2021-02-03 15:02:28,286 - mmaction - INFO - Environment info: ------------------------------------------------------------ sys.platform: linux Python: 3.7.6 (default, Jan 8 2020, 19:59:22) [GCC 7.3.0] CUDA available: True GPU 0,1,2,3,4,5,6,7: TITAN Xp 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: 1.2.6 MMCV Compiler: GCC 5.4 MMCV CUDA Compiler: 9.0 MMAction2: 0.11.0+6762c77 ------------------------------------------------------------ 2021-02-03 15:02:28,319 - mmaction - INFO - Distributed training: True 2021-02-03 15:02:28,319 - mmaction - INFO - Config: /mnt/lustre/huangbinkun/mmaction2/configs/_base_/models/tsm_r50.py # model settings model = dict( type='Recognizer2D', backbone=dict( type='ResNetTSM', pretrained='torchvision://resnet50', depth=50, norm_eval=False, shift_div=8), cls_head=dict( type='TSMHead', num_classes=400, in_channels=2048, spatial_type='avg', consensus=dict(type='AvgConsensus', dim=1), dropout_ratio=0.5, init_std=0.001, is_shift=True)) # model training and testing settings train_cfg = None test_cfg = dict(average_clips='prob') /mnt/lustre/huangbinkun/mmaction2/configs/_base_/schedules/sgd_tsm_50e.py # optimizer optimizer = dict( type='SGD', constructor='TSMOptimizerConstructor', paramwise_cfg=dict(fc_lr5=True), lr=0.01, # this lr is used for 8 gpus momentum=0.9, weight_decay=0.0001) optimizer_config = dict(grad_clip=dict(max_norm=20, norm_type=2)) # learning policy lr_config = dict(policy='step', step=[20, 40]) total_epochs = 50 /mnt/lustre/huangbinkun/mmaction2/configs/_base_/default_runtime.py checkpoint_config = dict(interval=1) log_config = dict( interval=20, hooks=[ dict(type='TextLoggerHook'), # dict(type='TensorboardLoggerHook'), ]) # runtime settings dist_params = dict(backend='nccl') log_level = 'INFO' load_from = None resume_from = None workflow = [('train', 1)] /mnt/lustre/huangbinkun/mmaction2/configs/recognition/tsm/tsm_r50_1x1x8_50e_sthv1_rgb.py _base_ = [ '../../_base_/models/tsm_r50.py', '../../_base_/schedules/sgd_tsm_50e.py', '../../_base_/default_runtime.py' ] # model settings model = dict(cls_head=dict(num_classes=174)) 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') # dataset settings 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) train_pipeline = [ dict(type='SampleFrames', clip_len=1, frame_interval=1, num_clips=8), dict(type='RawFrameDecode', io_backend='memcached', **mc_cfg), dict(type='Resize', scale=(-1, 256)), dict( type='MultiScaleCrop', input_size=224, scales=(1, 0.875, 0.75, 0.66), random_crop=False, max_wh_scale_gap=1, num_fixed_crops=13), dict(type='Resize', scale=(224, 224), keep_ratio=False), dict(type='Normalize', **img_norm_cfg), dict(type='FormatShape', input_format='NCHW'), dict(type='Collect', keys=['imgs', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['imgs', 'label']) ] val_pipeline = [ dict( type='SampleFrames', clip_len=1, frame_interval=1, num_clips=8, test_mode=True), dict(type='RawFrameDecode', io_backend='memcached', **mc_cfg), dict(type='Resize', scale=(-1, 256)), dict(type='CenterCrop', crop_size=224), dict(type='Normalize', **img_norm_cfg), dict(type='FormatShape', input_format='NCHW'), dict(type='Collect', keys=['imgs', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['imgs']) ] test_pipeline = [ dict( type='SampleFrames', clip_len=1, frame_interval=1, num_clips=8, test_mode=True), dict(type='RawFrameDecode', io_backend='memcached', **mc_cfg), dict(type='Resize', scale=(-1, 256)), dict(type='CenterCrop', crop_size=224), dict(type='Normalize', **img_norm_cfg), dict(type='FormatShape', input_format='NCHW'), dict(type='Collect', keys=['imgs', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['imgs']) ] data = dict( videos_per_gpu=8, workers_per_gpu=4, train=dict( type=dataset_type, ann_file=ann_file_train, data_prefix=data_root, filename_tmpl='{:05}.jpg', pipeline=train_pipeline), val=dict( type=dataset_type, ann_file=ann_file_val, data_prefix=data_root_val, filename_tmpl='{:05}.jpg', pipeline=val_pipeline), test=dict( type=dataset_type, ann_file=ann_file_test, data_prefix=data_root_val, filename_tmpl='{:05}.jpg', pipeline=test_pipeline)) evaluation = dict( interval=2, metrics=['top_k_accuracy', 'mean_class_accuracy']) # optimizer optimizer = dict(weight_decay=0.0005) # runtime settings work_dir = './work_dirs/tsm_r50_1x1x8_50e_sthv1_rgb/' 2021-02-03 15:02:28,319 - mmaction - INFO - Set random seed to 0, deterministic: True 2021-02-03 15:02:36,551 - mmaction - INFO - These parameters in pretrained checkpoint are not loaded: {'fc.bias', 'fc.weight'} 2021-02-03 15:02:38,694 - mmaction - INFO - Start running, host: huangbinkun@SH-IDC2-172-20-20-75, work_dir: /mnt/lustre/huangbinkun/mmaction2/work_dirs/test_flip/tsm_no_flip 2021-02-03 15:02:38,695 - mmaction - INFO - workflow: [('train', 1)], max: 50 epochs 2021-02-03 15:03:11,724 - mmaction - INFO - Epoch [1][20/1345] lr: 1.000e-02, eta: 1 day, 6:48:21, time: 1.650, data_time: 0.869, memory: 7063, top1_acc: 0.0141, top5_acc: 0.0539, loss_cls: 5.6077, loss: 5.6077, grad_norm: 3.9655 2021-02-03 15:03:22,020 - mmaction - INFO - Epoch [1][40/1345] lr: 1.000e-02, eta: 20:12:17, time: 0.515, data_time: 0.001, memory: 7063, top1_acc: 0.0172, top5_acc: 0.0555, loss_cls: 5.5835, loss: 5.5835, grad_norm: 3.9277 2021-02-03 15:03:32,335 - mmaction - INFO - Epoch [1][60/1345] lr: 1.000e-02, eta: 16:40:29, time: 0.516, data_time: 0.000, memory: 7063, top1_acc: 0.0133, top5_acc: 0.0531, loss_cls: 5.3625, loss: 5.3625, grad_norm: 2.9009 2021-02-03 15:03:42,684 - mmaction - INFO - Epoch [1][80/1345] lr: 1.000e-02, eta: 14:54:47, time: 0.517, data_time: 0.000, memory: 7063, top1_acc: 0.0141, top5_acc: 0.0484, loss_cls: 5.1951, loss: 5.1951, grad_norm: 1.8886 2021-02-03 15:03:53,013 - mmaction - INFO - Epoch [1][100/1345] lr: 1.000e-02, eta: 13:51:20, time: 0.517, data_time: 0.001, memory: 7063, top1_acc: 0.0039, top5_acc: 0.0563, loss_cls: 5.1192, loss: 5.1192, grad_norm: 1.5449 2021-02-03 15:04:03,396 - mmaction - INFO - Epoch [1][120/1345] lr: 1.000e-02, eta: 13:09:23, time: 0.519, data_time: 0.000, memory: 7063, top1_acc: 0.0125, top5_acc: 0.0555, loss_cls: 5.0482, loss: 5.0482, grad_norm: 1.6604 2021-02-03 15:04:13,794 - mmaction - INFO - Epoch [1][140/1345] lr: 1.000e-02, eta: 12:39:29, time: 0.520, data_time: 0.000, memory: 7063, top1_acc: 0.0195, top5_acc: 0.0609, loss_cls: 5.0492, loss: 5.0492, grad_norm: 1.7968 2021-02-03 15:04:24,309 - mmaction - INFO - Epoch [1][160/1345] lr: 1.000e-02, eta: 12:17:50, time: 0.526, data_time: 0.000, memory: 7063, top1_acc: 0.0180, top5_acc: 0.0719, loss_cls: 5.0141, loss: 5.0141, grad_norm: 1.6697 2021-02-03 15:04:34,755 - mmaction - INFO - Epoch [1][180/1345] lr: 1.000e-02, eta: 12:00:31, time: 0.522, data_time: 0.000, memory: 7063, top1_acc: 0.0281, top5_acc: 0.0883, loss_cls: 4.9871, loss: 4.9871, grad_norm: 1.8383 2021-02-03 15:04:45,172 - mmaction - INFO - Epoch [1][200/1345] lr: 1.000e-02, eta: 11:46:29, time: 0.521, data_time: 0.000, memory: 7063, top1_acc: 0.0148, top5_acc: 0.0672, loss_cls: 4.9824, loss: 4.9824, grad_norm: 1.9911 2021-02-03 15:04:55,681 - mmaction - INFO - Epoch [1][220/1345] lr: 1.000e-02, eta: 11:35:26, time: 0.525, data_time: 0.000, memory: 7063, top1_acc: 0.0219, top5_acc: 0.0930, loss_cls: 4.9702, loss: 4.9702, grad_norm: 1.8421 2021-02-03 15:05:06,179 - mmaction - INFO - Epoch [1][240/1345] lr: 1.000e-02, eta: 11:26:08, time: 0.525, data_time: 0.000, memory: 7063, top1_acc: 0.0320, top5_acc: 0.0945, loss_cls: 4.9062, loss: 4.9062, grad_norm: 2.0643 2021-02-03 15:05:16,688 - mmaction - INFO - Epoch [1][260/1345] lr: 1.000e-02, eta: 11:18:16, time: 0.525, data_time: 0.002, memory: 7063, top1_acc: 0.0258, top5_acc: 0.1219, loss_cls: 4.8937, loss: 4.8937, grad_norm: 2.4209 2021-02-03 15:05:27,189 - mmaction - INFO - Epoch [1][280/1345] lr: 1.000e-02, eta: 11:11:31, time: 0.525, data_time: 0.001, memory: 7063, top1_acc: 0.0367, top5_acc: 0.1047, loss_cls: 4.8795, loss: 4.8795, grad_norm: 2.4526 2021-02-03 15:05:37,650 - mmaction - INFO - Epoch [1][300/1345] lr: 1.000e-02, eta: 11:05:28, time: 0.523, data_time: 0.000, memory: 7063, top1_acc: 0.0250, top5_acc: 0.1133, loss_cls: 4.8976, loss: 4.8976, grad_norm: 2.3394 2021-02-03 15:05:48,094 - mmaction - INFO - Epoch [1][320/1345] lr: 