_cls: 2.4409, loss: 2.4409, grad_norm: 2.5781 2021-12-03 04:00:39,941 - mmaction - INFO - Epoch [30][540/1345] lr: 5.734e-02, eta: 8:04:10, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.3992, top5_acc: 0.6828, loss_cls: 2.5054, loss: 2.5054, grad_norm: 2.5258 2021-12-03 04:00:52,102 - mmaction - INFO - Epoch [30][560/1345] lr: 5.734e-02, eta: 8:03:57, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.4211, top5_acc: 0.6898, loss_cls: 2.3825, loss: 2.3825, grad_norm: 2.4871 2021-12-03 04:01:04,252 - mmaction - INFO - Epoch [30][580/1345] lr: 5.734e-02, eta: 8:03:44, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.4195, top5_acc: 0.7008, loss_cls: 2.3857, loss: 2.3857, grad_norm: 2.4715 2021-12-03 04:01:16,387 - mmaction - INFO - Epoch [30][600/1345] lr: 5.734e-02, eta: 8:03:32, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.4086, top5_acc: 0.7016, loss_cls: 2.3823, loss: 2.3823, grad_norm: 2.6078 2021-12-03 04:01:28,546 - mmaction - INFO - Epoch [30][620/1345] lr: 5.734e-02, eta: 8:03:19, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.3961, top5_acc: 0.6859, loss_cls: 2.4595, loss: 2.4595, grad_norm: 2.5667 2021-12-03 04:01:40,667 - mmaction - INFO - Epoch [30][640/1345] lr: 5.734e-02, eta: 8:03:06, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.4078, top5_acc: 0.6969, loss_cls: 2.4097, loss: 2.4097, grad_norm: 2.5745 2021-12-03 04:01:52,823 - mmaction - INFO - Epoch [30][660/1345] lr: 5.734e-02, eta: 8:02:53, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.4164, top5_acc: 0.7031, loss_cls: 2.4218, loss: 2.4218, grad_norm: 2.5442 2021-12-03 04:02:04,940 - mmaction - INFO - Epoch [30][680/1345] lr: 5.734e-02, eta: 8:02:40, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.4031, top5_acc: 0.6789, loss_cls: 2.4768, loss: 2.4768, grad_norm: 2.6037 2021-12-03 04:02:17,047 - mmaction - INFO - Epoch [30][700/1345] lr: 5.734e-02, eta: 8:02:27, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.4117, top5_acc: 0.6937, loss_cls: 2.4129, loss: 2.4129, grad_norm: 2.5026 2021-12-03 04:02:29,166 - mmaction - INFO - Epoch [30][720/1345] lr: 5.734e-02, eta: 8:02:14, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.4016, top5_acc: 0.6891, loss_cls: 2.4521, loss: 2.4521, grad_norm: 2.4994 2021-12-03 04:02:41,271 - mmaction - INFO - Epoch [30][740/1345] lr: 5.734e-02, eta: 8:02:01, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.4227, top5_acc: 0.7156, loss_cls: 2.3814, loss: 2.3814, grad_norm: 2.5733 2021-12-03 04:02:53,380 - mmaction - INFO - Epoch [30][760/1345] lr: 5.734e-02, eta: 8:01:48, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.4406, top5_acc: 0.7078, loss_cls: 2.3058, loss: 2.3058, grad_norm: 2.5239 2021-12-03 04:03:05,489 - mmaction - INFO - Epoch [30][780/1345] lr: 5.734e-02, eta: 8:01:35, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.4125, top5_acc: 0.6797, loss_cls: 2.4488, loss: 2.4488, grad_norm: 2.6745 2021-12-03 04:03:17,591 - mmaction - INFO - Epoch [30][800/1345] lr: 5.734e-02, eta: 8:01:22, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.3883, top5_acc: 0.6805, loss_cls: 2.5064, loss: 2.5064, grad_norm: 2.5322 2021-12-03 04:03:29,673 - mmaction - INFO - Epoch [30][820/1345] lr: 5.734e-02, eta: 8:01:10, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.4227, top5_acc: 0.7039, loss_cls: 2.3552, loss: 2.3552, grad_norm: 2.5489 2021-12-03 04:03:41,761 - mmaction - INFO - Epoch [30][840/1345] lr: 5.734e-02, eta: 8:00:57, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.4078, top5_acc: 0.6945, loss_cls: 2.3771, loss: 2.3771, grad_norm: 2.5390 2021-12-03 04:03:53,859 - mmaction - INFO - Epoch [30][860/1345] lr: 5.734e-02, eta: 8:00:44, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.4047, top5_acc: 0.7070, loss_cls: 2.3529, loss: 2.3529, grad_norm: 2.5097 2021-12-03 04:04:05,943 - mmaction - INFO - Epoch [30][880/1345] lr: 5.734e-02, eta: 8:00:31, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.4133, top5_acc: 0.7016, loss_cls: 2.3524, loss: 2.3524, grad_norm: 2.4664 2021-12-03 04:04:18,031 - mmaction - INFO - Epoch [30][900/1345] lr: 5.734e-02, eta: 8:00:18, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.4219, top5_acc: 0.6859, loss_cls: 2.3826, loss: 2.3826, grad_norm: 2.5213 2021-12-03 04:04:30,127 - mmaction - INFO - Epoch [30][920/1345] lr: 5.734e-02, eta: 8:00:05, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.4062, top5_acc: 0.6969, loss_cls: 2.4203, loss: 2.4203, grad_norm: 2.4904 2021-12-03 04:04:42,226 - mmaction - INFO - Epoch [30][940/1345] lr: 5.734e-02, eta: 7:59:52, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.4305, top5_acc: 0.7039, loss_cls: 2.3701, loss: 2.3701, grad_norm: 2.5040 2021-12-03 04:04:54,309 - mmaction - INFO - Epoch [30][960/1345] lr: 5.734e-02, eta: 7:59:39, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.4039, top5_acc: 0.6820, loss_cls: 2.4463, loss: 2.4463, grad_norm: 2.5152 2021-12-03 04:05:06,405 - mmaction - INFO - Epoch [30][980/1345] lr: 5.734e-02, eta: 7:59:26, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.4172, top5_acc: 0.6922, loss_cls: 2.4235, loss: 2.4235, grad_norm: 2.5198 2021-12-03 04:05:18,486 - mmaction - INFO - Epoch [30][1000/1345] lr: 5.734e-02, eta: 7:59:13, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.4039, top5_acc: 0.6820, loss_cls: 2.4732, loss: 2.4732, grad_norm: 2.5097 2021-12-03 04:05:30,567 - mmaction - INFO - Epoch [30][1020/1345] lr: 5.734e-02, eta: 7:59:00, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.4031, top5_acc: 0.6914, loss_cls: 2.4485, loss: 2.4485, grad_norm: 2.6054 2021-12-03 04:05:42,657 - mmaction - INFO - Epoch [30][1040/1345] lr: 5.734e-02, eta: 7:58:47, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.4078, top5_acc: 0.6875, loss_cls: 2.4063, loss: 2.4063, grad_norm: 2.4494 2021-12-03 04:05:54,742 - mmaction - INFO - Epoch [30][1060/1345] lr: 5.734e-02, eta: 7:58:34, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.4234, top5_acc: 0.7219, loss_cls: 2.3442, loss: 2.3442, grad_norm: 2.4363 2021-12-03 04:06:06,823 - mmaction - INFO - Epoch [30][1080/1345] lr: 5.734e-02, eta: 7:58:21, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.4234, top5_acc: 0.6875, loss_cls: 2.3789, loss: 2.3789, grad_norm: 2.5822 2021-12-03 04:06:18,923 - mmaction - INFO - Epoch [30][1100/1345] lr: 5.734e-02, eta: 7:58:08, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.4094, top5_acc: 0.7070, loss_cls: 2.4191, loss: 2.4191, grad_norm: 2.5196 2021-12-03 04:06:31,016 - mmaction - INFO - Epoch [30][1120/1345] lr: 5.734e-02, eta: 7:57:56, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.4062, top5_acc: 0.6953, loss_cls: 2.4262, loss: 2.4262, grad_norm: 2.4581 2021-12-03 04:06:43,183 - mmaction - INFO - Epoch [30][1140/1345] lr: 5.734e-02, eta: 7:57:43, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.4234, top5_acc: 0.6906, loss_cls: 2.4285, loss: 2.4285, grad_norm: 2.5000 2021-12-03 04:06:55,292 - mmaction - INFO - Epoch [30][1160/1345] lr: 5.734e-02, eta: 7:57:30, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.4070, top5_acc: 0.6922, loss_cls: 2.4516, loss: 2.4516, grad_norm: 2.4649 2021-12-03 04:07:07,434 - mmaction - INFO - Epoch [30][1180/1345] lr: 5.734e-02, eta: 7:57:17, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.4070, top5_acc: 0.7094, loss_cls: 2.4146, loss: 2.4146, grad_norm: 2.5280 2021-12-03 04:07:19,582 - mmaction - INFO - Epoch [30][1200/1345] lr: 5.734e-02, eta: 7:57:04, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.3953, top5_acc: 0.6672, loss_cls: 2.4926, loss: 2.4926, grad_norm: 2.5629 2021-12-03 04:07:31,753 - mmaction - INFO - Epoch [30][1220/1345] lr: 5.734e-02, eta: 7:56:51, time: 0.609, data_time: 0.001, memory: 5354, top1_acc: 0.3891, top5_acc: 0.6695, loss_cls: 2.5375, loss: 2.5375, grad_norm: 2.5780 2021-12-03 04:07:43,922 - mmaction - INFO - Epoch [30][1240/1345] lr: 5.734e-02, eta: 7:56:38, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.3922, top5_acc: 0.6789, loss_cls: 2.5280, loss: 2.5280, grad_norm: 2.5062 2021-12-03 04:07:56,092 - mmaction - INFO - Epoch [30][1260/1345] lr: 5.734e-02, eta: 7:56:26, time: 0.609, data_time: 0.000, memory: 5354, top1_acc: 0.3828, top5_acc: 0.6844, loss_cls: 2.5313, loss: 2.5313, grad_norm: 2.6590 2021-12-03 04:08:08,280 - mmaction - INFO - Epoch [30][1280/1345] lr: 5.734e-02, eta: 7:56:13, time: 0.609, data_time: 0.000, memory: 5354, top1_acc: 0.3977, top5_acc: 0.6766, loss_cls: 2.4966, loss: 2.4966, grad_norm: 2.4718 2021-12-03 04:08:20,474 - mmaction - INFO - Epoch [30][1300/1345] lr: 5.734e-02, eta: 7:56:00, time: 0.610, data_time: 0.001, memory: 5354, top1_acc: 0.4047, top5_acc: 0.6977, loss_cls: 2.3802, loss: 2.3802, grad_norm: 2.5572 2021-12-03 04:08:32,623 - mmaction - INFO - Epoch [30][1320/1345] lr: 5.734e-02, eta: 7:55:47, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.4055, top5_acc: 0.7078, loss_cls: 2.3794, loss: 2.3794, grad_norm: 2.5983 2021-12-03 04:08:44,809 - mmaction - INFO - Epoch [30][1340/1345] lr: 5.734e-02, eta: 7:55:34, time: 0.609, data_time: 0.000, memory: 5354, top1_acc: 0.4141, top5_acc: 0.7008, loss_cls: 2.4044, loss: 2.4044, grad_norm: 2.4903 2021-12-03 04:09:43,962 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-12-03 04:09:44,114 - mmaction - INFO - top1_acc 0.3295 top5_acc 0.6456 2021-12-03 04:09:44,114 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-12-03 04:09:44,123 - mmaction - INFO - mean_acc 0.3041 2021-12-03 04:09:44,129 - mmaction - INFO - Saving checkpoint at 30 epochs 2021-12-03 04:09:45,519 - mmaction - INFO - Epoch(val) [30][181] top1_acc: 0.3295, top5_acc: 0.6456, mean_class_accuracy: 0.3041 2021-12-03 04:10:24,400 - mmaction - INFO - Epoch [31][20/1345] lr: 5.490e-02, eta: 7:55:45, time: 1.944, data_time: 1.328, memory: 5354, top1_acc: 0.4359, top5_acc: 0.7258, loss_cls: 2.2525, loss: 2.2525, grad_norm: 2.4572 2021-12-03 04:10:36,455 - mmaction - INFO - Epoch [31][40/1345] lr: 5.490e-02, eta: 7:55:32, time: 0.603, data_time: 0.001, memory: 5354, top1_acc: 0.4250, top5_acc: 0.7023, loss_cls: 2.3511, loss: 2.3511, grad_norm: 2.5926 2021-12-03 04:10:48,501 - mmaction - INFO - Epoch [31][60/1345] lr: 5.490e-02, eta: 7:55:19, time: 0.602, data_time: 0.001, memory: 5354, top1_acc: 0.4219, top5_acc: 0.7109, loss_cls: 2.3593, loss: 2.3593, grad_norm: 2.5673 2021-12-03 04:11:00,566 - mmaction - INFO - Epoch [31][80/1345] lr: 5.490e-02, eta: 7:55:06, time: 0.603, data_time: 0.001, memory: 5354, top1_acc: 0.4062, top5_acc: 0.6984, loss_cls: 2.3787, loss: 2.3787, grad_norm: 2.6238 2021-12-03 04:11:12,635 - mmaction - INFO - Epoch [31][100/1345] lr: 5.490e-02, eta: 7:54:53, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.4172, top5_acc: 0.7031, loss_cls: 2.3549, loss: 2.3549, grad_norm: 2.5931 2021-12-03 04:11:24,708 - mmaction - INFO - Epoch [31][120/1345] lr: 5.490e-02, eta: 7:54:40, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.4383, top5_acc: 0.7125, loss_cls: 2.3200, loss: 2.3200, grad_norm: 2.5865 2021-12-03 04:11:36,788 - mmaction - INFO - Epoch [31][140/1345] lr: 5.490e-02, eta: 7:54:27, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.4234, top5_acc: 0.6859, loss_cls: 2.3637, loss: 2.3637, grad_norm: 2.6441 2021-12-03 04:11:48,982 - mmaction - INFO - Epoch [31][160/1345] lr: 5.490e-02, eta: 7:54:14, time: 0.610, data_time: 0.000, memory: 5354, top1_acc: 0.4008, top5_acc: 0.6898, loss_cls: 2.4465, loss: 2.4465, grad_norm: 2.5541 2021-12-03 04:12:01,138 - mmaction - INFO - Epoch [31][180/1345] lr: 5.490e-02, eta: 7:54:02, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.4375, top5_acc: 0.7023, loss_cls: 2.3438, loss: 2.3438, grad_norm: 2.4803 2021-12-03 04:12:13,343 - mmaction - INFO - Epoch [31][200/1345] lr: 5.490e-02, eta: 7:53:49, time: 0.610, data_time: 0.000, memory: 5354, top1_acc: 0.4273, top5_acc: 0.7047, loss_cls: 2.3709, loss: 2.3709, grad_norm: 2.5745 2021-12-03 04:12:25,571 - mmaction - INFO - Epoch [31][220/1345] lr: 5.490e-02, eta: 7:53:36, time: 0.611, data_time: 0.000, memory: 5354, top1_acc: 0.4242, top5_acc: 0.7273, loss_cls: 2.3045, loss: 2.3045, grad_norm: 2.5123 2021-12-03 04:12:37,733 - mmaction - INFO - Epoch [31][240/1345] lr: 5.490e-02, eta: 7:53:23, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.4039, top5_acc: 0.6883, loss_cls: 2.4140, loss: 2.4140, grad_norm: 2.6416 2021-12-03 04:12:49,962 - mmaction - INFO - Epoch [31][260/1345] lr: 5.490e-02, eta: 7:53:10, time: 0.611, data_time: 0.000, memory: 5354, top1_acc: 0.3977, top5_acc: 0.6922, loss_cls: 2.4215, loss: 2.4215, grad_norm: 2.6245 2021-12-03 04:13:02,247 - mmaction - INFO - Epoch [31][280/1345] lr: 5.490e-02, eta: 7:52:58, time: 0.614, data_time: 0.001, memory: 5354, top1_acc: 0.4297, top5_acc: 0.7008, loss_cls: 2.3516, loss: 2.3516, grad_norm: 2.5702 2021-12-03 04:13:14,388 - mmaction - INFO - Epoch [31][300/1345] lr: 5.490e-02, eta: 7:52:45, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.4406, top5_acc: 0.7180, loss_cls: 2.2838, loss: 2.2838, grad_norm: 2.6264 2021-12-03 04:13:26,641 - mmaction - INFO - Epoch [31][320/1345] lr: 5.490e-02, eta: 7:52:32, time: 0.613, data_time: 0.000, memory: 5354, top1_acc: 0.4273, top5_acc: 0.7047, loss_cls: 2.3554, loss: 2.3554, grad_norm: 2.6563 2021-12-03 04:13:38,819 - mmaction - INFO - Epoch [31][340/1345] lr: 5.490e-02, eta: 7:52:19, time: 0.609, data_time: 0.000, memory: 5354, top1_acc: 0.4141, top5_acc: 0.6914, loss_cls: 2.4670, loss: 2.4670, grad_norm: 2.7136 2021-12-03 04:13:50,989 - mmaction - INFO - Epoch [31][360/1345] lr: 5.490e-02, eta: 7:52:06, time: 0.609, data_time: 0.000, memory: 5354, top1_acc: 0.4125, top5_acc: 0.6859, loss_cls: 2.4938, loss: 2.4938, grad_norm: 2.6290 2021-12-03 04:14:03,278 - mmaction - INFO - Epoch [31][380/1345] lr: 5.490e-02, eta: 7:51:54, time: 0.614, data_time: 0.000, memory: 5354, top1_acc: 0.3992, top5_acc: 0.7016, loss_cls: 2.4102, loss: 2.4102, grad_norm: 2.6931 2021-12-03 04:14:15,424 - mmaction - INFO - Epoch [31][400/1345] lr: 5.490e-02, eta: 7:51:41, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.4188, top5_acc: 0.6953, loss_cls: 2.3955, loss: 2.3955, grad_norm: 2.5431 2021-12-03 04:14:27,641 - mmaction - INFO - Epoch [31][420/1345] lr: 5.490e-02, eta: 7:51:28, time: 0.611, data_time: 0.000, memory: 5354, top1_acc: 0.4148, top5_acc: 0.6992, loss_cls: 2.4086, loss: 2.4086, grad_norm: 2.5882 2021-12-03 04:14:39,931 - mmaction - INFO - Epoch [31][440/1345] lr: 5.490e-02, eta: 7:51:15, time: 0.614, data_time: 0.000, memory: 5354, top1_acc: 0.4086, top5_acc: 0.7000, loss_cls: 2.4261, loss: 2.4261, grad_norm: 2.6114 2021-12-03 04:14:52,067 - mmaction - INFO - Epoch [31][460/1345] lr: 5.490e-02, eta: 7:51:02, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.4359, top5_acc: 0.7117, loss_cls: 2.3338, loss: 2.3338, grad_norm: 2.5482 2021-12-03 04:15:04,317 - mmaction - INFO - Epoch [31][480/1345] lr: 5.490e-02, eta: 7:50:50, time: 0.613, data_time: 0.000, memory: 5354, top1_acc: 0.4109, top5_acc: 0.6859, loss_cls: 2.4018, loss: 2.4018, grad_norm: 2.5346 2021-12-03 04:15:16,531 - mmaction - INFO - Epoch [31][500/1345] lr: 5.490e-02, eta: 7:50:37, time: 0.611, data_time: 0.000, memory: 5354, top1_acc: 0.4156, top5_acc: 0.7133, loss_cls: 2.3737, loss: 2.3737, grad_norm: 2.5564 2021-12-03 04:15:28,672 - mmaction - INFO - Epoch [31][520/1345] lr: 5.490e-02, eta: 7:50:24, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.4180, top5_acc: 0.6930, loss_cls: 2.3754, loss: 2.3754, grad_norm: 2.5707 2021-12-03 04:15:40,810 - mmaction - INFO - Epoch [31][540/1345] lr: 5.490e-02, eta: 7:50:11, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.4188, top5_acc: 0.7266, loss_cls: 2.2956, loss: 2.2956, grad_norm: 2.5564 2021-12-03 04:15:53,019 - mmaction - INFO - Epoch [31][560/1345] lr: 5.490e-02, eta: 7:49:58, time: 0.610, data_time: 0.000, memory: 5354, top1_acc: 0.3977, top5_acc: 0.6914, loss_cls: 2.4565, loss: 2.4565, grad_norm: 2.7182 2021-12-03 04:16:05,157 - mmaction - INFO - Epoch [31][580/1345] lr: 5.490e-02, eta: 7:49:45, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.4156, top5_acc: 0.7242, loss_cls: 2.3590, loss: 2.3590, grad_norm: 2.6050 2021-12-03 04:16:17,290 - mmaction - INFO - Epoch [31][600/1345] lr: 5.490e-02, eta: 7:49:33, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.3977, top5_acc: 0.6891, loss_cls: 2.4537, loss: 2.4537, grad_norm: 2.6315 2021-12-03 04:16:29,408 - mmaction - INFO - Epoch [31][620/1345] lr: 5.490e-02, eta: 7:49:20, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.4180, top5_acc: 0.6937, loss_cls: 2.3778, loss: 2.3778, grad_norm: 2.5064 2021-12-03 04:16:41,539 - mmaction - INFO - Epoch [31][640/1345] lr: 5.490e-02, eta: 7:49:07, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.4164, top5_acc: 0.7039, loss_cls: 2.3563, loss: 2.3563, grad_norm: 2.6330 2021-12-03 04:16:53,648 - mmaction - INFO - Epoch [31][660/1345] lr: 5.490e-02, eta: 7:48:54, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.4203, top5_acc: 0.7102, loss_cls: 2.3034, loss: 2.3034, grad_norm: 2.6682 2021-12-03 04:17:05,752 - mmaction - INFO - Epoch [31][680/1345] lr: 5.490e-02, eta: 7:48:41, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.4148, top5_acc: 0.6992, loss_cls: 2.4116, loss: 2.4116, grad_norm: 2.6466 2021-12-03 04:17:17,853 - mmaction - INFO - Epoch [31][700/1345] lr: 5.490e-02, eta: 7:48:28, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.4102, top5_acc: 0.6703, loss_cls: 2.4637, loss: 2.4637, grad_norm: 2.5546 2021-12-03 04:17:29,924 - mmaction - INFO - Epoch [31][720/1345] lr: 5.490e-02, eta: 7:48:15, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.4258, top5_acc: 0.6906, loss_cls: 2.3566, loss: 2.3566, grad_norm: 2.5510 2021-12-03 04:17:41,988 - mmaction - INFO - Epoch [31][740/1345] lr: 5.490e-02, eta: 7:48:02, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.4188, top5_acc: 0.7023, loss_cls: 2.3967, loss: 2.3967, grad_norm: 2.5517 2021-12-03 04:17:54,070 - mmaction - INFO - Epoch [31][760/1345] lr: 5.490e-02, eta: 7:47:49, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.4406, top5_acc: 0.6891, loss_cls: 2.3507, loss: 2.3507, grad_norm: 2.6159 2021-12-03 04:18:06,149 - mmaction - INFO - Epoch [31][780/1345] lr: 5.490e-02, eta: 7:47:36, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.4148, top5_acc: 0.7133, loss_cls: 2.3755, loss: 2.3755, grad_norm: 2.6220 2021-12-03 04:18:18,238 - mmaction - INFO - Epoch [31][800/1345] lr: 5.490e-02, eta: 7:47:23, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.4219, top5_acc: 0.7086, loss_cls: 2.3566, loss: 2.3566, grad_norm: 2.5737 2021-12-03 04:18:30,318 - mmaction - INFO - Epoch [31][820/1345] lr: 5.490e-02, eta: 7:47:11, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.4211, top5_acc: 0.7070, loss_cls: 2.3960, loss: 2.3960, grad_norm: 2.6153 2021-12-03 04:18:42,390 - mmaction - INFO - Epoch [31][840/1345] lr: 5.490e-02, eta: 7:46:58, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.4258, top5_acc: 0.7070, loss_cls: 2.3468, loss: 2.3468, grad_norm: 2.6930 2021-12-03 04:18:54,465 - mmaction - INFO - Epoch [31][860/1345] lr: 5.490e-02, eta: 7:46:45, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.4477, top5_acc: 0.7078, loss_cls: 2.2907, loss: 2.2907, grad_norm: 2.6959 2021-12-03 04:19:06,547 - mmaction - INFO - Epoch [31][880/1345] lr: 5.490e-02, eta: 7:46:32, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.4281, top5_acc: 0.6891, loss_cls: 2.3438, loss: 2.3438, grad_norm: 2.5495 2021-12-03 04:19:18,614 - mmaction - INFO - Epoch [31][900/1345] lr: 5.490e-02, eta: 7:46:19, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.4258, top5_acc: 0.7258, loss_cls: 2.2996, loss: 2.2996, grad_norm: 2.4929 2021-12-03 04:19:30,688 - mmaction - INFO - Epoch [31][920/1345] lr: 5.490e-02, eta: 7:46:06, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.4164, top5_acc: 0.6984, loss_cls: 2.3515, loss: 2.3515, grad_norm: 2.6123 2021-12-03 04:19:42,775 - mmaction - INFO - Epoch [31][940/1345] lr: 5.490e-02, eta: 7:45:53, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.4203, top5_acc: 0.6844, loss_cls: 2.4183, loss: 2.4183, grad_norm: 2.5797 2021-12-03 04:19:54,868 - mmaction - INFO - Epoch [31][960/1345] lr: 5.490e-02, eta: 7:45:40, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.4281, top5_acc: 0.7023, loss_cls: 2.3741, loss: 2.3741, grad_norm: 2.6973 2021-12-03 04:20:06,935 - mmaction - INFO - Epoch [31][980/1345] lr: 5.490e-02, eta: 7:45:27, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.4109, top5_acc: 0.6969, loss_cls: 2.4131, loss: 2.4131, grad_norm: 2.5878 2021-12-03 04:20:19,018 - mmaction - INFO - Epoch [31][1000/1345] lr: 5.490e-02, eta: 7:45:14, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.4062, top5_acc: 0.6805, loss_cls: 2.4396, loss: 2.4396, grad_norm: 2.6647 2021-12-03 04:20:31,081 - mmaction - INFO - Epoch [31][1020/1345] lr: 5.490e-02, eta: 7:45:01, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.4133, top5_acc: 0.7000, loss_cls: 2.4093, loss: 2.4093, grad_norm: 2.5841 2021-12-03 04:20:43,154 - mmaction - INFO - Epoch [31][1040/1345] lr: 5.490e-02, eta: 7:44:48, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.4266, top5_acc: 0.7070, loss_cls: 2.3310, loss: 2.3310, grad_norm: 2.6040 2021-12-03 04:20:55,243 - mmaction - INFO - Epoch [31][1060/1345] lr: 5.490e-02, eta: 7:44:35, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.4227, top5_acc: 0.6945, loss_cls: 2.3882, loss: 2.3882, grad_norm: 2.6148 2021-12-03 04:21:07,323 - mmaction - INFO - Epoch [31][1080/1345] lr: 5.490e-02, eta: 7:44:23, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.4117, top5_acc: 0.6836, loss_cls: 2.4724, loss: 2.4724, grad_norm: 2.4863 2021-12-03 04:21:19,407 - mmaction - INFO - Epoch [31][1100/1345] lr: 5.490e-02, eta: 7:44:10, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.4141, top5_acc: 0.7125, loss_cls: 2.3752, loss: 2.3752, grad_norm: 2.5941 2021-12-03 04:21:31,495 - mmaction - INFO - Epoch [31][1120/1345] lr: 5.490e-02, eta: 7:43:57, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.4016, top5_acc: 0.7203, loss_cls: 2.3851, loss: 2.3851, grad_norm: 2.6517 2021-12-03 04:21:43,579 - mmaction - INFO - Epoch [31][1140/1345] lr: 5.490e-02, eta: 7:43:44, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.4242, top5_acc: 0.6813, loss_cls: 2.3907, loss: 2.3907, grad_norm: 2.5915 2021-12-03 04:21:55,686 - mmaction - INFO - Epoch [31][1160/1345] lr: 5.490e-02, eta: 7:43:31, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.4242, top5_acc: 0.7203, loss_cls: 2.2972, loss: 2.2972, grad_norm: 2.5544 2021-12-03 04:22:07,777 - mmaction - INFO - Epoch [31][1180/1345] lr: 5.490e-02, eta: 7:43:18, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.4172, top5_acc: 0.6945, loss_cls: 2.3601, loss: 2.3601, grad_norm: 2.6801 2021-12-03 04:22:19,875 - mmaction - INFO - Epoch [31][1200/1345] lr: 5.490e-02, eta: 7:43:05, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.4219, top5_acc: 0.6875, loss_cls: 2.4128, loss: 2.4128, grad_norm: 2.6041 2021-12-03 04:22:31,972 - mmaction - INFO - Epoch [31][1220/1345] lr: 5.490e-02, eta: 7:42:52, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.4094, top5_acc: 0.6859, loss_cls: 2.4527, loss: 2.4527, grad_norm: 2.5938 2021-12-03 04:22:44,055 - mmaction - INFO - Epoch [31][1240/1345] lr: 5.490e-02, eta: 7:42:39, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.3875, top5_acc: 0.6875, loss_cls: 2.4879, loss: 2.4879, grad_norm: 2.5430 2021-12-03 04:22:56,122 - mmaction - INFO - Epoch [31][1260/1345] lr: 5.490e-02, eta: 7:42:26, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.3992, top5_acc: 0.6805, loss_cls: 2.4437, loss: 2.4437, grad_norm: 2.5945 2021-12-03 04:23:08,194 - mmaction - INFO - Epoch [31][1280/1345] lr: 5.490e-02, eta: 7:42:14, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.4070, top5_acc: 0.6922, loss_cls: 2.4051, loss: 2.4051, grad_norm: 2.5820 2021-12-03 04:23:20,271 - mmaction - INFO - Epoch [31][1300/1345] lr: 5.490e-02, eta: 7:42:01, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.4219, top5_acc: 0.7039, loss_cls: 2.3688, loss: 2.3688, grad_norm: 2.6565 2021-12-03 04:23:32,350 - mmaction - INFO - Epoch [31][1320/1345] lr: 5.490e-02, eta: 7:41:48, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.4016, top5_acc: 0.6906, loss_cls: 2.4494, loss: 2.4494, grad_norm: 2.6081 2021-12-03 04:23:44,429 - mmaction - INFO - Epoch [31][1340/1345] lr: 5.490e-02, eta: 7:41:35, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.4156, top5_acc: 0.6906, loss_cls: 2.4387, loss: 2.4387, grad_norm: 2.4584 2021-12-03 04:24:38,937 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-12-03 04:24:39,108 - mmaction - INFO - top1_acc 0.3362 top5_acc 0.6458 2021-12-03 04:24:39,108 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-12-03 04:24:39,119 - mmaction - INFO - mean_acc 0.3018 2021-12-03 04:24:40,680 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_31.pth. 2021-12-03 04:24:40,680 - mmaction - INFO - Best top1_acc is 0.3362 at 31 epoch. 2021-12-03 04:24:40,696 - mmaction - INFO - Saving checkpoint at 31 epochs 2021-12-03 04:24:41,544 - mmaction - INFO - Epoch(val) [31][181] top1_acc: 0.3362, top5_acc: 0.6458, mean_class_accuracy: 0.3018 2021-12-03 04:25:21,600 - mmaction - INFO - Epoch [32][20/1345] lr: 5.245e-02, eta: 7:41:45, time: 2.002, data_time: 1.390, memory: 5354, top1_acc: 0.4320, top5_acc: 0.7133, loss_cls: 2.2980, loss: 2.2980, grad_norm: 2.5076 2021-12-03 04:25:33,632 - mmaction - INFO - Epoch [32][40/1345] lr: 5.245e-02, eta: 7:41:32, time: 0.602, data_time: 0.001, memory: 5354, top1_acc: 0.4133, top5_acc: 0.7250, loss_cls: 2.3131, loss: 2.3131, grad_norm: 2.5051 2021-12-03 04:25:45,656 - mmaction - INFO - Epoch [32][60/1345] lr: 5.245e-02, eta: 7:41:19, time: 0.601, data_time: 0.001, memory: 5354, top1_acc: 0.4305, top5_acc: 0.7109, loss_cls: 2.3339, loss: 2.3339, grad_norm: 2.6478 2021-12-03 04:25:57,694 - mmaction - INFO - Epoch [32][80/1345] lr: 5.245e-02, eta: 7:41:06, time: 0.602, data_time: 0.001, memory: 5354, top1_acc: 0.4266, top5_acc: 0.7063, loss_cls: 2.3224, loss: 2.3224, grad_norm: 2.5358 2021-12-03 04:26:09,753 - mmaction - INFO - Epoch [32][100/1345] lr: 5.245e-02, eta: 7:40:53, time: 0.603, data_time: 0.001, memory: 5354, top1_acc: 0.4336, top5_acc: 0.7039, loss_cls: 2.3652, loss: 2.3652, grad_norm: 2.5909 2021-12-03 04:26:21,800 - mmaction - INFO - Epoch [32][120/1345] lr: 5.245e-02, eta: 7:40:40, time: 0.602, data_time: 0.000, memory: 5354, top1_acc: 0.4188, top5_acc: 0.6914, loss_cls: 2.4404, loss: 2.4404, grad_norm: 2.6125 2021-12-03 04:26:33,856 - mmaction - INFO - Epoch [32][140/1345] lr: 5.245e-02, eta: 7:40:27, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.4406, top5_acc: 0.7039, loss_cls: 2.3175, loss: 2.3175, grad_norm: 2.5374 2021-12-03 04:26:45,905 - mmaction - INFO - Epoch [32][160/1345] lr: 5.245e-02, eta: 7:40:15, time: 0.602, data_time: 0.000, memory: 5354, top1_acc: 0.4344, top5_acc: 0.7195, loss_cls: 2.2193, loss: 2.2193, grad_norm: 2.6340 2021-12-03 04:26:57,982 - mmaction - INFO - Epoch [32][180/1345] lr: 5.245e-02, eta: 7:40:02, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.4273, top5_acc: 0.7234, loss_cls: 2.3183, loss: 2.3183, grad_norm: 2.6026 2021-12-03 04:27:10,046 - mmaction - INFO - Epoch [32][200/1345] lr: 5.245e-02, eta: 7:39:49, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.4250, top5_acc: 0.6977, loss_cls: 2.3318, loss: 2.3318, grad_norm: 2.6566 2021-12-03 04:27:22,125 - mmaction - INFO - Epoch [32][220/1345] lr: 5.245e-02, eta: 7:39:36, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.4141, top5_acc: 0.6922, loss_cls: 2.3570, loss: 2.3570, grad_norm: 2.6010 2021-12-03 04:27:34,198 - mmaction - INFO - Epoch [32][240/1345] lr: 5.245e-02, eta: 7:39:23, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.4289, top5_acc: 0.6922, loss_cls: 2.3867, loss: 2.3867, grad_norm: 2.5664 2021-12-03 04:27:46,300 - mmaction - INFO - Epoch [32][260/1345] lr: 5.245e-02, eta: 7:39:10, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.4398, top5_acc: 0.7312, loss_cls: 2.2670, loss: 2.2670, grad_norm: 2.5698 2021-12-03 04:27:58,367 - mmaction - INFO - Epoch [32][280/1345] lr: 5.245e-02, eta: 7:38:57, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.4211, top5_acc: 0.6937, loss_cls: 2.3767, loss: 2.3767, grad_norm: 2.5328 2021-12-03 04:28:10,452 - mmaction - INFO - Epoch [32][300/1345] lr: 5.245e-02, eta: 7:38:44, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.4148, top5_acc: 0.6977, loss_cls: 2.3872, loss: 2.3872, grad_norm: 2.5494 2021-12-03 04:28:22,545 - mmaction - INFO - Epoch [32][320/1345] lr: 5.245e-02, eta: 7:38:31, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.4164, top5_acc: 0.7164, loss_cls: 2.3333, loss: 2.3333, grad_norm: 2.6342 2021-12-03 04:28:34,628 - mmaction - INFO - Epoch [32][340/1345] lr: 5.245e-02, eta: 7:38:18, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.4188, top5_acc: 0.7047, loss_cls: 2.3791, loss: 2.3791, grad_norm: 2.6462 2021-12-03 04:28:46,719 - mmaction - INFO - Epoch [32][360/1345] lr: 5.245e-02, eta: 7:38:05, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.4156, top5_acc: 0.7000, loss_cls: 2.4091, loss: 2.4091, grad_norm: 2.6566 2021-12-03 04:28:58,814 - mmaction - INFO - Epoch [32][380/1345] lr: 5.245e-02, eta: 7:37:52, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.4070, top5_acc: 0.6867, loss_cls: 2.4292, loss: 2.4292, grad_norm: 2.6554 2021-12-03 04:29:10,909 - mmaction - INFO - Epoch [32][400/1345] lr: 5.245e-02, eta: 7:37:40, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.4266, top5_acc: 0.7086, loss_cls: 2.3493, loss: 2.3493, grad_norm: 2.6407 2021-12-03 04:29:23,007 - mmaction - INFO - Epoch [32][420/1345] lr: 5.245e-02, eta: 7:37:27, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.4023, top5_acc: 0.6820, loss_cls: 2.4500, loss: 2.4500, grad_norm: 2.5886 2021-12-03 04:29:35,106 - mmaction - INFO - Epoch [32][440/1345] lr: 5.245e-02, eta: 7:37:14, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.4359, top5_acc: 0.7203, loss_cls: 2.2788, loss: 2.2788, grad_norm: 2.5688 2021-12-03 04:29:47,202 - mmaction - INFO - Epoch [32][460/1345] lr: 5.245e-02, eta: 7:37:01, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.4469, top5_acc: 0.7289, loss_cls: 2.2342, loss: 2.2342, grad_norm: 2.4681 2021-12-03 04:29:59,304 - mmaction - INFO - Epoch [32][480/1345] lr: 5.245e-02, eta: 7:36:48, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.4172, top5_acc: 0.7016, loss_cls: 2.4167, loss: 2.4167, grad_norm: 2.6682 2021-12-03 04:30:11,407 - mmaction - INFO - Epoch [32][500/1345] lr: 5.245e-02, eta: 7:36:35, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.4461, top5_acc: 0.7180, loss_cls: 2.3088, loss: 2.3088, grad_norm: 2.6072 2021-12-03 04:30:23,500 - mmaction - INFO - Epoch [32][520/1345] lr: 5.245e-02, eta: 7:36:22, time: 0.605, data_time: 0.001, memory: 5354, top1_acc: 0.4328, top5_acc: 0.7148, loss_cls: 2.3377, loss: 2.3377, grad_norm: 2.5884 2021-12-03 04:30:35,601 - mmaction - INFO - Epoch [32][540/1345] lr: 5.245e-02, eta: 7:36:09, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.4352, top5_acc: 0.7250, loss_cls: 2.2862, loss: 2.2862, grad_norm: 2.6203 2021-12-03 04:30:47,703 - mmaction - INFO - Epoch [32][560/1345] lr: 5.245e-02, eta: 7:35:56, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.4211, top5_acc: 0.7156, loss_cls: 2.3311, loss: 2.3311, grad_norm: 2.6259 2021-12-03 04:30:59,792 - mmaction - INFO - Epoch [32][580/1345] lr: 5.245e-02, eta: 7:35:44, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.4406, top5_acc: 0.7086, loss_cls: 2.3667, loss: 2.3667, grad_norm: 2.6535 2021-12-03 04:31:11,895 - mmaction - INFO - Epoch [32][600/1345] lr: 5.245e-02, eta: 7:35:31, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.4578, top5_acc: 0.7234, loss_cls: 2.2780, loss: 2.2780, grad_norm: 2.5981 2021-12-03 04:31:23,984 - mmaction - INFO - Epoch [32][620/1345] lr: 5.245e-02, eta: 7:35:18, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.4453, top5_acc: 0.7359, loss_cls: 2.2289, loss: 2.2289, grad_norm: 2.5565 2021-12-03 04:31:36,108 - mmaction - INFO - Epoch [32][640/1345] lr: 5.245e-02, eta: 7:35:05, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.4406, top5_acc: 0.7203, loss_cls: 2.2655, loss: 2.2655, grad_norm: 2.6649 2021-12-03 04:31:48,215 - mmaction - INFO - Epoch [32][660/1345] lr: 5.245e-02, eta: 7:34:52, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.4297, top5_acc: 0.7070, loss_cls: 2.3673, loss: 2.3673, grad_norm: 2.7629 2021-12-03 04:32:00,323 - mmaction - INFO - Epoch [32][680/1345] lr: 5.245e-02, eta: 7:34:39, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.4055, top5_acc: 0.6922, loss_cls: 2.4279, loss: 2.4279, grad_norm: 2.5929 2021-12-03 04:32:12,429 - mmaction - INFO - Epoch [32][700/1345] lr: 5.245e-02, eta: 7:34:26, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.4383, top5_acc: 0.7258, loss_cls: 2.2408, loss: 2.2408, grad_norm: 2.6129 2021-12-03 04:32:24,524 - mmaction - INFO - Epoch [32][720/1345] lr: 5.245e-02, eta: 7:34:13, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.4188, top5_acc: 0.7070, loss_cls: 2.3351, loss: 2.3351, grad_norm: 2.6709 2021-12-03 04:32:36,629 - mmaction - INFO - Epoch [32][740/1345] lr: 5.245e-02, eta: 7:34:01, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.4352, top5_acc: 0.7086, loss_cls: 2.3137, loss: 2.3137, grad_norm: 2.6145 2021-12-03 04:32:48,750 - mmaction - INFO - Epoch [32][760/1345] lr: 5.245e-02, eta: 7:33:48, time: 0.606, data_time: 0.001, memory: 5354, top1_acc: 0.4242, top5_acc: 0.7141, loss_cls: 2.3630, loss: 2.3630, grad_norm: 2.6708 2021-12-03 04:33:00,868 - mmaction - INFO - Epoch [32][780/1345] lr: 5.245e-02, eta: 7:33:35, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.4250, top5_acc: 0.6984, loss_cls: 2.3435, loss: 2.3435, grad_norm: 2.5703 2021-12-03 04:33:12,991 - mmaction - INFO - Epoch [32][800/1345] lr: 5.245e-02, eta: 7:33:22, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.4141, top5_acc: 0.7109, loss_cls: 2.3486, loss: 2.3486, grad_norm: 2.5957 2021-12-03 04:33:25,176 - mmaction - INFO - Epoch [32][820/1345] lr: 5.245e-02, eta: 7:33:09, time: 0.609, data_time: 0.000, memory: 5354, top1_acc: 0.4344, top5_acc: 0.7195, loss_cls: 2.2762, loss: 2.2762, grad_norm: 2.5645 2021-12-03 04:33:37,324 - mmaction - INFO - Epoch [32][840/1345] lr: 5.245e-02, eta: 7:32:56, time: 0.607, data_time: 0.001, memory: 5354, top1_acc: 0.4117, top5_acc: 0.7141, loss_cls: 2.3764, loss: 2.3764, grad_norm: 2.7426 2021-12-03 04:33:49,482 - mmaction - INFO - Epoch [32][860/1345] lr: 5.245e-02, eta: 7:32:44, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.4336, top5_acc: 0.7258, loss_cls: 2.3144, loss: 2.3144, grad_norm: 2.6492 2021-12-03 04:34:01,638 - mmaction - INFO - Epoch [32][880/1345] lr: 5.245e-02, eta: 7:32:31, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.4344, top5_acc: 0.7039, loss_cls: 2.4027, loss: 2.4027, grad_norm: 2.6797 2021-12-03 04:34:13,888 - mmaction - INFO - Epoch [32][900/1345] lr: 5.245e-02, eta: 7:32:18, time: 0.612, data_time: 0.000, memory: 5354, top1_acc: 0.4336, top5_acc: 0.6945, loss_cls: 2.3295, loss: 2.3295, grad_norm: 2.6112 2021-12-03 04:34:26,177 - mmaction - INFO - Epoch [32][920/1345] lr: 5.245e-02, eta: 7:32:05, time: 0.614, data_time: 0.001, memory: 5354, top1_acc: 0.4352, top5_acc: 0.6945, loss_cls: 2.4260, loss: 2.4260, grad_norm: 2.6751 2021-12-03 04:34:38,305 - mmaction - INFO - Epoch [32][940/1345] lr: 5.245e-02, eta: 7:31:53, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.4211, top5_acc: 0.6953, loss_cls: 2.3751, loss: 2.3751, grad_norm: 2.6806 2021-12-03 04:34:50,555 - mmaction - INFO - Epoch [32][960/1345] lr: 5.245e-02, eta: 7:31:40, time: 0.613, data_time: 0.000, memory: 5354, top1_acc: 0.4094, top5_acc: 0.6898, loss_cls: 2.4709, loss: 2.4709, grad_norm: 2.6742 2021-12-03 04:35:02,700 - mmaction - INFO - Epoch [32][980/1345] lr: 5.245e-02, eta: 7:31:27, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.3930, top5_acc: 0.6867, loss_cls: 2.4702, loss: 2.4702, grad_norm: 2.6893 2021-12-03 04:35:14,937 - mmaction - INFO - Epoch [32][1000/1345] lr: 5.245e-02, eta: 7:31:14, time: 0.612, data_time: 0.000, memory: 5354, top1_acc: 0.4320, top5_acc: 0.7203, loss_cls: 2.3551, loss: 2.3551, grad_norm: 2.6233 2021-12-03 04:35:27,088 - mmaction - INFO - Epoch [32][1020/1345] lr: 5.245e-02, eta: 7:31:01, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.4125, top5_acc: 0.7063, loss_cls: 2.3746, loss: 2.3746, grad_norm: 2.5668 2021-12-03 04:35:39,309 - mmaction - INFO - Epoch [32][1040/1345] lr: 5.245e-02, eta: 7:30:49, time: 0.611, data_time: 0.001, memory: 5354, top1_acc: 0.4102, top5_acc: 0.7047, loss_cls: 2.3591, loss: 2.3591, grad_norm: 2.7098 2021-12-03 04:35:51,529 - mmaction - INFO - Epoch [32][1060/1345] lr: 5.245e-02, eta: 7:30:36, time: 0.611, data_time: 0.001, memory: 5354, top1_acc: 0.4094, top5_acc: 0.7008, loss_cls: 2.4034, loss: 2.4034, grad_norm: 2.6329 2021-12-03 04:36:03,694 - mmaction - INFO - Epoch [32][1080/1345] lr: 5.245e-02, eta: 7:30:23, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.4164, top5_acc: 0.6945, loss_cls: 2.4012, loss: 2.4012, grad_norm: 2.6347 2021-12-03 04:36:15,935 - mmaction - INFO - Epoch [32][1100/1345] lr: 5.245e-02, eta: 7:30:10, time: 0.612, data_time: 0.000, memory: 5354, top1_acc: 0.4273, top5_acc: 0.7078, loss_cls: 2.3250, loss: 2.3250, grad_norm: 2.6797 2021-12-03 04:36:28,162 - mmaction - INFO - Epoch [32][1120/1345] lr: 5.245e-02, eta: 7:29:58, time: 0.611, data_time: 0.000, memory: 5354, top1_acc: 0.4117, top5_acc: 0.6687, loss_cls: 2.4591, loss: 2.4591, grad_norm: 2.6518 2021-12-03 04:36:40,325 - mmaction - INFO - Epoch [32][1140/1345] lr: 5.245e-02, eta: 7:29:45, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.4148, top5_acc: 0.7023, loss_cls: 2.3813, loss: 2.3813, grad_norm: 2.5251 2021-12-03 04:36:52,548 - mmaction - INFO - Epoch [32][1160/1345] lr: 5.245e-02, eta: 7:29:32, time: 0.611, data_time: 0.000, memory: 5354, top1_acc: 0.4211, top5_acc: 0.7094, loss_cls: 2.3681, loss: 2.3681, grad_norm: 2.6319 2021-12-03 04:37:04,694 - mmaction - INFO - Epoch [32][1180/1345] lr: 5.245e-02, eta: 7:29:19, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.4336, top5_acc: 0.7039, loss_cls: 2.3866, loss: 2.3866, grad_norm: 2.6129 2021-12-03 04:37:16,920 - mmaction - INFO - Epoch [32][1200/1345] lr: 5.245e-02, eta: 7:29:07, time: 0.611, data_time: 0.000, memory: 5354, top1_acc: 0.4086, top5_acc: 0.7047, loss_cls: 2.4283, loss: 2.4283, grad_norm: 2.6787 2021-12-03 04:37:29,095 - mmaction - INFO - Epoch [32][1220/1345] lr: 5.245e-02, eta: 7:28:54, time: 0.609, data_time: 0.000, memory: 5354, top1_acc: 0.4359, top5_acc: 0.7148, loss_cls: 2.3042, loss: 2.3042, grad_norm: 2.5718 2021-12-03 04:37:41,265 - mmaction - INFO - Epoch [32][1240/1345] lr: 5.245e-02, eta: 7:28:41, time: 0.609, data_time: 0.000, memory: 5354, top1_acc: 0.4078, top5_acc: 0.7000, loss_cls: 2.4181, loss: 2.4181, grad_norm: 2.6108 2021-12-03 04:37:53,452 - mmaction - INFO - Epoch [32][1260/1345] lr: 5.245e-02, eta: 7:28:28, time: 0.609, data_time: 0.000, memory: 5354, top1_acc: 0.4328, top5_acc: 0.7070, loss_cls: 2.3505, loss: 2.3505, grad_norm: 2.7243 2021-12-03 04:38:05,698 - mmaction - INFO - Epoch [32][1280/1345] lr: 5.245e-02, eta: 7:28:16, time: 0.612, data_time: 0.000, memory: 5354, top1_acc: 0.4195, top5_acc: 0.6930, loss_cls: 2.4075, loss: 2.4075, grad_norm: 2.5675 2021-12-03 04:38:17,848 - mmaction - INFO - Epoch [32][1300/1345] lr: 5.245e-02, eta: 7:28:03, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.4297, top5_acc: 0.7023, loss_cls: 2.3292, loss: 2.3292, grad_norm: 2.5876 2021-12-03 04:38:30,112 - mmaction - INFO - Epoch [32][1320/1345] lr: 5.245e-02, eta: 7:27:50, time: 0.613, data_time: 0.000, memory: 5354, top1_acc: 0.4172, top5_acc: 0.7070, loss_cls: 2.3444, loss: 2.3444, grad_norm: 2.6497 2021-12-03 04:38:42,334 - mmaction - INFO - Epoch [32][1340/1345] lr: 5.245e-02, eta: 7:27:37, time: 0.611, data_time: 0.000, memory: 5354, top1_acc: 0.4305, top5_acc: 0.7000, loss_cls: 2.3383, loss: 2.3383, grad_norm: 2.6360 2021-12-03 04:39:39,558 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-12-03 04:39:39,712 - mmaction - INFO - top1_acc 0.3376 top5_acc 0.6518 2021-12-03 04:39:39,712 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-12-03 04:39:39,722 - mmaction - INFO - mean_acc 0.3059 2021-12-03 04:39:40,510 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_32.pth. 2021-12-03 04:39:40,510 - mmaction - INFO - Best top1_acc is 0.3376 at 32 epoch. 2021-12-03 04:39:40,527 - mmaction - INFO - Saving checkpoint at 32 epochs 2021-12-03 04:39:41,768 - mmaction - INFO - Epoch(val) [32][181] top1_acc: 0.3376, top5_acc: 0.6518, mean_class_accuracy: 0.3059 2021-12-03 04:40:21,537 - mmaction - INFO - Epoch [33][20/1345] lr: 5.000e-02, eta: 7:27:46, time: 1.988, data_time: 1.360, memory: 5354, top1_acc: 0.4141, top5_acc: 0.7016, loss_cls: 2.3577, loss: 2.3577, grad_norm: 2.6493 2021-12-03 04:40:33,555 - mmaction - INFO - Epoch [33][40/1345] lr: 5.000e-02, eta: 7:27:33, time: 0.601, data_time: 0.001, memory: 5354, top1_acc: 0.4422, top5_acc: 0.7188, loss_cls: 2.2638, loss: 2.2638, grad_norm: 2.5957 2021-12-03 04:40:45,589 - mmaction - INFO - Epoch [33][60/1345] lr: 5.000e-02, eta: 7:27:20, time: 0.602, data_time: 0.001, memory: 5354, top1_acc: 0.4602, top5_acc: 0.7539, loss_cls: 2.1366, loss: 2.1366, grad_norm: 2.6485 2021-12-03 04:40:57,625 - mmaction - INFO - Epoch [33][80/1345] lr: 5.000e-02, eta: 7:27:07, time: 0.602, data_time: 0.000, memory: 5354, top1_acc: 0.4148, top5_acc: 0.7164, loss_cls: 2.2940, loss: 2.2940, grad_norm: 2.7939 2021-12-03 04:41:09,683 - mmaction - INFO - Epoch [33][100/1345] lr: 5.000e-02, eta: 7:26:54, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.4313, top5_acc: 0.7188, loss_cls: 2.3113, loss: 2.3113, grad_norm: 2.6711 2021-12-03 04:41:21,755 - mmaction - INFO - Epoch [33][120/1345] lr: 5.000e-02, eta: 7:26:41, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.4305, top5_acc: 0.7203, loss_cls: 2.2883, loss: 2.2883, grad_norm: 2.7218 2021-12-03 04:41:33,840 - mmaction - INFO - Epoch [33][140/1345] lr: 5.000e-02, eta: 7:26:28, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.4242, top5_acc: 0.7070, loss_cls: 2.3771, loss: 2.3771, grad_norm: 2.6234 2021-12-03 04:41:45,938 - mmaction - INFO - Epoch [33][160/1345] lr: 5.000e-02, eta: 7:26:15, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.4367, top5_acc: 0.7234, loss_cls: 2.2455, loss: 2.2455, grad_norm: 2.6882 2021-12-03 04:41:58,022 - mmaction - INFO - Epoch [33][180/1345] lr: 5.000e-02, eta: 7:26:02, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.4461, top5_acc: 0.7156, loss_cls: 2.2603, loss: 2.2603, grad_norm: 2.7270 2021-12-03 04:42:10,139 - mmaction - INFO - Epoch [33][200/1345] lr: 5.000e-02, eta: 7:25:50, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.4359, top5_acc: 0.7039, loss_cls: 2.2982, loss: 2.2982, grad_norm: 2.7490 2021-12-03 04:42:22,276 - mmaction - INFO - Epoch [33][220/1345] lr: 5.000e-02, eta: 7:25:37, time: 0.607, data_time: 0.001, memory: 5354, top1_acc: 0.4352, top5_acc: 0.7133, loss_cls: 2.2553, loss: 2.2553, grad_norm: 2.7273 2021-12-03 04:42:34,413 - mmaction - INFO - Epoch [33][240/1345] lr: 5.000e-02, eta: 7:25:24, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.4430, top5_acc: 0.7047, loss_cls: 2.2613, loss: 2.2613, grad_norm: 2.5568 2021-12-03 04:42:46,557 - mmaction - INFO - Epoch [33][260/1345] lr: 5.000e-02, eta: 7:25:11, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.4273, top5_acc: 0.6914, loss_cls: 2.3942, loss: 2.3942, grad_norm: 2.6816 2021-12-03 04:42:58,675 - mmaction - INFO - Epoch [33][280/1345] lr: 5.000e-02, eta: 7:24:58, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.4281, top5_acc: 0.6945, loss_cls: 2.3416, loss: 2.3416, grad_norm: 2.6945 2021-12-03 04:43:10,791 - mmaction - INFO - Epoch [33][300/1345] lr: 5.000e-02, eta: 7:24:45, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.4195, top5_acc: 0.7063, loss_cls: 2.3662, loss: 2.3662, grad_norm: 2.6379 2021-12-03 04:43:22,897 - mmaction - INFO - Epoch [33][320/1345] lr: 5.000e-02, eta: 7:24:33, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.4422, top5_acc: 0.7242, loss_cls: 2.2553, loss: 2.2553, grad_norm: 2.6436 2021-12-03 04:43:34,982 - mmaction - INFO - Epoch [33][340/1345] lr: 5.000e-02, eta: 7:24:20, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.4289, top5_acc: 0.7125, loss_cls: 2.3156, loss: 2.3156, grad_norm: 2.6379 2021-12-03 04:43:47,094 - mmaction - INFO - Epoch [33][360/1345] lr: 5.000e-02, eta: 7:24:07, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.4437, top5_acc: 0.7031, loss_cls: 2.3235, loss: 2.3235, grad_norm: 2.6821 2021-12-03 04:43:59,174 - mmaction - INFO - Epoch [33][380/1345] lr: 5.000e-02, eta: 7:23:54, time: 0.604, data_time: 0.001, memory: 5354, top1_acc: 0.4320, top5_acc: 0.7172, loss_cls: 2.3021, loss: 2.3021, grad_norm: 2.6543 2021-12-03 04:44:11,260 - mmaction - INFO - Epoch [33][400/1345] lr: 5.000e-02, eta: 7:23:41, time: 0.605, data_time: 0.001, memory: 5354, top1_acc: 0.4320, top5_acc: 0.7023, loss_cls: 2.3592, loss: 2.3592, grad_norm: 2.6502 2021-12-03 04:44:23,331 - mmaction - INFO - Epoch [33][420/1345] lr: 5.000e-02, eta: 7:23:28, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.4359, top5_acc: 0.7195, loss_cls: 2.2606, loss: 2.2606, grad_norm: 2.7022 2021-12-03 04:44:35,398 - mmaction - INFO - Epoch [33][440/1345] lr: 5.000e-02, eta: 7:23:15, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.4336, top5_acc: 0.7211, loss_cls: 2.3004, loss: 2.3004, grad_norm: 2.6351 2021-12-03 04:44:47,485 - mmaction - INFO - Epoch [33][460/1345] lr: 5.000e-02, eta: 7:23:02, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.4453, top5_acc: 0.7359, loss_cls: 2.2062, loss: 2.2062, grad_norm: 2.6873 2021-12-03 04:44:59,577 - mmaction - INFO - Epoch [33][480/1345] lr: 5.000e-02, eta: 7:22:50, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.4133, top5_acc: 0.7031, loss_cls: 2.3516, loss: 2.3516, grad_norm: 2.7783 2021-12-03 04:45:11,649 - mmaction - INFO - Epoch [33][500/1345] lr: 5.000e-02, eta: 7:22:37, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.4273, top5_acc: 0.7008, loss_cls: 2.2729, loss: 2.2729, grad_norm: 2.6461 2021-12-03 04:45:23,734 - mmaction - INFO - Epoch [33][520/1345] lr: 5.000e-02, eta: 7:22:24, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.4227, top5_acc: 0.7047, loss_cls: 2.3401, loss: 2.3401, grad_norm: 2.6890 2021-12-03 04:45:35,816 - mmaction - INFO - Epoch [33][540/1345] lr: 5.000e-02, eta: 7:22:11, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.4477, top5_acc: 0.7125, loss_cls: 2.2758, loss: 2.2758, grad_norm: 2.6485 2021-12-03 04:45:47,899 - mmaction - INFO - Epoch [33][560/1345] lr: 5.000e-02, eta: 7:21:58, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.4336, top5_acc: 0.7266, loss_cls: 2.2408, loss: 2.2408, grad_norm: 2.6624 2021-12-03 04:45:59,975 - mmaction - INFO - Epoch [33][580/1345] lr: 5.000e-02, eta: 7:21:45, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.4078, top5_acc: 0.6898, loss_cls: 2.3743, loss: 2.3743, grad_norm: 2.7056 2021-12-03 04:46:12,060 - mmaction - INFO - Epoch [33][600/1345] lr: 5.000e-02, eta: 7:21:32, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.4320, top5_acc: 0.7016, loss_cls: 2.3412, loss: 2.3412, grad_norm: 2.5412 2021-12-03 04:46:24,142 - mmaction - INFO - Epoch [33][620/1345] lr: 5.000e-02, eta: 7:21:19, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.4531, top5_acc: 0.7164, loss_cls: 2.2769, loss: 2.2769, grad_norm: 2.7117 2021-12-03 04:46:36,246 - mmaction - INFO - Epoch [33][640/1345] lr: 5.000e-02, eta: 7:21:07, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.4141, top5_acc: 0.6906, loss_cls: 2.3747, loss: 2.3747, grad_norm: 2.6789 2021-12-03 04:46:48,401 - mmaction - INFO - Epoch [33][660/1345] lr: 5.000e-02, eta: 7:20:54, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.4305, top5_acc: 0.7047, loss_cls: 2.3622, loss: 2.3622, grad_norm: 2.6237 2021-12-03 04:47:00,518 - mmaction - INFO - Epoch [33][680/1345] lr: 5.000e-02, eta: 7:20:41, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.4453, top5_acc: 0.7516, loss_cls: 2.1399, loss: 2.1399, grad_norm: 2.6162 2021-12-03 04:47:12,624 - mmaction - INFO - Epoch [33][700/1345] lr: 5.000e-02, eta: 7:20:28, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.4117, top5_acc: 0.7078, loss_cls: 2.3748, loss: 2.3748, grad_norm: 2.8194 2021-12-03 04:47:24,773 - mmaction - INFO - Epoch [33][720/1345] lr: 5.000e-02, eta: 7:20:15, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.4289, top5_acc: 0.7109, loss_cls: 2.3329, loss: 2.3329, grad_norm: 2.7136 2021-12-03 04:47:36,925 - mmaction - INFO - Epoch [33][740/1345] lr: 5.000e-02, eta: 7:20:02, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.4078, top5_acc: 0.6945, loss_cls: 2.4260, loss: 2.4260, grad_norm: 2.6512 2021-12-03 04:47:49,057 - mmaction - INFO - Epoch [33][760/1345] lr: 5.000e-02, eta: 7:19:50, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.4055, top5_acc: 0.7023, loss_cls: 2.3577, loss: 2.3577, grad_norm: 2.6723 2021-12-03 04:48:01,226 - mmaction - INFO - Epoch [33][780/1345] lr: 5.000e-02, eta: 7:19:37, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.4469, top5_acc: 0.7109, loss_cls: 2.2920, loss: 2.2920, grad_norm: 2.6905 2021-12-03 04:48:13,391 - mmaction - INFO - Epoch [33][800/1345] lr: 5.000e-02, eta: 7:19:24, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.4398, top5_acc: 0.7086, loss_cls: 2.2983, loss: 2.2983, grad_norm: 2.6674 2021-12-03 04:48:25,613 - mmaction - INFO - Epoch [33][820/1345] lr: 5.000e-02, eta: 7:19:11, time: 0.611, data_time: 0.000, memory: 5354, top1_acc: 0.4422, top5_acc: 0.7031, loss_cls: 2.3218, loss: 2.3218, grad_norm: 2.7123 2021-12-03 04:48:37,790 - mmaction - INFO - Epoch [33][840/1345] lr: 5.000e-02, eta: 7:18:58, time: 0.609, data_time: 0.000, memory: 5354, top1_acc: 0.4273, top5_acc: 0.6977, loss_cls: 2.3712, loss: 2.3712, grad_norm: 2.6864 2021-12-03 04:48:49,911 - mmaction - INFO - Epoch [33][860/1345] lr: 5.000e-02, eta: 7:18:46, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.4398, top5_acc: 0.7180, loss_cls: 2.3271, loss: 2.3271, grad_norm: 2.6387 2021-12-03 04:49:02,106 - mmaction - INFO - Epoch [33][880/1345] lr: 5.000e-02, eta: 7:18:33, time: 0.610, data_time: 0.000, memory: 5354, top1_acc: 0.4477, top5_acc: 0.7211, loss_cls: 2.2525, loss: 2.2525, grad_norm: 2.7696 2021-12-03 04:49:14,248 - mmaction - INFO - Epoch [33][900/1345] lr: 5.000e-02, eta: 7:18:20, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.4055, top5_acc: 0.7039, loss_cls: 2.3809, loss: 2.3809, grad_norm: 2.6541 2021-12-03 04:49:26,452 - mmaction - INFO - Epoch [33][920/1345] lr: 5.000e-02, eta: 7:18:07, time: 0.610, data_time: 0.000, memory: 5354, top1_acc: 0.4266, top5_acc: 0.7133, loss_cls: 2.2564, loss: 2.2564, grad_norm: 2.5800 2021-12-03 04:49:38,616 - mmaction - INFO - Epoch [33][940/1345] lr: 5.000e-02, eta: 7:17:55, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.4266, top5_acc: 0.7195, loss_cls: 2.3302, loss: 2.3302, grad_norm: 2.7269 2021-12-03 04:49:50,876 - mmaction - INFO - Epoch [33][960/1345] lr: 5.000e-02, eta: 7:17:42, time: 0.613, data_time: 0.000, memory: 5354, top1_acc: 0.4461, top5_acc: 0.6961, loss_cls: 2.3317, loss: 2.3317, grad_norm: 2.6973 2021-12-03 04:50:03,073 - mmaction - INFO - Epoch [33][980/1345] lr: 5.000e-02, eta: 7:17:29, time: 0.610, data_time: 0.000, memory: 5354, top1_acc: 0.4258, top5_acc: 0.7031, loss_cls: 2.3580, loss: 2.3580, grad_norm: 2.7169 2021-12-03 04:50:15,262 - mmaction - INFO - Epoch [33][1000/1345] lr: 5.000e-02, eta: 7:17:16, time: 0.609, data_time: 0.000, memory: 5354, top1_acc: 0.4367, top5_acc: 0.7250, loss_cls: 2.2177, loss: 2.2177, grad_norm: 2.6968 2021-12-03 04:50:27,470 - mmaction - INFO - Epoch [33][1020/1345] lr: 5.000e-02, eta: 7:17:04, time: 0.610, data_time: 0.000, memory: 5354, top1_acc: 0.4305, top5_acc: 0.7117, loss_cls: 2.3189, loss: 2.3189, grad_norm: 2.7775 2021-12-03 04:50:39,645 - mmaction - INFO - Epoch [33][1040/1345] lr: 5.000e-02, eta: 7:16:51, time: 0.609, data_time: 0.000, memory: 5354, top1_acc: 0.4148, top5_acc: 0.6945, loss_cls: 2.3903, loss: 2.3903, grad_norm: 2.7552 2021-12-03 04:50:51,914 - mmaction - INFO - Epoch [33][1060/1345] lr: 5.000e-02, eta: 7:16:38, time: 0.613, data_time: 0.000, memory: 5354, top1_acc: 0.4125, top5_acc: 0.7086, loss_cls: 2.3448, loss: 2.3448, grad_norm: 2.6564 2021-12-03 04:51:04,164 - mmaction - INFO - Epoch [33][1080/1345] lr: 5.000e-02, eta: 7:16:25, time: 0.612, data_time: 0.000, memory: 5354, top1_acc: 0.4250, top5_acc: 0.7016, loss_cls: 2.3404, loss: 2.3404, grad_norm: 2.7222 2021-12-03 04:51:16,325 - mmaction - INFO - Epoch [33][1100/1345] lr: 5.000e-02, eta: 7:16:13, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.4227, top5_acc: 0.6781, loss_cls: 2.3765, loss: 2.3765, grad_norm: 2.6908 2021-12-03 04:51:28,557 - mmaction - INFO - Epoch [33][1120/1345] lr: 5.000e-02, eta: 7:16:00, time: 0.612, data_time: 0.000, memory: 5354, top1_acc: 0.4062, top5_acc: 0.6984, loss_cls: 2.3800, loss: 2.3800, grad_norm: 2.6797 2021-12-03 04:51:40,755 - mmaction - INFO - Epoch [33][1140/1345] lr: 5.000e-02, eta: 7:15:47, time: 0.610, data_time: 0.000, memory: 5354, top1_acc: 0.4328, top5_acc: 0.7203, loss_cls: 2.2915, loss: 2.2915, grad_norm: 2.6296 2021-12-03 04:51:52,951 - mmaction - INFO - Epoch [33][1160/1345] lr: 5.000e-02, eta: 7:15:34, time: 0.610, data_time: 0.000, memory: 5354, top1_acc: 0.4016, top5_acc: 0.6937, loss_cls: 2.3771, loss: 2.3771, grad_norm: 2.6853 2021-12-03 04:52:05,199 - mmaction - INFO - Epoch [33][1180/1345] lr: 5.000e-02, eta: 7:15:22, time: 0.613, data_time: 0.001, memory: 5354, top1_acc: 0.4234, top5_acc: 0.6984, loss_cls: 2.4212, loss: 2.4212, grad_norm: 2.7367 2021-12-03 04:52:17,367 - mmaction - INFO - Epoch [33][1200/1345] lr: 5.000e-02, eta: 7:15:09, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.4352, top5_acc: 0.7133, loss_cls: 2.2881, loss: 2.2881, grad_norm: 2.6206 2021-12-03 04:52:29,579 - mmaction - INFO - Epoch [33][1220/1345] lr: 5.000e-02, eta: 7:14:56, time: 0.611, data_time: 0.000, memory: 5354, top1_acc: 0.4336, top5_acc: 0.7008, loss_cls: 2.3338, loss: 2.3338, grad_norm: 2.7188 2021-12-03 04:52:41,836 - mmaction - INFO - Epoch [33][1240/1345] lr: 5.000e-02, eta: 7:14:44, time: 0.613, data_time: 0.000, memory: 5354, top1_acc: 0.4359, top5_acc: 0.7078, loss_cls: 2.3183, loss: 2.3183, grad_norm: 2.6709 2021-12-03 04:52:54,073 - mmaction - INFO - Epoch [33][1260/1345] lr: 5.000e-02, eta: 7:14:31, time: 0.612, data_time: 0.000, memory: 5354, top1_acc: 0.3992, top5_acc: 0.6805, loss_cls: 2.4743, loss: 2.4743, grad_norm: 2.7995 2021-12-03 04:53:06,288 - mmaction - INFO - Epoch [33][1280/1345] lr: 5.000e-02, eta: 7:14:18, time: 0.611, data_time: 0.000, memory: 5354, top1_acc: 0.4445, top5_acc: 0.6961, loss_cls: 2.3536, loss: 2.3536, grad_norm: 2.5781 2021-12-03 04:53:18,556 - mmaction - INFO - Epoch [33][1300/1345] lr: 5.000e-02, eta: 7:14:05, time: 0.613, data_time: 0.000, memory: 5354, top1_acc: 0.4250, top5_acc: 0.7016, loss_cls: 2.3619, loss: 2.3619, grad_norm: 2.5561 2021-12-03 04:53:30,811 - mmaction - INFO - Epoch [33][1320/1345] lr: 5.000e-02, eta: 7:13:53, time: 0.613, data_time: 0.000, memory: 5354, top1_acc: 0.4328, top5_acc: 0.7180, loss_cls: 2.3137, loss: 2.3137, grad_norm: 2.5785 2021-12-03 04:53:43,021 - mmaction - INFO - Epoch [33][1340/1345] lr: 5.000e-02, eta: 7:13:40, time: 0.611, data_time: 0.000, memory: 5354, top1_acc: 0.4305, top5_acc: 0.7211, loss_cls: 2.3418, loss: 2.3418, grad_norm: 2.8054 2021-12-03 04:54:39,673 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-12-03 04:54:39,825 - mmaction - INFO - top1_acc 0.3238 top5_acc 0.6410 2021-12-03 04:54:39,826 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-12-03 04:54:39,835 - mmaction - INFO - mean_acc 0.2933 2021-12-03 04:54:39,837 - mmaction - INFO - Saving checkpoint at 33 epochs 2021-12-03 04:54:40,938 - mmaction - INFO - Epoch(val) [33][181] top1_acc: 0.3238, top5_acc: 0.6410, mean_class_accuracy: 0.2933 2021-12-03 04:55:20,552 - mmaction - INFO - Epoch [34][20/1345] lr: 4.755e-02, eta: 7:13:47, time: 1.980, data_time: 1.376, memory: 5354, top1_acc: 0.4352, top5_acc: 0.7125, loss_cls: 2.3968, loss: 2.3968, grad_norm: 2.5812 2021-12-03 04:55:32,584 - mmaction - INFO - Epoch [34][40/1345] lr: 4.755e-02, eta: 7:13:34, time: 0.602, data_time: 0.001, memory: 5354, top1_acc: 0.4398, top5_acc: 0.7305, loss_cls: 2.2426, loss: 2.2426, grad_norm: 2.6313 2021-12-03 04:55:44,645 - mmaction - INFO - Epoch [34][60/1345] lr: 4.755e-02, eta: 7:13:21, time: 0.603, data_time: 0.001, memory: 5354, top1_acc: 0.4656, top5_acc: 0.7297, loss_cls: 2.1736, loss: 2.1736, grad_norm: 2.5404 2021-12-03 04:55:56,694 - mmaction - INFO - Epoch [34][80/1345] lr: 4.755e-02, eta: 7:13:08, time: 0.602, data_time: 0.001, memory: 5354, top1_acc: 0.4422, top5_acc: 0.7469, loss_cls: 2.2097, loss: 2.2097, grad_norm: 2.7422 2021-12-03 04:56:08,744 - mmaction - INFO - Epoch [34][100/1345] lr: 4.755e-02, eta: 7:12:55, time: 0.603, data_time: 0.001, memory: 5354, top1_acc: 0.4320, top5_acc: 0.7133, loss_cls: 2.3110, loss: 2.3110, grad_norm: 2.8745 2021-12-03 04:56:20,806 - mmaction - INFO - Epoch [34][120/1345] lr: 4.755e-02, eta: 7:12:42, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.4469, top5_acc: 0.7211, loss_cls: 2.2804, loss: 2.2804, grad_norm: 2.6976 2021-12-03 04:56:32,886 - mmaction - INFO - Epoch [34][140/1345] lr: 4.755e-02, eta: 7:12:30, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.4219, top5_acc: 0.7008, loss_cls: 2.3634, loss: 2.3634, grad_norm: 2.6929 2021-12-03 04:56:44,970 - mmaction - INFO - Epoch [34][160/1345] lr: 4.755e-02, eta: 7:12:17, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.4531, top5_acc: 0.7227, loss_cls: 2.2561, loss: 2.2561, grad_norm: 2.6867 2021-12-03 04:56:57,115 - mmaction - INFO - Epoch [34][180/1345] lr: 4.755e-02, eta: 7:12:04, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.4461, top5_acc: 0.7063, loss_cls: 2.2710, loss: 2.2710, grad_norm: 2.7371 2021-12-03 04:57:09,237 - mmaction - INFO - Epoch [34][200/1345] lr: 4.755e-02, eta: 7:11:51, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.4391, top5_acc: 0.7383, loss_cls: 2.2367, loss: 2.2367, grad_norm: 2.7528 2021-12-03 04:57:21,401 - mmaction - INFO - Epoch [34][220/1345] lr: 4.755e-02, eta: 7:11:38, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.4539, top5_acc: 0.7211, loss_cls: 2.2319, loss: 2.2319, grad_norm: 2.6797 2021-12-03 04:57:33,536 - mmaction - INFO - Epoch [34][240/1345] lr: 4.755e-02, eta: 7:11:25, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.4492, top5_acc: 0.7336, loss_cls: 2.2186, loss: 2.2186, grad_norm: 2.7452 2021-12-03 04:57:45,697 - mmaction - INFO - Epoch [34][260/1345] lr: 4.755e-02, eta: 7:11:13, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.4555, top5_acc: 0.7359, loss_cls: 2.1948, loss: 2.1948, grad_norm: 2.8037 2021-12-03 04:57:57,809 - mmaction - INFO - Epoch [34][280/1345] lr: 4.755e-02, eta: 7:11:00, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.4500, top5_acc: 0.7258, loss_cls: 2.2451, loss: 2.2451, grad_norm: 2.6946 2021-12-03 04:58:09,951 - mmaction - INFO - Epoch [34][300/1345] lr: 4.755e-02, eta: 7:10:47, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.4313, top5_acc: 0.7242, loss_cls: 2.2542, loss: 2.2542, grad_norm: 2.7808 2021-12-03 04:58:22,080 - mmaction - INFO - Epoch [34][320/1345] lr: 4.755e-02, eta: 7:10:34, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.4305, top5_acc: 0.7125, loss_cls: 2.2921, loss: 2.2921, grad_norm: 2.6454 2021-12-03 04:58:34,175 - mmaction - INFO - Epoch [34][340/1345] lr: 4.755e-02, eta: 7:10:21, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.4148, top5_acc: 0.7047, loss_cls: 2.3815, loss: 2.3815, grad_norm: 2.6831 2021-12-03 04:58:46,300 - mmaction - INFO - Epoch [34][360/1345] lr: 4.755e-02, eta: 7:10:08, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.4305, top5_acc: 0.7047, loss_cls: 2.3436, loss: 2.3436, grad_norm: 2.7605 2021-12-03 04:58:58,425 - mmaction - INFO - Epoch [34][380/1345] lr: 4.755e-02, eta: 7:09:56, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.4414, top5_acc: 0.7320, loss_cls: 2.1947, loss: 2.1947, grad_norm: 2.6039 2021-12-03 04:59:10,527 - mmaction - INFO - Epoch [34][400/1345] lr: 4.755e-02, eta: 7:09:43, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.4281, top5_acc: 0.6883, loss_cls: 2.3891, loss: 2.3891, grad_norm: 2.8058 2021-12-03 04:59:22,629 - mmaction - INFO - Epoch [34][420/1345] lr: 4.755e-02, eta: 7:09:30, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.4430, top5_acc: 0.7094, loss_cls: 2.3377, loss: 2.3377, grad_norm: 2.7108 2021-12-03 04:59:34,738 - mmaction - INFO - Epoch [34][440/1345] lr: 4.755e-02, eta: 7:09:17, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.4266, top5_acc: 0.7211, loss_cls: 2.2730, loss: 2.2730, grad_norm: 2.6626 2021-12-03 04:59:46,855 - mmaction - INFO - Epoch [34][460/1345] lr: 4.755e-02, eta: 7:09:04, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.4555, top5_acc: 0.7234, loss_cls: 2.1938, loss: 2.1938, grad_norm: 2.7127 2021-12-03 04:59:58,957 - mmaction - INFO - Epoch [34][480/1345] lr: 4.755e-02, eta: 7:08:51, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.4406, top5_acc: 0.7180, loss_cls: 2.2873, loss: 2.2873, grad_norm: 2.6620 2021-12-03 05:00:11,046 - mmaction - INFO - Epoch [34][500/1345] lr: 4.755e-02, eta: 7:08:39, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.4234, top5_acc: 0.6969, loss_cls: 2.3653, loss: 2.3653, grad_norm: 2.7268 2021-12-03 05:00:23,137 - mmaction - INFO - Epoch [34][520/1345] lr: 4.755e-02, eta: 7:08:26, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.4641, top5_acc: 0.7250, loss_cls: 2.2659, loss: 2.2659, grad_norm: 2.6610 2021-12-03 05:00:35,216 - mmaction - INFO - Epoch [34][540/1345] lr: 4.755e-02, eta: 7:08:13, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.4484, top5_acc: 0.7133, loss_cls: 2.2739, loss: 2.2739, grad_norm: 2.7105 2021-12-03 05:00:47,297 - mmaction - INFO - Epoch [34][560/1345] lr: 4.755e-02, eta: 7:08:00, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.4633, top5_acc: 0.7273, loss_cls: 2.2622, loss: 2.2622, grad_norm: 2.7004 2021-12-03 05:00:59,381 - mmaction - INFO - Epoch [34][580/1345] lr: 4.755e-02, eta: 7:07:47, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.4250, top5_acc: 0.7203, loss_cls: 2.2635, loss: 2.2635, grad_norm: 2.6839 2021-12-03 05:01:11,452 - mmaction - INFO - Epoch [34][600/1345] lr: 4.755e-02, eta: 7:07:34, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.4555, top5_acc: 0.7227, loss_cls: 2.2271, loss: 2.2271, grad_norm: 2.7618 2021-12-03 05:01:23,533 - mmaction - INFO - Epoch [34][620/1345] lr: 4.755e-02, eta: 7:07:21, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.4461, top5_acc: 0.7063, loss_cls: 2.2514, loss: 2.2514, grad_norm: 2.6772 2021-12-03 05:01:35,619 - mmaction - INFO - Epoch [34][640/1345] lr: 4.755e-02, eta: 7:07:09, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.4281, top5_acc: 0.7133, loss_cls: 2.3285, loss: 2.3285, grad_norm: 2.6802 2021-12-03 05:01:47,718 - mmaction - INFO - Epoch [34][660/1345] lr: 4.755e-02, eta: 7:06:56, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.4375, top5_acc: 0.7070, loss_cls: 2.3168, loss: 2.3168, grad_norm: 2.7231 2021-12-03 05:01:59,825 - mmaction - INFO - Epoch [34][680/1345] lr: 4.755e-02, eta: 7:06:43, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.4508, top5_acc: 0.7125, loss_cls: 2.2445, loss: 2.2445, grad_norm: 2.7037 2021-12-03 05:02:11,942 - mmaction - INFO - Epoch [34][700/1345] lr: 4.755e-02, eta: 7:06:30, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.4258, top5_acc: 0.7125, loss_cls: 2.3261, loss: 2.3261, grad_norm: 2.7947 2021-12-03 05:02:24,104 - mmaction - INFO - Epoch [34][720/1345] lr: 4.755e-02, eta: 7:06:17, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.4414, top5_acc: 0.7203, loss_cls: 2.2469, loss: 2.2469, grad_norm: 2.7052 2021-12-03 05:02:36,273 - mmaction - INFO - Epoch [34][740/1345] lr: 4.755e-02, eta: 7:06:05, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.4344, top5_acc: 0.7203, loss_cls: 2.2877, loss: 2.2877, grad_norm: 2.8105 2021-12-03 05:02:48,385 - mmaction - INFO - Epoch [34][760/1345] lr: 4.755e-02, eta: 7:05:52, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.4625, top5_acc: 0.7320, loss_cls: 2.1870, loss: 2.1870, grad_norm: 2.6157 2021-12-03 05:03:00,520 - mmaction - INFO - Epoch [34][780/1345] lr: 4.755e-02, eta: 7:05:39, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.4383, top5_acc: 0.7188, loss_cls: 2.3026, loss: 2.3026, grad_norm: 2.7771 2021-12-03 05:03:12,698 - mmaction - INFO - Epoch [34][800/1345] lr: 4.755e-02, eta: 7:05:26, time: 0.609, data_time: 0.000, memory: 5354, top1_acc: 0.4414, top5_acc: 0.7063, loss_cls: 2.3185, loss: 2.3185, grad_norm: 2.7110 2021-12-03 05:03:24,931 - mmaction - INFO - Epoch [34][820/1345] lr: 4.755e-02, eta: 7:05:13, time: 0.612, data_time: 0.000, memory: 5354, top1_acc: 0.4180, top5_acc: 0.7039, loss_cls: 2.3306, loss: 2.3306, grad_norm: 2.6755 2021-12-03 05:03:37,081 - mmaction - INFO - Epoch [34][840/1345] lr: 4.755e-02, eta: 7:05:01, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.4352, top5_acc: 0.7164, loss_cls: 2.2671, loss: 2.2671, grad_norm: 2.7717 2021-12-03 05:03:49,364 - mmaction - INFO - Epoch [34][860/1345] lr: 4.755e-02, eta: 7:04:48, time: 0.614, data_time: 0.000, memory: 5354, top1_acc: 0.4266, top5_acc: 0.7258, loss_cls: 2.2865, loss: 2.2865, grad_norm: 2.7097 2021-12-03 05:04:01,504 - mmaction - INFO - Epoch [34][880/1345] lr: 4.755e-02, eta: 7:04:35, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.4445, top5_acc: 0.7320, loss_cls: 2.2446, loss: 2.2446, grad_norm: 2.7419 2021-12-03 05:04:13,705 - mmaction - INFO - Epoch [34][900/1345] lr: 4.755e-02, eta: 7:04:23, time: 0.610, data_time: 0.000, memory: 5354, top1_acc: 0.4281, top5_acc: 0.7125, loss_cls: 2.3190, loss: 2.3190, grad_norm: 2.8643 2021-12-03 05:04:25,915 - mmaction - INFO - Epoch [34][920/1345] lr: 4.755e-02, eta: 7:04:10, time: 0.610, data_time: 0.000, memory: 5354, top1_acc: 0.4398, top5_acc: 0.7258, loss_cls: 2.2404, loss: 2.2404, grad_norm: 2.6702 2021-12-03 05:04:38,104 - mmaction - INFO - Epoch [34][940/1345] lr: 4.755e-02, eta: 7:03:57, time: 0.610, data_time: 0.000, memory: 5354, top1_acc: 0.4484, top5_acc: 0.7312, loss_cls: 2.2703, loss: 2.2703, grad_norm: 2.7932 2021-12-03 05:04:50,356 - mmaction - INFO - Epoch [34][960/1345] lr: 4.755e-02, eta: 7:03:44, time: 0.613, data_time: 0.000, memory: 5354, top1_acc: 0.4398, top5_acc: 0.6945, loss_cls: 2.2936, loss: 2.2936, grad_norm: 2.7326 2021-12-03 05:05:02,589 - mmaction - INFO - Epoch [34][980/1345] lr: 4.755e-02, eta: 7:03:32, time: 0.612, data_time: 0.000, memory: 