1.000e-02, eta: 11:00:06, time: 0.522, data_time: 0.001, memory: 7063, top1_acc: 0.0406, top5_acc: 0.1297, loss_cls: 4.8392, loss: 4.8392, grad_norm: 2.4699 2021-02-03 15:05:58,620 - mmaction - INFO - Epoch [1][340/1345] lr: 1.000e-02, eta: 10:55:36, time: 0.526, data_time: 0.000, memory: 7063, top1_acc: 0.0312, top5_acc: 0.1172, loss_cls: 4.8257, loss: 4.8257, grad_norm: 2.7322 2021-02-03 15:06:09,147 - mmaction - INFO - Epoch [1][360/1345] lr: 1.000e-02, eta: 10:51:34, time: 0.526, data_time: 0.000, memory: 7063, top1_acc: 0.0461, top5_acc: 0.1445, loss_cls: 4.7796, loss: 4.7796, grad_norm: 2.5636 2021-02-03 15:06:19,584 - mmaction - INFO - Epoch [1][380/1345] lr: 1.000e-02, eta: 10:47:44, time: 0.522, data_time: 0.001, memory: 7063, top1_acc: 0.0398, top5_acc: 0.1430, loss_cls: 4.7662, loss: 4.7662, grad_norm: 2.7601 2021-02-03 15:06:30,142 - mmaction - INFO - Epoch [1][400/1345] lr: 1.000e-02, eta: 10:44:32, time: 0.527, data_time: 0.000, memory: 7063, top1_acc: 0.0328, top5_acc: 0.1250, loss_cls: 4.7851, loss: 4.7851, grad_norm: 2.9188 2021-02-03 15:06:40,653 - mmaction - INFO - Epoch [1][420/1345] lr: 1.000e-02, eta: 10:41:32, time: 0.526, data_time: 0.001, memory: 7063, top1_acc: 0.0398, top5_acc: 0.1313, loss_cls: 4.7650, loss: 4.7650, grad_norm: 2.6496 2021-02-03 15:06:51,186 - mmaction - INFO - Epoch [1][440/1345] lr: 1.000e-02, eta: 10:38:52, time: 0.527, data_time: 0.001, memory: 7063, top1_acc: 0.0453, top5_acc: 0.1609, loss_cls: 4.7264, loss: 4.7264, grad_norm: 2.9887 2021-02-03 15:07:01,653 - mmaction - INFO - Epoch [1][460/1345] lr: 1.000e-02, eta: 10:36:15, time: 0.523, data_time: 0.000, memory: 7063, top1_acc: 0.0477, top5_acc: 0.1609, loss_cls: 4.7172, loss: 4.7172, grad_norm: 3.0583 2021-02-03 15:07:12,196 - mmaction - INFO - Epoch [1][480/1345] lr: 1.000e-02, eta: 10:33:59, time: 0.527, data_time: 0.000, memory: 7063, top1_acc: 0.0508, top5_acc: 0.1734, loss_cls: 4.6972, loss: 4.6972, grad_norm: 2.9405 2021-02-03 15:07:22,724 - mmaction - INFO - Epoch [1][500/1345] lr: 1.000e-02, eta: 10:31:52, time: 0.526, data_time: 0.001, memory: 7063, top1_acc: 0.0414, top5_acc: 0.1562, loss_cls: 4.7575, loss: 4.7575, grad_norm: 2.8576 2021-02-03 15:07:33,259 - mmaction - INFO - Epoch [1][520/1345] lr: 1.000e-02, eta: 10:29:55, time: 0.527, data_time: 0.000, memory: 7063, top1_acc: 0.0570, top5_acc: 0.1641, loss_cls: 4.6761, loss: 4.6761, grad_norm: 3.0676 2021-02-03 15:07:43,794 - mmaction - INFO - Epoch [1][540/1345] lr: 1.000e-02, eta: 10:28:06, time: 0.527, data_time: 0.000, memory: 7063, top1_acc: 0.0555, top5_acc: 0.1844, loss_cls: 4.6698, loss: 4.6698, grad_norm: 3.2330 2021-02-03 15:07:54,334 - mmaction - INFO - Epoch [1][560/1345] lr: 1.000e-02, eta: 10:26:24, time: 0.527, data_time: 0.001, memory: 7063, top1_acc: 0.0445, top5_acc: 0.1594, loss_cls: 4.6708, loss: 4.6708, grad_norm: 3.3490 2021-02-03 15:08:04,942 - mmaction - INFO - Epoch [1][580/1345] lr: 1.000e-02, eta: 10:24:56, time: 0.530, data_time: 0.000, memory: 7063, top1_acc: 0.0578, top5_acc: 0.1898, loss_cls: 4.6171, loss: 4.6171, grad_norm: 3.2406 2021-02-03 15:08:15,454 - mmaction - INFO - Epoch [1][600/1345] lr: 1.000e-02, eta: 10:23:24, time: 0.526, data_time: 0.001, memory: 7063, top1_acc: 0.0508, top5_acc: 0.1875, loss_cls: 4.6146, loss: 4.6146, grad_norm: 3.3368 2021-02-03 15:08:26,025 - mmaction - INFO - Epoch [1][620/1345] lr: 1.000e-02, eta: 10:22:02, time: 0.528, data_time: 0.000, memory: 7063, top1_acc: 0.0633, top5_acc: 0.1906, loss_cls: 4.5708, loss: 4.5708, grad_norm: 3.2549 2021-02-03 15:08:36,536 - mmaction - INFO - Epoch [1][640/1345] lr: 1.000e-02, eta: 10:20:38, time: 0.525, data_time: 0.001, memory: 7063, top1_acc: 0.0656, top5_acc: 0.2148, loss_cls: 4.5545, loss: 4.5545, grad_norm: 3.6795 2021-02-03 15:08:47,081 - mmaction - INFO - Epoch [1][660/1345] lr: 1.000e-02, eta: 10:19:23, time: 0.528, data_time: 0.001, memory: 7063, top1_acc: 0.0602, top5_acc: 0.1867, loss_cls: 4.6210, loss: 4.6210, grad_norm: 3.2597 2021-02-03 15:08:57,615 - mmaction - INFO - Epoch [1][680/1345] lr: 1.000e-02, eta: 10:18:10, time: 0.526, data_time: 0.000, memory: 