5354, top1_acc: 0.4344, top5_acc: 0.7070, loss_cls: 2.3338, loss: 2.3338, grad_norm: 2.8333 2021-12-03 05:05:14,764 - mmaction - INFO - Epoch [34][1000/1345] lr: 4.755e-02, eta: 7:03:19, time: 0.609, data_time: 0.000, memory: 5354, top1_acc: 0.4305, top5_acc: 0.7156, loss_cls: 2.3050, loss: 2.3050, grad_norm: 2.7032 2021-12-03 05:05:27,021 - mmaction - INFO - Epoch [34][1020/1345] lr: 4.755e-02, eta: 7:03:06, time: 0.613, data_time: 0.000, memory: 5354, top1_acc: 0.4352, top5_acc: 0.6914, loss_cls: 2.3555, loss: 2.3555, grad_norm: 2.7491 2021-12-03 05:05:39,275 - mmaction - INFO - Epoch [34][1040/1345] lr: 4.755e-02, eta: 7:02:54, time: 0.613, data_time: 0.000, memory: 5354, top1_acc: 0.4344, top5_acc: 0.7336, loss_cls: 2.2709, loss: 2.2709, grad_norm: 2.6800 2021-12-03 05:05:51,417 - mmaction - INFO - Epoch [34][1060/1345] lr: 4.755e-02, eta: 7:02:41, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.4391, top5_acc: 0.7219, loss_cls: 2.2573, loss: 2.2573, grad_norm: 2.7725 2021-12-03 05:06:03,681 - mmaction - INFO - Epoch [34][1080/1345] lr: 4.755e-02, eta: 7:02:28, time: 0.613, data_time: 0.000, memory: 5354, top1_acc: 0.4219, top5_acc: 0.6734, loss_cls: 2.4053, loss: 2.4053, grad_norm: 2.7217 2021-12-03 05:06:15,880 - mmaction - INFO - Epoch [34][1100/1345] lr: 4.755e-02, eta: 7:02:15, time: 0.610, data_time: 0.000, memory: 5354, top1_acc: 0.4266, top5_acc: 0.7109, loss_cls: 2.3190, loss: 2.3190, grad_norm: 2.6247 2021-12-03 05:06:28,091 - mmaction - INFO - Epoch [34][1120/1345] lr: 4.755e-02, eta: 7:02:03, time: 0.611, data_time: 0.000, memory: 5354, top1_acc: 0.4328, top5_acc: 0.7258, loss_cls: 2.2857, loss: 2.2857, grad_norm: 2.7662 2021-12-03 05:06:40,337 - mmaction - INFO - Epoch [34][1140/1345] lr: 4.755e-02, eta: 7:01:50, time: 0.612, data_time: 0.000, memory: 5354, top1_acc: 0.4195, top5_acc: 0.6984, loss_cls: 2.3544, loss: 2.3544, grad_norm: 2.6718 2021-12-03 05:06:52,603 - mmaction - INFO - Epoch [34][1160/1345] lr: 4.755e-02, eta: 7:01:37, time: 0.613, data_time: 0.000, memory: 5354, top1_acc: 0.4266, top5_acc: 0.7039, loss_cls: 2.3336, loss: 2.3336, grad_norm: 2.6890 2021-12-03 05:07:04,762 - mmaction - INFO - Epoch [34][1180/1345] lr: 4.755e-02, eta: 7:01:24, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.4258, top5_acc: 0.7148, loss_cls: 2.3287, loss: 2.3287, grad_norm: 2.7533 2021-12-03 05:07:17,003 - mmaction - INFO - Epoch [34][1200/1345] lr: 4.755e-02, eta: 7:01:12, time: 0.612, data_time: 0.000, memory: 5354, top1_acc: 0.4289, top5_acc: 0.7266, loss_cls: 2.2615, loss: 2.2615, grad_norm: 2.6945 2021-12-03 05:07:29,265 - mmaction - INFO - Epoch [34][1220/1345] lr: 4.755e-02, eta: 7:00:59, time: 0.613, data_time: 0.000, memory: 5354, top1_acc: 0.4188, top5_acc: 0.6953, loss_cls: 2.3752, loss: 2.3752, grad_norm: 2.7565 2021-12-03 05:07:41,431 - mmaction - INFO - Epoch [34][1240/1345] lr: 4.755e-02, eta: 7:00:46, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.4289, top5_acc: 0.7031, loss_cls: 2.3171, loss: 2.3171, grad_norm: 2.6454 2021-12-03 05:07:53,712 - mmaction - INFO - Epoch [34][1260/1345] lr: 4.755e-02, eta: 7:00:34, time: 0.614, data_time: 0.000, memory: 5354, top1_acc: 0.4484, top5_acc: 0.7219, loss_cls: 2.3472, loss: 2.3472, grad_norm: 2.7509 2021-12-03 05:08:05,967 - mmaction - INFO - Epoch [34][1280/1345] lr: 4.755e-02, eta: 7:00:21, time: 0.613, data_time: 0.000, memory: 5354, top1_acc: 0.4266, top5_acc: 0.7031, loss_cls: 2.3783, loss: 2.3783, grad_norm: 2.7752 2021-12-03 05:08:18,219 - mmaction - INFO - Epoch [34][1300/1345] lr: 4.755e-02, eta: 7:00:08, time: 0.613, data_time: 0.000, memory: 5354, top1_acc: 0.4422, top5_acc: 0.7117, loss_cls: 2.2756, loss: 2.2756, grad_norm: 2.6733 2021-12-03 05:08:30,390 - mmaction - INFO - Epoch [34][1320/1345] lr: 4.755e-02, eta: 6:59:56, time: 0.609, data_time: 0.000, memory: 5354, top1_acc: 0.4305, top5_acc: 0.7102, loss_cls: 2.2812, loss: 2.2812, grad_norm: 2.7543 2021-12-03 05:08:42,616 - mmaction - INFO - Epoch [34][1340/1345] lr: 4.755e-02, eta: 6:59:43, time: 0.611, data_time: 0.000, memory: 5354, top1_acc: 0.4266, top5_acc: 0.6961, loss_cls: 2.3793, loss: 2.3793, grad_norm: 2.6823 2021-12-03 05:09:38,156 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-12-03 05:09:38,315 - mmaction - INFO - top1_acc 0.3332 top5_acc 0.6573 2021-12-03 05:09:38,315 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-12-03 05:09:38,324 - mmaction - INFO - mean_acc 0.3021 2021-12-03 05:09:38,330 - mmaction - INFO - Saving checkpoint at 34 epochs 2021-12-03 05:09:39,474 - mmaction - INFO - Epoch(val) [34][181] top1_acc: 0.3332, top5_acc: 0.6573, mean_class_accuracy: 0.3021 2021-12-03 05:10:20,697 - mmaction - INFO - Epoch [35][20/1345] lr: 4.510e-02, eta: 6:59:50, time: 2.061, data_time: 1.435, memory: 5354, top1_acc: 0.4328, top5_acc: 0.7133, loss_cls: 2.3105, loss: 2.3105, grad_norm: 2.6210 2021-12-03 05:10:32,717 - mmaction - INFO - Epoch [35][40/1345] lr: 4.510e-02, eta: 6:59:37, time: 0.601, data_time: 0.001, memory: 5354, top1_acc: 0.4594, top5_acc: 0.7406, loss_cls: 2.1913, loss: 2.1913, grad_norm: 2.7648 2021-12-03 05:10:44,779 - mmaction - INFO - Epoch [35][60/1345] lr: 4.510e-02, eta: 6:59:24, time: 0.603, data_time: 0.001, memory: 5354, top1_acc: 0.4484, top5_acc: 0.7125, loss_cls: 2.2817, loss: 2.2817, grad_norm: 2.6248 2021-12-03 05:10:56,824 - mmaction - INFO - Epoch [35][80/1345] lr: 4.510e-02, eta: 6:59:11, time: 0.602, data_time: 0.000, memory: 5354, top1_acc: 0.4281, top5_acc: 0.7359, loss_cls: 2.2336, loss: 2.2336, grad_norm: 2.8027 2021-12-03 05:11:08,885 - mmaction - INFO - Epoch [35][100/1345] lr: 4.510e-02, eta: 6:58:58, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.4352, top5_acc: 0.7219, loss_cls: 2.2434, loss: 2.2434, grad_norm: 2.6714 2021-12-03 05:11:20,963 - mmaction - INFO - Epoch [35][120/1345] lr: 4.510e-02, eta: 6:58:45, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.4688, top5_acc: 0.7375, loss_cls: 2.1833, loss: 2.1833, grad_norm: 2.6672 2021-12-03 05:11:33,040 - mmaction - INFO - Epoch [35][140/1345] lr: 4.510e-02, eta: 6:58:33, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.4625, top5_acc: 0.7297, loss_cls: 2.1833, loss: 2.1833, grad_norm: 2.7625 2021-12-03 05:11:45,122 - mmaction - INFO - Epoch [35][160/1345] lr: 4.510e-02, eta: 6:58:20, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.4367, top5_acc: 0.7148, loss_cls: 2.2929, loss: 2.2929, grad_norm: 2.7302 2021-12-03 05:11:57,213 - mmaction - INFO - Epoch [35][180/1345] lr: 4.510e-02, eta: 6:58:07, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.4398, top5_acc: 0.7266, loss_cls: 2.2421, loss: 2.2421, grad_norm: 2.7120 2021-12-03 05:12:09,303 - mmaction - INFO - Epoch [35][200/1345] lr: 4.510e-02, eta: 6:57:54, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.4492, top5_acc: 0.7391, loss_cls: 2.1907, loss: 2.1907, grad_norm: 2.8030 2021-12-03 05:12:21,424 - mmaction - INFO - Epoch [35][220/1345] lr: 4.510e-02, eta: 6:57:41, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.4398, top5_acc: 0.7266, loss_cls: 2.2816, loss: 2.2816, grad_norm: 2.8157 2021-12-03 05:12:33,531 - mmaction - INFO - Epoch [35][240/1345] lr: 4.510e-02, eta: 6:57:28, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.4352, top5_acc: 0.7055, loss_cls: 2.3188, loss: 2.3188, grad_norm: 2.6843 2021-12-03 05:12:45,635 - mmaction - INFO - Epoch [35][260/1345] lr: 4.510e-02, eta: 6:57:16, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.4297, top5_acc: 0.7063, loss_cls: 2.3093, loss: 2.3093, grad_norm: 2.7384 2021-12-03 05:12:57,713 - mmaction - INFO - Epoch [35][280/1345] lr: 4.510e-02, eta: 6:57:03, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.4172, top5_acc: 0.7063, loss_cls: 2.3218, loss: 2.3218, grad_norm: 2.7543 2021-12-03 05:13:09,793 - mmaction - INFO - Epoch [35][300/1345] lr: 4.510e-02, eta: 6:56:50, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.4336, top5_acc: 0.7148, loss_cls: 2.2863, loss: 2.2863, grad_norm: 2.7913 2021-12-03 05:13:21,879 - mmaction - INFO - Epoch [35][320/1345] lr: 4.510e-02, eta: 6:56:37, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.4719, top5_acc: 0.7344, loss_cls: 2.1724, loss: 2.1724, grad_norm: 2.8017 2021-12-03 05:13:33,979 - mmaction - INFO - Epoch [35][340/1345] lr: 4.510e-02, eta: 6:56:24, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.4570, top5_acc: 0.7453, loss_cls: 2.1969, loss: 2.1969, grad_norm: 2.8560 2021-12-03 05:13:46,042 - mmaction - INFO - Epoch [35][360/1345] lr: 4.510e-02, eta: 6:56:11, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.4344, top5_acc: 0.7227, loss_cls: 2.3029, loss: 2.3029, grad_norm: 2.7998 2021-12-03 05:13:58,116 - mmaction - INFO - Epoch [35][380/1345] lr: 4.510e-02, eta: 6:55:59, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.4297, top5_acc: 0.7039, loss_cls: 2.3194, loss: 2.3194, grad_norm: 2.8692 2021-12-03 05:14:10,187 - mmaction - INFO - Epoch [35][400/1345] lr: 4.510e-02, eta: 6:55:46, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.3977, top5_acc: 0.6914, loss_cls: 2.4390, loss: 2.4390, grad_norm: 2.9306 2021-12-03 05:14:22,262 - mmaction - INFO - Epoch [35][420/1345] lr: 4.510e-02, eta: 6:55:33, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.4422, top5_acc: 0.7445, loss_cls: 2.2526, loss: 2.2526, grad_norm: 2.7572 2021-12-03 05:14:34,331 - mmaction - INFO - Epoch [35][440/1345] lr: 4.510e-02, eta: 6:55:20, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.4398, top5_acc: 0.7195, loss_cls: 2.2631, loss: 2.2631, grad_norm: 2.7293 2021-12-03 05:14:46,416 - mmaction - INFO - Epoch [35][460/1345] lr: 4.510e-02, eta: 6:55:07, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.4430, top5_acc: 0.7234, loss_cls: 2.2594, loss: 2.2594, grad_norm: 2.8260 2021-12-03 05:14:58,480 - mmaction - INFO - Epoch [35][480/1345] lr: 4.510e-02, eta: 6:54:54, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.4437, top5_acc: 0.7375, loss_cls: 2.1808, loss: 2.1808, grad_norm: 2.8238 2021-12-03 05:15:10,558 - mmaction - INFO - Epoch [35][500/1345] lr: 4.510e-02, eta: 6:54:41, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.4234, top5_acc: 0.7266, loss_cls: 2.2956, loss: 2.2956, grad_norm: 2.8121 2021-12-03 05:15:22,632 - mmaction - INFO - Epoch [35][520/1345] lr: 4.510e-02, eta: 6:54:29, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.4430, top5_acc: 0.7086, loss_cls: 2.2504, loss: 2.2504, grad_norm: 2.8002 2021-12-03 05:15:34,695 - mmaction - INFO - Epoch [35][540/1345] lr: 4.510e-02, eta: 6:54:16, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.4391, top5_acc: 0.7289, loss_cls: 2.2521, loss: 2.2521, grad_norm: 2.8124 2021-12-03 05:15:46,773 - mmaction - INFO - Epoch [35][560/1345] lr: 4.510e-02, eta: 6:54:03, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.4625, top5_acc: 0.7508, loss_cls: 2.1562, loss: 2.1562, grad_norm: 2.7850 2021-12-03 05:15:58,833 - mmaction - INFO - Epoch [35][580/1345] lr: 4.510e-02, eta: 6:53:50, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.4359, top5_acc: 0.7078, loss_cls: 2.3181, loss: 2.3181, grad_norm: 2.8110 2021-12-03 05:16:10,920 - mmaction - INFO - Epoch [35][600/1345] lr: 4.510e-02, eta: 6:53:37, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.4469, top5_acc: 0.7078, loss_cls: 2.3159, loss: 2.3159, grad_norm: 2.8103 2021-12-03 05:16:23,008 - mmaction - INFO - Epoch [35][620/1345] lr: 4.510e-02, eta: 6:53:24, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.4344, top5_acc: 0.7250, loss_cls: 2.2983, loss: 2.2983, grad_norm: 2.7659 2021-12-03 05:16:35,109 - mmaction - INFO - Epoch [35][640/1345] lr: 4.510e-02, eta: 6:53:12, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.4445, top5_acc: 0.7008, loss_cls: 2.3440, loss: 2.3440, grad_norm: 2.7904 2021-12-03 05:16:47,194 - mmaction - INFO - Epoch [35][660/1345] lr: 4.510e-02, eta: 6:52:59, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.4578, top5_acc: 0.7391, loss_cls: 2.2178, loss: 2.2178, grad_norm: 2.8037 2021-12-03 05:16:59,294 - mmaction - INFO - Epoch [35][680/1345] lr: 4.510e-02, eta: 6:52:46, time: 0.605, data_time: 0.001, memory: 5354, top1_acc: 0.4453, top5_acc: 0.7195, loss_cls: 2.2490, loss: 2.2490, grad_norm: 2.7913 2021-12-03 05:17:11,373 - mmaction - INFO - Epoch [35][700/1345] lr: 4.510e-02, eta: 6:52:33, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.4469, top5_acc: 0.7203, loss_cls: 2.2581, loss: 2.2581, grad_norm: 2.7536 2021-12-03 05:17:23,473 - mmaction - INFO - Epoch [35][720/1345] lr: 4.510e-02, eta: 6:52:20, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.4469, top5_acc: 0.7094, loss_cls: 2.2874, loss: 2.2874, grad_norm: 2.7803 2021-12-03 05:17:35,564 - mmaction - INFO - Epoch [35][740/1345] lr: 4.510e-02, eta: 6:52:07, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.4281, top5_acc: 0.7117, loss_cls: 2.2994, loss: 2.2994, grad_norm: 2.8149 2021-12-03 05:17:47,652 - mmaction - INFO - Epoch [35][760/1345] lr: 4.510e-02, eta: 6:51:55, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.4406, top5_acc: 0.7312, loss_cls: 2.2726, loss: 2.2726, grad_norm: 2.6814 2021-12-03 05:17:59,775 - mmaction - INFO - Epoch [35][780/1345] lr: 4.510e-02, eta: 6:51:42, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.4391, top5_acc: 0.7289, loss_cls: 2.2307, loss: 2.2307, grad_norm: 2.6867 2021-12-03 05:18:11,894 - mmaction - INFO - Epoch [35][800/1345] lr: 4.510e-02, eta: 6:51:29, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.4289, top5_acc: 0.6977, loss_cls: 2.3357, loss: 2.3357, grad_norm: 2.8954 2021-12-03 05:18:24,019 - mmaction - INFO - Epoch [35][820/1345] lr: 4.510e-02, eta: 6:51:16, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.4469, top5_acc: 0.7461, loss_cls: 2.1902, loss: 2.1902, grad_norm: 2.8468 2021-12-03 05:18:36,177 - mmaction - INFO - Epoch [35][840/1345] lr: 4.510e-02, eta: 6:51:03, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.4422, top5_acc: 0.7203, loss_cls: 2.2589, loss: 2.2589, grad_norm: 2.7658 2021-12-03 05:18:48,327 - mmaction - INFO - Epoch [35][860/1345] lr: 4.510e-02, eta: 6:50:51, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.4430, top5_acc: 0.7094, loss_cls: 2.2617, loss: 2.2617, grad_norm: 2.8058 2021-12-03 05:19:00,476 - mmaction - INFO - Epoch [35][880/1345] lr: 4.510e-02, eta: 6:50:38, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.4461, top5_acc: 0.7375, loss_cls: 2.2318, loss: 2.2318, grad_norm: 2.7884 2021-12-03 05:19:12,660 - mmaction - INFO - Epoch [35][900/1345] lr: 4.510e-02, eta: 6:50:25, time: 0.609, data_time: 0.000, memory: 5354, top1_acc: 0.4180, top5_acc: 0.7289, loss_cls: 2.2583, loss: 2.2583, grad_norm: 2.8171 2021-12-03 05:19:24,882 - mmaction - INFO - Epoch [35][920/1345] lr: 4.510e-02, eta: 6:50:12, time: 0.611, data_time: 0.000, memory: 5354, top1_acc: 0.4437, top5_acc: 0.7258, loss_cls: 2.2565, loss: 2.2565, grad_norm: 2.8360 2021-12-03 05:19:37,019 - mmaction - INFO - Epoch [35][940/1345] lr: 4.510e-02, eta: 6:50:00, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.4195, top5_acc: 0.7180, loss_cls: 2.2932, loss: 2.2932, grad_norm: 2.8052 2021-12-03 05:19:49,216 - mmaction - INFO - Epoch [35][960/1345] lr: 4.510e-02, eta: 6:49:47, time: 0.610, data_time: 0.000, memory: 5354, top1_acc: 0.4461, top5_acc: 0.7289, loss_cls: 2.2289, loss: 2.2289, grad_norm: 2.7847 2021-12-03 05:20:01,414 - mmaction - INFO - Epoch [35][980/1345] lr: 4.510e-02, eta: 6:49:34, time: 0.610, data_time: 0.000, memory: 5354, top1_acc: 0.4461, top5_acc: 0.7180, loss_cls: 2.2771, loss: 2.2771, grad_norm: 2.7595 2021-12-03 05:20:13,657 - mmaction - INFO - Epoch [35][1000/1345] lr: 4.510e-02, eta: 6:49:22, time: 0.612, data_time: 0.000, memory: 5354, top1_acc: 0.4289, top5_acc: 0.7172, loss_cls: 2.2879, loss: 2.2879, grad_norm: 2.7783 2021-12-03 05:20:25,932 - mmaction - INFO - Epoch [35][1020/1345] lr: 4.510e-02, eta: 6:49:09, time: 0.614, data_time: 0.000, memory: 5354, top1_acc: 0.4195, top5_acc: 0.7453, loss_cls: 2.2689, loss: 2.2689, grad_norm: 2.8504 2021-12-03 05:20:38,194 - mmaction - INFO - Epoch [35][1040/1345] lr: 4.510e-02, eta: 6:48:56, time: 0.613, data_time: 0.000, memory: 5354, top1_acc: 0.4492, top5_acc: 0.7281, loss_cls: 2.2377, loss: 2.2377, grad_norm: 2.8547 2021-12-03 05:20:50,394 - mmaction - INFO - Epoch [35][1060/1345] lr: 4.510e-02, eta: 6:48:44, time: 0.610, data_time: 0.000, memory: 5354, top1_acc: 0.4336, top5_acc: 0.7234, loss_cls: 2.2821, loss: 2.2821, grad_norm: 2.8228 2021-12-03 05:21:02,590 - mmaction - INFO - Epoch [35][1080/1345] lr: 4.510e-02, eta: 6:48:31, time: 0.610, data_time: 0.000, memory: 5354, top1_acc: 0.4437, top5_acc: 0.7172, loss_cls: 2.2564, loss: 2.2564, grad_norm: 2.8174 2021-12-03 05:21:14,848 - mmaction - INFO - Epoch [35][1100/1345] lr: 4.510e-02, eta: 6:48:18, time: 0.613, data_time: 0.000, memory: 5354, top1_acc: 0.4656, top5_acc: 0.7148, loss_cls: 2.2494, loss: 2.2494, grad_norm: 2.6662 2021-12-03 05:21:27,065 - mmaction - INFO - Epoch [35][1120/1345] lr: 4.510e-02, eta: 6:48:05, time: 0.611, data_time: 0.000, memory: 5354, top1_acc: 0.4367, top5_acc: 0.7328, loss_cls: 2.2917, loss: 2.2917, grad_norm: 2.8110 2021-12-03 05:21:39,253 - mmaction - INFO - Epoch [35][1140/1345] lr: 4.510e-02, eta: 6:47:53, time: 0.610, data_time: 0.000, memory: 5354, top1_acc: 0.4320, top5_acc: 0.7063, loss_cls: 2.3208, loss: 2.3208, grad_norm: 2.7612 2021-12-03 05:21:51,495 - mmaction - INFO - Epoch [35][1160/1345] lr: 4.510e-02, eta: 6:47:40, time: 0.612, data_time: 0.000, memory: 5354, top1_acc: 0.4453, top5_acc: 0.7219, loss_cls: 2.2760, loss: 2.2760, grad_norm: 2.7827 2021-12-03 05:22:03,668 - mmaction - INFO - Epoch [35][1180/1345] lr: 4.510e-02, eta: 6:47:27, time: 0.609, data_time: 0.000, memory: 5354, top1_acc: 0.4508, top5_acc: 0.7164, loss_cls: 2.2735, loss: 2.2735, grad_norm: 2.8365 2021-12-03 05:22:15,899 - mmaction - INFO - Epoch [35][1200/1345] lr: 4.510e-02, eta: 6:47:15, time: 0.612, data_time: 0.000, memory: 5354, top1_acc: 0.4352, top5_acc: 0.7023, loss_cls: 2.3136, loss: 2.3136, grad_norm: 2.7959 2021-12-03 05:22:28,189 - mmaction - INFO - Epoch [35][1220/1345] lr: 4.510e-02, eta: 6:47:02, time: 0.614, data_time: 0.000, memory: 5354, top1_acc: 0.4359, top5_acc: 0.7031, loss_cls: 2.3322, loss: 2.3322, grad_norm: 2.7486 2021-12-03 05:22:40,392 - mmaction - INFO - Epoch [35][1240/1345] lr: 4.510e-02, eta: 6:46:49, time: 0.610, data_time: 0.000, memory: 5354, top1_acc: 0.4516, top5_acc: 0.7063, loss_cls: 2.2947, loss: 2.2947, grad_norm: 2.7508 2021-12-03 05:22:52,569 - mmaction - INFO - Epoch [35][1260/1345] lr: 4.510e-02, eta: 6:46:36, time: 0.609, data_time: 0.001, memory: 5354, top1_acc: 0.4281, top5_acc: 0.7398, loss_cls: 2.2261, loss: 2.2261, grad_norm: 2.8348 2021-12-03 05:23:04,796 - mmaction - INFO - Epoch [35][1280/1345] lr: 4.510e-02, eta: 6:46:24, time: 0.611, data_time: 0.000, memory: 5354, top1_acc: 0.4328, top5_acc: 0.7195, loss_cls: 2.3156, loss: 2.3156, grad_norm: 2.7684 2021-12-03 05:23:17,029 - mmaction - INFO - Epoch [35][1300/1345] lr: 4.510e-02, eta: 6:46:11, time: 0.612, data_time: 0.000, memory: 5354, top1_acc: 0.4469, top5_acc: 0.7188, loss_cls: 2.2997, loss: 2.2997, grad_norm: 2.8125 2021-12-03 05:23:29,234 - mmaction - INFO - Epoch [35][1320/1345] lr: 4.510e-02, eta: 6:45:58, time: 0.610, data_time: 0.000, memory: 5354, top1_acc: 0.4250, top5_acc: 0.7031, loss_cls: 2.3766, loss: 2.3766, grad_norm: 2.8072 2021-12-03 05:23:41,462 - mmaction - INFO - Epoch [35][1340/1345] lr: 4.510e-02, eta: 6:45:46, time: 0.611, data_time: 0.000, memory: 5354, top1_acc: 0.4609, top5_acc: 0.7180, loss_cls: 2.2113, loss: 2.2113, grad_norm: 2.7795 2021-12-03 05:24:39,367 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-12-03 05:24:39,533 - mmaction - INFO - top1_acc 0.3507 top5_acc 0.6646 2021-12-03 05:24:39,534 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-12-03 05:24:39,544 - mmaction - INFO - mean_acc 0.3121 2021-12-03 05:24:40,770 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_35.pth. 2021-12-03 05:24:40,770 - mmaction - INFO - Best top1_acc is 0.3507 at 35 epoch. 2021-12-03 05:24:40,789 - mmaction - INFO - Saving checkpoint at 35 epochs 2021-12-03 05:24:46,361 - mmaction - INFO - Epoch(val) [35][181] top1_acc: 0.3507, top5_acc: 0.6646, mean_class_accuracy: 0.3121 2021-12-03 05:25:23,776 - mmaction - INFO - Epoch [36][20/1345] lr: 4.266e-02, eta: 6:45:48, time: 1.871, data_time: 1.271, memory: 5354, top1_acc: 0.4242, top5_acc: 0.7109, loss_cls: 2.3043, loss: 2.3043, grad_norm: 2.8138 2021-12-03 05:25:35,792 - mmaction - INFO - Epoch [36][40/1345] lr: 4.266e-02, eta: 6:45:35, time: 0.601, data_time: 0.002, memory: 5354, top1_acc: 0.4289, top5_acc: 0.7188, loss_cls: 2.2466, loss: 2.2466, grad_norm: 2.7428 2021-12-03 05:25:47,829 - mmaction - INFO - Epoch [36][60/1345] lr: 4.266e-02, eta: 6:45:22, time: 0.602, data_time: 0.001, memory: 5354, top1_acc: 0.4437, top5_acc: 0.7406, loss_cls: 2.2316, loss: 2.2316, grad_norm: 2.8694 2021-12-03 05:25:59,900 - mmaction - INFO - Epoch [36][80/1345] lr: 4.266e-02, eta: 6:45:10, time: 0.604, data_time: 0.001, memory: 5354, top1_acc: 0.4742, top5_acc: 0.7383, loss_cls: 2.1415, loss: 2.1415, grad_norm: 2.7514 2021-12-03 05:26:11,975 - mmaction - INFO - Epoch [36][100/1345] lr: 4.266e-02, eta: 6:44:57, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.4656, top5_acc: 0.7414, loss_cls: 2.1508, loss: 2.1508, grad_norm: 2.8291 2021-12-03 05:26:24,047 - mmaction - INFO - Epoch [36][120/1345] lr: 4.266e-02, eta: 6:44:44, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.4547, top5_acc: 0.7438, loss_cls: 2.1512, loss: 2.1512, grad_norm: 2.7598 2021-12-03 05:26:36,132 - mmaction - INFO - Epoch [36][140/1345] lr: 4.266e-02, eta: 6:44:31, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.4578, top5_acc: 0.7531, loss_cls: 2.1578, loss: 2.1578, grad_norm: 2.8962 2021-12-03 05:26:48,273 - mmaction - INFO - Epoch [36][160/1345] lr: 4.266e-02, eta: 6:44:18, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.4367, top5_acc: 0.7219, loss_cls: 2.2388, loss: 2.2388, grad_norm: 2.7597 2021-12-03 05:27:00,590 - mmaction - INFO - Epoch [36][180/1345] lr: 4.266e-02, eta: 6:44:06, time: 0.616, data_time: 0.000, memory: 5354, top1_acc: 0.4648, top5_acc: 0.7352, loss_cls: 2.1677, loss: 2.1677, grad_norm: 2.8219 2021-12-03 05:27:12,752 - mmaction - INFO - Epoch [36][200/1345] lr: 4.266e-02, eta: 6:43:53, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.4672, top5_acc: 0.7422, loss_cls: 2.1503, loss: 2.1503, grad_norm: 2.8417 2021-12-03 05:27:24,928 - mmaction - INFO - Epoch [36][220/1345] lr: 4.266e-02, eta: 6:43:40, time: 0.609, data_time: 0.000, memory: 5354, top1_acc: 0.4531, top5_acc: 0.7375, loss_cls: 2.2084, loss: 2.2084, grad_norm: 2.8401 2021-12-03 05:27:37,121 - mmaction - INFO - Epoch [36][240/1345] lr: 4.266e-02, eta: 6:43:27, time: 0.610, data_time: 0.000, memory: 5354, top1_acc: 0.4383, top5_acc: 0.7203, loss_cls: 2.2799, loss: 2.2799, grad_norm: 2.9367 2021-12-03 05:27:49,311 - mmaction - INFO - Epoch [36][260/1345] lr: 4.266e-02, eta: 6:43:15, time: 0.610, data_time: 0.000, memory: 5354, top1_acc: 0.4367, top5_acc: 0.7172, loss_cls: 2.2812, loss: 2.2812, grad_norm: 2.9626 2021-12-03 05:28:01,542 - mmaction - INFO - Epoch [36][280/1345] lr: 4.266e-02, eta: 6:43:02, time: 0.612, data_time: 0.001, memory: 5354, top1_acc: 0.4437, top5_acc: 0.7375, loss_cls: 2.2308, loss: 2.2308, grad_norm: 2.7352 2021-12-03 05:28:13,703 - mmaction - INFO - Epoch [36][300/1345] lr: 4.266e-02, eta: 6:42:49, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.4547, top5_acc: 0.7352, loss_cls: 2.1756, loss: 2.1756, grad_norm: 2.8145 2021-12-03 05:28:25,951 - mmaction - INFO - Epoch [36][320/1345] lr: 4.266e-02, eta: 6:42:37, time: 0.612, data_time: 0.000, memory: 5354, top1_acc: 0.4516, top5_acc: 0.7219, loss_cls: 2.2479, loss: 2.2479, grad_norm: 2.8713 2021-12-03 05:28:38,112 - mmaction - INFO - Epoch [36][340/1345] lr: 4.266e-02, eta: 6:42:24, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.4711, top5_acc: 0.7312, loss_cls: 2.1694, loss: 2.1694, grad_norm: 2.7061 2021-12-03 05:28:50,339 - mmaction - INFO - Epoch [36][360/1345] lr: 4.266e-02, eta: 6:42:11, time: 0.611, data_time: 0.000, memory: 5354, top1_acc: 0.4383, top5_acc: 0.7000, loss_cls: 2.3208, loss: 2.3208, grad_norm: 2.9397 2021-12-03 05:29:02,541 - mmaction - INFO - Epoch [36][380/1345] lr: 4.266e-02, eta: 6:41:58, time: 0.610, data_time: 0.001, memory: 5354, top1_acc: 0.4539, top5_acc: 0.7328, loss_cls: 2.1934, loss: 2.1934, grad_norm: 2.7998 2021-12-03 05:29:14,720 - mmaction - INFO - Epoch [36][400/1345] lr: 4.266e-02, eta: 6:41:46, time: 0.609, data_time: 0.000, memory: 5354, top1_acc: 0.4250, top5_acc: 0.7422, loss_cls: 2.1783, loss: 2.1783, grad_norm: 2.8704 2021-12-03 05:29:26,852 - mmaction - INFO - Epoch [36][420/1345] lr: 4.266e-02, eta: 6:41:33, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.4422, top5_acc: 0.7125, loss_cls: 2.2879, loss: 2.2879, grad_norm: 2.7874 2021-12-03 05:29:39,030 - mmaction - INFO - Epoch [36][440/1345] lr: 4.266e-02, eta: 6:41:20, time: 0.609, data_time: 0.000, memory: 5354, top1_acc: 0.4633, top5_acc: 0.7383, loss_cls: 2.1236, loss: 2.1236, grad_norm: 2.7730 2021-12-03 05:29:51,144 - mmaction - INFO - Epoch [36][460/1345] lr: 4.266e-02, eta: 6:41:07, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.4359, top5_acc: 0.7258, loss_cls: 2.2472, loss: 2.2472, grad_norm: 2.8668 2021-12-03 05:30:03,282 - mmaction - INFO - Epoch [36][480/1345] lr: 4.266e-02, eta: 6:40:55, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.4562, top5_acc: 0.7211, loss_cls: 2.2143, loss: 2.2143, grad_norm: 2.8300 2021-12-03 05:30:15,382 - mmaction - INFO - Epoch [36][500/1345] lr: 4.266e-02, eta: 6:40:42, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.4492, top5_acc: 0.7336, loss_cls: 2.1884, loss: 2.1884, grad_norm: 2.8444 2021-12-03 05:30:27,488 - mmaction - INFO - Epoch [36][520/1345] lr: 4.266e-02, eta: 6:40:29, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.4586, top5_acc: 0.7258, loss_cls: 2.1775, loss: 2.1775, grad_norm: 2.7903 2021-12-03 05:30:39,583 - mmaction - INFO - Epoch [36][540/1345] lr: 4.266e-02, eta: 6:40:16, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.4508, top5_acc: 0.7281, loss_cls: 2.1829, loss: 2.1829, grad_norm: 2.8810 2021-12-03 05:30:51,686 - mmaction - INFO - Epoch [36][560/1345] lr: 4.266e-02, eta: 6:40:03, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.4477, top5_acc: 0.7289, loss_cls: 2.2193, loss: 2.2193, grad_norm: 2.9433 2021-12-03 05:31:03,782 - mmaction - INFO - Epoch [36][580/1345] lr: 4.266e-02, eta: 6:39:51, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.4484, top5_acc: 0.7227, loss_cls: 2.2571, loss: 2.2571, grad_norm: 2.7757 2021-12-03 05:31:15,883 - mmaction - INFO - Epoch [36][600/1345] lr: 4.266e-02, eta: 6:39:38, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.4469, top5_acc: 0.7141, loss_cls: 2.3033, loss: 2.3033, grad_norm: 2.7640 2021-12-03 05:31:27,958 - mmaction - INFO - Epoch [36][620/1345] lr: 4.266e-02, eta: 6:39:25, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.4398, top5_acc: 0.7305, loss_cls: 2.2392, loss: 2.2392, grad_norm: 2.7065 2021-12-03 05:31:40,050 - mmaction - INFO - Epoch [36][640/1345] lr: 4.266e-02, eta: 6:39:12, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.4414, top5_acc: 0.7164, loss_cls: 2.2303, loss: 2.2303, grad_norm: 2.7920 2021-12-03 05:31:52,128 - mmaction - INFO - Epoch [36][660/1345] lr: 4.266e-02, eta: 6:38:59, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.4469, top5_acc: 0.7242, loss_cls: 2.2539, loss: 2.2539, grad_norm: 2.8513 2021-12-03 05:32:04,215 - mmaction - INFO - Epoch [36][680/1345] lr: 4.266e-02, eta: 6:38:46, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.4531, top5_acc: 0.7266, loss_cls: 2.2303, loss: 2.2303, grad_norm: 2.7187 2021-12-03 05:32:16,288 - mmaction - INFO - Epoch [36][700/1345] lr: 4.266e-02, eta: 6:38:34, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.4133, top5_acc: 0.6945, loss_cls: 2.3307, loss: 2.3307, grad_norm: 2.8338 2021-12-03 05:32:28,348 - mmaction - INFO - Epoch [36][720/1345] lr: 4.266e-02, eta: 6:38:21, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.4648, top5_acc: 0.7547, loss_cls: 2.1485, loss: 2.1485, grad_norm: 2.7808 2021-12-03 05:32:40,445 - mmaction - INFO - Epoch [36][740/1345] lr: 4.266e-02, eta: 6:38:08, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.4414, top5_acc: 0.7148, loss_cls: 2.2500, loss: 2.2500, grad_norm: 2.8669 2021-12-03 05:32:52,492 - mmaction - INFO - Epoch [36][760/1345] lr: 4.266e-02, eta: 6:37:55, time: 0.603, data_time: 0.001, memory: 5354, top1_acc: 0.4531, top5_acc: 0.7406, loss_cls: 2.1786, loss: 2.1786, grad_norm: 2.8021 2021-12-03 05:33:04,571 - mmaction - INFO - Epoch [36][780/1345] lr: 4.266e-02, eta: 6:37:42, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.4555, top5_acc: 0.7367, loss_cls: 2.1987, loss: 2.1987, grad_norm: 2.8145 2021-12-03 05:33:16,647 - mmaction - INFO - Epoch [36][800/1345] lr: 4.266e-02, eta: 6:37:30, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.4328, top5_acc: 0.7172, loss_cls: 2.2791, loss: 2.2791, grad_norm: 2.8225 2021-12-03 05:33:28,739 - mmaction - INFO - Epoch [36][820/1345] lr: 4.266e-02, eta: 6:37:17, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.4539, top5_acc: 0.7109, loss_cls: 2.2971, loss: 2.2971, grad_norm: 2.8022 2021-12-03 05:33:40,818 - mmaction - INFO - Epoch [36][840/1345] lr: 4.266e-02, eta: 6:37:04, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.4750, top5_acc: 0.7453, loss_cls: 2.1356, loss: 2.1356, grad_norm: 2.8075 2021-12-03 05:33:52,910 - mmaction - INFO - Epoch [36][860/1345] lr: 4.266e-02, eta: 6:36:51, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.4367, top5_acc: 0.7141, loss_cls: 2.2832, loss: 2.2832, grad_norm: 2.8476 2021-12-03 05:34:05,013 - mmaction - INFO - Epoch [36][880/1345] lr: 4.266e-02, eta: 6:36:38, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.4609, top5_acc: 0.7281, loss_cls: 2.2577, loss: 2.2577, grad_norm: 2.8089 2021-12-03 05:34:17,096 - mmaction - INFO - Epoch [36][900/1345] lr: 4.266e-02, eta: 6:36:26, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.4508, top5_acc: 0.7234, loss_cls: 2.2058, loss: 2.2058, grad_norm: 2.7923 2021-12-03 05:34:29,196 - mmaction - INFO - Epoch [36][920/1345] lr: 4.266e-02, eta: 6:36:13, time: 0.605, data_time: 0.001, memory: 5354, top1_acc: 0.4617, top5_acc: 0.7211, loss_cls: 2.2212, loss: 2.2212, grad_norm: 2.7626 2021-12-03 05:34:41,304 - mmaction - INFO - Epoch [36][940/1345] lr: 4.266e-02, eta: 6:36:00, time: 0.605, data_time: 0.001, memory: 5354, top1_acc: 0.4828, top5_acc: 0.7453, loss_cls: 2.1168, loss: 2.1168, grad_norm: 2.7415 2021-12-03 05:34:53,414 - mmaction - INFO - Epoch [36][960/1345] lr: 4.266e-02, eta: 6:35:47, time: 0.606, data_time: 0.001, memory: 5354, top1_acc: 0.4437, top5_acc: 0.7219, loss_cls: 2.2589, loss: 2.2589, grad_norm: 2.8291 2021-12-03 05:35:05,529 - mmaction - INFO - Epoch [36][980/1345] lr: 4.266e-02, eta: 6:35:34, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.4367, top5_acc: 0.7234, loss_cls: 2.2705, loss: 2.2705, grad_norm: 2.8662 2021-12-03 05:35:17,622 - mmaction - INFO - Epoch [36][1000/1345] lr: 4.266e-02, eta: 6:35:22, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.4305, top5_acc: 0.7305, loss_cls: 2.2927, loss: 2.2927, grad_norm: 2.7615 2021-12-03 05:35:29,725 - mmaction - INFO - Epoch [36][1020/1345] lr: 4.266e-02, eta: 6:35:09, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.4617, top5_acc: 0.7414, loss_cls: 2.1549, loss: 2.1549, grad_norm: 2.8479 2021-12-03 05:35:41,810 - mmaction - INFO - Epoch [36][1040/1345] lr: 4.266e-02, eta: 6:34:56, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.4477, top5_acc: 0.7281, loss_cls: 2.2623, loss: 2.2623, grad_norm: 2.8054 2021-12-03 05:35:53,894 - mmaction - INFO - Epoch [36][1060/1345] lr: 4.266e-02, eta: 6:34:43, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.4648, top5_acc: 0.7359, loss_cls: 2.1652, loss: 2.1652, grad_norm: 2.8026 2021-12-03 05:36:05,976 - mmaction - INFO - Epoch [36][1080/1345] lr: 4.266e-02, eta: 6:34:30, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.4672, top5_acc: 0.7359, loss_cls: 2.1549, loss: 2.1549, grad_norm: 2.8310 2021-12-03 05:36:18,064 - mmaction - INFO - Epoch [36][1100/1345] lr: 4.266e-02, eta: 6:34:18, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.4297, top5_acc: 0.7211, loss_cls: 2.2669, loss: 2.2669, grad_norm: 2.7919 2021-12-03 05:36:30,136 - mmaction - INFO - Epoch [36][1120/1345] lr: 4.266e-02, eta: 6:34:05, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.4609, top5_acc: 0.7234, loss_cls: 2.2344, loss: 2.2344, grad_norm: 2.7052 2021-12-03 05:36:42,213 - mmaction - INFO - Epoch [36][1140/1345] lr: 4.266e-02, eta: 6:33:52, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.4672, top5_acc: 0.7445, loss_cls: 2.1415, loss: 2.1415, grad_norm: 2.8486 2021-12-03 05:36:54,291 - mmaction - INFO - Epoch [36][1160/1345] lr: 4.266e-02, eta: 6:33:39, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.4469, top5_acc: 0.7328, loss_cls: 2.2121, loss: 2.2121, grad_norm: 2.8514 2021-12-03 05:37:06,354 - mmaction - INFO - Epoch [36][1180/1345] lr: 4.266e-02, eta: 6:33:26, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.4344, top5_acc: 0.7156, loss_cls: 2.3041, loss: 2.3041, grad_norm: 2.8401 2021-12-03 05:37:18,427 - mmaction - INFO - Epoch [36][1200/1345] lr: 4.266e-02, eta: 6:33:14, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.4586, top5_acc: 0.7391, loss_cls: 2.1947, loss: 2.1947, grad_norm: 2.8582 2021-12-03 05:37:30,498 - mmaction - INFO - Epoch [36][1220/1345] lr: 4.266e-02, eta: 6:33:01, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.4375, top5_acc: 0.7180, loss_cls: 2.2635, loss: 2.2635, grad_norm: 2.9363 2021-12-03 05:37:42,561 - mmaction - INFO - Epoch [36][1240/1345] lr: 4.266e-02, eta: 6:32:48, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.4641, top5_acc: 0.7164, loss_cls: 2.2795, loss: 2.2795, grad_norm: 2.8725 2021-12-03 05:37:54,633 - mmaction - INFO - Epoch [36][1260/1345] lr: 4.266e-02, eta: 6:32:35, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.4367, top5_acc: 0.7125, loss_cls: 2.3301, loss: 2.3301, grad_norm: 2.8625 2021-12-03 05:38:06,712 - mmaction - INFO - Epoch [36][1280/1345] lr: 4.266e-02, eta: 6:32:22, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.4297, top5_acc: 0.7000, loss_cls: 2.2914, loss: 2.2914, grad_norm: 2.8123 2021-12-03 05:38:18,784 - mmaction - INFO - Epoch [36][1300/1345] lr: 4.266e-02, eta: 6:32:10, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.4539, top5_acc: 0.7414, loss_cls: 2.1757, loss: 2.1757, grad_norm: 2.8561 2021-12-03 05:38:30,883 - mmaction - INFO - Epoch [36][1320/1345] lr: 4.266e-02, eta: 6:31:57, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.4313, top5_acc: 0.7172, loss_cls: 2.2707, loss: 2.2707, grad_norm: 2.8686 2021-12-03 05:38:42,973 - mmaction - INFO - Epoch [36][1340/1345] lr: 4.266e-02, eta: 6:31:44, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.4188, top5_acc: 0.7016, loss_cls: 2.3618, loss: 2.3618, grad_norm: 2.8417 2021-12-03 05:39:38,791 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-12-03 05:39:38,958 - mmaction - INFO - top1_acc 0.3584 top5_acc 0.6706 2021-12-03 05:39:38,958 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-12-03 05:39:38,969 - mmaction - INFO - mean_acc 0.3252 2021-12-03 05:39:39,806 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_36.pth. 2021-12-03 05:39:39,808 - mmaction - INFO - Best top1_acc is 0.3584 at 36 epoch. 2021-12-03 05:39:39,821 - mmaction - INFO - Saving checkpoint at 36 epochs 2021-12-03 05:39:43,548 - mmaction - INFO - Epoch(val) [36][181] top1_acc: 0.3584, top5_acc: 0.6706, mean_class_accuracy: 0.3252 2021-12-03 05:40:21,379 - mmaction - INFO - Epoch [37][20/1345] lr: 4.025e-02, eta: 6:31:46, time: 1.891, data_time: 1.292, memory: 5354, top1_acc: 0.4047, top5_acc: 0.6828, loss_cls: 2.4467, loss: 2.4467, grad_norm: 3.0767 2021-12-03 05:40:33,376 - mmaction - INFO - Epoch [37][40/1345] lr: 4.025e-02, eta: 6:31:33, time: 0.600, data_time: 0.001, memory: 5354, top1_acc: 0.4523, top5_acc: 0.7156, loss_cls: 2.3246, loss: 2.3246, grad_norm: 2.9226 2021-12-03 05:40:45,395 - mmaction - INFO - Epoch [37][60/1345] lr: 4.025e-02, eta: 6:31:20, time: 0.601, data_time: 0.001, memory: 5354, top1_acc: 0.4406, top5_acc: 0.7039, loss_cls: 2.3482, loss: 2.3482, grad_norm: 2.9387 2021-12-03 05:40:57,432 - mmaction - INFO - Epoch [37][80/1345] lr: 4.025e-02, eta: 6:31:07, time: 0.602, data_time: 0.002, memory: 5354, top1_acc: 0.4273, top5_acc: 0.6937, loss_cls: 2.3489, loss: 2.3489, grad_norm: 2.9428 2021-12-03 05:41:09,464 - mmaction - INFO - Epoch [37][100/1345] lr: 4.025e-02, eta: 6:30:54, time: 0.602, data_time: 0.000, memory: 5354, top1_acc: 0.4414, top5_acc: 0.7312, loss_cls: 2.2325, loss: 2.2325, grad_norm: 2.9146 2021-12-03 05:41:21,516 - mmaction - INFO - Epoch [37][120/1345] lr: 4.025e-02, eta: 6:30:41, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.4477, top5_acc: 0.7375, loss_cls: 2.1824, loss: 2.1824, grad_norm: 2.9145 2021-12-03 05:41:33,569 - mmaction - INFO - Epoch [37][140/1345] lr: 4.025e-02, eta: 6:30:29, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.4602, top5_acc: 0.7234, loss_cls: 2.2536, loss: 2.2536, grad_norm: 3.0252 2021-12-03 05:41:45,643 - mmaction - INFO - Epoch [37][160/1345] lr: 4.025e-02, eta: 6:30:16, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.4414, top5_acc: 0.7352, loss_cls: 2.2098, loss: 2.2098, grad_norm: 2.9245 2021-12-03 05:41:57,724 - mmaction - INFO - Epoch [37][180/1345] lr: 4.025e-02, eta: 6:30:03, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.4281, top5_acc: 0.6977, loss_cls: 2.3457, loss: 2.3457, grad_norm: 3.0479 2021-12-03 05:42:09,818 - mmaction - INFO - Epoch [37][200/1345] lr: 4.025e-02, eta: 6:29:50, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.4617, top5_acc: 0.7352, loss_cls: 2.1726, loss: 2.1726, grad_norm: 2.8049 2021-12-03 05:42:21,951 - mmaction - INFO - Epoch [37][220/1345] lr: 4.025e-02, eta: 6:29:37, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.4203, top5_acc: 0.6977, loss_cls: 2.3423, loss: 2.3423, grad_norm: 2.8871 2021-12-03 05:42:34,068 - mmaction - INFO - Epoch [37][240/1345] lr: 4.025e-02, eta: 6:29:25, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.4633, top5_acc: 0.7414, loss_cls: 2.1798, loss: 2.1798, grad_norm: 2.7630 2021-12-03 05:42:46,249 - mmaction - INFO - Epoch [37][260/1345] lr: 4.025e-02, eta: 6:29:12, time: 0.609, data_time: 0.000, memory: 5354, top1_acc: 0.4539, top5_acc: 0.7359, loss_cls: 2.2019, loss: 2.2019, grad_norm: 2.8943 2021-12-03 05:42:58,421 - mmaction - INFO - Epoch [37][280/1345] lr: 4.025e-02, eta: 6:28:59, time: 0.609, data_time: 0.000, memory: 5354, top1_acc: 0.4648, top5_acc: 0.7328, loss_cls: 2.2592, loss: 2.2592, grad_norm: 2.8824 2021-12-03 05:43:10,578 - mmaction - INFO - Epoch [37][300/1345] lr: 4.025e-02, eta: 6:28:47, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.4523, top5_acc: 0.7305, loss_cls: 2.2262, loss: 2.2262, grad_norm: 2.7906 2021-12-03 05:43:22,781 - mmaction - INFO - Epoch [37][320/1345] lr: 4.025e-02, eta: 6:28:34, time: 0.610, data_time: 0.000, memory: 5354, top1_acc: 0.4578, top5_acc: 0.7281, loss_cls: 2.2418, loss: 2.2418, grad_norm: 2.8726 2021-12-03 05:43:34,923 - mmaction - INFO - Epoch [37][340/1345] lr: 4.025e-02, eta: 6:28:21, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.4672, top5_acc: 0.7500, loss_cls: 2.1737, loss: 2.1737, grad_norm: 2.8909 2021-12-03 05:43:47,081 - mmaction - INFO - Epoch [37][360/1345] lr: 4.025e-02, eta: 6:28:08, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.4641, top5_acc: 0.7430, loss_cls: 2.1777, loss: 2.1777, grad_norm: 2.8778 2021-12-03 05:43:59,200 - mmaction - INFO - Epoch [37][380/1345] lr: 4.025e-02, eta: 6:27:56, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.4656, top5_acc: 0.7469, loss_cls: 2.1293, loss: 2.1293, grad_norm: 2.8436 2021-12-03 05:44:11,329 - mmaction - INFO - Epoch [37][400/1345] lr: 4.025e-02, eta: 6:27:43, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.4586, top5_acc: 0.7266, loss_cls: 2.2206, loss: 2.2206, grad_norm: 2.8688 2021-12-03 05:44:23,474 - mmaction - INFO - Epoch [37][420/1345] lr: 4.025e-02, eta: 6:27:30, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.4594, top5_acc: 0.7375, loss_cls: 2.1708, loss: 2.1708, grad_norm: 2.9167 2021-12-03 05:44:35,626 - mmaction - INFO - Epoch [37][440/1345] lr: 4.025e-02, eta: 6:27:17, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.4344, top5_acc: 0.7281, loss_cls: 2.2344, loss: 2.2344, grad_norm: 2.9673 2021-12-03 05:44:47,734 - mmaction - INFO - Epoch [37][460/1345] lr: 4.025e-02, eta: 6:27:05, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.4477, top5_acc: 0.7344, loss_cls: 2.1981, loss: 2.1981, grad_norm: 2.9472 2021-12-03 05:44:59,852 - mmaction - INFO - Epoch [37][480/1345] lr: 4.025e-02, eta: 6:26:52, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.4703, top5_acc: 0.7344, loss_cls: 2.1824, loss: 2.1824, grad_norm: 2.7924 2021-12-03 05:45:11,978 - mmaction - INFO - Epoch [37][500/1345] lr: 4.025e-02, eta: 6:26:39, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.4516, top5_acc: 0.7344, loss_cls: 2.1891, loss: 2.1891, grad_norm: 2.8003 2021-12-03 05:45:24,086 - mmaction - INFO - Epoch [37][520/1345] lr: 4.025e-02, eta: 6:26:26, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.4625, top5_acc: 0.7398, loss_cls: 2.1977, loss: 2.1977, grad_norm: 2.8583 2021-12-03 05:45:36,164 - mmaction - INFO - Epoch [37][540/1345] lr: 4.025e-02, eta: 6:26:13, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.4656, top5_acc: 0.7469, loss_cls: 2.1242, loss: 2.1242, grad_norm: 2.8475 2021-12-03 05:45:48,269 - mmaction - INFO - Epoch [37][560/1345] lr: 4.025e-02, eta: 6:26:01, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.4477, top5_acc: 0.7180, loss_cls: 2.2464, loss: 2.2464, grad_norm: 2.8771 2021-12-03 05:46:00,354 - mmaction - INFO - Epoch [37][580/1345] lr: 4.025e-02, eta: 6:25:48, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.4227, top5_acc: 0.6891, loss_cls: 2.3922, loss: 2.3922, grad_norm: 2.9788 2021-12-03 05:46:12,425 - mmaction - INFO - Epoch [37][600/1345] lr: 4.025e-02, eta: 6:25:35, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.4188, top5_acc: 0.7156, loss_cls: 2.3303, loss: 2.3303, grad_norm: 2.8838 2021-12-03 05:46:24,524 - mmaction - INFO - Epoch [37][620/1345] lr: 4.025e-02, eta: 6:25:22, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.4398, top5_acc: 0.7242, loss_cls: 2.2544, loss: 2.2544, grad_norm: 2.7407 2021-12-03 05:46:36,603 - mmaction - INFO - Epoch [37][640/1345] lr: 4.025e-02, eta: 6:25:09, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.4281, top5_acc: 0.7312, loss_cls: 2.2653, loss: 2.2653, grad_norm: 2.8110 2021-12-03 05:46:48,675 - mmaction - INFO - Epoch [37][660/1345] lr: 4.025e-02, eta: 6:24:57, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.4344, top5_acc: 0.7086, loss_cls: 2.3480, loss: 2.3480, grad_norm: 2.7548 2021-12-03 05:47:00,767 - mmaction - INFO - Epoch [37][680/1345] lr: 4.025e-02, eta: 6:24:44, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.4852, top5_acc: 0.7492, loss_cls: 2.1050, loss: 2.1050, grad_norm: 2.7459 2021-12-03 05:47:12,876 - mmaction - INFO - Epoch [37][700/1345] lr: 4.025e-02, eta: 6:24:31, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.4406, top5_acc: 0.7359, loss_cls: 2.2578, loss: 2.2578, grad_norm: 2.9813 2021-12-03 05:47:24,984 - mmaction - INFO - Epoch [37][720/1345] lr: 4.025e-02, eta: 6:24:18, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.4414, top5_acc: 0.7305, loss_cls: 2.2262, loss: 2.2262, grad_norm: 2.9121 2021-12-03 05:47:37,189 - mmaction - INFO - Epoch [37][740/1345] lr: 4.025e-02, eta: 6:24:06, time: 0.610, data_time: 0.000, memory: 5354, top1_acc: 0.4492, top5_acc: 0.7273, loss_cls: 2.1981, loss: 2.1981, grad_norm: 2.8824 2021-12-03 05:47:49,290 - mmaction - INFO - Epoch [37][760/1345] lr: 4.025e-02, eta: 6:23:53, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.4547, top5_acc: 0.7391, loss_cls: 2.1812, loss: 2.1812, grad_norm: 2.8676 2021-12-03 05:48:01,387 - mmaction - INFO - Epoch [37][780/1345] lr: 4.025e-02, eta: 6:23:40, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.4773, top5_acc: 0.7492, loss_cls: 2.1467, loss: 2.1467, grad_norm: 2.7008 2021-12-03 05:48:13,531 - mmaction - INFO - Epoch [37][800/1345] lr: 4.025e-02, eta: 6:23:27, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.4172, top5_acc: 0.7320, loss_cls: 2.2628, loss: 2.2628, grad_norm: 2.9516 2021-12-03 05:48:25,656 - mmaction - INFO - Epoch [37][820/1345] lr: 4.025e-02, eta: 6:23:15, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.4484, top5_acc: 0.7484, loss_cls: 2.1572, loss: 2.1572, grad_norm: 2.8683 2021-12-03 05:48:37,822 - mmaction - INFO - Epoch [37][840/1345] lr: 4.025e-02, eta: 6:23:02, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.4648, top5_acc: 0.7336, loss_cls: 2.2166, loss: 2.2166, grad_norm: 2.9268 2021-12-03 05:48:49,944 - mmaction - INFO - Epoch [37][860/1345] lr: 4.025e-02, eta: 6:22:49, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.4445, top5_acc: 0.7203, loss_cls: 2.2577, loss: 2.2577, grad_norm: 2.9544 2021-12-03 05:49:02,104 - mmaction - INFO - Epoch [37][880/1345] lr: 4.025e-02, eta: 6:22:36, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.4523, top5_acc: 0.7375, loss_cls: 2.2030, loss: 2.2030, grad_norm: 2.9332 2021-12-03 05:49:14,247 - mmaction - INFO - Epoch [37][900/1345] lr: 4.025e-02, eta: 6:22:24, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.4523, top5_acc: 0.7281, loss_cls: 2.2086, loss: 2.2086, grad_norm: 2.8656 2021-12-03 05:49:26,375 - mmaction - INFO - Epoch [37][920/1345] lr: 4.025e-02, eta: 6:22:11, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.4406, top5_acc: 0.7414, loss_cls: 2.2116, loss: 2.2116, grad_norm: 2.9620 2021-12-03 05:49:38,578 - mmaction - INFO - Epoch [37][940/1345] lr: 4.025e-02, eta: 6:21:58, time: 0.610, data_time: 0.000, memory: 5354, top1_acc: 0.4383, top5_acc: 0.7180, loss_cls: 2.2679, loss: 2.2679, grad_norm: 2.8206 2021-12-03 05:49:50,726 - mmaction - INFO - Epoch [37][960/1345] lr: 4.025e-02, eta: 6:21:46, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.4469, top5_acc: 0.7320, loss_cls: 2.2180, loss: 2.2180, grad_norm: 2.9467 2021-12-03 05:50:02,900 - mmaction - INFO - Epoch [37][980/1345] lr: 4.025e-02, eta: 6:21:33, time: 0.609, data_time: 0.000, memory: 5354, top1_acc: 0.4625, top5_acc: 0.7445, loss_cls: 2.1804, loss: 2.1804, grad_norm: 2.8779 2021-12-03 05:50:15,115 - mmaction - INFO - Epoch [37][1000/1345] lr: 4.025e-02, eta: 6:21:20, time: 0.611, data_time: 0.000, memory: 5354, top1_acc: 0.4633, top5_acc: 0.7445, loss_cls: 2.1560, loss: 2.1560, grad_norm: 2.8372 2021-12-03 05:50:27,334 - mmaction - INFO - Epoch [37][1020/1345] lr: 4.025e-02, eta: 6:21:07, time: 0.611, data_time: 0.000, memory: 5354, top1_acc: 0.4711, top5_acc: 0.7359, loss_cls: 2.1417, loss: 2.1417, grad_norm: 2.8080 2021-12-03 05:50:39,497 - mmaction - INFO - Epoch [37][1040/1345] lr: 4.025e-02, eta: 6:20:55, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.4531, top5_acc: 0.7227, loss_cls: 2.2259, loss: 2.2259, grad_norm: 2.8656 2021-12-03 05:50:51,725 - mmaction - INFO - Epoch [37][1060/1345] lr: 4.025e-02, eta: 6:20:42, time: 0.611, data_time: 0.000, memory: 5354, top1_acc: 0.4547, top5_acc: 0.7164, loss_cls: 2.2510, loss: 2.2510, grad_norm: 2.8625 2021-12-03 05:51:04,018 - mmaction - INFO - Epoch [37][1080/1345] lr: 4.025e-02, eta: 6:20:29, time: 0.615, data_time: 0.000, memory: 5354, top1_acc: 0.4484, top5_acc: 0.7398, loss_cls: 2.2137, loss: 2.2137, grad_norm: 2.9208 2021-12-03 05:51:16,222 - mmaction - INFO - Epoch [37][1100/1345] lr: 4.025e-02, eta: 6:20:17, time: 0.610, data_time: 0.000, memory: 5354, top1_acc: 0.4508, top5_acc: 0.7297, loss_cls: 2.2285, loss: 2.2285, grad_norm: 2.9194 2021-12-03 05:51:28,432 - mmaction - INFO - Epoch [37][1120/1345] lr: 4.025e-02, eta: 6:20:04, time: 0.610, data_time: 0.000, memory: 5354, top1_acc: 0.4250, top5_acc: 0.7094, loss_cls: 2.3169, loss: 2.3169, grad_norm: 2.9305 2021-12-03 05:51:40,630 - mmaction - INFO - Epoch [37][1140/1345] lr: 4.025e-02, eta: 6:19:51, time: 0.610, data_time: 0.000, memory: 5354, top1_acc: 0.4508, top5_acc: 0.7297, loss_cls: 2.2167, loss: 2.2167, grad_norm: 2.8515 2021-12-03 05:51:52,819 - mmaction - INFO - Epoch [37][1160/1345] lr: 4.025e-02, eta: 6:19:39, time: 0.609, data_time: 0.000, memory: 5354, top1_acc: 0.4484, top5_acc: 0.7258, loss_cls: 2.2362, loss: 2.2362, grad_norm: 2.9523 2021-12-03 05:52:05,079 - mmaction - INFO - Epoch [37][1180/1345] lr: 4.025e-02, eta: 6:19:26, time: 0.613, data_time: 0.000, memory: 5354, top1_acc: 0.4469, top5_acc: 0.7297, loss_cls: 2.2641, loss: 2.2641, grad_norm: 2.8627 2021-12-03 05:52:17,282 - mmaction - INFO - Epoch [37][1200/1345] lr: 4.025e-02, eta: 6:19:13, time: 0.610, data_time: 0.000, memory: 5354, top1_acc: 0.4680, top5_acc: 0.7539, loss_cls: 2.1350, loss: 2.1350, grad_norm: 2.8507 2021-12-03 05:52:29,451 - mmaction - INFO - Epoch [37][1220/1345] lr: 4.025e-02, eta: 6:19:01, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.4531, top5_acc: 0.7453, loss_cls: 2.1555, loss: 2.1555, grad_norm: 2.8938 2021-12-03 05:52:41,671 - mmaction - INFO - Epoch [37][1240/1345] lr: 4.025e-02, eta: 6:18:48, time: 0.611, data_time: 0.000, memory: 5354, top1_acc: 0.4656, top5_acc: 0.7203, loss_cls: 2.1870, loss: 2.1870, grad_norm: 2.8937 2021-12-03 05:52:53,831 - mmaction - INFO - Epoch [37][1260/1345] lr: 4.025e-02, eta: 6:18:35, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.4344, top5_acc: 0.7102, loss_cls: 2.2899, loss: 2.2899, grad_norm: 2.8748 2021-12-03 05:53:06,077 - mmaction - INFO - Epoch [37][1280/1345] lr: 4.025e-02, eta: 6:18:23, time: 0.612, data_time: 0.000, memory: 5354, top1_acc: 0.4539, top5_acc: 0.7328, loss_cls: 2.1846, loss: 2.1846, grad_norm: 2.8514 2021-12-03 05:53:18,261 - mmaction - INFO - Epoch [37][1300/1345] lr: 4.025e-02, eta: 6:18:10, time: 0.609, data_time: 0.000, memory: 5354, top1_acc: 0.4727, top5_acc: 0.7281, loss_cls: 2.1320, loss: 2.1320, grad_norm: 2.9027 2021-12-03 05:53:30,470 - mmaction - INFO - Epoch [37][1320/1345] lr: 4.025e-02, eta: 6:17:57, time: 0.610, data_time: 0.000, memory: 5354, top1_acc: 0.4273, top5_acc: 0.7094, loss_cls: 2.3246, loss: 2.3246, grad_norm: 3.0008 2021-12-03 05:53:42,653 - mmaction - INFO - Epoch [37][1340/1345] lr: 4.025e-02, eta: 6:17:45, time: 0.609, data_time: 0.000, memory: 5354, top1_acc: 0.4594, top5_acc: 0.7320, loss_cls: 2.1586, loss: 2.1586, grad_norm: 2.7622 2021-12-03 05:54:37,386 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-12-03 05:54:37,564 - mmaction - INFO - top1_acc 0.3658 top5_acc 0.6773 2021-12-03 05:54:37,564 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-12-03 05:54:37,582 - mmaction - INFO - mean_acc 0.3431 2021-12-03 05:54:38,758 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_37.pth. 2021-12-03 05:54:38,759 - mmaction - INFO - Best top1_acc is 0.3658 at 37 epoch. 2021-12-03 05:54:38,776 - mmaction - INFO - Saving checkpoint at 37 epochs 2021-12-03 05:54:39,891 - mmaction - INFO - Epoch(val) [37][181] top1_acc: 0.3658, top5_acc: 0.6773, mean_class_accuracy: 0.3431 2021-12-03 05:55:17,661 - mmaction - INFO - Epoch [38][20/1345] lr: 3.785e-02, eta: 6:17:45, time: 1.888, data_time: 1.288, memory: 5354, top1_acc: 0.4664, top5_acc: 0.7367, loss_cls: 2.1631, loss: 2.1631, grad_norm: 2.8499 2021-12-03 05:55:29,688 - mmaction - INFO - Epoch [38][40/1345] lr: 3.785e-02, eta: 6:17:32, time: 0.601, data_time: 0.002, memory: 5354, top1_acc: 0.4414, top5_acc: 0.7328, loss_cls: 2.1844, loss: 2.1844, grad_norm: 2.8375 2021-12-03 05:55:41,734 - mmaction - INFO - Epoch [38][60/1345] lr: 3.785e-02, eta: 6:17:19, time: 0.602, data_time: 0.001, memory: 5354, top1_acc: 0.4523, top5_acc: 0.7203, loss_cls: 2.2210, loss: 2.2210, grad_norm: 2.8254 2021-12-03 05:55:53,794 - mmaction - INFO - Epoch [38][80/1345] lr: 3.785e-02, eta: 6:17:07, time: 0.603, data_time: 0.001, memory: 5354, top1_acc: 0.4492, top5_acc: 0.7352, loss_cls: 2.1985, loss: 2.1985, grad_norm: 2.8748 2021-12-03 05:56:05,872 - mmaction - INFO - Epoch [38][100/1345] lr: 3.785e-02, eta: 6:16:54, time: 0.604, data_time: 0.002, memory: 5354, top1_acc: 0.4461, top5_acc: 0.7359, loss_cls: 2.1819, loss: 2.1819, grad_norm: 2.8823 2021-12-03 05:56:17,937 - mmaction - INFO - Epoch [38][120/1345] lr: 3.785e-02, eta: 6:16:41, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.4625, top5_acc: 0.7453, loss_cls: 2.1633, loss: 2.1633, grad_norm: 2.9439 2021-12-03 05:56:30,020 - mmaction - INFO - Epoch [38][140/1345] lr: 3.785e-02, eta: 6:16:28, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.4562, top5_acc: 0.7352, loss_cls: 2.1162, loss: 2.1162, grad_norm: 2.9160 2021-12-03 05:56:42,105 - mmaction - INFO - Epoch [38][160/1345] lr: 3.785e-02, eta: 6:16:16, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.4672, top5_acc: 0.7570, loss_cls: 2.1060, loss: 2.1060, grad_norm: 2.9215 2021-12-03 05:56:54,216 - mmaction - INFO - Epoch [38][180/1345] lr: 3.785e-02, eta: 6:16:03, time: 0.606, data_time: 0.001, memory: 5354, top1_acc: 0.4555, top5_acc: 0.7273, loss_cls: 2.1863, loss: 2.1863, grad_norm: 2.9822 2021-12-03 05:57:06,361 - mmaction - INFO - Epoch [38][200/1345] lr: 3.785e-02, eta: 6:15:50, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.4523, top5_acc: 0.7383, loss_cls: 2.1934, loss: 2.1934, grad_norm: 2.8367 2021-12-03 05:57:18,570 - mmaction - INFO - Epoch [38][220/1345] lr: 3.785e-02, eta: 6:15:37, time: 0.610, data_time: 0.000, memory: 5354, top1_acc: 0.4891, top5_acc: 0.7359, loss_cls: 2.1134, loss: 2.1134, grad_norm: 2.9214 2021-12-03 05:57:30,682 - mmaction - INFO - Epoch [38][240/1345] lr: 3.785e-02, eta: 6:15:25, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.4742, top5_acc: 0.7352, loss_cls: 2.1661, loss: 2.1661, grad_norm: 2.8907 2021-12-03 05:57:42,797 - mmaction - INFO - Epoch [38][260/1345] lr: 3.785e-02, eta: 6:15:12, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.4672, top5_acc: 0.7414, loss_cls: 2.1397, loss: 2.1397, grad_norm: 2.7846 2021-12-03 05:57:55,003 - mmaction - INFO - Epoch [38][280/1345] lr: 3.785e-02, eta: 6:14:59, time: 0.610, data_time: 0.000, memory: 5354, top1_acc: 0.4844, top5_acc: 0.7445, loss_cls: 2.0689, loss: 2.0689, grad_norm: 2.8170 2021-12-03 05:58:07,160 - mmaction - INFO - Epoch [38][300/1345] lr: 3.785e-02, eta: 6:14:46, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.4766, top5_acc: 0.7234, loss_cls: 2.1494, loss: 2.1494, grad_norm: 3.0120 2021-12-03 05:58:19,297 - mmaction - INFO - Epoch [38][320/1345] lr: 3.785e-02, eta: 6:14:34, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.4609, top5_acc: 0.7352, loss_cls: 2.1752, loss: 2.1752, grad_norm: 2.9208 2021-12-03 05:58:31,412 - mmaction - INFO - Epoch [38][340/1345] lr: 3.785e-02, eta: 6:14:21, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.4648, top5_acc: 0.7297, loss_cls: 2.2164, loss: 2.2164, grad_norm: 2.9483 2021-12-03 05:58:43,530 - mmaction - INFO - Epoch [38][360/1345] lr: 3.785e-02, eta: 6:14:08, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.4695, top5_acc: 0.7391, loss_cls: 2.1651, loss: 2.1651, grad_norm: 2.9631 2021-12-03 05:58:55,632 - mmaction - INFO - Epoch [38][380/1345] lr: 3.785e-02, eta: 6:13:55, time: 0.605, data_time: 0.001, memory: 5354, top1_acc: 0.4773, top5_acc: 0.7375, loss_cls: 2.1390, loss: 2.1390, grad_norm: 2.9742 2021-12-03 05:59:07,732 - mmaction - INFO - Epoch [38][400/1345] lr: 3.785e-02, eta: 6:13:43, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.4484, top5_acc: 0.7141, loss_cls: 2.2578, loss: 2.2578, grad_norm: 3.0172 2021-12-03 05:59:19,824 - mmaction - INFO - Epoch [38][420/1345] lr: 3.785e-02, eta: 6:13:30, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.4688, top5_acc: 0.7320, loss_cls: 2.1862, loss: 2.1862, grad_norm: 2.8760 2021-12-03 05:59:31,911 - mmaction - INFO - Epoch [38][440/1345] lr: 3.785e-02, eta: 6:13:17, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.4391, top5_acc: 0.7461, loss_cls: 2.1677, loss: 2.1677, grad_norm: 2.8772 2021-12-03 05:59:43,985 - mmaction - INFO - Epoch [38][460/1345] lr: 3.785e-02, eta: 6:13:04, time: 0.604, data_time: 0.001, memory: 5354, top1_acc: 0.4953, top5_acc: 0.7453, loss_cls: 2.0984, loss: 2.0984, grad_norm: 2.8052 2021-12-03 05:59:56,054 - mmaction - INFO - Epoch [38][480/1345] lr: 3.785e-02, eta: 6:12:52, time: 0.604, data_time: 0.001, memory: 5354, top1_acc: 0.4508, top5_acc: 0.7422, loss_cls: 2.1422, loss: 2.1422, grad_norm: 2.8615 2021-12-03 06:00:08,134 - mmaction - INFO - Epoch [38][500/1345] lr: 3.785e-02, eta: 6:12:39, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.4609, top5_acc: 0.7281, loss_cls: 2.2025, loss: 2.2025, grad_norm: 3.0011 2021-12-03 06:00:20,221 - mmaction - INFO - Epoch [38][520/1345] lr: 3.785e-02, eta: 6:12:26, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.4867, top5_acc: 0.7391, loss_cls: 2.1248, loss: 2.1248, grad_norm: 2.7802 2021-12-03 06:00:32,294 - mmaction - INFO - Epoch [38][540/1345] lr: 3.785e-02, eta: 6:12:13, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.4367, top5_acc: 0.7312, loss_cls: 2.2269, loss: 2.2269, grad_norm: 2.8757 2021-12-03 06:00:44,371 - mmaction - INFO - Epoch [38][560/1345] lr: 3.785e-02, eta: 6:12:00, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.4813, top5_acc: 0.7500, loss_cls: 2.0792, loss: 2.0792, grad_norm: 2.7106 2021-12-03 06:00:56,439 - mmaction - INFO - Epoch [38][580/1345] lr: 3.785e-02, eta: 6:11:48, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.4469, top5_acc: 0.7344, loss_cls: 2.1930, loss: 2.1930, grad_norm: 2.9431 2021-12-03 06:01:08,510 - mmaction - INFO - Epoch [38][600/1345] lr: 3.785e-02, eta: 6:11:35, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.4680, top5_acc: 0.7484, loss_cls: 2.1276, loss: 2.1276, grad_norm: 2.9146 2021-12-03 06:01:20,597 - mmaction - INFO - Epoch [38][620/1345] lr: 3.785e-02, eta: 6:11:22, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.4633, top5_acc: 0.7320, loss_cls: 2.1890, loss: 2.1890, grad_norm: 2.9264 2021-12-03 06:01:32,674 - mmaction - INFO - Epoch [38][640/1345] lr: 3.785e-02, eta: 6:11:09, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.4516, top5_acc: 0.7383, loss_cls: 2.1841, loss: 2.1841, grad_norm: 2.9074 2021-12-03 06:01:44,762 - mmaction - INFO - Epoch [38][660/1345] lr: 3.785e-02, eta: 6:10:57, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.4531, top5_acc: 0.7352, loss_cls: 2.1734, loss: 2.1734, grad_norm: 2.8806 2021-12-03 06:01:56,834 - mmaction - INFO - Epoch [38][680/1345] lr: 3.785e-02, eta: 6:10:44, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.4836, top5_acc: 0.7523, loss_cls: 2.1359, loss: 2.1359, grad_norm: 2.8538 2021-12-03 06:02:08,905 - mmaction - INFO - Epoch [38][700/1345] lr: 3.785e-02, eta: 6:10:31, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.4664, top5_acc: 0.7516, loss_cls: 2.0647, loss: 2.0647, grad_norm: 2.8490 2021-12-03 06:02:20,964 - mmaction - INFO - Epoch [38][720/1345] lr: 3.785e-02, eta: 6:10:18, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.4836, top5_acc: 0.7625, loss_cls: 2.0762, loss: 2.0762, grad_norm: 2.8592 2021-12-03 06:02:33,051 - mmaction - INFO - Epoch [38][740/1345] lr: 3.785e-02, eta: 6:10:05, time: 0.605, data_time: 0.001, memory: 5354, top1_acc: 0.4664, top5_acc: 0.7555, loss_cls: 2.1069, loss: 2.1069, grad_norm: 2.9231 2021-12-03 06:02:45,165 - mmaction - INFO - Epoch [38][760/1345] lr: 3.785e-02, eta: 6:09:53, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.4711, top5_acc: 0.7266, loss_cls: 2.2036, loss: 2.2036, grad_norm: 2.8579 2021-12-03 06:02:57,256 - mmaction - INFO - Epoch [38][780/1345] lr: 3.785e-02, eta: 6:09:40, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.4703, top5_acc: 0.7609, loss_cls: 2.1175, loss: 2.1175, grad_norm: 2.9002 2021-12-03 06:03:09,347 - mmaction - INFO - Epoch [38][800/1345] lr: 3.785e-02, eta: 6:09:27, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.4484, top5_acc: 0.7312, loss_cls: 2.1911, loss: 2.1911, grad_norm: 2.9077 2021-12-03 06:03:21,443 - mmaction - INFO - Epoch [38][820/1345] lr: 3.785e-02, eta: 6:09:14, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.4539, top5_acc: 0.7164, loss_cls: 2.2586, loss: 2.2586, grad_norm: 3.0231 2021-12-03 06:03:33,552 - mmaction - INFO - Epoch [38][840/1345] lr: 3.785e-02, eta: 6:09:02, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.4406, top5_acc: 0.7234, loss_cls: 2.2643, loss: 2.2643, grad_norm: 2.9821 2021-12-03 06:03:45,640 - mmaction - INFO - Epoch [38][860/1345] lr: 3.785e-02, eta: 6:08:49, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.4477, top5_acc: 0.7336, loss_cls: 2.1948, loss: 2.1948, grad_norm: 2.8899 2021-12-03 06:03:57,744 - mmaction - INFO - Epoch [38][880/1345] lr: 3.785e-02, eta: 6:08:36, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.4680, top5_acc: 0.7383, loss_cls: 2.1179, loss: 2.1179, grad_norm: 2.8685 2021-12-03 06:04:09,832 - mmaction - INFO - Epoch [38][900/1345] lr: 3.785e-02, eta: 6:08:23, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.4641, top5_acc: 0.7414, loss_cls: 2.2047, loss: 2.2047, grad_norm: 3.0979 2021-12-03 06:04:21,918 - mmaction - INFO - Epoch [38][920/1345] lr: 3.785e-02, eta: 6:08:11, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.4461, top5_acc: 0.7289, loss_cls: 2.2432, loss: 2.2432, grad_norm: 2.9443 2021-12-03 06:04:34,008 - mmaction - INFO - Epoch [38][940/1345] lr: 3.785e-02, eta: 6:07:58, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.4367, top5_acc: 0.7219, loss_cls: 2.2588, loss: 2.2588, grad_norm: 2.8824 2021-12-03 06:04:46,091 - mmaction - INFO - Epoch [38][960/1345] lr: 3.785e-02, eta: 6:07:45, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.4594, top5_acc: 0.7383, loss_cls: 2.1996, loss: 2.1996, grad_norm: 2.9670 2021-12-03 06:04:58,189 - mmaction - INFO - Epoch [38][980/1345] lr: 3.785e-02, eta: 6:07:32, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.4828, top5_acc: 0.7492, loss_cls: 2.0648, loss: 2.0648, grad_norm: 2.8378 2021-12-03 06:05:10,263 - mmaction - INFO - Epoch [38][1000/1345] lr: 3.785e-02, eta: 6:07:20, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.4602, top5_acc: 0.7352, loss_cls: 2.2000, loss: 2.2000, grad_norm: 3.0288 2021-12-03 06:05:22,336 - mmaction - INFO - Epoch [38][1020/1345] lr: 3.785e-02, eta: 6:07:07, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.4461, top5_acc: 0.7156, loss_cls: 2.2768, loss: 2.2768, grad_norm: 2.9400 2021-12-03 06:05:34,439 - mmaction - INFO - Epoch [38][1040/1345] lr: 3.785e-02, eta: 6:06:54, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.4641, top5_acc: 0.7453, loss_cls: 2.1299, loss: 2.1299, grad_norm: 2.9863 2021-12-03 06:05:46,540 - mmaction - INFO - Epoch [38][1060/1345] lr: 3.785e-02, eta: 6:06:41, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.4625, top5_acc: 0.7430, loss_cls: 2.1829, loss: 2.1829, grad_norm: 2.9093 2021-12-03 06:05:58,618 - mmaction - INFO - Epoch [38][1080/1345] lr: 3.785e-02, eta: 6:06:29, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.4625, top5_acc: 0.7555, loss_cls: 2.0824, loss: 2.0824, grad_norm: 2.8954 2021-12-03 06:06:10,703 - mmaction - INFO - Epoch [38][1100/1345] lr: 3.785e-02, eta: 6:06:16, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.4703, top5_acc: 0.7359, loss_cls: 2.1746, loss: 2.1746, grad_norm: 2.9843 2021-12-03 06:06:22,801 - mmaction - INFO - Epoch [38][1120/1345] lr: 3.785e-02, eta: 6:06:03, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.4352, top5_acc: 0.7039, loss_cls: 2.3146, loss: 2.3146, grad_norm: 3.0361 2021-12-03 06:06:34,891 - mmaction - INFO - Epoch [38][1140/1345] lr: 3.785e-02, eta: 6:05:50, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.4430, top5_acc: 0.7172, loss_cls: 2.2429, loss: 2.2429, grad_norm: 2.8887 2021-12-03 06:06:47,000 - mmaction - INFO - Epoch [38][1160/1345] lr: 3.785e-02, eta: 6:05:38, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.4477, top5_acc: 0.7242, loss_cls: 2.2040, loss: 2.2040, grad_norm: 3.0049 2021-12-03 06:06:59,125 - mmaction - INFO - Epoch [38][1180/1345] lr: 3.785e-02, eta: 6:05:25, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.4430, top5_acc: 0.7297, loss_cls: 2.2216, loss: 2.2216, grad_norm: 2.9289 2021-12-03 06:07:11,214 - mmaction - INFO - Epoch [38][1200/1345] lr: 3.785e-02, eta: 6:05:12, time: 0.605, data_time: 0.001, memory: 5354, top1_acc: 0.4602, top5_acc: 0.7367, loss_cls: 2.1591, loss: 2.1591, grad_norm: 2.8985 2021-12-03 06:07:23,313 - mmaction - INFO - Epoch [38][1220/1345] lr: 3.785e-02, eta: 6:04:59, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.4688, top5_acc: 0.7594, loss_cls: 2.0657, loss: 2.0657, grad_norm: 2.9731 2021-12-03 06:07:35,408 - mmaction - INFO - Epoch [38][1240/1345] lr: 3.785e-02, eta: 6:04:47, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.4820, top5_acc: 0.7438, loss_cls: 2.1245, loss: 2.1245, grad_norm: 2.8126 2021-12-03 06:07:47,501 - mmaction - INFO - Epoch [38][1260/1345] lr: 3.785e-02, eta: 6:04:34, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.4844, top5_acc: 0.7344, loss_cls: 2.1492, loss: 2.1492, grad_norm: 2.8756 2021-12-03 06:07:59,602 - mmaction - INFO - Epoch [38][1280/1345] lr: 3.785e-02, eta: 6:04:21, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.4852, top5_acc: 0.7594, loss_cls: 2.0729, loss: 2.0729, grad_norm: 2.8852 2021-12-03 06:08:11,683 - mmaction - INFO - Epoch [38][1300/1345] lr: 3.785e-02, eta: 6:04:08, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.4641, top5_acc: 0.7414, loss_cls: 2.1586, loss: 2.1586, grad_norm: 2.9303 2021-12-03 06:08:23,788 - mmaction - INFO - Epoch [38][1320/1345] lr: 3.785e-02, eta: 6:03:56, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.4680, top5_acc: 0.7492, loss_cls: 2.1702, loss: 2.1702, grad_norm: 2.8921 2021-12-03 06:08:35,885 - mmaction - INFO - Epoch [38][1340/1345] lr: 3.785e-02, eta: 6:03:43, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.4594, top5_acc: 0.7383, loss_cls: 2.1328, loss: 2.1328, grad_norm: 2.9830 2021-12-03 06:09:31,541 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-12-03 06:09:31,709 - mmaction - INFO - top1_acc 0.3530 top5_acc 0.6736 2021-12-03 06:09:31,709 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-12-03 06:09:31,719 - mmaction - INFO - mean_acc 0.3235 2021-12-03 06:09:31,725 - mmaction - INFO - Saving checkpoint at 38 epochs 2021-12-03 06:09:33,240 - mmaction - INFO - Epoch(val) [38][181] top1_acc: 0.3530, top5_acc: 0.6736, mean_class_accuracy: 0.3235 2021-12-03 06:10:12,099 - mmaction - INFO - Epoch [39][20/1345] lr: 3.549e-02, eta: 6:03:43, time: 1.942, data_time: 1.333, memory: 5354, top1_acc: 0.4586, top5_acc: 0.7234, loss_cls: 2.1920, loss: 2.1920, grad_norm: 2.8459 2021-12-03 06:10:24,115 - mmaction - INFO - Epoch [39][40/1345] lr: 3.549e-02, eta: 6:03:30, time: 0.601, data_time: 0.002, memory: 5354, top1_acc: 0.4516, top5_acc: 0.7297, loss_cls: 2.2092, loss: 2.2092, grad_norm: 2.9853 2021-12-03 06:10:36,137 - mmaction - INFO - Epoch [39][60/1345] lr: 3.549e-02, eta: 6:03:18, time: 0.601, data_time: 0.001, memory: 5354, top1_acc: 0.4781, top5_acc: 0.7328, loss_cls: 2.1354, loss: 2.1354, grad_norm: 2.8646 2021-12-03 06:10:48,167 - mmaction - INFO - Epoch [39][80/1345] lr: 3.549e-02, eta: 6:03:05, time: 0.601, data_time: 0.001, memory: 5354, top1_acc: 0.4828, top5_acc: 0.7562, loss_cls: 2.0862, loss: 2.0862, grad_norm: 2.8528 2021-12-03 06:11:00,224 - mmaction - INFO - Epoch [39][100/1345] lr: 3.549e-02, eta: 6:02:52, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.4844, top5_acc: 0.7562, loss_cls: 2.0739, loss: 2.0739, grad_norm: 3.0282 2021-12-03 06:11:12,278 - mmaction - INFO - Epoch [39][120/1345] lr: 3.549e-02, eta: 6:02:39, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.4813, top5_acc: 0.7438, loss_cls: 2.0963, loss: 2.0963, grad_norm: 2.9766 2021-12-03 06:11:24,332 - mmaction - INFO - Epoch [39][140/1345] lr: 3.549e-02, eta: 6:02:26, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.5078, top5_acc: 0.7641, loss_cls: 2.0352, loss: 2.0352, grad_norm: 2.9271 2021-12-03 06:11:36,390 - mmaction - INFO - Epoch [39][160/1345] lr: 3.549e-02, eta: 6:02:14, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.4656, top5_acc: 0.7359, loss_cls: 2.1596, loss: 2.1596, grad_norm: 3.0897 2021-12-03 06:11:48,466 - mmaction - INFO - Epoch [39][180/1345] lr: 3.549e-02, eta: 6:02:01, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.4703, top5_acc: 0.7492, loss_cls: 2.0944, loss: 2.0944, grad_norm: 3.0064 2021-12-03 06:12:00,557 - mmaction - INFO - Epoch [39][200/1345] lr: 3.549e-02, eta: 6:01:48, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.4703, top5_acc: 0.7562, loss_cls: 2.0541, loss: 2.0541, grad_norm: 2.9349 2021-12-03 06:12:12,644 - mmaction - INFO - Epoch [39][220/1345] lr: 3.549e-02, eta: 6:01:35, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.4688, top5_acc: 0.7469, loss_cls: 2.1563, loss: 2.1563, grad_norm: 3.0386 2021-12-03 06:12:24,767 - mmaction - INFO - Epoch [39][240/1345] lr: 3.549e-02, eta: 6:01:23, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.4508, top5_acc: 0.7336, loss_cls: 2.1698, loss: 2.1698, grad_norm: 2.9747 2021-12-03 06:12:36,886 - mmaction - INFO - Epoch [39][260/1345] lr: 3.549e-02, eta: 6:01:10, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.4602, top5_acc: 0.7531, loss_cls: 2.1078, loss: 2.1078, grad_norm: 2.8560 2021-12-03 06:12:49,047 - mmaction - INFO - Epoch [39][280/1345] lr: 3.549e-02, eta: 6:00:57, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.4516, top5_acc: 0.7359, loss_cls: 2.1691, loss: 2.1691, grad_norm: 2.9680 2021-12-03 06:13:01,165 - mmaction - INFO - Epoch [39][300/1345] lr: 3.549e-02, eta: 6:00:44, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.4625, top5_acc: 0.7312, loss_cls: 2.1891, loss: 2.1891, grad_norm: 2.9745 2021-12-03 06:13:13,349 - mmaction - INFO - Epoch [39][320/1345] lr: 3.549e-02, eta: 6:00:32, time: 0.609, data_time: 0.000, memory: 5354, top1_acc: 0.4719, top5_acc: 0.7516, loss_cls: 2.1109, loss: 2.1109, grad_norm: 2.9938 2021-12-03 06:13:25,518 - mmaction - INFO - Epoch [39][340/1345] lr: 3.549e-02, eta: 6:00:19, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.4703, top5_acc: 0.7398, loss_cls: 2.1406, loss: 2.1406, grad_norm: 2.9347 2021-12-03 06:13:37,683 - mmaction - INFO - Epoch [39][360/1345] lr: 3.549e-02, eta: 6:00:06, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.4992, top5_acc: 0.7562, loss_cls: 2.0310, loss: 2.0310, grad_norm: 2.9778 2021-12-03 06:13:49,869 - mmaction - INFO - Epoch [39][380/1345] lr: 3.549e-02, eta: 5:59:54, time: 0.609, data_time: 0.000, memory: 5354, top1_acc: 0.4719, top5_acc: 0.7555, loss_cls: 2.0773, loss: 2.0773, grad_norm: 2.9691 2021-12-03 06:14:02,016 - mmaction - INFO - Epoch [39][400/1345] lr: 3.549e-02, eta: 5:59:41, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.4695, top5_acc: 0.7586, loss_cls: 2.0444, loss: 2.0444, grad_norm: 2.8884 2021-12-03 06:14:14,221 - mmaction - INFO - Epoch [39][420/1345] lr: 3.549e-02, eta: 5:59:28, time: 0.610, data_time: 0.000, memory: 5354, top1_acc: 0.4594, top5_acc: 0.7242, loss_cls: 2.1798, loss: 2.1798, grad_norm: 3.0063 2021-12-03 06:14:26,428 - mmaction - INFO - Epoch [39][440/1345] lr: 3.549e-02, eta: 5:59:16, time: 0.610, data_time: 0.000, memory: 5354, top1_acc: 0.4688, top5_acc: 0.7398, loss_cls: 2.1194, loss: 2.1194, grad_norm: 2.8857 2021-12-03 06:14:38,637 - mmaction - INFO - Epoch [39][460/1345] lr: 3.549e-02, eta: 5:59:03, time: 0.611, data_time: 0.000, memory: 5354, top1_acc: 0.4883, top5_acc: 0.7469, loss_cls: 2.0827, loss: 2.0827, grad_norm: 2.9217 2021-12-03 06:14:50,832 - mmaction - INFO - Epoch [39][480/1345] lr: 3.549e-02, eta: 5:58:50, time: 0.610, data_time: 0.000, memory: 5354, top1_acc: 0.4859, top5_acc: 0.7602, loss_cls: 2.0460, loss: 2.0460, grad_norm: 2.8149 2021-12-03 06:15:03,009 - mmaction - INFO - Epoch [39][500/1345] lr: 3.549e-02, eta: 5:58:38, time: 0.609, data_time: 0.000, memory: 5354, top1_acc: 0.4852, top5_acc: 0.7523, loss_cls: 2.0546, loss: 2.0546, grad_norm: 2.9172 2021-12-03 06:15:15,260 - mmaction - INFO - Epoch [39][520/1345] lr: 3.549e-02, eta: 5:58:25, time: 0.613, data_time: 0.000, memory: 5354, top1_acc: 0.4773, top5_acc: 0.7484, loss_cls: 2.0608, loss: 2.0608, grad_norm: 2.9364 2021-12-03 06:15:27,458 - mmaction - INFO - Epoch [39][540/1345] lr: 3.549e-02, eta: 5:58:12, time: 0.610, data_time: 0.000, memory: 5354, top1_acc: 0.4539, top5_acc: 0.7328, loss_cls: 2.1915, loss: 2.1915, grad_norm: 3.0126 2021-12-03 06:15:39,654 - mmaction - INFO - Epoch [39][560/1345] lr: 3.549e-02, eta: 5:58:00, time: 0.610, data_time: 0.000, memory: 5354, top1_acc: 0.5023, top5_acc: 0.7664, loss_cls: 2.0026, loss: 2.0026, grad_norm: 2.9133 2021-12-03 06:15:51,901 - mmaction - INFO - Epoch [39][580/1345] lr: 3.549e-02, eta: 5:57:47, time: 0.612, data_time: 0.000, memory: 5354, top1_acc: 0.4844, top5_acc: 0.7461, loss_cls: 2.0699, loss: 2.0699, grad_norm: 2.9688 2021-12-03 06:16:04,049 - mmaction - INFO - Epoch [39][600/1345] lr: 3.549e-02, eta: 5:57:34, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.4695, top5_acc: 0.7484, loss_cls: 2.0766, loss: 2.0766, grad_norm: 3.0962 2021-12-03 06:16:16,321 - mmaction - INFO - Epoch [39][620/1345] lr: 3.549e-02, eta: 5:57:22, time: 0.613, data_time: 0.000, memory: 5354, top1_acc: 0.4766, top5_acc: 0.7367, loss_cls: 2.1366, loss: 2.1366, grad_norm: 2.9346 2021-12-03 06:16:28,553 - mmaction - INFO - Epoch [39][640/1345] lr: 3.549e-02, eta: 5:57:09, time: 0.612, data_time: 0.000, memory: 5354, top1_acc: 0.4844, top5_acc: 0.7547, loss_cls: 2.0970, loss: 2.0970, grad_norm: 2.9281 2021-12-03 06:16:40,735 - mmaction - INFO - Epoch [39][660/1345] lr: 3.549e-02, eta: 5:56:56, time: 0.609, data_time: 0.000, memory: 5354, top1_acc: 0.4547, top5_acc: 0.7336, loss_cls: 2.1936, loss: 2.1936, grad_norm: 3.0529 2021-12-03 06:16:52,931 - mmaction - INFO - Epoch [39][680/1345] lr: 3.549e-02, eta: 5:56:44, time: 0.610, data_time: 0.000, memory: 5354, top1_acc: 0.4680, top5_acc: 0.7531, loss_cls: 2.0796, loss: 2.0796, grad_norm: 3.0701 2021-12-03 06:17:05,078 - mmaction - INFO - Epoch [39][700/1345] lr: 3.549e-02, eta: 5:56:31, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.4555, top5_acc: 0.7336, loss_cls: 2.1775, loss: 2.1775, grad_norm: 3.0884 2021-12-03 06:17:17,246 - mmaction - INFO - Epoch [39][720/1345] lr: 3.549e-02, eta: 5:56:18, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.4820, top5_acc: 0.7516, loss_cls: 2.0900, loss: 2.0900, grad_norm: 3.0455 2021-12-03 06:17:29,421 - mmaction - INFO - Epoch [39][740/1345] lr: 3.549e-02, eta: 5:56:06, time: 0.609, data_time: 0.000, memory: 5354, top1_acc: 0.4844, top5_acc: 0.7602, loss_cls: 2.0949, loss: 2.0949, grad_norm: 2.9419 2021-12-03 06:17:41,612 - mmaction - INFO - Epoch [39][760/1345] lr: 3.549e-02, eta: 5:55:53, time: 0.610, data_time: 0.000, memory: 5354, top1_acc: 0.4805, top5_acc: 0.7562, loss_cls: 2.0650, loss: 2.0650, grad_norm: 2.9033 2021-12-03 06:17:53,769 - mmaction - INFO - Epoch [39][780/1345] lr: 3.549e-02, eta: 5:55:40, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.4820, top5_acc: 0.7344, loss_cls: 2.1359, loss: 2.1359, grad_norm: 3.0659 2021-12-03 06:18:05,898 - mmaction - INFO - Epoch [39][800/1345] lr: 3.549e-02, eta: 5:55:27, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.4766, top5_acc: 0.7484, loss_cls: 2.1165, loss: 2.1165, grad_norm: 3.0517 2021-12-03 06:18:18,105 - mmaction - INFO - Epoch [39][820/1345] lr: 3.549e-02, eta: 5:55:15, time: 0.610, data_time: 0.000, memory: 5354, top1_acc: 0.4828, top5_acc: 0.7430, loss_cls: 2.1354, loss: 2.1354, grad_norm: 3.0268 2021-12-03 06:18:30,219 - mmaction - INFO - Epoch [39][840/1345] lr: 3.549e-02, eta: 5:55:02, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.4680, top5_acc: 0.7398, loss_cls: 2.1668, loss: 2.1668, grad_norm: 3.1311 2021-12-03 06:18:42,341 - mmaction - INFO - Epoch [39][860/1345] lr: 3.549e-02, eta: 5:54:49, time: 0.606, data_time: 0.001, memory: 5354, top1_acc: 0.4641, top5_acc: 0.7227, loss_cls: 2.1856, loss: 2.1856, grad_norm: 2.9069 2021-12-03 06:18:54,456 - mmaction - INFO - Epoch [39][880/1345] lr: 3.549e-02, eta: 5:54:37, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.4742, top5_acc: 0.7508, loss_cls: 2.0785, loss: 2.0785, grad_norm: 2.8812 2021-12-03 06:19:06,584 - mmaction - INFO - Epoch [39][900/1345] lr: 3.549e-02, eta: 5:54:24, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.4570, top5_acc: 0.7398, loss_cls: 2.1413, loss: 2.1413, grad_norm: 3.0887 2021-12-03 06:19:18,707 - mmaction - INFO - Epoch [39][920/1345] lr: 3.549e-02, eta: 5:54:11, time: 0.606, data_time: 0.001, memory: 5354, top1_acc: 0.4719, top5_acc: 0.7602, loss_cls: 2.0871, loss: 2.0871, grad_norm: 2.9360 2021-12-03 06:19:30,819 - mmaction - INFO - Epoch [39][940/1345] lr: 3.549e-02, eta: 5:53:58, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.4617, top5_acc: 0.7289, loss_cls: 2.1814, loss: 2.1814, grad_norm: 3.0298 2021-12-03 06:19:42,917 - mmaction - INFO - Epoch [39][960/1345] lr: 3.549e-02, eta: 5:53:46, time: 0.605, data_time: 0.001, memory: 5354, top1_acc: 0.4586, top5_acc: 0.7406, loss_cls: 2.2061, loss: 2.2061, grad_norm: 2.9844 2021-12-03 06:19:55,034 - mmaction - INFO - Epoch [39][980/1345] lr: 3.549e-02, eta: 5:53:33, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.4391, top5_acc: 0.7242, loss_cls: 2.2223, loss: 2.2223, grad_norm: 3.0678 2021-12-03 06:20:07,145 - mmaction - INFO - Epoch [39][1000/1345] lr: 3.549e-02, eta: 5:53:20, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.4625, top5_acc: 0.7484, loss_cls: 2.1149, loss: 2.1149, grad_norm: 2.9853 2021-12-03 06:20:19,263 - mmaction - INFO - Epoch [39][1020/1345] lr: 3.549e-02, eta: 5:53:08, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.4609, top5_acc: 0.7438, loss_cls: 2.1556, loss: 2.1556, grad_norm: 2.9850 2021-12-03 06:20:31,361 - mmaction - INFO - Epoch [39][1040/1345] lr: 3.549e-02, eta: 5:52:55, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.4727, top5_acc: 0.7492, loss_cls: 2.1231, loss: 2.1231, grad_norm: 3.0108 2021-12-03 06:20:43,496 - mmaction - INFO - Epoch [39][1060/1345] lr: 3.549e-02, eta: 5:52:42, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.4555, top5_acc: 0.7289, loss_cls: 2.2173, loss: 2.2173, grad_norm: 3.0219 2021-12-03 06:20:55,604 - mmaction - INFO - Epoch [39][1080/1345] lr: 3.549e-02, eta: 5:52:29, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.4734, top5_acc: 0.7570, loss_cls: 2.0827, loss: 2.0827, grad_norm: 2.9429 2021-12-03 06:21:07,739 - mmaction - INFO - Epoch [39][1100/1345] lr: 3.549e-02, eta: 5:52:17, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.4367, top5_acc: 0.7344, loss_cls: 2.2280, loss: 2.2280, grad_norm: 3.1254 2021-12-03 06:21:19,841 - mmaction - INFO - Epoch [39][1120/1345] lr: 3.549e-02, eta: 5:52:04, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.4648, top5_acc: 0.7469, loss_cls: 2.1165, loss: 2.1165, grad_norm: 2.9736 2021-12-03 06:21:31,953 - mmaction - INFO - Epoch [39][1140/1345] lr: 3.549e-02, eta: 5:51:51, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.4617, top5_acc: 0.7477, loss_cls: 2.1037, loss: 2.1037, grad_norm: 2.9793 2021-12-03 06:21:44,051 - mmaction - INFO - Epoch [39][1160/1345] lr: 3.549e-02, eta: 5:51:38, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.4836, top5_acc: 0.7508, loss_cls: 2.1227, loss: 2.1227, grad_norm: 3.0193 2021-12-03 06:21:56,169 - mmaction - INFO - Epoch [39][1180/1345] lr: 3.549e-02, eta: 5:51:26, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.4781, top5_acc: 0.7531, loss_cls: 2.0834, loss: 2.0834, grad_norm: 2.9843 2021-12-03 06:22:08,293 - mmaction - INFO - Epoch [39][1200/1345] lr: 3.549e-02, eta: 5:51:13, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.4523, top5_acc: 0.7430, loss_cls: 2.1476, loss: 2.1476, grad_norm: 3.1509 2021-12-03 06:22:20,395 - mmaction - INFO - Epoch [39][1220/1345] lr: 3.549e-02, eta: 5:51:00, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.4648, top5_acc: 0.7445, loss_cls: 2.1652, loss: 2.1652, grad_norm: 3.0181 2021-12-03 06:22:32,514 - mmaction - INFO - Epoch [39][1240/1345] lr: 3.549e-02, eta: 5:50:48, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.4820, top5_acc: 0.7555, loss_cls: 2.0733, loss: 2.0733, grad_norm: 2.9864 2021-12-03 06:22:44,629 - mmaction - INFO - Epoch [39][1260/1345] lr: 3.549e-02, eta: 5:50:35, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.4703, top5_acc: 0.7422, loss_cls: 2.1646, loss: 2.1646, grad_norm: 3.0415 2021-12-03 06:22:56,729 - mmaction - INFO - Epoch [39][1280/1345] lr: 3.549e-02, eta: 5:50:22, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.4547, top5_acc: 0.7227, loss_cls: 2.2147, loss: 2.2147, grad_norm: 3.0577 2021-12-03 06:23:08,819 - mmaction - INFO - Epoch [39][1300/1345] lr: 3.549e-02, eta: 5:50:09, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.4492, top5_acc: 0.7305, loss_cls: 2.1950, loss: 2.1950, grad_norm: 2.9242 2021-12-03 06:23:20,900 - mmaction - INFO - Epoch [39][1320/1345] lr: 3.549e-02, eta: 5:49:57, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.4656, top5_acc: 0.7391, loss_cls: 2.1589, loss: 2.1589, grad_norm: 2.9446 2021-12-03 06:23:33,001 - mmaction - INFO - Epoch [39][1340/1345] lr: 3.549e-02, eta: 5:49:44, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.4711, top5_acc: 0.7656, loss_cls: 2.1032, loss: 2.1032, grad_norm: 3.0499 2021-12-03 06:24:28,126 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-12-03 06:24:28,283 - mmaction - INFO - top1_acc 0.3463 top5_acc 0.6648 2021-12-03 06:24:28,283 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-12-03 06:24:28,294 - mmaction - INFO - mean_acc 0.3169 2021-12-03 06:24:28,299 - mmaction - INFO - Saving checkpoint at 39 epochs 2021-12-03 06:24:29,221 - mmaction - INFO - Epoch(val) [39][181] top1_acc: 0.3463, top5_acc: 0.6648, mean_class_accuracy: 0.3169 2021-12-03 06:25:09,052 - mmaction - INFO - Epoch [40][20/1345] lr: 3.316e-02, eta: 5:49:44, time: 1.991, data_time: 1.384, memory: 5354, top1_acc: 0.4617, top5_acc: 0.7336, loss_cls: 2.1809, loss: 2.1809, grad_norm: 3.0340 2021-12-03 06:25:21,054 - mmaction - INFO - Epoch [40][40/1345] lr: 3.316e-02, eta: 5:49:31, time: 0.600, data_time: 0.001, memory: 5354, top1_acc: 0.5062, top5_acc: 0.7680, loss_cls: 2.0173, loss: 2.0173, grad_norm: 2.9260 2021-12-03 06:25:33,086 - mmaction - INFO - Epoch [40][60/1345] lr: 3.316e-02, eta: 5:49:18, time: 0.602, data_time: 0.001, memory: 5354, top1_acc: 0.4813, top5_acc: 0.7477, loss_cls: 2.1437, loss: 2.1437, grad_norm: 3.0231 2021-12-03 06:25:45,132 - mmaction - INFO - Epoch [40][80/1345] lr: 3.316e-02, eta: 5:49:06, time: 0.602, data_time: 0.001, memory: 5354, top1_acc: 0.4742, top5_acc: 0.7539, loss_cls: 2.1403, loss: 2.1403, grad_norm: 3.0379 2021-12-03 06:25:57,162 - mmaction - INFO - Epoch [40][100/1345] lr: 3.316e-02, eta: 5:48:53, time: 0.601, data_time: 0.000, memory: 5354, top1_acc: 0.4859, top5_acc: 0.7539, loss_cls: 2.0620, loss: 2.0620, grad_norm: 2.9616 2021-12-03 06:26:09,212 - mmaction - INFO - Epoch [40][120/1345] lr: 3.316e-02, eta: 5:48:40, time: 0.602, data_time: 0.000, memory: 5354, top1_acc: 0.4938, top5_acc: 0.7594, loss_cls: 1.9939, loss: 1.9939, grad_norm: 3.1145 2021-12-03 06:26:21,260 - mmaction - INFO - Epoch [40][140/1345] lr: 3.316e-02, eta: 5:48:27, time: 0.602, data_time: 0.000, memory: 5354, top1_acc: 0.4836, top5_acc: 0.7617, loss_cls: 2.0462, loss: 2.0462, grad_norm: 3.0788 2021-12-03 06:26:33,327 - mmaction - INFO - Epoch [40][160/1345] lr: 3.316e-02, eta: 5:48:14, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.4914, top5_acc: 0.7570, loss_cls: 2.0456, loss: 2.0456, grad_norm: 2.9039 2021-12-03 06:26:45,399 - mmaction - INFO - Epoch [40][180/1345] lr: 3.316e-02, eta: 5:48:02, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.4922, top5_acc: 0.7383, loss_cls: 2.0548, loss: 2.0548, grad_norm: 2.9381 2021-12-03 06:26:57,459 - mmaction - INFO - Epoch [40][200/1345] lr: 3.316e-02, eta: 5:47:49, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.4898, top5_acc: 0.7594, loss_cls: 2.0158, loss: 2.0158, grad_norm: 3.0966 2021-12-03 06:27:09,550 - mmaction - INFO - Epoch [40][220/1345] lr: 3.316e-02, eta: 5:47:36, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.4680, top5_acc: 0.7477, loss_cls: 2.1506, loss: 2.1506, grad_norm: 3.1021 2021-12-03 06:27:21,668 - mmaction - INFO - Epoch [40][240/1345] lr: 3.316e-02, eta: 5:47:24, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.4844, top5_acc: 0.7414, loss_cls: 2.1415, loss: 2.1415, grad_norm: 3.1172 2021-12-03 06:27:33,789 - mmaction - INFO - Epoch [40][260/1345] lr: 3.316e-02, eta: 5:47:11, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.5102, top5_acc: 0.7586, loss_cls: 1.9944, loss: 1.9944, grad_norm: 2.9681 2021-12-03 06:27:45,931 - mmaction - INFO - Epoch [40][280/1345] lr: 3.316e-02, eta: 5:46:58, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.4609, top5_acc: 0.7367, loss_cls: 2.1565, loss: 2.1565, grad_norm: 3.0503 2021-12-03 06:27:58,093 - mmaction - INFO - Epoch [40][300/1345] lr: 3.316e-02, eta: 5:46:45, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.4688, top5_acc: 0.7398, loss_cls: 2.1026, loss: 2.1026, grad_norm: 3.1000 2021-12-03 06:28:10,221 - mmaction - INFO - Epoch [40][320/1345] lr: 3.316e-02, eta: 5:46:33, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.4859, top5_acc: 0.7641, loss_cls: 2.0506, loss: 2.0506, grad_norm: 3.0871 2021-12-03 06:28:22,528 - mmaction - INFO - Epoch [40][340/1345] lr: 3.316e-02, eta: 5:46:20, time: 0.615, data_time: 0.000, memory: 5354, top1_acc: 0.4758, top5_acc: 0.7359, loss_cls: 2.1160, loss: 2.1160, grad_norm: 3.1304 2021-12-03 06:28:34,715 - mmaction - INFO - Epoch [40][360/1345] lr: 3.316e-02, eta: 5:46:07, time: 0.609, data_time: 0.000, memory: 5354, top1_acc: 0.4641, top5_acc: 0.7484, loss_cls: 2.1375, loss: 2.1375, grad_norm: 3.0592 2021-12-03 06:28:46,874 - mmaction - INFO - Epoch [40][380/1345] lr: 3.316e-02, eta: 5:45:55, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.4914, top5_acc: 0.7633, loss_cls: 2.0642, loss: 2.0642, grad_norm: 3.0944 2021-12-03 06:28:59,042 - mmaction - INFO - Epoch [40][400/1345] lr: 3.316e-02, eta: 5:45:42, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.4492, top5_acc: 0.7352, loss_cls: 2.1466, loss: 2.1466, grad_norm: 3.1230 2021-12-03 06:29:11,222 - mmaction - INFO - Epoch [40][420/1345] lr: 3.316e-02, eta: 5:45:29, time: 0.609, data_time: 0.000, memory: 5354, top1_acc: 0.4844, top5_acc: 0.7562, loss_cls: 2.0375, loss: 2.0375, grad_norm: 2.9867 2021-12-03 06:29:23,381 - mmaction - INFO - Epoch [40][440/1345] lr: 3.316e-02, eta: 5:45:17, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.4859, top5_acc: 0.7727, loss_cls: 2.0300, loss: 2.0300, grad_norm: 3.0144 2021-12-03 06:29:35,559 - mmaction - INFO - Epoch [40][460/1345] lr: 3.316e-02, eta: 5:45:04, time: 0.609, data_time: 0.000, memory: 5354, top1_acc: 0.4859, top5_acc: 0.7516, loss_cls: 2.0471, loss: 2.0471, grad_norm: 3.0836 2021-12-03 06:29:47,722 - mmaction - INFO - Epoch [40][480/1345] lr: 3.316e-02, eta: 5:44:51, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.4977, top5_acc: 0.7773, loss_cls: 1.9342, loss: 1.9342, grad_norm: 2.9790 2021-12-03 06:29:59,861 - mmaction - INFO - Epoch [40][500/1345] lr: 3.316e-02, eta: 5:44:39, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.4930, top5_acc: 0.7500, loss_cls: 2.0648, loss: 2.0648, grad_norm: 2.9635 2021-12-03 06:30:12,104 - mmaction - INFO - Epoch [40][520/1345] lr: 3.316e-02, eta: 5:44:26, time: 0.612, data_time: 0.001, memory: 5354, top1_acc: 0.4664, top5_acc: 0.7375, loss_cls: 2.1592, loss: 2.1592, grad_norm: 2.9801 2021-12-03 06:30:24,310 - mmaction - INFO - Epoch [40][540/1345] lr: 3.316e-02, eta: 5:44:13, time: 0.610, data_time: 0.000, memory: 5354, top1_acc: 0.4602, top5_acc: 0.7320, loss_cls: 2.1972, loss: 2.1972, grad_norm: 3.0916 2021-12-03 06:30:36,484 - mmaction - INFO - Epoch [40][560/1345] lr: 3.316e-02, eta: 5:44:01, time: 0.609, data_time: 0.000, memory: 5354, top1_acc: 0.4578, top5_acc: 0.7312, loss_cls: 2.1681, loss: 2.1681, grad_norm: 3.1051 2021-12-03 06:30:48,702 - mmaction - INFO - Epoch [40][580/1345] lr: 3.316e-02, eta: 5:43:48, time: 0.611, data_time: 0.000, memory: 5354, top1_acc: 0.4813, top5_acc: 0.7383, loss_cls: 2.0543, loss: 2.0543, grad_norm: 2.9895 2021-12-03 06:31:00,869 - mmaction - INFO - Epoch [40][600/1345] lr: 3.316e-02, eta: 5:43:35, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.4773, top5_acc: 0.7445, loss_cls: 2.1490, loss: 2.1490, grad_norm: 3.0423 2021-12-03 06:31:13,053 - mmaction - INFO - Epoch [40][620/1345] lr: 3.316e-02, eta: 5:43:23, time: 0.609, data_time: 0.000, memory: 5354, top1_acc: 0.4883, top5_acc: 0.7625, loss_cls: 2.0407, loss: 2.0407, grad_norm: 2.8950 2021-12-03 06:31:25,243 - mmaction - INFO - Epoch [40][640/1345] lr: 3.316e-02, eta: 5:43:10, time: 0.610, data_time: 0.000, memory: 5354, top1_acc: 0.4797, top5_acc: 0.7516, loss_cls: 2.0950, loss: 2.0950, grad_norm: 2.9952 2021-12-03 06:31:37,546 - mmaction - INFO - Epoch [40][660/1345] lr: 3.316e-02, eta: 5:42:57, time: 0.615, data_time: 0.000, memory: 5354, top1_acc: 0.4695, top5_acc: 0.7539, loss_cls: 2.1183, loss: 2.1183, grad_norm: 3.1533 2021-12-03 06:31:49,745 - mmaction - INFO - Epoch [40][680/1345] lr: 3.316e-02, eta: 5:42:45, time: 0.610, data_time: 0.000, memory: 5354, top1_acc: 0.4680, top5_acc: 0.7516, loss_cls: 2.1206, loss: 2.1206, grad_norm: 3.1273 2021-12-03 06:32:01,906 - mmaction - INFO - Epoch [40][700/1345] lr: 3.316e-02, eta: 5:42:32, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.4727, top5_acc: 0.7406, loss_cls: 2.1576, loss: 2.1576, grad_norm: 3.0724 2021-12-03 06:32:14,104 - mmaction - INFO - Epoch [40][720/1345] lr: 3.316e-02, eta: 5:42:19, time: 0.610, data_time: 0.000, memory: 5354, top1_acc: 0.4773, top5_acc: 0.7555, loss_cls: 2.0921, loss: 2.0921, grad_norm: 2.9484 2021-12-03 06:32:26,277 - mmaction - INFO - Epoch [40][740/1345] lr: 3.316e-02, eta: 5:42:07, time: 0.609, data_time: 0.000, memory: 5354, top1_acc: 0.4867, top5_acc: 0.7523, loss_cls: 2.0783, loss: 2.0783, grad_norm: 3.0238 2021-12-03 06:32:38,432 - mmaction - INFO - Epoch [40][760/1345] lr: 3.316e-02, eta: 5:41:54, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.4672, top5_acc: 0.7453, loss_cls: 2.0951, loss: 2.0951, grad_norm: 2.9772 2021-12-03 06:32:50,580 - mmaction - INFO - Epoch [40][780/1345] lr: 3.316e-02, eta: 5:41:41, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.4711, top5_acc: 0.7641, loss_cls: 2.0648, loss: 2.0648, grad_norm: 3.0885 2021-12-03 06:33:02,757 - mmaction - INFO - Epoch [40][800/1345] lr: 3.316e-02, eta: 5:41:29, time: 0.609, data_time: 0.000, memory: 5354, top1_acc: 0.4664, top5_acc: 0.7383, loss_cls: 2.1387, loss: 2.1387, grad_norm: 3.0436 2021-12-03 06:33:14,932 - mmaction - INFO - Epoch [40][820/1345] lr: 3.316e-02, eta: 5:41:16, time: 0.609, data_time: 0.000, memory: 5354, top1_acc: 0.4695, top5_acc: 0.7555, loss_cls: 2.0801, loss: 2.0801, grad_norm: 3.1211 2021-12-03 06:33:27,095 - mmaction - INFO - Epoch [40][840/1345] lr: 3.316e-02, eta: 5:41:03, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.4711, top5_acc: 0.7688, loss_cls: 2.0497, loss: 2.0497, grad_norm: 3.0370 2021-12-03 06:33:39,273 - mmaction - INFO - Epoch [40][860/1345] lr: 3.316e-02, eta: 5:40:51, time: 0.609, data_time: 0.000, memory: 5354, top1_acc: 0.4781, top5_acc: 0.7477, loss_cls: 2.1085, loss: 2.1085, grad_norm: 3.2373 2021-12-03 06:33:51,415 - mmaction - INFO - Epoch [40][880/1345] lr: 3.316e-02, eta: 5:40:38, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.4945, top5_acc: 0.7688, loss_cls: 2.0581, loss: 2.0581, grad_norm: 3.2098 2021-12-03 06:34:03,552 - mmaction - INFO - Epoch [40][900/1345] lr: 3.316e-02, eta: 5:40:25, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.4711, top5_acc: 0.7422, loss_cls: 2.1326, loss: 2.1326, grad_norm: 3.1700 2021-12-03 06:34:15,819 - mmaction - INFO - Epoch [40][920/1345] lr: 3.316e-02, eta: 5:40:13, time: 0.613, data_time: 0.000, memory: 5354, top1_acc: 0.4859, top5_acc: 0.7602, loss_cls: 2.0811, loss: 2.0811, grad_norm: 3.0559 2021-12-03 06:34:28,053 - mmaction - INFO - Epoch [40][940/1345] lr: 3.316e-02, eta: 5:40:00, time: 0.612, data_time: 0.000, memory: 5354, top1_acc: 0.4750, top5_acc: 0.7531, loss_cls: 2.1354, loss: 2.1354, grad_norm: 3.0230 2021-12-03 06:34:40,232 - mmaction - INFO - Epoch [40][960/1345] lr: 3.316e-02, eta: 5:39:47, time: 0.609, data_time: 0.000, memory: 5354, top1_acc: 0.4813, top5_acc: 0.7508, loss_cls: 2.0751, loss: 2.0751, grad_norm: 3.0447 2021-12-03 06:34:52,415 - mmaction - INFO - Epoch [40][980/1345] lr: 3.316e-02, eta: 5:39:35, time: 0.609, data_time: 0.000, memory: 5354, top1_acc: 0.4813, top5_acc: 0.7508, loss_cls: 2.0405, loss: 2.0405, grad_norm: 3.0062 2021-12-03 06:35:04,582 - mmaction - INFO - Epoch [40][1000/1345] lr: 3.316e-02, eta: 5:39:22, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.4562, top5_acc: 0.7297, loss_cls: 2.2039, loss: 2.2039, grad_norm: 3.1642 2021-12-03 06:35:16,840 - mmaction - INFO - Epoch [40][1020/1345] lr: 3.316e-02, eta: 5:39:09, time: 0.613, data_time: 0.000, memory: 5354, top1_acc: 0.4836, top5_acc: 0.7508, loss_cls: 2.0933, loss: 2.0933, grad_norm: 3.0676 2021-12-03 06:35:28,989 - mmaction - INFO - Epoch [40][1040/1345] lr: 3.316e-02, eta: 5:38:57, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.4945, top5_acc: 0.7500, loss_cls: 2.0505, loss: 2.0505, grad_norm: 2.9889 2021-12-03 06:35:41,208 - mmaction - INFO - Epoch [40][1060/1345] lr: 3.316e-02, eta: 5:38:44, time: 0.611, data_time: 0.000, memory: 5354, top1_acc: 0.4594, top5_acc: 0.7172, loss_cls: 2.2511, loss: 2.2511, grad_norm: 3.1865 2021-12-03 06:35:53,551 - mmaction - INFO - Epoch [40][1080/1345] lr: 3.316e-02, eta: 5:38:31, time: 0.617, data_time: 0.000, memory: 5354, top1_acc: 0.4391, top5_acc: 0.7305, loss_cls: 2.2337, loss: 2.2337, grad_norm: 3.0945 2021-12-03 06:36:05,707 - mmaction - INFO - Epoch [40][1100/1345] lr: 3.316e-02, eta: 5:38:19, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.4672, top5_acc: 0.7430, loss_cls: 2.1322, loss: 2.1322, grad_norm: 3.0245 2021-12-03 06:36:17,908 - mmaction - INFO - Epoch [40][1120/1345] lr: 3.316e-02, eta: 5:38:06, time: 0.610, data_time: 0.000, memory: 5354, top1_acc: 0.5031, top5_acc: 0.7547, loss_cls: 2.0542, loss: 2.0542, grad_norm: 3.0447 2021-12-03 06:36:30,114 - mmaction - INFO - Epoch [40][1140/1345] lr: 3.316e-02, eta: 5:37:53, time: 0.610, data_time: 0.000, memory: 5354, top1_acc: 0.4945, top5_acc: 0.7414, loss_cls: 2.0994, loss: 2.0994, grad_norm: 3.1653 2021-12-03 06:36:42,293 - mmaction - INFO - Epoch [40][1160/1345] lr: 3.316e-02, eta: 5:37:41, time: 0.609, data_time: 0.000, memory: 5354, top1_acc: 0.4453, top5_acc: 0.7227, loss_cls: 2.2353, loss: 2.2353, grad_norm: 3.0508 2021-12-03 06:36:54,466 - mmaction - INFO - Epoch [40][1180/1345] lr: 3.316e-02, eta: 5:37:28, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.4820, top5_acc: 0.7273, loss_cls: 2.1304, loss: 2.1304, grad_norm: 3.0900 2021-12-03 06:37:06,626 - mmaction - INFO - Epoch [40][1200/1345] lr: 3.316e-02, eta: 5:37:15, time: 0.608, data_time: 0.001, memory: 5354, top1_acc: 0.4578, top5_acc: 0.7375, loss_cls: 2.1429, loss: 2.1429, grad_norm: 2.9964 2021-12-03 06:37:18,830 - mmaction - INFO - Epoch [40][1220/1345] lr: 3.316e-02, eta: 5:37:03, time: 0.610, data_time: 0.000, memory: 5354, top1_acc: 0.4633, top5_acc: 0.7555, loss_cls: 2.1190, loss: 2.1190, grad_norm: 2.9581 2021-12-03 06:37:30,997 - mmaction - INFO - Epoch [40][1240/1345] lr: 3.316e-02, eta: 5:36:50, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.4820, top5_acc: 0.7367, loss_cls: 2.0950, loss: 2.0950, grad_norm: 2.9913 2021-12-03 06:37:43,148 - mmaction - INFO - Epoch [40][1260/1345] lr: 3.316e-02, eta: 5:36:37, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.4602, top5_acc: 0.7539, loss_cls: 2.1025, loss: 2.1025, grad_norm: 3.1410 2021-12-03 06:37:55,360 - mmaction - INFO - Epoch [40][1280/1345] lr: 3.316e-02, eta: 5:36:25, time: 0.611, data_time: 0.000, memory: 5354, top1_acc: 0.4734, top5_acc: 0.7414, loss_cls: 2.1165, loss: 2.1165, grad_norm: 3.1229 2021-12-03 06:38:07,548 - mmaction - INFO - Epoch [40][1300/1345] lr: 3.316e-02, eta: 5:36:12, time: 0.609, data_time: 0.000, memory: 5354, top1_acc: 0.4758, top5_acc: 0.7445, loss_cls: 2.1112, loss: 2.1112, grad_norm: 3.0686 2021-12-03 06:38:19,725 - mmaction - INFO - Epoch [40][1320/1345] lr: 3.316e-02, eta: 5:35:59, time: 0.609, data_time: 0.000, memory: 5354, top1_acc: 0.4938, top5_acc: 0.7469, loss_cls: 2.0744, loss: 2.0744, grad_norm: 3.0442 2021-12-03 06:38:31,863 - mmaction - INFO - Epoch [40][1340/1345] lr: 3.316e-02, eta: 5:35:47, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.4961, top5_acc: 0.7719, loss_cls: 2.0263, loss: 2.0263, grad_norm: 3.1312 2021-12-03 06:39:26,597 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-12-03 06:39:26,767 - mmaction - INFO - top1_acc 0.3597 top5_acc 0.6734 2021-12-03 06:39:26,768 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-12-03 06:39:26,778 - mmaction - INFO - mean_acc 0.3243 2021-12-03 06:39:26,783 - mmaction - INFO - Saving checkpoint at 40 epochs 2021-12-03 06:39:27,310 - mmaction - INFO - Epoch(val) [40][181] top1_acc: 0.3597, top5_acc: 0.6734, mean_class_accuracy: 0.3243 2021-12-03 06:40:07,614 - mmaction - INFO - Epoch [41][20/1345] lr: 3.087e-02, eta: 5:35:46, time: 2.015, data_time: 1.394, memory: 5354, top1_acc: 0.5078, top5_acc: 0.7766, loss_cls: 1.9703, loss: 1.9703, grad_norm: 2.9762 2021-12-03 06:40:19,633 - mmaction - INFO - Epoch [41][40/1345] lr: 3.087e-02, eta: 5:35:33, time: 0.601, data_time: 0.001, memory: 5354, top1_acc: 0.4945, top5_acc: 0.7547, loss_cls: 2.0605, loss: 2.0605, grad_norm: 3.0963 2021-12-03 06:40:31,669 - mmaction - INFO - Epoch [41][60/1345] lr: 3.087e-02, eta: 5:35:20, time: 0.602, data_time: 0.001, memory: 5354, top1_acc: 0.4672, top5_acc: 0.7297, loss_cls: 2.1697, loss: 2.1697, grad_norm: 3.0563 2021-12-03 06:40:43,714 - mmaction - INFO - Epoch [41][80/1345] lr: 3.087e-02, eta: 5:35:08, time: 0.602, data_time: 0.000, memory: 5354, top1_acc: 0.4906, top5_acc: 0.7672, loss_cls: 2.0339, loss: 2.0339, grad_norm: 3.1228 2021-12-03 06:40:55,766 - mmaction - INFO - Epoch [41][100/1345] lr: 3.087e-02, eta: 5:34:55, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.4719, top5_acc: 0.7469, loss_cls: 2.0810, loss: 2.0810, grad_norm: 3.1505 2021-12-03 06:41:07,815 - mmaction - INFO - Epoch [41][120/1345] lr: 3.087e-02, eta: 5:34:42, time: 0.602, data_time: 0.000, memory: 5354, top1_acc: 0.4984, top5_acc: 0.7570, loss_cls: 1.9939, loss: 1.9939, grad_norm: 2.9605 2021-12-03 06:41:19,865 - mmaction - INFO - Epoch [41][140/1345] lr: 3.087e-02, eta: 5:34:29, time: 0.602, data_time: 0.000, memory: 5354, top1_acc: 0.4953, top5_acc: 0.7633, loss_cls: 2.0613, loss: 2.0613, grad_norm: 3.1695 2021-12-03 06:41:31,932 - mmaction - INFO - Epoch [41][160/1345] lr: 3.087e-02, eta: 5:34:17, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.5055, top5_acc: 0.7727, loss_cls: 1.9582, loss: 1.9582, grad_norm: 3.1146 2021-12-03 06:41:44,012 - mmaction - INFO - Epoch [41][180/1345] lr: 3.087e-02, eta: 5:34:04, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.4898, top5_acc: 0.7688, loss_cls: 2.0492, loss: 2.0492, grad_norm: 3.0953 2021-12-03 06:41:56,084 - mmaction - INFO - Epoch [41][200/1345] lr: 3.087e-02, eta: 5:33:51, time: 0.604, data_time: 0.001, memory: 5354, top1_acc: 0.4945, top5_acc: 0.7445, loss_cls: 2.0411, loss: 2.0411, grad_norm: 3.0422 2021-12-03 06:42:08,164 - mmaction - INFO - Epoch [41][220/1345] lr: 3.087e-02, eta: 5:33:38, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.4922, top5_acc: 0.7633, loss_cls: 2.0391, loss: 2.0391, grad_norm: 3.1701 2021-12-03 06:42:20,252 - mmaction - INFO - Epoch [41][240/1345] lr: 3.087e-02, eta: 5:33:26, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.4953, top5_acc: 0.7570, loss_cls: 2.0762, loss: 2.0762, grad_norm: 3.1616 2021-12-03 06:42:32,360 - mmaction - INFO - Epoch [41][260/1345] lr: 3.087e-02, eta: 5:33:13, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.5078, top5_acc: 0.7844, loss_cls: 1.9039, loss: 1.9039, grad_norm: 2.9615 2021-12-03 06:42:44,463 - mmaction - INFO - Epoch [41][280/1345] lr: 3.087e-02, eta: 5:33:00, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.4711, top5_acc: 0.7492, loss_cls: 2.0617, loss: 2.0617, grad_norm: 3.1642 2021-12-03 06:42:56,569 - mmaction - INFO - Epoch [41][300/1345] lr: 3.087e-02, eta: 5:32:48, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.5055, top5_acc: 0.7703, loss_cls: 1.9817, loss: 1.9817, grad_norm: 3.0933 2021-12-03 06:43:08,709 - mmaction - INFO - Epoch [41][320/1345] lr: 3.087e-02, eta: 5:32:35, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.4961, top5_acc: 0.7500, loss_cls: 2.0810, loss: 2.0810, grad_norm: 3.1782 2021-12-03 06:43:20,890 - mmaction - INFO - Epoch [41][340/1345] lr: 3.087e-02, eta: 5:32:22, time: 0.609, data_time: 0.000, memory: 5354, top1_acc: 0.4844, top5_acc: 0.7500, loss_cls: 2.1157, loss: 2.1157, grad_norm: 3.0263 2021-12-03 06:43:33,041 - mmaction - INFO - Epoch [41][360/1345] lr: 3.087e-02, eta: 5:32:10, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.5008, top5_acc: 0.7695, loss_cls: 2.0035, loss: 2.0035, grad_norm: 3.2331 2021-12-03 06:43:45,178 - mmaction - INFO - Epoch [41][380/1345] lr: 3.087e-02, eta: 5:31:57, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.5016, top5_acc: 0.7750, loss_cls: 1.9650, loss: 1.9650, grad_norm: 3.1159 2021-12-03 06:43:57,393 - mmaction - INFO - Epoch [41][400/1345] lr: 3.087e-02, eta: 5:31:44, time: 0.611, data_time: 0.000, memory: 5354, top1_acc: 0.4906, top5_acc: 0.7555, loss_cls: 2.0286, loss: 2.0286, grad_norm: 3.1299 2021-12-03 06:44:09,554 - mmaction - INFO - Epoch [41][420/1345] lr: 3.087e-02, eta: 5:31:32, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.4844, top5_acc: 0.7672, loss_cls: 2.0146, loss: 2.0146, grad_norm: 3.1644 2021-12-03 06:44:21,699 - mmaction - INFO - Epoch [41][440/1345] lr: 3.087e-02, eta: 5:31:19, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.4742, top5_acc: 0.7461, loss_cls: 2.0850, loss: 2.0850, grad_norm: 3.1466 2021-12-03 06:44:33,904 - mmaction - INFO - Epoch [41][460/1345] lr: 3.087e-02, eta: 5:31:06, time: 0.610, data_time: 0.000, memory: 5354, top1_acc: 0.4891, top5_acc: 0.7641, loss_cls: 2.0356, loss: 2.0356, grad_norm: 2.9862 2021-12-03 06:44:46,047 - mmaction - INFO - Epoch [41][480/1345] lr: 3.087e-02, eta: 5:30:54, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.4961, top5_acc: 0.7625, loss_cls: 2.0119, loss: 2.0119, grad_norm: 3.1609 2021-12-03 06:44:58,247 - mmaction - INFO - Epoch [41][500/1345] lr: 3.087e-02, eta: 5:30:41, time: 0.610, data_time: 0.000, memory: 5354, top1_acc: 0.4656, top5_acc: 0.7445, loss_cls: 2.0971, loss: 2.0971, grad_norm: 3.0995 2021-12-03 06:45:10,390 - mmaction - INFO - Epoch [41][520/1345] lr: 3.087e-02, eta: 5:30:28, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.4820, top5_acc: 0.7633, loss_cls: 2.0385, loss: 2.0385, grad_norm: 3.1182 2021-12-03 06:45:22,546 - mmaction - INFO - Epoch [41][540/1345] lr: 3.087e-02, eta: 5:30:15, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.5117, top5_acc: 0.7664, loss_cls: 1.9944, loss: 1.9944, grad_norm: 3.0530 2021-12-03 06:45:34,744 - mmaction - INFO - Epoch [41][560/1345] lr: 3.087e-02, eta: 5:30:03, time: 0.610, data_time: 0.000, memory: 5354, top1_acc: 0.4930, top5_acc: 0.7773, loss_cls: 1.9984, loss: 1.9984, grad_norm: 3.0921 2021-12-03 06:45:46,981 - mmaction - INFO - Epoch [41][580/1345] lr: 3.087e-02, eta: 5:29:50, time: 0.612, data_time: 0.000, memory: 5354, top1_acc: 0.4648, top5_acc: 0.7406, loss_cls: 2.1111, loss: 2.1111, grad_norm: 3.2942 2021-12-03 06:45:59,134 - mmaction - INFO - Epoch [41][600/1345] lr: 3.087e-02, eta: 5:29:38, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.4852, top5_acc: 0.7562, loss_cls: 2.0811, loss: 2.0811, grad_norm: 3.2001 2021-12-03 06:46:11,351 - mmaction - INFO - Epoch [41][620/1345] lr: 3.087e-02, eta: 5:29:25, time: 0.611, data_time: 0.000, memory: 5354, top1_acc: 0.4961, top5_acc: 0.7812, loss_cls: 1.9968, loss: 1.9968, grad_norm: 3.1136 2021-12-03 06:46:23,536 - mmaction - INFO - Epoch [41][640/1345] lr: 3.087e-02, eta: 5:29:12, time: 0.609, data_time: 0.000, memory: 5354, top1_acc: 0.4758, top5_acc: 0.7406, loss_cls: 2.0853, loss: 2.0853, grad_norm: 3.1951 2021-12-03 06:46:35,770 - mmaction - INFO - Epoch [41][660/1345] lr: 3.087e-02, eta: 5:29:00, time: 0.612, data_time: 0.000, memory: 5354, top1_acc: 0.4648, top5_acc: 0.7539, loss_cls: 2.0899, loss: 2.0899, grad_norm: 3.1725 2021-12-03 06:46:47,953 - mmaction - INFO - Epoch [41][680/1345] lr: 3.087e-02, eta: 5:28:47, time: 0.609, data_time: 0.000, memory: 5354, top1_acc: 0.4945, top5_acc: 0.7672, loss_cls: 1.9708, loss: 1.9708, grad_norm: 2.9984 2021-12-03 06:47:00,170 - mmaction - INFO - Epoch [41][700/1345] lr: 3.087e-02, eta: 5:28:34, time: 0.611, data_time: 0.000, memory: 5354, top1_acc: 0.4922, top5_acc: 0.7516, loss_cls: 2.1110, loss: 2.1110, grad_norm: 3.1488 2021-12-03 06:47:12,308 - mmaction - INFO - Epoch [41][720/1345] lr: 3.087e-02, eta: 5:28:22, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.4766, top5_acc: 0.7570, loss_cls: 2.0707, loss: 2.0707, grad_norm: 3.0810 2021-12-03 06:47:24,466 - mmaction - INFO - Epoch [41][740/1345] lr: 3.087e-02, eta: 5:28:09, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.4656, top5_acc: 0.7547, loss_cls: 2.0846, loss: 2.0846, grad_norm: 3.1168 2021-12-03 06:47:36,606 - mmaction - INFO - Epoch [41][760/1345] lr: 3.087e-02, eta: 5:27:56, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.4922, top5_acc: 0.7664, loss_cls: 1.9922, loss: 1.9922, grad_norm: 3.0794 2021-12-03 06:47:48,808 - mmaction - INFO - Epoch [41][780/1345] lr: 3.087e-02, eta: 5:27:44, time: 0.610, data_time: 0.000, memory: 5354, top1_acc: 0.4633, top5_acc: 0.7516, loss_cls: 2.1231, loss: 2.1231, grad_norm: 3.1333 2021-12-03 06:48:01,012 - mmaction - INFO - Epoch [41][800/1345] lr: 3.087e-02, eta: 5:27:31, time: 0.610, data_time: 0.000, memory: 5354, top1_acc: 0.4883, top5_acc: 0.7523, loss_cls: 2.0463, loss: 2.0463, grad_norm: 3.1069 2021-12-03 06:48:13,246 - mmaction - INFO - Epoch [41][820/1345] lr: 3.087e-02, eta: 5:27:18, time: 0.612, data_time: 0.000, memory: 5354, top1_acc: 0.5078, top5_acc: 0.7445, loss_cls: 2.0291, loss: 2.0291, grad_norm: 2.9640 2021-12-03 06:48:25,397 - mmaction - INFO - Epoch [41][840/1345] lr: 3.087e-02, eta: 5:27:06, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.4945, top5_acc: 0.7711, loss_cls: 1.9813, loss: 1.9813, grad_norm: 3.0318 2021-12-03 06:48:37,615 - mmaction - INFO - Epoch [41][860/1345] lr: 3.087e-02, eta: 5:26:53, time: 0.611, data_time: 0.001, memory: 5354, top1_acc: 0.4781, top5_acc: 0.7359, loss_cls: 2.0991, loss: 2.0991, grad_norm: 3.1144 2021-12-03 06:48:49,753 - mmaction - INFO - Epoch [41][880/1345] lr: 3.087e-02, eta: 5:26:40, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.4953, top5_acc: 0.7477, loss_cls: 2.0819, loss: 2.0819, grad_norm: 3.0153 2021-12-03 06:49:01,997 - mmaction - INFO - Epoch [41][900/1345] lr: 3.087e-02, eta: 5:26:28, time: 0.612, data_time: 0.000, memory: 5354, top1_acc: 0.5016, top5_acc: 0.7477, loss_cls: 2.0336, loss: 2.0336, grad_norm: 3.1634 2021-12-03 06:49:14,280 - mmaction - INFO - Epoch [41][920/1345] lr: 3.087e-02, eta: 5:26:15, time: 0.614, data_time: 0.000, memory: 5354, top1_acc: 0.4891, top5_acc: 0.7562, loss_cls: 2.0808, loss: 2.0808, grad_norm: 3.2035 2021-12-03 06:49:26,439 - mmaction - INFO - Epoch [41][940/1345] lr: 3.087e-02, eta: 5:26:02, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.4711, top5_acc: 0.7438, loss_cls: 2.1021, loss: 2.1021, grad_norm: 3.2185 2021-12-03 06:49:38,667 - mmaction - INFO - Epoch [41][960/1345] lr: 3.087e-02, eta: 5:25:50, time: 0.611, data_time: 0.000, memory: 5354, top1_acc: 0.5094, top5_acc: 0.7797, loss_cls: 1.9752, loss: 1.9752, grad_norm: 3.0270 2021-12-03 06:49:50,909 - mmaction - INFO - Epoch [41][980/1345] lr: 3.087e-02, eta: 5:25:37, time: 0.612, data_time: 0.000, memory: 5354, top1_acc: 0.4852, top5_acc: 0.7492, loss_cls: 2.0433, loss: 2.0433, grad_norm: 3.0473 2021-12-03 06:50:03,090 - mmaction - INFO - Epoch [41][1000/1345] lr: 3.087e-02, eta: 5:25:25, time: 0.609, data_time: 0.001, memory: 5354, top1_acc: 0.4586, top5_acc: 0.7484, loss_cls: 2.1493, loss: 2.1493, grad_norm: 3.0644 2021-12-03 06:50:15,331 - mmaction - INFO - Epoch [41][1020/1345] lr: 3.087e-02, eta: 5:25:12, time: 0.612, data_time: 0.000, memory: 5354, top1_acc: 0.4813, top5_acc: 0.7297, loss_cls: 2.1560, loss: 2.1560, grad_norm: 3.1331 2021-12-03 06:50:27,600 - mmaction - INFO - Epoch [41][1040/1345] lr: 3.087e-02, eta: 5:24:59, time: 0.613, data_time: 0.000, memory: 5354, top1_acc: 0.4891, top5_acc: 0.7445, loss_cls: 2.0273, loss: 2.0273, grad_norm: 3.0234 2021-12-03 06:50:39,757 - mmaction - INFO - Epoch [41][1060/1345] lr: 3.087e-02, eta: 5:24:47, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.4891, top5_acc: 0.7477, loss_cls: 2.0742, loss: 2.0742, grad_norm: 3.0404 2021-12-03 06:50:51,980 - mmaction - INFO - Epoch [41][1080/1345] lr: 3.087e-02, eta: 5:24:34, time: 0.611, data_time: 0.000, memory: 5354, top1_acc: 0.4836, top5_acc: 0.7617, loss_cls: 2.0769, loss: 2.0769, grad_norm: 3.1424 2021-12-03 06:51:04,180 - mmaction - INFO - Epoch [41][1100/1345] lr: 3.087e-02, eta: 5:24:21, time: 0.610, data_time: 0.001, memory: 5354, top1_acc: 0.4867, top5_acc: 0.7547, loss_cls: 2.0641, loss: 2.0641, grad_norm: 3.1264 2021-12-03 06:51:16,367 - mmaction - INFO - Epoch [41][1120/1345] lr: 3.087e-02, eta: 5:24:09, time: 0.609, data_time: 0.000, memory: 5354, top1_acc: 0.4695, top5_acc: 0.7266, loss_cls: 2.1756, loss: 2.1756, grad_norm: 3.1163 2021-12-03 06:51:28,517 - mmaction - INFO - Epoch [41][1140/1345] lr: 3.087e-02, eta: 5:23:56, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.4852, top5_acc: 0.7758, loss_cls: 2.0132, loss: 2.0132, grad_norm: 3.1489 2021-12-03 06:51:40,736 - mmaction - INFO - Epoch [41][1160/1345] lr: 3.087e-02, eta: 5:23:43, time: 0.611, data_time: 0.000, memory: 5354, top1_acc: 0.5031, top5_acc: 0.7781, loss_cls: 1.9592, loss: 1.9592, grad_norm: 3.1777 2021-12-03 06:51:52,913 - mmaction - INFO - Epoch [41][1180/1345] lr: 3.087e-02, eta: 5:23:31, time: 0.609, data_time: 0.000, memory: 5354, top1_acc: 0.4828, top5_acc: 0.7750, loss_cls: 1.9919, loss: 1.9919, grad_norm: 3.0757 2021-12-03 06:52:05,143 - mmaction - INFO - Epoch [41][1200/1345] lr: 3.087e-02, eta: 5:23:18, time: 0.612, data_time: 0.000, memory: 5354, top1_acc: 0.4945, top5_acc: 0.7578, loss_cls: 2.0343, loss: 2.0343, grad_norm: 3.1166 2021-12-03 06:52:17,374 - mmaction - INFO - Epoch [41][1220/1345] lr: 3.087e-02, eta: 5:23:05, time: 0.612, data_time: 0.000, memory: 5354, top1_acc: 0.5094, top5_acc: 0.7789, loss_cls: 1.9634, loss: 1.9634, grad_norm: 3.0984 2021-12-03 06:52:29,560 - mmaction - INFO - Epoch [41][1240/1345] lr: 3.087e-02, eta: 5:22:53, time: 0.609, data_time: 0.000, memory: 5354, top1_acc: 0.4695, top5_acc: 0.7312, loss_cls: 2.1492, loss: 2.1492, grad_norm: 3.2750 2021-12-03 06:52:41,693 - mmaction - INFO - Epoch [41][1260/1345] lr: 3.087e-02, eta: 5:22:40, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.4734, top5_acc: 0.7539, loss_cls: 2.0801, loss: 2.0801, grad_norm: 3.2474 2021-12-03 06:52:53,832 - mmaction - INFO - Epoch [41][1280/1345] lr: 3.087e-02, eta: 5:22:27, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.4719, top5_acc: 0.7570, loss_cls: 2.0943, loss: 2.0943, grad_norm: 3.1869 2021-12-03 06:53:05,985 - mmaction - INFO - Epoch [41][1300/1345] lr: 3.087e-02, eta: 5:22:15, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.4742, top5_acc: 0.7352, loss_cls: 2.1590, loss: 2.1590, grad_norm: 3.0582 2021-12-03 06:53:18,117 - mmaction - INFO - Epoch [41][1320/1345] lr: 3.087e-02, eta: 5:22:02, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.4641, top5_acc: 0.7383, loss_cls: 2.1249, loss: 2.1249, grad_norm: 3.1256 2021-12-03 06:53:30,310 - mmaction - INFO - Epoch [41][1340/1345] lr: 3.087e-02, eta: 5:21:49, time: 0.610, data_time: 0.000, memory: 5354, top1_acc: 0.4867, top5_acc: 0.7461, loss_cls: 2.0420, loss: 2.0420, grad_norm: 3.0545 2021-12-03 06:54:25,114 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-12-03 06:54:25,285 - mmaction - INFO - top1_acc 0.3710 top5_acc 0.6859 2021-12-03 06:54:25,286 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-12-03 06:54:25,296 - mmaction - INFO - mean_acc 0.3391 2021-12-03 06:54:26,598 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_41.pth. 2021-12-03 06:54:26,599 - mmaction - INFO - Best top1_acc is 0.3710 at 41 epoch. 2021-12-03 06:54:26,615 - mmaction - INFO - Saving checkpoint at 41 epochs 2021-12-03 06:54:26,974 - mmaction - INFO - Epoch(val) [41][181] top1_acc: 0.3710, top5_acc: 0.6859, mean_class_accuracy: 0.3391 2021-12-03 06:55:07,171 - mmaction - INFO - Epoch [42][20/1345] lr: 2.862e-02, eta: 5:21:48, time: 2.010, data_time: 1.407, memory: 5354, top1_acc: 0.5117, top5_acc: 0.7586, loss_cls: 2.0293, loss: 2.0293, grad_norm: 3.1073 2021-12-03 06:55:19,220 - mmaction - INFO - Epoch [42][40/1345] lr: 2.862e-02, eta: 5:21:35, time: 0.602, data_time: 0.001, memory: 5354, top1_acc: 0.5250, top5_acc: 0.7703, loss_cls: 1.9589, loss: 1.9589, grad_norm: 3.2489 2021-12-03 06:55:31,265 - mmaction - INFO - Epoch [42][60/1345] lr: 2.862e-02, eta: 5:21:22, time: 0.602, data_time: 0.001, memory: 5354, top1_acc: 0.4727, top5_acc: 0.7641, loss_cls: 2.0352, loss: 2.0352, grad_norm: 3.1234 2021-12-03 06:55:43,335 - mmaction - INFO - Epoch [42][80/1345] lr: 2.862e-02, eta: 5:21:09, time: 0.603, data_time: 0.001, memory: 5354, top1_acc: 0.4945, top5_acc: 0.7531, loss_cls: 1.9961, loss: 1.9961, grad_norm: 3.0217 2021-12-03 06:55:55,392 - mmaction - INFO - Epoch [42][100/1345] lr: 2.862e-02, eta: 5:20:57, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.5023, top5_acc: 0.7742, loss_cls: 1.9674, loss: 1.9674, grad_norm: 3.1652 2021-12-03 06:56:07,469 - mmaction - INFO - Epoch [42][120/1345] lr: 2.862e-02, eta: 5:20:44, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.5164, top5_acc: 0.7797, loss_cls: 1.9336, loss: 1.9336, grad_norm: 3.1627 2021-12-03 06:56:19,564 - mmaction - INFO - Epoch [42][140/1345] lr: 2.862e-02, eta: 5:20:31, time: 0.605, data_time: 0.001, memory: 5354, top1_acc: 0.4875, top5_acc: 0.7789, loss_cls: 2.0277, loss: 2.0277, grad_norm: 3.2086 2021-12-03 06:56:31,636 - mmaction - INFO - Epoch [42][160/1345] lr: 2.862e-02, eta: 5:20:19, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.5055, top5_acc: 0.7711, loss_cls: 1.9713, loss: 1.9713, grad_norm: 3.2286 2021-12-03 06:56:43,731 - mmaction - INFO - Epoch [42][180/1345] lr: 2.862e-02, eta: 5:20:06, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.4906, top5_acc: 0.7711, loss_cls: 1.9749, loss: 1.9749, grad_norm: 3.0910 2021-12-03 06:56:55,817 - mmaction - INFO - Epoch [42][200/1345] lr: 2.862e-02, eta: 5:19:53, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.4625, top5_acc: 0.7531, loss_cls: 2.1433, loss: 2.1433, grad_norm: 3.3676 2021-12-03 06:57:07,907 - mmaction - INFO - Epoch [42][220/1345] lr: 2.862e-02, eta: 5:19:40, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.5164, top5_acc: 0.7664, loss_cls: 1.9867, loss: 1.9867, grad_norm: 3.0971 2021-12-03 06:57:19,985 - mmaction - INFO - Epoch [42][240/1345] lr: 2.862e-02, eta: 5:19:28, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.4633, top5_acc: 0.7422, loss_cls: 2.1239, loss: 2.1239, grad_norm: 3.2234 2021-12-03 06:57:32,064 - mmaction - INFO - Epoch [42][260/1345] lr: 2.862e-02, eta: 5:19:15, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.5109, top5_acc: 0.7773, loss_cls: 1.9654, loss: 1.9654, grad_norm: 3.1870 2021-12-03 06:57:44,137 - mmaction - INFO - Epoch [42][280/1345] lr: 2.862e-02, eta: 5:19:02, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.4906, top5_acc: 0.7648, loss_cls: 2.0104, loss: 2.0104, grad_norm: 3.1388 2021-12-03 06:57:56,215 - mmaction - INFO - Epoch [42][300/1345] lr: 2.862e-02, eta: 5:18:50, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.5109, top5_acc: 0.7656, loss_cls: 1.9676, loss: 1.9676, grad_norm: 3.0761 2021-12-03 06:58:08,346 - mmaction - INFO - Epoch [42][320/1345] lr: 2.862e-02, eta: 5:18:37, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.4656, top5_acc: 0.7562, loss_cls: 2.1147, loss: 2.1147, grad_norm: 3.1794 2021-12-03 06:58:20,496 - mmaction - INFO - Epoch [42][340/1345] lr: 2.862e-02, eta: 5:18:24, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.4945, top5_acc: 0.7617, loss_cls: 2.0393, loss: 2.0393, grad_norm: 3.0886 2021-12-03 06:58:32,631 - mmaction - INFO - Epoch [42][360/1345] lr: 2.862e-02, eta: 5:18:12, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.5031, top5_acc: 0.7648, loss_cls: 1.9473, loss: 1.9473, grad_norm: 3.1759 2021-12-03 06:58:44,821 - mmaction - INFO - Epoch [42][380/1345] lr: 2.862e-02, eta: 5:17:59, time: 0.609, data_time: 0.000, memory: 5354, top1_acc: 0.5148, top5_acc: 0.7844, loss_cls: 1.9091, loss: 1.9091, grad_norm: 3.0766 2021-12-03 06:58:56,977 - mmaction - INFO - Epoch [42][400/1345] lr: 2.862e-02, eta: 5:17:46, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.5109, top5_acc: 0.7648, loss_cls: 1.9922, loss: 1.9922, grad_norm: 3.2464 2021-12-03 06:59:09,139 - mmaction - INFO - Epoch [42][420/1345] lr: 2.862e-02, eta: 5:17:34, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.4688, top5_acc: 0.7727, loss_cls: 2.0364, loss: 2.0364, grad_norm: 3.2024 2021-12-03 06:59:21,312 - mmaction - INFO - Epoch [42][440/1345] lr: 2.862e-02, eta: 5:17:21, time: 0.609, data_time: 0.000, memory: 5354, top1_acc: 0.4836, top5_acc: 0.7555, loss_cls: 2.0481, loss: 2.0481, grad_norm: 3.2933 2021-12-03 06:59:33,463 - mmaction - INFO - Epoch [42][460/1345] lr: 2.862e-02, eta: 5:17:08, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.5000, top5_acc: 0.7773, loss_cls: 1.9901, loss: 1.9901, grad_norm: 3.3130 2021-12-03 06:59:45,641 - mmaction - INFO - Epoch [42][480/1345] lr: 2.862e-02, eta: 5:16:56, time: 0.609, data_time: 0.000, memory: 5354, top1_acc: 0.4977, top5_acc: 0.7664, loss_cls: 1.9521, loss: 1.9521, grad_norm: 3.0918 2021-12-03 06:59:57,803 - mmaction - INFO - Epoch [42][500/1345] lr: 2.862e-02, eta: 5:16:43, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.4945, top5_acc: 0.7609, loss_cls: 2.0079, loss: 2.0079, grad_norm: 3.1526 2021-12-03 07:00:09,944 - mmaction - INFO - Epoch [42][520/1345] lr: 2.862e-02, eta: 5:16:30, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.4898, top5_acc: 0.7648, loss_cls: 2.0213, loss: 2.0213, grad_norm: 3.1582 2021-12-03 07:00:22,131 - mmaction - INFO - Epoch [42][540/1345] lr: 2.862e-02, eta: 5:16:18, time: 0.609, data_time: 0.000, memory: 5354, top1_acc: 0.4883, top5_acc: 0.7438, loss_cls: 2.0972, loss: 2.0972, grad_norm: 3.2962 2021-12-03 07:00:34,258 - mmaction - INFO - Epoch [42][560/1345] lr: 2.862e-02, eta: 5:16:05, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.4930, top5_acc: 0.7719, loss_cls: 1.9967, loss: 1.9967, grad_norm: 3.2130 2021-12-03 07:00:46,401 - mmaction - INFO - Epoch [42][580/1345] lr: 2.862e-02, eta: 5:15:52, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.4859, top5_acc: 0.7758, loss_cls: 1.9886, loss: 1.9886, grad_norm: 3.1289 2021-12-03 07:00:58,550 - mmaction - INFO - Epoch [42][600/1345] lr: 2.862e-02, eta: 5:15:39, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.4719, top5_acc: 0.7578, loss_cls: 2.0606, loss: 2.0606, grad_norm: 3.1983 2021-12-03 07:01:10,714 - mmaction - INFO - Epoch [42][620/1345] lr: 2.862e-02, eta: 5:15:27, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.4703, top5_acc: 0.7477, loss_cls: 2.1196, loss: 2.1196, grad_norm: 3.4029 2021-12-03 07:01:22,855 - mmaction - INFO - Epoch [42][640/1345] lr: 2.862e-02, eta: 5:15:14, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.5039, top5_acc: 0.7742, loss_cls: 1.9726, loss: 1.9726, grad_norm: 3.1115 2021-12-03 07:01:35,030 - mmaction - INFO - Epoch [42][660/1345] lr: 2.862e-02, eta: 5:15:02, time: 0.609, data_time: 0.000, memory: 5354, top1_acc: 0.5266, top5_acc: 0.7750, loss_cls: 1.9140, loss: 1.9140, grad_norm: 3.1024 2021-12-03 07:01:47,195 - mmaction - INFO - Epoch [42][680/1345] lr: 2.862e-02, eta: 5:14:49, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.4875, top5_acc: 0.7625, loss_cls: 2.0284, loss: 2.0284, grad_norm: 3.2955 2021-12-03 07:01:59,418 - mmaction - INFO - Epoch [42][700/1345] lr: 2.862e-02, eta: 5:14:36, time: 0.611, data_time: 0.000, memory: 5354, top1_acc: 0.4758, top5_acc: 0.7602, loss_cls: 2.0557, loss: 2.0557, grad_norm: 3.2950 2021-12-03 07:02:11,577 - mmaction - INFO - Epoch [42][720/1345] lr: 2.862e-02, eta: 5:14:24, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.4883, top5_acc: 0.7695, loss_cls: 1.9935, loss: 1.9935, grad_norm: 3.1524 2021-12-03 07:02:23,806 - mmaction - INFO - Epoch [42][740/1345] lr: 2.862e-02, eta: 5:14:11, time: 0.612, data_time: 0.000, memory: 5354, top1_acc: 0.4727, top5_acc: 0.7469, loss_cls: 2.0950, loss: 2.0950, grad_norm: 3.1369 2021-12-03 07:02:36,010 - mmaction - INFO - Epoch [42][760/1345] lr: 2.862e-02, eta: 5:13:58, time: 0.610, data_time: 0.000, memory: 5354, top1_acc: 0.4969, top5_acc: 0.7750, loss_cls: 1.9679, loss: 1.9679, grad_norm: 3.1586 2021-12-03 07:02:48,193 - mmaction - INFO - Epoch [42][780/1345] lr: 2.862e-02, eta: 5:13:46, time: 0.609, data_time: 0.000, memory: 5354, top1_acc: 0.5086, top5_acc: 0.7789, loss_cls: 1.9098, loss: 1.9098, grad_norm: 3.1588 2021-12-03 07:03:00,349 - mmaction - INFO - Epoch [42][800/1345] lr: 2.862e-02, eta: 5:13:33, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.4836, top5_acc: 0.7602, loss_cls: 2.0411, loss: 2.0411, grad_norm: 3.1348 2021-12-03 07:03:12,574 - mmaction - INFO - Epoch [42][820/1345] lr: 2.862e-02, eta: 5:13:20, time: 0.611, data_time: 0.000, memory: 5354, top1_acc: 0.4789, top5_acc: 0.7594, loss_cls: 1.9866, loss: 1.9866, grad_norm: 3.2553 2021-12-03 07:03:24,783 - mmaction - INFO - Epoch [42][840/1345] lr: 2.862e-02, eta: 5:13:08, time: 0.610, data_time: 0.000, memory: 5354, top1_acc: 0.4898, top5_acc: 0.7602, loss_cls: 2.0191, loss: 2.0191, grad_norm: 3.1500 2021-12-03 07:03:36,971 - mmaction - INFO - Epoch [42][860/1345] lr: 2.862e-02, eta: 5:12:55, time: 0.609, data_time: 0.000, memory: 5354, top1_acc: 0.4977, top5_acc: 0.7492, loss_cls: 2.0532, loss: 2.0532, grad_norm: 3.3030 2021-12-03 07:03:49,227 - mmaction - INFO - Epoch [42][880/1345] lr: 2.862e-02, eta: 5:12:42, time: 0.613, data_time: 0.000, memory: 5354, top1_acc: 0.4820, top5_acc: 0.7734, loss_cls: 2.0064, loss: 2.0064, grad_norm: 3.2718 2021-12-03 07:04:01,494 - mmaction - INFO - Epoch [42][900/1345] lr: 2.862e-02, eta: 5:12:30, time: 0.613, data_time: 0.000, memory: 5354, top1_acc: 0.4898, top5_acc: 0.7680, loss_cls: 2.0504, loss: 2.0504, grad_norm: 3.2777 2021-12-03 07:04:13,664 - mmaction - INFO - Epoch [42][920/1345] lr: 2.862e-02, eta: 5:12:17, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.4727, top5_acc: 0.7703, loss_cls: 2.0428, loss: 2.0428, grad_norm: 3.4054 2021-12-03 07:04:25,909 - mmaction - INFO - Epoch [42][940/1345] lr: 2.862e-02, eta: 5:12:05, time: 0.612, data_time: 0.000, memory: 5354, top1_acc: 0.5023, top5_acc: 0.7602, loss_cls: 2.0562, loss: 2.0562, grad_norm: 3.3715 2021-12-03 07:04:38,186 - mmaction - INFO - Epoch [42][960/1345] lr: 2.862e-02, eta: 5:11:52, time: 0.614, data_time: 0.000, memory: 5354, top1_acc: 0.4852, top5_acc: 0.7477, loss_cls: 2.1171, loss: 2.1171, grad_norm: 3.3017 2021-12-03 07:04:50,532 - mmaction - INFO - Epoch [42][980/1345] lr: 2.862e-02, eta: 5:11:39, time: 0.617, data_time: 0.000, memory: 5354, top1_acc: 0.4570, top5_acc: 0.7438, loss_cls: 2.1533, loss: 2.1533, grad_norm: 3.2942 2021-12-03 07:05:02,773 - mmaction - INFO - Epoch [42][1000/1345] lr: 2.862e-02, eta: 5:11:27, time: 0.612, data_time: 0.000, memory: 5354, top1_acc: 0.4945, top5_acc: 0.7461, loss_cls: 2.0639, loss: 2.0639, grad_norm: 3.1221 2021-12-03 07:05:15,046 - mmaction - INFO - Epoch [42][1020/1345] lr: 2.862e-02, eta: 5:11:14, time: 0.614, data_time: 0.000, memory: 5354, top1_acc: 0.4938, top5_acc: 0.7625, loss_cls: 1.9900, loss: 1.9900, grad_norm: 3.2688 2021-12-03 07:05:27,284 - mmaction - INFO - Epoch [42][1040/1345] lr: 2.862e-02, eta: 5:11:02, time: 0.612, data_time: 0.000, memory: 5354, top1_acc: 0.4844, top5_acc: 0.7672, loss_cls: 2.0114, loss: 2.0114, grad_norm: 3.2396 2021-12-03 07:05:39,444 - mmaction - INFO - Epoch [42][1060/1345] lr: 2.862e-02, eta: 5:10:49, time: 0.608, data_time: 0.001, memory: 5354, top1_acc: 0.5016, top5_acc: 0.7828, loss_cls: 1.9482, loss: 1.9482, grad_norm: 3.1121 2021-12-03 07:05:51,701 - mmaction - INFO - Epoch [42][1080/1345] lr: 2.862e-02, eta: 5:10:36, time: 0.613, data_time: 0.000, memory: 5354, top1_acc: 0.5039, top5_acc: 0.7719, loss_cls: 1.9600, loss: 1.9600, grad_norm: 3.1995 2021-12-03 07:06:03,921 - mmaction - INFO - Epoch [42][1100/1345] lr: 2.862e-02, eta: 5:10:24, time: 0.611, data_time: 0.000, memory: 5354, top1_acc: 0.5328, top5_acc: 0.7875, loss_cls: 1.8830, loss: 1.8830, grad_norm: 3.0987 2021-12-03 07:06:16,101 - mmaction - INFO - Epoch [42][1120/1345] lr: 2.862e-02, eta: 5:10:11, time: 0.609, data_time: 0.000, memory: 5354, top1_acc: 0.5156, top5_acc: 0.7727, loss_cls: 1.9632, loss: 1.9632, grad_norm: 3.1784 2021-12-03 07:06:28,386 - mmaction - INFO - Epoch [42][1140/1345] lr: 2.862e-02, eta: 5:09:58, time: 0.614, data_time: 0.000, memory: 5354, top1_acc: 0.4891, top5_acc: 0.7734, loss_cls: 2.0331, loss: 2.0331, grad_norm: 3.1536 2021-12-03 07:06:40,598 - mmaction - INFO - Epoch [42][1160/1345] lr: 2.862e-02, eta: 5:09:46, time: 0.610, data_time: 0.000, memory: 5354, top1_acc: 0.5148, top5_acc: 0.7734, loss_cls: 1.9486, loss: 1.9486, grad_norm: 3.1387 2021-12-03 07:06:52,755 - mmaction - INFO - Epoch [42][1180/1345] lr: 2.862e-02, eta: 5:09:33, time: 0.608, data_time: 0.001, memory: 5354, top1_acc: 0.4828, top5_acc: 0.7430, loss_cls: 2.0683, loss: 2.0683, grad_norm: 3.2552 2021-12-03 07:07:04,934 - mmaction - INFO - Epoch [42][1200/1345] lr: 2.862e-02, eta: 5:09:21, time: 0.609, data_time: 0.001, memory: 5354, top1_acc: 0.4773, top5_acc: 0.7320, loss_cls: 2.1217, loss: 2.1217, grad_norm: 3.2074 2021-12-03 07:07:17,099 - mmaction - INFO - Epoch [42][1220/1345] lr: 2.862e-02, eta: 5:09:08, time: 0.608, data_time: 0.001, memory: 5354, top1_acc: 0.4688, top5_acc: 0.7477, loss_cls: 2.0446, loss: 2.0446, grad_norm: 3.0489 2021-12-03 07:07:29,285 - mmaction - INFO - Epoch [42][1240/1345] lr: 2.862e-02, eta: 5:08:55, time: 0.609, data_time: 0.000, memory: 5354, top1_acc: 0.4695, top5_acc: 0.7516, loss_cls: 2.1032, loss: 2.1032, grad_norm: 3.2598 2021-12-03 07:07:41,460 - mmaction - INFO - Epoch [42][1260/1345] lr: 2.862e-02, eta: 5:08:43, time: 0.609, data_time: 0.000, memory: 5354, top1_acc: 0.4773, top5_acc: 0.7680, loss_cls: 2.0579, loss: 2.0579, grad_norm: 3.2402 2021-12-03 07:07:53,602 - mmaction - INFO - Epoch [42][1280/1345] lr: 2.862e-02, eta: 5:08:30, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.4789, top5_acc: 0.7461, loss_cls: 2.0637, loss: 2.0637, grad_norm: 3.1674 2021-12-03 07:08:05,788 - mmaction - INFO - Epoch [42][1300/1345] lr: 2.862e-02, eta: 5:08:17, time: 0.609, data_time: 0.001, memory: 5354, top1_acc: 0.4836, top5_acc: 0.7570, loss_cls: 2.0287, loss: 2.0287, grad_norm: 3.1687 2021-12-03 07:08:17,944 - mmaction - INFO - Epoch [42][1320/1345] lr: 2.862e-02, eta: 5:08:05, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.4969, top5_acc: 0.7570, loss_cls: 2.0453, loss: 2.0453, grad_norm: 3.2486 2021-12-03 07:08:30,158 - mmaction - INFO - Epoch [42][1340/1345] lr: 2.862e-02, eta: 5:07:52, time: 0.611, data_time: 0.000, memory: 5354, top1_acc: 0.4977, top5_acc: 0.7570, loss_cls: 2.0368, loss: 2.0368, grad_norm: 3.1983 2021-12-03 07:09:24,645 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-12-03 07:09:24,823 - mmaction - INFO - top1_acc 0.3634 top5_acc 0.6814 2021-12-03 07:09:24,823 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-12-03 07:09:24,834 - mmaction - INFO - mean_acc 0.3420 2021-12-03 07:09:24,843 - mmaction - INFO - Saving checkpoint at 42 epochs 2021-12-03 07:09:25,276 - mmaction - INFO - Epoch(val) [42][181] top1_acc: 0.3634, top5_acc: 0.6814, mean_class_accuracy: 0.3420 2021-12-03 07:10:09,032 - mmaction - INFO - Epoch [43][20/1345] lr: 2.643e-02, eta: 5:07:51, time: 2.188, data_time: 1.559, memory: 5354, top1_acc: 0.5000, top5_acc: 0.7711, loss_cls: 2.0089, loss: 2.0089, grad_norm: 3.2251 2021-12-03 07:10:21,062 - mmaction - INFO - Epoch [43][40/1345] lr: 2.643e-02, eta: 5:07:38, time: 0.602, data_time: 0.001, memory: 5354, top1_acc: 0.5031, top5_acc: 0.8008, loss_cls: 1.9024, loss: 1.9024, grad_norm: 3.1388 2021-12-03 07:10:33,080 - mmaction - INFO - Epoch [43][60/1345] lr: 2.643e-02, eta: 5:07:26, time: 0.601, data_time: 0.001, memory: 5354, top1_acc: 0.5344, top5_acc: 0.7969, loss_cls: 1.8192, loss: 1.8192, grad_norm: 3.1208 2021-12-03 07:10:45,121 - mmaction - INFO - Epoch [43][80/1345] lr: 2.643e-02, eta: 5:07:13, time: 0.602, data_time: 0.000, memory: 5354, top1_acc: 0.4750, top5_acc: 0.7602, loss_cls: 2.0226, loss: 2.0226, grad_norm: 3.3314 2021-12-03 07:10:57,175 - mmaction - INFO - Epoch [43][100/1345] lr: 2.643e-02, eta: 5:07:00, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.5352, top5_acc: 0.7789, loss_cls: 1.8604, loss: 1.8604, grad_norm: 3.0886 2021-12-03 07:11:09,218 - mmaction - INFO - Epoch [43][120/1345] lr: 2.643e-02, eta: 5:06:47, time: 0.602, data_time: 0.000, memory: 5354, top1_acc: 0.5148, top5_acc: 0.7719, loss_cls: 1.9736, loss: 1.9736, grad_norm: 3.2115 2021-12-03 07:11:21,273 - mmaction - INFO - Epoch [43][140/1345] lr: 2.643e-02, eta: 5:06:35, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.5070, top5_acc: 0.7688, loss_cls: 2.0315, loss: 2.0315, grad_norm: 3.1638 2021-12-03 07:11:33,332 - mmaction - INFO - Epoch [43][160/1345] lr: 2.643e-02, eta: 5:06:22, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.5086, top5_acc: 0.7641, loss_cls: 1.9928, loss: 1.9928, grad_norm: 3.2580 2021-12-03 07:11:45,402 - mmaction - INFO - Epoch [43][180/1345] lr: 2.643e-02, eta: 5:06:09, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.4875, top5_acc: 0.7703, loss_cls: 2.0355, loss: 2.0355, grad_norm: 3.2340 2021-12-03 07:11:57,481 - mmaction - INFO - Epoch [43][200/1345] lr: 2.643e-02, eta: 5:05:57, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.5219, top5_acc: 0.7883, loss_cls: 1.8522, loss: 1.8522, grad_norm: 3.2147 2021-12-03 07:12:09,576 - mmaction - INFO - Epoch [43][220/1345] lr: 2.643e-02, eta: 5:05:44, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.5023, top5_acc: 0.7648, loss_cls: 1.9464, loss: 1.9464, grad_norm: 3.2045 2021-12-03 07:12:21,646 - mmaction - INFO - Epoch [43][240/1345] lr: 2.643e-02, eta: 5:05:31, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.5258, top5_acc: 0.7805, loss_cls: 1.9269, loss: 1.9269, grad_norm: 3.1664 2021-12-03 07:12:33,727 - mmaction - INFO - Epoch [43][260/1345] lr: 2.643e-02, eta: 5:05:19, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.5195, top5_acc: 0.7781, loss_cls: 1.9335, loss: 1.9335, grad_norm: 3.1373 2021-12-03 07:12:45,813 - mmaction - INFO - Epoch [43][280/1345] lr: 2.643e-02, eta: 5:05:06, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.5055, top5_acc: 0.7875, loss_cls: 1.9558, loss: 1.9558, grad_norm: 3.2741 2021-12-03 07:12:57,902 - mmaction - INFO - Epoch [43][300/1345] lr: 2.643e-02, eta: 5:04:53, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.5211, top5_acc: 0.7688, loss_cls: 1.9129, loss: 1.9129, grad_norm: 3.2457 2021-12-03 07:13:10,004 - mmaction - INFO - Epoch [43][320/1345] lr: 2.643e-02, eta: 5:04:40, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.4953, top5_acc: 0.7695, loss_cls: 1.9608, loss: 1.9608, grad_norm: 3.2567 2021-12-03 07:13:22,114 - mmaction - INFO - Epoch [43][340/1345] lr: 2.643e-02, eta: 5:04:28, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.5273, top5_acc: 0.7633, loss_cls: 1.9884, loss: 1.9884, grad_norm: 3.1273 2021-12-03 07:13:34,210 - mmaction - INFO - Epoch [43][360/1345] lr: 2.643e-02, eta: 5:04:15, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.5000, top5_acc: 0.7766, loss_cls: 2.0043, loss: 2.0043, grad_norm: 3.3188 2021-12-03 07:13:46,304 - mmaction - INFO - Epoch [43][380/1345] lr: 2.643e-02, eta: 5:04:02, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.4852, top5_acc: 0.7664, loss_cls: 2.0034, loss: 2.0034, grad_norm: 3.3150 2021-12-03 07:13:58,458 - mmaction - INFO - Epoch [43][400/1345] lr: 2.643e-02, eta: 5:03:50, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.5008, top5_acc: 0.7633, loss_cls: 1.9923, loss: 1.9923, grad_norm: 3.2471 2021-12-03 07:14:10,544 - mmaction - INFO - Epoch [43][420/1345] lr: 2.643e-02, eta: 5:03:37, time: 0.604, data_time: 0.001, memory: 5354, top1_acc: 0.4953, top5_acc: 0.7766, loss_cls: 1.9437, loss: 1.9437, grad_norm: 3.2390 2021-12-03 07:14:22,668 - mmaction - INFO - Epoch [43][440/1345] lr: 2.643e-02, eta: 5:03:24, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.4758, top5_acc: 0.7594, loss_cls: 2.0747, loss: 2.0747, grad_norm: 3.2614 2021-12-03 07:14:34,778 - mmaction - INFO - Epoch [43][460/1345] lr: 2.643e-02, eta: 5:03:12, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.5086, top5_acc: 0.7680, loss_cls: 1.9650, loss: 1.9650, grad_norm: 3.3477 2021-12-03 07:14:46,939 - mmaction - INFO - Epoch [43][480/1345] lr: 2.643e-02, eta: 5:02:59, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.5102, top5_acc: 0.7648, loss_cls: 