7063, top1_acc: 0.0758, top5_acc: 0.2125, loss_cls: 4.5419, loss: 4.5419, grad_norm: 3.3923 2021-02-03 15:09:08,142 - mmaction - INFO - Epoch [1][700/1345] lr: 1.000e-02, eta: 10:17:01, time: 0.527, data_time: 0.001, memory: 7063, top1_acc: 0.0625, top5_acc: 0.1953, loss_cls: 4.5697, loss: 4.5697, grad_norm: 3.4185 2021-02-03 15:09:18,706 - mmaction - INFO - Epoch [1][720/1345] lr: 1.000e-02, eta: 10:15:58, time: 0.528, data_time: 0.001, memory: 7063, top1_acc: 0.0781, top5_acc: 0.2375, loss_cls: 4.4687, loss: 4.4687, grad_norm: 3.6459 2021-02-03 15:09:29,270 - mmaction - INFO - Epoch [1][740/1345] lr: 1.000e-02, eta: 10:14:58, time: 0.528, data_time: 0.000, memory: 7063, top1_acc: 0.0594, top5_acc: 0.2305, loss_cls: 4.4650, loss: 4.4650, grad_norm: 3.8335 2021-02-03 15:09:39,810 - mmaction - INFO - Epoch [1][760/1345] lr: 1.000e-02, eta: 10:13:58, time: 0.527, data_time: 0.000, memory: 7063, top1_acc: 0.0734, top5_acc: 0.2219, loss_cls: 4.4865, loss: 4.4865, grad_norm: 3.4821 2021-02-03 15:09:50,402 - mmaction - INFO - Epoch [1][780/1345] lr: 1.000e-02, eta: 10:13:05, time: 0.530, data_time: 0.000, memory: 7063, top1_acc: 0.0703, top5_acc: 0.2188, loss_cls: 4.5022, loss: 4.5022, grad_norm: 3.7677 2021-02-03 15:10:00,944 - mmaction - INFO - Epoch [1][800/1345] lr: 1.000e-02, eta: 10:12:10, time: 0.527, data_time: 0.000, memory: 7063, top1_acc: 0.0695, top5_acc: 0.2414, loss_cls: 4.4265, loss: 4.4265, grad_norm: 3.6650 2021-02-03 15:10:11,522 - mmaction - INFO - Epoch [1][820/1345] lr: 1.000e-02, eta: 10:11:21, time: 0.529, data_time: 0.001, memory: 7063, top1_acc: 0.0719, top5_acc: 0.2109, loss_cls: 4.4805, loss: 4.4805, grad_norm: 3.7690 2021-02-03 15:10:22,038 - mmaction - INFO - Epoch [1][840/1345] lr: 1.000e-02, eta: 10:10:27, time: 0.525, data_time: 0.000, memory: 7063, top1_acc: 0.0891, top5_acc: 0.2453, loss_cls: 4.3936, loss: 4.3936, grad_norm: 3.7424 2021-02-03 15:10:32,573 - mmaction - INFO - Epoch [1][860/1345] lr: 1.000e-02, eta: 10:09:39, time: 0.527, data_time: 0.001, memory: 7063, top1_acc: 0.0898, top5_acc: 0.2766, loss_cls: 4.3525, loss: 4.3525, grad_norm: 4.1145 2021-02-03 15:10:43,119 - mmaction - INFO - Epoch [1][880/1345] lr: 1.000e-02, eta: 10:08:52, time: 0.527, data_time: 0.000, memory: 7063, top1_acc: 0.0805, top5_acc: 0.2547, loss_cls: 4.3859, loss: 4.3859, grad_norm: 4.0129 2021-02-03 15:10:53,782 - mmaction - INFO - Epoch [1][900/1345] lr: 1.000e-02, eta: 10:08:15, time: 0.533, data_time: 0.000, memory: 7063, top1_acc: 0.0805, top5_acc: 0.2867, loss_cls: 4.2951, loss: 4.2951, grad_norm: 3.9707 2021-02-03 15:11:04,350 - mmaction - INFO - Epoch [1][920/1345] lr: 1.000e-02, eta: 10:07:33, time: 0.529, data_time: 0.001, memory: 7063, top1_acc: 0.0852, top5_acc: 0.2664, loss_cls: 4.3668, loss: 4.3668, grad_norm: 3.7919 2021-02-03 15:11:14,909 - mmaction - INFO - Epoch [1][940/1345] lr: 1.000e-02, eta: 10:06:52, time: 0.528, data_time: 0.000, memory: 7063, top1_acc: 0.1008, top5_acc: 0.2578, loss_cls: 4.3384, loss: 4.3384, grad_norm: 3.9206 2021-02-03 15:11:25,433 - mmaction - INFO - Epoch [1][960/1345] lr: 1.000e-02, eta: 10:06:09, time: 0.526, data_time: 0.000, memory: 7063, top1_acc: 0.0891, top5_acc: 0.2508, loss_cls: 4.3588, loss: 4.3588, grad_norm: 3.8807 2021-02-03 15:11:35,950 - mmaction - INFO - Epoch [1][980/1345] lr: 1.000e-02, eta: 10:05:27, time: 0.526, data_time: 0.001, memory: 7063, top1_acc: 0.0945, top5_acc: 0.2711, loss_cls: 4.2691, loss: 4.2691, grad_norm: 4.1366 2021-02-03 15:11:46,548 - mmaction - INFO - Epoch [1][1000/1345] lr: 1.000e-02, eta: 10:04:52, time: 0.530, data_time: 0.000, memory: 7063, top1_acc: 0.1016, top5_acc: 0.2648, loss_cls: 4.2842, loss: 4.2842, grad_norm: 3.9632 2021-02-03 15:11:57,130 - mmaction - INFO - Epoch [1][1020/1345] lr: 1.000e-02, eta: 10:04:17, time: 0.529, data_time: 0.000, memory: 7063, top1_acc: 0.1016, top5_acc: 0.2750, loss_cls: 4.2025, loss: 4.2025, grad_norm: 4.3527 2021-02-03 15:12:07,678 - mmaction - INFO - Epoch [1][1040/1345] lr: 1.000e-02, eta: 10:03:40, time: 0.527, data_time: 0.000, memory: 7063, top1_acc: 0.1125, top5_acc: 0.3141, loss_cls: 4.1850, loss: 