1.9483, loss: 1.9483, grad_norm: 3.2374 2021-12-03 07:14:59,050 - mmaction - INFO - Epoch [43][500/1345] lr: 2.643e-02, eta: 5:02:46, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.4977, top5_acc: 0.7617, loss_cls: 2.0016, loss: 2.0016, grad_norm: 3.2302 2021-12-03 07:15:11,202 - mmaction - INFO - Epoch [43][520/1345] lr: 2.643e-02, eta: 5:02:34, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.5188, top5_acc: 0.7734, loss_cls: 1.9475, loss: 1.9475, grad_norm: 3.3709 2021-12-03 07:15:23,340 - mmaction - INFO - Epoch [43][540/1345] lr: 2.643e-02, eta: 5:02:21, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.5125, top5_acc: 0.7789, loss_cls: 1.9377, loss: 1.9377, grad_norm: 3.2544 2021-12-03 07:15:35,527 - mmaction - INFO - Epoch [43][560/1345] lr: 2.643e-02, eta: 5:02:08, time: 0.609, data_time: 0.000, memory: 5354, top1_acc: 0.5016, top5_acc: 0.7688, loss_cls: 1.9778, loss: 1.9778, grad_norm: 3.2293 2021-12-03 07:15:47,667 - mmaction - INFO - Epoch [43][580/1345] lr: 2.643e-02, eta: 5:01:56, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.5188, top5_acc: 0.7812, loss_cls: 1.8587, loss: 1.8587, grad_norm: 3.2060 2021-12-03 07:15:59,794 - mmaction - INFO - Epoch [43][600/1345] lr: 2.643e-02, eta: 5:01:43, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.4984, top5_acc: 0.7703, loss_cls: 1.9851, loss: 1.9851, grad_norm: 3.3747 2021-12-03 07:16:11,948 - mmaction - INFO - Epoch [43][620/1345] lr: 2.643e-02, eta: 5:01:30, time: 0.608, data_time: 0.001, memory: 5354, top1_acc: 0.5000, top5_acc: 0.7688, loss_cls: 1.9969, loss: 1.9969, grad_norm: 3.2473 2021-12-03 07:16:24,068 - mmaction - INFO - Epoch [43][640/1345] lr: 2.643e-02, eta: 5:01:18, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.4891, top5_acc: 0.7633, loss_cls: 2.0162, loss: 2.0162, grad_norm: 3.2321 2021-12-03 07:16:36,249 - mmaction - INFO - Epoch [43][660/1345] lr: 2.643e-02, eta: 5:01:05, time: 0.609, data_time: 0.000, memory: 5354, top1_acc: 0.5117, top5_acc: 0.7695, loss_cls: 1.9723, loss: 1.9723, grad_norm: 3.2312 2021-12-03 07:16:48,364 - mmaction - INFO - Epoch [43][680/1345] lr: 2.643e-02, eta: 5:00:52, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.5008, top5_acc: 0.7758, loss_cls: 1.9384, loss: 1.9384, grad_norm: 3.3587 2021-12-03 07:17:00,626 - mmaction - INFO - Epoch [43][700/1345] lr: 2.643e-02, eta: 5:00:40, time: 0.613, data_time: 0.000, memory: 5354, top1_acc: 0.5102, top5_acc: 0.7680, loss_cls: 2.0334, loss: 2.0334, grad_norm: 3.3141 2021-12-03 07:17:12,746 - mmaction - INFO - Epoch [43][720/1345] lr: 2.643e-02, eta: 5:00:27, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.5062, top5_acc: 0.7703, loss_cls: 1.9917, loss: 1.9917, grad_norm: 3.3401 2021-12-03 07:17:24,933 - mmaction - INFO - Epoch [43][740/1345] lr: 2.643e-02, eta: 5:00:14, time: 0.609, data_time: 0.000, memory: 5354, top1_acc: 0.4906, top5_acc: 0.7977, loss_cls: 1.8937, loss: 1.8937, grad_norm: 3.1984 2021-12-03 07:17:37,089 - mmaction - INFO - Epoch [43][760/1345] lr: 2.643e-02, eta: 5:00:02, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.5023, top5_acc: 0.7773, loss_cls: 1.9371, loss: 1.9371, grad_norm: 3.2163 2021-12-03 07:17:49,302 - mmaction - INFO - Epoch [43][780/1345] lr: 2.643e-02, eta: 4:59:49, time: 0.611, data_time: 0.000, memory: 5354, top1_acc: 0.4727, top5_acc: 0.7492, loss_cls: 2.1064, loss: 2.1064, grad_norm: 3.3799 2021-12-03 07:18:01,455 - mmaction - INFO - Epoch [43][800/1345] lr: 2.643e-02, eta: 4:59:36, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.5180, top5_acc: 0.7820, loss_cls: 1.9219, loss: 1.9219, grad_norm: 3.2687 2021-12-03 07:18:13,606 - mmaction - INFO - Epoch [43][820/1345] lr: 2.643e-02, eta: 4:59:24, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.5086, top5_acc: 0.7617, loss_cls: 1.9428, loss: 1.9428, grad_norm: 3.2673 2021-12-03 07:18:25,801 - mmaction - INFO - Epoch [43][840/1345] lr: 2.643e-02, eta: 4:59:11, time: 0.610, data_time: 0.000, memory: 5354, top1_acc: 0.4844, top5_acc: 0.7727, loss_cls: 1.9899, loss: 1.9899, grad_norm: 3.3263 2021-12-03 07:18:37,987 - mmaction - INFO - Epoch [43][860/1345] lr: 2.643e-02, eta: 4:58:58, time: 0.609, data_time: 0.001, memory: 5354, top1_acc: 0.4891, top5_acc: 0.7750, loss_cls: 1.9821, loss: 1.9821, grad_norm: 3.2900 2021-12-03 07:18:50,164 - mmaction - INFO - Epoch [43][880/1345] lr: 2.643e-02, eta: 4:58:46, time: 0.609, data_time: 0.000, memory: 5354, top1_acc: 0.4977, top5_acc: 0.7445, loss_cls: 2.0815, loss: 2.0815, grad_norm: 3.2943 2021-12-03 07:19:02,365 - mmaction - INFO - Epoch [43][900/1345] lr: 2.643e-02, eta: 4:58:33, time: 0.610, data_time: 0.000, memory: 5354, top1_acc: 0.5008, top5_acc: 0.7711, loss_cls: 1.9853, loss: 1.9853, grad_norm: 3.2639 2021-12-03 07:19:14,567 - mmaction - INFO - Epoch [43][920/1345] lr: 2.643e-02, eta: 4:58:21, time: 0.610, data_time: 0.000, memory: 5354, top1_acc: 0.4977, top5_acc: 0.7641, loss_cls: 2.0428, loss: 2.0428, grad_norm: 3.2483 2021-12-03 07:19:26,791 - mmaction - INFO - Epoch [43][940/1345] lr: 2.643e-02, eta: 4:58:08, time: 0.611, data_time: 0.000, memory: 5354, top1_acc: 0.5016, top5_acc: 0.7547, loss_cls: 2.0330, loss: 2.0330, grad_norm: 3.3196 2021-12-03 07:19:38,931 - mmaction - INFO - Epoch [43][960/1345] lr: 2.643e-02, eta: 4:57:55, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.4813, top5_acc: 0.7711, loss_cls: 2.0179, loss: 2.0179, grad_norm: 3.3513 2021-12-03 07:19:51,167 - mmaction - INFO - Epoch [43][980/1345] lr: 2.643e-02, eta: 4:57:43, time: 0.612, data_time: 0.000, memory: 5354, top1_acc: 0.5242, top5_acc: 0.7773, loss_cls: 1.9622, loss: 1.9622, grad_norm: 3.2601 2021-12-03 07:20:03,329 - mmaction - INFO - Epoch [43][1000/1345] lr: 2.643e-02, eta: 4:57:30, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.4953, top5_acc: 0.7273, loss_cls: 2.1239, loss: 2.1239, grad_norm: 3.3048 2021-12-03 07:20:15,540 - mmaction - INFO - Epoch [43][1020/1345] lr: 2.643e-02, eta: 4:57:17, time: 0.611, data_time: 0.000, memory: 5354, top1_acc: 0.4969, top5_acc: 0.7578, loss_cls: 2.0490, loss: 2.0490, grad_norm: 3.2949 2021-12-03 07:20:27,701 - mmaction - INFO - Epoch [43][1040/1345] lr: 2.643e-02, eta: 4:57:05, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.5219, top5_acc: 0.7852, loss_cls: 1.9122, loss: 1.9122, grad_norm: 3.2559 2021-12-03 07:20:39,926 - mmaction - INFO - Epoch [43][1060/1345] lr: 2.643e-02, eta: 4:56:52, time: 0.611, data_time: 0.000, memory: 5354, top1_acc: 0.5188, top5_acc: 0.7812, loss_cls: 1.8994, loss: 1.8994, grad_norm: 3.3745 2021-12-03 07:20:52,072 - mmaction - INFO - Epoch [43][1080/1345] lr: 2.643e-02, eta: 4:56:40, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.4984, top5_acc: 0.7711, loss_cls: 2.0005, loss: 2.0005, grad_norm: 3.3814 2021-12-03 07:21:04,255 - mmaction - INFO - Epoch [43][1100/1345] lr: 2.643e-02, eta: 4:56:27, time: 0.609, data_time: 0.000, memory: 5354, top1_acc: 0.5188, top5_acc: 0.7695, loss_cls: 1.9853, loss: 1.9853, grad_norm: 3.3276 2021-12-03 07:21:16,457 - mmaction - INFO - Epoch [43][1120/1345] lr: 2.643e-02, eta: 4:56:14, time: 0.610, data_time: 0.000, memory: 5354, top1_acc: 0.4734, top5_acc: 0.7664, loss_cls: 2.0758, loss: 2.0758, grad_norm: 3.4494 2021-12-03 07:21:28,669 - mmaction - INFO - Epoch [43][1140/1345] lr: 2.643e-02, eta: 4:56:02, time: 0.611, data_time: 0.000, memory: 5354, top1_acc: 0.4641, top5_acc: 0.7586, loss_cls: 2.0769, loss: 2.0769, grad_norm: 3.3082 2021-12-03 07:21:40,896 - mmaction - INFO - Epoch [43][1160/1345] lr: 2.643e-02, eta: 4:55:49, time: 0.611, data_time: 0.000, memory: 5354, top1_acc: 0.4961, top5_acc: 0.7664, loss_cls: 2.0328, loss: 2.0328, grad_norm: 3.3023 2021-12-03 07:21:53,064 - mmaction - INFO - Epoch [43][1180/1345] lr: 2.643e-02, eta: 4:55:36, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.4961, top5_acc: 0.7641, loss_cls: 2.0209, loss: 2.0209, grad_norm: 3.3077 2021-12-03 07:22:05,231 - mmaction - INFO - Epoch [43][1200/1345] lr: 2.643e-02, eta: 4:55:24, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.5180, top5_acc: 0.7648, loss_cls: 1.9394, loss: 1.9394, grad_norm: 3.2683 2021-12-03 07:22:17,353 - mmaction - INFO - Epoch [43][1220/1345] lr: 2.643e-02, eta: 4:55:11, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.4875, top5_acc: 0.7719, loss_cls: 2.0076, loss: 2.0076, grad_norm: 3.3001 2021-12-03 07:22:29,502 - mmaction - INFO - Epoch [43][1240/1345] lr: 2.643e-02, eta: 4:54:58, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.5016, top5_acc: 0.7508, loss_cls: 2.0355, loss: 2.0355, grad_norm: 3.2824 2021-12-03 07:22:41,735 - mmaction - INFO - Epoch [43][1260/1345] lr: 2.643e-02, eta: 4:54:46, time: 0.612, data_time: 0.000, memory: 5354, top1_acc: 0.4969, top5_acc: 0.7719, loss_cls: 1.9969, loss: 1.9969, grad_norm: 3.2437 2021-12-03 07:22:53,866 - mmaction - INFO - Epoch [43][1280/1345] lr: 2.643e-02, eta: 4:54:33, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.5078, top5_acc: 0.7555, loss_cls: 2.0169, loss: 2.0169, grad_norm: 3.3238 2021-12-03 07:23:06,015 - mmaction - INFO - Epoch [43][1300/1345] lr: 2.643e-02, eta: 4:54:20, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.4961, top5_acc: 0.7758, loss_cls: 1.9434, loss: 1.9434, grad_norm: 3.2522 2021-12-03 07:23:18,167 - mmaction - INFO - Epoch [43][1320/1345] lr: 2.643e-02, eta: 4:54:08, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.4773, top5_acc: 0.7570, loss_cls: 2.0634, loss: 2.0634, grad_norm: 3.3838 2021-12-03 07:23:30,326 - mmaction - INFO - Epoch [43][1340/1345] lr: 2.643e-02, eta: 4:53:55, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.5117, top5_acc: 0.7734, loss_cls: 1.9393, loss: 1.9393, grad_norm: 3.2424 2021-12-03 07:24:26,492 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-12-03 07:24:26,655 - mmaction - INFO - top1_acc 0.3821 top5_acc 0.7000 2021-12-03 07:24:26,655 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-12-03 07:24:26,665 - mmaction - INFO - mean_acc 0.3537 2021-12-03 07:24:27,577 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_43.pth. 2021-12-03 07:24:27,577 - mmaction - INFO - Best top1_acc is 0.3821 at 43 epoch. 2021-12-03 07:24:27,594 - mmaction - INFO - Saving checkpoint at 43 epochs 2021-12-03 07:24:28,616 - mmaction - INFO - Epoch(val) [43][181] top1_acc: 0.3821, top5_acc: 0.7000, mean_class_accuracy: 0.3537 2021-12-03 07:25:07,247 - mmaction - INFO - Epoch [44][20/1345] lr: 2.429e-02, eta: 4:53:51, time: 1.931, data_time: 1.324, memory: 5354, top1_acc: 0.4891, top5_acc: 0.7586, loss_cls: 2.0809, loss: 2.0809, grad_norm: 3.3281 2021-12-03 07:25:19,277 - mmaction - INFO - Epoch [44][40/1345] lr: 2.429e-02, eta: 4:53:38, time: 0.602, data_time: 0.002, memory: 5354, top1_acc: 0.4930, top5_acc: 0.7617, loss_cls: 1.9967, loss: 1.9967, grad_norm: 3.3307 2021-12-03 07:25:31,305 - mmaction - INFO - Epoch [44][60/1345] lr: 2.429e-02, eta: 4:53:25, time: 0.601, data_time: 0.001, memory: 5354, top1_acc: 0.5094, top5_acc: 0.7695, loss_cls: 1.9566, loss: 1.9566, grad_norm: 3.2724 2021-12-03 07:25:43,353 - mmaction - INFO - Epoch [44][80/1345] lr: 2.429e-02, eta: 4:53:13, time: 0.602, data_time: 0.001, memory: 5354, top1_acc: 0.5195, top5_acc: 0.7742, loss_cls: 1.9173, loss: 1.9173, grad_norm: 3.3375 2021-12-03 07:25:55,395 - mmaction - INFO - Epoch [44][100/1345] lr: 2.429e-02, eta: 4:53:00, time: 0.602, data_time: 0.001, memory: 5354, top1_acc: 0.5023, top5_acc: 0.7719, loss_cls: 1.9344, loss: 1.9344, grad_norm: 3.2666 2021-12-03 07:26:07,438 - mmaction - INFO - Epoch [44][120/1345] lr: 2.429e-02, eta: 4:52:47, time: 0.602, data_time: 0.000, memory: 5354, top1_acc: 0.5219, top5_acc: 0.7852, loss_cls: 1.8657, loss: 1.8657, grad_norm: 3.2331 2021-12-03 07:26:19,495 - mmaction - INFO - Epoch [44][140/1345] lr: 2.429e-02, eta: 4:52:35, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.5094, top5_acc: 0.7641, loss_cls: 1.9487, loss: 1.9487, grad_norm: 3.2889 2021-12-03 07:26:31,572 - mmaction - INFO - Epoch [44][160/1345] lr: 2.429e-02, eta: 4:52:22, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.5266, top5_acc: 0.7734, loss_cls: 1.8865, loss: 1.8865, grad_norm: 3.2985 2021-12-03 07:26:43,643 - mmaction - INFO - Epoch [44][180/1345] lr: 2.429e-02, eta: 4:52:09, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.4742, top5_acc: 0.7570, loss_cls: 2.0565, loss: 2.0565, grad_norm: 3.4668 2021-12-03 07:26:55,719 - mmaction - INFO - Epoch [44][200/1345] lr: 2.429e-02, eta: 4:51:56, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.5031, top5_acc: 0.7844, loss_cls: 1.9642, loss: 1.9642, grad_norm: 3.2884 2021-12-03 07:27:07,793 - mmaction - INFO - Epoch [44][220/1345] lr: 2.429e-02, eta: 4:51:44, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.5086, top5_acc: 0.7711, loss_cls: 1.9240, loss: 1.9240, grad_norm: 3.2967 2021-12-03 07:27:19,874 - mmaction - INFO - Epoch [44][240/1345] lr: 2.429e-02, eta: 4:51:31, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.5008, top5_acc: 0.7711, loss_cls: 1.9415, loss: 1.9415, grad_norm: 3.2203 2021-12-03 07:27:31,970 - mmaction - INFO - Epoch [44][260/1345] lr: 2.429e-02, eta: 4:51:18, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.5133, top5_acc: 0.7922, loss_cls: 1.9033, loss: 1.9033, grad_norm: 3.3181 2021-12-03 07:27:44,068 - mmaction - INFO - Epoch [44][280/1345] lr: 2.429e-02, eta: 4:51:06, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.5047, top5_acc: 0.7633, loss_cls: 1.9850, loss: 1.9850, grad_norm: 3.3089 2021-12-03 07:27:56,185 - mmaction - INFO - Epoch [44][300/1345] lr: 2.429e-02, eta: 4:50:53, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.5148, top5_acc: 0.7859, loss_cls: 1.9027, loss: 1.9027, grad_norm: 3.3231 2021-12-03 07:28:08,295 - mmaction - INFO - Epoch [44][320/1345] lr: 2.429e-02, eta: 4:50:40, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.5312, top5_acc: 0.7914, loss_cls: 1.8903, loss: 1.8903, grad_norm: 3.3525 2021-12-03 07:28:20,435 - mmaction - INFO - Epoch [44][340/1345] lr: 2.429e-02, eta: 4:50:28, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.5219, top5_acc: 0.7867, loss_cls: 1.8811, loss: 1.8811, grad_norm: 3.2832 2021-12-03 07:28:32,576 - mmaction - INFO - Epoch [44][360/1345] lr: 2.429e-02, eta: 4:50:15, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.5141, top5_acc: 0.7828, loss_cls: 1.9110, loss: 1.9110, grad_norm: 3.3722 2021-12-03 07:28:44,714 - mmaction - INFO - Epoch [44][380/1345] lr: 2.429e-02, eta: 4:50:02, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.5227, top5_acc: 0.7891, loss_cls: 1.9013, loss: 1.9013, grad_norm: 3.2172 2021-12-03 07:28:56,853 - mmaction - INFO - Epoch [44][400/1345] lr: 2.429e-02, eta: 4:49:50, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.5031, top5_acc: 0.7773, loss_cls: 1.9163, loss: 1.9163, grad_norm: 3.3703 2021-12-03 07:29:09,003 - mmaction - INFO - Epoch [44][420/1345] lr: 2.429e-02, eta: 4:49:37, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.5125, top5_acc: 0.7906, loss_cls: 1.8606, loss: 1.8606, grad_norm: 3.4689 2021-12-03 07:29:21,175 - mmaction - INFO - Epoch [44][440/1345] lr: 2.429e-02, eta: 4:49:24, time: 0.609, data_time: 0.000, memory: 5354, top1_acc: 0.5125, top5_acc: 0.7633, loss_cls: 1.9580, loss: 1.9580, grad_norm: 3.4356 2021-12-03 07:29:33,392 - mmaction - INFO - Epoch [44][460/1345] lr: 2.429e-02, eta: 4:49:12, time: 0.611, data_time: 0.000, memory: 5354, top1_acc: 0.5242, top5_acc: 0.7828, loss_cls: 1.9098, loss: 1.9098, grad_norm: 3.2336 2021-12-03 07:29:45,545 - mmaction - INFO - Epoch [44][480/1345] lr: 2.429e-02, eta: 4:48:59, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.5086, top5_acc: 0.7867, loss_cls: 1.9173, loss: 1.9173, grad_norm: 3.2967 2021-12-03 07:29:57,780 - mmaction - INFO - Epoch [44][500/1345] lr: 2.429e-02, eta: 4:48:47, time: 0.612, data_time: 0.000, memory: 5354, top1_acc: 0.4781, top5_acc: 0.7562, loss_cls: 2.0074, loss: 2.0074, grad_norm: 3.4249 2021-12-03 07:30:09,946 - mmaction - INFO - Epoch [44][520/1345] lr: 2.429e-02, eta: 4:48:34, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.4969, top5_acc: 0.7648, loss_cls: 1.9847, loss: 1.9847, grad_norm: 3.3290 2021-12-03 07:30:22,235 - mmaction - INFO - Epoch [44][540/1345] lr: 2.429e-02, eta: 4:48:21, time: 0.614, data_time: 0.000, memory: 5354, top1_acc: 0.5141, top5_acc: 0.7758, loss_cls: 1.9567, loss: 1.9567, grad_norm: 3.3116 2021-12-03 07:30:34,465 - mmaction - INFO - Epoch [44][560/1345] lr: 2.429e-02, eta: 4:48:09, time: 0.611, data_time: 0.001, memory: 5354, top1_acc: 0.5133, top5_acc: 0.7773, loss_cls: 1.9194, loss: 1.9194, grad_norm: 3.3564 2021-12-03 07:30:46,616 - mmaction - INFO - Epoch [44][580/1345] lr: 2.429e-02, eta: 4:47:56, time: 0.608, data_time: 0.001, memory: 5354, top1_acc: 0.5172, top5_acc: 0.7711, loss_cls: 1.9053, loss: 1.9053, grad_norm: 3.3365 2021-12-03 07:30:58,859 - mmaction - INFO - Epoch [44][600/1345] lr: 2.429e-02, eta: 4:47:43, time: 0.612, data_time: 0.001, memory: 5354, top1_acc: 0.5109, top5_acc: 0.7609, loss_cls: 1.9258, loss: 1.9258, grad_norm: 3.4468 2021-12-03 07:31:11,073 - mmaction - INFO - Epoch [44][620/1345] lr: 2.429e-02, eta: 4:47:31, time: 0.611, data_time: 0.001, memory: 5354, top1_acc: 0.5047, top5_acc: 0.7695, loss_cls: 1.9790, loss: 1.9790, grad_norm: 3.4309 2021-12-03 07:31:23,251 - mmaction - INFO - Epoch [44][640/1345] lr: 2.429e-02, eta: 4:47:18, time: 0.609, data_time: 0.000, memory: 5354, top1_acc: 0.5250, top5_acc: 0.8000, loss_cls: 1.8351, loss: 1.8351, grad_norm: 3.2968 2021-12-03 07:31:35,484 - mmaction - INFO - Epoch [44][660/1345] lr: 2.429e-02, eta: 4:47:06, time: 0.612, data_time: 0.001, memory: 5354, top1_acc: 0.5258, top5_acc: 0.7664, loss_cls: 1.8801, loss: 1.8801, grad_norm: 3.2692 2021-12-03 07:31:47,710 - mmaction - INFO - Epoch [44][680/1345] lr: 2.429e-02, eta: 4:46:53, time: 0.611, data_time: 0.000, memory: 5354, top1_acc: 0.5273, top5_acc: 0.7891, loss_cls: 1.8851, loss: 1.8851, grad_norm: 3.3064 2021-12-03 07:31:59,860 - mmaction - INFO - Epoch [44][700/1345] lr: 2.429e-02, eta: 4:46:40, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.5281, top5_acc: 0.7773, loss_cls: 1.8965, loss: 1.8965, grad_norm: 3.2558 2021-12-03 07:32:12,005 - mmaction - INFO - Epoch [44][720/1345] lr: 2.429e-02, eta: 4:46:28, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.5203, top5_acc: 0.7742, loss_cls: 1.9389, loss: 1.9389, grad_norm: 3.4463 2021-12-03 07:32:24,237 - mmaction - INFO - Epoch [44][740/1345] lr: 2.429e-02, eta: 4:46:15, time: 0.612, data_time: 0.000, memory: 5354, top1_acc: 0.4883, top5_acc: 0.7656, loss_cls: 2.0087, loss: 2.0087, grad_norm: 3.4446 2021-12-03 07:32:36,391 - mmaction - INFO - Epoch [44][760/1345] lr: 2.429e-02, eta: 4:46:02, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.4984, top5_acc: 0.7758, loss_cls: 1.9537, loss: 1.9537, grad_norm: 3.3907 2021-12-03 07:32:48,597 - mmaction - INFO - Epoch [44][780/1345] lr: 2.429e-02, eta: 4:45:50, time: 0.610, data_time: 0.000, memory: 5354, top1_acc: 0.5000, top5_acc: 0.7703, loss_cls: 1.9567, loss: 1.9567, grad_norm: 3.4068 2021-12-03 07:33:00,744 - mmaction - INFO - Epoch [44][800/1345] lr: 2.429e-02, eta: 4:45:37, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.5203, top5_acc: 0.8008, loss_cls: 1.8664, loss: 1.8664, grad_norm: 3.3800 2021-12-03 07:33:12,993 - mmaction - INFO - Epoch [44][820/1345] lr: 2.429e-02, eta: 4:45:25, time: 0.612, data_time: 0.000, memory: 5354, top1_acc: 0.5242, top5_acc: 0.7812, loss_cls: 1.8683, loss: 1.8683, grad_norm: 3.3469 2021-12-03 07:33:25,207 - mmaction - INFO - Epoch [44][840/1345] lr: 2.429e-02, eta: 4:45:12, time: 0.611, data_time: 0.001, memory: 5354, top1_acc: 0.4922, top5_acc: 0.7672, loss_cls: 1.9993, loss: 1.9993, grad_norm: 3.3917 2021-12-03 07:33:37,396 - mmaction - INFO - Epoch [44][860/1345] lr: 2.429e-02, eta: 4:44:59, time: 0.609, data_time: 0.000, memory: 5354, top1_acc: 0.5141, top5_acc: 0.7711, loss_cls: 1.9568, loss: 1.9568, grad_norm: 3.5407 2021-12-03 07:33:49,547 - mmaction - INFO - Epoch [44][880/1345] lr: 2.429e-02, eta: 4:44:47, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.5172, top5_acc: 0.7812, loss_cls: 1.8807, loss: 1.8807, grad_norm: 3.3713 2021-12-03 07:34:01,737 - mmaction - INFO - Epoch [44][900/1345] lr: 2.429e-02, eta: 4:44:34, time: 0.609, data_time: 0.000, memory: 5354, top1_acc: 0.5508, top5_acc: 0.7937, loss_cls: 1.8364, loss: 1.8364, grad_norm: 3.2385 2021-12-03 07:34:14,024 - mmaction - INFO - Epoch [44][920/1345] lr: 2.429e-02, eta: 4:44:21, time: 0.614, data_time: 0.000, memory: 5354, top1_acc: 0.5172, top5_acc: 0.7672, loss_cls: 1.9632, loss: 1.9632, grad_norm: 3.4438 2021-12-03 07:34:26,169 - mmaction - INFO - Epoch [44][940/1345] lr: 2.429e-02, eta: 4:44:09, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.5055, top5_acc: 0.7656, loss_cls: 1.9668, loss: 1.9668, grad_norm: 3.4270 2021-12-03 07:34:38,364 - mmaction - INFO - Epoch [44][960/1345] lr: 2.429e-02, eta: 4:43:56, time: 0.610, data_time: 0.001, memory: 5354, top1_acc: 0.5242, top5_acc: 0.7617, loss_cls: 1.9628, loss: 1.9628, grad_norm: 3.3346 2021-12-03 07:34:50,539 - mmaction - INFO - Epoch [44][980/1345] lr: 2.429e-02, eta: 4:43:44, time: 0.609, data_time: 0.000, memory: 5354, top1_acc: 0.5211, top5_acc: 0.7977, loss_cls: 1.8939, loss: 1.8939, grad_norm: 3.4885 2021-12-03 07:35:02,761 - mmaction - INFO - Epoch [44][1000/1345] lr: 2.429e-02, eta: 4:43:31, time: 0.611, data_time: 0.000, memory: 5354, top1_acc: 0.5039, top5_acc: 0.7711, loss_cls: 1.9453, loss: 1.9453, grad_norm: 3.4206 2021-12-03 07:35:14,990 - mmaction - INFO - Epoch [44][1020/1345] lr: 2.429e-02, eta: 4:43:18, time: 0.611, data_time: 0.000, memory: 5354, top1_acc: 0.5008, top5_acc: 0.7648, loss_cls: 1.9964, loss: 1.9964, grad_norm: 3.2409 2021-12-03 07:35:27,186 - mmaction - INFO - Epoch [44][1040/1345] lr: 2.429e-02, eta: 4:43:06, time: 0.610, data_time: 0.000, memory: 5354, top1_acc: 0.4836, top5_acc: 0.7695, loss_cls: 1.9690, loss: 1.9690, grad_norm: 3.3546 2021-12-03 07:35:39,426 - mmaction - INFO - Epoch [44][1060/1345] lr: 2.429e-02, eta: 4:42:53, time: 0.612, data_time: 0.000, memory: 5354, top1_acc: 0.4961, top5_acc: 0.7641, loss_cls: 2.0073, loss: 2.0073, grad_norm: 3.4198 2021-12-03 07:35:51,629 - mmaction - INFO - Epoch [44][1080/1345] lr: 2.429e-02, eta: 4:42:40, time: 0.610, data_time: 0.000, memory: 5354, top1_acc: 0.4977, top5_acc: 0.7672, loss_cls: 1.9878, loss: 1.9878, grad_norm: 3.3546 2021-12-03 07:36:03,829 - mmaction - INFO - Epoch [44][1100/1345] lr: 2.429e-02, eta: 4:42:28, time: 0.610, data_time: 0.001, memory: 5354, top1_acc: 0.5086, top5_acc: 0.7875, loss_cls: 1.8938, loss: 1.8938, grad_norm: 3.2656 2021-12-03 07:36:16,033 - mmaction - INFO - Epoch [44][1120/1345] lr: 2.429e-02, eta: 4:42:15, time: 0.610, data_time: 0.000, memory: 5354, top1_acc: 0.5172, top5_acc: 0.7656, loss_cls: 1.9758, loss: 1.9758, grad_norm: 3.4010 2021-12-03 07:36:28,207 - mmaction - INFO - Epoch [44][1140/1345] lr: 2.429e-02, eta: 4:42:03, time: 0.609, data_time: 0.000, memory: 5354, top1_acc: 0.5000, top5_acc: 0.7797, loss_cls: 1.9152, loss: 1.9152, grad_norm: 3.4320 2021-12-03 07:36:40,442 - mmaction - INFO - Epoch [44][1160/1345] lr: 2.429e-02, eta: 4:41:50, time: 0.612, data_time: 0.000, memory: 5354, top1_acc: 0.4906, top5_acc: 0.7625, loss_cls: 2.0052, loss: 2.0052, grad_norm: 3.3728 2021-12-03 07:36:52,680 - mmaction - INFO - Epoch [44][1180/1345] lr: 2.429e-02, eta: 4:41:37, time: 0.612, data_time: 0.000, memory: 5354, top1_acc: 0.5109, top5_acc: 0.7742, loss_cls: 1.9652, loss: 1.9652, grad_norm: 3.3786 2021-12-03 07:37:04,859 - mmaction - INFO - Epoch [44][1200/1345] lr: 2.429e-02, eta: 4:41:25, time: 0.609, data_time: 0.000, memory: 5354, top1_acc: 0.4945, top5_acc: 0.7680, loss_cls: 1.9840, loss: 1.9840, grad_norm: 3.3075 2021-12-03 07:37:17,060 - mmaction - INFO - Epoch [44][1220/1345] lr: 2.429e-02, eta: 4:41:12, time: 0.610, data_time: 0.000, memory: 5354, top1_acc: 0.5172, top5_acc: 0.7805, loss_cls: 1.8981, loss: 1.8981, grad_norm: 3.4621 2021-12-03 07:37:29,247 - mmaction - INFO - Epoch [44][1240/1345] lr: 2.429e-02, eta: 4:41:00, time: 0.609, data_time: 0.000, memory: 5354, top1_acc: 0.5016, top5_acc: 0.7672, loss_cls: 1.9987, loss: 1.9987, grad_norm: 3.4123 2021-12-03 07:37:41,428 - mmaction - INFO - Epoch [44][1260/1345] lr: 2.429e-02, eta: 4:40:47, time: 0.609, data_time: 0.000, memory: 5354, top1_acc: 0.5016, top5_acc: 0.7570, loss_cls: 2.0010, loss: 2.0010, grad_norm: 3.4211 2021-12-03 07:37:53,605 - mmaction - INFO - Epoch [44][1280/1345] lr: 2.429e-02, eta: 4:40:34, time: 0.609, data_time: 0.000, memory: 5354, top1_acc: 0.4977, top5_acc: 0.7688, loss_cls: 2.0267, loss: 2.0267, grad_norm: 3.3876 2021-12-03 07:38:05,773 - mmaction - INFO - Epoch [44][1300/1345] lr: 2.429e-02, eta: 4:40:22, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.5031, top5_acc: 0.7937, loss_cls: 1.9167, loss: 1.9167, grad_norm: 3.3785 2021-12-03 07:38:17,952 - mmaction - INFO - Epoch [44][1320/1345] lr: 2.429e-02, eta: 4:40:09, time: 0.609, data_time: 0.000, memory: 5354, top1_acc: 0.5164, top5_acc: 0.7617, loss_cls: 2.0173, loss: 2.0173, grad_norm: 3.3634 2021-12-03 07:38:30,160 - mmaction - INFO - Epoch [44][1340/1345] lr: 2.429e-02, eta: 4:39:56, time: 0.610, data_time: 0.000, memory: 5354, top1_acc: 0.4664, top5_acc: 0.7539, loss_cls: 2.0729, loss: 2.0729, grad_norm: 3.4942 2021-12-03 07:39:24,809 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-12-03 07:39:24,982 - mmaction - INFO - top1_acc 0.3781 top5_acc 0.6974 2021-12-03 07:39:24,982 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-12-03 07:39:24,992 - mmaction - INFO - mean_acc 0.3454 2021-12-03 07:39:24,994 - mmaction - INFO - Saving checkpoint at 44 epochs 2021-12-03 07:39:25,681 - mmaction - INFO - Epoch(val) [44][181] top1_acc: 0.3781, top5_acc: 0.6974, mean_class_accuracy: 0.3454 2021-12-03 07:40:07,988 - mmaction - INFO - Epoch [45][20/1345] lr: 2.222e-02, eta: 4:39:53, time: 2.115, data_time: 1.515, memory: 5354, top1_acc: 0.4953, top5_acc: 0.7734, loss_cls: 1.9610, loss: 1.9610, grad_norm: 3.3113 2021-12-03 07:40:19,999 - mmaction - INFO - Epoch [45][40/1345] lr: 2.222e-02, eta: 4:39:40, time: 0.601, data_time: 0.002, memory: 5354, top1_acc: 0.5227, top5_acc: 0.7867, loss_cls: 1.8603, loss: 1.8603, grad_norm: 3.3099 2021-12-03 07:40:32,014 - mmaction - INFO - Epoch [45][60/1345] lr: 2.222e-02, eta: 4:39:27, time: 0.601, data_time: 0.001, memory: 5354, top1_acc: 0.5195, top5_acc: 0.7859, loss_cls: 1.9119, loss: 1.9119, grad_norm: 3.3730 2021-12-03 07:40:44,055 - mmaction - INFO - Epoch [45][80/1345] lr: 2.222e-02, eta: 4:39:15, time: 0.602, data_time: 0.001, memory: 5354, top1_acc: 0.5203, top5_acc: 0.7937, loss_cls: 1.8664, loss: 1.8664, grad_norm: 3.3028 2021-12-03 07:40:56,075 - mmaction - INFO - Epoch [45][100/1345] lr: 2.222e-02, eta: 4:39:02, time: 0.601, data_time: 0.000, memory: 5354, top1_acc: 0.4961, top5_acc: 0.7789, loss_cls: 1.9869, loss: 1.9869, grad_norm: 3.4255 2021-12-03 07:41:08,117 - mmaction - INFO - Epoch [45][120/1345] lr: 2.222e-02, eta: 4:38:49, time: 0.602, data_time: 0.000, memory: 5354, top1_acc: 0.5344, top5_acc: 0.7883, loss_cls: 1.8574, loss: 1.8574, grad_norm: 3.4161 2021-12-03 07:41:20,168 - mmaction - INFO - Epoch [45][140/1345] lr: 2.222e-02, eta: 4:38:37, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.5312, top5_acc: 0.7914, loss_cls: 1.8471, loss: 1.8471, grad_norm: 3.3761 2021-12-03 07:41:32,215 - mmaction - INFO - Epoch [45][160/1345] lr: 2.222e-02, eta: 4:38:24, time: 0.602, data_time: 0.000, memory: 5354, top1_acc: 0.5312, top5_acc: 0.7789, loss_cls: 1.8397, loss: 1.8397, grad_norm: 3.2858 2021-12-03 07:41:44,278 - mmaction - INFO - Epoch [45][180/1345] lr: 2.222e-02, eta: 4:38:11, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.5070, top5_acc: 0.7891, loss_cls: 1.9023, loss: 1.9023, grad_norm: 3.5232 2021-12-03 07:41:56,343 - mmaction - INFO - Epoch [45][200/1345] lr: 2.222e-02, eta: 4:37:59, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.5328, top5_acc: 0.7836, loss_cls: 1.8199, loss: 1.8199, grad_norm: 3.2961 2021-12-03 07:42:08,424 - mmaction - INFO - Epoch [45][220/1345] lr: 2.222e-02, eta: 4:37:46, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.5383, top5_acc: 0.8016, loss_cls: 1.7912, loss: 1.7912, grad_norm: 3.4633 2021-12-03 07:42:20,493 - mmaction - INFO - Epoch [45][240/1345] lr: 2.222e-02, eta: 4:37:33, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.5164, top5_acc: 0.7727, loss_cls: 1.9139, loss: 1.9139, grad_norm: 3.3912 2021-12-03 07:42:32,578 - mmaction - INFO - Epoch [45][260/1345] lr: 2.222e-02, eta: 4:37:21, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.5352, top5_acc: 0.7844, loss_cls: 1.8765, loss: 1.8765, grad_norm: 3.3548 2021-12-03 07:42:44,647 - mmaction - INFO - Epoch [45][280/1345] lr: 2.222e-02, eta: 4:37:08, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.5078, top5_acc: 0.7750, loss_cls: 1.9309, loss: 1.9309, grad_norm: 3.3054 2021-12-03 07:42:56,744 - mmaction - INFO - Epoch [45][300/1345] lr: 2.222e-02, eta: 4:36:55, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.5031, top5_acc: 0.7797, loss_cls: 1.9415, loss: 1.9415, grad_norm: 3.5421 2021-12-03 07:43:08,863 - mmaction - INFO - Epoch [45][320/1345] lr: 2.222e-02, eta: 4:36:43, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.5172, top5_acc: 0.7664, loss_cls: 1.9398, loss: 1.9398, grad_norm: 3.4268 2021-12-03 07:43:21,026 - mmaction - INFO - Epoch [45][340/1345] lr: 2.222e-02, eta: 4:36:30, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.5328, top5_acc: 0.7922, loss_cls: 1.8822, loss: 1.8822, grad_norm: 3.3711 2021-12-03 07:43:33,170 - mmaction - INFO - Epoch [45][360/1345] lr: 2.222e-02, eta: 4:36:17, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.5203, top5_acc: 0.7688, loss_cls: 1.9292, loss: 1.9292, grad_norm: 3.2550 2021-12-03 07:43:45,321 - mmaction - INFO - Epoch [45][380/1345] lr: 2.222e-02, eta: 4:36:05, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.5188, top5_acc: 0.7742, loss_cls: 1.8984, loss: 1.8984, grad_norm: 3.3278 2021-12-03 07:43:57,483 - mmaction - INFO - Epoch [45][400/1345] lr: 2.222e-02, eta: 4:35:52, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.5203, top5_acc: 0.7820, loss_cls: 1.8431, loss: 1.8431, grad_norm: 3.5170 2021-12-03 07:44:09,606 - mmaction - INFO - Epoch [45][420/1345] lr: 2.222e-02, eta: 4:35:39, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.5188, top5_acc: 0.7969, loss_cls: 1.8556, loss: 1.8556, grad_norm: 3.4012 2021-12-03 07:44:21,750 - mmaction - INFO - Epoch [45][440/1345] lr: 2.222e-02, eta: 4:35:27, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.5148, top5_acc: 0.7812, loss_cls: 1.8806, loss: 1.8806, grad_norm: 3.4548 2021-12-03 07:44:33,963 - mmaction - INFO - Epoch [45][460/1345] lr: 2.222e-02, eta: 4:35:14, time: 0.611, data_time: 0.000, memory: 5354, top1_acc: 0.5086, top5_acc: 0.7844, loss_cls: 1.8934, loss: 1.8934, grad_norm: 3.4813 2021-12-03 07:44:46,164 - mmaction - INFO - Epoch [45][480/1345] lr: 2.222e-02, eta: 4:35:01, time: 0.610, data_time: 0.001, memory: 5354, top1_acc: 0.5172, top5_acc: 0.8008, loss_cls: 1.8625, loss: 1.8625, grad_norm: 3.4367 2021-12-03 07:44:58,362 - mmaction - INFO - Epoch [45][500/1345] lr: 2.222e-02, eta: 4:34:49, time: 0.610, data_time: 0.000, memory: 5354, top1_acc: 0.5227, top5_acc: 0.7891, loss_cls: 1.8711, loss: 1.8711, grad_norm: 3.5085 2021-12-03 07:45:10,606 - mmaction - INFO - Epoch [45][520/1345] lr: 2.222e-02, eta: 4:34:36, time: 0.612, data_time: 0.000, memory: 5354, top1_acc: 0.5109, top5_acc: 0.7656, loss_cls: 1.9432, loss: 1.9432, grad_norm: 3.4232 2021-12-03 07:45:22,856 - mmaction - INFO - Epoch [45][540/1345] lr: 2.222e-02, eta: 4:34:24, time: 0.613, data_time: 0.000, memory: 5354, top1_acc: 0.5336, top5_acc: 0.8070, loss_cls: 1.8301, loss: 1.8301, grad_norm: 3.4098 2021-12-03 07:45:35,035 - mmaction - INFO - Epoch [45][560/1345] lr: 2.222e-02, eta: 4:34:11, time: 0.609, data_time: 0.000, memory: 5354, top1_acc: 0.5367, top5_acc: 0.7805, loss_cls: 1.8913, loss: 1.8913, grad_norm: 3.4955 2021-12-03 07:45:47,276 - mmaction - INFO - Epoch [45][580/1345] lr: 2.222e-02, eta: 4:33:58, time: 0.612, data_time: 0.000, memory: 5354, top1_acc: 0.5234, top5_acc: 0.7586, loss_cls: 1.9589, loss: 1.9589, grad_norm: 3.4436 2021-12-03 07:45:59,486 - mmaction - INFO - Epoch [45][600/1345] lr: 2.222e-02, eta: 4:33:46, time: 0.610, data_time: 0.000, memory: 5354, top1_acc: 0.5305, top5_acc: 0.7875, loss_cls: 1.8777, loss: 1.8777, grad_norm: 3.4440 2021-12-03 07:46:11,673 - mmaction - INFO - Epoch [45][620/1345] lr: 2.222e-02, eta: 4:33:33, time: 0.609, data_time: 0.000, memory: 5354, top1_acc: 0.5211, top5_acc: 0.7844, loss_cls: 1.8905, loss: 1.8905, grad_norm: 3.3562 2021-12-03 07:46:23,904 - mmaction - INFO - Epoch [45][640/1345] lr: 2.222e-02, eta: 4:33:21, time: 0.612, data_time: 0.000, memory: 5354, top1_acc: 0.5078, top5_acc: 0.7617, loss_cls: 1.9768, loss: 1.9768, grad_norm: 3.4017 2021-12-03 07:46:36,069 - mmaction - INFO - Epoch [45][660/1345] lr: 2.222e-02, eta: 4:33:08, time: 0.608, data_time: 0.001, memory: 5354, top1_acc: 0.4914, top5_acc: 0.7781, loss_cls: 1.9293, loss: 1.9293, grad_norm: 3.5502 2021-12-03 07:46:48,310 - mmaction - INFO - Epoch [45][680/1345] lr: 2.222e-02, eta: 4:32:55, time: 0.612, data_time: 0.000, memory: 5354, top1_acc: 0.5203, top5_acc: 0.7688, loss_cls: 1.9249, loss: 1.9249, grad_norm: 3.5051 2021-12-03 07:47:00,633 - mmaction - INFO - Epoch [45][700/1345] lr: 2.222e-02, eta: 4:32:43, time: 0.616, data_time: 0.000, memory: 5354, top1_acc: 0.5070, top5_acc: 0.7672, loss_cls: 1.9513, loss: 1.9513, grad_norm: 3.5650 2021-12-03 07:47:12,910 - mmaction - INFO - Epoch [45][720/1345] lr: 2.222e-02, eta: 4:32:30, time: 0.614, data_time: 0.000, memory: 5354, top1_acc: 0.4969, top5_acc: 0.7750, loss_cls: 1.9675, loss: 1.9675, grad_norm: 3.4982 2021-12-03 07:47:25,091 - mmaction - INFO - Epoch [45][740/1345] lr: 2.222e-02, eta: 4:32:18, time: 0.609, data_time: 0.000, memory: 5354, top1_acc: 0.5227, top5_acc: 0.7812, loss_cls: 1.8972, loss: 1.8972, grad_norm: 3.4411 2021-12-03 07:47:37,291 - mmaction - INFO - Epoch [45][760/1345] lr: 2.222e-02, eta: 4:32:05, time: 0.610, data_time: 0.000, memory: 5354, top1_acc: 0.5117, top5_acc: 0.7719, loss_cls: 1.9476, loss: 1.9476, grad_norm: 3.5110 2021-12-03 07:47:49,484 - mmaction - INFO - Epoch [45][780/1345] lr: 2.222e-02, eta: 4:31:52, time: 0.610, data_time: 0.001, memory: 5354, top1_acc: 0.5266, top5_acc: 0.7648, loss_cls: 1.9043, loss: 1.9043, grad_norm: 3.3491 2021-12-03 07:48:01,650 - mmaction - INFO - Epoch [45][800/1345] lr: 2.222e-02, eta: 4:31:40, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.5008, top5_acc: 0.7641, loss_cls: 1.9847, loss: 1.9847, grad_norm: 3.4558 2021-12-03 07:48:13,849 - mmaction - INFO - Epoch [45][820/1345] lr: 2.222e-02, eta: 4:31:27, time: 0.610, data_time: 0.000, memory: 5354, top1_acc: 0.5078, top5_acc: 0.7625, loss_cls: 1.9461, loss: 1.9461, grad_norm: 3.2866 2021-12-03 07:48:26,031 - mmaction - INFO - Epoch [45][840/1345] lr: 2.222e-02, eta: 4:31:14, time: 0.609, data_time: 0.000, memory: 5354, top1_acc: 0.5406, top5_acc: 0.7953, loss_cls: 1.7955, loss: 1.7955, grad_norm: 3.3259 2021-12-03 07:48:38,278 - mmaction - INFO - Epoch [45][860/1345] lr: 2.222e-02, eta: 4:31:02, time: 0.612, data_time: 0.000, memory: 5354, top1_acc: 0.5383, top5_acc: 0.7930, loss_cls: 1.8178, loss: 1.8178, grad_norm: 3.4973 2021-12-03 07:48:50,437 - mmaction - INFO - Epoch [45][880/1345] lr: 2.222e-02, eta: 4:30:49, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.5055, top5_acc: 0.7547, loss_cls: 1.9658, loss: 1.9658, grad_norm: 3.4626 2021-12-03 07:49:02,686 - mmaction - INFO - Epoch [45][900/1345] lr: 2.222e-02, eta: 4:30:37, time: 0.612, data_time: 0.000, memory: 5354, top1_acc: 0.5117, top5_acc: 0.7930, loss_cls: 1.8440, loss: 1.8440, grad_norm: 3.4603 2021-12-03 07:49:14,949 - mmaction - INFO - Epoch [45][920/1345] lr: 2.222e-02, eta: 4:30:24, time: 0.613, data_time: 0.000, memory: 5354, top1_acc: 0.5352, top5_acc: 0.7734, loss_cls: 1.9100, loss: 1.9100, grad_norm: 3.3923 2021-12-03 07:49:27,119 - mmaction - INFO - Epoch [45][940/1345] lr: 2.222e-02, eta: 4:30:11, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.5289, top5_acc: 0.7914, loss_cls: 1.8526, loss: 1.8526, grad_norm: 3.3997 2021-12-03 07:49:39,345 - mmaction - INFO - Epoch [45][960/1345] lr: 2.222e-02, eta: 4:29:59, time: 0.611, data_time: 0.000, memory: 5354, top1_acc: 0.5477, top5_acc: 0.7953, loss_cls: 1.8100, loss: 1.8100, grad_norm: 3.3440 2021-12-03 07:49:51,610 - mmaction - INFO - Epoch [45][980/1345] lr: 2.222e-02, eta: 4:29:46, time: 0.613, data_time: 0.000, memory: 5354, top1_acc: 0.5133, top5_acc: 0.7719, loss_cls: 1.9498, loss: 1.9498, grad_norm: 3.5705 2021-12-03 07:50:03,815 - mmaction - INFO - Epoch [45][1000/1345] lr: 2.222e-02, eta: 4:29:34, time: 0.610, data_time: 0.001, memory: 5354, top1_acc: 0.5078, top5_acc: 0.7758, loss_cls: 1.9546, loss: 1.9546, grad_norm: 3.6063 2021-12-03 07:50:16,018 - mmaction - INFO - Epoch [45][1020/1345] lr: 2.222e-02, eta: 4:29:21, time: 0.610, data_time: 0.000, memory: 5354, top1_acc: 0.5172, top5_acc: 0.7727, loss_cls: 1.9360, loss: 1.9360, grad_norm: 3.4675 2021-12-03 07:50:28,252 - mmaction - INFO - Epoch [45][1040/1345] lr: 2.222e-02, eta: 4:29:08, time: 0.612, data_time: 0.001, memory: 5354, top1_acc: 0.4961, top5_acc: 0.7812, loss_cls: 1.9687, loss: 1.9687, grad_norm: 3.3301 2021-12-03 07:50:40,391 - mmaction - INFO - Epoch [45][1060/1345] lr: 2.222e-02, eta: 4:28:56, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.5055, top5_acc: 0.7695, loss_cls: 1.9661, loss: 1.9661, grad_norm: 3.4083 2021-12-03 07:50:52,645 - mmaction - INFO - Epoch [45][1080/1345] lr: 2.222e-02, eta: 4:28:43, time: 0.613, data_time: 0.001, memory: 5354, top1_acc: 0.5539, top5_acc: 0.8172, loss_cls: 1.7993, loss: 1.7993, grad_norm: 3.4227 2021-12-03 07:51:04,847 - mmaction - INFO - Epoch [45][1100/1345] lr: 2.222e-02, eta: 4:28:31, time: 0.610, data_time: 0.000, memory: 5354, top1_acc: 0.5117, top5_acc: 0.7828, loss_cls: 1.9441, loss: 1.9441, grad_norm: 3.5284 2021-12-03 07:51:17,024 - mmaction - INFO - Epoch [45][1120/1345] lr: 2.222e-02, eta: 4:28:18, time: 0.609, data_time: 0.001, memory: 5354, top1_acc: 0.5031, top5_acc: 0.7750, loss_cls: 1.9704, loss: 1.9704, grad_norm: 3.5114 2021-12-03 07:51:29,184 - mmaction - INFO - Epoch [45][1140/1345] lr: 2.222e-02, eta: 4:28:05, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.5180, top5_acc: 0.7578, loss_cls: 1.9390, loss: 1.9390, grad_norm: 3.3618 2021-12-03 07:51:41,378 - mmaction - INFO - Epoch [45][1160/1345] lr: 2.222e-02, eta: 4:27:53, time: 0.610, data_time: 0.000, memory: 5354, top1_acc: 0.5125, top5_acc: 0.7711, loss_cls: 1.9440, loss: 1.9440, grad_norm: 3.5439 2021-12-03 07:51:53,520 - mmaction - INFO - Epoch [45][1180/1345] lr: 2.222e-02, eta: 4:27:40, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.5000, top5_acc: 0.7820, loss_cls: 1.9002, loss: 1.9002, grad_norm: 3.5000 2021-12-03 07:52:05,755 - mmaction - INFO - Epoch [45][1200/1345] lr: 2.222e-02, eta: 4:27:27, time: 0.612, data_time: 0.000, memory: 5354, top1_acc: 0.5133, top5_acc: 0.7656, loss_cls: 1.9541, loss: 1.9541, grad_norm: 3.5690 2021-12-03 07:52:17,921 - mmaction - INFO - Epoch [45][1220/1345] lr: 2.222e-02, eta: 4:27:15, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.5281, top5_acc: 0.7766, loss_cls: 1.9132, loss: 1.9132, grad_norm: 3.5033 2021-12-03 07:52:30,086 - mmaction - INFO - Epoch [45][1240/1345] lr: 2.222e-02, eta: 4:27:02, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.5086, top5_acc: 0.7703, loss_cls: 1.9786, loss: 1.9786, grad_norm: 3.4653 2021-12-03 07:52:42,244 - mmaction - INFO - Epoch [45][1260/1345] lr: 2.222e-02, eta: 4:26:50, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.5234, top5_acc: 0.7797, loss_cls: 1.8436, loss: 1.8436, grad_norm: 3.4683 2021-12-03 07:52:54,494 - mmaction - INFO - Epoch [45][1280/1345] lr: 2.222e-02, eta: 4:26:37, time: 0.612, data_time: 0.000, memory: 5354, top1_acc: 0.5344, top5_acc: 0.7906, loss_cls: 1.8712, loss: 1.8712, grad_norm: 3.3849 2021-12-03 07:53:06,617 - mmaction - INFO - Epoch [45][1300/1345] lr: 2.222e-02, eta: 4:26:24, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.5312, top5_acc: 0.7969, loss_cls: 1.8478, loss: 1.8478, grad_norm: 3.4231 2021-12-03 07:53:18,733 - mmaction - INFO - Epoch [45][1320/1345] lr: 2.222e-02, eta: 4:26:12, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.5102, top5_acc: 0.7859, loss_cls: 1.9018, loss: 1.9018, grad_norm: 3.3934 2021-12-03 07:53:30,871 - mmaction - INFO - Epoch [45][1340/1345] lr: 2.222e-02, eta: 4:25:59, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.4906, top5_acc: 0.7758, loss_cls: 1.9616, loss: 1.9616, grad_norm: 3.6874 2021-12-03 07:54:27,037 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-12-03 07:54:27,194 - mmaction - INFO - top1_acc 0.3840 top5_acc 0.7007 2021-12-03 07:54:27,195 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-12-03 07:54:27,204 - mmaction - INFO - mean_acc 0.3423 2021-12-03 07:54:28,181 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_45.pth. 2021-12-03 07:54:28,184 - mmaction - INFO - Best top1_acc is 0.3840 at 45 epoch. 2021-12-03 07:54:28,201 - mmaction - INFO - Saving checkpoint at 45 epochs 2021-12-03 07:54:29,215 - mmaction - INFO - Epoch(val) [45][181] top1_acc: 0.3840, top5_acc: 0.7007, mean_class_accuracy: 0.3423 2021-12-03 07:55:08,133 - mmaction - INFO - Epoch [46][20/1345] lr: 2.022e-02, eta: 4:25:53, time: 1.946, data_time: 1.340, memory: 5354, top1_acc: 0.5172, top5_acc: 0.7805, loss_cls: 1.9247, loss: 1.9247, grad_norm: 3.4817 2021-12-03 07:55:20,154 - mmaction - INFO - Epoch [46][40/1345] lr: 2.022e-02, eta: 4:25:41, time: 0.601, data_time: 0.001, memory: 5354, top1_acc: 0.5289, top5_acc: 0.7977, loss_cls: 1.8103, loss: 1.8103, grad_norm: 3.3845 2021-12-03 07:55:32,170 - mmaction - INFO - Epoch [46][60/1345] lr: 2.022e-02, eta: 4:25:28, time: 0.601, data_time: 0.001, memory: 5354, top1_acc: 0.5312, top5_acc: 0.7969, loss_cls: 1.8161, loss: 1.8161, grad_norm: 3.4845 2021-12-03 07:55:44,225 - mmaction - INFO - Epoch [46][80/1345] lr: 2.022e-02, eta: 4:25:15, time: 0.603, data_time: 0.001, memory: 5354, top1_acc: 0.5461, top5_acc: 0.7836, loss_cls: 1.8333, loss: 1.8333, grad_norm: 3.5085 2021-12-03 07:55:56,301 - mmaction - INFO - Epoch [46][100/1345] lr: 2.022e-02, eta: 4:25:03, time: 0.604, data_time: 0.001, memory: 5354, top1_acc: 0.5328, top5_acc: 0.7891, loss_cls: 1.8631, loss: 1.8631, grad_norm: 3.3755 2021-12-03 07:56:08,356 - mmaction - INFO - Epoch [46][120/1345] lr: 2.022e-02, eta: 4:24:50, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.5422, top5_acc: 0.8000, loss_cls: 1.7520, loss: 1.7520, grad_norm: 3.4433 2021-12-03 07:56:20,430 - mmaction - INFO - Epoch [46][140/1345] lr: 2.022e-02, eta: 4:24:37, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.5617, top5_acc: 0.8055, loss_cls: 1.7586, loss: 1.7586, grad_norm: 3.5348 2021-12-03 07:56:32,516 - mmaction - INFO - Epoch [46][160/1345] lr: 2.022e-02, eta: 4:24:24, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.5258, top5_acc: 0.7984, loss_cls: 1.8208, loss: 1.8208, grad_norm: 3.4520 2021-12-03 07:56:44,606 - mmaction - INFO - Epoch [46][180/1345] lr: 2.022e-02, eta: 4:24:12, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.5469, top5_acc: 0.7781, loss_cls: 1.8255, loss: 1.8255, grad_norm: 3.4765 2021-12-03 07:56:56,681 - mmaction - INFO - Epoch [46][200/1345] lr: 2.022e-02, eta: 4:23:59, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.5484, top5_acc: 0.7977, loss_cls: 1.7746, loss: 1.7746, grad_norm: 3.4579 2021-12-03 07:57:08,765 - mmaction - INFO - Epoch [46][220/1345] lr: 2.022e-02, eta: 4:23:46, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.5070, top5_acc: 0.7594, loss_cls: 1.9720, loss: 1.9720, grad_norm: 3.5969 2021-12-03 07:57:20,818 - mmaction - INFO - Epoch [46][240/1345] lr: 2.022e-02, eta: 4:23:34, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.5125, top5_acc: 0.7867, loss_cls: 1.9290, loss: 1.9290, grad_norm: 3.5622 2021-12-03 07:57:32,891 - mmaction - INFO - Epoch [46][260/1345] lr: 2.022e-02, eta: 4:23:21, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.5141, top5_acc: 0.7586, loss_cls: 1.9542, loss: 1.9542, grad_norm: 3.5789 2021-12-03 07:57:44,972 - mmaction - INFO - Epoch [46][280/1345] lr: 2.022e-02, eta: 4:23:08, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.5180, top5_acc: 0.7750, loss_cls: 1.9446, loss: 1.9446, grad_norm: 3.5346 2021-12-03 07:57:57,053 - mmaction - INFO - Epoch [46][300/1345] lr: 2.022e-02, eta: 4:22:56, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.5281, top5_acc: 0.7805, loss_cls: 1.8981, loss: 1.8981, grad_norm: 3.4646 2021-12-03 07:58:09,138 - mmaction - INFO - Epoch [46][320/1345] lr: 2.022e-02, eta: 4:22:43, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.5375, top5_acc: 0.8063, loss_cls: 1.7864, loss: 1.7864, grad_norm: 3.5181 2021-12-03 07:58:21,251 - mmaction - INFO - Epoch [46][340/1345] lr: 2.022e-02, eta: 4:22:30, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.5273, top5_acc: 0.7898, loss_cls: 1.8396, loss: 1.8396, grad_norm: 3.4269 2021-12-03 07:58:33,361 - mmaction - INFO - Epoch [46][360/1345] lr: 2.022e-02, eta: 4:22:18, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.5437, top5_acc: 0.7953, loss_cls: 1.8072, loss: 1.8072, grad_norm: 3.5011 2021-12-03 07:58:45,457 - mmaction - INFO - Epoch [46][380/1345] lr: 2.022e-02, eta: 4:22:05, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.5258, top5_acc: 0.7852, loss_cls: 1.8823, loss: 1.8823, grad_norm: 3.5846 2021-12-03 07:58:57,638 - mmaction - INFO - Epoch [46][400/1345] lr: 2.022e-02, eta: 4:21:53, time: 0.609, data_time: 0.000, memory: 5354, top1_acc: 0.5336, top5_acc: 0.7828, loss_cls: 1.8697, loss: 1.8697, grad_norm: 3.5394 2021-12-03 07:59:09,751 - mmaction - INFO - Epoch [46][420/1345] lr: 2.022e-02, eta: 4:21:40, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.5312, top5_acc: 0.7844, loss_cls: 1.8865, loss: 1.8865, grad_norm: 3.5582 2021-12-03 07:59:21,882 - mmaction - INFO - Epoch [46][440/1345] lr: 2.022e-02, eta: 4:21:27, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.5445, top5_acc: 0.8164, loss_cls: 1.7682, loss: 1.7682, grad_norm: 3.5328 2021-12-03 07:59:33,990 - mmaction - INFO - Epoch [46][460/1345] lr: 2.022e-02, eta: 4:21:15, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.5172, top5_acc: 0.7992, loss_cls: 1.8191, loss: 1.8191, grad_norm: 3.5774 2021-12-03 07:59:46,113 - mmaction - INFO - Epoch [46][480/1345] lr: 2.022e-02, eta: 4:21:02, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.5523, top5_acc: 0.7953, loss_cls: 1.8345, loss: 1.8345, grad_norm: 3.4975 2021-12-03 07:59:58,234 - mmaction - INFO - Epoch [46][500/1345] lr: 2.022e-02, eta: 4:20:49, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.5250, top5_acc: 0.7906, loss_cls: 1.8388, loss: 1.8388, grad_norm: 3.5755 2021-12-03 08:00:10,355 - mmaction - INFO - Epoch [46][520/1345] lr: 2.022e-02, eta: 4:20:37, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.5188, top5_acc: 0.7930, loss_cls: 1.8703, loss: 1.8703, grad_norm: 3.5229 2021-12-03 08:00:22,456 - mmaction - INFO - Epoch [46][540/1345] lr: 2.022e-02, eta: 4:20:24, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.5523, top5_acc: 0.7937, loss_cls: 1.8111, loss: 1.8111, grad_norm: 3.6038 2021-12-03 08:00:34,558 - mmaction - INFO - Epoch [46][560/1345] lr: 2.022e-02, eta: 4:20:11, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.5289, top5_acc: 0.7859, loss_cls: 1.8322, loss: 1.8322, grad_norm: 3.5836 2021-12-03 08:00:46,667 - mmaction - INFO - Epoch [46][580/1345] lr: 2.022e-02, eta: 4:19:59, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.4938, top5_acc: 0.7719, loss_cls: 1.9804, loss: 1.9804, grad_norm: 3.6853 2021-12-03 08:00:58,797 - mmaction - INFO - Epoch [46][600/1345] lr: 2.022e-02, eta: 4:19:46, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.5234, top5_acc: 0.7961, loss_cls: 1.8437, loss: 1.8437, grad_norm: 3.4728 2021-12-03 08:01:10,896 - mmaction - INFO - Epoch [46][620/1345] lr: 2.022e-02, eta: 4:19:33, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.5344, top5_acc: 0.8031, loss_cls: 1.8330, loss: 1.8330, grad_norm: 3.3783 2021-12-03 08:01:23,008 - mmaction - INFO - Epoch [46][640/1345] lr: 2.022e-02, eta: 4:19:21, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.5344, top5_acc: 0.7930, loss_cls: 1.8365, loss: 1.8365, grad_norm: 3.6025 2021-12-03 08:01:35,108 - mmaction - INFO - Epoch [46][660/1345] lr: 2.022e-02, eta: 4:19:08, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.5273, top5_acc: 0.7930, loss_cls: 1.8878, loss: 1.8878, grad_norm: 3.6418 2021-12-03 08:01:47,259 - mmaction - INFO - Epoch [46][680/1345] lr: 2.022e-02, eta: 4:18:56, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.5305, top5_acc: 0.7766, loss_cls: 1.9288, loss: 1.9288, grad_norm: 3.4589 2021-12-03 08:01:59,342 - mmaction - INFO - Epoch [46][700/1345] lr: 2.022e-02, eta: 4:18:43, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.5367, top5_acc: 0.7922, loss_cls: 1.8294, loss: 1.8294, grad_norm: 3.4432 2021-12-03 08:02:11,468 - mmaction - INFO - Epoch [46][720/1345] lr: 2.022e-02, eta: 4:18:30, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.5297, top5_acc: 0.7859, loss_cls: 1.8407, loss: 1.8407, grad_norm: 3.6353 2021-12-03 08:02:23,581 - mmaction - INFO - Epoch [46][740/1345] lr: 2.022e-02, eta: 4:18:18, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.5117, top5_acc: 0.7656, loss_cls: 1.9561, loss: 1.9561, grad_norm: 3.5301 2021-12-03 08:02:35,673 - mmaction - INFO - Epoch [46][760/1345] lr: 2.022e-02, eta: 4:18:05, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.4977, top5_acc: 0.7664, loss_cls: 1.9722, loss: 1.9722, grad_norm: 3.5351 2021-12-03 08:02:47,787 - mmaction - INFO - Epoch [46][780/1345] lr: 2.022e-02, eta: 4:17:52, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.5328, top5_acc: 0.7883, loss_cls: 1.8362, loss: 1.8362, grad_norm: 3.4592 2021-12-03 08:02:59,872 - mmaction - INFO - Epoch [46][800/1345] lr: 2.022e-02, eta: 4:17:40, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.5227, top5_acc: 0.7930, loss_cls: 1.8785, loss: 1.8785, grad_norm: 3.5548 2021-12-03 08:03:11,965 - mmaction - INFO - Epoch [46][820/1345] lr: 2.022e-02, eta: 4:17:27, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.5188, top5_acc: 0.7906, loss_cls: 1.8775, loss: 1.8775, grad_norm: 3.5862 2021-12-03 08:03:24,082 - mmaction - INFO - Epoch [46][840/1345] lr: 2.022e-02, eta: 4:17:14, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.5328, top5_acc: 0.7953, loss_cls: 1.8225, loss: 1.8225, grad_norm: 3.5065 2021-12-03 08:03:36,157 - mmaction - INFO - Epoch [46][860/1345] lr: 2.022e-02, eta: 4:17:02, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.5188, top5_acc: 0.7758, loss_cls: 1.8997, loss: 1.8997, grad_norm: 3.5130 2021-12-03 08:03:48,243 - mmaction - INFO - Epoch [46][880/1345] lr: 2.022e-02, eta: 4:16:49, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.5305, top5_acc: 0.7883, loss_cls: 1.8889, loss: 1.8889, grad_norm: 3.5365 2021-12-03 08:04:00,325 - mmaction - INFO - Epoch [46][900/1345] lr: 2.022e-02, eta: 4:16:36, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.5141, top5_acc: 0.7844, loss_cls: 1.8913, loss: 1.8913, grad_norm: 3.5321 2021-12-03 08:04:12,400 - mmaction - INFO - Epoch [46][920/1345] lr: 2.022e-02, eta: 4:16:24, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.5453, top5_acc: 0.7961, loss_cls: 1.7737, loss: 1.7737, grad_norm: 3.3682 2021-12-03 08:04:24,481 - mmaction - INFO - Epoch [46][940/1345] lr: 2.022e-02, eta: 4:16:11, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.5406, top5_acc: 0.7953, loss_cls: 1.8195, loss: 1.8195, grad_norm: 3.4993 2021-12-03 08:04:36,564 - mmaction - INFO - Epoch [46][960/1345] lr: 2.022e-02, eta: 4:15:58, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.5219, top5_acc: 0.7875, loss_cls: 1.8457, loss: 1.8457, grad_norm: 3.5126 2021-12-03 08:04:48,659 - mmaction - INFO - Epoch [46][980/1345] lr: 2.022e-02, eta: 4:15:46, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.5156, top5_acc: 0.7922, loss_cls: 1.8525, loss: 1.8525, grad_norm: 3.5648 2021-12-03 08:05:00,750 - mmaction - INFO - Epoch [46][1000/1345] lr: 2.022e-02, eta: 4:15:33, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.5000, top5_acc: 0.7797, loss_cls: 1.9371, loss: 1.9371, grad_norm: 3.6122 2021-12-03 08:05:12,844 - mmaction - INFO - Epoch [46][1020/1345] lr: 2.022e-02, eta: 4:15:20, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.5375, top5_acc: 0.7867, loss_cls: 1.8413, loss: 1.8413, grad_norm: 3.5076 2021-12-03 08:05:24,964 - mmaction - INFO - Epoch [46][1040/1345] lr: 2.022e-02, eta: 4:15:08, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.5188, top5_acc: 0.7984, loss_cls: 1.8851, loss: 1.8851, grad_norm: 3.6446 2021-12-03 08:05:37,054 - mmaction - INFO - Epoch [46][1060/1345] lr: 2.022e-02, eta: 4:14:55, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.5188, top5_acc: 0.7812, loss_cls: 1.8890, loss: 1.8890, grad_norm: 3.5514 2021-12-03 08:05:49,192 - mmaction - INFO - Epoch [46][1080/1345] lr: 2.022e-02, eta: 4:14:43, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.5227, top5_acc: 0.7992, loss_cls: 1.8284, loss: 1.8284, grad_norm: 3.5173 2021-12-03 08:06:01,319 - mmaction - INFO - Epoch [46][1100/1345] lr: 2.022e-02, eta: 4:14:30, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.5211, top5_acc: 0.7812, loss_cls: 1.9119, loss: 1.9119, grad_norm: 3.5809 2021-12-03 08:06:13,442 - mmaction - INFO - Epoch [46][1120/1345] lr: 2.022e-02, eta: 4:14:17, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.5445, top5_acc: 0.7953, loss_cls: 1.8218, loss: 1.8218, grad_norm: 3.6105 2021-12-03 08:06:25,589 - mmaction - INFO - Epoch [46][1140/1345] lr: 2.022e-02, eta: 4:14:05, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.5102, top5_acc: 0.7594, loss_cls: 1.9515, loss: 1.9515, grad_norm: 3.5989 2021-12-03 08:06:37,760 - mmaction - INFO - Epoch [46][1160/1345] lr: 2.022e-02, eta: 4:13:52, time: 0.609, data_time: 0.000, memory: 5354, top1_acc: 0.5297, top5_acc: 0.7969, loss_cls: 1.8237, loss: 1.8237, grad_norm: 3.5306 2021-12-03 08:06:49,915 - mmaction - INFO - Epoch [46][1180/1345] lr: 2.022e-02, eta: 4:13:39, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.5281, top5_acc: 0.7984, loss_cls: 1.8060, loss: 1.8060, grad_norm: 3.4516 2021-12-03 08:07:02,027 - mmaction - INFO - Epoch [46][1200/1345] lr: 2.022e-02, eta: 4:13:27, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.5344, top5_acc: 0.7930, loss_cls: 1.8728, loss: 1.8728, grad_norm: 3.5303 2021-12-03 08:07:14,200 - mmaction - INFO - Epoch [46][1220/1345] lr: 2.022e-02, eta: 4:13:14, time: 0.609, data_time: 0.000, memory: 5354, top1_acc: 0.5172, top5_acc: 0.7758, loss_cls: 1.9421, loss: 1.9421, grad_norm: 3.5316 2021-12-03 08:07:26,370 - mmaction - INFO - Epoch [46][1240/1345] lr: 2.022e-02, eta: 4:13:02, time: 0.609, data_time: 0.000, memory: 5354, top1_acc: 0.5102, top5_acc: 0.7734, loss_cls: 1.9402, loss: 1.9402, grad_norm: 3.5236 2021-12-03 08:07:38,548 - mmaction - INFO - Epoch [46][1260/1345] lr: 2.022e-02, eta: 4:12:49, time: 0.609, data_time: 0.000, memory: 5354, top1_acc: 0.5250, top5_acc: 0.7828, loss_cls: 1.9098, loss: 1.9098, grad_norm: 3.6654 2021-12-03 08:07:50,742 - mmaction - INFO - Epoch [46][1280/1345] lr: 2.022e-02, eta: 4:12:36, time: 0.610, data_time: 0.000, memory: 5354, top1_acc: 0.5328, top5_acc: 0.7859, loss_cls: 1.8851, loss: 1.8851, grad_norm: 3.4339 2021-12-03 08:08:02,987 - mmaction - INFO - Epoch [46][1300/1345] lr: 2.022e-02, eta: 4:12:24, time: 0.612, data_time: 0.000, memory: 5354, top1_acc: 0.5352, top5_acc: 0.7859, loss_cls: 1.8831, loss: 1.8831, grad_norm: 3.5790 2021-12-03 08:08:15,143 - mmaction - INFO - Epoch [46][1320/1345] lr: 2.022e-02, eta: 4:12:11, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.5297, top5_acc: 0.7969, loss_cls: 1.8156, loss: 1.8156, grad_norm: 3.3559 2021-12-03 08:08:27,378 - mmaction - INFO - Epoch [46][1340/1345] lr: 2.022e-02, eta: 4:11:59, time: 0.612, data_time: 0.000, memory: 5354, top1_acc: 0.5258, top5_acc: 0.7891, loss_cls: 1.8764, loss: 1.8764, grad_norm: 3.6384 2021-12-03 08:09:22,038 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-12-03 08:09:22,191 - mmaction - INFO - top1_acc 0.4022 top5_acc 0.7205 2021-12-03 08:09:22,191 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-12-03 08:09:22,200 - mmaction - INFO - mean_acc 0.3669 2021-12-03 08:09:23,609 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_46.pth. 2021-12-03 08:09:23,609 - mmaction - INFO - Best top1_acc is 0.4022 at 46 epoch. 2021-12-03 08:09:23,613 - mmaction - INFO - Saving checkpoint at 46 epochs 2021-12-03 08:09:24,858 - mmaction - INFO - Epoch(val) [46][181] top1_acc: 0.4022, top5_acc: 0.7205, mean_class_accuracy: 0.3669 2021-12-03 08:10:03,609 - mmaction - INFO - Epoch [47][20/1345] lr: 1.828e-02, eta: 4:11:52, time: 1.937, data_time: 1.325, memory: 5354, top1_acc: 0.5391, top5_acc: 0.7891, loss_cls: 1.8725, loss: 1.8725, grad_norm: 3.3615 2021-12-03 08:10:15,639 - mmaction - INFO - Epoch [47][40/1345] lr: 1.828e-02, eta: 4:11:39, time: 0.602, data_time: 0.002, memory: 5354, top1_acc: 0.5414, top5_acc: 0.7852, loss_cls: 1.8313, loss: 1.8313, grad_norm: 3.4843 2021-12-03 08:10:27,687 - mmaction - INFO - Epoch [47][60/1345] lr: 1.828e-02, eta: 4:11:27, time: 0.602, data_time: 0.001, memory: 5354, top1_acc: 0.5437, top5_acc: 0.7914, loss_cls: 1.7653, loss: 1.7653, grad_norm: 3.5821 2021-12-03 08:10:39,737 - mmaction - INFO - Epoch [47][80/1345] lr: 1.828e-02, eta: 4:11:14, time: 0.602, data_time: 0.001, memory: 5354, top1_acc: 0.5703, top5_acc: 0.7883, loss_cls: 1.7666, loss: 1.7666, grad_norm: 3.5941 2021-12-03 08:10:51,791 - mmaction - INFO - Epoch [47][100/1345] lr: 1.828e-02, eta: 4:11:01, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.5344, top5_acc: 0.8039, loss_cls: 1.8021, loss: 1.8021, grad_norm: 3.5780 2021-12-03 08:11:03,862 - mmaction - INFO - Epoch [47][120/1345] lr: 1.828e-02, eta: 4:10:49, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.5453, top5_acc: 0.8141, loss_cls: 1.7089, loss: 1.7089, grad_norm: 3.4361 2021-12-03 08:11:15,953 - mmaction - INFO - Epoch [47][140/1345] lr: 1.828e-02, eta: 4:10:36, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.5383, top5_acc: 0.8023, loss_cls: 1.8171, loss: 1.8171, grad_norm: 3.6473 2021-12-03 08:11:28,072 - mmaction - INFO - Epoch [47][160/1345] lr: 1.828e-02, eta: 4:10:23, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.5273, top5_acc: 0.7797, loss_cls: 1.8804, loss: 1.8804, grad_norm: 3.5645 2021-12-03 08:11:40,284 - mmaction - INFO - Epoch [47][180/1345] lr: 1.828e-02, eta: 4:10:11, time: 0.611, data_time: 0.000, memory: 5354, top1_acc: 0.5555, top5_acc: 0.7836, loss_cls: 1.8362, loss: 1.8362, grad_norm: 3.7092 2021-12-03 08:11:52,440 - mmaction - INFO - Epoch [47][200/1345] lr: 1.828e-02, eta: 4:09:58, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.5125, top5_acc: 0.8031, loss_cls: 1.8530, loss: 1.8530, grad_norm: 3.6712 2021-12-03 08:12:04,685 - mmaction - INFO - Epoch [47][220/1345] lr: 1.828e-02, eta: 4:09:46, time: 0.612, data_time: 0.000, memory: 5354, top1_acc: 0.5320, top5_acc: 0.7922, loss_cls: 1.8729, loss: 1.8729, grad_norm: 3.6496 2021-12-03 08:12:16,899 - mmaction - INFO - Epoch [47][240/1345] lr: 1.828e-02, eta: 4:09:33, time: 0.611, data_time: 0.000, memory: 5354, top1_acc: 0.5711, top5_acc: 0.8125, loss_cls: 1.7165, loss: 1.7165, grad_norm: 3.4093 2021-12-03 08:12:29,074 - mmaction - INFO - Epoch [47][260/1345] lr: 1.828e-02, eta: 4:09:20, time: 0.609, data_time: 0.000, memory: 5354, top1_acc: 0.5570, top5_acc: 0.8102, loss_cls: 1.7362, loss: 1.7362, grad_norm: 3.5773 2021-12-03 08:12:41,248 - mmaction - INFO - Epoch [47][280/1345] lr: 1.828e-02, eta: 4:09:08, time: 0.609, data_time: 0.000, memory: 5354, top1_acc: 0.5398, top5_acc: 0.7836, loss_cls: 1.8530, loss: 1.8530, grad_norm: 3.6070 2021-12-03 08:12:53,418 - mmaction - INFO - Epoch [47][300/1345] lr: 1.828e-02, eta: 4:08:55, time: 0.609, data_time: 0.000, memory: 5354, top1_acc: 0.5406, top5_acc: 0.7836, loss_cls: 1.7986, loss: 1.7986, grad_norm: 3.6553 2021-12-03 08:13:05,722 - mmaction - INFO - Epoch [47][320/1345] lr: 1.828e-02, eta: 4:08:43, time: 0.615, data_time: 0.000, memory: 5354, top1_acc: 0.5398, top5_acc: 0.8063, loss_cls: 1.7555, loss: 1.7555, grad_norm: 3.5660 2021-12-03 08:13:17,901 - mmaction - INFO - Epoch [47][340/1345] lr: 1.828e-02, eta: 4:08:30, time: 0.609, data_time: 0.000, memory: 5354, top1_acc: 0.5117, top5_acc: 0.7766, loss_cls: 1.9019, loss: 1.9019, grad_norm: 3.6684 2021-12-03 08:13:30,077 - mmaction - INFO - Epoch [47][360/1345] lr: 1.828e-02, eta: 4:08:17, time: 0.609, data_time: 0.000, memory: 5354, top1_acc: 0.5656, top5_acc: 0.8000, loss_cls: 1.7738, loss: 1.7738, grad_norm: 3.5180 2021-12-03 08:13:42,230 - mmaction - INFO - Epoch [47][380/1345] lr: 1.828e-02, eta: 4:08:05, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.5383, top5_acc: 0.7852, loss_cls: 1.8538, loss: 1.8538, grad_norm: 3.6886 2021-12-03 08:13:54,457 - mmaction - INFO - Epoch [47][400/1345] lr: 1.828e-02, eta: 4:07:52, time: 0.611, data_time: 0.000, memory: 5354, top1_acc: 0.5430, top5_acc: 0.8070, loss_cls: 1.7674, loss: 1.7674, grad_norm: 3.5427 2021-12-03 08:14:06,596 - mmaction - INFO - Epoch [47][420/1345] lr: 1.828e-02, eta: 4:07:39, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.5336, top5_acc: 0.7937, loss_cls: 1.8003, loss: 1.8003, grad_norm: 3.8646 2021-12-03 08:14:18,810 - mmaction - INFO - Epoch [47][440/1345] lr: 1.828e-02, eta: 4:07:27, time: 0.611, data_time: 0.000, memory: 5354, top1_acc: 0.5641, top5_acc: 0.8148, loss_cls: 1.7494, loss: 1.7494, grad_norm: 3.6403 2021-12-03 08:14:30,964 - mmaction - INFO - Epoch [47][460/1345] lr: 1.828e-02, eta: 4:07:14, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.5445, top5_acc: 0.7992, loss_cls: 1.8008, loss: 1.8008, grad_norm: 3.6165 2021-12-03 08:14:43,211 - mmaction - INFO - Epoch [47][480/1345] lr: 1.828e-02, eta: 4:07:02, time: 0.612, data_time: 0.000, memory: 5354, top1_acc: 0.5234, top5_acc: 0.7930, loss_cls: 1.8442, loss: 1.8442, grad_norm: 3.6086 2021-12-03 08:14:55,352 - mmaction - INFO - Epoch [47][500/1345] lr: 1.828e-02, eta: 4:06:49, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.5563, top5_acc: 0.7977, loss_cls: 1.7942, loss: 1.7942, grad_norm: 3.4715 2021-12-03 08:15:07,545 - mmaction - INFO - Epoch [47][520/1345] lr: 1.828e-02, eta: 4:06:36, time: 0.610, data_time: 0.000, memory: 5354, top1_acc: 0.5367, top5_acc: 0.7883, loss_cls: 1.8386, loss: 1.8386, grad_norm: 3.6228 2021-12-03 08:15:19,696 - mmaction - INFO - Epoch [47][540/1345] lr: 1.828e-02, eta: 4:06:24, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.5062, top5_acc: 0.7711, loss_cls: 1.8990, loss: 1.8990, grad_norm: 3.5778 2021-12-03 08:15:31,972 - mmaction - INFO - Epoch [47][560/1345] lr: 1.828e-02, eta: 4:06:11, time: 0.614, data_time: 0.000, memory: 5354, top1_acc: 0.5570, top5_acc: 0.7875, loss_cls: 1.7717, loss: 1.7717, grad_norm: 3.5931 2021-12-03 08:15:44,167 - mmaction - INFO - Epoch [47][580/1345] lr: 1.828e-02, eta: 4:05:59, time: 0.610, data_time: 0.000, memory: 5354, top1_acc: 0.5211, top5_acc: 0.7891, loss_cls: 1.8477, loss: 1.8477, grad_norm: 3.5977 2021-12-03 08:15:56,380 - mmaction - INFO - Epoch [47][600/1345] lr: 1.828e-02, eta: 4:05:46, time: 0.611, data_time: 0.000, memory: 5354, top1_acc: 0.5578, top5_acc: 0.7922, loss_cls: 1.7946, loss: 1.7946, grad_norm: 3.7145 2021-12-03 08:16:08,702 - mmaction - INFO - Epoch [47][620/1345] lr: 1.828e-02, eta: 4:05:33, time: 0.616, data_time: 0.000, memory: 5354, top1_acc: 0.5336, top5_acc: 0.7875, loss_cls: 1.8665, loss: 1.8665, grad_norm: 3.6363 2021-12-03 08:16:20,914 - mmaction - INFO - Epoch [47][640/1345] lr: 1.828e-02, eta: 4:05:21, time: 0.611, data_time: 0.000, memory: 5354, top1_acc: 0.5555, top5_acc: 0.8023, loss_cls: 1.7681, loss: 1.7681, grad_norm: 3.5907 2021-12-03 08:16:33,026 - mmaction - INFO - Epoch [47][660/1345] lr: 1.828e-02, eta: 4:05:08, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.5633, top5_acc: 0.8102, loss_cls: 1.7695, loss: 1.7695, grad_norm: 3.7283 2021-12-03 08:16:45,195 - mmaction - INFO - Epoch [47][680/1345] lr: 1.828e-02, eta: 4:04:56, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.5641, top5_acc: 0.7937, loss_cls: 1.7601, loss: 1.7601, grad_norm: 3.6565 2021-12-03 08:16:57,297 - mmaction - INFO - Epoch [47][700/1345] lr: 1.828e-02, eta: 4:04:43, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.5437, top5_acc: 0.7820, loss_cls: 1.8556, loss: 1.8556, grad_norm: 3.5922 2021-12-03 08:17:09,420 - mmaction - INFO - Epoch [47][720/1345] lr: 1.828e-02, eta: 4:04:30, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.5477, top5_acc: 0.7906, loss_cls: 1.7807, loss: 1.7807, grad_norm: 3.5282 2021-12-03 08:17:21,510 - mmaction - INFO - Epoch [47][740/1345] lr: 1.828e-02, eta: 4:04:18, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.5391, top5_acc: 0.8086, loss_cls: 1.7837, loss: 1.7837, grad_norm: 3.6541 2021-12-03 08:17:33,601 - mmaction - INFO - Epoch [47][760/1345] lr: 1.828e-02, eta: 4:04:05, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.5437, top5_acc: 0.7953, loss_cls: 1.7789, loss: 1.7789, grad_norm: 3.6304 2021-12-03 08:17:45,704 - mmaction - INFO - Epoch [47][780/1345] lr: 1.828e-02, eta: 4:03:52, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.5367, top5_acc: 0.7898, loss_cls: 1.8408, loss: 1.8408, grad_norm: 3.6949 2021-12-03 08:17:57,787 - mmaction - INFO - Epoch [47][800/1345] lr: 1.828e-02, eta: 4:03:40, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.5211, top5_acc: 0.7797, loss_cls: 1.8937, loss: 1.8937, grad_norm: 3.7406 2021-12-03 08:18:09,880 - mmaction - INFO - Epoch [47][820/1345] lr: 1.828e-02, eta: 4:03:27, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.5352, top5_acc: 0.7992, loss_cls: 1.8050, loss: 1.8050, grad_norm: 3.5691 2021-12-03 08:18:21,986 - mmaction - INFO - Epoch [47][840/1345] lr: 1.828e-02, eta: 4:03:15, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.5164, top5_acc: 0.7820, loss_cls: 1.8767, loss: 1.8767, grad_norm: 3.7430 2021-12-03 08:18:34,078 - mmaction - INFO - Epoch [47][860/1345] lr: 1.828e-02, eta: 4:03:02, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.5523, top5_acc: 0.8141, loss_cls: 1.7098, loss: 1.7098, grad_norm: 3.5808 2021-12-03 08:18:46,188 - mmaction - INFO - Epoch [47][880/1345] lr: 1.828e-02, eta: 4:02:49, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.5422, top5_acc: 0.8070, loss_cls: 1.7587, loss: 1.7587, grad_norm: 3.5702 2021-12-03 08:18:58,284 - mmaction - INFO - Epoch [47][900/1345] lr: 1.828e-02, eta: 4:02:37, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.5273, top5_acc: 0.7922, loss_cls: 1.8645, loss: 1.8645, grad_norm: 3.7598 2021-12-03 08:19:10,372 - mmaction - INFO - Epoch [47][920/1345] lr: 1.828e-02, eta: 4:02:24, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.5273, top5_acc: 0.8023, loss_cls: 1.8586, loss: 1.8586, grad_norm: 3.5519 2021-12-03 08:19:22,466 - mmaction - INFO - Epoch [47][940/1345] lr: 1.828e-02, eta: 4:02:11, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.5227, top5_acc: 0.7820, loss_cls: 1.8770, loss: 1.8770, grad_norm: 3.6588 2021-12-03 08:19:34,580 - mmaction - INFO - Epoch [47][960/1345] lr: 1.828e-02, eta: 4:01:59, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.5375, top5_acc: 0.8070, loss_cls: 1.7808, loss: 1.7808, grad_norm: 3.5398 2021-12-03 08:19:46,684 - mmaction - INFO - Epoch [47][980/1345] lr: 1.828e-02, eta: 4:01:46, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.5461, top5_acc: 0.8117, loss_cls: 1.7352, loss: 1.7352, grad_norm: 3.5650 2021-12-03 08:19:58,806 - mmaction - INFO - Epoch [47][1000/1345] lr: 1.828e-02, eta: 4:01:33, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.5047, top5_acc: 0.7797, loss_cls: 1.9275, loss: 1.9275, grad_norm: 3.6902 2021-12-03 08:20:10,914 - mmaction - INFO - Epoch [47][1020/1345] lr: 1.828e-02, eta: 4:01:21, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.5484, top5_acc: 0.8055, loss_cls: 1.7284, loss: 1.7284, grad_norm: 3.5118 2021-12-03 08:20:23,072 - mmaction - INFO - Epoch [47][1040/1345] lr: 1.828e-02, eta: 4:01:08, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.5164, top5_acc: 0.7922, loss_cls: 1.8829, loss: 1.8829, grad_norm: 3.8601 2021-12-03 08:20:35,159 - mmaction - INFO - Epoch [47][1060/1345] lr: 1.828e-02, eta: 4:00:56, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.5445, top5_acc: 0.7969, loss_cls: 1.8448, loss: 1.8448, grad_norm: 3.7884 2021-12-03 08:20:47,268 - mmaction - INFO - Epoch [47][1080/1345] lr: 1.828e-02, eta: 4:00:43, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.5297, top5_acc: 0.7734, loss_cls: 1.8908, loss: 1.8908, grad_norm: 3.5620 2021-12-03 08:20:59,444 - mmaction - INFO - Epoch [47][1100/1345] lr: 1.828e-02, eta: 4:00:30, time: 0.609, data_time: 0.000, memory: 5354, top1_acc: 0.5437, top5_acc: 0.8187, loss_cls: 1.7760, loss: 1.7760, grad_norm: 3.6225 2021-12-03 08:21:11,560 - mmaction - INFO - Epoch [47][1120/1345] lr: 1.828e-02, eta: 4:00:18, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.5273, top5_acc: 0.7688, loss_cls: 1.9531, loss: 1.9531, grad_norm: 3.7302 2021-12-03 08:21:23,692 - mmaction - INFO - Epoch [47][1140/1345] lr: 1.828e-02, eta: 4:00:05, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.5367, top5_acc: 0.8023, loss_cls: 1.7950, loss: 1.7950, grad_norm: 3.5822 2021-12-03 08:21:35,804 - mmaction - INFO - Epoch [47][1160/1345] lr: 1.828e-02, eta: 3:59:52, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.5547, top5_acc: 0.8063, loss_cls: 1.7361, loss: 1.7361, grad_norm: 3.6437 2021-12-03 08:21:47,918 - mmaction - INFO - Epoch [47][1180/1345] lr: 1.828e-02, eta: 3:59:40, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.5414, top5_acc: 0.8023, loss_cls: 1.8026, loss: 1.8026, grad_norm: 3.6343 2021-12-03 08:22:00,051 - mmaction - INFO - Epoch [47][1200/1345] lr: 1.828e-02, eta: 3:59:27, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.5336, top5_acc: 0.7930, loss_cls: 1.8377, loss: 1.8377, grad_norm: 3.6875 2021-12-03 08:22:12,188 - mmaction - INFO - Epoch [47][1220/1345] lr: 1.828e-02, eta: 3:59:15, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.5273, top5_acc: 0.7820, loss_cls: 1.9037, loss: 1.9037, grad_norm: 3.7121 2021-12-03 08:22:24,294 - mmaction - INFO - Epoch [47][1240/1345] lr: 1.828e-02, eta: 3:59:02, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.5219, top5_acc: 0.7930, loss_cls: 1.8597, loss: 1.8597, grad_norm: 3.5941 2021-12-03 08:22:36,404 - mmaction - INFO - Epoch [47][1260/1345] lr: 1.828e-02, eta: 3:58:49, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.5188, top5_acc: 0.7977, loss_cls: 1.8725, loss: 1.8725, grad_norm: 3.6908 2021-12-03 08:22:48,494 - mmaction - INFO - Epoch [47][1280/1345] lr: 1.828e-02, eta: 3:58:37, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.5563, top5_acc: 0.8031, loss_cls: 1.7643, loss: 1.7643, grad_norm: 3.5822 2021-12-03 08:23:00,591 - mmaction - INFO - Epoch [47][1300/1345] lr: 1.828e-02, eta: 3:58:24, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.5367, top5_acc: 0.7852, loss_cls: 1.8902, loss: 1.8902, grad_norm: 3.7184 2021-12-03 08:23:12,720 - mmaction - INFO - Epoch [47][1320/1345] lr: 1.828e-02, eta: 3:58:11, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.5289, top5_acc: 0.7906, loss_cls: 1.8991, loss: 1.8991, grad_norm: 3.5961 2021-12-03 08:23:24,822 - mmaction - INFO - Epoch [47][1340/1345] lr: 1.828e-02, eta: 3:57:59, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.5266, top5_acc: 0.7828, loss_cls: 1.8852, loss: 1.8852, grad_norm: 3.6767 2021-12-03 08:24:19,197 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-12-03 08:24:19,371 - mmaction - INFO - top1_acc 0.4070 top5_acc 0.7184 2021-12-03 08:24:19,371 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-12-03 08:24:19,383 - mmaction - INFO - mean_acc 0.3681 2021-12-03 08:24:20,303 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_47.pth. 2021-12-03 08:24:20,303 - mmaction - INFO - Best top1_acc is 0.4070 at 47 epoch. 2021-12-03 08:24:20,320 - mmaction - INFO - Saving checkpoint at 47 epochs 2021-12-03 08:24:21,702 - mmaction - INFO - Epoch(val) [47][181] top1_acc: 0.4070, top5_acc: 0.7184, mean_class_accuracy: 0.3681 2021-12-03 08:25:00,938 - mmaction - INFO - Epoch [48][20/1345] lr: 1.642e-02, eta: 3:57:52, time: 1.961, data_time: 1.354, memory: 5354, top1_acc: 0.5656, top5_acc: 0.8211, loss_cls: 1.7111, loss: 1.7111, grad_norm: 3.5925 2021-12-03 08:25:12,961 - mmaction - INFO - Epoch [48][40/1345] lr: 1.642e-02, eta: 3:57:39, time: 0.601, data_time: 0.002, memory: 5354, top1_acc: 0.5391, top5_acc: 0.8055, loss_cls: 1.7796, loss: 1.7796, grad_norm: 3.6918 2021-12-03 08:25:24,981 - mmaction - INFO - Epoch [48][60/1345] lr: 1.642e-02, eta: 3:57:26, time: 0.601, data_time: 0.001, memory: 5354, top1_acc: 0.5383, top5_acc: 0.8109, loss_cls: 1.7666, loss: 1.7666, grad_norm: 3.6364 2021-12-03 08:25:37,009 - mmaction - INFO - Epoch [48][80/1345] lr: 1.642e-02, eta: 3:57:14, time: 0.601, data_time: 0.001, memory: 5354, top1_acc: 0.5484, top5_acc: 0.8156, loss_cls: 1.7023, loss: 1.7023, grad_norm: 3.5334 2021-12-03 08:25:49,048 - mmaction - INFO - Epoch [48][100/1345] lr: 1.642e-02, eta: 3:57:01, time: 0.602, data_time: 0.001, memory: 5354, top1_acc: 0.5477, top5_acc: 0.8023, loss_cls: 1.7772, loss: 1.7772, grad_norm: 3.6455 2021-12-03 08:26:01,105 - mmaction - INFO - Epoch [48][120/1345] lr: 1.642e-02, eta: 3:56:48, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.5711, top5_acc: 0.8203, loss_cls: 1.7143, loss: 1.7143, grad_norm: 3.6195 2021-12-03 08:26:13,156 - mmaction - INFO - Epoch [48][140/1345] lr: 1.642e-02, eta: 3:56:36, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.5383, top5_acc: 0.8086, loss_cls: 1.7955, loss: 1.7955, grad_norm: 3.8699 2021-12-03 08:26:25,208 - mmaction - INFO - Epoch [48][160/1345] lr: 1.642e-02, eta: 3:56:23, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.5398, top5_acc: 0.7984, loss_cls: 1.7901, loss: 1.7901, grad_norm: 3.6680 2021-12-03 08:26:37,271 - mmaction - INFO - Epoch [48][180/1345] lr: 1.642e-02, eta: 3:56:11, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.5484, top5_acc: 0.8094, loss_cls: 1.7489, loss: 1.7489, grad_norm: 3.7161 2021-12-03 08:26:49,341 - mmaction - INFO - Epoch [48][200/1345] lr: 1.642e-02, eta: 3:55:58, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.5508, top5_acc: 0.8016, loss_cls: 1.7980, loss: 1.7980, grad_norm: 3.5919 2021-12-03 08:27:01,443 - mmaction - INFO - Epoch [48][220/1345] lr: 1.642e-02, eta: 3:55:45, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.5359, top5_acc: 0.7711, loss_cls: 1.8648, loss: 1.8648, grad_norm: 3.7199 2021-12-03 08:27:13,593 - mmaction - INFO - Epoch [48][240/1345] lr: 1.642e-02, eta: 3:55:33, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.5445, top5_acc: 0.8211, loss_cls: 1.7179, loss: 1.7179, grad_norm: 3.6555 2021-12-03 08:27:25,728 - mmaction - INFO - Epoch [48][260/1345] lr: 1.642e-02, eta: 3:55:20, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.5328, top5_acc: 0.7898, loss_cls: 1.8318, loss: 1.8318, grad_norm: 3.7535 2021-12-03 08:27:37,841 - mmaction - INFO - Epoch [48][280/1345] lr: 1.642e-02, eta: 3:55:07, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.5430, top5_acc: 0.8031, loss_cls: 1.7518, loss: 1.7518, grad_norm: 3.6880 2021-12-03 08:27:49,975 - mmaction - INFO - Epoch [48][300/1345] lr: 1.642e-02, eta: 3:54:55, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.5695, top5_acc: 0.8125, loss_cls: 1.6763, loss: 1.6763, grad_norm: 3.6019 2021-12-03 08:28:02,122 - mmaction - INFO - Epoch [48][320/1345] lr: 1.642e-02, eta: 3:54:42, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.5539, top5_acc: 0.8000, loss_cls: 1.7660, loss: 1.7660, grad_norm: 3.8223 2021-12-03 08:28:14,245 - mmaction - INFO - Epoch [48][340/1345] lr: 1.642e-02, eta: 3:54:30, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.5695, top5_acc: 0.8219, loss_cls: 1.6905, loss: 1.6905, grad_norm: 3.6888 2021-12-03 08:28:26,404 - mmaction - INFO - Epoch [48][360/1345] lr: 1.642e-02, eta: 3:54:17, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.5453, top5_acc: 0.7992, loss_cls: 1.7719, loss: 1.7719, grad_norm: 3.7171 2021-12-03 08:28:38,582 - mmaction - INFO - Epoch [48][380/1345] lr: 1.642e-02, eta: 3:54:04, time: 0.609, data_time: 0.000, memory: 5354, top1_acc: 0.5375, top5_acc: 0.7977, loss_cls: 1.7579, loss: 1.7579, grad_norm: 3.6926 2021-12-03 08:28:50,722 - mmaction - INFO - Epoch [48][400/1345] lr: 1.642e-02, eta: 3:53:52, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.5422, top5_acc: 0.8008, loss_cls: 1.7500, loss: 1.7500, grad_norm: 3.6793 2021-12-03 08:29:02,912 - mmaction - INFO - Epoch [48][420/1345] lr: 1.642e-02, eta: 3:53:39, time: 0.610, data_time: 0.000, memory: 5354, top1_acc: 0.5656, top5_acc: 0.7844, loss_cls: 1.7793, loss: 1.7793, grad_norm: 3.7270 2021-12-03 08:29:15,067 - mmaction - INFO - Epoch [48][440/1345] lr: 1.642e-02, eta: 3:53:26, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.5555, top5_acc: 0.8039, loss_cls: 1.7625, loss: 1.7625, grad_norm: 3.5972 2021-12-03 08:29:27,240 - mmaction - INFO - Epoch [48][460/1345] lr: 1.642e-02, eta: 3:53:14, time: 0.609, data_time: 0.000, memory: 5354, top1_acc: 0.5492, top5_acc: 0.7922, loss_cls: 1.7822, loss: 1.7822, grad_norm: 3.7183 2021-12-03 08:29:39,455 - mmaction - INFO - Epoch [48][480/1345] lr: 1.642e-02, eta: 3:53:01, time: 0.611, data_time: 0.000, memory: 5354, top1_acc: 0.5414, top5_acc: 0.7766, loss_cls: 1.8808, loss: 1.8808, grad_norm: 3.7868 2021-12-03 08:29:51,562 - mmaction - INFO - Epoch [48][500/1345] lr: 1.642e-02, eta: 3:52:49, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.5789, top5_acc: 0.8227, loss_cls: 1.7080, loss: 1.7080, grad_norm: 3.5758 2021-12-03 08:30:03,682 - mmaction - INFO - Epoch [48][520/1345] lr: 1.642e-02, eta: 3:52:36, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.5695, top5_acc: 0.8297, loss_cls: 1.6813, loss: 1.6813, grad_norm: 3.7964 2021-12-03 08:30:15,833 - mmaction - INFO - Epoch [48][540/1345] lr: 1.642e-02, eta: 3:52:23, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.5648, top5_acc: 0.7977, loss_cls: 1.7705, loss: 1.7705, grad_norm: 3.7647 2021-12-03 08:30:27,968 - mmaction - INFO - Epoch [48][560/1345] lr: 1.642e-02, eta: 3:52:11, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.5453, top5_acc: 0.8031, loss_cls: 1.7852, loss: 1.7852, grad_norm: 3.7945 2021-12-03 08:30:40,101 - mmaction - INFO - Epoch [48][580/1345] lr: 1.642e-02, eta: 3:51:58, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.5609, top5_acc: 0.7961, loss_cls: 1.7545, loss: 1.7545, grad_norm: 3.7312 2021-12-03 08:30:52,214 - mmaction - INFO - Epoch [48][600/1345] lr: 1.642e-02, eta: 3:51:46, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.5344, top5_acc: 0.8016, loss_cls: 1.7851, loss: 1.7851, grad_norm: 3.8500 2021-12-03 08:31:04,353 - mmaction - INFO - Epoch [48][620/1345] lr: 1.642e-02, eta: 3:51:33, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.5711, top5_acc: 0.8109, loss_cls: 1.7209, loss: 1.7209, grad_norm: 3.6856 2021-12-03 08:31:16,470 - mmaction - INFO - Epoch [48][640/1345] lr: 1.642e-02, eta: 3:51:20, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.5758, top5_acc: 0.8000, loss_cls: 1.7265, loss: 1.7265, grad_norm: 3.6700 2021-12-03 08:31:28,585 - mmaction - INFO - Epoch [48][660/1345] lr: 1.642e-02, eta: 3:51:08, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.5367, top5_acc: 0.7859, loss_cls: 1.8637, loss: 1.8637, grad_norm: 3.8824 2021-12-03 08:31:40,713 - mmaction - INFO - Epoch [48][680/1345] lr: 1.642e-02, eta: 3:50:55, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.5359, top5_acc: 0.8008, loss_cls: 1.7806, loss: 1.7806, grad_norm: 3.7224 2021-12-03 08:31:52,813 - mmaction - INFO - Epoch [48][700/1345] lr: 1.642e-02, eta: 3:50:42, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.5563, top5_acc: 0.8070, loss_cls: 1.7159, loss: 1.7159, grad_norm: 3.6695 2021-12-03 08:32:04,946 - mmaction - INFO - Epoch [48][720/1345] lr: 1.642e-02, eta: 3:50:30, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.5422, top5_acc: 0.8117, loss_cls: 1.7432, loss: 1.7432, grad_norm: 3.7250 2021-12-03 08:32:17,047 - mmaction - INFO - Epoch [48][740/1345] lr: 1.642e-02, eta: 3:50:17, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.5312, top5_acc: 0.8063, loss_cls: 1.7782, loss: 1.7782, grad_norm: 3.6978 2021-12-03 08:32:29,154 - mmaction - INFO - Epoch [48][760/1345] lr: 1.642e-02, eta: 3:50:05, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.5555, top5_acc: 0.7906, loss_cls: 1.7885, loss: 1.7885, grad_norm: 3.7863 2021-12-03 08:32:41,252 - mmaction - INFO - Epoch [48][780/1345] lr: 1.642e-02, eta: 3:49:52, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.5359, top5_acc: 0.7945, loss_cls: 1.8454, loss: 1.8454, grad_norm: 3.8213 2021-12-03 08:32:53,361 - mmaction - INFO - Epoch [48][800/1345] lr: 1.642e-02, eta: 3:49:39, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.5484, top5_acc: 0.8125, loss_cls: 1.7656, loss: 1.7656, grad_norm: 3.6526 2021-12-03 08:33:05,498 - mmaction - INFO - Epoch [48][820/1345] lr: 1.642e-02, eta: 3:49:27, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.5328, top5_acc: 0.7891, loss_cls: 1.8187, loss: 1.8187, grad_norm: 3.7050 2021-12-03 08:33:17,621 - mmaction - INFO - Epoch [48][840/1345] lr: 1.642e-02, eta: 3:49:14, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.5281, top5_acc: 0.7719, loss_cls: 1.9137, loss: 1.9137, grad_norm: 3.7529 2021-12-03 08:33:29,746 - mmaction - INFO - Epoch [48][860/1345] lr: 1.642e-02, eta: 3:49:02, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.5469, top5_acc: 0.7953, loss_cls: 1.7890, loss: 1.7890, grad_norm: 3.5531 2021-12-03 08:33:41,861 - mmaction - INFO - Epoch [48][880/1345] lr: 1.642e-02, eta: 3:48:49, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.5469, top5_acc: 0.7977, loss_cls: 1.7886, loss: 1.7886, grad_norm: 3.7263 2021-12-03 08:33:53,992 - mmaction - INFO - Epoch [48][900/1345] lr: 1.642e-02, eta: 3:48:36, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.5344, top5_acc: 0.7937, loss_cls: 1.8494, loss: 1.8494, grad_norm: 3.7575 2021-12-03 08:34:06,101 - mmaction - INFO - Epoch [48][920/1345] lr: 1.642e-02, eta: 3:48:24, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.5594, top5_acc: 0.8094, loss_cls: 1.7010, loss: 1.7010, grad_norm: 3.6751 2021-12-03 08:34:18,211 - mmaction - INFO - Epoch [48][940/1345] lr: 1.642e-02, eta: 3:48:11, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.5406, top5_acc: 0.8070, loss_cls: 1.7659, loss: 1.7659, grad_norm: 3.7754 2021-12-03 08:34:30,327 - mmaction - INFO - Epoch [48][960/1345] lr: 1.642e-02, eta: 3:47:58, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.5320, top5_acc: 0.7992, loss_cls: 1.8272, loss: 1.8272, grad_norm: 3.9491 2021-12-03 08:34:42,451 - mmaction - INFO - Epoch [48][980/1345] lr: 1.642e-02, eta: 3:47:46, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.5602, top5_acc: 0.8102, loss_cls: 1.7525, loss: 1.7525, grad_norm: 3.7183 2021-12-03 08:34:54,577 - mmaction - INFO - Epoch [48][1000/1345] lr: 1.642e-02, eta: 3:47:33, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.5445, top5_acc: 0.8016, loss_cls: 1.7820, loss: 1.7820, grad_norm: 3.7429 2021-12-03 08:35:06,718 - mmaction - INFO - Epoch [48][1020/1345] lr: 1.642e-02, eta: 3:47:21, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.5406, top5_acc: 0.7930, loss_cls: 1.8657, loss: 1.8657, grad_norm: 3.8187 2021-12-03 08:35:18,899 - mmaction - INFO - Epoch [48][1040/1345] lr: 1.642e-02, eta: 3:47:08, time: 0.609, data_time: 0.000, memory: 5354, top1_acc: 0.5391, top5_acc: 0.7797, loss_cls: 1.8887, loss: 1.8887, grad_norm: 3.7037 2021-12-03 08:35:31,037 - mmaction - INFO - Epoch [48][1060/1345] lr: 1.642e-02, eta: 3:46:55, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.5547, top5_acc: 0.8156, loss_cls: 1.7468, loss: 1.7468, grad_norm: 3.6127 2021-12-03 08:35:43,142 - mmaction - INFO - Epoch [48][1080/1345] lr: 1.642e-02, eta: 3:46:43, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.5508, top5_acc: 0.7992, loss_cls: 1.7903, loss: 1.7903, grad_norm: 3.6605 2021-12-03 08:35:55,268 - mmaction - INFO - Epoch [48][1100/1345] lr: 1.642e-02, eta: 3:46:30, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.5445, top5_acc: 0.8039, loss_cls: 1.7404, loss: 1.7404, grad_norm: 3.8060 2021-12-03 08:36:07,387 - mmaction - INFO - Epoch [48][1120/1345] lr: 1.642e-02, eta: 3:46:18, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.5500, top5_acc: 0.7883, loss_cls: 1.8219, loss: 1.8219, grad_norm: 3.7906 2021-12-03 08:36:19,549 - mmaction - INFO - Epoch [48][1140/1345] lr: 1.642e-02, eta: 3:46:05, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.5234, top5_acc: 0.7820, loss_cls: 1.8708, loss: 1.8708, grad_norm: 3.7913 2021-12-03 08:36:31,674 - mmaction - INFO - Epoch [48][1160/1345] lr: 1.642e-02, eta: 3:45:52, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.5516, top5_acc: 0.8125, loss_cls: 1.7165, loss: 1.7165, grad_norm: 3.7889 2021-12-03 08:36:43,812 - mmaction - INFO - Epoch [48][1180/1345] lr: 1.642e-02, eta: 3:45:40, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.5508, top5_acc: 0.8211, loss_cls: 1.6842, loss: 1.6842, grad_norm: 3.7905 2021-12-03 08:36:55,976 - mmaction - INFO - Epoch [48][1200/1345] lr: 1.642e-02, eta: 3:45:27, time: 0.608, data_time: 0.001, memory: 5354, top1_acc: 0.5367, top5_acc: 0.8055, loss_cls: 1.7673, loss: 1.7673, grad_norm: 3.7235 2021-12-03 08:37:08,146 - mmaction - INFO - Epoch [48][1220/1345] lr: 1.642e-02, eta: 3:45:15, time: 0.609, data_time: 0.000, memory: 5354, top1_acc: 0.5609, top5_acc: 0.7930, loss_cls: 1.7540, loss: 1.7540, grad_norm: 3.6337 2021-12-03 08:37:20,244 - mmaction - INFO - Epoch [48][1240/1345] lr: 1.642e-02, eta: 3:45:02, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.5211, top5_acc: 0.8008, loss_cls: 1.8160, loss: 1.8160, grad_norm: 3.6976 2021-12-03 08:37:32,354 - mmaction - INFO - Epoch [48][1260/1345] lr: 1.642e-02, eta: 3:44:49, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.5312, top5_acc: 0.7906, loss_cls: 1.8406, loss: 1.8406, grad_norm: 3.8048 2021-12-03 08:37:44,439 - mmaction - INFO - Epoch [48][1280/1345] lr: 1.642e-02, eta: 3:44:37, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.5508, top5_acc: 0.8242, loss_cls: 1.6733, loss: 1.6733, grad_norm: 3.5868 2021-12-03 08:37:56,613 - mmaction - INFO - Epoch [48][1300/1345] lr: 1.642e-02, eta: 3:44:24, time: 0.609, data_time: 0.000, memory: 5354, top1_acc: 0.5328, top5_acc: 0.7930, loss_cls: 1.8599, loss: 1.8599, grad_norm: 3.6973 2021-12-03 08:38:08,710 - mmaction - INFO - Epoch [48][1320/1345] lr: 1.642e-02, eta: 3:44:11, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.5586, top5_acc: 0.8016, loss_cls: 1.7657, loss: 1.7657, grad_norm: 3.7387 2021-12-03 08:38:20,817 - mmaction - INFO - Epoch [48][1340/1345] lr: 1.642e-02, eta: 3:43:59, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.5422, top5_acc: 0.7945, loss_cls: 1.7733, loss: 1.7733, grad_norm: 3.5907 2021-12-03 08:39:16,461 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-12-03 08:39:16,623 - mmaction - INFO - top1_acc 0.4026 top5_acc 0.7185 2021-12-03 08:39:16,623 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-12-03 08:39:16,633 - mmaction - INFO - mean_acc 0.3693 2021-12-03 08:39:16,635 - mmaction - INFO - Saving checkpoint at 48 epochs 2021-12-03 08:39:17,334 - mmaction - INFO - Epoch(val) [48][181] top1_acc: 0.4026, top5_acc: 0.7185, mean_class_accuracy: 0.3693 2021-12-03 08:39:58,328 - mmaction - INFO - Epoch [49][20/1345] lr: 1.464e-02, eta: 3:43:52, time: 2.049, data_time: 1.428, memory: 5354, top1_acc: 0.5594, top5_acc: 0.8172, loss_cls: 1.7176, loss: 1.7176, grad_norm: 3.6645 2021-12-03 08:40:10,336 - mmaction - INFO - Epoch [49][40/1345] lr: 1.464e-02, eta: 3:43:39, time: 0.600, data_time: 0.002, memory: 5354, top1_acc: 0.5664, top5_acc: 0.8055, loss_cls: 1.7241, loss: 1.7241, grad_norm: 3.5922 2021-12-03 08:40:22,373 - mmaction - INFO - Epoch [49][60/1345] lr: 1.464e-02, eta: 3:43:26, time: 0.602, data_time: 0.001, memory: 5354, top1_acc: 0.5633, top5_acc: 0.8203, loss_cls: 1.6572, loss: 1.6572, grad_norm: 3.6814 2021-12-03 08:40:34,425 - mmaction - INFO - Epoch [49][80/1345] lr: 1.464e-02, eta: 3:43:14, time: 0.603, data_time: 0.001, memory: 5354, top1_acc: 0.5625, top5_acc: 0.8031, loss_cls: 1.7280, loss: 1.7280, grad_norm: 3.8106 2021-12-03 08:40:46,482 - mmaction - INFO - Epoch [49][100/1345] lr: 1.464e-02, eta: 3:43:01, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.5898, top5_acc: 0.8195, loss_cls: 1.6204, loss: 1.6204, grad_norm: 3.6567 2021-12-03 08:40:58,553 - mmaction - INFO - Epoch [49][120/1345] lr: 1.464e-02, eta: 3:42:48, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.5516, top5_acc: 0.8031, loss_cls: 1.7325, loss: 1.7325, grad_norm: 3.6940 2021-12-03 08:41:10,608 - mmaction - INFO - Epoch [49][140/1345] lr: 1.464e-02, eta: 3:42:36, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.5523, top5_acc: 0.8164, loss_cls: 1.6923, loss: 1.6923, grad_norm: 3.8319 2021-12-03 08:41:22,659 - mmaction - INFO - Epoch [49][160/1345] lr: 1.464e-02, eta: 3:42:23, time: 0.603, data_time: 0.001, memory: 5354, top1_acc: 0.5461, top5_acc: 0.8063, loss_cls: 1.7726, loss: 1.7726, grad_norm: 3.8824 2021-12-03 08:41:34,722 - mmaction - INFO - Epoch [49][180/1345] lr: 1.464e-02, eta: 3:42:11, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.5359, top5_acc: 0.8023, loss_cls: 1.7777, loss: 1.7777, grad_norm: 3.8738 2021-12-03 08:41:46,796 - mmaction - INFO - Epoch [49][200/1345] lr: 1.464e-02, eta: 3:41:58, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.5594, top5_acc: 0.8211, loss_cls: 1.7057, loss: 1.7057, grad_norm: 3.6974 2021-12-03 08:41:58,877 - mmaction - INFO - Epoch [49][220/1345] lr: 1.464e-02, eta: 3:41:45, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.5773, top5_acc: 0.8094, loss_cls: 1.6792, loss: 1.6792, grad_norm: 3.7782 2021-12-03 08:42:10,942 - mmaction - INFO - Epoch [49][240/1345] lr: 1.464e-02, eta: 3:41:33, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.5578, top5_acc: 0.7992, loss_cls: 1.7360, loss: 1.7360, grad_norm: 3.7957 2021-12-03 08:42:23,037 - mmaction - INFO - Epoch [49][260/1345] lr: 1.464e-02, eta: 3:41:20, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.5977, top5_acc: 0.8258, loss_cls: 1.6001, loss: 1.6001, grad_norm: 3.6676 2021-12-03 08:42:35,146 - mmaction - INFO - Epoch [49][280/1345] lr: 1.464e-02, eta: 3:41:07, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.5625, top5_acc: 0.8195, loss_cls: 1.6759, loss: 1.6759, grad_norm: 3.7631 2021-12-03 08:42:47,243 - mmaction - INFO - Epoch [49][300/1345] lr: 1.464e-02, eta: 3:40:55, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.5367, top5_acc: 0.8125, loss_cls: 1.7401, loss: 1.7401, grad_norm: 3.8683 2021-12-03 08:42:59,342 - mmaction - INFO - Epoch [49][320/1345] lr: 1.464e-02, eta: 3:40:42, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.5594, top5_acc: 0.8156, loss_cls: 1.7251, loss: 1.7251, grad_norm: 3.8187 2021-12-03 08:43:11,440 - mmaction - INFO - Epoch [49][340/1345] lr: 1.464e-02, eta: 3:40:30, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.5500, top5_acc: 0.8133, loss_cls: 1.7440, loss: 1.7440, grad_norm: 3.8187 2021-12-03 08:43:23,560 - mmaction - INFO - Epoch [49][360/1345] lr: 1.464e-02, eta: 3:40:17, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.5352, top5_acc: 0.8125, loss_cls: 1.7750, loss: 1.7750, grad_norm: 4.0166 2021-12-03 08:43:35,640 - mmaction - INFO - Epoch [49][380/1345] lr: 1.464e-02, eta: 3:40:04, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.5352, top5_acc: 0.8164, loss_cls: 1.7724, loss: 1.7724, grad_norm: 3.8255 2021-12-03 08:43:47,749 - mmaction - INFO - Epoch [49][400/1345] lr: 1.464e-02, eta: 3:39:52, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.5633, top5_acc: 0.8086, loss_cls: 1.6953, loss: 1.6953, grad_norm: 3.7880 2021-12-03 08:43:59,875 - mmaction - INFO - Epoch [49][420/1345] lr: 1.464e-02, eta: 3:39:39, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.5602, top5_acc: 0.8141, loss_cls: 1.7359, loss: 1.7359, grad_norm: 3.7188 2021-12-03 08:44:12,034 - mmaction - INFO - Epoch [49][440/1345] lr: 1.464e-02, eta: 3:39:26, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.5695, top5_acc: 0.8047, loss_cls: 1.7151, loss: 1.7151, grad_norm: 3.8734 2021-12-03 08:44:24,148 - mmaction - INFO - Epoch [49][460/1345] lr: 1.464e-02, eta: 3:39:14, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.5797, top5_acc: 0.8234, loss_cls: 1.6360, loss: 1.6360, grad_norm: 3.6606 2021-12-03 08:44:36,293 - mmaction - INFO - Epoch [49][480/1345] lr: 1.464e-02, eta: 3:39:01, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.5914, top5_acc: 0.8234, loss_cls: 1.6419, loss: 1.6419, grad_norm: 3.7193 2021-12-03 08:44:48,427 - mmaction - INFO - Epoch [49][500/1345] lr: 1.464e-02, eta: 3:38:49, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.5781, top5_acc: 0.8055, loss_cls: 1.7561, loss: 1.7561, grad_norm: 3.8493 2021-12-03 08:45:00,614 - mmaction - INFO - Epoch [49][520/1345] lr: 1.464e-02, eta: 3:38:36, time: 0.609, data_time: 0.000, memory: 5354, top1_acc: 0.5656, top5_acc: 0.8242, loss_cls: 1.6865, loss: 1.6865, grad_norm: 3.8323 2021-12-03 08:45:12,732 - mmaction - INFO - Epoch [49][540/1345] lr: 1.464e-02, eta: 3:38:23, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.5672, top5_acc: 0.8078, loss_cls: 1.6790, loss: 1.6790, grad_norm: 3.8246 2021-12-03 08:45:24,857 - mmaction - INFO - Epoch [49][560/1345] lr: 1.464e-02, eta: 3:38:11, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.5445, top5_acc: 0.7875, loss_cls: 1.8358, loss: 1.8358, grad_norm: 3.8754 2021-12-03 08:45:36,952 - mmaction - INFO - Epoch [49][580/1345] lr: 1.464e-02, eta: 3:37:58, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.5398, top5_acc: 0.7891, loss_cls: 1.8252, loss: 1.8252, grad_norm: 3.8743 2021-12-03 08:45:49,054 - mmaction - INFO - Epoch [49][600/1345] lr: 1.464e-02, eta: 3:37:46, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.5344, top5_acc: 0.7766, loss_cls: 1.8407, loss: 1.8407, grad_norm: 3.8654 2021-12-03 08:46:01,177 - mmaction - INFO - Epoch [49][620/1345] lr: 1.464e-02, eta: 3:37:33, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.5758, top5_acc: 0.8156, loss_cls: 1.6464, loss: 1.6464, grad_norm: 3.6982 2021-12-03 08:46:13,273 - mmaction - INFO - Epoch [49][640/1345] lr: 1.464e-02, eta: 3:37:20, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.5664, top5_acc: 0.8109, loss_cls: 1.6979, loss: 1.6979, grad_norm: 3.7608 2021-12-03 08:46:25,386 - mmaction - INFO - Epoch [49][660/1345] lr: 1.464e-02, eta: 3:37:08, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.5633, top5_acc: 0.8234, loss_cls: 1.6730, loss: 1.6730, grad_norm: 3.8359 2021-12-03 08:46:37,512 - mmaction - INFO - Epoch [49][680/1345] lr: 1.464e-02, eta: 3:36:55, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.5422, top5_acc: 0.8070, loss_cls: 1.7386, loss: 1.7386, grad_norm: 3.8019 2021-12-03 08:46:49,620 - mmaction - INFO - Epoch [49][700/1345] lr: 1.464e-02, eta: 3:36:43, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.5391, top5_acc: 0.8148, loss_cls: 1.7572, loss: 1.7572, grad_norm: 3.8315 2021-12-03 08:47:01,737 - mmaction - INFO - Epoch [49][720/1345] lr: 1.464e-02, eta: 3:36:30, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.5430, top5_acc: 0.7922, loss_cls: 1.7563, loss: 1.7563, grad_norm: 3.8221 2021-12-03 08:47:13,833 - mmaction - INFO - Epoch [49][740/1345] lr: 1.464e-02, eta: 3:36:17, time: 0.605, data_time: 0.001, memory: 5354, top1_acc: 0.5539, top5_acc: 0.8008, loss_cls: 1.7290, loss: 1.7290, grad_norm: 3.6957 2021-12-03 08:47:25,943 - mmaction - INFO - Epoch [49][760/1345] lr: 1.464e-02, eta: 3:36:05, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.5422, top5_acc: 0.8094, loss_cls: 1.7550, loss: 1.7550, grad_norm: 3.7610 2021-12-03 08:47:38,058 - mmaction - INFO - Epoch [49][780/1345] lr: 1.464e-02, eta: 3:35:52, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.5695, top5_acc: 0.8234, loss_cls: 1.6456, loss: 1.6456, grad_norm: 3.7200 2021-12-03 08:47:50,185 - mmaction - INFO - Epoch [49][800/1345] lr: 1.464e-02, eta: 3:35:39, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.5789, top5_acc: 0.8187, loss_cls: 1.6248, loss: 1.6248, grad_norm: 3.7078 2021-12-03 08:48:02,292 - mmaction - INFO - Epoch [49][820/1345] lr: 1.464e-02, eta: 3:35:27, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.5625, top5_acc: 0.8070, loss_cls: 1.7172, loss: 1.7172, grad_norm: 3.8006 2021-12-03 08:48:14,384 - mmaction - INFO - Epoch [49][840/1345] lr: 1.464e-02, eta: 3:35:14, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.5578, top5_acc: 0.8125, loss_cls: 1.7365, loss: 1.7365, grad_norm: 3.8752 2021-12-03 08:48:26,508 - mmaction - INFO - Epoch [49][860/1345] lr: 1.464e-02, eta: 3:35:02, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.5469, top5_acc: 0.7984, loss_cls: 1.7824, loss: 1.7824, grad_norm: 3.8043 2021-12-03 08:48:38,607 - mmaction - INFO - Epoch [49][880/1345] lr: 1.464e-02, eta: 3:34:49, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.5461, top5_acc: 0.8117, loss_cls: 1.7730, loss: 1.7730, grad_norm: 3.8240 2021-12-03 08:48:50,714 - mmaction - INFO - Epoch [49][900/1345] lr: 1.464e-02, eta: 3:34:36, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.5570, top5_acc: 0.8109, loss_cls: 1.6981, loss: 1.6981, grad_norm: 3.7234 2021-12-03 08:49:02,823 - mmaction - INFO - Epoch [49][920/1345] lr: 1.464e-02, eta: 3:34:24, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.5664, top5_acc: 0.8187, loss_cls: 1.6832, loss: 1.6832, grad_norm: 3.7453 2021-12-03 08:49:15,015 - mmaction - INFO - Epoch [49][940/1345] lr: 1.464e-02, eta: 3:34:11, time: 0.610, data_time: 0.000, memory: 5354, top1_acc: 0.5484, top5_acc: 0.8125, loss_cls: 1.7248, loss: 1.7248, grad_norm: 3.7312 2021-12-03 08:49:27,118 - mmaction - INFO - Epoch [49][960/1345] lr: 1.464e-02, eta: 3:33:59, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.5578, top5_acc: 0.7922, loss_cls: 1.7511, loss: 1.7511, grad_norm: 3.7590 2021-12-03 08:49:39,245 - mmaction - INFO - Epoch [49][980/1345] lr: 1.464e-02, eta: 3:33:46, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.5703, top5_acc: 0.8250, loss_cls: 1.6862, loss: 1.6862, grad_norm: 3.8167 2021-12-03 08:49:51,377 - mmaction - INFO - Epoch [49][1000/1345] lr: 1.464e-02, eta: 3:33:33, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.5492, top5_acc: 0.7867, loss_cls: 1.8384, loss: 1.8384, grad_norm: 3.7861 2021-12-03 08:50:03,513 - mmaction - INFO - Epoch [49][1020/1345] lr: 1.464e-02, eta: 3:33:21, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.5414, top5_acc: 0.7937, loss_cls: 1.7859, loss: 1.7859, grad_norm: 3.8747 2021-12-03 08:50:15,640 - mmaction - INFO - Epoch [49][1040/1345] lr: 1.464e-02, eta: 3:33:08, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.5547, top5_acc: 0.8016, loss_cls: 1.7694, loss: 1.7694, grad_norm: 3.8763 2021-12-03 08:50:27,758 - mmaction - INFO - Epoch [49][1060/1345] lr: 1.464e-02, eta: 3:32:56, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.5742, top5_acc: 0.8055, loss_cls: 1.7256, loss: 1.7256, grad_norm: 3.6654 2021-12-03 08:50:39,950 - mmaction - INFO - Epoch [49][1080/1345] lr: 1.464e-02, eta: 3:32:43, time: 0.610, data_time: 0.001, memory: 5354, top1_acc: 0.5742, top5_acc: 0.8281, loss_cls: 1.6569, loss: 1.6569, grad_norm: 3.6852 2021-12-03 08:50:52,074 - mmaction - INFO - Epoch [49][1100/1345] lr: 1.464e-02, eta: 3:32:30, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.5609, top5_acc: 0.8000, loss_cls: 1.8277, loss: 1.8277, grad_norm: 3.8150 2021-12-03 08:51:04,232 - mmaction - INFO - Epoch [49][1120/1345] lr: 1.464e-02, eta: 3:32:18, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.5477, top5_acc: 0.8023, loss_cls: 1.7743, loss: 1.7743, grad_norm: 3.8845 2021-12-03 08:51:16,345 - mmaction - INFO - Epoch [49][1140/1345] lr: 1.464e-02, eta: 3:32:05, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.5484, top5_acc: 0.8016, loss_cls: 1.7485, loss: 1.7485, grad_norm: 3.8576 2021-12-03 08:51:28,459 - mmaction - INFO - Epoch [49][1160/1345] lr: 1.464e-02, eta: 3:31:53, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.5563, top5_acc: 0.7992, loss_cls: 1.7883, loss: 1.7883, grad_norm: 3.7940 2021-12-03 08:51:40,646 - mmaction - INFO - Epoch [49][1180/1345] lr: 1.464e-02, eta: 3:31:40, time: 0.609, data_time: 0.000, memory: 5354, top1_acc: 0.5469, top5_acc: 0.8016, loss_cls: 1.7458, loss: 1.7458, grad_norm: 3.7409 2021-12-03 08:51:52,728 - mmaction - INFO - Epoch [49][1200/1345] lr: 1.464e-02, eta: 3:31:27, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.5320, top5_acc: 0.8078, loss_cls: 1.7578, loss: 1.7578, grad_norm: 3.8143 2021-12-03 08:52:04,818 - mmaction - INFO - Epoch [49][1220/1345] lr: 1.464e-02, eta: 3:31:15, time: 0.605, data_time: 0.001, memory: 5354, top1_acc: 0.5508, top5_acc: 0.7992, loss_cls: 1.7651, loss: 1.7651, grad_norm: 3.7079 2021-12-03 08:52:17,009 - mmaction - INFO - Epoch [49][1240/1345] lr: 1.464e-02, eta: 3:31:02, time: 0.610, data_time: 0.000, memory: 5354, top1_acc: 0.5594, top5_acc: 0.8164, loss_cls: 1.7283, loss: 1.7283, grad_norm: 3.7383 2021-12-03 08:52:29,146 - mmaction - INFO - Epoch [49][1260/1345] lr: 1.464e-02, eta: 3:30:50, time: 0.607, data_time: 0.001, memory: 5354, top1_acc: 0.5664, top5_acc: 0.8258, loss_cls: 1.6803, loss: 1.6803, grad_norm: 3.7597 2021-12-03 08:52:41,305 - mmaction - INFO - Epoch [49][1280/1345] lr: 1.464e-02, eta: 3:30:37, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.5641, top5_acc: 0.8164, loss_cls: 1.6583, loss: 1.6583, grad_norm: 3.7219 2021-12-03 08:52:53,399 - mmaction - INFO - Epoch [49][1300/1345] lr: 1.464e-02, eta: 3:30:24, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.5273, top5_acc: 0.7789, loss_cls: 1.8477, loss: 1.8477, grad_norm: 3.8436 2021-12-03 08:53:05,516 - mmaction - INFO - Epoch [49][1320/1345] lr: 1.464e-02, eta: 3:30:12, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.5641, top5_acc: 0.8156, loss_cls: 1.6908, loss: 1.6908, grad_norm: 3.7158 2021-12-03 08:53:17,658 - mmaction - INFO - Epoch [49][1340/1345] lr: 1.464e-02, eta: 3:29:59, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.5617, top5_acc: 0.8094, loss_cls: 1.6886, loss: 1.6886, grad_norm: 3.8621 2021-12-03 08:54:12,300 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-12-03 08:54:12,453 - mmaction - INFO - top1_acc 0.4070 top5_acc 0.7209 2021-12-03 08:54:12,453 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-12-03 08:54:12,462 - mmaction - INFO - mean_acc 0.3787 2021-12-03 08:54:12,464 - mmaction - INFO - Saving checkpoint at 49 epochs 2021-12-03 08:54:13,649 - mmaction - INFO - Epoch(val) [49][181] top1_acc: 0.4070, top5_acc: 0.7209, mean_class_accuracy: 0.3787 2021-12-03 08:54:52,708 - mmaction - INFO - Epoch [50][20/1345] lr: 1.295e-02, eta: 3:29:51, time: 1.953, data_time: 1.347, memory: 5354, top1_acc: 0.5672, top5_acc: 0.8156, loss_cls: 1.6758, loss: 1.6758, grad_norm: 3.7134 2021-12-03 08:55:04,709 - mmaction - INFO - Epoch [50][40/1345] lr: 1.295e-02, eta: 3:29:38, time: 0.600, data_time: 0.001, memory: 5354, top1_acc: 0.5641, top5_acc: 0.8180, loss_cls: 1.6985, loss: 1.6985, grad_norm: 3.9481 2021-12-03 08:55:16,741 - mmaction - INFO - Epoch [50][60/1345] lr: 1.295e-02, eta: 3:29:26, time: 0.601, data_time: 0.001, memory: 5354, top1_acc: 0.5687, top5_acc: 0.8172, loss_cls: 1.6902, loss: 1.6902, grad_norm: 3.8543 2021-12-03 08:55:28,771 - mmaction - INFO - Epoch [50][80/1345] lr: 1.295e-02, eta: 3:29:13, time: 0.602, data_time: 0.001, memory: 5354, top1_acc: 0.5711, top5_acc: 0.8211, loss_cls: 1.6515, loss: 1.6515, grad_norm: 3.7487 2021-12-03 08:55:40,808 - mmaction - INFO - Epoch [50][100/1345] lr: 1.295e-02, eta: 3:29:00, time: 0.602, data_time: 0.000, memory: 5354, top1_acc: 0.5555, top5_acc: 0.8266, loss_cls: 1.6911, loss: 1.6911, grad_norm: 3.8423 2021-12-03 08:55:52,855 - mmaction - INFO - Epoch [50][120/1345] lr: 1.295e-02, eta: 3:28:48, time: 0.602, data_time: 0.000, memory: 5354, top1_acc: 0.5766, top5_acc: 0.8141, loss_cls: 1.6704, loss: 1.6704, grad_norm: 3.9169 2021-12-03 08:56:04,904 - mmaction - INFO - Epoch [50][140/1345] lr: 1.295e-02, eta: 3:28:35, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.5617, top5_acc: 0.8141, loss_cls: 1.6716, loss: 1.6716, grad_norm: 3.8642 2021-12-03 08:56:16,980 - mmaction - INFO - Epoch [50][160/1345] lr: 1.295e-02, eta: 3:28:22, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.5898, top5_acc: 0.8266, loss_cls: 1.5773, loss: 1.5773, grad_norm: 3.7542 2021-12-03 08:56:29,050 - mmaction - INFO - Epoch [50][180/1345] lr: 1.295e-02, eta: 3:28:10, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.5648, top5_acc: 0.8297, loss_cls: 1.6134, loss: 1.6134, grad_norm: 3.8896 2021-12-03 08:56:41,138 - mmaction - INFO - Epoch [50][200/1345] lr: 1.295e-02, eta: 3:27:57, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.5578, top5_acc: 0.8016, loss_cls: 1.7385, loss: 1.7385, grad_norm: 4.0349 2021-12-03 08:56:53,227 - mmaction - INFO - Epoch [50][220/1345] lr: 1.295e-02, eta: 3:27:45, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.5719, top5_acc: 0.8227, loss_cls: 1.6603, loss: 1.6603, grad_norm: 3.8608 2021-12-03 08:57:05,372 - mmaction - INFO - Epoch [50][240/1345] lr: 1.295e-02, eta: 3:27:32, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.5844, top5_acc: 0.8227, loss_cls: 1.6354, loss: 1.6354, grad_norm: 3.8225 2021-12-03 08:57:17,515 - mmaction - INFO - Epoch [50][260/1345] lr: 1.295e-02, eta: 3:27:19, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.5594, top5_acc: 0.8203, loss_cls: 1.6724, loss: 1.6724, grad_norm: 4.0130 2021-12-03 08:57:29,643 - mmaction - INFO - Epoch [50][280/1345] lr: 1.295e-02, eta: 3:27:07, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.5750, top5_acc: 0.8219, loss_cls: 1.6463, loss: 1.6463, grad_norm: 3.7137 2021-12-03 08:57:41,798 - mmaction - INFO - Epoch [50][300/1345] lr: 1.295e-02, eta: 3:26:54, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.5781, top5_acc: 0.8141, loss_cls: 1.6459, loss: 1.6459, grad_norm: 3.9869 2021-12-03 08:57:53,926 - mmaction - INFO - Epoch [50][320/1345] lr: 1.295e-02, eta: 3:26:42, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.5609, top5_acc: 0.8242, loss_cls: 1.6383, loss: 1.6383, grad_norm: 3.8289 2021-12-03 08:58:06,062 - mmaction - INFO - Epoch [50][340/1345] lr: 1.295e-02, eta: 3:26:29, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.5797, top5_acc: 0.8203, loss_cls: 1.6374, loss: 1.6374, grad_norm: 3.8330 2021-12-03 08:58:18,220 - mmaction - INFO - Epoch [50][360/1345] lr: 1.295e-02, eta: 3:26:16, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.5641, top5_acc: 0.8148, loss_cls: 1.6964, loss: 1.6964, grad_norm: 3.9765 2021-12-03 08:58:30,348 - mmaction - INFO - Epoch [50][380/1345] lr: 1.295e-02, eta: 3:26:04, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.5820, top5_acc: 0.8172, loss_cls: 1.6594, loss: 1.6594, grad_norm: 3.9133 2021-12-03 08:58:42,510 - mmaction - INFO - Epoch [50][400/1345] lr: 1.295e-02, eta: 3:25:51, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.5648, top5_acc: 0.8141, loss_cls: 1.6788, loss: 1.6788, grad_norm: 3.8208 2021-12-03 08:58:54,722 - mmaction - INFO - Epoch [50][420/1345] lr: 1.295e-02, eta: 3:25:39, time: 0.611, data_time: 0.000, memory: 5354, top1_acc: 0.5672, top5_acc: 0.7937, loss_cls: 1.7358, loss: 1.7358, grad_norm: 3.9343 2021-12-03 08:59:06,856 - mmaction - INFO - Epoch [50][440/1345] lr: 1.295e-02, eta: 3:25:26, time: 0.607, data_time: 0.001, memory: 5354, top1_acc: 0.5594, top5_acc: 0.8203, loss_cls: 1.7109, loss: 1.7109, grad_norm: 3.8432 2021-12-03 08:59:18,981 - mmaction - INFO - Epoch [50][460/1345] lr: 1.295e-02, eta: 3:25:13, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.5602, top5_acc: 0.8180, loss_cls: 1.7137, loss: 1.7137, grad_norm: 3.8913 2021-12-03 08:59:31,112 - mmaction - INFO - Epoch [50][480/1345] lr: 1.295e-02, eta: 3:25:01, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.5586, top5_acc: 0.8172, loss_cls: 1.7040, loss: 1.7040, grad_norm: 3.9932 2021-12-03 08:59:43,315 - mmaction - INFO - Epoch [50][500/1345] lr: 1.295e-02, eta: 3:24:48, time: 0.610, data_time: 0.000, memory: 5354, top1_acc: 0.5648, top5_acc: 0.8094, loss_cls: 1.6739, loss: 1.6739, grad_norm: 3.9985 2021-12-03 08:59:55,450 - mmaction - INFO - Epoch [50][520/1345] lr: 1.295e-02, eta: 3:24:36, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.5734, top5_acc: 0.8289, loss_cls: 1.6300, loss: 1.6300, grad_norm: 3.8320 2021-12-03 09:00:07,561 - mmaction - INFO - Epoch [50][540/1345] lr: 1.295e-02, eta: 3:24:23, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.5570, top5_acc: 0.8234, loss_cls: 1.6814, loss: 1.6814, grad_norm: 3.9489 2021-12-03 09:00:19,688 - mmaction - INFO - Epoch [50][560/1345] lr: 1.295e-02, eta: 3:24:10, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.5680, top5_acc: 0.8133, loss_cls: 1.6843, loss: 1.6843, grad_norm: 4.0853 2021-12-03 09:00:31,790 - mmaction - INFO - Epoch [50][580/1345] lr: 1.295e-02, eta: 3:23:58, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.5570, top5_acc: 0.8086, loss_cls: 1.7415, loss: 1.7415, grad_norm: 4.0577 2021-12-03 09:00:43,935 - mmaction - INFO - Epoch [50][600/1345] lr: 1.295e-02, eta: 3:23:45, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.5625, top5_acc: 0.8094, loss_cls: 1.7420, loss: 1.7420, grad_norm: 4.0888 2021-12-03 09:00:56,060 - mmaction - INFO - Epoch [50][620/1345] lr: 1.295e-02, eta: 3:23:33, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.5742, top5_acc: 0.8180, loss_cls: 1.6227, loss: 1.6227, grad_norm: 3.9428 2021-12-03 09:01:08,201 - mmaction - INFO - Epoch [50][640/1345] lr: 1.295e-02, eta: 3:23:20, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.5547, top5_acc: 0.8125, loss_cls: 1.7266, loss: 1.7266, grad_norm: 4.1049 2021-12-03 09:01:20,355 - mmaction - INFO - Epoch [50][660/1345] lr: 1.295e-02, eta: 3:23:07, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.5375, top5_acc: 0.7977, loss_cls: 1.7629, loss: 1.7629, grad_norm: 4.1595 2021-12-03 09:01:32,496 - mmaction - INFO - Epoch [50][680/1345] lr: 1.295e-02, eta: 3:22:55, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.5953, top5_acc: 0.8250, loss_cls: 1.6393, loss: 1.6393, grad_norm: 3.8588 2021-12-03 09:01:44,615 - mmaction - INFO - Epoch [50][700/1345] lr: 1.295e-02, eta: 3:22:42, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.5758, top5_acc: 0.8383, loss_cls: 1.6227, loss: 1.6227, grad_norm: 3.9316 2021-12-03 09:01:56,760 - mmaction - INFO - Epoch [50][720/1345] lr: 1.295e-02, eta: 3:22:30, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.5539, top5_acc: 0.8094, loss_cls: 1.6899, loss: 1.6899, grad_norm: 3.9546 2021-12-03 09:02:08,922 - mmaction - INFO - Epoch [50][740/1345] lr: 1.295e-02, eta: 3:22:17, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.5578, top5_acc: 0.8164, loss_cls: 1.6933, loss: 1.6933, grad_norm: 3.9632 2021-12-03 09:02:21,050 - mmaction - INFO - Epoch [50][760/1345] lr: 1.295e-02, eta: 3:22:04, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.5781, top5_acc: 0.8125, loss_cls: 1.6732, loss: 1.6732, grad_norm: 3.7868 2021-12-03 09:02:33,164 - mmaction - INFO - Epoch [50][780/1345] lr: 1.295e-02, eta: 3:21:52, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.5586, top5_acc: 0.8125, loss_cls: 1.7052, loss: 1.7052, grad_norm: 3.9445 2021-12-03 09:02:45,291 - mmaction - INFO - Epoch [50][800/1345] lr: 1.295e-02, eta: 3:21:39, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.5773, top5_acc: 0.8211, loss_cls: 1.6212, loss: 1.6212, grad_norm: 3.8294 2021-12-03 09:02:57,412 - mmaction - INFO - Epoch [50][820/1345] lr: 1.295e-02, eta: 3:21:27, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.5813, top5_acc: 0.8234, loss_cls: 1.6427, loss: 1.6427, grad_norm: 3.9040 2021-12-03 09:03:09,536 - mmaction - INFO - Epoch [50][840/1345] lr: 1.295e-02, eta: 3:21:14, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.5687, top5_acc: 0.8133, loss_cls: 1.6618, loss: 1.6618, grad_norm: 3.8826 2021-12-03 09:03:21,674 - mmaction - INFO - Epoch [50][860/1345] lr: 1.295e-02, eta: 3:21:01, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.5672, top5_acc: 0.8305, loss_cls: 1.6419, loss: 1.6419, grad_norm: 4.0132 2021-12-03 09:03:33,794 - mmaction - INFO - Epoch [50][880/1345] lr: 1.295e-02, eta: 3:20:49, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.5500, top5_acc: 0.7984, loss_cls: 1.7269, loss: 1.7269, grad_norm: 3.9442 2021-12-03 09:03:45,886 - mmaction - INFO - Epoch [50][900/1345] lr: 1.295e-02, eta: 3:20:36, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.5633, top5_acc: 0.8164, loss_cls: 1.6695, loss: 1.6695, grad_norm: 3.8759 2021-12-03 09:03:58,011 - mmaction - INFO - Epoch [50][920/1345] lr: 1.295e-02, eta: 3:20:24, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.5727, top5_acc: 0.8180, loss_cls: 1.7215, loss: 1.7215, grad_norm: 4.0758 2021-12-03 09:04:10,147 - mmaction - INFO - Epoch [50][940/1345] lr: 1.295e-02, eta: 3:20:11, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.5789, top5_acc: 0.8234, loss_cls: 1.6371, loss: 1.6371, grad_norm: 3.8719 2021-12-03 09:04:22,269 - mmaction - INFO - Epoch [50][960/1345] lr: 1.295e-02, eta: 3:19:58, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.5820, top5_acc: 0.8203, loss_cls: 1.6463, loss: 1.6463, grad_norm: 3.9620 2021-12-03 09:04:34,413 - mmaction - INFO - Epoch [50][980/1345] lr: 1.295e-02, eta: 3:19:46, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.5516, top5_acc: 0.8180, loss_cls: 1.7288, loss: 1.7288, grad_norm: 4.0334 2021-12-03 09:04:46,571 - mmaction - INFO - Epoch [50][1000/1345] lr: 1.295e-02, eta: 3:19:33, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.5813, top5_acc: 0.8172, loss_cls: 1.6825, loss: 1.6825, grad_norm: 3.8601 2021-12-03 09:04:58,712 - mmaction - INFO - Epoch [50][1020/1345] lr: 1.295e-02, eta: 3:19:21, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.5414, top5_acc: 0.8000, loss_cls: 1.7971, loss: 1.7971, grad_norm: 4.0722 2021-12-03 09:05:10,845 - mmaction - INFO - Epoch [50][1040/1345] lr: 1.295e-02, eta: 3:19:08, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.5781, top5_acc: 0.8266, loss_cls: 1.6227, loss: 1.6227, grad_norm: 3.8575 2021-12-03 09:05:22,998 - mmaction - INFO - Epoch [50][1060/1345] lr: 1.295e-02, eta: 3:18:56, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.5664, top5_acc: 0.8180, loss_cls: 1.6953, loss: 1.6953, grad_norm: 3.8162 2021-12-03 09:05:35,172 - mmaction - INFO - Epoch [50][1080/1345] lr: 1.295e-02, eta: 3:18:43, time: 0.609, data_time: 0.000, memory: 5354, top1_acc: 0.5484, top5_acc: 0.8195, loss_cls: 1.7175, loss: 1.7175, grad_norm: 4.0412 2021-12-03 09:05:47,356 - mmaction - INFO - Epoch [50][1100/1345] lr: 1.295e-02, eta: 3:18:30, time: 0.609, data_time: 0.000, memory: 5354, top1_acc: 0.5859, top5_acc: 0.8148, loss_cls: 1.6099, loss: 1.6099, grad_norm: 3.8504 2021-12-03 09:05:59,495 - mmaction - INFO - Epoch [50][1120/1345] lr: 1.295e-02, eta: 3:18:18, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.5797, top5_acc: 0.8102, loss_cls: 1.6492, loss: 1.6492, grad_norm: 4.0492 2021-12-03 09:06:11,671 - mmaction - INFO - Epoch [50][1140/1345] lr: 1.295e-02, eta: 3:18:05, time: 0.609, data_time: 0.000, memory: 5354, top1_acc: 0.5625, top5_acc: 0.8039, loss_cls: 1.6818, loss: 1.6818, grad_norm: 3.8523 2021-12-03 09:06:23,793 - mmaction - INFO - Epoch [50][1160/1345] lr: 1.295e-02, eta: 3:17:53, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.5805, top5_acc: 0.8336, loss_cls: 1.5877, loss: 1.5877, grad_norm: 3.8082 2021-12-03 09:06:35,987 - mmaction - INFO - Epoch [50][1180/1345] lr: 1.295e-02, eta: 3:17:40, time: 0.610, data_time: 0.000, memory: 5354, top1_acc: 0.5672, top5_acc: 0.8094, loss_cls: 1.7361, loss: 1.7361, grad_norm: 3.9857 2021-12-03 09:06:48,125 - mmaction - INFO - Epoch [50][1200/1345] lr: 1.295e-02, eta: 3:17:27, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.5602, top5_acc: 0.8094, loss_cls: 1.6965, loss: 1.6965, grad_norm: 3.8240 2021-12-03 09:07:00,271 - mmaction - INFO - Epoch [50][1220/1345] lr: 1.295e-02, eta: 3:17:15, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.5609, top5_acc: 0.8055, loss_cls: 1.7462, loss: 1.7462, grad_norm: 3.8305 2021-12-03 09:07:12,450 - mmaction - INFO - Epoch [50][1240/1345] lr: 1.295e-02, eta: 3:17:02, time: 0.609, data_time: 0.000, memory: 5354, top1_acc: 0.5617, top5_acc: 0.8055, loss_cls: 1.7251, loss: 1.7251, grad_norm: 4.0584 2021-12-03 09:07:24,573 - mmaction - INFO - Epoch [50][1260/1345] lr: 1.295e-02, eta: 3:16:50, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.5641, top5_acc: 0.8266, loss_cls: 1.6374, loss: 1.6374, grad_norm: 3.8460 2021-12-03 09:07:36,756 - mmaction - INFO - Epoch [50][1280/1345] lr: 1.295e-02, eta: 3:16:37, time: 0.609, data_time: 0.000, memory: 5354, top1_acc: 0.5914, top5_acc: 0.8367, loss_cls: 1.5697, loss: 1.5697, grad_norm: 3.8157 2021-12-03 09:07:48,886 - mmaction - INFO - Epoch [50][1300/1345] lr: 1.295e-02, eta: 3:16:25, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.5789, top5_acc: 0.8133, loss_cls: 1.6496, loss: 1.6496, grad_norm: 3.9442 2021-12-03 09:08:01,028 - mmaction - INFO - Epoch [50][1320/1345] lr: 1.295e-02, eta: 3:16:12, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.5742, top5_acc: 0.8078, loss_cls: 1.7229, loss: 1.7229, grad_norm: 4.0542 2021-12-03 09:08:13,216 - mmaction - INFO - Epoch [50][1340/1345] lr: 1.295e-02, eta: 3:15:59, time: 0.609, data_time: 0.000, memory: 5354, top1_acc: 0.5352, top5_acc: 0.8117, loss_cls: 1.7659, loss: 1.7659, grad_norm: 3.9707 2021-12-03 09:09:07,834 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-12-03 09:09:08,005 - mmaction - INFO - top1_acc 0.4134 top5_acc 0.7190 2021-12-03 09:09:08,005 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-12-03 09:09:08,015 - mmaction - INFO - mean_acc 0.3734 2021-12-03 09:09:09,072 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_50.pth. 2021-12-03 09:09:09,072 - mmaction - INFO - Best top1_acc is 0.4134 at 50 epoch. 2021-12-03 09:09:09,088 - mmaction - INFO - Saving checkpoint at 50 epochs 2021-12-03 09:09:10,248 - mmaction - INFO - Epoch(val) [50][181] top1_acc: 0.4134, top5_acc: 0.7190, mean_class_accuracy: 0.3734 2021-12-03 09:09:52,359 - mmaction - INFO - Epoch [51][20/1345] lr: 1.135e-02, eta: 3:15:51, time: 2.105, data_time: 1.482, memory: 5354, top1_acc: 0.5992, top5_acc: 0.8281, loss_cls: 1.5847, loss: 1.5847, grad_norm: 3.7441 2021-12-03 09:10:04,402 - mmaction - INFO - Epoch [51][40/1345] lr: 1.135e-02, eta: 3:15:39, time: 0.602, data_time: 0.002, memory: 5354, top1_acc: 0.5672, top5_acc: 0.8359, loss_cls: 1.6655, loss: 1.6655, grad_norm: 3.9128 2021-12-03 09:10:16,434 - mmaction - INFO - Epoch [51][60/1345] lr: 1.135e-02, eta: 3:15:26, time: 0.602, data_time: 0.001, memory: 5354, top1_acc: 0.5672, top5_acc: 0.8094, loss_cls: 1.7043, loss: 1.7043, grad_norm: 4.1056 2021-12-03 09:10:28,452 - mmaction - INFO - Epoch [51][80/1345] lr: 1.135e-02, eta: 3:15:13, time: 0.601, data_time: 0.000, memory: 5354, top1_acc: 0.5984, top5_acc: 0.8266, loss_cls: 1.6178, loss: 1.6178, grad_norm: 3.8390 2021-12-03 09:10:40,491 - mmaction - INFO - Epoch [51][100/1345] lr: 1.135e-02, eta: 3:15:01, time: 0.602, data_time: 0.000, memory: 5354, top1_acc: 0.5805, top5_acc: 0.8133, loss_cls: 1.6626, loss: 1.6626, grad_norm: 4.0853 2021-12-03 09:10:52,551 - mmaction - INFO - Epoch [51][120/1345] lr: 1.135e-02, eta: 3:14:48, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.5883, top5_acc: 0.8367, loss_cls: 1.5532, loss: 1.5532, grad_norm: 3.8483 2021-12-03 09:11:04,601 - mmaction - INFO - Epoch [51][140/1345] lr: 1.135e-02, eta: 3:14:35, time: 0.602, data_time: 0.000, memory: 5354, top1_acc: 0.5617, top5_acc: 0.8219, loss_cls: 1.6552, loss: 1.6552, grad_norm: 3.9603 2021-12-03 09:11:16,657 - mmaction - INFO - Epoch [51][160/1345] lr: 1.135e-02, eta: 3:14:23, time: 0.603, data_time: 0.001, memory: 5354, top1_acc: 0.6008, top5_acc: 0.8359, loss_cls: 1.5592, loss: 1.5592, grad_norm: 3.8112 2021-12-03 09:11:28,736 - mmaction - INFO - Epoch [51][180/1345] lr: 1.135e-02, eta: 3:14:10, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.5867, top5_acc: 0.8203, loss_cls: 1.5725, loss: 1.5725, grad_norm: 3.8513 2021-12-03 09:11:40,814 - mmaction - INFO - Epoch [51][200/1345] lr: 1.135e-02, eta: 3:13:58, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.5844, top5_acc: 0.8352, loss_cls: 1.5659, loss: 1.5659, grad_norm: 3.9711 2021-12-03 09:11:52,895 - mmaction - INFO - Epoch [51][220/1345] lr: 1.135e-02, eta: 3:13:45, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.5727, top5_acc: 0.7969, loss_cls: 1.6861, loss: 1.6861, grad_norm: 3.9730 2021-12-03 09:12:04,981 - mmaction - INFO - Epoch [51][240/1345] lr: 1.135e-02, eta: 3:13:32, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.5437, top5_acc: 0.7945, loss_cls: 1.7908, loss: 1.7908, grad_norm: 4.0469 2021-12-03 09:12:17,082 - mmaction - INFO - Epoch [51][260/1345] lr: 1.135e-02, eta: 3:13:20, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.5813, top5_acc: 0.8219, loss_cls: 1.5970, loss: 1.5970, grad_norm: 3.8996 2021-12-03 09:12:29,194 - mmaction - INFO - Epoch [51][280/1345] lr: 1.135e-02, eta: 3:13:07, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.6070, top5_acc: 0.8320, loss_cls: 1.5641, loss: 1.5641, grad_norm: 3.9855 2021-12-03 09:12:41,320 - mmaction - INFO - Epoch [51][300/1345] lr: 1.135e-02, eta: 3:12:55, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.5875, top5_acc: 0.8367, loss_cls: 1.5823, loss: 1.5823, grad_norm: 3.8782 2021-12-03 09:12:53,489 - mmaction - INFO - Epoch [51][320/1345] lr: 1.135e-02, eta: 3:12:42, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.5773, top5_acc: 0.8070, loss_cls: 1.6962, loss: 1.6962, grad_norm: 4.0257 2021-12-03 09:13:05,604 - mmaction - INFO - Epoch [51][340/1345] lr: 1.135e-02, eta: 3:12:29, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.6008, top5_acc: 0.8359, loss_cls: 1.5880, loss: 1.5880, grad_norm: 3.9452 2021-12-03 09:13:17,727 - mmaction - INFO - Epoch [51][360/1345] lr: 1.135e-02, eta: 3:12:17, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.5578, top5_acc: 0.8250, loss_cls: 1.6851, loss: 1.6851, grad_norm: 4.0239 2021-12-03 09:13:29,882 - mmaction - INFO - Epoch [51][380/1345] lr: 1.135e-02, eta: 3:12:04, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.5625, top5_acc: 0.8211, loss_cls: 1.6490, loss: 1.6490, grad_norm: 4.0614 2021-12-03 09:13:42,004 - mmaction - INFO - Epoch [51][400/1345] lr: 1.135e-02, eta: 3:11:52, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.5680, top5_acc: 0.8203, loss_cls: 1.6597, loss: 1.6597, grad_norm: 4.1017 2021-12-03 09:13:54,132 - mmaction - INFO - Epoch [51][420/1345] lr: 1.135e-02, eta: 3:11:39, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.5773, top5_acc: 0.8359, loss_cls: 1.6305, loss: 1.6305, grad_norm: 4.0573 2021-12-03 09:14:06,235 - mmaction - INFO - Epoch [51][440/1345] lr: 1.135e-02, eta: 3:11:26, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.5852, top5_acc: 0.8266, loss_cls: 1.6194, loss: 1.6194, grad_norm: 3.9347 2021-12-03 09:14:18,376 - mmaction - INFO - Epoch [51][460/1345] lr: 1.135e-02, eta: 3:11:14, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.5656, top5_acc: 0.8234, loss_cls: 1.6579, loss: 1.6579, grad_norm: 4.1000 2021-12-03 09:14:30,523 - mmaction - INFO - Epoch [51][480/1345] lr: 1.135e-02, eta: 3:11:01, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.5641, top5_acc: 0.8141, loss_cls: 1.6563, loss: 1.6563, grad_norm: 3.9515 2021-12-03 09:14:42,677 - mmaction - INFO - Epoch [51][500/1345] lr: 1.135e-02, eta: 3:10:49, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.5508, top5_acc: 0.8000, loss_cls: 1.7115, loss: 1.7115, grad_norm: 4.0439 2021-12-03 09:14:54,863 - mmaction - INFO - Epoch [51][520/1345] lr: 1.135e-02, eta: 3:10:36, time: 0.609, data_time: 0.000, memory: 5354, top1_acc: 0.5500, top5_acc: 0.8008, loss_cls: 1.7104, loss: 1.7104, grad_norm: 3.9993 2021-12-03 09:15:07,006 - mmaction - INFO - Epoch [51][540/1345] lr: 1.135e-02, eta: 3:10:24, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.5781, top5_acc: 0.8305, loss_cls: 1.6324, loss: 1.6324, grad_norm: 3.9896 2021-12-03 09:15:19,138 - mmaction - INFO - Epoch [51][560/1345] lr: 1.135e-02, eta: 3:10:11, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.5867, top5_acc: 0.8320, loss_cls: 1.5670, loss: 1.5670, grad_norm: 3.9162 2021-12-03 09:15:31,299 - mmaction - INFO - Epoch [51][580/1345] lr: 1.135e-02, eta: 3:09:58, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.5859, top5_acc: 0.8234, loss_cls: 1.6187, loss: 1.6187, grad_norm: 4.1088 2021-12-03 09:15:43,450 - mmaction - INFO - Epoch [51][600/1345] lr: 1.135e-02, eta: 3:09:46, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.5641, top5_acc: 0.8211, loss_cls: 1.6649, loss: 1.6649, grad_norm: 4.0905 2021-12-03 09:15:55,579 - mmaction - INFO - Epoch [51][620/1345] lr: 1.135e-02, eta: 3:09:33, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.5594, top5_acc: 0.8320, loss_cls: 1.6043, loss: 1.6043, grad_norm: 4.0997 2021-12-03 09:16:07,689 - mmaction - INFO - Epoch [51][640/1345] lr: 1.135e-02, eta: 3:09:21, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.5867, top5_acc: 0.8313, loss_cls: 1.5868, loss: 1.5868, grad_norm: 4.0721 2021-12-03 09:16:19,875 - mmaction - INFO - Epoch [51][660/1345] lr: 1.135e-02, eta: 3:09:08, time: 0.609, data_time: 0.000, memory: 5354, top1_acc: 0.5734, top5_acc: 0.8281, loss_cls: 1.6184, loss: 1.6184, grad_norm: 4.1062 2021-12-03 09:16:32,008 - mmaction - INFO - Epoch [51][680/1345] lr: 1.135e-02, eta: 3:08:55, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.5992, top5_acc: 0.8273, loss_cls: 1.5613, loss: 1.5613, grad_norm: 3.8356 2021-12-03 09:16:44,130 - mmaction - INFO - Epoch [51][700/1345] lr: 1.135e-02, eta: 3:08:43, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.6023, top5_acc: 0.8187, loss_cls: 1.5758, loss: 1.5758, grad_norm: 3.9286 2021-12-03 09:16:56,290 - mmaction - INFO - Epoch [51][720/1345] lr: 1.135e-02, eta: 3:08:30, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.5578, top5_acc: 0.8352, loss_cls: 1.6608, loss: 1.6608, grad_norm: 4.0795 2021-12-03 09:17:08,421 - mmaction - INFO - Epoch [51][740/1345] lr: 1.135e-02, eta: 3:08:18, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.5875, top5_acc: 0.8242, loss_cls: 1.6116, loss: 1.6116, grad_norm: 3.9343 2021-12-03 09:17:20,552 - mmaction - INFO - Epoch [51][760/1345] lr: 1.135e-02, eta: 3:08:05, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.5719, top5_acc: 0.7977, loss_cls: 1.6980, loss: 1.6980, grad_norm: 4.0806 2021-12-03 09:17:32,670 - mmaction - INFO - Epoch [51][780/1345] lr: 1.135e-02, eta: 3:07:53, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.5719, top5_acc: 0.8133, loss_cls: 1.6792, loss: 1.6792, grad_norm: 4.0225 2021-12-03 09:17:44,786 - mmaction - INFO - Epoch [51][800/1345] lr: 1.135e-02, eta: 3:07:40, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.5727, top5_acc: 0.8242, loss_cls: 1.6524, loss: 1.6524, grad_norm: 4.0379 2021-12-03 09:17:56,915 - mmaction - INFO - Epoch [51][820/1345] lr: 1.135e-02, eta: 3:07:27, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.5734, top5_acc: 0.8242, loss_cls: 1.6117, loss: 1.6117, grad_norm: 3.8578 2021-12-03 09:18:09,034 - mmaction - INFO - Epoch [51][840/1345] lr: 1.135e-02, eta: 3:07:15, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.6008, top5_acc: 0.8352, loss_cls: 1.5518, loss: 1.5518, grad_norm: 3.9702 2021-12-03 09:18:21,201 - mmaction - INFO - Epoch [51][860/1345] lr: 1.135e-02, eta: 3:07:02, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.5836, top5_acc: 0.8258, loss_cls: 1.6589, loss: 1.6589, grad_norm: 4.0238 2021-12-03 09:18:33,301 - mmaction - INFO - Epoch [51][880/1345] lr: 1.135e-02, eta: 3:06:50, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.5656, top5_acc: 0.8070, loss_cls: 1.7109, loss: 1.7109, grad_norm: 4.1754 2021-12-03 09:18:45,435 - mmaction - INFO - Epoch [51][900/1345] lr: 1.135e-02, eta: 3:06:37, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.5711, top5_acc: 0.8172, loss_cls: 1.6686, loss: 1.6686, grad_norm: 4.0654 2021-12-03 09:18:57,572 - mmaction - INFO - Epoch [51][920/1345] lr: 1.135e-02, eta: 3:06:24, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.5992, top5_acc: 0.8359, loss_cls: 1.5519, loss: 1.5519, grad_norm: 3.9095 2021-12-03 09:19:09,704 - mmaction - INFO - Epoch [51][940/1345] lr: 1.135e-02, eta: 3:06:12, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.5609, top5_acc: 0.8086, loss_cls: 1.6754, loss: 1.6754, grad_norm: 4.1258 2021-12-03 09:19:21,824 - mmaction - INFO - Epoch [51][960/1345] lr: 1.135e-02, eta: 3:05:59, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.5687, top5_acc: 0.8187, loss_cls: 1.6524, loss: 1.6524, grad_norm: 4.0043 2021-12-03 09:19:33,952 - mmaction - INFO - Epoch [51][980/1345] lr: 1.135e-02, eta: 3:05:47, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.5844, top5_acc: 0.8180, loss_cls: 1.6745, loss: 1.6745, grad_norm: 3.9818 2021-12-03 09:19:46,068 - mmaction - INFO - Epoch [51][1000/1345] lr: 1.135e-02, eta: 3:05:34, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.5672, top5_acc: 0.8148, loss_cls: 1.6759, loss: 1.6759, grad_norm: 4.0004 2021-12-03 09:19:58,235 - mmaction - INFO - Epoch [51][1020/1345] lr: 1.135e-02, eta: 3:05:22, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.5531, top5_acc: 0.8180, loss_cls: 1.6641, loss: 1.6641, grad_norm: 4.0521 2021-12-03 09:20:10,371 - mmaction - INFO - Epoch [51][1040/1345] lr: 1.135e-02, eta: 3:05:09, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.5953, top5_acc: 0.8289, loss_cls: 1.5738, loss: 1.5738, grad_norm: 4.0433 2021-12-03 09:20:22,560 - mmaction - INFO - Epoch [51][1060/1345] lr: 1.135e-02, eta: 3:04:56, time: 0.609, data_time: 0.001, memory: 5354, top1_acc: 0.5828, top5_acc: 0.8328, loss_cls: 1.6075, loss: 1.6075, grad_norm: 3.8926 2021-12-03 09:20:34,673 - mmaction - INFO - Epoch [51][1080/1345] lr: 1.135e-02, eta: 3:04:44, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.5617, top5_acc: 0.8195, loss_cls: 1.6963, loss: 1.6963, grad_norm: 4.1004 2021-12-03 09:20:46,791 - mmaction - INFO - Epoch [51][1100/1345] lr: 1.135e-02, eta: 3:04:31, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.6000, top5_acc: 0.8320, loss_cls: 1.5645, loss: 1.5645, grad_norm: 3.9011 2021-12-03 09:20:58,917 - mmaction - INFO - Epoch [51][1120/1345] lr: 1.135e-02, eta: 3:04:19, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.5852, top5_acc: 0.8172, loss_cls: 1.6441, loss: 1.6441, grad_norm: 4.0484 2021-12-03 09:21:11,083 - mmaction - INFO - Epoch [51][1140/1345] lr: 1.135e-02, eta: 3:04:06, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.5992, top5_acc: 0.8227, loss_cls: 1.5952, loss: 1.5952, grad_norm: 3.9782 2021-12-03 09:21:23,277 - mmaction - INFO - Epoch [51][1160/1345] lr: 1.135e-02, eta: 3:03:53, time: 0.610, data_time: 0.000, memory: 5354, top1_acc: 0.5898, top5_acc: 0.8234, loss_cls: 1.6238, loss: 1.6238, grad_norm: 3.9965 2021-12-03 09:21:35,399 - mmaction - INFO - Epoch [51][1180/1345] lr: 1.135e-02, eta: 3:03:41, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.5875, top5_acc: 0.8141, loss_cls: 1.6919, loss: 1.6919, grad_norm: 3.9747 2021-12-03 09:21:47,624 - mmaction - INFO - Epoch [51][1200/1345] lr: 1.135e-02, eta: 3:03:28, time: 0.611, data_time: 0.000, memory: 5354, top1_acc: 0.5687, top5_acc: 0.8055, loss_cls: 1.6997, loss: 1.6997, grad_norm: 4.0861 2021-12-03 09:21:59,743 - mmaction - INFO - Epoch [51][1220/1345] lr: 1.135e-02, eta: 3:03:16, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.5852, top5_acc: 0.8234, loss_cls: 1.6296, loss: 1.6296, grad_norm: 4.0219 2021-12-03 09:22:11,889 - mmaction - INFO - Epoch [51][1240/1345] lr: 1.135e-02, eta: 3:03:03, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.5641, top5_acc: 0.8234, loss_cls: 1.6678, loss: 1.6678, grad_norm: 4.1012 2021-12-03 09:22:24,070 - mmaction - INFO - Epoch [51][1260/1345] lr: 1.135e-02, eta: 3:02:51, time: 0.609, data_time: 0.000, memory: 5354, top1_acc: 0.5953, top5_acc: 0.8352, loss_cls: 1.5948, loss: 1.5948, grad_norm: 3.9940 2021-12-03 09:22:36,203 - mmaction - INFO - Epoch [51][1280/1345] lr: 1.135e-02, eta: 3:02:38, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.5844, top5_acc: 0.8266, loss_cls: 1.6193, loss: 1.6193, grad_norm: 4.1300 2021-12-03 09:22:48,347 - mmaction - INFO - Epoch [51][1300/1345] lr: 1.135e-02, eta: 3:02:25, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.5813, top5_acc: 0.8289, loss_cls: 1.5813, loss: 1.5813, grad_norm: 3.9530 2021-12-03 09:23:00,510 - mmaction - INFO - Epoch [51][1320/1345] lr: 1.135e-02, eta: 3:02:13, time: 0.608, data_time: 0.001, memory: 5354, top1_acc: 0.5633, top5_acc: 0.7883, loss_cls: 1.7440, loss: 1.7440, grad_norm: 4.0049 2021-12-03 09:23:12,699 - mmaction - INFO - Epoch [51][1340/1345] lr: 1.135e-02, eta: 3:02:00, time: 0.609, data_time: 0.000, memory: 5354, top1_acc: 0.5820, top5_acc: 0.8328, loss_cls: 1.6133, loss: 1.6133, grad_norm: 3.9385 2021-12-03 09:24:07,478 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-12-03 09:24:07,874 - mmaction - INFO - top1_acc 0.4085 top5_acc 0.7265 2021-12-03 09:24:07,874 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-12-03 09:24:07,896 - mmaction - INFO - mean_acc 0.3779 2021-12-03 09:24:07,899 - mmaction - INFO - Saving checkpoint at 51 epochs 2021-12-03 09:24:09,052 - mmaction - INFO - Epoch(val) [51][181] top1_acc: 0.4085, top5_acc: 0.7265, mean_class_accuracy: 0.3779 2021-12-03 09:24:49,905 - mmaction - INFO - Epoch [52][20/1345] lr: 9.840e-03, eta: 3:01:51, time: 2.042, data_time: 1.427, memory: 5354, top1_acc: 0.5969, top5_acc: 0.8328, loss_cls: 1.5399, loss: 1.5399, grad_norm: 4.0720 2021-12-03 09:25:01,936 - mmaction - INFO - Epoch [52][40/1345] lr: 9.840e-03, eta: 3:01:39, time: 0.602, data_time: 0.002, memory: 5354, top1_acc: 0.5813, top5_acc: 0.8320, loss_cls: 1.5878, loss: 1.5878, grad_norm: 4.0972 2021-12-03 09:25:13,960 - mmaction - INFO - Epoch [52][60/1345] lr: 9.840e-03, eta: 3:01:26, time: 0.601, data_time: 0.001, memory: 5354, top1_acc: 0.5984, top5_acc: 0.8398, loss_cls: 1.5828, loss: 1.5828, grad_norm: 4.0069 2021-12-03 09:25:26,016 - mmaction - INFO - Epoch [52][80/1345] lr: 9.840e-03, eta: 3:01:13, time: 0.603, data_time: 0.001, memory: 5354, top1_acc: 0.6086, top5_acc: 0.8430, loss_cls: 1.4989, loss: 1.4989, grad_norm: 3.9416 2021-12-03 09:25:38,069 - mmaction - INFO - Epoch [52][100/1345] lr: 9.840e-03, eta: 3:01:01, time: 0.603, data_time: 0.001, memory: 5354, top1_acc: 0.6047, top5_acc: 0.8297, loss_cls: 1.5922, loss: 1.5922, grad_norm: 3.9396 2021-12-03 09:25:50,139 - mmaction - INFO - Epoch [52][120/1345] lr: 9.840e-03, eta: 3:00:48, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.6148, top5_acc: 0.8414, loss_cls: 1.4770, loss: 1.4770, grad_norm: 3.9267 2021-12-03 09:26:02,189 - mmaction - INFO - Epoch [52][140/1345] lr: 9.840e-03, eta: 3:00:35, time: 0.603, data_time: 0.001, memory: 5354, top1_acc: 0.6000, top5_acc: 0.8359, loss_cls: 1.5225, loss: 1.5225, grad_norm: 4.0257 2021-12-03 09:26:14,262 - mmaction - INFO - Epoch [52][160/1345] lr: 9.840e-03, eta: 3:00:23, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.5727, top5_acc: 0.8352, loss_cls: 1.5934, loss: 1.5934, grad_norm: 4.1459 2021-12-03 09:26:26,358 - mmaction - INFO - Epoch [52][180/1345] lr: 9.840e-03, eta: 3:00:10, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.6023, top5_acc: 0.8352, loss_cls: 1.5672, loss: 1.5672, grad_norm: 4.0192 2021-12-03 09:26:38,423 - mmaction - INFO - Epoch [52][200/1345] lr: 9.840e-03, eta: 2:59:58, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.5969, top5_acc: 0.8375, loss_cls: 1.5520, loss: 1.5520, grad_norm: 3.9722 2021-12-03 09:26:50,520 - mmaction - INFO - Epoch [52][220/1345] lr: 9.840e-03, eta: 2:59:45, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.5914, top5_acc: 0.8313, loss_cls: 1.6132, loss: 1.6132, grad_norm: 4.0280 2021-12-03 09:27:02,648 - mmaction - INFO - Epoch [52][240/1345] lr: 9.840e-03, eta: 2:59:33, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.5883, top5_acc: 0.8266, loss_cls: 1.6143, loss: 1.6143, grad_norm: 4.0132 2021-12-03 09:27:14,747 - mmaction - INFO - Epoch [52][260/1345] lr: 9.840e-03, eta: 2:59:20, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.6016, top5_acc: 0.8313, loss_cls: 1.6000, loss: 1.6000, grad_norm: 4.1192 2021-12-03 09:27:26,906 - mmaction - INFO - Epoch [52][280/1345] lr: 9.840e-03, eta: 2:59:07, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.5805, top5_acc: 0.8484, loss_cls: 1.5648, loss: 1.5648, grad_norm: 4.0182 2021-12-03 09:27:39,034 - mmaction - INFO - Epoch [52][300/1345] lr: 9.840e-03, eta: 2:58:55, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.5922, top5_acc: 0.8430, loss_cls: 1.5461, loss: 1.5461, grad_norm: 4.1147 2021-12-03 09:27:51,233 - mmaction - INFO - Epoch [52][320/1345] lr: 9.840e-03, eta: 2:58:42, time: 0.610, data_time: 0.000, memory: 5354, top1_acc: 0.5945, top5_acc: 0.8422, loss_cls: 1.5358, loss: 1.5358, grad_norm: 4.0820 2021-12-03 09:28:03,376 - mmaction - INFO - Epoch [52][340/1345] lr: 9.840e-03, eta: 2:58:30, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.5984, top5_acc: 0.8352, loss_cls: 1.5577, loss: 1.5577, grad_norm: 3.9633 2021-12-03 09:28:15,547 - mmaction - INFO - Epoch [52][360/1345] lr: 9.840e-03, eta: 2:58:17, time: 0.609, data_time: 0.000, memory: 5354, top1_acc: 0.5984, top5_acc: 0.8211, loss_cls: 1.6138, loss: 1.6138, grad_norm: 4.1431 2021-12-03 09:28:27,794 - mmaction - INFO - Epoch [52][380/1345] lr: 9.840e-03, eta: 2:58:04, time: 0.612, data_time: 0.000, memory: 5354, top1_acc: 0.5953, top5_acc: 0.8250, loss_cls: 1.6007, loss: 1.6007, grad_norm: 4.0213 2021-12-03 09:28:39,916 - mmaction - INFO - Epoch [52][400/1345] lr: 9.840e-03, eta: 2:57:52, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.6156, top5_acc: 0.8336, loss_cls: 1.5086, loss: 1.5086, grad_norm: 3.8836 2021-12-03 09:28:52,021 - mmaction - INFO - Epoch [52][420/1345] lr: 9.840e-03, eta: 2:57:39, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.6062, top5_acc: 0.8375, loss_cls: 1.5824, loss: 1.5824, grad_norm: 4.2349 2021-12-03 09:29:04,223 - mmaction - INFO - Epoch [52][440/1345] lr: 9.840e-03, eta: 2:57:27, time: 0.610, data_time: 0.000, memory: 5354, top1_acc: 0.5734, top5_acc: 0.8187, loss_cls: 1.6807, loss: 1.6807, grad_norm: 4.0721 2021-12-03 09:29:16,354 - mmaction - INFO - Epoch [52][460/1345] lr: 9.840e-03, eta: 2:57:14, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.6062, top5_acc: 0.8359, loss_cls: 1.5167, loss: 1.5167, grad_norm: 4.0750 2021-12-03 09:29:28,468 - mmaction - INFO - Epoch [52][480/1345] lr: 9.840e-03, eta: 2:57:02, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.6008, top5_acc: 0.8391, loss_cls: 1.5457, loss: 1.5457, grad_norm: 4.0952 2021-12-03 09:29:40,602 - mmaction - INFO - Epoch [52][500/1345] lr: 9.840e-03, eta: 2:56:49, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.5898, top5_acc: 0.8227, loss_cls: 1.6051, loss: 1.6051, grad_norm: 4.1725 2021-12-03 09:29:52,732 - mmaction - INFO - Epoch [52][520/1345] lr: 9.840e-03, eta: 2:56:36, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.5906, top5_acc: 0.8211, loss_cls: 1.6087, loss: 1.6087, grad_norm: 4.1435 2021-12-03 09:30:04,864 - mmaction - INFO - Epoch [52][540/1345] lr: 9.840e-03, eta: 2:56:24, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.6141, top5_acc: 0.8391, loss_cls: 1.5596, loss: 1.5596, grad_norm: 4.0844 2021-12-03 09:30:16,981 - mmaction - INFO - Epoch [52][560/1345] lr: 9.840e-03, eta: 2:56:11, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.5906, top5_acc: 0.8258, loss_cls: 1.5870, loss: 1.5870, grad_norm: 4.0647 2021-12-03 09:30:29,174 - mmaction - INFO - Epoch [52][580/1345] lr: 9.840e-03, eta: 2:55:59, time: 0.610, data_time: 0.000, memory: 5354, top1_acc: 0.5891, top5_acc: 0.8289, loss_cls: 1.5958, loss: 1.5958, grad_norm: 4.1619 2021-12-03 09:30:41,330 - mmaction - INFO - Epoch [52][600/1345] lr: 9.840e-03, eta: 2:55:46, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.5797, top5_acc: 0.8195, loss_cls: 1.6232, loss: 1.6232, grad_norm: 4.1733 2021-12-03 09:30:53,465 - mmaction - INFO - Epoch [52][620/1345] lr: 9.840e-03, eta: 2:55:34, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.5719, top5_acc: 0.8031, loss_cls: 1.6598, loss: 1.6598, grad_norm: 4.1393 2021-12-03 09:31:05,631 - mmaction - INFO - Epoch [52][640/1345] lr: 9.840e-03, eta: 2:55:21, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.5953, top5_acc: 0.8227, loss_cls: 1.5959, loss: 1.5959, grad_norm: 4.2679 2021-12-03 09:31:17,764 - mmaction - INFO - Epoch [52][660/1345] lr: 9.840e-03, eta: 2:55:08, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.5750, top5_acc: 0.8313, loss_cls: 1.5709, loss: 1.5709, grad_norm: 4.0335 2021-12-03 09:31:29,898 - mmaction - INFO - Epoch [52][680/1345] lr: 9.840e-03, eta: 2:54:56, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.5820, top5_acc: 0.8289, loss_cls: 1.6041, loss: 1.6041, grad_norm: 4.2462 2021-12-03 09:31:42,024 - mmaction - INFO - Epoch [52][700/1345] lr: 9.840e-03, eta: 2:54:43, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.5898, top5_acc: 0.8297, loss_cls: 1.5576, loss: 1.5576, grad_norm: 4.1175 2021-12-03 09:31:54,165 - mmaction - INFO - Epoch [52][720/1345] lr: 9.840e-03, eta: 2:54:31, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.6188, top5_acc: 0.8555, loss_cls: 1.4896, loss: 1.4896, grad_norm: 4.1062 2021-12-03 09:32:06,311 - mmaction - INFO - Epoch [52][740/1345] lr: 9.840e-03, eta: 2:54:18, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.5961, top5_acc: 0.8359, loss_cls: 1.5374, loss: 1.5374, grad_norm: 4.1039 2021-12-03 09:32:18,459 - mmaction - INFO - Epoch [52][760/1345] lr: 9.840e-03, eta: 2:54:05, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.5945, top5_acc: 0.8258, loss_cls: 1.5818, loss: 1.5818, grad_norm: 4.1919 2021-12-03 09:32:30,660 - mmaction - INFO - Epoch [52][780/1345] lr: 9.840e-03, eta: 2:53:53, time: 0.610, data_time: 0.000, memory: 5354, top1_acc: 0.5875, top5_acc: 0.8281, loss_cls: 1.5884, loss: 1.5884, grad_norm: 4.1566 2021-12-03 09:32:42,762 - mmaction - INFO - Epoch [52][800/1345] lr: 9.840e-03, eta: 2:53:40, time: 0.605, data_time: 0.001, memory: 5354, top1_acc: 0.5891, top5_acc: 0.8320, loss_cls: 1.5823, loss: 1.5823, grad_norm: 4.1511 2021-12-03 09:32:54,918 - mmaction - INFO - Epoch [52][820/1345] lr: 9.840e-03, eta: 2:53:28, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.5617, top5_acc: 0.8187, loss_cls: 1.6532, loss: 1.6532, grad_norm: 4.2433 2021-12-03 09:33:07,057 - mmaction - INFO - Epoch [52][840/1345] lr: 9.840e-03, eta: 2:53:15, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.6000, top5_acc: 0.8313, loss_cls: 1.5519, loss: 1.5519, grad_norm: 4.0832 2021-12-03 09:33:19,149 - mmaction - INFO - Epoch [52][860/1345] lr: 9.840e-03, eta: 2:53:03, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.5961, top5_acc: 0.8313, loss_cls: 1.5508, loss: 1.5508, grad_norm: 4.0993 2021-12-03 09:33:31,275 - mmaction - INFO - Epoch [52][880/1345] lr: 9.840e-03, eta: 2:52:50, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.5891, top5_acc: 0.8383, loss_cls: 1.5743, loss: 1.5743, grad_norm: 4.0946 2021-12-03 09:33:43,392 - mmaction - INFO - Epoch [52][900/1345] lr: 9.840e-03, eta: 2:52:37, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.5742, top5_acc: 0.8156, loss_cls: 1.6496, loss: 1.6496, grad_norm: 4.2052 2021-12-03 09:33:55,515 - mmaction - INFO - Epoch [52][920/1345] lr: 9.840e-03, eta: 2:52:25, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.5766, top5_acc: 0.8258, loss_cls: 1.5981, loss: 1.5981, grad_norm: 4.1770 2021-12-03 09:34:07,655 - mmaction - INFO - Epoch [52][940/1345] lr: 9.840e-03, eta: 2:52:12, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.5930, top5_acc: 0.8414, loss_cls: 1.5703, loss: 1.5703, grad_norm: 4.0845 2021-12-03 09:34:19,801 - mmaction - INFO - Epoch [52][960/1345] lr: 9.840e-03, eta: 2:52:00, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.5781, top5_acc: 0.8430, loss_cls: 1.5532, loss: 1.5532, grad_norm: 4.1664 2021-12-03 09:34:31,908 - mmaction - INFO - Epoch [52][980/1345] lr: 9.840e-03, eta: 2:51:47, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.5930, top5_acc: 0.8164, loss_cls: 1.6314, loss: 1.6314, grad_norm: 4.1943 2021-12-03 09:34:44,044 - mmaction - INFO - Epoch [52][1000/1345] lr: 9.840e-03, eta: 2:51:35, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.5828, top5_acc: 0.8234, loss_cls: 1.6035, loss: 1.6035, grad_norm: 4.1928 2021-12-03 09:34:56,158 - mmaction - INFO - Epoch [52][1020/1345] lr: 9.840e-03, eta: 2:51:22, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.6031, top5_acc: 0.8250, loss_cls: 1.5784, loss: 1.5784, grad_norm: 4.0878 2021-12-03 09:35:08,272 - mmaction - INFO - Epoch [52][1040/1345] lr: 9.840e-03, eta: 2:51:09, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.5773, top5_acc: 0.8258, loss_cls: 1.6240, loss: 1.6240, grad_norm: 4.2157 2021-12-03 09:35:20,430 - mmaction - INFO - Epoch [52][1060/1345] lr: 9.840e-03, eta: 2:50:57, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.5906, top5_acc: 0.8227, loss_cls: 1.5943, loss: 1.5943, grad_norm: 4.0862 2021-12-03 09:35:32,578 - mmaction - INFO - Epoch [52][1080/1345] lr: 9.840e-03, eta: 2:50:44, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.5820, top5_acc: 0.8328, loss_cls: 1.5983, loss: 1.5983, grad_norm: 4.1957 2021-12-03 09:35:44,703 - mmaction - INFO - Epoch [52][1100/1345] lr: 9.840e-03, eta: 2:50:32, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.5953, top5_acc: 0.8359, loss_cls: 1.5324, loss: 1.5324, grad_norm: 4.1471 2021-12-03 09:35:56,827 - mmaction - INFO - Epoch [52][1120/1345] lr: 9.840e-03, eta: 2:50:19, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.5711, top5_acc: 0.8109, loss_cls: 1.6355, loss: 1.6355, grad_norm: 4.2165 2021-12-03 09:36:09,007 - mmaction - INFO - Epoch [52][1140/1345] lr: 9.840e-03, eta: 2:50:07, time: 0.609, data_time: 0.000, memory: 5354, top1_acc: 0.6164, top5_acc: 0.8547, loss_cls: 1.4709, loss: 1.4709, grad_norm: 3.9998 2021-12-03 09:36:21,097 - mmaction - INFO - Epoch [52][1160/1345] lr: 9.840e-03, eta: 2:49:54, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.5930, top5_acc: 0.8258, loss_cls: 1.6134, loss: 1.6134, grad_norm: 4.1932 2021-12-03 09:36:33,208 - mmaction - INFO - Epoch [52][1180/1345] lr: 9.840e-03, eta: 2:49:41, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.6039, top5_acc: 0.8289, loss_cls: 1.5928, loss: 1.5928, grad_norm: 4.0994 2021-12-03 09:36:45,321 - mmaction - INFO - Epoch [52][1200/1345] lr: 9.840e-03, eta: 2:49:29, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.5789, top5_acc: 0.8242, loss_cls: 1.6397, loss: 1.6397, grad_norm: 4.2164 2021-12-03 09:36:57,418 - mmaction - INFO - Epoch [52][1220/1345] lr: 9.840e-03, eta: 2:49:16, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.6008, top5_acc: 0.8383, loss_cls: 1.5653, loss: 1.5653, grad_norm: 4.1215 2021-12-03 09:37:09,531 - mmaction - INFO - Epoch [52][1240/1345] lr: 9.840e-03, eta: 2:49:04, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.5945, top5_acc: 0.8273, loss_cls: 1.6228, loss: 1.6228, grad_norm: 4.2099 2021-12-03 09:37:21,660 - mmaction - INFO - Epoch [52][1260/1345] lr: 9.840e-03, eta: 2:48:51, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.6000, top5_acc: 0.8273, loss_cls: 1.5888, loss: 1.5888, grad_norm: 4.1615 2021-12-03 09:37:33,792 - mmaction - INFO - Epoch [52][1280/1345] lr: 9.840e-03, eta: 2:48:39, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.5750, top5_acc: 0.8258, loss_cls: 1.6173, loss: 1.6173, grad_norm: 4.1705 2021-12-03 09:37:45,930 - mmaction - INFO - Epoch [52][1300/1345] lr: 9.840e-03, eta: 2:48:26, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.5805, top5_acc: 0.8320, loss_cls: 1.5729, loss: 1.5729, grad_norm: 4.2159 2021-12-03 09:37:58,029 - mmaction - INFO - Epoch [52][1320/1345] lr: 9.840e-03, eta: 2:48:13, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.5820, top5_acc: 0.8211, loss_cls: 1.6630, loss: 1.6630, grad_norm: 4.3110 2021-12-03 09:38:10,201 - mmaction - INFO - Epoch [52][1340/1345] lr: 9.840e-03, eta: 2:48:01, time: 0.609, data_time: 0.000, memory: 5354, top1_acc: 0.6039, top5_acc: 0.8430, loss_cls: 1.4928, loss: 1.4928, grad_norm: 4.0153 2021-12-03 09:39:04,734 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-12-03 09:39:04,892 - mmaction - INFO - top1_acc 0.4170 top5_acc 0.7293 2021-12-03 09:39:04,892 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-12-03 09:39:04,901 - mmaction - INFO - mean_acc 0.3871 2021-12-03 09:39:06,521 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_52.pth. 2021-12-03 09:39:06,522 - mmaction - INFO - Best top1_acc is 0.4170 at 52 epoch. 2021-12-03 09:39:06,539 - mmaction - INFO - Saving checkpoint at 52 epochs 2021-12-03 09:39:07,854 - mmaction - INFO - Epoch(val) [52][181] top1_acc: 0.4170, top5_acc: 0.7293, mean_class_accuracy: 0.3871 2021-12-03 09:39:47,150 - mmaction - INFO - Epoch [53][20/1345] lr: 8.427e-03, eta: 2:47:51, time: 1.964, data_time: 1.365, memory: 5354, top1_acc: 0.5977, top5_acc: 0.8391, loss_cls: 1.5307, loss: 1.5307, grad_norm: 3.9994 2021-12-03 09:39:59,165 - mmaction - INFO - Epoch [53][40/1345] lr: 8.427e-03, eta: 2:47:38, time: 0.600, data_time: 0.001, memory: 5354, top1_acc: 0.6078, top5_acc: 0.8242, loss_cls: 1.5418, loss: 1.5418, grad_norm: 4.0846 2021-12-03 09:40:11,191 - mmaction - INFO - Epoch [53][60/1345] lr: 8.427e-03, eta: 2:47:25, time: 0.602, data_time: 0.001, memory: 5354, top1_acc: 0.5813, top5_acc: 0.8328, loss_cls: 1.5734, loss: 1.5734, grad_norm: 4.0374 2021-12-03 09:40:23,251 - mmaction - INFO - Epoch [53][80/1345] lr: 8.427e-03, eta: 2:47:13, time: 0.603, data_time: 0.001, memory: 5354, top1_acc: 0.6023, top5_acc: 0.8320, loss_cls: 1.5586, loss: 1.5586, grad_norm: 4.1708 2021-12-03 09:40:35,308 - mmaction - INFO - Epoch [53][100/1345] lr: 8.427e-03, eta: 2:47:00, time: 0.603, data_time: 0.001, memory: 5354, top1_acc: 0.5758, top5_acc: 0.8297, loss_cls: 1.5795, loss: 1.5795, grad_norm: 4.2508 2021-12-03 09:40:47,387 - mmaction - INFO - Epoch [53][120/1345] lr: 8.427e-03, eta: 2:46:48, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.6195, top5_acc: 0.8453, loss_cls: 1.4736, loss: 1.4736, grad_norm: 4.0723 2021-12-03 09:40:59,455 - mmaction - INFO - Epoch [53][140/1345] lr: 8.427e-03, eta: 2:46:35, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.5813, top5_acc: 0.8313, loss_cls: 1.5958, loss: 1.5958, grad_norm: 4.2221 2021-12-03 09:41:11,531 - mmaction - INFO - Epoch [53][160/1345] lr: 8.427e-03, eta: 2:46:22, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.6055, top5_acc: 0.8383, loss_cls: 1.5347, loss: 1.5347, grad_norm: 4.2589 2021-12-03 09:41:23,607 - mmaction - INFO - Epoch [53][180/1345] lr: 8.427e-03, eta: 2:46:10, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.5867, top5_acc: 0.8211, loss_cls: 1.5802, loss: 1.5802, grad_norm: 4.3225 2021-12-03 09:41:35,684 - mmaction - INFO - Epoch [53][200/1345] lr: 8.427e-03, eta: 2:45:57, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.5734, top5_acc: 0.8297, loss_cls: 1.6098, loss: 1.6098, grad_norm: 4.3098 2021-12-03 09:41:47,764 - mmaction - INFO - Epoch [53][220/1345] lr: 8.427e-03, eta: 2:45:45, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.5969, top5_acc: 0.8320, loss_cls: 1.5567, loss: 1.5567, grad_norm: 4.1971 2021-12-03 09:41:59,873 - mmaction - INFO - Epoch [53][240/1345] lr: 8.427e-03, eta: 2:45:32, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.6016, top5_acc: 0.8281, loss_cls: 1.5555, loss: 1.5555, grad_norm: 4.3627 2021-12-03 09:42:11,977 - mmaction - INFO - Epoch [53][260/1345] lr: 8.427e-03, eta: 2:45:20, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.5977, top5_acc: 0.8297, loss_cls: 1.5514, loss: 1.5514, grad_norm: 4.0704 2021-12-03 09:42:24,103 - mmaction - INFO - Epoch [53][280/1345] lr: 8.427e-03, eta: 2:45:07, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.5984, top5_acc: 0.8383, loss_cls: 1.5340, loss: 1.5340, grad_norm: 4.1097 2021-12-03 09:42:36,198 - mmaction - INFO - Epoch [53][300/1345] lr: 8.427e-03, eta: 2:44:54, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.5898, top5_acc: 0.8391, loss_cls: 1.5788, loss: 1.5788, grad_norm: 4.3237 2021-12-03 09:42:48,309 - mmaction - INFO - Epoch [53][320/1345] lr: 8.427e-03, eta: 2:44:42, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.6242, top5_acc: 0.8492, loss_cls: 1.4815, loss: 1.4815, grad_norm: 4.2613 2021-12-03 09:43:00,417 - mmaction - INFO - Epoch [53][340/1345] lr: 8.427e-03, eta: 2:44:29, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.6117, top5_acc: 0.8367, loss_cls: 1.5183, loss: 1.5183, grad_norm: 4.1988 2021-12-03 09:43:12,537 - mmaction - INFO - Epoch [53][360/1345] lr: 8.427e-03, eta: 2:44:17, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.6016, top5_acc: 0.8523, loss_cls: 1.5444, loss: 1.5444, grad_norm: 4.2652 2021-12-03 09:43:24,643 - mmaction - INFO - Epoch [53][380/1345] lr: 8.427e-03, eta: 2:44:04, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.5922, top5_acc: 0.8320, loss_cls: 1.5307, loss: 1.5307, grad_norm: 4.3391 2021-12-03 09:43:36,753 - mmaction - INFO - Epoch [53][400/1345] lr: 8.427e-03, eta: 2:43:51, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.5867, top5_acc: 0.8234, loss_cls: 1.6073, loss: 1.6073, grad_norm: 4.3013 2021-12-03 09:43:48,838 - mmaction - INFO - Epoch [53][420/1345] lr: 8.427e-03, eta: 2:43:39, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.6164, top5_acc: 0.8305, loss_cls: 1.5217, loss: 1.5217, grad_norm: 4.2653 2021-12-03 09:44:00,928 - mmaction - INFO - Epoch [53][440/1345] lr: 8.427e-03, eta: 2:43:26, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.5914, top5_acc: 0.8398, loss_cls: 1.5472, loss: 1.5472, grad_norm: 4.2060 2021-12-03 09:44:13,033 - mmaction - INFO - Epoch [53][460/1345] lr: 8.427e-03, eta: 2:43:14, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.6156, top5_acc: 0.8375, loss_cls: 1.5003, loss: 1.5003, grad_norm: 4.1672 2021-12-03 09:44:25,114 - mmaction - INFO - Epoch [53][480/1345] lr: 8.427e-03, eta: 2:43:01, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.6031, top5_acc: 0.8453, loss_cls: 1.5118, loss: 1.5118, grad_norm: 4.1275 2021-12-03 09:44:37,215 - mmaction - INFO - Epoch [53][500/1345] lr: 8.427e-03, eta: 2:42:49, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.5797, top5_acc: 0.8344, loss_cls: 1.5473, loss: 1.5473, grad_norm: 4.2768 2021-12-03 09:44:49,315 - mmaction - INFO - Epoch [53][520/1345] lr: 8.427e-03, eta: 2:42:36, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.6016, top5_acc: 0.8438, loss_cls: 1.5269, loss: 1.5269, grad_norm: 4.2021 2021-12-03 09:45:01,400 - mmaction - INFO - Epoch [53][540/1345] lr: 8.427e-03, eta: 2:42:23, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.5727, top5_acc: 0.8203, loss_cls: 1.6601, loss: 1.6601, grad_norm: 4.4141 2021-12-03 09:45:13,467 - mmaction - INFO - Epoch [53][560/1345] lr: 8.427e-03, eta: 2:42:11, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.5906, top5_acc: 0.8273, loss_cls: 1.5542, loss: 1.5542, grad_norm: 4.2221 2021-12-03 09:45:25,555 - mmaction - INFO - Epoch [53][580/1345] lr: 8.427e-03, eta: 2:41:58, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.5977, top5_acc: 0.8258, loss_cls: 1.5824, loss: 1.5824, grad_norm: 4.0734 2021-12-03 09:45:37,623 - mmaction - INFO - Epoch [53][600/1345] lr: 8.427e-03, eta: 2:41:46, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.6109, top5_acc: 0.8453, loss_cls: 1.4763, loss: 1.4763, grad_norm: 4.1529 2021-12-03 09:45:49,696 - mmaction - INFO - Epoch [53][620/1345] lr: 8.427e-03, eta: 2:41:33, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.5602, top5_acc: 0.8227, loss_cls: 1.6610, loss: 1.6610, grad_norm: 4.4032 2021-12-03 09:46:01,756 - mmaction - INFO - Epoch [53][640/1345] lr: 8.427e-03, eta: 2:41:20, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.5922, top5_acc: 0.8398, loss_cls: 1.5697, loss: 1.5697, grad_norm: 4.3152 2021-12-03 09:46:13,848 - mmaction - INFO - Epoch [53][660/1345] lr: 8.427e-03, eta: 2:41:08, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.6023, top5_acc: 0.8273, loss_cls: 1.5437, loss: 1.5437, grad_norm: 4.1669 2021-12-03 09:46:25,933 - mmaction - INFO - Epoch [53][680/1345] lr: 8.427e-03, eta: 2:40:55, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.5852, top5_acc: 0.8234, loss_cls: 1.5970, loss: 1.5970, grad_norm: 4.3594 2021-12-03 09:46:38,039 - mmaction - INFO - Epoch [53][700/1345] lr: 8.427e-03, eta: 2:40:43, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.6062, top5_acc: 0.8375, loss_cls: 1.5234, loss: 1.5234, grad_norm: 4.0688 2021-12-03 09:46:50,120 - mmaction - INFO - Epoch [53][720/1345] lr: 8.427e-03, eta: 2:40:30, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.6023, top5_acc: 0.8359, loss_cls: 1.5364, loss: 1.5364, grad_norm: 4.1905 2021-12-03 09:47:02,223 - mmaction - INFO - Epoch [53][740/1345] lr: 8.427e-03, eta: 2:40:18, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.5922, top5_acc: 0.8391, loss_cls: 1.5350, loss: 1.5350, grad_norm: 4.3325 2021-12-03 09:47:14,304 - mmaction - INFO - Epoch [53][760/1345] lr: 8.427e-03, eta: 2:40:05, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.5945, top5_acc: 0.8500, loss_cls: 1.5487, loss: 1.5487, grad_norm: 4.3980 2021-12-03 09:47:26,382 - mmaction - INFO - Epoch [53][780/1345] lr: 8.427e-03, eta: 2:39:52, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.5945, top5_acc: 0.8195, loss_cls: 1.6126, loss: 1.6126, grad_norm: 4.3164 2021-12-03 09:47:38,440 - mmaction - INFO - Epoch [53][800/1345] lr: 8.427e-03, eta: 2:39:40, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.6125, top5_acc: 0.8445, loss_cls: 1.4728, loss: 1.4728, grad_norm: 4.2428 2021-12-03 09:47:50,519 - mmaction - INFO - Epoch [53][820/1345] lr: 8.427e-03, eta: 2:39:27, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.5844, top5_acc: 0.8219, loss_cls: 1.6236, loss: 1.6236, grad_norm: 4.3363 2021-12-03 09:48:02,615 - mmaction - INFO - Epoch [53][840/1345] lr: 8.427e-03, eta: 2:39:15, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.5813, top5_acc: 0.8313, loss_cls: 1.5929, loss: 1.5929, grad_norm: 4.2186 2021-12-03 09:48:14,700 - mmaction - INFO - Epoch [53][860/1345] lr: 8.427e-03, eta: 2:39:02, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.6047, top5_acc: 0.8484, loss_cls: 1.4563, loss: 1.4563, grad_norm: 4.1292 2021-12-03 09:48:26,782 - mmaction - INFO - Epoch [53][880/1345] lr: 8.427e-03, eta: 2:38:50, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.5984, top5_acc: 0.8266, loss_cls: 1.5805, loss: 1.5805, grad_norm: 4.2847 2021-12-03 09:48:38,875 - mmaction - INFO - Epoch [53][900/1345] lr: 8.427e-03, eta: 2:38:37, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.5977, top5_acc: 0.8375, loss_cls: 1.5201, loss: 1.5201, grad_norm: 4.2251 2021-12-03 09:48:50,966 - mmaction - INFO - Epoch [53][920/1345] lr: 8.427e-03, eta: 2:38:24, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.6070, top5_acc: 0.8414, loss_cls: 1.4808, loss: 1.4808, grad_norm: 4.3085 2021-12-03 09:49:03,040 - mmaction - INFO - Epoch [53][940/1345] lr: 8.427e-03, eta: 2:38:12, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.6047, top5_acc: 0.8258, loss_cls: 1.5685, loss: 1.5685, grad_norm: 4.4572 2021-12-03 09:49:15,132 - mmaction - INFO - Epoch [53][960/1345] lr: 8.427e-03, eta: 2:37:59, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.6016, top5_acc: 0.8500, loss_cls: 1.4859, loss: 1.4859, grad_norm: 4.2054 2021-12-03 09:49:27,238 - mmaction - INFO - Epoch [53][980/1345] lr: 8.427e-03, eta: 2:37:47, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.5953, top5_acc: 0.8234, loss_cls: 1.5785, loss: 1.5785, grad_norm: 4.2093 2021-12-03 09:49:39,332 - mmaction - INFO - Epoch [53][1000/1345] lr: 8.427e-03, eta: 2:37:34, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.6203, top5_acc: 0.8594, loss_cls: 1.4534, loss: 1.4534, grad_norm: 4.1098 2021-12-03 09:49:51,423 - mmaction - INFO - Epoch [53][1020/1345] lr: 8.427e-03, eta: 2:37:22, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.6000, top5_acc: 0.8305, loss_cls: 1.5749, loss: 1.5749, grad_norm: 4.3911 2021-12-03 09:50:03,504 - mmaction - INFO - Epoch [53][1040/1345] lr: 8.427e-03, eta: 2:37:09, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.6047, top5_acc: 0.8359, loss_cls: 1.4848, loss: 1.4848, grad_norm: 3.9948 2021-12-03 09:50:15,591 - mmaction - INFO - Epoch [53][1060/1345] lr: 8.427e-03, eta: 2:36:56, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.6078, top5_acc: 0.8484, loss_cls: 1.4796, loss: 1.4796, grad_norm: 4.2419 2021-12-03 09:50:27,692 - mmaction - INFO - Epoch [53][1080/1345] lr: 8.427e-03, eta: 2:36:44, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.5906, top5_acc: 0.8484, loss_cls: 1.4867, loss: 1.4867, grad_norm: 4.3760 2021-12-03 09:50:39,795 - mmaction - INFO - Epoch [53][1100/1345] lr: 8.427e-03, eta: 2:36:31, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.5961, top5_acc: 0.8273, loss_cls: 1.5784, loss: 1.5784, grad_norm: 4.3164 2021-12-03 09:50:51,878 - mmaction - INFO - Epoch [53][1120/1345] lr: 8.427e-03, eta: 2:36:19, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.6031, top5_acc: 0.8289, loss_cls: 1.5516, loss: 1.5516, grad_norm: 4.3282 2021-12-03 09:51:03,979 - mmaction - INFO - Epoch [53][1140/1345] lr: 8.427e-03, eta: 2:36:06, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.5930, top5_acc: 0.8211, loss_cls: 1.6468, loss: 1.6468, grad_norm: 4.4324 2021-12-03 09:51:16,073 - mmaction - INFO - Epoch [53][1160/1345] lr: 8.427e-03, eta: 2:35:54, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.6133, top5_acc: 0.8375, loss_cls: 1.5286, loss: 1.5286, grad_norm: 4.1347 2021-12-03 09:51:28,151 - mmaction - INFO - Epoch [53][1180/1345] lr: 8.427e-03, eta: 2:35:41, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.6008, top5_acc: 0.8445, loss_cls: 1.4909, loss: 1.4909, grad_norm: 4.2983 2021-12-03 09:51:40,233 - mmaction - INFO - Epoch [53][1200/1345] lr: 8.427e-03, eta: 2:35:28, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.5852, top5_acc: 0.8227, loss_cls: 1.5924, loss: 1.5924, grad_norm: 4.2702 2021-12-03 09:51:52,308 - mmaction - INFO - Epoch [53][1220/1345] lr: 8.427e-03, eta: 2:35:16, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.5945, top5_acc: 0.8328, loss_cls: 1.5638, loss: 1.5638, grad_norm: 4.3091 2021-12-03 09:52:04,388 - mmaction - INFO - Epoch [53][1240/1345] lr: 8.427e-03, eta: 2:35:03, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.6094, top5_acc: 0.8203, loss_cls: 1.6080, loss: 1.6080, grad_norm: 4.2566 2021-12-03 09:52:16,472 - mmaction - INFO - Epoch [53][1260/1345] lr: 8.427e-03, eta: 2:34:51, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.5906, top5_acc: 0.8242, loss_cls: 1.6078, loss: 1.6078, grad_norm: 4.2050 2021-12-03 09:52:28,565 - mmaction - INFO - Epoch [53][1280/1345] lr: 8.427e-03, eta: 2:34:38, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.5938, top5_acc: 0.8344, loss_cls: 1.5763, loss: 1.5763, grad_norm: 4.2422 2021-12-03 09:52:40,645 - mmaction - INFO - Epoch [53][1300/1345] lr: 8.427e-03, eta: 2:34:25, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.5945, top5_acc: 0.8328, loss_cls: 1.5779, loss: 1.5779, grad_norm: 4.3079 2021-12-03 09:52:52,723 - mmaction - INFO - Epoch [53][1320/1345] lr: 8.427e-03, eta: 2:34:13, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.5906, top5_acc: 0.8195, loss_cls: 1.6265, loss: 1.6265, grad_norm: 4.3398 2021-12-03 09:53:04,777 - mmaction - INFO - Epoch [53][1340/1345] lr: 8.427e-03, eta: 2:34:00, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.6023, top5_acc: 0.8352, loss_cls: 1.5307, loss: 1.5307, grad_norm: 4.2069 2021-12-03 09:54:00,983 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-12-03 09:54:01,137 - mmaction - INFO - top1_acc 0.4206 top5_acc 0.7316 2021-12-03 09:54:01,138 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-12-03 09:54:01,147 - mmaction - INFO - mean_acc 0.3875 2021-12-03 09:54:01,846 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_53.pth. 2021-12-03 09:54:01,846 - mmaction - INFO - Best top1_acc is 0.4206 at 53 epoch. 2021-12-03 09:54:01,850 - mmaction - INFO - Saving checkpoint at 53 epochs 2021-12-03 09:54:03,275 - mmaction - INFO - Epoch(val) [53][181] top1_acc: 0.4206, top5_acc: 0.7316, mean_class_accuracy: 0.3875 2021-12-03 09:54:44,467 - mmaction - INFO - Epoch [54][20/1345] lr: 7.114e-03, eta: 2:33:50, time: 2.059, data_time: 1.447, memory: 5354, top1_acc: 0.6227, top5_acc: 0.8422, loss_cls: 1.5240, loss: 1.5240, grad_norm: 4.1463 2021-12-03 09:54:56,491 - mmaction - INFO - Epoch [54][40/1345] lr: 7.114e-03, eta: 2:33:37, time: 0.601, data_time: 0.002, memory: 5354, top1_acc: 0.6469, top5_acc: 0.8445, loss_cls: 1.4605, loss: 1.4605, grad_norm: 4.1718 2021-12-03 09:55:08,502 - mmaction - INFO - Epoch [54][60/1345] lr: 7.114e-03, eta: 2:33:25, time: 0.600, data_time: 0.001, memory: 5354, top1_acc: 0.6070, top5_acc: 0.8477, loss_cls: 1.5279, loss: 1.5279, grad_norm: 4.4083 2021-12-03 09:55:20,546 - mmaction - INFO - Epoch [54][80/1345] lr: 7.114e-03, eta: 2:33:12, time: 0.602, data_time: 0.001, memory: 5354, top1_acc: 0.6172, top5_acc: 0.8500, loss_cls: 1.4344, loss: 1.4344, grad_norm: 4.3044 2021-12-03 09:55:32,571 - mmaction - INFO - Epoch [54][100/1345] lr: 7.114e-03, eta: 2:33:00, time: 0.601, data_time: 0.000, memory: 5354, top1_acc: 0.6031, top5_acc: 0.8484, loss_cls: 1.5122, loss: 1.5122, grad_norm: 4.3320 2021-12-03 09:55:44,614 - mmaction - INFO - Epoch [54][120/1345] lr: 7.114e-03, eta: 2:32:47, time: 0.602, data_time: 0.000, memory: 5354, top1_acc: 0.6172, top5_acc: 0.8453, loss_cls: 1.4674, loss: 1.4674, grad_norm: 4.2699 2021-12-03 09:55:56,664 - mmaction - INFO - Epoch [54][140/1345] lr: 7.114e-03, eta: 2:32:34, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.6148, top5_acc: 0.8609, loss_cls: 1.4223, loss: 1.4223, grad_norm: 4.2388 2021-12-03 09:56:08,731 - mmaction - INFO - Epoch [54][160/1345] lr: 7.114e-03, eta: 2:32:22, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.6195, top5_acc: 0.8352, loss_cls: 1.4639, loss: 1.4639, grad_norm: 4.1704 2021-12-03 09:56:20,788 - mmaction - INFO - Epoch [54][180/1345] lr: 7.114e-03, eta: 2:32:09, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.5961, top5_acc: 0.8531, loss_cls: 1.5062, loss: 1.5062, grad_norm: 4.3996 2021-12-03 09:56:32,863 - mmaction - INFO - Epoch [54][200/1345] lr: 7.114e-03, eta: 2:31:57, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.6242, top5_acc: 0.8328, loss_cls: 1.4850, loss: 1.4850, grad_norm: 4.1918 2021-12-03 09:56:44,978 - mmaction - INFO - Epoch [54][220/1345] lr: 7.114e-03, eta: 2:31:44, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.6133, top5_acc: 0.8375, loss_cls: 1.5043, loss: 1.5043, grad_norm: 4.0122 2021-12-03 09:56:57,077 - mmaction - INFO - Epoch [54][240/1345] lr: 7.114e-03, eta: 2:31:32, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.6227, top5_acc: 0.8539, loss_cls: 1.4407, loss: 1.4407, grad_norm: 4.2729 2021-12-03 09:57:09,168 - mmaction - INFO - Epoch [54][260/1345] lr: 7.114e-03, eta: 2:31:19, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.6281, top5_acc: 0.8531, loss_cls: 1.4310, loss: 1.4310, grad_norm: 4.2700 2021-12-03 09:57:21,272 - mmaction - INFO - Epoch [54][280/1345] lr: 7.114e-03, eta: 2:31:06, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.6016, top5_acc: 0.8305, loss_cls: 1.5677, loss: 1.5677, grad_norm: 4.4891 2021-12-03 09:57:33,377 - mmaction - INFO - Epoch [54][300/1345] lr: 7.114e-03, eta: 2:30:54, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.6305, top5_acc: 0.8445, loss_cls: 1.4677, loss: 1.4677, grad_norm: 4.2374 2021-12-03 09:57:45,473 - mmaction - INFO - Epoch [54][320/1345] lr: 7.114e-03, eta: 2:30:41, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.6141, top5_acc: 0.8445, loss_cls: 1.4590, loss: 1.4590, grad_norm: 4.3668 2021-12-03 09:57:57,649 - mmaction - INFO - Epoch [54][340/1345] lr: 7.114e-03, eta: 2:30:29, time: 0.609, data_time: 0.000, memory: 5354, top1_acc: 0.6352, top5_acc: 0.8531, loss_cls: 1.4617, loss: 1.4617, grad_norm: 4.2653 2021-12-03 09:58:09,786 - mmaction - INFO - Epoch [54][360/1345] lr: 7.114e-03, eta: 2:30:16, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.6141, top5_acc: 0.8313, loss_cls: 1.4793, loss: 1.4793, grad_norm: 4.2693 2021-12-03 09:58:21,882 - mmaction - INFO - Epoch [54][380/1345] lr: 7.114e-03, eta: 2:30:04, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.6047, top5_acc: 0.8297, loss_cls: 1.5238, loss: 1.5238, grad_norm: 4.3060 2021-12-03 09:58:34,004 - mmaction - INFO - Epoch [54][400/1345] lr: 7.114e-03, eta: 2:29:51, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.6219, top5_acc: 0.8492, loss_cls: 1.4171, loss: 1.4171, grad_norm: 4.1565 2021-12-03 09:58:46,104 - mmaction - INFO - Epoch [54][420/1345] lr: 7.114e-03, eta: 2:29:38, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.5977, top5_acc: 0.8523, loss_cls: 1.4779, loss: 1.4779, grad_norm: 4.3202 2021-12-03 09:58:58,217 - mmaction - INFO - Epoch [54][440/1345] lr: 7.114e-03, eta: 2:29:26, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.6258, top5_acc: 0.8430, loss_cls: 1.4427, loss: 1.4427, grad_norm: 4.2804 2021-12-03 09:59:10,315 - mmaction - INFO - Epoch [54][460/1345] lr: 7.114e-03, eta: 2:29:13, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.6148, top5_acc: 0.8445, loss_cls: 1.4712, loss: 1.4712, grad_norm: 4.2816 2021-12-03 09:59:22,428 - mmaction - INFO - Epoch [54][480/1345] lr: 7.114e-03, eta: 2:29:01, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.6070, top5_acc: 0.8391, loss_cls: 1.5115, loss: 1.5115, grad_norm: 4.3175 2021-12-03 09:59:34,558 - mmaction - INFO - Epoch [54][500/1345] lr: 7.114e-03, eta: 2:28:48, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.6141, top5_acc: 0.8484, loss_cls: 1.5053, loss: 1.5053, grad_norm: 4.3904 2021-12-03 09:59:46,670 - mmaction - INFO - Epoch [54][520/1345] lr: 7.114e-03, eta: 2:28:36, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.6102, top5_acc: 0.8445, loss_cls: 1.4527, loss: 1.4527, grad_norm: 4.2043 2021-12-03 09:59:58,775 - mmaction - INFO - Epoch [54][540/1345] lr: 7.114e-03, eta: 2:28:23, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.6336, top5_acc: 0.8602, loss_cls: 1.3857, loss: 1.3857, grad_norm: 4.1449 2021-12-03 10:00:12,883 - mmaction - INFO - Epoch [54][560/1345] lr: 7.114e-03, eta: 2:28:11, time: 0.699, data_time: 0.002, memory: 5354, top1_acc: 0.6141, top5_acc: 0.8523, loss_cls: 1.4270, loss: 1.4270, grad_norm: 4.2068 2021-12-03 10:00:25,004 - mmaction - INFO - Epoch [54][580/1345] lr: 7.114e-03, eta: 2:27:58, time: 0.613, data_time: 0.010, memory: 5354, top1_acc: 0.6180, top5_acc: 0.8430, loss_cls: 1.4948, loss: 1.4948, grad_norm: 4.4441 2021-12-03 10:00:37,095 - mmaction - INFO - Epoch [54][600/1345] lr: 7.114e-03, eta: 2:27:46, time: 0.605, data_time: 0.001, memory: 5354, top1_acc: 0.6133, top5_acc: 0.8375, loss_cls: 1.5160, loss: 1.5160, grad_norm: 4.2870 2021-12-03 10:00:49,187 - mmaction - INFO - Epoch [54][620/1345] lr: 7.114e-03, eta: 2:27:33, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.6133, top5_acc: 0.8289, loss_cls: 1.5282, loss: 1.5282, grad_norm: 4.3685 2021-12-03 10:01:01,299 - mmaction - INFO - Epoch [54][640/1345] lr: 7.114e-03, eta: 2:27:21, time: 0.606, data_time: 0.001, memory: 5354, top1_acc: 0.6164, top5_acc: 0.8375, loss_cls: 1.5041, loss: 1.5041, grad_norm: 4.2569 2021-12-03 10:01:13,404 - mmaction - INFO - Epoch [54][660/1345] lr: 7.114e-03, eta: 2:27:08, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.6016, top5_acc: 0.8445, loss_cls: 1.5347, loss: 1.5347, grad_norm: 4.4582 2021-12-03 10:01:25,522 - mmaction - INFO - Epoch [54][680/1345] lr: 7.114e-03, eta: 2:26:55, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.6227, top5_acc: 0.8500, loss_cls: 1.4489, loss: 1.4489, grad_norm: 4.3504 2021-12-03 10:01:37,636 - mmaction - INFO - Epoch [54][700/1345] lr: 7.114e-03, eta: 2:26:43, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.6031, top5_acc: 0.8406, loss_cls: 1.4922, loss: 1.4922, grad_norm: 4.3983 2021-12-03 10:01:49,751 - mmaction - INFO - Epoch [54][720/1345] lr: 7.114e-03, eta: 2:26:30, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.6242, top5_acc: 0.8477, loss_cls: 1.4638, loss: 1.4638, grad_norm: 4.3840 2021-12-03 10:02:01,875 - mmaction - INFO - Epoch [54][740/1345] lr: 7.114e-03, eta: 2:26:18, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.6078, top5_acc: 0.8453, loss_cls: 1.5073, loss: 1.5073, grad_norm: 4.4198 2021-12-03 10:02:13,993 - mmaction - INFO - Epoch [54][760/1345] lr: 7.114e-03, eta: 2:26:05, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.6031, top5_acc: 0.8367, loss_cls: 1.5155, loss: 1.5155, grad_norm: 4.4551 2021-12-03 10:02:26,123 - mmaction - INFO - Epoch [54][780/1345] lr: 7.114e-03, eta: 2:25:53, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.6000, top5_acc: 0.8531, loss_cls: 1.4544, loss: 1.4544, grad_norm: 4.3713 2021-12-03 10:02:38,260 - mmaction - INFO - Epoch [54][800/1345] lr: 7.114e-03, eta: 2:25:40, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.6250, top5_acc: 0.8500, loss_cls: 1.4804, loss: 1.4804, grad_norm: 4.2888 2021-12-03 10:02:50,400 - mmaction - INFO - Epoch [54][820/1345] lr: 7.114e-03, eta: 2:25:28, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.6297, top5_acc: 0.8344, loss_cls: 1.4988, loss: 1.4988, grad_norm: 4.3660 2021-12-03 10:03:02,496 - mmaction - INFO - Epoch [54][840/1345] lr: 7.114e-03, eta: 2:25:15, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.6164, top5_acc: 0.8414, loss_cls: 1.4978, loss: 1.4978, grad_norm: 4.2662 2021-12-03 10:03:14,666 - mmaction - INFO - Epoch [54][860/1345] lr: 7.114e-03, eta: 2:25:02, time: 0.609, data_time: 0.000, memory: 5354, top1_acc: 0.6211, top5_acc: 0.8508, loss_cls: 1.4862, loss: 1.4862, grad_norm: 4.4063 2021-12-03 10:03:26,781 - mmaction - INFO - Epoch [54][880/1345] lr: 7.114e-03, eta: 2:24:50, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.6219, top5_acc: 0.8516, loss_cls: 1.4405, loss: 1.4405, grad_norm: 4.2851 2021-12-03 10:03:38,856 - mmaction - INFO - Epoch [54][900/1345] lr: 7.114e-03, eta: 2:24:37, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.6109, top5_acc: 0.8359, loss_cls: 1.5063, loss: 1.5063, grad_norm: 4.4421 2021-12-03 10:03:50,972 - mmaction - INFO - Epoch [54][920/1345] lr: 7.114e-03, eta: 2:24:25, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.5938, top5_acc: 0.8383, loss_cls: 1.5132, loss: 1.5132, grad_norm: 4.4679 2021-12-03 10:04:03,082 - mmaction - INFO - Epoch [54][940/1345] lr: 7.114e-03, eta: 2:24:12, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.6383, top5_acc: 0.8516, loss_cls: 1.4304, loss: 1.4304, grad_norm: 4.4702 2021-12-03 10:04:15,173 - mmaction - INFO - Epoch [54][960/1345] lr: 7.114e-03, eta: 2:24:00, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.6094, top5_acc: 0.8320, loss_cls: 1.5240, loss: 1.5240, grad_norm: 4.3924 2021-12-03 10:04:27,287 - mmaction - INFO - Epoch [54][980/1345] lr: 7.114e-03, eta: 2:23:47, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.6148, top5_acc: 0.8500, loss_cls: 1.4520, loss: 1.4520, grad_norm: 4.3112 2021-12-03 10:04:39,387 - mmaction - INFO - Epoch [54][1000/1345] lr: 7.114e-03, eta: 2:23:34, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.6031, top5_acc: 0.8336, loss_cls: 1.5463, loss: 1.5463, grad_norm: 4.3414 2021-12-03 10:04:51,510 - mmaction - INFO - Epoch [54][1020/1345] lr: 7.114e-03, eta: 2:23:22, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.6125, top5_acc: 0.8445, loss_cls: 1.4926, loss: 1.4926, grad_norm: 4.3538 2021-12-03 10:05:03,616 - mmaction - INFO - Epoch [54][1040/1345] lr: 7.114e-03, eta: 2:23:09, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.5883, top5_acc: 0.8367, loss_cls: 1.5260, loss: 1.5260, grad_norm: 4.4764 2021-12-03 10:05:15,735 - mmaction - INFO - Epoch [54][1060/1345] lr: 7.114e-03, eta: 2:22:57, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.6211, top5_acc: 0.8461, loss_cls: 1.4455, loss: 1.4455, grad_norm: 4.3177 2021-12-03 10:05:27,843 - mmaction - INFO - Epoch [54][1080/1345] lr: 7.114e-03, eta: 2:22:44, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.6148, top5_acc: 0.8352, loss_cls: 1.4843, loss: 1.4843, grad_norm: 4.2713 2021-12-03 10:05:40,003 - mmaction - INFO - Epoch [54][1100/1345] lr: 7.114e-03, eta: 2:22:32, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.6336, top5_acc: 0.8492, loss_cls: 1.4282, loss: 1.4282, grad_norm: 4.2839 2021-12-03 10:05:52,121 - mmaction - INFO - Epoch [54][1120/1345] lr: 7.114e-03, eta: 2:22:19, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.5984, top5_acc: 0.8266, loss_cls: 1.5832, loss: 1.5832, grad_norm: 4.4468 2021-12-03 10:06:04,225 - mmaction - INFO - Epoch [54][1140/1345] lr: 7.114e-03, eta: 2:22:07, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.5875, top5_acc: 0.8336, loss_cls: 1.5367, loss: 1.5367, grad_norm: 4.4070 2021-12-03 10:06:16,341 - mmaction - INFO - Epoch [54][1160/1345] lr: 7.114e-03, eta: 2:21:54, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.6477, top5_acc: 0.8547, loss_cls: 1.3782, loss: 1.3782, grad_norm: 4.1986 2021-12-03 10:06:28,433 - mmaction - INFO - Epoch [54][1180/1345] lr: 7.114e-03, eta: 2:21:41, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.6023, top5_acc: 0.8313, loss_cls: 1.5167, loss: 1.5167, grad_norm: 4.4688 2021-12-03 10:06:40,567 - mmaction - INFO - Epoch [54][1200/1345] lr: 7.114e-03, eta: 2:21:29, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.6117, top5_acc: 0.8414, loss_cls: 1.4899, loss: 1.4899, grad_norm: 4.3321 2021-12-03 10:06:52,663 - mmaction - INFO - Epoch [54][1220/1345] lr: 7.114e-03, eta: 2:21:16, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.6133, top5_acc: 0.8430, loss_cls: 1.5481, loss: 1.5481, grad_norm: 4.5721 2021-12-03 10:07:04,761 - mmaction - INFO - Epoch [54][1240/1345] lr: 7.114e-03, eta: 2:21:04, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.5992, top5_acc: 0.8391, loss_cls: 1.5110, loss: 1.5110, grad_norm: 4.4586 2021-12-03 10:07:16,871 - mmaction - INFO - Epoch [54][1260/1345] lr: 7.114e-03, eta: 2:20:51, time: 0.605, data_time: 0.001, memory: 5354, top1_acc: 0.6109, top5_acc: 0.8398, loss_cls: 1.5103, loss: 1.5103, grad_norm: 4.4755 2021-12-03 10:07:28,951 - mmaction - INFO - Epoch [54][1280/1345] lr: 7.114e-03, eta: 2:20:39, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.6102, top5_acc: 0.8258, loss_cls: 1.5499, loss: 1.5499, grad_norm: 4.4600 2021-12-03 10:07:41,071 - mmaction - INFO - Epoch [54][1300/1345] lr: 7.114e-03, eta: 2:20:26, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.6094, top5_acc: 0.8391, loss_cls: 1.4789, loss: 1.4789, grad_norm: 4.1903 2021-12-03 10:07:53,189 - mmaction - INFO - Epoch [54][1320/1345] lr: 7.114e-03, eta: 2:20:14, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.6195, top5_acc: 0.8641, loss_cls: 1.4273, loss: 1.4273, grad_norm: 4.2884 2021-12-03 10:08:05,332 - mmaction - INFO - Epoch [54][1340/1345] lr: 7.114e-03, eta: 2:20:01, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.6070, top5_acc: 0.8438, loss_cls: 1.4872, loss: 1.4872, grad_norm: 4.3539 2021-12-03 10:09:05,859 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-12-03 10:09:06,026 - mmaction - INFO - top1_acc 0.4216 top5_acc 0.7356 2021-12-03 10:09:06,027 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-12-03 10:09:06,036 - mmaction - INFO - mean_acc 0.3880 2021-12-03 10:09:07,008 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_54.pth. 2021-12-03 10:09:07,009 - mmaction - INFO - Best top1_acc is 0.4216 at 54 epoch. 2021-12-03 10:09:07,013 - mmaction - INFO - Saving checkpoint at 54 epochs 2021-12-03 10:09:08,234 - mmaction - INFO - Epoch(val) [54][181] top1_acc: 0.4216, top5_acc: 0.7356, mean_class_accuracy: 0.3880 2021-12-03 10:09:46,721 - mmaction - INFO - Epoch [55][20/1345] lr: 5.904e-03, eta: 2:19:50, time: 1.921, data_time: 1.312, memory: 5354, top1_acc: 0.6016, top5_acc: 0.8422, loss_cls: 1.5295, loss: 1.5295, grad_norm: 4.5315 2021-12-03 10:09:58,742 - mmaction - INFO - Epoch [55][40/1345] lr: 5.904e-03, eta: 2:19:37, time: 0.601, data_time: 0.002, memory: 5354, top1_acc: 0.6445, top5_acc: 0.8578, loss_cls: 1.3771, loss: 1.3771, grad_norm: 4.1581 2021-12-03 10:10:10,782 - mmaction - INFO - Epoch [55][60/1345] lr: 5.904e-03, eta: 2:19:24, time: 0.602, data_time: 0.001, memory: 5354, top1_acc: 0.6266, top5_acc: 0.8516, loss_cls: 1.4482, loss: 1.4482, grad_norm: 4.4207 2021-12-03 10:10:22,823 - mmaction - INFO - Epoch [55][80/1345] lr: 5.904e-03, eta: 2:19:12, time: 0.602, data_time: 0.001, memory: 5354, top1_acc: 0.6438, top5_acc: 0.8625, loss_cls: 1.3703, loss: 1.3703, grad_norm: 4.3718 2021-12-03 10:10:34,859 - mmaction - INFO - Epoch [55][100/1345] lr: 5.904e-03, eta: 2:18:59, time: 0.602, data_time: 0.001, memory: 5354, top1_acc: 0.6328, top5_acc: 0.8641, loss_cls: 1.3970, loss: 1.3970, grad_norm: 4.3289 2021-12-03 10:10:46,906 - mmaction - INFO - Epoch [55][120/1345] lr: 5.904e-03, eta: 2:18:47, time: 0.602, data_time: 0.000, memory: 5354, top1_acc: 0.6188, top5_acc: 0.8500, loss_cls: 1.4204, loss: 1.4204, grad_norm: 4.2948 2021-12-03 10:10:58,956 - mmaction - INFO - Epoch [55][140/1345] lr: 5.904e-03, eta: 2:18:34, time: 0.602, data_time: 0.000, memory: 5354, top1_acc: 0.6281, top5_acc: 0.8547, loss_cls: 1.3873, loss: 1.3873, grad_norm: 4.2643 2021-12-03 10:11:11,020 - mmaction - INFO - Epoch [55][160/1345] lr: 5.904e-03, eta: 2:18:22, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.6352, top5_acc: 0.8414, loss_cls: 1.4556, loss: 1.4556, grad_norm: 4.4193 2021-12-03 10:11:23,094 - mmaction - INFO - Epoch [55][180/1345] lr: 5.904e-03, eta: 2:18:09, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.6148, top5_acc: 0.8516, loss_cls: 1.4553, loss: 1.4553, grad_norm: 4.4277 2021-12-03 10:11:35,213 - mmaction - INFO - Epoch [55][200/1345] lr: 5.904e-03, eta: 2:17:56, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.6305, top5_acc: 0.8547, loss_cls: 1.3961, loss: 1.3961, grad_norm: 4.3132 2021-12-03 10:11:47,271 - mmaction - INFO - Epoch [55][220/1345] lr: 5.904e-03, eta: 2:17:44, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.6156, top5_acc: 0.8453, loss_cls: 1.4633, loss: 1.4633, grad_norm: 4.3103 2021-12-03 10:11:59,354 - mmaction - INFO - Epoch [55][240/1345] lr: 5.904e-03, eta: 2:17:31, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.6281, top5_acc: 0.8398, loss_cls: 1.4178, loss: 1.4178, grad_norm: 4.3216 2021-12-03 10:12:11,452 - mmaction - INFO - Epoch [55][260/1345] lr: 5.904e-03, eta: 2:17:19, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.5977, top5_acc: 0.8492, loss_cls: 1.4945, loss: 1.4945, grad_norm: 4.7008 2021-12-03 10:12:23,620 - mmaction - INFO - Epoch [55][280/1345] lr: 5.904e-03, eta: 2:17:06, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.6492, top5_acc: 0.8711, loss_cls: 1.3000, loss: 1.3000, grad_norm: 4.0916 2021-12-03 10:12:35,723 - mmaction - INFO - Epoch [55][300/1345] lr: 5.904e-03, eta: 2:16:54, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.6102, top5_acc: 0.8336, loss_cls: 1.5022, loss: 1.5022, grad_norm: 4.5146 2021-12-03 10:12:47,827 - mmaction - INFO - Epoch [55][320/1345] lr: 5.904e-03, eta: 2:16:41, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.6188, top5_acc: 0.8422, loss_cls: 1.4362, loss: 1.4362, grad_norm: 4.4569 2021-12-03 10:12:59,913 - mmaction - INFO - Epoch [55][340/1345] lr: 5.904e-03, eta: 2:16:28, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.6086, top5_acc: 0.8320, loss_cls: 1.5230, loss: 1.5230, grad_norm: 4.4075 2021-12-03 10:13:12,014 - mmaction - INFO - Epoch [55][360/1345] lr: 5.904e-03, eta: 2:16:16, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.6352, top5_acc: 0.8664, loss_cls: 1.3766, loss: 1.3766, grad_norm: 4.4960 2021-12-03 10:13:24,147 - mmaction - INFO - Epoch [55][380/1345] lr: 5.904e-03, eta: 2:16:03, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.6367, top5_acc: 0.8508, loss_cls: 1.3927, loss: 1.3927, grad_norm: 4.2579 2021-12-03 10:13:36,252 - mmaction - INFO - Epoch [55][400/1345] lr: 5.904e-03, eta: 2:15:51, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.6328, top5_acc: 0.8539, loss_cls: 1.4334, loss: 1.4334, grad_norm: 4.2962 2021-12-03 10:13:48,402 - mmaction - INFO - Epoch [55][420/1345] lr: 5.904e-03, eta: 2:15:38, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.6102, top5_acc: 0.8367, loss_cls: 1.4982, loss: 1.4982, grad_norm: 4.4890 2021-12-03 10:14:00,497 - mmaction - INFO - Epoch [55][440/1345] lr: 5.904e-03, eta: 2:15:26, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.6391, top5_acc: 0.8656, loss_cls: 1.3795, loss: 1.3795, grad_norm: 4.3274 2021-12-03 10:14:12,608 - mmaction - INFO - Epoch [55][460/1345] lr: 5.904e-03, eta: 2:15:13, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.6266, top5_acc: 0.8539, loss_cls: 1.3766, loss: 1.3766, grad_norm: 4.3479 2021-12-03 10:14:24,702 - mmaction - INFO - Epoch [55][480/1345] lr: 5.904e-03, eta: 2:15:01, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.6195, top5_acc: 0.8516, loss_cls: 1.4024, loss: 1.4024, grad_norm: 4.3507 2021-12-03 10:14:36,791 - mmaction - INFO - Epoch [55][500/1345] lr: 5.904e-03, eta: 2:14:48, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.6156, top5_acc: 0.8320, loss_cls: 1.4892, loss: 1.4892, grad_norm: 4.5741 2021-12-03 10:14:48,879 - mmaction - INFO - Epoch [55][520/1345] lr: 5.904e-03, eta: 2:14:35, time: 0.604, data_time: 0.001, memory: 5354, top1_acc: 0.6180, top5_acc: 0.8508, loss_cls: 1.4483, loss: 1.4483, grad_norm: 4.3464 2021-12-03 10:15:00,967 - mmaction - INFO - Epoch [55][540/1345] lr: 5.904e-03, eta: 2:14:23, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.6164, top5_acc: 0.8484, loss_cls: 1.4583, loss: 1.4583, grad_norm: 4.3953 2021-12-03 10:15:13,065 - mmaction - INFO - Epoch [55][560/1345] lr: 5.904e-03, eta: 2:14:10, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.6289, top5_acc: 0.8375, loss_cls: 1.4566, loss: 1.4566, grad_norm: 4.6432 2021-12-03 10:15:25,180 - mmaction - INFO - Epoch [55][580/1345] lr: 5.904e-03, eta: 2:13:58, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.6141, top5_acc: 0.8555, loss_cls: 1.4770, loss: 1.4770, grad_norm: 4.5353 2021-12-03 10:15:37,270 - mmaction - INFO - Epoch [55][600/1345] lr: 5.904e-03, eta: 2:13:45, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.6320, top5_acc: 0.8344, loss_cls: 1.4751, loss: 1.4751, grad_norm: 4.3617 2021-12-03 10:15:49,372 - mmaction - INFO - Epoch [55][620/1345] lr: 5.904e-03, eta: 2:13:33, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.6242, top5_acc: 0.8414, loss_cls: 1.4675, loss: 1.4675, grad_norm: 4.4304 2021-12-03 10:16:01,470 - mmaction - INFO - Epoch [55][640/1345] lr: 5.904e-03, eta: 2:13:20, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.6164, top5_acc: 0.8516, loss_cls: 1.4680, loss: 1.4680, grad_norm: 4.4864 2021-12-03 10:16:13,547 - mmaction - INFO - Epoch [55][660/1345] lr: 5.904e-03, eta: 2:13:07, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.6234, top5_acc: 0.8547, loss_cls: 1.4230, loss: 1.4230, grad_norm: 4.4120 2021-12-03 10:16:25,650 - mmaction - INFO - Epoch [55][680/1345] lr: 5.904e-03, eta: 2:12:55, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.6219, top5_acc: 0.8508, loss_cls: 1.4463, loss: 1.4463, grad_norm: 4.3920 2021-12-03 10:16:37,725 - mmaction - INFO - Epoch [55][700/1345] lr: 5.904e-03, eta: 2:12:42, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.6008, top5_acc: 0.8398, loss_cls: 1.5309, loss: 1.5309, grad_norm: 4.7956 2021-12-03 10:16:49,823 - mmaction - INFO - Epoch [55][720/1345] lr: 5.904e-03, eta: 2:12:30, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.6156, top5_acc: 0.8359, loss_cls: 1.5048, loss: 1.5048, grad_norm: 4.5609 2021-12-03 10:17:01,906 - mmaction - INFO - Epoch [55][740/1345] lr: 5.904e-03, eta: 2:12:17, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.6102, top5_acc: 0.8484, loss_cls: 1.4813, loss: 1.4813, grad_norm: 4.4143 2021-12-03 10:17:13,984 - mmaction - INFO - Epoch [55][760/1345] lr: 5.904e-03, eta: 2:12:05, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.6359, top5_acc: 0.8500, loss_cls: 1.4155, loss: 1.4155, grad_norm: 4.3377 2021-12-03 10:17:26,118 - mmaction - INFO - Epoch [55][780/1345] lr: 5.904e-03, eta: 2:11:52, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.6297, top5_acc: 0.8539, loss_cls: 1.4281, loss: 1.4281, grad_norm: 4.5017 2021-12-03 10:17:38,192 - mmaction - INFO - Epoch [55][800/1345] lr: 5.904e-03, eta: 2:11:40, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.6352, top5_acc: 0.8547, loss_cls: 1.3755, loss: 1.3755, grad_norm: 4.3764 2021-12-03 10:17:50,288 - mmaction - INFO - Epoch [55][820/1345] lr: 5.904e-03, eta: 2:11:27, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.6211, top5_acc: 0.8516, loss_cls: 1.4419, loss: 1.4419, grad_norm: 4.4647 2021-12-03 10:18:02,371 - mmaction - INFO - Epoch [55][840/1345] lr: 5.904e-03, eta: 2:11:14, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.6211, top5_acc: 0.8258, loss_cls: 1.5190, loss: 1.5190, grad_norm: 4.4588 2021-12-03 10:18:14,448 - mmaction - INFO - Epoch [55][860/1345] lr: 5.904e-03, eta: 2:11:02, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.6375, top5_acc: 0.8789, loss_cls: 1.3208, loss: 1.3208, grad_norm: 4.3307 2021-12-03 10:18:26,546 - mmaction - INFO - Epoch [55][880/1345] lr: 5.904e-03, eta: 2:10:49, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.6391, top5_acc: 0.8531, loss_cls: 1.4267, loss: 1.4267, grad_norm: 4.3652 2021-12-03 10:18:38,641 - mmaction - INFO - Epoch [55][900/1345] lr: 5.904e-03, eta: 2:10:37, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.6148, top5_acc: 0.8469, loss_cls: 1.4883, loss: 1.4883, grad_norm: 4.5309 2021-12-03 10:18:50,732 - mmaction - INFO - Epoch [55][920/1345] lr: 5.904e-03, eta: 2:10:24, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.6234, top5_acc: 0.8438, loss_cls: 1.4592, loss: 1.4592, grad_norm: 4.4949 2021-12-03 10:19:02,831 - mmaction - INFO - Epoch [55][940/1345] lr: 5.904e-03, eta: 2:10:12, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.6133, top5_acc: 0.8594, loss_cls: 1.4392, loss: 1.4392, grad_norm: 4.5097 2021-12-03 10:19:14,918 - mmaction - INFO - Epoch [55][960/1345] lr: 5.904e-03, eta: 2:09:59, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.6133, top5_acc: 0.8531, loss_cls: 1.4425, loss: 1.4425, grad_norm: 4.5624 2021-12-03 10:19:27,028 - mmaction - INFO - Epoch [55][980/1345] lr: 5.904e-03, eta: 2:09:47, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.6180, top5_acc: 0.8609, loss_cls: 1.4080, loss: 1.4080, grad_norm: 4.5168 2021-12-03 10:19:39,119 - mmaction - INFO - Epoch [55][1000/1345] lr: 5.904e-03, eta: 2:09:34, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.6203, top5_acc: 0.8625, loss_cls: 1.4466, loss: 1.4466, grad_norm: 4.5653 2021-12-03 10:19:51,213 - mmaction - INFO - Epoch [55][1020/1345] lr: 5.904e-03, eta: 2:09:21, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.6156, top5_acc: 0.8523, loss_cls: 1.4830, loss: 1.4830, grad_norm: 4.6396 2021-12-03 10:20:03,316 - mmaction - INFO - Epoch [55][1040/1345] lr: 5.904e-03, eta: 2:09:09, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.6250, top5_acc: 0.8484, loss_cls: 1.4510, loss: 1.4510, grad_norm: 4.4897 2021-12-03 10:20:15,411 - mmaction - INFO - Epoch [55][1060/1345] lr: 5.904e-03, eta: 2:08:56, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.6125, top5_acc: 0.8406, loss_cls: 1.4794, loss: 1.4794, grad_norm: 4.5729 2021-12-03 10:20:27,526 - mmaction - INFO - Epoch [55][1080/1345] lr: 5.904e-03, eta: 2:08:44, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.6227, top5_acc: 0.8477, loss_cls: 1.4292, loss: 1.4292, grad_norm: 4.5786 2021-12-03 10:20:39,622 - mmaction - INFO - Epoch [55][1100/1345] lr: 5.904e-03, eta: 2:08:31, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.6141, top5_acc: 0.8531, loss_cls: 1.4414, loss: 1.4414, grad_norm: 4.4636 2021-12-03 10:20:51,733 - mmaction - INFO - Epoch [55][1120/1345] lr: 5.904e-03, eta: 2:08:19, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.6195, top5_acc: 0.8453, loss_cls: 1.4997, loss: 1.4997, grad_norm: 4.5209 2021-12-03 10:21:03,881 - mmaction - INFO - Epoch [55][1140/1345] lr: 5.904e-03, eta: 2:08:06, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.6078, top5_acc: 0.8398, loss_cls: 1.4881, loss: 1.4881, grad_norm: 4.5669 2021-12-03 10:21:15,963 - mmaction - INFO - Epoch [55][1160/1345] lr: 5.904e-03, eta: 2:07:54, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.6406, top5_acc: 0.8570, loss_cls: 1.3875, loss: 1.3875, grad_norm: 4.3893 2021-12-03 10:21:28,057 - mmaction - INFO - Epoch [55][1180/1345] lr: 5.904e-03, eta: 2:07:41, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.6336, top5_acc: 0.8562, loss_cls: 1.4024, loss: 1.4024, grad_norm: 4.3495 2021-12-03 10:21:40,164 - mmaction - INFO - Epoch [55][1200/1345] lr: 5.904e-03, eta: 2:07:28, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.6000, top5_acc: 0.8523, loss_cls: 1.4935, loss: 1.4935, grad_norm: 4.5968 2021-12-03 10:21:52,257 - mmaction - INFO - Epoch [55][1220/1345] lr: 5.904e-03, eta: 2:07:16, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.6016, top5_acc: 0.8289, loss_cls: 1.5558, loss: 1.5558, grad_norm: 4.8084 2021-12-03 10:22:04,375 - mmaction - INFO - Epoch [55][1240/1345] lr: 5.904e-03, eta: 2:07:03, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.6211, top5_acc: 0.8313, loss_cls: 1.5119, loss: 1.5119, grad_norm: 4.5052 2021-12-03 10:22:16,466 - mmaction - INFO - Epoch [55][1260/1345] lr: 5.904e-03, eta: 2:06:51, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.6266, top5_acc: 0.8484, loss_cls: 1.4628, loss: 1.4628, grad_norm: 4.5751 2021-12-03 10:22:28,558 - mmaction - INFO - Epoch [55][1280/1345] lr: 5.904e-03, eta: 2:06:38, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.6070, top5_acc: 0.8461, loss_cls: 1.4866, loss: 1.4866, grad_norm: 4.4772 2021-12-03 10:22:40,643 - mmaction - INFO - Epoch [55][1300/1345] lr: 5.904e-03, eta: 2:06:26, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.6164, top5_acc: 0.8516, loss_cls: 1.4700, loss: 1.4700, grad_norm: 4.5255 2021-12-03 10:22:52,763 - mmaction - INFO - Epoch [55][1320/1345] lr: 5.904e-03, eta: 2:06:13, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.6195, top5_acc: 0.8531, loss_cls: 1.4231, loss: 1.4231, grad_norm: 4.2869 2021-12-03 10:23:04,917 - mmaction - INFO - Epoch [55][1340/1345] lr: 5.904e-03, eta: 2:06:01, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.6227, top5_acc: 0.8523, loss_cls: 1.4472, loss: 1.4472, grad_norm: 4.5608 2021-12-03 10:23:59,372 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-12-03 10:23:59,528 - mmaction - INFO - top1_acc 0.4281 top5_acc 0.7432 2021-12-03 10:23:59,528 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-12-03 10:23:59,538 - mmaction - INFO - mean_acc 0.3959 2021-12-03 10:24:00,732 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_55.pth. 2021-12-03 10:24:00,733 - mmaction - INFO - Best top1_acc is 0.4281 at 55 epoch. 