4.1850, grad_norm: 4.3471 2021-02-03 15:12:18,250 - mmaction - INFO - Epoch [1][1060/1345] lr: 1.000e-02, eta: 10:03:06, time: 0.529, data_time: 0.000, memory: 7063, top1_acc: 0.1070, top5_acc: 0.2797, loss_cls: 4.1866, loss: 4.1866, grad_norm: 4.1987 2021-02-03 15:12:28,790 - mmaction - INFO - Epoch [1][1080/1345] lr: 1.000e-02, eta: 10:02:31, time: 0.527, data_time: 0.000, memory: 7063, top1_acc: 0.1016, top5_acc: 0.2859, loss_cls: 4.2548, loss: 4.2548, grad_norm: 4.1521 2021-02-03 15:12:39,371 - mmaction - INFO - Epoch [1][1100/1345] lr: 1.000e-02, eta: 10:01:59, time: 0.529, data_time: 0.000, memory: 7063, top1_acc: 0.1078, top5_acc: 0.3023, loss_cls: 4.1812, loss: 4.1812, grad_norm: 4.0744 2021-02-03 15:12:49,914 - mmaction - INFO - Epoch [1][1120/1345] lr: 1.000e-02, eta: 10:01:26, time: 0.527, data_time: 0.000, memory: 7063, top1_acc: 0.0992, top5_acc: 0.3328, loss_cls: 4.0720, loss: 4.0720, grad_norm: 4.6153 2021-02-03 15:13:00,459 - mmaction - INFO - Epoch [1][1140/1345] lr: 1.000e-02, eta: 10:00:54, time: 0.527, data_time: 0.000, memory: 7063, top1_acc: 0.1164, top5_acc: 0.2992, loss_cls: 4.2043, loss: 4.2043, grad_norm: 4.3271 2021-02-03 15:13:11,024 - mmaction - INFO - Epoch [1][1160/1345] lr: 1.000e-02, eta: 10:00:24, time: 0.529, data_time: 0.001, memory: 7063, top1_acc: 0.0945, top5_acc: 0.2898, loss_cls: 4.2203, loss: 4.2203, grad_norm: 4.1287 2021-02-03 15:13:21,588 - mmaction - INFO - Epoch [1][1180/1345] lr: 1.000e-02, eta: 9:59:54, time: 0.528, data_time: 0.000, memory: 7063, top1_acc: 0.1203, top5_acc: 0.3141, loss_cls: 4.0896, loss: 4.0896, grad_norm: 4.4432 2021-02-03 15:13:32,115 - mmaction - INFO - Epoch [1][1200/1345] lr: 1.000e-02, eta: 9:59:22, time: 0.526, data_time: 0.001, memory: 7063, top1_acc: 0.1133, top5_acc: 0.2969, loss_cls: 4.1758, loss: 4.1758, grad_norm: 4.6226 2021-02-03 15:13:42,665 - mmaction - INFO - Epoch [1][1220/1345] lr: 1.000e-02, eta: 9:58:53, time: 0.528, data_time: 0.001, memory: 7063, top1_acc: 0.1125, top5_acc: 0.3180, loss_cls: 4.1414, loss: 4.1414, grad_norm: 4.1566 2021-02-03 15:13:53,263 - mmaction - INFO - Epoch [1][1240/1345] lr: 1.000e-02, eta: 9:58:27, time: 0.530, data_time: 0.000, memory: 7063, top1_acc: 0.1086, top5_acc: 0.3211, loss_cls: 4.0612, loss: 4.0612, grad_norm: 4.2366 2021-02-03 15:14:03,782 - mmaction - INFO - Epoch [1][1260/1345] lr: 1.000e-02, eta: 9:57:57, time: 0.526, data_time: 0.000, memory: 7063, top1_acc: 0.1313, top5_acc: 0.3359, loss_cls: 4.0659, loss: 4.0659, grad_norm: 4.4213 2021-02-03 15:14:14,308 - mmaction - INFO - Epoch [1][1280/1345] lr: 1.000e-02, eta: 9:57:29, time: 0.526, data_time: 0.001, memory: 7063, top1_acc: 0.1227, top5_acc: 0.3109, loss_cls: 4.1251, loss: 4.1251, grad_norm: 4.3077 2021-02-03 15:14:24,860 - mmaction - INFO - Epoch [1][1300/1345] lr: 1.000e-02, eta: 9:57:02, time: 0.528, data_time: 0.000, memory: 7063, top1_acc: 0.1211, top5_acc: 0.3281, loss_cls: 4.1148, loss: 4.1148, grad_norm: 4.5153 2021-02-03 15:14:35,429 - mmaction - INFO - Epoch [1][1320/1345] lr: 1.000e-02, eta: 9:56:36, time: 0.528, data_time: 0.000, memory: 7063, top1_acc: 0.1398, top5_acc: 0.3398, loss_cls: 4.0524, loss: 4.0524, grad_norm: 4.4320 2021-02-03 15:14:45,992 - mmaction - INFO - Epoch [1][1340/1345] lr: 1.000e-02, eta: 9:56:10, time: 0.528, data_time: 0.001, memory: 7063, top1_acc: 0.1375, top5_acc: 0.3328, loss_cls: 3.9960, loss: 3.9960, grad_norm: 4.3718 2021-02-03 15:14:54,067 - mmaction - INFO - Saving checkpoint at 1 epochs 2021-02-03 15:15:20,341 - mmaction - INFO - Epoch [2][20/1345] lr: 1.000e-02, eta: 10:05:47, time: 1.290, data_time: 0.779, memory: 7063, top1_acc: 0.1313, top5_acc: 0.3266, loss_cls: 4.0344, loss: 4.0344, grad_norm: 4.3109 2021-02-03 15:15:30,609 - mmaction - INFO - Epoch [2][40/1345] lr: 1.000e-02, eta: 10:05:00, time: 0.514, data_time: 0.001, memory: 7063, top1_acc: 0.1477, top5_acc: 0.3570, loss_cls: 3.9227, loss: 3.9227, grad_norm: 4.7425 2021-02-03 15:15:40,883 - mmaction - INFO - Epoch [2][60/1345] lr: 1.000e-02, eta: 10:04:14, time: 0.514, data_time: 0.000, memory: 7063, top1_acc: 0.1445, top5_acc: 0.3656, loss_cls: 3.9149, loss: 