2021-12-03 10:24:00,749 - mmaction - INFO - Saving checkpoint at 55 epochs 2021-12-03 10:24:01,756 - mmaction - INFO - Epoch(val) [55][181] top1_acc: 0.4281, top5_acc: 0.7432, mean_class_accuracy: 0.3959 2021-12-03 10:24:39,887 - mmaction - INFO - Epoch [56][20/1345] lr: 4.801e-03, eta: 2:05:49, time: 1.906, data_time: 1.280, memory: 5354, top1_acc: 0.6398, top5_acc: 0.8508, loss_cls: 1.4040, loss: 1.4040, grad_norm: 4.4428 2021-12-03 10:24:51,909 - mmaction - INFO - Epoch [56][40/1345] lr: 4.801e-03, eta: 2:05:36, time: 0.601, data_time: 0.002, memory: 5354, top1_acc: 0.6234, top5_acc: 0.8594, loss_cls: 1.4072, loss: 1.4072, grad_norm: 4.5427 2021-12-03 10:25:03,935 - mmaction - INFO - Epoch [56][60/1345] lr: 4.801e-03, eta: 2:05:24, time: 0.601, data_time: 0.001, memory: 5354, top1_acc: 0.6344, top5_acc: 0.8523, loss_cls: 1.3520, loss: 1.3520, grad_norm: 4.2604 2021-12-03 10:25:15,985 - mmaction - INFO - Epoch [56][80/1345] lr: 4.801e-03, eta: 2:05:11, time: 0.603, data_time: 0.002, memory: 5354, top1_acc: 0.6297, top5_acc: 0.8586, loss_cls: 1.3623, loss: 1.3623, grad_norm: 4.5126 2021-12-03 10:25:28,014 - mmaction - INFO - Epoch [56][100/1345] lr: 4.801e-03, eta: 2:04:58, time: 0.601, data_time: 0.001, memory: 5354, top1_acc: 0.6211, top5_acc: 0.8367, loss_cls: 1.4897, loss: 1.4897, grad_norm: 4.6115 2021-12-03 10:25:40,066 - mmaction - INFO - Epoch [56][120/1345] lr: 4.801e-03, eta: 2:04:46, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.6523, top5_acc: 0.8523, loss_cls: 1.3564, loss: 1.3564, grad_norm: 4.3779 2021-12-03 10:25:52,123 - mmaction - INFO - Epoch [56][140/1345] lr: 4.801e-03, eta: 2:04:33, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.6430, top5_acc: 0.8609, loss_cls: 1.3859, loss: 1.3859, grad_norm: 4.4118 2021-12-03 10:26:04,187 - mmaction - INFO - Epoch [56][160/1345] lr: 4.801e-03, eta: 2:04:21, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.6305, top5_acc: 0.8500, loss_cls: 1.4228, loss: 1.4228, grad_norm: 4.4673 2021-12-03 10:26:16,237 - mmaction - INFO - Epoch [56][180/1345] lr: 4.801e-03, eta: 2:04:08, time: 0.602, data_time: 0.000, memory: 5354, top1_acc: 0.6500, top5_acc: 0.8695, loss_cls: 1.3826, loss: 1.3826, grad_norm: 4.4823 2021-12-03 10:26:28,297 - mmaction - INFO - Epoch [56][200/1345] lr: 4.801e-03, eta: 2:03:56, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.6547, top5_acc: 0.8484, loss_cls: 1.3717, loss: 1.3717, grad_norm: 4.4100 2021-12-03 10:26:40,355 - mmaction - INFO - Epoch [56][220/1345] lr: 4.801e-03, eta: 2:03:43, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.6633, top5_acc: 0.8555, loss_cls: 1.3619, loss: 1.3619, grad_norm: 4.3020 2021-12-03 10:26:52,410 - mmaction - INFO - Epoch [56][240/1345] lr: 4.801e-03, eta: 2:03:30, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.6398, top5_acc: 0.8633, loss_cls: 1.3703, loss: 1.3703, grad_norm: 4.4753 2021-12-03 10:27:04,468 - mmaction - INFO - Epoch [56][260/1345] lr: 4.801e-03, eta: 2:03:18, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.6180, top5_acc: 0.8328, loss_cls: 1.4691, loss: 1.4691, grad_norm: 4.7161 2021-12-03 10:27:16,547 - mmaction - INFO - Epoch [56][280/1345] lr: 4.801e-03, eta: 2:03:05, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.6367, top5_acc: 0.8500, loss_cls: 1.4134, loss: 1.4134, grad_norm: 4.5490 2021-12-03 10:27:28,618 - mmaction - INFO - Epoch [56][300/1345] lr: 4.801e-03, eta: 2:02:53, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.6570, top5_acc: 0.8688, loss_cls: 1.3272, loss: 1.3272, grad_norm: 4.4063 2021-12-03 10:27:40,718 - mmaction - INFO - Epoch [56][320/1345] lr: 4.801e-03, eta: 2:02:40, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.6328, top5_acc: 0.8539, loss_cls: 1.3869, loss: 1.3869, grad_norm: 4.5010 2021-12-03 10:27:52,782 - mmaction - INFO - Epoch [56][340/1345] lr: 4.801e-03, eta: 2:02:28, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.6367, top5_acc: 0.8547, loss_cls: 1.4049, loss: 1.4049, grad_norm: 4.5232 2021-12-03 10:28:04,892 - mmaction - INFO - Epoch [56][360/1345] lr: 4.801e-03, eta: 2:02:15, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.6234, top5_acc: 0.8438, loss_cls: 1.4493, loss: 1.4493, grad_norm: 4.6188 2021-12-03 10:28:16,984 - mmaction - INFO - Epoch [56][380/1345] lr: 4.801e-03, eta: 2:02:03, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.6469, top5_acc: 0.8703, loss_cls: 1.3425, loss: 1.3425, grad_norm: 4.4993 2021-12-03 10:28:29,101 - mmaction - INFO - Epoch [56][400/1345] lr: 4.801e-03, eta: 2:01:50, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.6445, top5_acc: 0.8625, loss_cls: 1.3673, loss: 1.3673, grad_norm: 4.4560 2021-12-03 10:28:41,178 - mmaction - INFO - Epoch [56][420/1345] lr: 4.801e-03, eta: 2:01:37, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.6391, top5_acc: 0.8422, loss_cls: 1.4118, loss: 1.4118, grad_norm: 4.4747 2021-12-03 10:28:53,273 - mmaction - INFO - Epoch [56][440/1345] lr: 4.801e-03, eta: 2:01:25, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.6211, top5_acc: 0.8414, loss_cls: 1.4471, loss: 1.4471, grad_norm: 4.7639 2021-12-03 10:29:05,356 - mmaction - INFO - Epoch [56][460/1345] lr: 4.801e-03, eta: 2:01:12, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.6375, top5_acc: 0.8484, loss_cls: 1.4067, loss: 1.4067, grad_norm: 4.5651 2021-12-03 10:29:17,454 - mmaction - INFO - Epoch [56][480/1345] lr: 4.801e-03, eta: 2:01:00, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.6164, top5_acc: 0.8492, loss_cls: 1.4616, loss: 1.4616, grad_norm: 4.6259 2021-12-03 10:29:29,547 - mmaction - INFO - Epoch [56][500/1345] lr: 4.801e-03, eta: 2:00:47, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.6117, top5_acc: 0.8438, loss_cls: 1.4880, loss: 1.4880, grad_norm: 4.5323 2021-12-03 10:29:41,653 - mmaction - INFO - Epoch [56][520/1345] lr: 4.801e-03, eta: 2:00:35, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.6398, top5_acc: 0.8602, loss_cls: 1.4215, loss: 1.4215, grad_norm: 4.5431 2021-12-03 10:29:53,775 - mmaction - INFO - Epoch [56][540/1345] lr: 4.801e-03, eta: 2:00:22, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.6367, top5_acc: 0.8734, loss_cls: 1.3327, loss: 1.3327, grad_norm: 4.4086 2021-12-03 10:30:05,870 - mmaction - INFO - Epoch [56][560/1345] lr: 4.801e-03, eta: 2:00:10, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.6125, top5_acc: 0.8484, loss_cls: 1.4318, loss: 1.4318, grad_norm: 4.6644 2021-12-03 10:30:17,999 - mmaction - INFO - Epoch [56][580/1345] lr: 4.801e-03, eta: 1:59:57, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.6312, top5_acc: 0.8562, loss_cls: 1.3789, loss: 1.3789, grad_norm: 4.5752 2021-12-03 10:30:30,149 - mmaction - INFO - Epoch [56][600/1345] lr: 4.801e-03, eta: 1:59:45, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.6203, top5_acc: 0.8539, loss_cls: 1.4266, loss: 1.4266, grad_norm: 4.6314 2021-12-03 10:30:42,240 - mmaction - INFO - Epoch [56][620/1345] lr: 4.801e-03, eta: 1:59:32, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.6086, top5_acc: 0.8430, loss_cls: 1.4896, loss: 1.4896, grad_norm: 4.5762 2021-12-03 10:30:54,341 - mmaction - INFO - Epoch [56][640/1345] lr: 4.801e-03, eta: 1:59:19, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.6102, top5_acc: 0.8406, loss_cls: 1.4835, loss: 1.4835, grad_norm: 4.5482 2021-12-03 10:31:06,478 - mmaction - INFO - Epoch [56][660/1345] lr: 4.801e-03, eta: 1:59:07, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.6258, top5_acc: 0.8594, loss_cls: 1.4384, loss: 1.4384, grad_norm: 4.6933 2021-12-03 10:31:18,636 - mmaction - INFO - Epoch [56][680/1345] lr: 4.801e-03, eta: 1:58:54, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.6250, top5_acc: 0.8461, loss_cls: 1.3902, loss: 1.3902, grad_norm: 4.5539 2021-12-03 10:31:30,742 - mmaction - INFO - Epoch [56][700/1345] lr: 4.801e-03, eta: 1:58:42, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.6422, top5_acc: 0.8531, loss_cls: 1.3997, loss: 1.3997, grad_norm: 4.6594 2021-12-03 10:31:42,855 - mmaction - INFO - Epoch [56][720/1345] lr: 4.801e-03, eta: 1:58:29, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.6328, top5_acc: 0.8641, loss_cls: 1.3724, loss: 1.3724, grad_norm: 4.5912 2021-12-03 10:31:54,942 - mmaction - INFO - Epoch [56][740/1345] lr: 4.801e-03, eta: 1:58:17, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.6250, top5_acc: 0.8492, loss_cls: 1.3950, loss: 1.3950, grad_norm: 4.5776 2021-12-03 10:32:07,063 - mmaction - INFO - Epoch [56][760/1345] lr: 4.801e-03, eta: 1:58:04, time: 0.606, data_time: 0.001, memory: 5354, top1_acc: 0.6289, top5_acc: 0.8336, loss_cls: 1.4890, loss: 1.4890, grad_norm: 4.5378 2021-12-03 10:32:19,189 - mmaction - INFO - Epoch [56][780/1345] lr: 4.801e-03, eta: 1:57:52, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.6383, top5_acc: 0.8555, loss_cls: 1.3827, loss: 1.3827, grad_norm: 4.3963 2021-12-03 10:32:31,321 - mmaction - INFO - Epoch [56][800/1345] lr: 4.801e-03, eta: 1:57:39, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.6289, top5_acc: 0.8453, loss_cls: 1.4319, loss: 1.4319, grad_norm: 4.5123 2021-12-03 10:32:43,426 - mmaction - INFO - Epoch [56][820/1345] lr: 4.801e-03, eta: 1:57:26, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.6133, top5_acc: 0.8500, loss_cls: 1.4312, loss: 1.4312, grad_norm: 4.5387 2021-12-03 10:32:55,525 - mmaction - INFO - Epoch [56][840/1345] lr: 4.801e-03, eta: 1:57:14, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.6383, top5_acc: 0.8641, loss_cls: 1.3549, loss: 1.3549, grad_norm: 4.5112 2021-12-03 10:33:07,635 - mmaction - INFO - Epoch [56][860/1345] lr: 4.801e-03, eta: 1:57:01, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.6633, top5_acc: 0.8625, loss_cls: 1.3066, loss: 1.3066, grad_norm: 4.4666 2021-12-03 10:33:19,732 - mmaction - INFO - Epoch [56][880/1345] lr: 4.801e-03, eta: 1:56:49, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.6242, top5_acc: 0.8523, loss_cls: 1.4135, loss: 1.4135, grad_norm: 4.5544 2021-12-03 10:33:31,909 - mmaction - INFO - Epoch [56][900/1345] lr: 4.801e-03, eta: 1:56:36, time: 0.609, data_time: 0.000, memory: 5354, top1_acc: 0.6117, top5_acc: 0.8461, loss_cls: 1.4629, loss: 1.4629, grad_norm: 4.7560 2021-12-03 10:33:44,004 - mmaction - INFO - Epoch [56][920/1345] lr: 4.801e-03, eta: 1:56:24, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.6180, top5_acc: 0.8469, loss_cls: 1.4459, loss: 1.4459, grad_norm: 4.6785 2021-12-03 10:33:56,078 - mmaction - INFO - Epoch [56][940/1345] lr: 4.801e-03, eta: 1:56:11, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.6359, top5_acc: 0.8547, loss_cls: 1.3906, loss: 1.3906, grad_norm: 4.5258 2021-12-03 10:34:08,193 - mmaction - INFO - Epoch [56][960/1345] lr: 4.801e-03, eta: 1:55:59, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.6305, top5_acc: 0.8539, loss_cls: 1.4046, loss: 1.4046, grad_norm: 4.5290 2021-12-03 10:34:20,351 - mmaction - INFO - Epoch [56][980/1345] lr: 4.801e-03, eta: 1:55:46, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.6180, top5_acc: 0.8531, loss_cls: 1.4344, loss: 1.4344, grad_norm: 4.5756 2021-12-03 10:34:32,445 - mmaction - INFO - Epoch [56][1000/1345] lr: 4.801e-03, eta: 1:55:34, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.6203, top5_acc: 0.8336, loss_cls: 1.4801, loss: 1.4801, grad_norm: 4.5394 2021-12-03 10:34:44,546 - mmaction - INFO - Epoch [56][1020/1345] lr: 4.801e-03, eta: 1:55:21, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.6117, top5_acc: 0.8445, loss_cls: 1.4838, loss: 1.4838, grad_norm: 4.8244 2021-12-03 10:34:56,648 - mmaction - INFO - Epoch [56][1040/1345] lr: 4.801e-03, eta: 1:55:08, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.6250, top5_acc: 0.8508, loss_cls: 1.4099, loss: 1.4099, grad_norm: 4.6215 2021-12-03 10:35:08,760 - mmaction - INFO - Epoch [56][1060/1345] lr: 4.801e-03, eta: 1:54:56, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.6227, top5_acc: 0.8680, loss_cls: 1.3595, loss: 1.3595, grad_norm: 4.4138 2021-12-03 10:35:20,903 - mmaction - INFO - Epoch [56][1080/1345] lr: 4.801e-03, eta: 1:54:43, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.6344, top5_acc: 0.8609, loss_cls: 1.3959, loss: 1.3959, grad_norm: 4.5927 2021-12-03 10:35:32,981 - mmaction - INFO - Epoch [56][1100/1345] lr: 4.801e-03, eta: 1:54:31, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.6406, top5_acc: 0.8492, loss_cls: 1.4120, loss: 1.4120, grad_norm: 4.6751 2021-12-03 10:35:45,085 - mmaction - INFO - Epoch [56][1120/1345] lr: 4.801e-03, eta: 1:54:18, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.6305, top5_acc: 0.8492, loss_cls: 1.4129, loss: 1.4129, grad_norm: 4.5207 2021-12-03 10:35:57,177 - mmaction - INFO - Epoch [56][1140/1345] lr: 4.801e-03, eta: 1:54:06, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.6383, top5_acc: 0.8602, loss_cls: 1.3629, loss: 1.3629, grad_norm: 4.4101 2021-12-03 10:36:09,291 - mmaction - INFO - Epoch [56][1160/1345] lr: 4.801e-03, eta: 1:53:53, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.6062, top5_acc: 0.8648, loss_cls: 1.4419, loss: 1.4419, grad_norm: 4.5587 2021-12-03 10:36:21,388 - mmaction - INFO - Epoch [56][1180/1345] lr: 4.801e-03, eta: 1:53:41, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.6258, top5_acc: 0.8500, loss_cls: 1.4455, loss: 1.4455, grad_norm: 4.5374 2021-12-03 10:36:33,516 - mmaction - INFO - Epoch [56][1200/1345] lr: 4.801e-03, eta: 1:53:28, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.6586, top5_acc: 0.8500, loss_cls: 1.3617, loss: 1.3617, grad_norm: 4.4120 2021-12-03 10:36:45,625 - mmaction - INFO - Epoch [56][1220/1345] lr: 4.801e-03, eta: 1:53:16, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.6133, top5_acc: 0.8484, loss_cls: 1.4810, loss: 1.4810, grad_norm: 4.6416 2021-12-03 10:36:57,737 - mmaction - INFO - Epoch [56][1240/1345] lr: 4.801e-03, eta: 1:53:03, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.6109, top5_acc: 0.8609, loss_cls: 1.3960, loss: 1.3960, grad_norm: 4.5760 2021-12-03 10:37:09,872 - mmaction - INFO - Epoch [56][1260/1345] lr: 4.801e-03, eta: 1:52:51, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.6414, top5_acc: 0.8555, loss_cls: 1.4010, loss: 1.4010, grad_norm: 4.8216 2021-12-03 10:37:22,015 - mmaction - INFO - Epoch [56][1280/1345] lr: 4.801e-03, eta: 1:52:38, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.6203, top5_acc: 0.8594, loss_cls: 1.4023, loss: 1.4023, grad_norm: 4.5752 2021-12-03 10:37:34,102 - mmaction - INFO - Epoch [56][1300/1345] lr: 4.801e-03, eta: 1:52:25, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.6422, top5_acc: 0.8602, loss_cls: 1.4000, loss: 1.4000, grad_norm: 4.4971 2021-12-03 10:37:46,204 - mmaction - INFO - Epoch [56][1320/1345] lr: 4.801e-03, eta: 1:52:13, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.6336, top5_acc: 0.8477, loss_cls: 1.4289, loss: 1.4289, grad_norm: 4.6417 2021-12-03 10:37:58,315 - mmaction - INFO - Epoch [56][1340/1345] lr: 4.801e-03, eta: 1:52:00, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.6188, top5_acc: 0.8500, loss_cls: 1.4919, loss: 1.4919, grad_norm: 4.7658 2021-12-03 10:38:52,915 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-12-03 10:38:53,079 - mmaction - INFO - top1_acc 0.4257 top5_acc 0.7408 2021-12-03 10:38:53,079 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-12-03 10:38:53,088 - mmaction - INFO - mean_acc 0.3885 2021-12-03 10:38:53,090 - mmaction - INFO - Saving checkpoint at 56 epochs 2021-12-03 10:38:54,096 - mmaction - INFO - Epoch(val) [56][181] top1_acc: 0.4257, top5_acc: 0.7408, mean_class_accuracy: 0.3885 2021-12-03 10:39:34,113 - mmaction - INFO - Epoch [57][20/1345] lr: 3.806e-03, eta: 1:51:48, time: 2.001, data_time: 1.381, memory: 5354, top1_acc: 0.6289, top5_acc: 0.8422, loss_cls: 1.4228, loss: 1.4228, grad_norm: 4.4915 2021-12-03 10:39:46,126 - mmaction - INFO - Epoch [57][40/1345] lr: 3.806e-03, eta: 1:51:36, time: 0.601, data_time: 0.001, memory: 5354, top1_acc: 0.6375, top5_acc: 0.8578, loss_cls: 1.3850, loss: 1.3850, grad_norm: 4.5009 2021-12-03 10:39:58,165 - mmaction - INFO - Epoch [57][60/1345] lr: 3.806e-03, eta: 1:51:23, time: 0.602, data_time: 0.001, memory: 5354, top1_acc: 0.6398, top5_acc: 0.8578, loss_cls: 1.3542, loss: 1.3542, grad_norm: 4.4237 2021-12-03 10:40:10,220 - mmaction - INFO - Epoch [57][80/1345] lr: 3.806e-03, eta: 1:51:11, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.6680, top5_acc: 0.8750, loss_cls: 1.2997, loss: 1.2997, grad_norm: 4.5016 2021-12-03 10:40:22,270 - mmaction - INFO - Epoch [57][100/1345] lr: 3.806e-03, eta: 1:50:58, time: 0.602, data_time: 0.000, memory: 5354, top1_acc: 0.6367, top5_acc: 0.8789, loss_cls: 1.3140, loss: 1.3140, grad_norm: 4.3998 2021-12-03 10:40:34,329 - mmaction - INFO - Epoch [57][120/1345] lr: 3.806e-03, eta: 1:50:45, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.6328, top5_acc: 0.8664, loss_cls: 1.4033, loss: 1.4033, grad_norm: 4.7525 2021-12-03 10:40:46,386 - mmaction - INFO - Epoch [57][140/1345] lr: 3.806e-03, eta: 1:50:33, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.6383, top5_acc: 0.8492, loss_cls: 1.3688, loss: 1.3688, grad_norm: 4.5807 2021-12-03 10:40:58,449 - mmaction - INFO - Epoch [57][160/1345] lr: 3.806e-03, eta: 1:50:20, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.6234, top5_acc: 0.8531, loss_cls: 1.4353, loss: 1.4353, grad_norm: 4.6465 2021-12-03 10:41:10,511 - mmaction - INFO - Epoch [57][180/1345] lr: 3.806e-03, eta: 1:50:08, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.6648, top5_acc: 0.8695, loss_cls: 1.3145, loss: 1.3145, grad_norm: 4.3327 2021-12-03 10:41:22,579 - mmaction - INFO - Epoch [57][200/1345] lr: 3.806e-03, eta: 1:49:55, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.6375, top5_acc: 0.8773, loss_cls: 1.3335, loss: 1.3335, grad_norm: 4.4659 2021-12-03 10:41:34,656 - mmaction - INFO - Epoch [57][220/1345] lr: 3.806e-03, eta: 1:49:43, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.6367, top5_acc: 0.8406, loss_cls: 1.4289, loss: 1.4289, grad_norm: 4.5895 2021-12-03 10:41:46,730 - mmaction - INFO - Epoch [57][240/1345] lr: 3.806e-03, eta: 1:49:30, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.6469, top5_acc: 0.8664, loss_cls: 1.3342, loss: 1.3342, grad_norm: 4.5184 2021-12-03 10:41:58,828 - mmaction - INFO - Epoch [57][260/1345] lr: 3.806e-03, eta: 1:49:18, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.6531, top5_acc: 0.8500, loss_cls: 1.3310, loss: 1.3310, grad_norm: 4.4516 2021-12-03 10:42:10,942 - mmaction - INFO - Epoch [57][280/1345] lr: 3.806e-03, eta: 1:49:05, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.6258, top5_acc: 0.8477, loss_cls: 1.4233, loss: 1.4233, grad_norm: 4.6736 2021-12-03 10:42:23,058 - mmaction - INFO - Epoch [57][300/1345] lr: 3.806e-03, eta: 1:48:53, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.6273, top5_acc: 0.8523, loss_cls: 1.3722, loss: 1.3722, grad_norm: 4.5731 2021-12-03 10:42:35,153 - mmaction - INFO - Epoch [57][320/1345] lr: 3.806e-03, eta: 1:48:40, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.6391, top5_acc: 0.8656, loss_cls: 1.3709, loss: 1.3709, grad_norm: 4.6706 2021-12-03 10:42:47,335 - mmaction - INFO - Epoch [57][340/1345] lr: 3.806e-03, eta: 1:48:27, time: 0.609, data_time: 0.000, memory: 5354, top1_acc: 0.6562, top5_acc: 0.8594, loss_cls: 1.3387, loss: 1.3387, grad_norm: 4.6440 2021-12-03 10:42:59,456 - mmaction - INFO - Epoch [57][360/1345] lr: 3.806e-03, eta: 1:48:15, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.6445, top5_acc: 0.8492, loss_cls: 1.3587, loss: 1.3587, grad_norm: 4.4928 2021-12-03 10:43:11,566 - mmaction - INFO - Epoch [57][380/1345] lr: 3.806e-03, eta: 1:48:02, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.6516, top5_acc: 0.8617, loss_cls: 1.3375, loss: 1.3375, grad_norm: 4.5699 2021-12-03 10:43:23,686 - mmaction - INFO - Epoch [57][400/1345] lr: 3.806e-03, eta: 1:47:50, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.6406, top5_acc: 0.8609, loss_cls: 1.3801, loss: 1.3801, grad_norm: 4.7982 2021-12-03 10:43:35,797 - mmaction - INFO - Epoch [57][420/1345] lr: 3.806e-03, eta: 1:47:37, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.6344, top5_acc: 0.8664, loss_cls: 1.3592, loss: 1.3592, grad_norm: 4.5902 2021-12-03 10:43:48,013 - mmaction - INFO - Epoch [57][440/1345] lr: 3.806e-03, eta: 1:47:25, time: 0.611, data_time: 0.000, memory: 5354, top1_acc: 0.6414, top5_acc: 0.8453, loss_cls: 1.3913, loss: 1.3913, grad_norm: 4.7837 2021-12-03 10:44:00,132 - mmaction - INFO - Epoch [57][460/1345] lr: 3.806e-03, eta: 1:47:12, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.6320, top5_acc: 0.8570, loss_cls: 1.3523, loss: 1.3523, grad_norm: 4.5456 2021-12-03 10:44:12,250 - mmaction - INFO - Epoch [57][480/1345] lr: 3.806e-03, eta: 1:47:00, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.6375, top5_acc: 0.8734, loss_cls: 1.3235, loss: 1.3235, grad_norm: 4.5441 2021-12-03 10:44:24,393 - mmaction - INFO - Epoch [57][500/1345] lr: 3.806e-03, eta: 1:46:47, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.6172, top5_acc: 0.8453, loss_cls: 1.4262, loss: 1.4262, grad_norm: 4.8389 2021-12-03 10:44:36,547 - mmaction - INFO - Epoch [57][520/1345] lr: 3.806e-03, eta: 1:46:35, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.6180, top5_acc: 0.8492, loss_cls: 1.4530, loss: 1.4530, grad_norm: 4.6306 2021-12-03 10:44:48,669 - mmaction - INFO - Epoch [57][540/1345] lr: 3.806e-03, eta: 1:46:22, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.6312, top5_acc: 0.8578, loss_cls: 1.4054, loss: 1.4054, grad_norm: 4.5352 2021-12-03 10:45:00,781 - mmaction - INFO - Epoch [57][560/1345] lr: 3.806e-03, eta: 1:46:09, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.6289, top5_acc: 0.8555, loss_cls: 1.3879, loss: 1.3879, grad_norm: 4.5701 2021-12-03 10:45:12,906 - mmaction - INFO - Epoch [57][580/1345] lr: 3.806e-03, eta: 1:45:57, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.6430, top5_acc: 0.8547, loss_cls: 1.3973, loss: 1.3973, grad_norm: 4.5549 2021-12-03 10:45:25,062 - mmaction - INFO - Epoch [57][600/1345] lr: 3.806e-03, eta: 1:45:44, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.6305, top5_acc: 0.8547, loss_cls: 1.3996, loss: 1.3996, grad_norm: 4.7056 2021-12-03 10:45:37,205 - mmaction - INFO - Epoch [57][620/1345] lr: 3.806e-03, eta: 1:45:32, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.6492, top5_acc: 0.8711, loss_cls: 1.3126, loss: 1.3126, grad_norm: 4.4656 2021-12-03 10:45:49,347 - mmaction - INFO - Epoch [57][640/1345] lr: 3.806e-03, eta: 1:45:19, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.6352, top5_acc: 0.8461, loss_cls: 1.4030, loss: 1.4030, grad_norm: 4.5540 2021-12-03 10:46:01,542 - mmaction - INFO - Epoch [57][660/1345] lr: 3.806e-03, eta: 1:45:07, time: 0.610, data_time: 0.001, memory: 5354, top1_acc: 0.6219, top5_acc: 0.8523, loss_cls: 1.3899, loss: 1.3899, grad_norm: 4.6803 2021-12-03 10:46:13,678 - mmaction - INFO - Epoch [57][680/1345] lr: 3.806e-03, eta: 1:44:54, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.6414, top5_acc: 0.8555, loss_cls: 1.3678, loss: 1.3678, grad_norm: 4.6386 2021-12-03 10:46:25,827 - mmaction - INFO - Epoch [57][700/1345] lr: 3.806e-03, eta: 1:44:42, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.6562, top5_acc: 0.8664, loss_cls: 1.3327, loss: 1.3327, grad_norm: 4.6484 2021-12-03 10:46:38,024 - mmaction - INFO - Epoch [57][720/1345] lr: 3.806e-03, eta: 1:44:29, time: 0.610, data_time: 0.000, memory: 5354, top1_acc: 0.6242, top5_acc: 0.8500, loss_cls: 1.4151, loss: 1.4151, grad_norm: 4.7410 2021-12-03 10:46:50,146 - mmaction - INFO - Epoch [57][740/1345] lr: 3.806e-03, eta: 1:44:17, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.6383, top5_acc: 0.8742, loss_cls: 1.3398, loss: 1.3398, grad_norm: 4.7426 2021-12-03 10:47:02,322 - mmaction - INFO - Epoch [57][760/1345] lr: 3.806e-03, eta: 1:44:04, time: 0.609, data_time: 0.000, memory: 5354, top1_acc: 0.6344, top5_acc: 0.8516, loss_cls: 1.4241, loss: 1.4241, grad_norm: 4.7165 2021-12-03 10:47:14,446 - mmaction - INFO - Epoch [57][780/1345] lr: 3.806e-03, eta: 1:43:52, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.6344, top5_acc: 0.8680, loss_cls: 1.3581, loss: 1.3581, grad_norm: 4.7470 2021-12-03 10:47:26,576 - mmaction - INFO - Epoch [57][800/1345] lr: 3.806e-03, eta: 1:43:39, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.6617, top5_acc: 0.8758, loss_cls: 1.3201, loss: 1.3201, grad_norm: 4.4939 2021-12-03 10:47:38,697 - mmaction - INFO - Epoch [57][820/1345] lr: 3.806e-03, eta: 1:43:27, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.6422, top5_acc: 0.8680, loss_cls: 1.3434, loss: 1.3434, grad_norm: 4.6738 2021-12-03 10:47:50,825 - mmaction - INFO - Epoch [57][840/1345] lr: 3.806e-03, eta: 1:43:14, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.6453, top5_acc: 0.8531, loss_cls: 1.3894, loss: 1.3894, grad_norm: 4.6849 2021-12-03 10:48:02,957 - mmaction - INFO - Epoch [57][860/1345] lr: 3.806e-03, eta: 1:43:01, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.6281, top5_acc: 0.8461, loss_cls: 1.4085, loss: 1.4085, grad_norm: 4.7986 2021-12-03 10:48:15,090 - mmaction - INFO - Epoch [57][880/1345] lr: 3.806e-03, eta: 1:42:49, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.6352, top5_acc: 0.8641, loss_cls: 1.3468, loss: 1.3468, grad_norm: 4.7568 2021-12-03 10:48:27,232 - mmaction - INFO - Epoch [57][900/1345] lr: 3.806e-03, eta: 1:42:36, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.6312, top5_acc: 0.8578, loss_cls: 1.3967, loss: 1.3967, grad_norm: 4.6355 2021-12-03 10:48:39,379 - mmaction - INFO - Epoch [57][920/1345] lr: 3.806e-03, eta: 1:42:24, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.6539, top5_acc: 0.8727, loss_cls: 1.3102, loss: 1.3102, grad_norm: 4.5600 2021-12-03 10:48:51,514 - mmaction - INFO - Epoch [57][940/1345] lr: 3.806e-03, eta: 1:42:11, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.6250, top5_acc: 0.8375, loss_cls: 1.4573, loss: 1.4573, grad_norm: 4.7043 2021-12-03 10:49:03,661 - mmaction - INFO - Epoch [57][960/1345] lr: 3.806e-03, eta: 1:41:59, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.6312, top5_acc: 0.8555, loss_cls: 1.4008, loss: 1.4008, grad_norm: 4.8228 2021-12-03 10:49:15,802 - mmaction - INFO - Epoch [57][980/1345] lr: 3.806e-03, eta: 1:41:46, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.6391, top5_acc: 0.8539, loss_cls: 1.4149, loss: 1.4149, grad_norm: 4.7470 2021-12-03 10:49:27,927 - mmaction - INFO - Epoch [57][1000/1345] lr: 3.806e-03, eta: 1:41:34, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.6359, top5_acc: 0.8688, loss_cls: 1.3798, loss: 1.3798, grad_norm: 4.6338 2021-12-03 10:49:40,068 - mmaction - INFO - Epoch [57][1020/1345] lr: 3.806e-03, eta: 1:41:21, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.6086, top5_acc: 0.8531, loss_cls: 1.4285, loss: 1.4285, grad_norm: 4.8220 2021-12-03 10:49:52,204 - mmaction - INFO - Epoch [57][1040/1345] lr: 3.806e-03, eta: 1:41:09, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.6438, top5_acc: 0.8648, loss_cls: 1.3340, loss: 1.3340, grad_norm: 4.6264 2021-12-03 10:50:04,339 - mmaction - INFO - Epoch [57][1060/1345] lr: 3.806e-03, eta: 1:40:56, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.6305, top5_acc: 0.8672, loss_cls: 1.3561, loss: 1.3561, grad_norm: 4.7142 2021-12-03 10:50:16,445 - mmaction - INFO - Epoch [57][1080/1345] lr: 3.806e-03, eta: 1:40:44, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.6406, top5_acc: 0.8734, loss_cls: 1.2823, loss: 1.2823, grad_norm: 4.5942 2021-12-03 10:50:28,654 - mmaction - INFO - Epoch [57][1100/1345] lr: 3.806e-03, eta: 1:40:31, time: 0.610, data_time: 0.000, memory: 5354, top1_acc: 0.6320, top5_acc: 0.8586, loss_cls: 1.3827, loss: 1.3827, grad_norm: 4.5858 2021-12-03 10:50:40,781 - mmaction - INFO - Epoch [57][1120/1345] lr: 3.806e-03, eta: 1:40:19, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.6250, top5_acc: 0.8570, loss_cls: 1.4187, loss: 1.4187, grad_norm: 4.8159 2021-12-03 10:50:52,943 - mmaction - INFO - Epoch [57][1140/1345] lr: 3.806e-03, eta: 1:40:06, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.6508, top5_acc: 0.8617, loss_cls: 1.3403, loss: 1.3403, grad_norm: 4.6068 2021-12-03 10:51:05,075 - mmaction - INFO - Epoch [57][1160/1345] lr: 3.806e-03, eta: 1:39:53, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.6555, top5_acc: 0.8758, loss_cls: 1.2657, loss: 1.2657, grad_norm: 4.5493 2021-12-03 10:51:17,210 - mmaction - INFO - Epoch [57][1180/1345] lr: 3.806e-03, eta: 1:39:41, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.6477, top5_acc: 0.8672, loss_cls: 1.3141, loss: 1.3141, grad_norm: 4.5800 2021-12-03 10:51:29,370 - mmaction - INFO - Epoch [57][1200/1345] lr: 3.806e-03, eta: 1:39:28, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.6477, top5_acc: 0.8531, loss_cls: 1.3739, loss: 1.3739, grad_norm: 4.5816 2021-12-03 10:51:41,524 - mmaction - INFO - Epoch [57][1220/1345] lr: 3.806e-03, eta: 1:39:16, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.6398, top5_acc: 0.8484, loss_cls: 1.3701, loss: 1.3701, grad_norm: 4.4400 2021-12-03 10:51:53,679 - mmaction - INFO - Epoch [57][1240/1345] lr: 3.806e-03, eta: 1:39:03, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.6586, top5_acc: 0.8594, loss_cls: 1.3579, loss: 1.3579, grad_norm: 4.7071 2021-12-03 10:52:05,840 - mmaction - INFO - Epoch [57][1260/1345] lr: 3.806e-03, eta: 1:38:51, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.6289, top5_acc: 0.8562, loss_cls: 1.4382, loss: 1.4382, grad_norm: 4.8053 2021-12-03 10:52:17,972 - mmaction - INFO - Epoch [57][1280/1345] lr: 3.806e-03, eta: 1:38:38, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.6383, top5_acc: 0.8508, loss_cls: 1.3996, loss: 1.3996, grad_norm: 4.6864 2021-12-03 10:52:30,181 - mmaction - INFO - Epoch [57][1300/1345] lr: 3.806e-03, eta: 1:38:26, time: 0.610, data_time: 0.000, memory: 5354, top1_acc: 0.6641, top5_acc: 0.8641, loss_cls: 1.2974, loss: 1.2974, grad_norm: 4.4534 2021-12-03 10:52:42,392 - mmaction - INFO - Epoch [57][1320/1345] lr: 3.806e-03, eta: 1:38:13, time: 0.611, data_time: 0.000, memory: 5354, top1_acc: 0.6484, top5_acc: 0.8688, loss_cls: 1.3606, loss: 1.3606, grad_norm: 4.5936 2021-12-03 10:52:54,582 - mmaction - INFO - Epoch [57][1340/1345] lr: 3.806e-03, eta: 1:38:01, time: 0.609, data_time: 0.000, memory: 5354, top1_acc: 0.6273, top5_acc: 0.8523, loss_cls: 1.4226, loss: 1.4226, grad_norm: 4.6087 2021-12-03 10:53:49,231 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-12-03 10:53:49,384 - mmaction - INFO - top1_acc 0.4310 top5_acc 0.7450 2021-12-03 10:53:49,384 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-12-03 10:53:49,394 - mmaction - INFO - mean_acc 0.3995 2021-12-03 10:53:50,376 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_57.pth. 2021-12-03 10:53:50,377 - mmaction - INFO - Best top1_acc is 0.4310 at 57 epoch. 2021-12-03 10:53:50,393 - mmaction - INFO - Saving checkpoint at 57 epochs 2021-12-03 10:53:51,526 - mmaction - INFO - Epoch(val) [57][181] top1_acc: 0.4310, top5_acc: 0.7450, mean_class_accuracy: 0.3995 2021-12-03 10:54:34,670 - mmaction - INFO - Epoch [58][20/1345] lr: 2.923e-03, eta: 1:37:49, time: 2.157, data_time: 1.551, memory: 5354, top1_acc: 0.6344, top5_acc: 0.8555, loss_cls: 1.4168, loss: 1.4168, grad_norm: 4.5287 2021-12-03 10:54:46,724 - mmaction - INFO - Epoch [58][40/1345] lr: 2.923e-03, eta: 1:37:36, time: 0.603, data_time: 0.002, memory: 5354, top1_acc: 0.6422, top5_acc: 0.8531, loss_cls: 1.3761, loss: 1.3761, grad_norm: 4.8287 2021-12-03 10:54:58,766 - mmaction - INFO - Epoch [58][60/1345] lr: 2.923e-03, eta: 1:37:23, time: 0.602, data_time: 0.001, memory: 5354, top1_acc: 0.6422, top5_acc: 0.8383, loss_cls: 1.4200, loss: 1.4200, grad_norm: 4.6371 2021-12-03 10:55:10,806 - mmaction - INFO - Epoch [58][80/1345] lr: 2.923e-03, eta: 1:37:11, time: 0.602, data_time: 0.001, memory: 5354, top1_acc: 0.6758, top5_acc: 0.8688, loss_cls: 1.2739, loss: 1.2739, grad_norm: 4.4989 2021-12-03 10:55:22,856 - mmaction - INFO - Epoch [58][100/1345] lr: 2.923e-03, eta: 1:36:58, time: 0.602, data_time: 0.000, memory: 5354, top1_acc: 0.6633, top5_acc: 0.8914, loss_cls: 1.2484, loss: 1.2484, grad_norm: 4.5064 2021-12-03 10:55:34,904 - mmaction - INFO - Epoch [58][120/1345] lr: 2.923e-03, eta: 1:36:46, time: 0.602, data_time: 0.000, memory: 5354, top1_acc: 0.6836, top5_acc: 0.8883, loss_cls: 1.1945, loss: 1.1945, grad_norm: 4.3787 2021-12-03 10:55:46,954 - mmaction - INFO - Epoch [58][140/1345] lr: 2.923e-03, eta: 1:36:33, time: 0.602, data_time: 0.000, memory: 5354, top1_acc: 0.6469, top5_acc: 0.8672, loss_cls: 1.3299, loss: 1.3299, grad_norm: 4.6745 2021-12-03 10:55:59,005 - mmaction - INFO - Epoch [58][160/1345] lr: 2.923e-03, eta: 1:36:21, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.6680, top5_acc: 0.8758, loss_cls: 1.2552, loss: 1.2552, grad_norm: 4.5457 2021-12-03 10:56:11,081 - mmaction - INFO - Epoch [58][180/1345] lr: 2.923e-03, eta: 1:36:08, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.6430, top5_acc: 0.8695, loss_cls: 1.3354, loss: 1.3354, grad_norm: 4.6630 2021-12-03 10:56:23,169 - mmaction - INFO - Epoch [58][200/1345] lr: 2.923e-03, eta: 1:35:56, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.6828, top5_acc: 0.8750, loss_cls: 1.2687, loss: 1.2687, grad_norm: 4.6177 2021-12-03 10:56:35,247 - mmaction - INFO - Epoch [58][220/1345] lr: 2.923e-03, eta: 1:35:43, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.6703, top5_acc: 0.8656, loss_cls: 1.2633, loss: 1.2633, grad_norm: 4.4721 2021-12-03 10:56:47,357 - mmaction - INFO - Epoch [58][240/1345] lr: 2.923e-03, eta: 1:35:31, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.6648, top5_acc: 0.8703, loss_cls: 1.2854, loss: 1.2854, grad_norm: 4.5107 2021-12-03 10:56:59,447 - mmaction - INFO - Epoch [58][260/1345] lr: 2.923e-03, eta: 1:35:18, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.6477, top5_acc: 0.8727, loss_cls: 1.2897, loss: 1.2897, grad_norm: 4.5751 2021-12-03 10:57:11,552 - mmaction - INFO - Epoch [58][280/1345] lr: 2.923e-03, eta: 1:35:05, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.6516, top5_acc: 0.8602, loss_cls: 1.3361, loss: 1.3361, grad_norm: 4.7388 2021-12-03 10:57:23,657 - mmaction - INFO - Epoch [58][300/1345] lr: 2.923e-03, eta: 1:34:53, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.6594, top5_acc: 0.8648, loss_cls: 1.3305, loss: 1.3305, grad_norm: 4.7788 2021-12-03 10:57:35,780 - mmaction - INFO - Epoch [58][320/1345] lr: 2.923e-03, eta: 1:34:40, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.6531, top5_acc: 0.8648, loss_cls: 1.2924, loss: 1.2924, grad_norm: 4.6755 2021-12-03 10:57:47,933 - mmaction - INFO - Epoch [58][340/1345] lr: 2.923e-03, eta: 1:34:28, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.6500, top5_acc: 0.8688, loss_cls: 1.2682, loss: 1.2682, grad_norm: 4.6802 2021-12-03 10:58:00,038 - mmaction - INFO - Epoch [58][360/1345] lr: 2.923e-03, eta: 1:34:15, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.6391, top5_acc: 0.8508, loss_cls: 1.3655, loss: 1.3655, grad_norm: 4.7634 2021-12-03 10:58:12,146 - mmaction - INFO - Epoch [58][380/1345] lr: 2.923e-03, eta: 1:34:03, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.6625, top5_acc: 0.8719, loss_cls: 1.2445, loss: 1.2445, grad_norm: 4.5647 2021-12-03 10:58:24,253 - mmaction - INFO - Epoch [58][400/1345] lr: 2.923e-03, eta: 1:33:50, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.6586, top5_acc: 0.8688, loss_cls: 1.3069, loss: 1.3069, grad_norm: 4.6209 2021-12-03 10:58:36,382 - mmaction - INFO - Epoch [58][420/1345] lr: 2.923e-03, eta: 1:33:38, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.6320, top5_acc: 0.8562, loss_cls: 1.3807, loss: 1.3807, grad_norm: 4.8060 2021-12-03 10:58:48,543 - mmaction - INFO - Epoch [58][440/1345] lr: 2.923e-03, eta: 1:33:25, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.6664, top5_acc: 0.8586, loss_cls: 1.3285, loss: 1.3285, grad_norm: 4.7333 2021-12-03 10:59:00,671 - mmaction - INFO - Epoch [58][460/1345] lr: 2.923e-03, eta: 1:33:13, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.6781, top5_acc: 0.8664, loss_cls: 1.2760, loss: 1.2760, grad_norm: 4.5226 2021-12-03 10:59:12,803 - mmaction - INFO - Epoch [58][480/1345] lr: 2.923e-03, eta: 1:33:00, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.6484, top5_acc: 0.8562, loss_cls: 1.3548, loss: 1.3548, grad_norm: 4.7564 2021-12-03 10:59:25,004 - mmaction - INFO - Epoch [58][500/1345] lr: 2.923e-03, eta: 1:32:48, time: 0.610, data_time: 0.000, memory: 5354, top1_acc: 0.6828, top5_acc: 0.8820, loss_cls: 1.2585, loss: 1.2585, grad_norm: 4.7703 2021-12-03 10:59:37,105 - mmaction - INFO - Epoch [58][520/1345] lr: 2.923e-03, eta: 1:32:35, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.6492, top5_acc: 0.8617, loss_cls: 1.3342, loss: 1.3342, grad_norm: 4.7461 2021-12-03 10:59:49,202 - mmaction - INFO - Epoch [58][540/1345] lr: 2.923e-03, eta: 1:32:22, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.6773, top5_acc: 0.8781, loss_cls: 1.2297, loss: 1.2297, grad_norm: 4.6347 2021-12-03 11:00:01,309 - mmaction - INFO - Epoch [58][560/1345] lr: 2.923e-03, eta: 1:32:10, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.6430, top5_acc: 0.8648, loss_cls: 1.3318, loss: 1.3318, grad_norm: 4.7061 2021-12-03 11:00:13,448 - mmaction - INFO - Epoch [58][580/1345] lr: 2.923e-03, eta: 1:31:57, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.6453, top5_acc: 0.8531, loss_cls: 1.3796, loss: 1.3796, grad_norm: 4.7566 2021-12-03 11:00:25,554 - mmaction - INFO - Epoch [58][600/1345] lr: 2.923e-03, eta: 1:31:45, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.6539, top5_acc: 0.8594, loss_cls: 1.3612, loss: 1.3612, grad_norm: 4.8002 2021-12-03 11:00:37,692 - mmaction - INFO - Epoch [58][620/1345] lr: 2.923e-03, eta: 1:31:32, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.6383, top5_acc: 0.8398, loss_cls: 1.4040, loss: 1.4040, grad_norm: 4.8682 2021-12-03 11:00:49,805 - mmaction - INFO - Epoch [58][640/1345] lr: 2.923e-03, eta: 1:31:20, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.6477, top5_acc: 0.8688, loss_cls: 1.3007, loss: 1.3007, grad_norm: 4.6953 2021-12-03 11:01:01,911 - mmaction - INFO - Epoch [58][660/1345] lr: 2.923e-03, eta: 1:31:07, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.6461, top5_acc: 0.8562, loss_cls: 1.3684, loss: 1.3684, grad_norm: 4.8112 2021-12-03 11:01:14,017 - mmaction - INFO - Epoch [58][680/1345] lr: 2.923e-03, eta: 1:30:55, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.6703, top5_acc: 0.8680, loss_cls: 1.2855, loss: 1.2855, grad_norm: 4.7411 2021-12-03 11:01:26,142 - mmaction - INFO - Epoch [58][700/1345] lr: 2.923e-03, eta: 1:30:42, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.6547, top5_acc: 0.8609, loss_cls: 1.3143, loss: 1.3143, grad_norm: 4.7827 2021-12-03 11:01:38,328 - mmaction - INFO - Epoch [58][720/1345] lr: 2.923e-03, eta: 1:30:30, time: 0.609, data_time: 0.000, memory: 5354, top1_acc: 0.6297, top5_acc: 0.8734, loss_cls: 1.3602, loss: 1.3602, grad_norm: 4.7171 2021-12-03 11:01:50,417 - mmaction - INFO - Epoch [58][740/1345] lr: 2.923e-03, eta: 1:30:17, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.6594, top5_acc: 0.8617, loss_cls: 1.3209, loss: 1.3209, grad_norm: 4.7144 2021-12-03 11:02:02,561 - mmaction - INFO - Epoch [58][760/1345] lr: 2.923e-03, eta: 1:30:05, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.6508, top5_acc: 0.8656, loss_cls: 1.3376, loss: 1.3376, grad_norm: 4.7846 2021-12-03 11:02:14,652 - mmaction - INFO - Epoch [58][780/1345] lr: 2.923e-03, eta: 1:29:52, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.6516, top5_acc: 0.8750, loss_cls: 1.2880, loss: 1.2880, grad_norm: 4.5850 2021-12-03 11:02:26,760 - mmaction - INFO - Epoch [58][800/1345] lr: 2.923e-03, eta: 1:29:40, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.6477, top5_acc: 0.8688, loss_cls: 1.3157, loss: 1.3157, grad_norm: 4.6734 2021-12-03 11:02:38,895 - mmaction - INFO - Epoch [58][820/1345] lr: 2.923e-03, eta: 1:29:27, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.6727, top5_acc: 0.8609, loss_cls: 1.2996, loss: 1.2996, grad_norm: 4.6584 2021-12-03 11:02:50,992 - mmaction - INFO - Epoch [58][840/1345] lr: 2.923e-03, eta: 1:29:14, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.6398, top5_acc: 0.8516, loss_cls: 1.4000, loss: 1.4000, grad_norm: 4.9138 2021-12-03 11:03:03,108 - mmaction - INFO - Epoch [58][860/1345] lr: 2.923e-03, eta: 1:29:02, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.6609, top5_acc: 0.8664, loss_cls: 1.2871, loss: 1.2871, grad_norm: 4.6892 2021-12-03 11:03:15,233 - mmaction - INFO - Epoch [58][880/1345] lr: 2.923e-03, eta: 1:28:49, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.6680, top5_acc: 0.8555, loss_cls: 1.3103, loss: 1.3103, grad_norm: 4.6213 2021-12-03 11:03:27,398 - mmaction - INFO - Epoch [58][900/1345] lr: 2.923e-03, eta: 1:28:37, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.6602, top5_acc: 0.8844, loss_cls: 1.2391, loss: 1.2391, grad_norm: 4.8466 2021-12-03 11:03:39,529 - mmaction - INFO - Epoch [58][920/1345] lr: 2.923e-03, eta: 1:28:24, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.6500, top5_acc: 0.8500, loss_cls: 1.4004, loss: 1.4004, grad_norm: 4.8860 2021-12-03 11:03:51,665 - mmaction - INFO - Epoch [58][940/1345] lr: 2.923e-03, eta: 1:28:12, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.6484, top5_acc: 0.8625, loss_cls: 1.3574, loss: 1.3574, grad_norm: 4.9322 2021-12-03 11:04:03,787 - mmaction - INFO - Epoch [58][960/1345] lr: 2.923e-03, eta: 1:27:59, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.6617, top5_acc: 0.8750, loss_cls: 1.2720, loss: 1.2720, grad_norm: 4.8051 2021-12-03 11:04:15,886 - mmaction - INFO - Epoch [58][980/1345] lr: 2.923e-03, eta: 1:27:47, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.6484, top5_acc: 0.8758, loss_cls: 1.3105, loss: 1.3105, grad_norm: 4.7276 2021-12-03 11:04:28,050 - mmaction - INFO - Epoch [58][1000/1345] lr: 2.923e-03, eta: 1:27:34, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.6453, top5_acc: 0.8695, loss_cls: 1.3183, loss: 1.3183, grad_norm: 4.7158 2021-12-03 11:04:40,144 - mmaction - INFO - Epoch [58][1020/1345] lr: 2.923e-03, eta: 1:27:22, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.6422, top5_acc: 0.8703, loss_cls: 1.3373, loss: 1.3373, grad_norm: 4.7900 2021-12-03 11:04:52,246 - mmaction - INFO - Epoch [58][1040/1345] lr: 2.923e-03, eta: 1:27:09, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.6453, top5_acc: 0.8664, loss_cls: 1.3296, loss: 1.3296, grad_norm: 4.6290 2021-12-03 11:05:04,374 - mmaction - INFO - Epoch [58][1060/1345] lr: 2.923e-03, eta: 1:26:57, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.6656, top5_acc: 0.8664, loss_cls: 1.2835, loss: 1.2835, grad_norm: 4.6681 2021-12-03 11:05:16,489 - mmaction - INFO - Epoch [58][1080/1345] lr: 2.923e-03, eta: 1:26:44, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.6813, top5_acc: 0.8852, loss_cls: 1.1922, loss: 1.1922, grad_norm: 4.5784 2021-12-03 11:05:28,606 - mmaction - INFO - Epoch [58][1100/1345] lr: 2.923e-03, eta: 1:26:32, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.6445, top5_acc: 0.8711, loss_cls: 1.3365, loss: 1.3365, grad_norm: 4.8770 2021-12-03 11:05:40,736 - mmaction - INFO - Epoch [58][1120/1345] lr: 2.923e-03, eta: 1:26:19, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.6570, top5_acc: 0.8625, loss_cls: 1.3050, loss: 1.3050, grad_norm: 4.5844 2021-12-03 11:05:52,842 - mmaction - INFO - Epoch [58][1140/1345] lr: 2.923e-03, eta: 1:26:07, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.6578, top5_acc: 0.8742, loss_cls: 1.3141, loss: 1.3141, grad_norm: 4.8311 2021-12-03 11:06:04,963 - mmaction - INFO - Epoch [58][1160/1345] lr: 2.923e-03, eta: 1:25:54, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.6461, top5_acc: 0.8570, loss_cls: 1.3559, loss: 1.3559, grad_norm: 4.9509 2021-12-03 11:06:17,091 - mmaction - INFO - Epoch [58][1180/1345] lr: 2.923e-03, eta: 1:25:42, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.6586, top5_acc: 0.8750, loss_cls: 1.2831, loss: 1.2831, grad_norm: 4.6667 2021-12-03 11:06:29,200 - mmaction - INFO - Epoch [58][1200/1345] lr: 2.923e-03, eta: 1:25:29, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.6727, top5_acc: 0.8711, loss_cls: 1.2594, loss: 1.2594, grad_norm: 4.5251 2021-12-03 11:06:41,306 - mmaction - INFO - Epoch [58][1220/1345] lr: 2.923e-03, eta: 1:25:16, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.6523, top5_acc: 0.8742, loss_cls: 1.2893, loss: 1.2893, grad_norm: 4.7798 2021-12-03 11:06:53,429 - mmaction - INFO - Epoch [58][1240/1345] lr: 2.923e-03, eta: 1:25:04, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.6492, top5_acc: 0.8758, loss_cls: 1.3067, loss: 1.3067, grad_norm: 4.8805 2021-12-03 11:07:05,566 - mmaction - INFO - Epoch [58][1260/1345] lr: 2.923e-03, eta: 1:24:51, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.6602, top5_acc: 0.8703, loss_cls: 1.3140, loss: 1.3140, grad_norm: 4.7937 2021-12-03 11:07:17,688 - mmaction - INFO - Epoch [58][1280/1345] lr: 2.923e-03, eta: 1:24:39, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.6484, top5_acc: 0.8578, loss_cls: 1.3344, loss: 1.3344, grad_norm: 4.7671 2021-12-03 11:07:29,805 - mmaction - INFO - Epoch [58][1300/1345] lr: 2.923e-03, eta: 1:24:26, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.6570, top5_acc: 0.8578, loss_cls: 1.3423, loss: 1.3423, grad_norm: 4.7575 2021-12-03 11:07:41,919 - mmaction - INFO - Epoch [58][1320/1345] lr: 2.923e-03, eta: 1:24:14, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.6555, top5_acc: 0.8625, loss_cls: 1.3291, loss: 1.3291, grad_norm: 4.8163 2021-12-03 11:07:54,036 - mmaction - INFO - Epoch [58][1340/1345] lr: 2.923e-03, eta: 1:24:01, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.6539, top5_acc: 0.8867, loss_cls: 1.2967, loss: 1.2967, grad_norm: 4.7568 2021-12-03 11:08:48,828 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-12-03 11:08:48,981 - mmaction - INFO - top1_acc 0.4362 top5_acc 0.7500 2021-12-03 11:08:48,981 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-12-03 11:08:48,991 - mmaction - INFO - mean_acc 0.4033 2021-12-03 11:08:50,326 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_58.pth. 2021-12-03 11:08:50,339 - mmaction - INFO - Best top1_acc is 0.4362 at 58 epoch. 2021-12-03 11:08:50,356 - mmaction - INFO - Saving checkpoint at 58 epochs 2021-12-03 11:08:51,761 - mmaction - INFO - Epoch(val) [58][181] top1_acc: 0.4362, top5_acc: 0.7500, mean_class_accuracy: 0.4033 2021-12-03 11:09:33,572 - mmaction - INFO - Epoch [59][20/1345] lr: 2.153e-03, eta: 1:23:48, time: 2.090, data_time: 1.474, memory: 5354, top1_acc: 0.6703, top5_acc: 0.8812, loss_cls: 1.2349, loss: 1.2349, grad_norm: 4.3162 2021-12-03 11:09:45,576 - mmaction - INFO - Epoch [59][40/1345] lr: 2.153e-03, eta: 1:23:36, time: 0.600, data_time: 0.001, memory: 5354, top1_acc: 0.6484, top5_acc: 0.8617, loss_cls: 1.3546, loss: 1.3546, grad_norm: 4.6714 2021-12-03 11:09:57,600 - mmaction - INFO - Epoch [59][60/1345] lr: 2.153e-03, eta: 1:23:23, time: 0.601, data_time: 0.002, memory: 5354, top1_acc: 0.6562, top5_acc: 0.8633, loss_cls: 1.3256, loss: 1.3256, grad_norm: 4.7592 2021-12-03 11:10:09,633 - mmaction - INFO - Epoch [59][80/1345] lr: 2.153e-03, eta: 1:23:11, time: 0.602, data_time: 0.000, memory: 5354, top1_acc: 0.6852, top5_acc: 0.8797, loss_cls: 1.1969, loss: 1.1969, grad_norm: 4.3933 2021-12-03 11:10:21,678 - mmaction - INFO - Epoch [59][100/1345] lr: 2.153e-03, eta: 1:22:58, time: 0.602, data_time: 0.000, memory: 5354, top1_acc: 0.6602, top5_acc: 0.8727, loss_cls: 1.3038, loss: 1.3038, grad_norm: 4.6105 2021-12-03 11:10:33,750 - mmaction - INFO - Epoch [59][120/1345] lr: 2.153e-03, eta: 1:22:46, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.6742, top5_acc: 0.8680, loss_cls: 1.2900, loss: 1.2900, grad_norm: 4.7431 2021-12-03 11:10:45,803 - mmaction - INFO - Epoch [59][140/1345] lr: 2.153e-03, eta: 1:22:33, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.6578, top5_acc: 0.8922, loss_cls: 1.2453, loss: 1.2453, grad_norm: 4.6993 2021-12-03 11:10:57,855 - mmaction - INFO - Epoch [59][160/1345] lr: 2.153e-03, eta: 1:22:21, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.6789, top5_acc: 0.8820, loss_cls: 1.2136, loss: 1.2136, grad_norm: 4.6294 2021-12-03 11:11:09,927 - mmaction - INFO - Epoch [59][180/1345] lr: 2.153e-03, eta: 1:22:08, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.6937, top5_acc: 0.8906, loss_cls: 1.1630, loss: 1.1630, grad_norm: 4.5012 2021-12-03 11:11:21,996 - mmaction - INFO - Epoch [59][200/1345] lr: 2.153e-03, eta: 1:21:56, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.6578, top5_acc: 0.8781, loss_cls: 1.2652, loss: 1.2652, grad_norm: 4.7490 2021-12-03 11:11:34,086 - mmaction - INFO - Epoch [59][220/1345] lr: 2.153e-03, eta: 1:21:43, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.6477, top5_acc: 0.8500, loss_cls: 1.3627, loss: 1.3627, grad_norm: 4.9031 2021-12-03 11:11:46,178 - mmaction - INFO - Epoch [59][240/1345] lr: 2.153e-03, eta: 1:21:30, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.6477, top5_acc: 0.8578, loss_cls: 1.3285, loss: 1.3285, grad_norm: 4.7937 2021-12-03 11:11:58,268 - mmaction - INFO - Epoch [59][260/1345] lr: 2.153e-03, eta: 1:21:18, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.6656, top5_acc: 0.8734, loss_cls: 1.2780, loss: 1.2780, grad_norm: 4.7978 2021-12-03 11:12:10,394 - mmaction - INFO - Epoch [59][280/1345] lr: 2.153e-03, eta: 1:21:05, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.6687, top5_acc: 0.8711, loss_cls: 1.2867, loss: 1.2867, grad_norm: 4.7909 2021-12-03 11:12:22,487 - mmaction - INFO - Epoch [59][300/1345] lr: 2.153e-03, eta: 1:20:53, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.6594, top5_acc: 0.8727, loss_cls: 1.2578, loss: 1.2578, grad_norm: 4.6519 2021-12-03 11:12:34,602 - mmaction - INFO - Epoch [59][320/1345] lr: 2.153e-03, eta: 1:20:40, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.6562, top5_acc: 0.8789, loss_cls: 1.2853, loss: 1.2853, grad_norm: 4.7849 2021-12-03 11:12:46,729 - mmaction - INFO - Epoch [59][340/1345] lr: 2.153e-03, eta: 1:20:28, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.6383, top5_acc: 0.8555, loss_cls: 1.3801, loss: 1.3801, grad_norm: 4.9641 2021-12-03 11:12:58,869 - mmaction - INFO - Epoch [59][360/1345] lr: 2.153e-03, eta: 1:20:15, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.6734, top5_acc: 0.8773, loss_cls: 1.2176, loss: 1.2176, grad_norm: 4.6331 2021-12-03 11:13:10,997 - mmaction - INFO - Epoch [59][380/1345] lr: 2.153e-03, eta: 1:20:03, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.6719, top5_acc: 0.8836, loss_cls: 1.2360, loss: 1.2360, grad_norm: 4.7499 2021-12-03 11:13:23,109 - mmaction - INFO - Epoch [59][400/1345] lr: 2.153e-03, eta: 1:19:50, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.6742, top5_acc: 0.8727, loss_cls: 1.2723, loss: 1.2723, grad_norm: 4.8848 2021-12-03 11:13:35,234 - mmaction - INFO - Epoch [59][420/1345] lr: 2.153e-03, eta: 1:19:38, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.6570, top5_acc: 0.8836, loss_cls: 1.2483, loss: 1.2483, grad_norm: 4.6593 2021-12-03 11:13:47,422 - mmaction - INFO - Epoch [59][440/1345] lr: 2.153e-03, eta: 1:19:25, time: 0.609, data_time: 0.000, memory: 5354, top1_acc: 0.6672, top5_acc: 0.8750, loss_cls: 1.2503, loss: 1.2503, grad_norm: 4.7160 2021-12-03 11:13:59,539 - mmaction - INFO - Epoch [59][460/1345] lr: 2.153e-03, eta: 1:19:13, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.6469, top5_acc: 0.8680, loss_cls: 1.2613, loss: 1.2613, grad_norm: 4.7959 2021-12-03 11:14:11,675 - mmaction - INFO - Epoch [59][480/1345] lr: 2.153e-03, eta: 1:19:00, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.6703, top5_acc: 0.8781, loss_cls: 1.2558, loss: 1.2558, grad_norm: 4.9434 2021-12-03 11:14:23,809 - mmaction - INFO - Epoch [59][500/1345] lr: 2.153e-03, eta: 1:18:48, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.6766, top5_acc: 0.8891, loss_cls: 1.2102, loss: 1.2102, grad_norm: 4.7379 2021-12-03 11:14:35,942 - mmaction - INFO - Epoch [59][520/1345] lr: 2.153e-03, eta: 1:18:35, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.6570, top5_acc: 0.8781, loss_cls: 1.2958, loss: 1.2958, grad_norm: 4.9144 2021-12-03 11:14:48,082 - mmaction - INFO - Epoch [59][540/1345] lr: 2.153e-03, eta: 1:18:23, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.6578, top5_acc: 0.8672, loss_cls: 1.3039, loss: 1.3039, grad_norm: 4.9136 2021-12-03 11:15:00,201 - mmaction - INFO - Epoch [59][560/1345] lr: 2.153e-03, eta: 1:18:10, time: 0.606, data_time: 0.001, memory: 5354, top1_acc: 0.6680, top5_acc: 0.8805, loss_cls: 1.2363, loss: 1.2363, grad_norm: 4.7430 2021-12-03 11:15:12,418 - mmaction - INFO - Epoch [59][580/1345] lr: 2.153e-03, eta: 1:17:58, time: 0.611, data_time: 0.000, memory: 5354, top1_acc: 0.6453, top5_acc: 0.8656, loss_cls: 1.3407, loss: 1.3407, grad_norm: 4.8963 2021-12-03 11:15:24,564 - mmaction - INFO - Epoch [59][600/1345] lr: 2.153e-03, eta: 1:17:45, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.6547, top5_acc: 0.8734, loss_cls: 1.2664, loss: 1.2664, grad_norm: 4.6702 2021-12-03 11:15:36,637 - mmaction - INFO - Epoch [59][620/1345] lr: 2.153e-03, eta: 1:17:32, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.6617, top5_acc: 0.8711, loss_cls: 1.2661, loss: 1.2661, grad_norm: 4.6768 2021-12-03 11:15:48,767 - mmaction - INFO - Epoch [59][640/1345] lr: 2.153e-03, eta: 1:17:20, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.6867, top5_acc: 0.8766, loss_cls: 1.2184, loss: 1.2184, grad_norm: 4.5812 2021-12-03 11:16:00,905 - mmaction - INFO - Epoch [59][660/1345] lr: 2.153e-03, eta: 1:17:07, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.6367, top5_acc: 0.8836, loss_cls: 1.2616, loss: 1.2616, grad_norm: 4.8830 2021-12-03 11:16:13,037 - mmaction - INFO - Epoch [59][680/1345] lr: 2.153e-03, eta: 1:16:55, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.6453, top5_acc: 0.8734, loss_cls: 1.2797, loss: 1.2797, grad_norm: 4.8646 2021-12-03 11:16:25,156 - mmaction - INFO - Epoch [59][700/1345] lr: 2.153e-03, eta: 1:16:42, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.6445, top5_acc: 0.8523, loss_cls: 1.3343, loss: 1.3343, grad_norm: 4.7419 2021-12-03 11:16:37,273 - mmaction - INFO - Epoch [59][720/1345] lr: 2.153e-03, eta: 1:16:30, time: 0.606, data_time: 0.001, memory: 5354, top1_acc: 0.6656, top5_acc: 0.8781, loss_cls: 1.2531, loss: 1.2531, grad_norm: 4.6660 2021-12-03 11:16:49,451 - mmaction - INFO - Epoch [59][740/1345] lr: 2.153e-03, eta: 1:16:17, time: 0.609, data_time: 0.000, memory: 5354, top1_acc: 0.6633, top5_acc: 0.8594, loss_cls: 1.3022, loss: 1.3022, grad_norm: 4.8675 2021-12-03 11:17:01,577 - mmaction - INFO - Epoch [59][760/1345] lr: 2.153e-03, eta: 1:16:05, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.6773, top5_acc: 0.8750, loss_cls: 1.2634, loss: 1.2634, grad_norm: 4.6503 2021-12-03 11:17:13,712 - mmaction - INFO - Epoch [59][780/1345] lr: 2.153e-03, eta: 1:15:52, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.6586, top5_acc: 0.8547, loss_cls: 1.3720, loss: 1.3720, grad_norm: 4.8179 2021-12-03 11:17:25,808 - mmaction - INFO - Epoch [59][800/1345] lr: 2.153e-03, eta: 1:15:40, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.6680, top5_acc: 0.8648, loss_cls: 1.3082, loss: 1.3082, grad_norm: 4.7768 2021-12-03 11:17:37,968 - mmaction - INFO - Epoch [59][820/1345] lr: 2.153e-03, eta: 1:15:27, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.6648, top5_acc: 0.8820, loss_cls: 1.2430, loss: 1.2430, grad_norm: 4.6760 2021-12-03 11:17:50,128 - mmaction - INFO - Epoch [59][840/1345] lr: 2.153e-03, eta: 1:15:15, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.6648, top5_acc: 0.8844, loss_cls: 1.2597, loss: 1.2597, grad_norm: 4.7975 2021-12-03 11:18:02,215 - mmaction - INFO - Epoch [59][860/1345] lr: 2.153e-03, eta: 1:15:02, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.6703, top5_acc: 0.8820, loss_cls: 1.2565, loss: 1.2565, grad_norm: 4.7790 2021-12-03 11:18:14,344 - mmaction - INFO - Epoch [59][880/1345] lr: 2.153e-03, eta: 1:14:50, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.6711, top5_acc: 0.8805, loss_cls: 1.2216, loss: 1.2216, grad_norm: 4.6515 2021-12-03 11:18:26,479 - mmaction - INFO - Epoch [59][900/1345] lr: 2.153e-03, eta: 1:14:37, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.6867, top5_acc: 0.8672, loss_cls: 1.2555, loss: 1.2555, grad_norm: 4.8534 2021-12-03 11:18:38,626 - mmaction - INFO - Epoch [59][920/1345] lr: 2.153e-03, eta: 1:14:25, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.6414, top5_acc: 0.8703, loss_cls: 1.3178, loss: 1.3178, grad_norm: 4.9236 2021-12-03 11:18:50,783 - mmaction - INFO - Epoch [59][940/1345] lr: 2.153e-03, eta: 1:14:12, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.6531, top5_acc: 0.8609, loss_cls: 1.3392, loss: 1.3392, grad_norm: 4.9576 2021-12-03 11:19:02,903 - mmaction - INFO - Epoch [59][960/1345] lr: 2.153e-03, eta: 1:14:00, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.6438, top5_acc: 0.8664, loss_cls: 1.3194, loss: 1.3194, grad_norm: 4.8819 2021-12-03 11:19:15,075 - mmaction - INFO - Epoch [59][980/1345] lr: 2.153e-03, eta: 1:13:47, time: 0.609, data_time: 0.000, memory: 5354, top1_acc: 0.6656, top5_acc: 0.8555, loss_cls: 1.3023, loss: 1.3023, grad_norm: 4.8087 2021-12-03 11:19:27,212 - mmaction - INFO - Epoch [59][1000/1345] lr: 2.153e-03, eta: 1:13:35, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.6453, top5_acc: 0.8727, loss_cls: 1.2985, loss: 1.2985, grad_norm: 4.7633 2021-12-03 11:19:39,341 - mmaction - INFO - Epoch [59][1020/1345] lr: 2.153e-03, eta: 1:13:22, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.6320, top5_acc: 0.8570, loss_cls: 1.3827, loss: 1.3827, grad_norm: 5.0060 2021-12-03 11:19:51,496 - mmaction - INFO - Epoch [59][1040/1345] lr: 2.153e-03, eta: 1:13:09, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.6687, top5_acc: 0.8781, loss_cls: 1.2697, loss: 1.2697, grad_norm: 4.8868 2021-12-03 11:20:03,645 - mmaction - INFO - Epoch [59][1060/1345] lr: 2.153e-03, eta: 1:12:57, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.6773, top5_acc: 0.8703, loss_cls: 1.2457, loss: 1.2457, grad_norm: 4.7206 2021-12-03 11:20:15,759 - mmaction - INFO - Epoch [59][1080/1345] lr: 2.153e-03, eta: 1:12:44, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.6672, top5_acc: 0.8820, loss_cls: 1.2656, loss: 1.2656, grad_norm: 4.8277 2021-12-03 11:20:27,888 - mmaction - INFO - Epoch [59][1100/1345] lr: 2.153e-03, eta: 1:12:32, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.6406, top5_acc: 0.8609, loss_cls: 1.3250, loss: 1.3250, grad_norm: 4.8704 2021-12-03 11:20:40,034 - mmaction - INFO - Epoch [59][1120/1345] lr: 2.153e-03, eta: 1:12:19, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.6336, top5_acc: 0.8555, loss_cls: 1.3761, loss: 1.3761, grad_norm: 4.9999 2021-12-03 11:20:52,206 - mmaction - INFO - Epoch [59][1140/1345] lr: 2.153e-03, eta: 1:12:07, time: 0.609, data_time: 0.000, memory: 5354, top1_acc: 0.6859, top5_acc: 0.8844, loss_cls: 1.2133, loss: 1.2133, grad_norm: 4.6640 2021-12-03 11:21:04,318 - mmaction - INFO - Epoch [59][1160/1345] lr: 2.153e-03, eta: 1:11:54, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.6711, top5_acc: 0.8711, loss_cls: 1.2844, loss: 1.2844, grad_norm: 4.7858 2021-12-03 11:21:16,431 - mmaction - INFO - Epoch [59][1180/1345] lr: 2.153e-03, eta: 1:11:42, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.6641, top5_acc: 0.8578, loss_cls: 1.3351, loss: 1.3351, grad_norm: 4.8330 2021-12-03 11:21:28,577 - mmaction - INFO - Epoch [59][1200/1345] lr: 2.153e-03, eta: 1:11:29, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.6625, top5_acc: 0.8805, loss_cls: 1.2717, loss: 1.2717, grad_norm: 4.8377 2021-12-03 11:21:40,693 - mmaction - INFO - Epoch [59][1220/1345] lr: 2.153e-03, eta: 1:11:17, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.6461, top5_acc: 0.8641, loss_cls: 1.3619, loss: 1.3619, grad_norm: 4.9750 2021-12-03 11:21:52,818 - mmaction - INFO - Epoch [59][1240/1345] lr: 2.153e-03, eta: 1:11:04, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.6789, top5_acc: 0.8672, loss_cls: 1.2536, loss: 1.2536, grad_norm: 4.6437 2021-12-03 11:22:04,947 - mmaction - INFO - Epoch [59][1260/1345] lr: 2.153e-03, eta: 1:10:52, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.6687, top5_acc: 0.8836, loss_cls: 1.2470, loss: 1.2470, grad_norm: 4.7703 2021-12-03 11:22:17,019 - mmaction - INFO - Epoch [59][1280/1345] lr: 2.153e-03, eta: 1:10:39, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.6687, top5_acc: 0.8602, loss_cls: 1.2656, loss: 1.2656, grad_norm: 4.6611 2021-12-03 11:22:29,141 - mmaction - INFO - Epoch [59][1300/1345] lr: 2.153e-03, eta: 1:10:27, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.6539, top5_acc: 0.8664, loss_cls: 1.3320, loss: 1.3320, grad_norm: 4.9981 2021-12-03 11:22:41,260 - mmaction - INFO - Epoch [59][1320/1345] lr: 2.153e-03, eta: 1:10:14, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.6578, top5_acc: 0.8625, loss_cls: 1.3277, loss: 1.3277, grad_norm: 4.7985 2021-12-03 11:22:53,353 - mmaction - INFO - Epoch [59][1340/1345] lr: 2.153e-03, eta: 1:10:02, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.6391, top5_acc: 0.8570, loss_cls: 1.3447, loss: 1.3447, grad_norm: 4.8401 2021-12-03 11:23:48,107 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-12-03 11:23:48,258 - mmaction - INFO - top1_acc 0.4354 top5_acc 0.7446 2021-12-03 11:23:48,258 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-12-03 11:23:48,267 - mmaction - INFO - mean_acc 0.3993 2021-12-03 11:23:48,269 - mmaction - INFO - Saving checkpoint at 59 epochs 2021-12-03 11:23:49,378 - mmaction - INFO - Epoch(val) [59][181] top1_acc: 0.4354, top5_acc: 0.7446, mean_class_accuracy: 0.3993 2021-12-03 11:24:29,704 - mmaction - INFO - Epoch [60][20/1345] lr: 1.498e-03, eta: 1:09:48, time: 2.016, data_time: 1.411, memory: 5354, top1_acc: 0.6680, top5_acc: 0.8672, loss_cls: 1.2418, loss: 1.2418, grad_norm: 4.7197 2021-12-03 11:24:41,716 - mmaction - INFO - Epoch [60][40/1345] lr: 1.498e-03, eta: 1:09:36, time: 0.601, data_time: 0.002, memory: 5354, top1_acc: 0.6602, top5_acc: 0.8664, loss_cls: 1.3049, loss: 1.3049, grad_norm: 4.6262 2021-12-03 11:24:53,736 - mmaction - INFO - Epoch [60][60/1345] lr: 1.498e-03, eta: 1:09:23, time: 0.601, data_time: 0.001, memory: 5354, top1_acc: 0.6852, top5_acc: 0.8875, loss_cls: 1.2082, loss: 1.2082, grad_norm: 4.7110 2021-12-03 11:25:05,778 - mmaction - INFO - Epoch [60][80/1345] lr: 1.498e-03, eta: 1:09:11, time: 0.602, data_time: 0.001, memory: 5354, top1_acc: 0.6648, top5_acc: 0.8844, loss_cls: 1.2719, loss: 1.2719, grad_norm: 4.7067 2021-12-03 11:25:17,825 - mmaction - INFO - Epoch [60][100/1345] lr: 1.498e-03, eta: 1:08:58, time: 0.602, data_time: 0.000, memory: 5354, top1_acc: 0.6734, top5_acc: 0.8852, loss_cls: 1.2163, loss: 1.2163, grad_norm: 4.6460 2021-12-03 11:25:29,878 - mmaction - INFO - Epoch [60][120/1345] lr: 1.498e-03, eta: 1:08:45, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.6852, top5_acc: 0.8812, loss_cls: 1.2050, loss: 1.2050, grad_norm: 4.6808 2021-12-03 11:25:41,949 - mmaction - INFO - Epoch [60][140/1345] lr: 1.498e-03, eta: 1:08:33, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.6586, top5_acc: 0.8734, loss_cls: 1.3091, loss: 1.3091, grad_norm: 4.9818 2021-12-03 11:25:54,003 - mmaction - INFO - Epoch [60][160/1345] lr: 1.498e-03, eta: 1:08:20, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.6555, top5_acc: 0.8562, loss_cls: 1.3030, loss: 1.3030, grad_norm: 4.9462 2021-12-03 11:26:06,079 - mmaction - INFO - Epoch [60][180/1345] lr: 1.498e-03, eta: 1:08:08, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.6727, top5_acc: 0.8633, loss_cls: 1.2650, loss: 1.2650, grad_norm: 4.9816 2021-12-03 11:26:18,176 - mmaction - INFO - Epoch [60][200/1345] lr: 1.498e-03, eta: 1:07:55, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.6961, top5_acc: 0.8844, loss_cls: 1.2067, loss: 1.2067, grad_norm: 4.6286 2021-12-03 11:26:30,280 - mmaction - INFO - Epoch [60][220/1345] lr: 1.498e-03, eta: 1:07:43, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.6594, top5_acc: 0.8680, loss_cls: 1.3021, loss: 1.3021, grad_norm: 4.9248 2021-12-03 11:26:42,402 - mmaction - INFO - Epoch [60][240/1345] lr: 1.498e-03, eta: 1:07:30, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.6609, top5_acc: 0.8625, loss_cls: 1.2914, loss: 1.2914, grad_norm: 4.8006 2021-12-03 11:26:54,525 - mmaction - INFO - Epoch [60][260/1345] lr: 1.498e-03, eta: 1:07:18, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.6625, top5_acc: 0.8750, loss_cls: 1.2662, loss: 1.2662, grad_norm: 4.9586 2021-12-03 11:27:06,616 - mmaction - INFO - Epoch [60][280/1345] lr: 1.498e-03, eta: 1:07:05, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.6719, top5_acc: 0.8836, loss_cls: 1.2672, loss: 1.2672, grad_norm: 4.9745 2021-12-03 11:27:18,721 - mmaction - INFO - Epoch [60][300/1345] lr: 1.498e-03, eta: 1:06:53, time: 0.605, data_time: 0.001, memory: 5354, top1_acc: 0.6547, top5_acc: 0.8852, loss_cls: 1.2550, loss: 1.2550, grad_norm: 4.8971 2021-12-03 11:27:30,920 - mmaction - INFO - Epoch [60][320/1345] lr: 1.498e-03, eta: 1:06:40, time: 0.610, data_time: 0.000, memory: 5354, top1_acc: 0.6750, top5_acc: 0.8727, loss_cls: 1.2277, loss: 1.2277, grad_norm: 4.7167 2021-12-03 11:27:43,010 - mmaction - INFO - Epoch [60][340/1345] lr: 1.498e-03, eta: 1:06:28, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.6461, top5_acc: 0.8695, loss_cls: 1.2535, loss: 1.2535, grad_norm: 4.9273 2021-12-03 11:27:55,106 - mmaction - INFO - Epoch [60][360/1345] lr: 1.498e-03, eta: 1:06:15, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.6914, top5_acc: 0.8789, loss_cls: 1.1803, loss: 1.1803, grad_norm: 4.6571 2021-12-03 11:28:07,258 - mmaction - INFO - Epoch [60][380/1345] lr: 1.498e-03, eta: 1:06:03, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.6609, top5_acc: 0.8742, loss_cls: 1.2770, loss: 1.2770, grad_norm: 4.8488 2021-12-03 11:28:19,403 - mmaction - INFO - Epoch [60][400/1345] lr: 1.498e-03, eta: 1:05:50, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.6813, top5_acc: 0.8797, loss_cls: 1.2107, loss: 1.2107, grad_norm: 4.6301 2021-12-03 11:28:31,586 - mmaction - INFO - Epoch [60][420/1345] lr: 1.498e-03, eta: 1:05:38, time: 0.609, data_time: 0.000, memory: 5354, top1_acc: 0.6383, top5_acc: 0.8664, loss_cls: 1.3337, loss: 1.3337, grad_norm: 5.1144 2021-12-03 11:28:43,677 - mmaction - INFO - Epoch [60][440/1345] lr: 1.498e-03, eta: 1:05:25, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.6461, top5_acc: 0.8609, loss_cls: 1.3540, loss: 1.3540, grad_norm: 4.9289 2021-12-03 11:28:55,776 - mmaction - INFO - Epoch [60][460/1345] lr: 1.498e-03, eta: 1:05:13, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.6633, top5_acc: 0.8805, loss_cls: 1.2244, loss: 1.2244, grad_norm: 4.6983 2021-12-03 11:29:07,899 - mmaction - INFO - Epoch [60][480/1345] lr: 1.498e-03, eta: 1:05:00, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.6570, top5_acc: 0.8773, loss_cls: 1.2445, loss: 1.2445, grad_norm: 4.8556 2021-12-03 11:29:19,994 - mmaction - INFO - Epoch [60][500/1345] lr: 1.498e-03, eta: 1:04:48, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.6617, top5_acc: 0.8836, loss_cls: 1.2362, loss: 1.2362, grad_norm: 4.8024 2021-12-03 11:29:32,131 - mmaction - INFO - Epoch [60][520/1345] lr: 1.498e-03, eta: 1:04:35, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.6562, top5_acc: 0.8750, loss_cls: 1.3006, loss: 1.3006, grad_norm: 4.8501 2021-12-03 11:29:44,252 - mmaction - INFO - Epoch [60][540/1345] lr: 1.498e-03, eta: 1:04:23, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.6766, top5_acc: 0.8586, loss_cls: 1.2524, loss: 1.2524, grad_norm: 4.6645 2021-12-03 11:29:56,370 - mmaction - INFO - Epoch [60][560/1345] lr: 1.498e-03, eta: 1:04:10, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.6734, top5_acc: 0.8719, loss_cls: 1.2378, loss: 1.2378, grad_norm: 4.7024 2021-12-03 11:30:08,477 - mmaction - INFO - Epoch [60][580/1345] lr: 1.498e-03, eta: 1:03:57, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.7031, top5_acc: 0.8852, loss_cls: 1.1491, loss: 1.1491, grad_norm: 4.5877 2021-12-03 11:30:20,572 - mmaction - INFO - Epoch [60][600/1345] lr: 1.498e-03, eta: 1:03:45, time: 0.605, data_time: 0.001, memory: 5354, top1_acc: 0.6656, top5_acc: 0.8750, loss_cls: 1.2815, loss: 1.2815, grad_norm: 4.9880 2021-12-03 11:30:32,690 - mmaction - INFO - Epoch [60][620/1345] lr: 1.498e-03, eta: 1:03:32, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.6617, top5_acc: 0.8828, loss_cls: 1.2333, loss: 1.2333, grad_norm: 4.8363 2021-12-03 11:30:44,818 - mmaction - INFO - Epoch [60][640/1345] lr: 1.498e-03, eta: 1:03:20, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.6578, top5_acc: 0.8867, loss_cls: 1.2447, loss: 1.2447, grad_norm: 4.9577 2021-12-03 11:30:56,927 - mmaction - INFO - Epoch [60][660/1345] lr: 1.498e-03, eta: 1:03:07, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.6727, top5_acc: 0.8711, loss_cls: 1.2711, loss: 1.2711, grad_norm: 4.8439 2021-12-03 11:31:09,067 - mmaction - INFO - Epoch [60][680/1345] lr: 1.498e-03, eta: 1:02:55, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.6711, top5_acc: 0.8812, loss_cls: 1.2210, loss: 1.2210, grad_norm: 4.8822 2021-12-03 11:31:21,173 - mmaction - INFO - Epoch [60][700/1345] lr: 1.498e-03, eta: 1:02:42, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.6711, top5_acc: 0.8633, loss_cls: 1.2897, loss: 1.2897, grad_norm: 4.8852 2021-12-03 11:31:33,294 - mmaction - INFO - Epoch [60][720/1345] lr: 1.498e-03, eta: 1:02:30, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.6586, top5_acc: 0.8797, loss_cls: 1.2928, loss: 1.2928, grad_norm: 4.9018 2021-12-03 11:31:45,410 - mmaction - INFO - Epoch [60][740/1345] lr: 1.498e-03, eta: 1:02:17, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.6625, top5_acc: 0.8758, loss_cls: 1.2691, loss: 1.2691, grad_norm: 4.8011 2021-12-03 11:31:57,578 - mmaction - INFO - Epoch [60][760/1345] lr: 1.498e-03, eta: 1:02:05, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.6617, top5_acc: 0.8766, loss_cls: 1.2464, loss: 1.2464, grad_norm: 4.6522 2021-12-03 11:32:09,692 - mmaction - INFO - Epoch [60][780/1345] lr: 1.498e-03, eta: 1:01:52, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.6625, top5_acc: 0.8766, loss_cls: 1.2597, loss: 1.2597, grad_norm: 4.8034 2021-12-03 11:32:21,812 - mmaction - INFO - Epoch [60][800/1345] lr: 1.498e-03, eta: 1:01:40, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.6609, top5_acc: 0.8727, loss_cls: 1.2813, loss: 1.2813, grad_norm: 4.9085 2021-12-03 11:32:33,944 - mmaction - INFO - Epoch [60][820/1345] lr: 1.498e-03, eta: 1:01:27, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.6570, top5_acc: 0.8594, loss_cls: 1.2921, loss: 1.2921, grad_norm: 4.7137 2021-12-03 11:32:46,061 - mmaction - INFO - Epoch [60][840/1345] lr: 1.498e-03, eta: 1:01:15, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.6695, top5_acc: 0.8727, loss_cls: 1.2809, loss: 1.2809, grad_norm: 5.0195 2021-12-03 11:32:58,187 - mmaction - INFO - Epoch [60][860/1345] lr: 1.498e-03, eta: 1:01:02, time: 0.606, data_time: 0.001, memory: 5354, top1_acc: 0.6781, top5_acc: 0.8820, loss_cls: 1.2401, loss: 1.2401, grad_norm: 4.7268 2021-12-03 11:33:10,323 - mmaction - INFO - Epoch [60][880/1345] lr: 1.498e-03, eta: 1:00:50, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.6750, top5_acc: 0.8773, loss_cls: 1.2358, loss: 1.2358, grad_norm: 4.8737 2021-12-03 11:33:22,491 - mmaction - INFO - Epoch [60][900/1345] lr: 1.498e-03, eta: 1:00:37, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.6789, top5_acc: 0.8672, loss_cls: 1.2635, loss: 1.2635, grad_norm: 4.8513 2021-12-03 11:33:34,616 - mmaction - INFO - Epoch [60][920/1345] lr: 1.498e-03, eta: 1:00:25, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.6539, top5_acc: 0.8578, loss_cls: 1.3114, loss: 1.3114, grad_norm: 5.0372 2021-12-03 11:33:46,745 - mmaction - INFO - Epoch [60][940/1345] lr: 1.498e-03, eta: 1:00:12, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.6484, top5_acc: 0.8617, loss_cls: 1.3324, loss: 1.3324, grad_norm: 4.9680 2021-12-03 11:33:58,874 - mmaction - INFO - Epoch [60][960/1345] lr: 1.498e-03, eta: 1:00:00, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.6477, top5_acc: 0.8562, loss_cls: 1.3374, loss: 1.3374, grad_norm: 4.9295 2021-12-03 11:34:10,969 - mmaction - INFO - Epoch [60][980/1345] lr: 1.498e-03, eta: 0:59:47, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.6656, top5_acc: 0.8570, loss_cls: 1.3035, loss: 1.3035, grad_norm: 4.7430 2021-12-03 11:34:23,185 - mmaction - INFO - Epoch [60][1000/1345] lr: 1.498e-03, eta: 0:59:35, time: 0.611, data_time: 0.000, memory: 5354, top1_acc: 0.6477, top5_acc: 0.8797, loss_cls: 1.3004, loss: 1.3004, grad_norm: 4.8472 2021-12-03 11:34:35,305 - mmaction - INFO - Epoch [60][1020/1345] lr: 1.498e-03, eta: 0:59:22, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.6500, top5_acc: 0.8703, loss_cls: 1.2769, loss: 1.2769, grad_norm: 5.0241 2021-12-03 11:34:47,431 - mmaction - INFO - Epoch [60][1040/1345] lr: 1.498e-03, eta: 0:59:10, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.6945, top5_acc: 0.8938, loss_cls: 1.1492, loss: 1.1492, grad_norm: 4.7380 2021-12-03 11:34:59,556 - mmaction - INFO - Epoch [60][1060/1345] lr: 1.498e-03, eta: 0:58:57, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.6781, top5_acc: 0.8609, loss_cls: 1.2739, loss: 1.2739, grad_norm: 4.7813 2021-12-03 11:35:11,750 - mmaction - INFO - Epoch [60][1080/1345] lr: 1.498e-03, eta: 0:58:45, time: 0.610, data_time: 0.000, memory: 5354, top1_acc: 0.6844, top5_acc: 0.8820, loss_cls: 1.2020, loss: 1.2020, grad_norm: 4.7504 2021-12-03 11:35:23,849 - mmaction - INFO - Epoch [60][1100/1345] lr: 1.498e-03, eta: 0:58:32, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.6609, top5_acc: 0.8797, loss_cls: 1.2403, loss: 1.2403, grad_norm: 4.8809 2021-12-03 11:35:35,948 - mmaction - INFO - Epoch [60][1120/1345] lr: 1.498e-03, eta: 0:58:20, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.6711, top5_acc: 0.8703, loss_cls: 1.2527, loss: 1.2527, grad_norm: 4.8511 2021-12-03 11:35:48,122 - mmaction - INFO - Epoch [60][1140/1345] lr: 1.498e-03, eta: 0:58:07, time: 0.609, data_time: 0.000, memory: 5354, top1_acc: 0.6461, top5_acc: 0.8641, loss_cls: 1.3410, loss: 1.3410, grad_norm: 4.9872 2021-12-03 11:36:00,297 - mmaction - INFO - Epoch [60][1160/1345] lr: 1.498e-03, eta: 0:57:54, time: 0.609, data_time: 0.000, memory: 5354, top1_acc: 0.6742, top5_acc: 0.8672, loss_cls: 1.2811, loss: 1.2811, grad_norm: 4.8144 2021-12-03 11:36:12,402 - mmaction - INFO - Epoch [60][1180/1345] lr: 1.498e-03, eta: 0:57:42, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.6703, top5_acc: 0.8766, loss_cls: 1.2113, loss: 1.2113, grad_norm: 4.7693 2021-12-03 11:36:24,514 - mmaction - INFO - Epoch [60][1200/1345] lr: 1.498e-03, eta: 0:57:29, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.6687, top5_acc: 0.8797, loss_cls: 1.2549, loss: 1.2549, grad_norm: 4.9322 2021-12-03 11:36:36,627 - mmaction - INFO - Epoch [60][1220/1345] lr: 1.498e-03, eta: 0:57:17, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.6539, top5_acc: 0.8664, loss_cls: 1.2978, loss: 1.2978, grad_norm: 4.9056 2021-12-03 11:36:48,739 - mmaction - INFO - Epoch [60][1240/1345] lr: 1.498e-03, eta: 0:57:04, time: 0.606, data_time: 0.001, memory: 5354, top1_acc: 0.6672, top5_acc: 0.8766, loss_cls: 1.2503, loss: 1.2503, grad_norm: 4.8757 2021-12-03 11:37:00,869 - mmaction - INFO - Epoch [60][1260/1345] lr: 1.498e-03, eta: 0:56:52, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.6734, top5_acc: 0.8719, loss_cls: 1.2588, loss: 1.2588, grad_norm: 4.8167 2021-12-03 11:37:13,013 - mmaction - INFO - Epoch [60][1280/1345] lr: 1.498e-03, eta: 0:56:39, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.6641, top5_acc: 0.8602, loss_cls: 1.2696, loss: 1.2696, grad_norm: 4.9673 2021-12-03 11:37:25,141 - mmaction - INFO - Epoch [60][1300/1345] lr: 1.498e-03, eta: 0:56:27, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.6781, top5_acc: 0.8711, loss_cls: 1.2574, loss: 1.2574, grad_norm: 4.9011 2021-12-03 11:37:37,298 - mmaction - INFO - Epoch [60][1320/1345] lr: 1.498e-03, eta: 0:56:14, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.6633, top5_acc: 0.8602, loss_cls: 1.3068, loss: 1.3068, grad_norm: 4.9621 2021-12-03 11:37:49,469 - mmaction - INFO - Epoch [60][1340/1345] lr: 1.498e-03, eta: 0:56:02, time: 0.609, data_time: 0.001, memory: 5354, top1_acc: 0.6750, top5_acc: 0.8867, loss_cls: 1.1969, loss: 1.1969, grad_norm: 4.6718 2021-12-03 11:38:44,056 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-12-03 11:38:44,210 - mmaction - INFO - top1_acc 0.4451 top5_acc 0.7530 2021-12-03 11:38:44,210 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-12-03 11:38:44,220 - mmaction - INFO - mean_acc 0.4109 2021-12-03 11:38:45,357 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_60.pth. 2021-12-03 11:38:45,358 - mmaction - INFO - Best top1_acc is 0.4451 at 60 epoch. 2021-12-03 11:38:45,364 - mmaction - INFO - Saving checkpoint at 60 epochs 2021-12-03 11:38:46,786 - mmaction - INFO - Epoch(val) [60][181] top1_acc: 0.4451, top5_acc: 0.7530, mean_class_accuracy: 0.4109 2021-12-03 11:39:24,954 - mmaction - INFO - Epoch [61][20/1345] lr: 9.607e-04, eta: 0:55:48, time: 1.908, data_time: 1.308, memory: 5354, top1_acc: 0.6883, top5_acc: 0.8836, loss_cls: 1.1858, loss: 1.1858, grad_norm: 4.7036 2021-12-03 11:39:36,979 - mmaction - INFO - Epoch [61][40/1345] lr: 9.607e-04, eta: 0:55:35, time: 0.601, data_time: 0.002, memory: 5354, top1_acc: 0.6672, top5_acc: 0.8633, loss_cls: 1.2890, loss: 1.2890, grad_norm: 4.8380 2021-12-03 11:39:48,997 - mmaction - INFO - Epoch [61][60/1345] lr: 9.607e-04, eta: 0:55:23, time: 0.601, data_time: 0.001, memory: 5354, top1_acc: 0.6664, top5_acc: 0.8773, loss_cls: 1.2672, loss: 1.2672, grad_norm: 4.8589 2021-12-03 11:40:01,053 - mmaction - INFO - Epoch [61][80/1345] lr: 9.607e-04, eta: 0:55:10, time: 0.603, data_time: 0.001, memory: 5354, top1_acc: 0.6797, top5_acc: 0.8938, loss_cls: 1.1840, loss: 1.1840, grad_norm: 4.8055 2021-12-03 11:40:13,103 - mmaction - INFO - Epoch [61][100/1345] lr: 9.607e-04, eta: 0:54:58, time: 0.602, data_time: 0.001, memory: 5354, top1_acc: 0.6820, top5_acc: 0.8711, loss_cls: 1.2505, loss: 1.2505, grad_norm: 4.8054 2021-12-03 11:40:25,156 - mmaction - INFO - Epoch [61][120/1345] lr: 9.607e-04, eta: 0:54:45, time: 0.603, data_time: 0.001, memory: 5354, top1_acc: 0.6773, top5_acc: 0.8773, loss_cls: 1.2386, loss: 1.2386, grad_norm: 4.7667 2021-12-03 11:40:37,220 - mmaction - INFO - Epoch [61][140/1345] lr: 9.607e-04, eta: 0:54:33, time: 0.603, data_time: 0.001, memory: 5354, top1_acc: 0.6703, top5_acc: 0.8695, loss_cls: 1.2473, loss: 1.2473, grad_norm: 4.8584 2021-12-03 11:40:49,285 - mmaction - INFO - Epoch [61][160/1345] lr: 9.607e-04, eta: 0:54:20, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.6687, top5_acc: 0.8734, loss_cls: 1.2414, loss: 1.2414, grad_norm: 4.8248 2021-12-03 11:41:01,369 - mmaction - INFO - Epoch [61][180/1345] lr: 9.607e-04, eta: 0:54:08, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.6656, top5_acc: 0.8844, loss_cls: 1.2344, loss: 1.2344, grad_norm: 4.9281 2021-12-03 11:41:13,476 - mmaction - INFO - Epoch [61][200/1345] lr: 9.607e-04, eta: 0:53:55, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.6789, top5_acc: 0.8703, loss_cls: 1.2466, loss: 1.2466, grad_norm: 4.7360 2021-12-03 11:41:25,586 - mmaction - INFO - Epoch [61][220/1345] lr: 9.607e-04, eta: 0:53:43, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.6641, top5_acc: 0.8758, loss_cls: 1.2491, loss: 1.2491, grad_norm: 4.9088 2021-12-03 11:41:37,726 - mmaction - INFO - Epoch [61][240/1345] lr: 9.607e-04, eta: 0:53:30, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.6594, top5_acc: 0.8680, loss_cls: 1.2689, loss: 1.2689, grad_norm: 4.7392 2021-12-03 11:41:49,866 - mmaction - INFO - Epoch [61][260/1345] lr: 9.607e-04, eta: 0:53:18, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.7086, top5_acc: 0.8789, loss_cls: 1.1764, loss: 1.1764, grad_norm: 4.5813 2021-12-03 11:42:02,033 - mmaction - INFO - Epoch [61][280/1345] lr: 9.607e-04, eta: 0:53:05, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.6625, top5_acc: 0.8672, loss_cls: 1.2800, loss: 1.2800, grad_norm: 4.9700 2021-12-03 11:42:14,187 - mmaction - INFO - Epoch [61][300/1345] lr: 9.607e-04, eta: 0:52:52, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.6625, top5_acc: 0.8664, loss_cls: 1.3390, loss: 1.3390, grad_norm: 4.9723 2021-12-03 11:42:26,336 - mmaction - INFO - Epoch [61][320/1345] lr: 9.607e-04, eta: 0:52:40, time: 0.608, data_time: 0.001, memory: 5354, top1_acc: 0.6867, top5_acc: 0.8781, loss_cls: 1.2130, loss: 1.2130, grad_norm: 4.6041 2021-12-03 11:42:38,490 - mmaction - INFO - Epoch [61][340/1345] lr: 9.607e-04, eta: 0:52:27, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.6820, top5_acc: 0.8836, loss_cls: 1.1862, loss: 1.1862, grad_norm: 4.8496 2021-12-03 11:42:50,647 - mmaction - INFO - Epoch [61][360/1345] lr: 9.607e-04, eta: 0:52:15, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.6672, top5_acc: 0.8664, loss_cls: 1.2555, loss: 1.2555, grad_norm: 4.8839 2021-12-03 11:43:02,791 - mmaction - INFO - Epoch [61][380/1345] lr: 9.607e-04, eta: 0:52:02, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.6672, top5_acc: 0.8719, loss_cls: 1.3028, loss: 1.3028, grad_norm: 4.8125 2021-12-03 11:43:14,929 - mmaction - INFO - Epoch [61][400/1345] lr: 9.607e-04, eta: 0:51:50, time: 0.607, data_time: 0.001, memory: 5354, top1_acc: 0.6695, top5_acc: 0.8664, loss_cls: 1.2668, loss: 1.2668, grad_norm: 4.8680 2021-12-03 11:43:27,124 - mmaction - INFO - Epoch [61][420/1345] lr: 9.607e-04, eta: 0:51:37, time: 0.610, data_time: 0.000, memory: 5354, top1_acc: 0.6664, top5_acc: 0.8656, loss_cls: 1.2997, loss: 1.2997, grad_norm: 4.9053 2021-12-03 11:43:39,285 - mmaction - INFO - Epoch [61][440/1345] lr: 9.607e-04, eta: 0:51:25, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.6680, top5_acc: 0.8883, loss_cls: 1.2178, loss: 1.2178, grad_norm: 4.8418 2021-12-03 11:43:51,418 - mmaction - INFO - Epoch [61][460/1345] lr: 9.607e-04, eta: 0:51:12, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.7016, top5_acc: 0.8805, loss_cls: 1.1804, loss: 1.1804, grad_norm: 4.7933 2021-12-03 11:44:03,555 - mmaction - INFO - Epoch [61][480/1345] lr: 9.607e-04, eta: 0:51:00, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.6813, top5_acc: 0.8719, loss_cls: 1.2325, loss: 1.2325, grad_norm: 4.8637 2021-12-03 11:44:15,716 - mmaction - INFO - Epoch [61][500/1345] lr: 9.607e-04, eta: 0:50:47, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.6852, top5_acc: 0.8695, loss_cls: 1.2526, loss: 1.2526, grad_norm: 4.8205 2021-12-03 11:44:27,861 - mmaction - INFO - Epoch [61][520/1345] lr: 9.607e-04, eta: 0:50:35, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.6813, top5_acc: 0.8867, loss_cls: 1.1974, loss: 1.1974, grad_norm: 4.7818 2021-12-03 11:44:40,020 - mmaction - INFO - Epoch [61][540/1345] lr: 9.607e-04, eta: 0:50:22, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.6547, top5_acc: 0.8734, loss_cls: 1.2715, loss: 1.2715, grad_norm: 5.0569 2021-12-03 11:44:52,161 - mmaction - INFO - Epoch [61][560/1345] lr: 9.607e-04, eta: 0:50:10, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.6773, top5_acc: 0.8758, loss_cls: 1.2419, loss: 1.2419, grad_norm: 4.8575 2021-12-03 11:45:04,287 - mmaction - INFO - Epoch [61][580/1345] lr: 9.607e-04, eta: 0:49:57, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.6609, top5_acc: 0.8758, loss_cls: 1.2512, loss: 1.2512, grad_norm: 4.8373 2021-12-03 11:45:16,430 - mmaction - INFO - Epoch [61][600/1345] lr: 9.607e-04, eta: 0:49:45, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.6555, top5_acc: 0.8594, loss_cls: 1.3198, loss: 1.3198, grad_norm: 4.9468 2021-12-03 11:45:28,549 - mmaction - INFO - Epoch [61][620/1345] lr: 9.607e-04, eta: 0:49:32, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.6680, top5_acc: 0.8875, loss_cls: 1.2337, loss: 1.2337, grad_norm: 4.9632 2021-12-03 11:45:40,701 - mmaction - INFO - Epoch [61][640/1345] lr: 9.607e-04, eta: 0:49:20, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.6406, top5_acc: 0.8711, loss_cls: 1.3093, loss: 1.3093, grad_norm: 5.0429 2021-12-03 11:45:52,834 - mmaction - INFO - Epoch [61][660/1345] lr: 9.607e-04, eta: 0:49:07, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.6828, top5_acc: 0.8961, loss_cls: 1.1897, loss: 1.1897, grad_norm: 4.7716 2021-12-03 11:46:04,953 - mmaction - INFO - Epoch [61][680/1345] lr: 9.607e-04, eta: 0:48:55, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.6586, top5_acc: 0.8625, loss_cls: 1.3232, loss: 1.3232, grad_norm: 5.0092 2021-12-03 11:46:17,095 - mmaction - INFO - Epoch [61][700/1345] lr: 9.607e-04, eta: 0:48:42, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.6438, top5_acc: 0.8727, loss_cls: 1.2761, loss: 1.2761, grad_norm: 4.8801 2021-12-03 11:46:29,248 - mmaction - INFO - Epoch [61][720/1345] lr: 9.607e-04, eta: 0:48:30, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.6859, top5_acc: 0.8859, loss_cls: 1.1896, loss: 1.1896, grad_norm: 4.9002 2021-12-03 11:46:41,377 - mmaction - INFO - Epoch [61][740/1345] lr: 9.607e-04, eta: 0:48:17, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.6648, top5_acc: 0.8680, loss_cls: 1.2471, loss: 1.2471, grad_norm: 4.7998 2021-12-03 11:46:53,511 - mmaction - INFO - Epoch [61][760/1345] lr: 9.607e-04, eta: 0:48:05, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.6828, top5_acc: 0.8664, loss_cls: 1.2660, loss: 1.2660, grad_norm: 4.9629 2021-12-03 11:47:05,664 - mmaction - INFO - Epoch [61][780/1345] lr: 9.607e-04, eta: 0:47:52, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.6742, top5_acc: 0.8750, loss_cls: 1.2102, loss: 1.2102, grad_norm: 4.6903 2021-12-03 11:47:17,826 - mmaction - INFO - Epoch [61][800/1345] lr: 9.607e-04, eta: 0:47:40, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.6758, top5_acc: 0.8719, loss_cls: 1.2616, loss: 1.2616, grad_norm: 4.8329 2021-12-03 11:47:29,943 - mmaction - INFO - Epoch [61][820/1345] lr: 9.607e-04, eta: 0:47:27, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.6844, top5_acc: 0.8797, loss_cls: 1.2055, loss: 1.2055, grad_norm: 4.6698 2021-12-03 11:47:42,142 - mmaction - INFO - Epoch [61][840/1345] lr: 9.607e-04, eta: 0:47:15, time: 0.609, data_time: 0.000, memory: 5354, top1_acc: 0.6844, top5_acc: 0.8562, loss_cls: 1.2833, loss: 1.2833, grad_norm: 4.8947 2021-12-03 11:47:54,307 - mmaction - INFO - Epoch [61][860/1345] lr: 9.607e-04, eta: 0:47:02, time: 0.609, data_time: 0.001, memory: 5354, top1_acc: 0.6891, top5_acc: 0.8852, loss_cls: 1.1802, loss: 1.1802, grad_norm: 4.6851 2021-12-03 11:48:06,450 - mmaction - INFO - Epoch [61][880/1345] lr: 9.607e-04, eta: 0:46:50, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.6687, top5_acc: 0.8828, loss_cls: 1.2578, loss: 1.2578, grad_norm: 5.0825 2021-12-03 11:48:18,559 - mmaction - INFO - Epoch [61][900/1345] lr: 9.607e-04, eta: 0:46:37, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.6945, top5_acc: 0.8836, loss_cls: 1.1850, loss: 1.1850, grad_norm: 4.7556 2021-12-03 11:48:30,684 - mmaction - INFO - Epoch [61][920/1345] lr: 9.607e-04, eta: 0:46:25, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.6836, top5_acc: 0.8820, loss_cls: 1.1704, loss: 1.1704, grad_norm: 4.6751 2021-12-03 11:48:42,817 - mmaction - INFO - Epoch [61][940/1345] lr: 9.607e-04, eta: 0:46:12, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.6695, top5_acc: 0.8789, loss_cls: 1.1812, loss: 1.1812, grad_norm: 4.7976 2021-12-03 11:48:54,927 - mmaction - INFO - Epoch [61][960/1345] lr: 9.607e-04, eta: 0:46:00, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.6656, top5_acc: 0.8867, loss_cls: 1.2352, loss: 1.2352, grad_norm: 5.1290 2021-12-03 11:49:07,079 - mmaction - INFO - Epoch [61][980/1345] lr: 9.607e-04, eta: 0:45:47, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.6719, top5_acc: 0.8703, loss_cls: 1.2278, loss: 1.2278, grad_norm: 4.8740 2021-12-03 11:49:19,182 - mmaction - INFO - Epoch [61][1000/1345] lr: 9.607e-04, eta: 0:45:35, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.7031, top5_acc: 0.8914, loss_cls: 1.1467, loss: 1.1467, grad_norm: 4.8436 2021-12-03 11:49:31,319 - mmaction - INFO - Epoch [61][1020/1345] lr: 9.607e-04, eta: 0:45:22, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.6828, top5_acc: 0.8906, loss_cls: 1.1763, loss: 1.1763, grad_norm: 4.9291 2021-12-03 11:49:43,499 - mmaction - INFO - Epoch [61][1040/1345] lr: 9.607e-04, eta: 0:45:10, time: 0.609, data_time: 0.000, memory: 5354, top1_acc: 0.6703, top5_acc: 0.8742, loss_cls: 1.2695, loss: 1.2695, grad_norm: 5.0164 2021-12-03 11:49:55,646 - mmaction - INFO - Epoch [61][1060/1345] lr: 9.607e-04, eta: 0:44:57, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.6680, top5_acc: 0.8742, loss_cls: 1.2721, loss: 1.2721, grad_norm: 4.9459 2021-12-03 11:50:07,758 - mmaction - INFO - Epoch [61][1080/1345] lr: 9.607e-04, eta: 0:44:45, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.6813, top5_acc: 0.8680, loss_cls: 1.2321, loss: 1.2321, grad_norm: 4.8216 2021-12-03 11:50:19,873 - mmaction - INFO - Epoch [61][1100/1345] lr: 9.607e-04, eta: 0:44:32, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.6711, top5_acc: 0.8820, loss_cls: 1.2003, loss: 1.2003, grad_norm: 4.8459 2021-12-03 11:50:31,991 - mmaction - INFO - Epoch [61][1120/1345] lr: 9.607e-04, eta: 0:44:20, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.6797, top5_acc: 0.8688, loss_cls: 1.2656, loss: 1.2656, grad_norm: 4.9190 2021-12-03 11:50:44,113 - mmaction - INFO - Epoch [61][1140/1345] lr: 9.607e-04, eta: 0:44:07, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.6844, top5_acc: 0.8859, loss_cls: 1.2081, loss: 1.2081, grad_norm: 4.7854 2021-12-03 11:50:56,237 - mmaction - INFO - Epoch [61][1160/1345] lr: 9.607e-04, eta: 0:43:55, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.6672, top5_acc: 0.8906, loss_cls: 1.1987, loss: 1.1987, grad_norm: 5.0207 2021-12-03 11:51:08,379 - mmaction - INFO - Epoch [61][1180/1345] lr: 9.607e-04, eta: 0:43:42, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.6570, top5_acc: 0.8688, loss_cls: 1.3019, loss: 1.3019, grad_norm: 5.1440 2021-12-03 11:51:20,487 - mmaction - INFO - Epoch [61][1200/1345] lr: 9.607e-04, eta: 0:43:30, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.6852, top5_acc: 0.8844, loss_cls: 1.2074, loss: 1.2074, grad_norm: 5.0265 2021-12-03 11:51:32,612 - mmaction - INFO - Epoch [61][1220/1345] lr: 9.607e-04, eta: 0:43:17, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.6750, top5_acc: 0.8688, loss_cls: 1.2202, loss: 1.2202, grad_norm: 4.7546 2021-12-03 11:51:44,722 - mmaction - INFO - Epoch [61][1240/1345] lr: 9.607e-04, eta: 0:43:05, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.6930, top5_acc: 0.8852, loss_cls: 1.1568, loss: 1.1568, grad_norm: 4.8193 2021-12-03 11:51:56,821 - mmaction - INFO - Epoch [61][1260/1345] lr: 9.607e-04, eta: 0:42:52, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.6531, top5_acc: 0.8641, loss_cls: 1.2968, loss: 1.2968, grad_norm: 5.0069 2021-12-03 11:52:08,935 - mmaction - INFO - Epoch [61][1280/1345] lr: 9.607e-04, eta: 0:42:40, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.6742, top5_acc: 0.8820, loss_cls: 1.2120, loss: 1.2120, grad_norm: 4.9092 2021-12-03 11:52:21,060 - mmaction - INFO - Epoch [61][1300/1345] lr: 9.607e-04, eta: 0:42:27, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.6695, top5_acc: 0.8742, loss_cls: 1.2544, loss: 1.2544, grad_norm: 4.9226 2021-12-03 11:52:33,170 - mmaction - INFO - Epoch [61][1320/1345] lr: 9.607e-04, eta: 0:42:15, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.6789, top5_acc: 0.8852, loss_cls: 1.2263, loss: 1.2263, grad_norm: 4.9771 2021-12-03 11:52:45,277 - mmaction - INFO - Epoch [61][1340/1345] lr: 9.607e-04, eta: 0:42:02, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.6711, top5_acc: 0.8633, loss_cls: 1.2887, loss: 1.2887, grad_norm: 5.1125 2021-12-03 11:53:39,962 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-12-03 11:53:40,115 - mmaction - INFO - top1_acc 0.4366 top5_acc 0.7465 2021-12-03 11:53:40,115 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-12-03 11:53:40,124 - mmaction - INFO - mean_acc 0.4037 2021-12-03 11:53:40,126 - mmaction - INFO - Saving checkpoint at 61 epochs 2021-12-03 11:53:41,114 - mmaction - INFO - Epoch(val) [61][181] top1_acc: 0.4366, top5_acc: 0.7465, mean_class_accuracy: 0.4037 2021-12-03 11:54:20,611 - mmaction - INFO - Epoch [62][20/1345] lr: 5.412e-04, eta: 0:41:48, time: 1.975, data_time: 1.373, memory: 5354, top1_acc: 0.6875, top5_acc: 0.8750, loss_cls: 1.2447, loss: 1.2447, grad_norm: 4.7384 2021-12-03 11:54:32,597 - mmaction - INFO - Epoch [62][40/1345] lr: 5.412e-04, eta: 0:41:35, time: 0.599, data_time: 0.002, memory: 5354, top1_acc: 0.6898, top5_acc: 0.8930, loss_cls: 1.1488, loss: 1.1488, grad_norm: 4.8244 2021-12-03 11:54:44,617 - mmaction - INFO - Epoch [62][60/1345] lr: 5.412e-04, eta: 0:41:23, time: 0.601, data_time: 0.001, memory: 5354, top1_acc: 0.6594, top5_acc: 0.8680, loss_cls: 1.2876, loss: 1.2876, grad_norm: 5.0734 2021-12-03 11:54:56,654 - mmaction - INFO - Epoch [62][80/1345] lr: 5.412e-04, eta: 0:41:10, time: 0.602, data_time: 0.001, memory: 5354, top1_acc: 0.6875, top5_acc: 0.8977, loss_cls: 1.1283, loss: 1.1283, grad_norm: 4.7375 2021-12-03 11:55:08,713 - mmaction - INFO - Epoch [62][100/1345] lr: 5.412e-04, eta: 0:40:57, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.6727, top5_acc: 0.8852, loss_cls: 1.2227, loss: 1.2227, grad_norm: 5.0782 2021-12-03 11:55:20,764 - mmaction - INFO - Epoch [62][120/1345] lr: 5.412e-04, eta: 0:40:45, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.6672, top5_acc: 0.8781, loss_cls: 1.2487, loss: 1.2487, grad_norm: 4.8538 2021-12-03 11:55:32,814 - mmaction - INFO - Epoch [62][140/1345] lr: 5.412e-04, eta: 0:40:32, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.6773, top5_acc: 0.8719, loss_cls: 1.2355, loss: 1.2355, grad_norm: 4.8416 2021-12-03 11:55:44,872 - mmaction - INFO - Epoch [62][160/1345] lr: 5.412e-04, eta: 0:40:20, time: 0.603, data_time: 0.001, memory: 5354, top1_acc: 0.6734, top5_acc: 0.8789, loss_cls: 1.2330, loss: 1.2330, grad_norm: 5.0508 2021-12-03 11:55:56,930 - mmaction - INFO - Epoch [62][180/1345] lr: 5.412e-04, eta: 0:40:07, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.6687, top5_acc: 0.8781, loss_cls: 1.2261, loss: 1.2261, grad_norm: 4.9517 2021-12-03 11:56:08,995 - mmaction - INFO - Epoch [62][200/1345] lr: 5.412e-04, eta: 0:39:55, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.6937, top5_acc: 0.8977, loss_cls: 1.1347, loss: 1.1347, grad_norm: 4.7740 2021-12-03 11:56:21,066 - mmaction - INFO - Epoch [62][220/1345] lr: 5.412e-04, eta: 0:39:42, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.6914, top5_acc: 0.8766, loss_cls: 1.1768, loss: 1.1768, grad_norm: 4.7181 2021-12-03 11:56:33,139 - mmaction - INFO - Epoch [62][240/1345] lr: 5.412e-04, eta: 0:39:30, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.6797, top5_acc: 0.8766, loss_cls: 1.2103, loss: 1.2103, grad_norm: 5.0075 2021-12-03 11:56:45,224 - mmaction - INFO - Epoch [62][260/1345] lr: 5.412e-04, eta: 0:39:17, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.6719, top5_acc: 0.8992, loss_cls: 1.1869, loss: 1.1869, grad_norm: 4.9883 2021-12-03 11:56:57,324 - mmaction - INFO - Epoch [62][280/1345] lr: 5.412e-04, eta: 0:39:05, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.6703, top5_acc: 0.8898, loss_cls: 1.2001, loss: 1.2001, grad_norm: 4.9008 2021-12-03 11:57:09,449 - mmaction - INFO - Epoch [62][300/1345] lr: 5.412e-04, eta: 0:38:52, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.6883, top5_acc: 0.8898, loss_cls: 1.1481, loss: 1.1481, grad_norm: 4.8436 2021-12-03 11:57:21,565 - mmaction - INFO - Epoch [62][320/1345] lr: 5.412e-04, eta: 0:38:40, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.6805, top5_acc: 0.8734, loss_cls: 1.2481, loss: 1.2481, grad_norm: 4.8509 2021-12-03 11:57:33,659 - mmaction - INFO - Epoch [62][340/1345] lr: 5.412e-04, eta: 0:38:27, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.6867, top5_acc: 0.8836, loss_cls: 1.1984, loss: 1.1984, grad_norm: 4.8612 2021-12-03 11:57:45,764 - mmaction - INFO - Epoch [62][360/1345] lr: 5.412e-04, eta: 0:38:15, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.6695, top5_acc: 0.8680, loss_cls: 1.2473, loss: 1.2473, grad_norm: 5.0554 2021-12-03 11:57:57,878 - mmaction - INFO - Epoch [62][380/1345] lr: 5.412e-04, eta: 0:38:02, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.6922, top5_acc: 0.8812, loss_cls: 1.1485, loss: 1.1485, grad_norm: 4.7887 2021-12-03 11:58:10,002 - mmaction - INFO - Epoch [62][400/1345] lr: 5.412e-04, eta: 0:37:50, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.6859, top5_acc: 0.8859, loss_cls: 1.1702, loss: 1.1702, grad_norm: 4.7035 2021-12-03 11:58:22,120 - mmaction - INFO - Epoch [62][420/1345] lr: 5.412e-04, eta: 0:37:37, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.6914, top5_acc: 0.8828, loss_cls: 1.1590, loss: 1.1590, grad_norm: 4.7655 2021-12-03 11:58:34,234 - mmaction - INFO - Epoch [62][440/1345] lr: 5.412e-04, eta: 0:37:25, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.6648, top5_acc: 0.8727, loss_cls: 1.2311, loss: 1.2311, grad_norm: 4.7554 2021-12-03 11:58:46,360 - mmaction - INFO - Epoch [62][460/1345] lr: 5.412e-04, eta: 0:37:12, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.6922, top5_acc: 0.8969, loss_cls: 1.1495, loss: 1.1495, grad_norm: 4.9009 2021-12-03 11:58:58,490 - mmaction - INFO - Epoch [62][480/1345] lr: 5.412e-04, eta: 0:37:00, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.6742, top5_acc: 0.8789, loss_cls: 1.2166, loss: 1.2166, grad_norm: 4.9184 2021-12-03 11:59:10,617 - mmaction - INFO - Epoch [62][500/1345] lr: 5.412e-04, eta: 0:36:47, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.6820, top5_acc: 0.8719, loss_cls: 1.2237, loss: 1.2237, grad_norm: 4.9179 2021-12-03 11:59:22,724 - mmaction - INFO - Epoch [62][520/1345] lr: 5.412e-04, eta: 0:36:35, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.6977, top5_acc: 0.8797, loss_cls: 1.1838, loss: 1.1838, grad_norm: 4.9389 2021-12-03 11:59:34,845 - mmaction - INFO - Epoch [62][540/1345] lr: 5.412e-04, eta: 0:36:22, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.6500, top5_acc: 0.8688, loss_cls: 1.2822, loss: 1.2822, grad_norm: 5.0889 2021-12-03 11:59:46,951 - mmaction - INFO - Epoch [62][560/1345] lr: 5.412e-04, eta: 0:36:10, time: 0.605, data_time: 0.001, memory: 5354, top1_acc: 0.6766, top5_acc: 0.8727, loss_cls: 1.2128, loss: 1.2128, grad_norm: 4.7685 2021-12-03 11:59:59,067 - mmaction - INFO - Epoch [62][580/1345] lr: 5.412e-04, eta: 0:35:57, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.6586, top5_acc: 0.8625, loss_cls: 1.2964, loss: 1.2964, grad_norm: 5.0952 2021-12-03 12:00:11,177 - mmaction - INFO - Epoch [62][600/1345] lr: 5.412e-04, eta: 0:35:45, time: 0.606, data_time: 0.001, memory: 5354, top1_acc: 0.6789, top5_acc: 0.8688, loss_cls: 1.2410, loss: 1.2410, grad_norm: 4.8857 2021-12-03 12:00:23,274 - mmaction - INFO - Epoch [62][620/1345] lr: 5.412e-04, eta: 0:35:32, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.6992, top5_acc: 0.8781, loss_cls: 1.1525, loss: 1.1525, grad_norm: 4.6586 2021-12-03 12:00:35,417 - mmaction - INFO - Epoch [62][640/1345] lr: 5.412e-04, eta: 0:35:20, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.6523, top5_acc: 0.8625, loss_cls: 1.2862, loss: 1.2862, grad_norm: 5.0520 2021-12-03 12:00:47,529 - mmaction - INFO - Epoch [62][660/1345] lr: 5.412e-04, eta: 0:35:07, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.6609, top5_acc: 0.8617, loss_cls: 1.3298, loss: 1.3298, grad_norm: 5.0773 2021-12-03 12:00:59,657 - mmaction - INFO - Epoch [62][680/1345] lr: 5.412e-04, eta: 0:34:55, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.6781, top5_acc: 0.8648, loss_cls: 1.2052, loss: 1.2052, grad_norm: 4.7683 2021-12-03 12:01:11,820 - mmaction - INFO - Epoch [62][700/1345] lr: 5.412e-04, eta: 0:34:42, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.6836, top5_acc: 0.8977, loss_cls: 1.2052, loss: 1.2052, grad_norm: 4.8326 2021-12-03 12:01:23,945 - mmaction - INFO - Epoch [62][720/1345] lr: 5.412e-04, eta: 0:34:30, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.6570, top5_acc: 0.8719, loss_cls: 1.2814, loss: 1.2814, grad_norm: 5.0435 2021-12-03 12:01:36,070 - mmaction - INFO - Epoch [62][740/1345] lr: 5.412e-04, eta: 0:34:17, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.6734, top5_acc: 0.8820, loss_cls: 1.2306, loss: 1.2306, grad_norm: 4.9657 2021-12-03 12:01:48,191 - mmaction - INFO - Epoch [62][760/1345] lr: 5.412e-04, eta: 0:34:05, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.6977, top5_acc: 0.8859, loss_cls: 1.1678, loss: 1.1678, grad_norm: 4.7197 2021-12-03 12:02:00,319 - mmaction - INFO - Epoch [62][780/1345] lr: 5.412e-04, eta: 0:33:52, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.6648, top5_acc: 0.8594, loss_cls: 1.2869, loss: 1.2869, grad_norm: 4.9087 2021-12-03 12:02:12,407 - mmaction - INFO - Epoch [62][800/1345] lr: 5.412e-04, eta: 0:33:40, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.6578, top5_acc: 0.8562, loss_cls: 1.3514, loss: 1.3514, grad_norm: 5.1986 2021-12-03 12:02:24,518 - mmaction - INFO - Epoch [62][820/1345] lr: 5.412e-04, eta: 0:33:27, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.6758, top5_acc: 0.8742, loss_cls: 1.2458, loss: 1.2458, grad_norm: 5.0236 2021-12-03 12:02:36,655 - mmaction - INFO - Epoch [62][840/1345] lr: 5.412e-04, eta: 0:33:15, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.6687, top5_acc: 0.8789, loss_cls: 1.2484, loss: 1.2484, grad_norm: 5.0151 2021-12-03 12:02:48,795 - mmaction - INFO - Epoch [62][860/1345] lr: 5.412e-04, eta: 0:33:02, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.7094, top5_acc: 0.9016, loss_cls: 1.1058, loss: 1.1058, grad_norm: 4.7759 2021-12-03 12:03:00,906 - mmaction - INFO - Epoch [62][880/1345] lr: 5.412e-04, eta: 0:32:50, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.6594, top5_acc: 0.8680, loss_cls: 1.2690, loss: 1.2690, grad_norm: 4.9992 2021-12-03 12:03:13,038 - mmaction - INFO - Epoch [62][900/1345] lr: 5.412e-04, eta: 0:32:37, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.6773, top5_acc: 0.8805, loss_cls: 1.2200, loss: 1.2200, grad_norm: 4.8633 2021-12-03 12:03:25,135 - mmaction - INFO - Epoch [62][920/1345] lr: 5.412e-04, eta: 0:32:25, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.6750, top5_acc: 0.8617, loss_cls: 1.2738, loss: 1.2738, grad_norm: 4.7867 2021-12-03 12:03:37,280 - mmaction - INFO - Epoch [62][940/1345] lr: 5.412e-04, eta: 0:32:12, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.6844, top5_acc: 0.8789, loss_cls: 1.1962, loss: 1.1962, grad_norm: 4.8436 2021-12-03 12:03:49,387 - mmaction - INFO - Epoch [62][960/1345] lr: 5.412e-04, eta: 0:32:00, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.6844, top5_acc: 0.8844, loss_cls: 1.2060, loss: 1.2060, grad_norm: 4.8810 2021-12-03 12:04:01,548 - mmaction - INFO - Epoch [62][980/1345] lr: 5.412e-04, eta: 0:31:47, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.7008, top5_acc: 0.8852, loss_cls: 1.1428, loss: 1.1428, grad_norm: 4.7447 2021-12-03 12:04:13,654 - mmaction - INFO - Epoch [62][1000/1345] lr: 5.412e-04, eta: 0:31:35, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.6680, top5_acc: 0.8766, loss_cls: 1.1968, loss: 1.1968, grad_norm: 4.9727 2021-12-03 12:04:25,774 - mmaction - INFO - Epoch [62][1020/1345] lr: 5.412e-04, eta: 0:31:22, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.6672, top5_acc: 0.8617, loss_cls: 1.2668, loss: 1.2668, grad_norm: 4.9016 2021-12-03 12:04:37,913 - mmaction - INFO - Epoch [62][1040/1345] lr: 5.412e-04, eta: 0:31:10, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.6547, top5_acc: 0.8734, loss_cls: 1.2736, loss: 1.2736, grad_norm: 5.0296 2021-12-03 12:04:50,028 - mmaction - INFO - Epoch [62][1060/1345] lr: 5.412e-04, eta: 0:30:57, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.6680, top5_acc: 0.8727, loss_cls: 1.2549, loss: 1.2549, grad_norm: 5.1115 2021-12-03 12:05:02,170 - mmaction - INFO - Epoch [62][1080/1345] lr: 5.412e-04, eta: 0:30:45, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.6805, top5_acc: 0.8727, loss_cls: 1.2281, loss: 1.2281, grad_norm: 4.7744 2021-12-03 12:05:14,287 - mmaction - INFO - Epoch [62][1100/1345] lr: 5.412e-04, eta: 0:30:32, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.6789, top5_acc: 0.8742, loss_cls: 1.1980, loss: 1.1980, grad_norm: 4.8645 2021-12-03 12:05:26,408 - mmaction - INFO - Epoch [62][1120/1345] lr: 5.412e-04, eta: 0:30:20, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.6859, top5_acc: 0.8852, loss_cls: 1.2136, loss: 1.2136, grad_norm: 5.0043 2021-12-03 12:05:38,529 - mmaction - INFO - Epoch [62][1140/1345] lr: 5.412e-04, eta: 0:30:07, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.6664, top5_acc: 0.8766, loss_cls: 1.2780, loss: 1.2780, grad_norm: 5.1013 2021-12-03 12:05:50,643 - mmaction - INFO - Epoch [62][1160/1345] lr: 5.412e-04, eta: 0:29:55, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.6859, top5_acc: 0.8938, loss_cls: 1.1934, loss: 1.1934, grad_norm: 4.9538 2021-12-03 12:06:02,782 - mmaction - INFO - Epoch [62][1180/1345] lr: 5.412e-04, eta: 0:29:42, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.6648, top5_acc: 0.8617, loss_cls: 1.2884, loss: 1.2884, grad_norm: 5.0931 2021-12-03 12:06:14,898 - mmaction - INFO - Epoch [62][1200/1345] lr: 5.412e-04, eta: 0:29:30, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.6922, top5_acc: 0.8789, loss_cls: 1.2104, loss: 1.2104, grad_norm: 4.9519 2021-12-03 12:06:27,000 - mmaction - INFO - Epoch [62][1220/1345] lr: 5.412e-04, eta: 0:29:17, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.6703, top5_acc: 0.8656, loss_cls: 1.2731, loss: 1.2731, grad_norm: 4.9814 2021-12-03 12:06:39,119 - mmaction - INFO - Epoch [62][1240/1345] lr: 5.412e-04, eta: 0:29:05, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.6805, top5_acc: 0.8875, loss_cls: 1.1784, loss: 1.1784, grad_norm: 4.8248 2021-12-03 12:06:51,257 - mmaction - INFO - Epoch [62][1260/1345] lr: 5.412e-04, eta: 0:28:52, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.6820, top5_acc: 0.8781, loss_cls: 1.2164, loss: 1.2164, grad_norm: 4.9141 2021-12-03 12:07:03,362 - mmaction - INFO - Epoch [62][1280/1345] lr: 5.412e-04, eta: 0:28:40, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.6578, top5_acc: 0.8734, loss_cls: 1.2567, loss: 1.2567, grad_norm: 5.0219 2021-12-03 12:07:15,503 - mmaction - INFO - Epoch [62][1300/1345] lr: 5.412e-04, eta: 0:28:27, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.6906, top5_acc: 0.8922, loss_cls: 1.1547, loss: 1.1547, grad_norm: 4.6755 2021-12-03 12:07:27,598 - mmaction - INFO - Epoch [62][1320/1345] lr: 5.412e-04, eta: 0:28:15, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.6813, top5_acc: 0.8742, loss_cls: 1.2101, loss: 1.2101, grad_norm: 4.7988 2021-12-03 12:07:39,696 - mmaction - INFO - Epoch [62][1340/1345] lr: 5.412e-04, eta: 0:28:02, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.7000, top5_acc: 0.8898, loss_cls: 1.1474, loss: 1.1474, grad_norm: 4.8027 2021-12-03 12:08:34,686 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-12-03 12:08:34,857 - mmaction - INFO - top1_acc 0.4405 top5_acc 0.7513 2021-12-03 12:08:34,857 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-12-03 12:08:34,869 - mmaction - INFO - mean_acc 0.4070 2021-12-03 12:08:34,875 - mmaction - INFO - Saving checkpoint at 62 epochs 2021-12-03 12:08:36,054 - mmaction - INFO - Epoch(val) [62][181] top1_acc: 0.4405, top5_acc: 0.7513, mean_class_accuracy: 0.4070 2021-12-03 12:09:16,368 - mmaction - INFO - Epoch [63][20/1345] lr: 2.408e-04, eta: 0:27:47, time: 2.015, data_time: 1.409, memory: 5354, top1_acc: 0.6922, top5_acc: 0.8852, loss_cls: 1.1718, loss: 1.1718, grad_norm: 4.8646 2021-12-03 12:09:28,380 - mmaction - INFO - Epoch [63][40/1345] lr: 2.408e-04, eta: 0:27:35, time: 0.601, data_time: 0.001, memory: 5354, top1_acc: 0.6906, top5_acc: 0.8766, loss_cls: 1.1987, loss: 1.1987, grad_norm: 4.7038 2021-12-03 12:09:40,401 - mmaction - INFO - Epoch [63][60/1345] lr: 2.408e-04, eta: 0:27:22, time: 0.601, data_time: 0.001, memory: 5354, top1_acc: 0.6602, top5_acc: 0.8719, loss_cls: 1.2955, loss: 1.2955, grad_norm: 5.1305 2021-12-03 12:09:52,416 - mmaction - INFO - Epoch [63][80/1345] lr: 2.408e-04, eta: 0:27:10, time: 0.601, data_time: 0.000, memory: 5354, top1_acc: 0.6773, top5_acc: 0.8836, loss_cls: 1.2361, loss: 1.2361, grad_norm: 4.9547 2021-12-03 12:10:04,436 - mmaction - INFO - Epoch [63][100/1345] lr: 2.408e-04, eta: 0:26:57, time: 0.601, data_time: 0.000, memory: 5354, top1_acc: 0.7016, top5_acc: 0.8922, loss_cls: 1.1319, loss: 1.1319, grad_norm: 4.6525 2021-12-03 12:10:16,482 - mmaction - INFO - Epoch [63][120/1345] lr: 2.408e-04, eta: 0:26:45, time: 0.602, data_time: 0.000, memory: 5354, top1_acc: 0.6656, top5_acc: 0.8781, loss_cls: 1.1809, loss: 1.1809, grad_norm: 4.7299 2021-12-03 12:10:28,541 - mmaction - INFO - Epoch [63][140/1345] lr: 2.408e-04, eta: 0:26:32, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.6945, top5_acc: 0.8891, loss_cls: 1.1263, loss: 1.1263, grad_norm: 4.7455 2021-12-03 12:10:40,600 - mmaction - INFO - Epoch [63][160/1345] lr: 2.408e-04, eta: 0:26:20, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.6648, top5_acc: 0.8820, loss_cls: 1.2286, loss: 1.2286, grad_norm: 4.9768 2021-12-03 12:10:52,673 - mmaction - INFO - Epoch [63][180/1345] lr: 2.408e-04, eta: 0:26:07, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.6898, top5_acc: 0.8875, loss_cls: 1.1663, loss: 1.1663, grad_norm: 4.8675 2021-12-03 12:11:04,745 - mmaction - INFO - Epoch [63][200/1345] lr: 2.408e-04, eta: 0:25:55, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.6922, top5_acc: 0.8914, loss_cls: 1.1691, loss: 1.1691, grad_norm: 4.8435 2021-12-03 12:11:16,823 - mmaction - INFO - Epoch [63][220/1345] lr: 2.408e-04, eta: 0:25:42, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.6719, top5_acc: 0.8742, loss_cls: 1.2656, loss: 1.2656, grad_norm: 5.0662 2021-12-03 12:11:28,907 - mmaction - INFO - Epoch [63][240/1345] lr: 2.408e-04, eta: 0:25:30, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.6672, top5_acc: 0.8820, loss_cls: 1.1782, loss: 1.1782, grad_norm: 4.7965 2021-12-03 12:11:41,017 - mmaction - INFO - Epoch [63][260/1345] lr: 2.408e-04, eta: 0:25:17, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.6906, top5_acc: 0.8797, loss_cls: 1.1986, loss: 1.1986, grad_norm: 4.8811 2021-12-03 12:11:53,135 - mmaction - INFO - Epoch [63][280/1345] lr: 2.408e-04, eta: 0:25:05, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.6687, top5_acc: 0.8641, loss_cls: 1.2340, loss: 1.2340, grad_norm: 4.8777 2021-12-03 12:12:05,249 - mmaction - INFO - Epoch [63][300/1345] lr: 2.408e-04, eta: 0:24:52, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.6633, top5_acc: 0.8734, loss_cls: 1.2542, loss: 1.2542, grad_norm: 5.0601 2021-12-03 12:12:17,400 - mmaction - INFO - Epoch [63][320/1345] lr: 2.408e-04, eta: 0:24:40, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.6813, top5_acc: 0.8734, loss_cls: 1.2211, loss: 1.2211, grad_norm: 4.8814 2021-12-03 12:12:29,520 - mmaction - INFO - Epoch [63][340/1345] lr: 2.408e-04, eta: 0:24:27, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.7055, top5_acc: 0.9016, loss_cls: 1.1235, loss: 1.1235, grad_norm: 4.7921 2021-12-03 12:12:41,642 - mmaction - INFO - Epoch [63][360/1345] lr: 2.408e-04, eta: 0:24:15, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.6813, top5_acc: 0.8844, loss_cls: 1.2052, loss: 1.2052, grad_norm: 5.0002 2021-12-03 12:12:53,759 - mmaction - INFO - Epoch [63][380/1345] lr: 2.408e-04, eta: 0:24:02, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.6898, top5_acc: 0.8727, loss_cls: 1.2155, loss: 1.2155, grad_norm: 4.8714 2021-12-03 12:13:05,876 - mmaction - INFO - Epoch [63][400/1345] lr: 2.408e-04, eta: 0:23:50, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.6813, top5_acc: 0.8930, loss_cls: 1.1442, loss: 1.1442, grad_norm: 4.7634 2021-12-03 12:13:18,022 - mmaction - INFO - Epoch [63][420/1345] lr: 2.408e-04, eta: 0:23:37, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.6922, top5_acc: 0.8766, loss_cls: 1.1897, loss: 1.1897, grad_norm: 4.7843 2021-12-03 12:13:30,149 - mmaction - INFO - Epoch [63][440/1345] lr: 2.408e-04, eta: 0:23:25, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.6633, top5_acc: 0.8773, loss_cls: 1.2357, loss: 1.2357, grad_norm: 4.9674 2021-12-03 12:13:42,369 - mmaction - INFO - Epoch [63][460/1345] lr: 2.408e-04, eta: 0:23:12, time: 0.611, data_time: 0.000, memory: 5354, top1_acc: 0.6891, top5_acc: 0.8750, loss_cls: 1.1846, loss: 1.1846, grad_norm: 4.7789 2021-12-03 12:13:54,494 - mmaction - INFO - Epoch [63][480/1345] lr: 2.408e-04, eta: 0:23:00, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.6742, top5_acc: 0.8703, loss_cls: 1.2500, loss: 1.2500, grad_norm: 5.0746 2021-12-03 12:14:06,620 - mmaction - INFO - Epoch [63][500/1345] lr: 2.408e-04, eta: 0:22:47, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.6734, top5_acc: 0.8703, loss_cls: 1.2284, loss: 1.2284, grad_norm: 4.9544 2021-12-03 12:14:18,778 - mmaction - INFO - Epoch [63][520/1345] lr: 2.408e-04, eta: 0:22:35, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.6922, top5_acc: 0.8883, loss_cls: 1.1544, loss: 1.1544, grad_norm: 4.7738 2021-12-03 12:14:30,929 - mmaction - INFO - Epoch [63][540/1345] lr: 2.408e-04, eta: 0:22:22, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.6820, top5_acc: 0.8758, loss_cls: 1.2156, loss: 1.2156, grad_norm: 4.9442 2021-12-03 12:14:43,069 - mmaction - INFO - Epoch [63][560/1345] lr: 2.408e-04, eta: 0:22:10, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.6633, top5_acc: 0.8719, loss_cls: 1.2719, loss: 1.2719, grad_norm: 4.9316 2021-12-03 12:14:55,240 - mmaction - INFO - Epoch [63][580/1345] lr: 2.408e-04, eta: 0:21:57, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.6664, top5_acc: 0.8609, loss_cls: 1.3017, loss: 1.3017, grad_norm: 5.0085 2021-12-03 12:15:07,396 - mmaction - INFO - Epoch [63][600/1345] lr: 2.408e-04, eta: 0:21:45, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.6937, top5_acc: 0.8875, loss_cls: 1.1573, loss: 1.1573, grad_norm: 4.6678 2021-12-03 12:15:19,594 - mmaction - INFO - Epoch [63][620/1345] lr: 2.408e-04, eta: 0:21:32, time: 0.610, data_time: 0.000, memory: 5354, top1_acc: 0.6898, top5_acc: 0.8711, loss_cls: 1.2183, loss: 1.2183, grad_norm: 5.0177 2021-12-03 12:15:31,747 - mmaction - INFO - Epoch [63][640/1345] lr: 2.408e-04, eta: 0:21:20, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.6687, top5_acc: 0.8672, loss_cls: 1.2694, loss: 1.2694, grad_norm: 4.9901 2021-12-03 12:15:43,843 - mmaction - INFO - Epoch [63][660/1345] lr: 2.408e-04, eta: 0:21:07, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.6859, top5_acc: 0.8836, loss_cls: 1.1978, loss: 1.1978, grad_norm: 4.8151 2021-12-03 12:15:55,965 - mmaction - INFO - Epoch [63][680/1345] lr: 2.408e-04, eta: 0:20:55, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.6836, top5_acc: 0.8805, loss_cls: 1.2170, loss: 1.2170, grad_norm: 5.0105 2021-12-03 12:16:08,155 - mmaction - INFO - Epoch [63][700/1345] lr: 2.408e-04, eta: 0:20:42, time: 0.609, data_time: 0.000, memory: 5354, top1_acc: 0.6867, top5_acc: 0.9070, loss_cls: 1.1399, loss: 1.1399, grad_norm: 4.8120 2021-12-03 12:16:20,270 - mmaction - INFO - Epoch [63][720/1345] lr: 2.408e-04, eta: 0:20:30, time: 0.606, data_time: 0.001, memory: 5354, top1_acc: 0.6672, top5_acc: 0.8805, loss_cls: 1.2129, loss: 1.2129, grad_norm: 4.9905 2021-12-03 12:16:32,437 - mmaction - INFO - Epoch [63][740/1345] lr: 2.408e-04, eta: 0:20:17, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.6789, top5_acc: 0.8727, loss_cls: 1.2187, loss: 1.2187, grad_norm: 4.9100 2021-12-03 12:16:44,600 - mmaction - INFO - Epoch [63][760/1345] lr: 2.408e-04, eta: 0:20:05, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.6703, top5_acc: 0.8703, loss_cls: 1.2559, loss: 1.2559, grad_norm: 4.9862 2021-12-03 12:16:56,720 - mmaction - INFO - Epoch [63][780/1345] lr: 2.408e-04, eta: 0:19:52, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.6883, top5_acc: 0.8852, loss_cls: 1.1950, loss: 1.1950, grad_norm: 4.8887 2021-12-03 12:17:08,840 - mmaction - INFO - Epoch [63][800/1345] lr: 2.408e-04, eta: 0:19:40, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.6789, top5_acc: 0.8773, loss_cls: 1.2170, loss: 1.2170, grad_norm: 4.9888 2021-12-03 12:17:20,962 - mmaction - INFO - Epoch [63][820/1345] lr: 2.408e-04, eta: 0:19:27, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.6813, top5_acc: 0.8773, loss_cls: 1.1861, loss: 1.1861, grad_norm: 4.8182 2021-12-03 12:17:33,108 - mmaction - INFO - Epoch [63][840/1345] lr: 2.408e-04, eta: 0:19:15, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.6844, top5_acc: 0.8898, loss_cls: 1.1805, loss: 1.1805, grad_norm: 4.9167 2021-12-03 12:17:45,247 - mmaction - INFO - Epoch [63][860/1345] lr: 2.408e-04, eta: 0:19:02, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.6750, top5_acc: 0.8789, loss_cls: 1.2223, loss: 1.2223, grad_norm: 4.8679 2021-12-03 12:17:57,365 - mmaction - INFO - Epoch [63][880/1345] lr: 2.408e-04, eta: 0:18:50, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.6945, top5_acc: 0.8867, loss_cls: 1.1602, loss: 1.1602, grad_norm: 4.8181 2021-12-03 12:18:09,488 - mmaction - INFO - Epoch [63][900/1345] lr: 2.408e-04, eta: 0:18:37, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.6992, top5_acc: 0.8977, loss_cls: 1.1276, loss: 1.1276, grad_norm: 4.7902 2021-12-03 12:18:21,684 - mmaction - INFO - Epoch [63][920/1345] lr: 2.408e-04, eta: 0:18:25, time: 0.610, data_time: 0.000, memory: 5354, top1_acc: 0.6930, top5_acc: 0.8797, loss_cls: 1.1782, loss: 1.1782, grad_norm: 4.8691 2021-12-03 12:18:33,806 - mmaction - INFO - Epoch [63][940/1345] lr: 2.408e-04, eta: 0:18:12, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.6914, top5_acc: 0.8883, loss_cls: 1.1706, loss: 1.1706, grad_norm: 4.8326 2021-12-03 12:18:45,940 - mmaction - INFO - Epoch [63][960/1345] lr: 2.408e-04, eta: 0:18:00, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.6484, top5_acc: 0.8586, loss_cls: 1.2917, loss: 1.2917, grad_norm: 5.0560 2021-12-03 12:18:58,078 - mmaction - INFO - Epoch [63][980/1345] lr: 2.408e-04, eta: 0:17:47, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.6797, top5_acc: 0.8750, loss_cls: 1.2299, loss: 1.2299, grad_norm: 4.9853 2021-12-03 12:19:10,211 - mmaction - INFO - Epoch [63][1000/1345] lr: 2.408e-04, eta: 0:17:35, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.6711, top5_acc: 0.8781, loss_cls: 1.2233, loss: 1.2233, grad_norm: 4.9759 2021-12-03 12:19:22,358 - mmaction - INFO - Epoch [63][1020/1345] lr: 2.408e-04, eta: 0:17:22, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.6773, top5_acc: 0.8836, loss_cls: 1.2037, loss: 1.2037, grad_norm: 4.9962 2021-12-03 12:19:34,484 - mmaction - INFO - Epoch [63][1040/1345] lr: 2.408e-04, eta: 0:17:10, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.6945, top5_acc: 0.8914, loss_cls: 1.1271, loss: 1.1271, grad_norm: 4.7013 2021-12-03 12:19:46,623 - mmaction - INFO - Epoch [63][1060/1345] lr: 2.408e-04, eta: 0:16:57, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.6703, top5_acc: 0.8797, loss_cls: 1.2399, loss: 1.2399, grad_norm: 4.9388 2021-12-03 12:19:58,779 - mmaction - INFO - Epoch [63][1080/1345] lr: 2.408e-04, eta: 0:16:45, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.6914, top5_acc: 0.8984, loss_cls: 1.1443, loss: 1.1443, grad_norm: 4.6229 2021-12-03 12:20:10,901 - mmaction - INFO - Epoch [63][1100/1345] lr: 2.408e-04, eta: 0:16:32, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.6562, top5_acc: 0.8656, loss_cls: 1.2629, loss: 1.2629, grad_norm: 4.8759 2021-12-03 12:20:23,042 - mmaction - INFO - Epoch [63][1120/1345] lr: 2.408e-04, eta: 0:16:20, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.6992, top5_acc: 0.8867, loss_cls: 1.1646, loss: 1.1646, grad_norm: 4.8519 2021-12-03 12:20:35,241 - mmaction - INFO - Epoch [63][1140/1345] lr: 2.408e-04, eta: 0:16:07, time: 0.610, data_time: 0.000, memory: 5354, top1_acc: 0.6695, top5_acc: 0.8648, loss_cls: 1.2471, loss: 1.2471, grad_norm: 4.9148 2021-12-03 12:20:47,371 - mmaction - INFO - Epoch [63][1160/1345] lr: 2.408e-04, eta: 0:15:55, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.6820, top5_acc: 0.8805, loss_cls: 1.1640, loss: 1.1640, grad_norm: 4.7668 2021-12-03 12:20:59,491 - mmaction - INFO - Epoch [63][1180/1345] lr: 2.408e-04, eta: 0:15:42, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.6781, top5_acc: 0.8820, loss_cls: 1.2375, loss: 1.2375, grad_norm: 4.9018 2021-12-03 12:21:11,641 - mmaction - INFO - Epoch [63][1200/1345] lr: 2.408e-04, eta: 0:15:30, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.6828, top5_acc: 0.8688, loss_cls: 1.2446, loss: 1.2446, grad_norm: 5.0636 2021-12-03 12:21:23,759 - mmaction - INFO - Epoch [63][1220/1345] lr: 2.408e-04, eta: 0:15:17, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.6734, top5_acc: 0.8758, loss_cls: 1.2053, loss: 1.2053, grad_norm: 4.8878 2021-12-03 12:21:35,897 - mmaction - INFO - Epoch [63][1240/1345] lr: 2.408e-04, eta: 0:15:05, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.6922, top5_acc: 0.8938, loss_cls: 1.1445, loss: 1.1445, grad_norm: 4.7899 2021-12-03 12:21:48,002 - mmaction - INFO - Epoch [63][1260/1345] lr: 2.408e-04, eta: 0:14:52, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.7039, top5_acc: 0.8883, loss_cls: 1.1528, loss: 1.1528, grad_norm: 4.8660 2021-12-03 12:22:00,127 - mmaction - INFO - Epoch [63][1280/1345] lr: 2.408e-04, eta: 0:14:40, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.6852, top5_acc: 0.8766, loss_cls: 1.2223, loss: 1.2223, grad_norm: 4.9762 2021-12-03 12:22:12,291 - mmaction - INFO - Epoch [63][1300/1345] lr: 2.408e-04, eta: 0:14:27, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.6734, top5_acc: 0.8883, loss_cls: 1.2309, loss: 1.2309, grad_norm: 5.0724 2021-12-03 12:22:24,451 - mmaction - INFO - Epoch [63][1320/1345] lr: 2.408e-04, eta: 0:14:15, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.6516, top5_acc: 0.8555, loss_cls: 1.2950, loss: 1.2950, grad_norm: 5.0930 2021-12-03 12:22:36,560 - mmaction - INFO - Epoch [63][1340/1345] lr: 2.408e-04, eta: 0:14:02, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.6641, top5_acc: 0.8773, loss_cls: 1.2437, loss: 1.2437, grad_norm: 5.1049 2021-12-03 12:23:31,335 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-12-03 12:23:31,487 - mmaction - INFO - top1_acc 0.4434 top5_acc 0.7511 2021-12-03 12:23:31,487 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-12-03 12:23:31,496 - mmaction - INFO - mean_acc 0.4093 2021-12-03 12:23:31,498 - mmaction - INFO - Saving checkpoint at 63 epochs 2021-12-03 12:23:33,151 - mmaction - INFO - Epoch(val) [63][181] top1_acc: 0.4434, top5_acc: 0.7511, mean_class_accuracy: 0.4093 2021-12-03 12:24:12,949 - mmaction - INFO - Epoch [64][20/1345] lr: 6.023e-05, eta: 0:13:47, time: 1.990, data_time: 1.385, memory: 5354, top1_acc: 0.6859, top5_acc: 0.8711, loss_cls: 1.1995, loss: 1.1995, grad_norm: 4.8434 2021-12-03 12:24:25,002 - mmaction - INFO - Epoch [64][40/1345] lr: 6.023e-05, eta: 0:13:35, time: 0.603, data_time: 0.002, memory: 5354, top1_acc: 0.6844, top5_acc: 0.8953, loss_cls: 1.2072, loss: 1.2072, grad_norm: 4.9236 2021-12-03 12:24:37,035 - mmaction - INFO - Epoch [64][60/1345] lr: 6.023e-05, eta: 0:13:22, time: 0.602, data_time: 0.001, memory: 5354, top1_acc: 0.6680, top5_acc: 0.8812, loss_cls: 1.2088, loss: 1.2088, grad_norm: 4.8874 2021-12-03 12:24:49,091 - mmaction - INFO - Epoch [64][80/1345] lr: 6.023e-05, eta: 0:13:10, time: 0.603, data_time: 0.001, memory: 5354, top1_acc: 0.6813, top5_acc: 0.8992, loss_cls: 1.1334, loss: 1.1334, grad_norm: 4.7990 2021-12-03 12:25:01,164 - mmaction - INFO - Epoch [64][100/1345] lr: 6.023e-05, eta: 0:12:57, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.6844, top5_acc: 0.8859, loss_cls: 1.1861, loss: 1.1861, grad_norm: 4.9471 2021-12-03 12:25:13,230 - mmaction - INFO - Epoch [64][120/1345] lr: 6.023e-05, eta: 0:12:45, time: 0.603, data_time: 0.000, memory: 5354, top1_acc: 0.6906, top5_acc: 0.8789, loss_cls: 1.1871, loss: 1.1871, grad_norm: 4.8673 2021-12-03 12:25:25,280 - mmaction - INFO - Epoch [64][140/1345] lr: 6.023e-05, eta: 0:12:32, time: 0.602, data_time: 0.000, memory: 5354, top1_acc: 0.7055, top5_acc: 0.8969, loss_cls: 1.1394, loss: 1.1394, grad_norm: 4.8570 2021-12-03 12:25:37,361 - mmaction - INFO - Epoch [64][160/1345] lr: 6.023e-05, eta: 0:12:20, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.6641, top5_acc: 0.8734, loss_cls: 1.2602, loss: 1.2602, grad_norm: 5.0278 2021-12-03 12:25:49,443 - mmaction - INFO - Epoch [64][180/1345] lr: 6.023e-05, eta: 0:12:07, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.6672, top5_acc: 0.8602, loss_cls: 1.3107, loss: 1.3107, grad_norm: 5.0482 2021-12-03 12:26:01,538 - mmaction - INFO - Epoch [64][200/1345] lr: 6.023e-05, eta: 0:11:55, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.6852, top5_acc: 0.8812, loss_cls: 1.2051, loss: 1.2051, grad_norm: 4.8430 2021-12-03 12:26:13,630 - mmaction - INFO - Epoch [64][220/1345] lr: 6.023e-05, eta: 0:11:42, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.6797, top5_acc: 0.8773, loss_cls: 1.2004, loss: 1.2004, grad_norm: 4.8333 2021-12-03 12:26:25,751 - mmaction - INFO - Epoch [64][240/1345] lr: 6.023e-05, eta: 0:11:30, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.6625, top5_acc: 0.8828, loss_cls: 1.2366, loss: 1.2366, grad_norm: 5.1202 2021-12-03 12:26:37,905 - mmaction - INFO - Epoch [64][260/1345] lr: 6.023e-05, eta: 0:11:17, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.6758, top5_acc: 0.8727, loss_cls: 1.2460, loss: 1.2460, grad_norm: 5.0258 2021-12-03 12:26:50,008 - mmaction - INFO - Epoch [64][280/1345] lr: 6.023e-05, eta: 0:11:05, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.6750, top5_acc: 0.8758, loss_cls: 1.2342, loss: 1.2342, grad_norm: 5.0814 2021-12-03 12:27:02,196 - mmaction - INFO - Epoch [64][300/1345] lr: 6.023e-05, eta: 0:10:52, time: 0.610, data_time: 0.000, memory: 5354, top1_acc: 0.6750, top5_acc: 0.8781, loss_cls: 1.2298, loss: 1.2298, grad_norm: 4.9639 2021-12-03 12:27:14,295 - mmaction - INFO - Epoch [64][320/1345] lr: 6.023e-05, eta: 0:10:40, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.6953, top5_acc: 0.8805, loss_cls: 1.1761, loss: 1.1761, grad_norm: 4.9628 2021-12-03 12:27:26,431 - mmaction - INFO - Epoch [64][340/1345] lr: 6.023e-05, eta: 0:10:27, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.7039, top5_acc: 0.8906, loss_cls: 1.1179, loss: 1.1179, grad_norm: 4.7132 2021-12-03 12:27:38,569 - mmaction - INFO - Epoch [64][360/1345] lr: 6.023e-05, eta: 0:10:15, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.6594, top5_acc: 0.8664, loss_cls: 1.2937, loss: 1.2937, grad_norm: 5.1329 2021-12-03 12:27:50,698 - mmaction - INFO - Epoch [64][380/1345] lr: 6.023e-05, eta: 0:10:02, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.7023, top5_acc: 0.8852, loss_cls: 1.1521, loss: 1.1521, grad_norm: 4.7949 2021-12-03 12:28:02,820 - mmaction - INFO - Epoch [64][400/1345] lr: 6.023e-05, eta: 0:09:50, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.6852, top5_acc: 0.8820, loss_cls: 1.1939, loss: 1.1939, grad_norm: 4.7892 2021-12-03 12:28:14,960 - mmaction - INFO - Epoch [64][420/1345] lr: 6.023e-05, eta: 0:09:37, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.6828, top5_acc: 0.8711, loss_cls: 1.2256, loss: 1.2256, grad_norm: 5.0515 2021-12-03 12:28:27,111 - mmaction - INFO - Epoch [64][440/1345] lr: 6.023e-05, eta: 0:09:25, time: 0.608, data_time: 0.000, memory: 5354, top1_acc: 0.6828, top5_acc: 0.8930, loss_cls: 1.1449, loss: 1.1449, grad_norm: 4.7593 2021-12-03 12:28:39,238 - mmaction - INFO - Epoch [64][460/1345] lr: 6.023e-05, eta: 0:09:12, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.6836, top5_acc: 0.8883, loss_cls: 1.1796, loss: 1.1796, grad_norm: 4.8904 2021-12-03 12:28:51,352 - mmaction - INFO - Epoch [64][480/1345] lr: 6.023e-05, eta: 0:09:00, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.6789, top5_acc: 0.8727, loss_cls: 1.2421, loss: 1.2421, grad_norm: 5.0783 2021-12-03 12:29:03,495 - mmaction - INFO - Epoch [64][500/1345] lr: 6.023e-05, eta: 0:08:47, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.6695, top5_acc: 0.8617, loss_cls: 1.2666, loss: 1.2666, grad_norm: 4.9591 2021-12-03 12:29:15,624 - mmaction - INFO - Epoch [64][520/1345] lr: 6.023e-05, eta: 0:08:35, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.6922, top5_acc: 0.8797, loss_cls: 1.1957, loss: 1.1957, grad_norm: 4.7575 2021-12-03 12:29:27,732 - mmaction - INFO - Epoch [64][540/1345] lr: 6.023e-05, eta: 0:08:22, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.6898, top5_acc: 0.8820, loss_cls: 1.1515, loss: 1.1515, grad_norm: 4.8060 2021-12-03 12:29:39,864 - mmaction - INFO - Epoch [64][560/1345] lr: 6.023e-05, eta: 0:08:10, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.6914, top5_acc: 0.8758, loss_cls: 1.1784, loss: 1.1784, grad_norm: 4.9314 2021-12-03 12:29:51,969 - mmaction - INFO - Epoch [64][580/1345] lr: 6.023e-05, eta: 0:07:57, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.6867, top5_acc: 0.8867, loss_cls: 1.1611, loss: 1.1611, grad_norm: 4.7819 2021-12-03 12:30:04,100 - mmaction - INFO - Epoch [64][600/1345] lr: 6.023e-05, eta: 0:07:45, time: 0.607, data_time: 0.000, memory: 5354, top1_acc: 0.6945, top5_acc: 0.8922, loss_cls: 1.1162, loss: 1.1162, grad_norm: 4.7704 2021-12-03 12:30:16,190 - mmaction - INFO - Epoch [64][620/1345] lr: 6.023e-05, eta: 0:07:32, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.6867, top5_acc: 0.8703, loss_cls: 1.2133, loss: 1.2133, grad_norm: 4.8257 2021-12-03 12:30:28,294 - mmaction - INFO - Epoch [64][640/1345] lr: 6.023e-05, eta: 0:07:20, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.6789, top5_acc: 0.8797, loss_cls: 1.2129, loss: 1.2129, grad_norm: 5.0633 2021-12-03 12:30:40,393 - mmaction - INFO - Epoch [64][660/1345] lr: 6.023e-05, eta: 0:07:07, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.6836, top5_acc: 0.8789, loss_cls: 1.2336, loss: 1.2336, grad_norm: 4.9510 2021-12-03 12:30:52,488 - mmaction - INFO - Epoch [64][680/1345] lr: 6.023e-05, eta: 0:06:55, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.6711, top5_acc: 0.8703, loss_cls: 1.2136, loss: 1.2136, grad_norm: 4.8980 2021-12-03 12:31:04,617 - mmaction - INFO - Epoch [64][700/1345] lr: 6.023e-05, eta: 0:06:42, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.7086, top5_acc: 0.8953, loss_cls: 1.1164, loss: 1.1164, grad_norm: 4.7139 2021-12-03 12:31:16,696 - mmaction - INFO - Epoch [64][720/1345] lr: 6.023e-05, eta: 0:06:30, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.6813, top5_acc: 0.8812, loss_cls: 1.2036, loss: 1.2036, grad_norm: 5.0107 2021-12-03 12:31:28,802 - mmaction - INFO - Epoch [64][740/1345] lr: 6.023e-05, eta: 0:06:17, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.6836, top5_acc: 0.8836, loss_cls: 1.1848, loss: 1.1848, grad_norm: 4.8170 2021-12-03 12:31:40,896 - mmaction - INFO - Epoch [64][760/1345] lr: 6.023e-05, eta: 0:06:05, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.6648, top5_acc: 0.8703, loss_cls: 1.2210, loss: 1.2210, grad_norm: 4.9118 2021-12-03 12:31:52,973 - mmaction - INFO - Epoch [64][780/1345] lr: 6.023e-05, eta: 0:05:52, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.6742, top5_acc: 0.8852, loss_cls: 1.1936, loss: 1.1936, grad_norm: 4.8495 2021-12-03 12:32:05,053 - mmaction - INFO - Epoch [64][800/1345] lr: 6.023e-05, eta: 0:05:40, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.6781, top5_acc: 0.8836, loss_cls: 1.1972, loss: 1.1972, grad_norm: 4.9741 2021-12-03 12:32:17,153 - mmaction - INFO - Epoch [64][820/1345] lr: 6.023e-05, eta: 0:05:27, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.6891, top5_acc: 0.8906, loss_cls: 1.1559, loss: 1.1559, grad_norm: 4.7482 2021-12-03 12:32:29,254 - mmaction - INFO - Epoch [64][840/1345] lr: 6.023e-05, eta: 0:05:15, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.6836, top5_acc: 0.8930, loss_cls: 1.1729, loss: 1.1729, grad_norm: 4.8336 2021-12-03 12:32:41,341 - mmaction - INFO - Epoch [64][860/1345] lr: 6.023e-05, eta: 0:05:02, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.6789, top5_acc: 0.8945, loss_cls: 1.1536, loss: 1.1536, grad_norm: 4.8478 2021-12-03 12:32:53,421 - mmaction - INFO - Epoch [64][880/1345] lr: 6.023e-05, eta: 0:04:50, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.6672, top5_acc: 0.8789, loss_cls: 1.2458, loss: 1.2458, grad_norm: 5.0141 2021-12-03 12:33:05,493 - mmaction - INFO - Epoch [64][900/1345] lr: 6.023e-05, eta: 0:04:37, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.7000, top5_acc: 0.8906, loss_cls: 1.1436, loss: 1.1436, grad_norm: 4.8823 2021-12-03 12:33:17,572 - mmaction - INFO - Epoch [64][920/1345] lr: 6.023e-05, eta: 0:04:25, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.6813, top5_acc: 0.8836, loss_cls: 1.2113, loss: 1.2113, grad_norm: 4.7861 2021-12-03 12:33:29,668 - mmaction - INFO - Epoch [64][940/1345] lr: 6.023e-05, eta: 0:04:12, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.7078, top5_acc: 0.8898, loss_cls: 1.1414, loss: 1.1414, grad_norm: 4.7194 2021-12-03 12:33:41,754 - mmaction - INFO - Epoch [64][960/1345] lr: 6.023e-05, eta: 0:04:00, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.6609, top5_acc: 0.8766, loss_cls: 1.2316, loss: 1.2316, grad_norm: 5.0161 2021-12-03 12:33:53,842 - mmaction - INFO - Epoch [64][980/1345] lr: 6.023e-05, eta: 0:03:47, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.6734, top5_acc: 0.8844, loss_cls: 1.1961, loss: 1.1961, grad_norm: 4.8281 2021-12-03 12:34:05,934 - mmaction - INFO - Epoch [64][1000/1345] lr: 6.023e-05, eta: 0:03:35, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.7063, top5_acc: 0.8812, loss_cls: 1.1778, loss: 1.1778, grad_norm: 4.7982 2021-12-03 12:34:18,029 - mmaction - INFO - Epoch [64][1020/1345] lr: 6.023e-05, eta: 0:03:22, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.7008, top5_acc: 0.8836, loss_cls: 1.1605, loss: 1.1605, grad_norm: 4.7376 2021-12-03 12:34:30,112 - mmaction - INFO - Epoch [64][1040/1345] lr: 6.023e-05, eta: 0:03:10, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.6750, top5_acc: 0.8820, loss_cls: 1.2042, loss: 1.2042, grad_norm: 4.9455 2021-12-03 12:34:42,192 - mmaction - INFO - Epoch [64][1060/1345] lr: 6.023e-05, eta: 0:02:57, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.6711, top5_acc: 0.8773, loss_cls: 1.2019, loss: 1.2019, grad_norm: 4.7722 2021-12-03 12:34:54,275 - mmaction - INFO - Epoch [64][1080/1345] lr: 6.023e-05, eta: 0:02:45, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.6922, top5_acc: 0.8727, loss_cls: 1.2121, loss: 1.2121, grad_norm: 4.8721 2021-12-03 12:35:06,346 - mmaction - INFO - Epoch [64][1100/1345] lr: 6.023e-05, eta: 0:02:32, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.6766, top5_acc: 0.8750, loss_cls: 1.2118, loss: 1.2118, grad_norm: 4.8369 2021-12-03 12:35:18,456 - mmaction - INFO - Epoch [64][1120/1345] lr: 6.023e-05, eta: 0:02:20, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.6898, top5_acc: 0.8758, loss_cls: 1.2071, loss: 1.2071, grad_norm: 4.8393 2021-12-03 12:35:30,549 - mmaction - INFO - Epoch [64][1140/1345] lr: 6.023e-05, eta: 0:02:08, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.6805, top5_acc: 0.8859, loss_cls: 1.1955, loss: 1.1955, grad_norm: 4.9348 2021-12-03 12:35:42,651 - mmaction - INFO - Epoch [64][1160/1345] lr: 6.023e-05, eta: 0:01:55, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.6961, top5_acc: 0.8875, loss_cls: 1.1698, loss: 1.1698, grad_norm: 4.8932 2021-12-03 12:35:54,731 - mmaction - INFO - Epoch [64][1180/1345] lr: 6.023e-05, eta: 0:01:43, time: 0.604, data_time: 0.000, memory: 5354, top1_acc: 0.6609, top5_acc: 0.8570, loss_cls: 1.3308, loss: 1.3308, grad_norm: 5.0949 2021-12-03 12:36:06,830 - mmaction - INFO - Epoch [64][1200/1345] lr: 6.023e-05, eta: 0:01:30, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.6719, top5_acc: 0.8680, loss_cls: 1.2550, loss: 1.2550, grad_norm: 5.0361 2021-12-03 12:36:18,944 - mmaction - INFO - Epoch [64][1220/1345] lr: 6.023e-05, eta: 0:01:18, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.6859, top5_acc: 0.8680, loss_cls: 1.2690, loss: 1.2690, grad_norm: 5.0136 2021-12-03 12:36:31,044 - mmaction - INFO - Epoch [64][1240/1345] lr: 6.023e-05, eta: 0:01:05, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.6766, top5_acc: 0.8914, loss_cls: 1.1945, loss: 1.1945, grad_norm: 4.9460 2021-12-03 12:36:43,162 - mmaction - INFO - Epoch [64][1260/1345] lr: 6.023e-05, eta: 0:00:53, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.6742, top5_acc: 0.8680, loss_cls: 1.2574, loss: 1.2574, grad_norm: 5.0303 2021-12-03 12:36:55,275 - mmaction - INFO - Epoch [64][1280/1345] lr: 6.023e-05, eta: 0:00:40, time: 0.606, data_time: 0.000, memory: 5354, top1_acc: 0.6906, top5_acc: 0.8766, loss_cls: 1.1683, loss: 1.1683, grad_norm: 4.7556 2021-12-03 12:37:07,381 - mmaction - INFO - Epoch [64][1300/1345] lr: 6.023e-05, eta: 0:00:28, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.6906, top5_acc: 0.8820, loss_cls: 1.1906, loss: 1.1906, grad_norm: 4.8545 2021-12-03 12:37:19,484 - mmaction - INFO - Epoch [64][1320/1345] lr: 6.023e-05, eta: 0:00:15, time: 0.605, data_time: 0.000, memory: 5354, top1_acc: 0.6961, top5_acc: 0.8961, loss_cls: 1.1251, loss: 1.1251, grad_norm: 4.6799 2021-12-03 12:37:31,595 - mmaction - INFO - Epoch [64][1340/1345] lr: 6.023e-05, eta: 0:00:03, time: 0.606, data_time: 0.001, memory: 5354, top1_acc: 0.6891, top5_acc: 0.8805, loss_cls: 1.1932, loss: 1.1932, grad_norm: 4.7990 2021-12-03 12:38:26,386 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-12-03 12:38:26,538 - mmaction - INFO - top1_acc 0.4378 top5_acc 0.7482 2021-12-03 12:38:26,538 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-12-03 12:38:26,547 - mmaction - INFO - mean_acc 0.4061 2021-12-03 12:38:26,549 - mmaction - INFO - Saving checkpoint at 64 epochs 2021-12-03 12:38:27,521 - mmaction - INFO - Epoch(val) [64][181] top1_acc: 0.4378, top5_acc: 0.7482, mean_class_accuracy: 0.4061