3.9149, grad_norm: 4.7999 2021-02-03 15:15:51,266 - mmaction - INFO - Epoch [2][80/1345] lr: 1.000e-02, eta: 10:03:34, time: 0.519, data_time: 0.000, memory: 7063, top1_acc: 0.1562, top5_acc: 0.3734, loss_cls: 3.8638, loss: 3.8638, grad_norm: 4.7517 2021-02-03 15:16:01,662 - mmaction - INFO - Epoch [2][100/1345] lr: 1.000e-02, eta: 10:02:55, time: 0.519, data_time: 0.000, memory: 7063, top1_acc: 0.1672, top5_acc: 0.3648, loss_cls: 3.9279, loss: 3.9279, grad_norm: 4.6769 2021-02-03 15:16:12,032 - mmaction - INFO - Epoch [2][120/1345] lr: 1.000e-02, eta: 10:02:16, time: 0.519, data_time: 0.001, memory: 7063, top1_acc: 0.1477, top5_acc: 0.3703, loss_cls: 3.9153, loss: 3.9153, grad_norm: 4.6243 2021-02-03 15:16:22,448 - mmaction - INFO - Epoch [2][140/1345] lr: 1.000e-02, eta: 10:01:40, time: 0.521, data_time: 0.000, memory: 7063, top1_acc: 0.1586, top5_acc: 0.3742, loss_cls: 3.8766, loss: 3.8766, grad_norm: 4.8060 2021-02-03 15:16:32,832 - mmaction - INFO - Epoch [2][160/1345] lr: 1.000e-02, eta: 10:01:02, time: 0.519, data_time: 0.000, memory: 7063, top1_acc: 0.1492, top5_acc: 0.3844, loss_cls: 3.8856, loss: 3.8856, grad_norm: 4.8696 2021-02-03 15:16:43,265 - mmaction - INFO - Epoch [2][180/1345] lr: 1.000e-02, eta: 10:00:28, time: 0.522, data_time: 0.001, memory: 7063, top1_acc: 0.1727, top5_acc: 0.3828, loss_cls: 3.8173, loss: 3.8173, grad_norm: 4.7819 2021-02-03 15:16:53,617 - mmaction - INFO - Epoch [2][200/1345] lr: 1.000e-02, eta: 9:59:52, time: 0.518, data_time: 0.000, memory: 7063, top1_acc: 0.1609, top5_acc: 0.3773, loss_cls: 3.8798, loss: 3.8798, grad_norm: 4.9160 2021-02-03 15:17:04,020 - mmaction - INFO - Epoch [2][220/1345] lr: 1.000e-02, eta: 9:59:17, time: 0.520, data_time: 0.000, memory: 7063, top1_acc: 0.1680, top5_acc: 0.3742, loss_cls: 3.8458, loss: 3.8458, grad_norm: 4.8913 2021-02-03 15:17:14,461 - mmaction - INFO - Epoch [2][240/1345] lr: 1.000e-02, eta: 9:58:45, time: 0.522, data_time: 0.000, memory: 7063, top1_acc: 0.1594, top5_acc: 0.3875, loss_cls: 3.8541, loss: 3.8541, grad_norm: 4.7383 2021-02-03 15:17:24,909 - mmaction - INFO - Epoch [2][260/1345] lr: 1.000e-02, eta: 9:58:14, time: 0.522, data_time: 0.001, memory: 7063, top1_acc: 0.1836, top5_acc: 0.4047, loss_cls: 3.7990, loss: 3.7990, grad_norm: 4.7259 2021-02-03 15:17:35,275 - mmaction - INFO - Epoch [2][280/1345] lr: 1.000e-02, eta: 9:57:40, time: 0.519, data_time: 0.001, memory: 7063, top1_acc: 0.1727, top5_acc: 0.4016, loss_cls: 3.8154, loss: 3.8154, grad_norm: 4.7782 2021-02-03 15:17:45,652 - mmaction - INFO - Epoch [2][300/1345] lr: 1.000e-02, eta: 9:57:07, time: 0.519, data_time: 0.000, memory: 7063, top1_acc: 0.1547, top5_acc: 0.3695, loss_cls: 3.8678, loss: 3.8678, grad_norm: 4.8067 2021-02-03 15:17:56,023 - mmaction - INFO - Epoch [2][320/1345] lr: 1.000e-02, eta: 9:56:34, time: 0.518, data_time: 0.000, memory: 7063, top1_acc: 0.1672, top5_acc: 0.3883, loss_cls: 3.8187, loss: 3.8187, grad_norm: 4.8835 2021-02-03 15:18:06,428 - mmaction - INFO - Epoch [2][340/1345] lr: 1.000e-02, eta: 9:56:04, time: 0.521, data_time: 0.001, memory: 7063, top1_acc: 0.1805, top5_acc: 0.4297, loss_cls: 3.6994, loss: 3.6994, grad_norm: 4.8519 2021-02-03 15:18:16,872 - mmaction - INFO - Epoch [2][360/1345] lr: 1.000e-02, eta: 9:55:35, time: 0.522, data_time: 0.001, memory: 7063, top1_acc: 0.1750, top5_acc: 0.3930, loss_cls: 3.7984, loss: 3.7984, grad_norm: 5.0491 2021-02-03 15:18:27,179 - mmaction - INFO - Epoch [2][380/1345] lr: 1.000e-02, eta: 9:55:01, time: 0.516, data_time: 0.001, memory: 7063, top1_acc: 0.1734, top5_acc: 0.4047, loss_cls: 3.7107, loss: 3.7107, grad_norm: 4.9429 2021-02-03 15:18:37,530 - mmaction - INFO - Epoch [2][400/1345] lr: 1.000e-02, eta: 9:54:30, time: 0.517, data_time: 0.000, memory: 7063, top1_acc: 0.1867, top5_acc: 0.3961, loss_cls: 3.7714, loss: 3.7714, grad_norm: 4.6080 2021-02-03 15:18:48,003 - mmaction - INFO - Epoch [2][420/1345] lr: 1.000e-02, eta: 9:54:04, time: 0.524, data_time: 0.001, memory: 7063, top1_acc: 0.1961, top5_acc: 0.4352, loss_cls: 3.6402, loss: 3.6402, grad_norm: 5.0803 2021-02-03 15:18:58,422 - mmaction - INFO - Epoch [2][440/1345] lr: 1.000e-02, eta: 9:53:36, time: 0.521, data_time: 0.000, memory: 7063, top1_acc: 0.1812, top5_acc: 0.4047, loss_cls: 3.7215, loss: 3.7215, grad_norm: 5.0115 2021-02-03 15:19:08,778 - mmaction - INFO - Epoch [2][460/1345] lr: 1.000e-02, eta: 9:53:06, time: 0.518, data_time: 0.000, memory: 7063, top1_acc: 0.1914, top5_acc: 0.4242, loss_cls: 3.6792, loss: 3.6792, grad_norm: 5.0109 2021-02-03 15:19:19,158 - mmaction - INFO - Epoch [2][480/1345] lr: 1.000e-02, eta: 9:52:37, time: 0.519, data_time: 0.000, memory: 7063, top1_acc: 0.1938, top5_acc: 0.4305, loss_cls: 3.6847, loss: 3.6847, grad_norm: 4.9511 2021-02-03 15:19:29,601 - mmaction - INFO - Epoch [2][500/1345] lr: 1.000e-02, eta: 9:52:11, time: 0.522, data_time: 0.001, memory: 7063, top1_acc: 0.1836, top5_acc: 0.4437, loss_cls: 3.6810, loss: 3.6810, grad_norm: 5.0136 2021-02-03 15:19:39,971 - mmaction - INFO - Epoch [2][520/1345] lr: 1.000e-02, eta: 9:51:43, time: 0.519, data_time: 0.001, memory: 7063, top1_acc: 0.1781, top5_acc: 0.4117, loss_cls: 3.7096, loss: 3.7096, grad_norm: 5.0543 2021-02-03 15:19:50,351 - mmaction - INFO - Epoch [2][540/1345] lr: 1.000e-02, eta: 9:51:15, time: 0.519, data_time: 0.001, memory: 7063, top1_acc: 0.1758, top5_acc: 0.4273, loss_cls: 3.6877, loss: 3.6877, grad_norm: 4.9171 2021-02-03 15:20:00,787 - mmaction - INFO - Epoch [2][560/1345] lr: 1.000e-02, eta: 9:50:50, time: 0.521, data_time: 0.000, memory: 7063, top1_acc: 0.1797, top5_acc: 0.4281, loss_cls: 3.7193, loss: 3.7193, grad_norm: 4.7932 2021-02-03 15:20:11,166 - mmaction - INFO - Epoch [2][580/1345] lr: 1.000e-02, eta: 9:50:23, time: 0.519, data_time: 0.001, memory: 7063, top1_acc: 0.1984, top5_acc: 0.4430, loss_cls: 3.6654, loss: 3.6654, grad_norm: 5.0539 2021-02-03 15:20:21,528 - mmaction - INFO - Epoch [2][600/1345] lr: 1.000e-02, eta: 9:49:56, time: 0.519, data_time: 0.001, memory: 7063, top1_acc: 0.2000, top5_acc: 0.4266, loss_cls: 3.6279, loss: 3.6279, grad_norm: 4.8916 2021-02-03 15:20:31,832 - mmaction - INFO - Epoch [2][620/1345] lr: 1.000e-02, eta: 9:49:28, time: 0.515, data_time: 0.000, memory: 7063, top1_acc: 0.2133, top5_acc: 0.4555, loss_cls: 3.5747, loss: 3.5747, grad_norm: 5.2047 2021-02-03 15:20:42,286 - mmaction - INFO - Epoch [2][640/1345] lr: 1.000e-02, eta: 9:49:04, time: 0.523, data_time: 0.000, memory: 7063, top1_acc: 0.1969, top5_acc: 0.4430, loss_cls: 3.6438, loss: 3.6438, grad_norm: 5.2051 2021-02-03 15:20:52,607 - mmaction - INFO - Epoch [2][660/1345] lr: 1.000e-02, eta: 9:48:37, time: 0.516, data_time: 0.000, memory: 7063, top1_acc: 0.2133, top5_acc: 0.4648, loss_cls: 3.5678, loss: 3.5678, grad_norm: 5.1708 2021-02-03 15:21:02,974 - mmaction - INFO - Epoch [2][680/1345] lr: 1.000e-02, eta: 9:48:11, time: 0.518, data_time: 0.000, memory: 7063, top1_acc: 0.2109, top5_acc: 0.4625, loss_cls: 3.5475, loss: 3.5475, grad_norm: 5.2492 2021-02-03 15:21:13,415 - mmaction - INFO - Epoch [2][700/1345] lr: 1.000e-02, eta: 9:47:48, time: 0.522, data_time: 0.001, memory: 7063, top1_acc: 0.1992, top5_acc: 0.4477, loss_cls: 3.5902, loss: 3.5902, grad_norm: 5.0954 2021-02-03 15:21:23,771 - mmaction - INFO - Epoch [2][720/1345] lr: 1.000e-02, eta: 9:47:23, time: 0.518, data_time: 0.001, memory: 7063, top1_acc: 0.2086, top5_acc: 0.4578, loss_cls: 3.5396, loss: 3.5396, grad_norm: 5.2827 2021-02-03 15:21:34,187 - mmaction - INFO - Epoch [2][740/1345] lr: 1.000e-02, eta: 9:47:00, time: 0.521, data_time: 0.001, memory: 7063, top1_acc: 0.1938, top5_acc: 0.4359, loss_cls: 3.6065, loss: 3.6065, grad_norm: 5.4219 2021-02-03 15:21:44,647 - mmaction - INFO - Epoch [2][760/1345] lr: 1.000e-02, eta: 9:46:38, time: 0.523, data_time: 0.000, memory: 7063, top1_acc: 0.2031, top5_acc: 0.4531, loss_cls: 3.5834, loss: 3.5834, grad_norm: 5.1360 2021-02-03 15:21:55,013 - mmaction - INFO - Epoch [2][780/1345] lr: 1.000e-02, eta: 9:46:14, time: 0.519, data_time: 0.001, memory: 7063, top1_acc: 0.2062, top5_acc: 0.4461, loss_cls: 3.5741, loss: 3.5741, grad_norm: 5.1418 2021-02-03 15:22:05,369 - mmaction - INFO - Epoch [2][800/1345] lr: 1.000e-02, eta: 9:45:49, time: 0.517, data_time: 0.000, memory: 7063, top1_acc: 0.2000, top5_acc: 0.4648, loss_cls: 3.5467, loss: 3.5467, grad_norm: 5.3767 2021-02-03 15:22:15,752 - mmaction - INFO - Epoch [2][820/1345] lr: 1.000e-02, eta: 9:45:26, time: 0.519, data_time: 0.001, memory: 7063, top1_acc: 0.1984, top5_acc: 0.4539, loss_cls: 3.5801, loss: 3.5801, grad_norm: 5.0138 2021-02-03 15:22:26,114 - mmaction - INFO - Epoch [2][840/1345] lr: 1.000e-02, eta: 9:45:02, time: 0.518, data_time: 0.000, memory: 7063, top1_acc: 0.2016, top5_acc: 0.4562, loss_cls: 3.5922, loss: 3.5922, grad_norm: 5.2235 2021-02-03 15:22:36,468 - mmaction - INFO - Epoch [2][860/1345] lr: 1.000e-02, eta: 9:44:38, time: 0.517, data_time: 0.000, memory: 7063, top1_acc: 0.2281, top5_acc: 0.4641, loss_cls: 3.5236, loss: 3.5236, grad_norm: 5.1704 2021-02-03 15:22:46,885 - mmaction - INFO - Epoch [2][880/1345] lr: 1.000e-02, eta: 9:44:17, time: 0.521, data_time: 0.002, memory: 7063, top1_acc: 0.2195, top5_acc: 0.4883, loss_cls: 3.4235, loss: 3.4235, grad_norm: 5.4513 2021-02-03 15:22:57,269 - mmaction - INFO - Epoch [2][900/1345] lr: 1.000e-02, eta: 9:43:55, time: 0.519, data_time: 0.000, memory: 7063, top1_acc: 0.2344, top5_acc: 0.4906, loss_cls: 3.4861, loss: 3.4861, grad_norm: 5.2426 2021-02-03 15:23:07,690 - mmaction - INFO - Epoch [2][920/1345] lr: 1.000e-02, eta: 9:43:34, time: 0.521, data_time: 0.001, memory: 7063, top1_acc: 0.2219, top5_acc: 0.4836, loss_cls: 3.4604, loss: 3.4604, grad_norm: 5.2182 2021-02-03 15:23:18,029 - mmaction - INFO - Epoch [2][940/1345] lr: 1.000e-02, eta: 9:43:10, time: 0.517, data_time: 0.001, memory: 7063, top1_acc: 0.2023, top5_acc: 0.4656, loss_cls: 3.5320, loss: 3.5320, grad_norm: 5.1723 2021-02-03 15:23:28,492 - mmaction - INFO - Epoch [2][960/1345] lr: 1.000e-02, eta: 9:42:51, time: 0.523, data_time: 0.000, memory: 7063, top1_acc: 0.2266, top5_acc: 0.4922, loss_cls: 3.4214, loss: 3.4214, grad_norm: 5.2730 2021-02-03 15:23:38,996 - mmaction - INFO - Epoch [2][980/1345] lr: 1.000e-02, eta: 9:42:33, time: 0.525, data_time: 0.000, memory: 7063, top1_acc: 0.2437, top5_acc: 0.4805, loss_cls: 3.3590, loss: 3.3590, grad_norm: 5.3741 2021-02-03 15:23:49,454 - mmaction - INFO - Epoch [2][1000/1345] lr: 1.000e-02, eta: 9:42:13, time: 0.523, data_time: 0.001, memory: 7063, top1_acc: 0.2375, top5_acc: 0.4750, loss_cls: 3.4433, loss: 3.4433, grad_norm: 5.1626 2021-02-03 15:23:59,719 - mmaction - INFO - Epoch [2][1020/1345] lr: 1.000e-02, eta: 9:41:49, time: 0.513, data_time: 0.000, memory: 7063, top1_acc: 0.2281, top5_acc: 0.4734, loss_cls: 3.4416, loss: 3.4416, grad_norm: 5.1321 2021-02-03 15:24:10,162 - mmaction - INFO - Epoch [2][1040/1345] lr: 1.000e-02, eta: 9:41:30, time: 0.522, data_time: 0.000, memory: 7063, top1_acc: 0.2500, top5_acc: 0.4883, loss_cls: 3.4166, loss: 3.4166, grad_norm: 5.3372 2021-02-03 15:24:20,614 - mmaction - INFO - Epoch [2][1060/1345] lr: 1.000e-02, eta: 9:41:10, time: 0.522, data_time: 0.000, memory: 7063, top1_acc: 0.2258, top5_acc: 0.4859, loss_cls: 3.4308, loss: 3.4308, grad_norm: 5.2691 2021-02-03 15:24:30,945 - mmaction - INFO - Epoch [2][1080/1345] lr: 1.000e-02, eta: 9:40:48, time: 0.517, data_time: 0.001, memory: 7063, top1_acc: 0.2203, top5_acc: 0.4781, loss_cls: 3.4549, loss: 3.4549, grad_norm: 5.4299 2021-02-03 15:24:41,318 - mmaction - INFO - Epoch [2][1100/1345] lr: 1.000e-02, eta: 9:40:28, time: 0.518, data_time: 0.000, memory: 7063, top1_acc: 0.2398, top5_acc: 0.5023, loss_cls: 3.3841, loss: 3.3841, grad_norm: 5.2269 2021-02-03 15:24:51,827 - mmaction - INFO - Epoch [2][1120/1345] lr: 1.000e-02, eta: 9:40:11, time: 0.526, data_time: 0.001, memory: 7063, top1_acc: 0.2516, top5_acc: 0.4883, loss_cls: 3.4481, loss: 3.4481, grad_norm: 5.3004 2021-02-03 15:25:02,205 - mmaction - INFO - Epoch [2][1140/1345] lr: 1.000e-02, eta: 9:39:50, time: 0.519, data_time: 0.000, memory: 7063, top1_acc: 0.2398, top5_acc: 0.4813, loss_cls: 3.3094, loss: 3.3094, grad_norm: 5.4556 2021-02-03 15:25:12,614 - mmaction - INFO - Epoch [2][1160/1345] lr: 1.000e-02, eta: 9:39:31, time: 0.521, data_time: 0.001, memory: 7063, top1_acc: 0.2406, top5_acc: 0.4859, loss_cls: 3.4298, loss: 3.4298, grad_norm: 5.2213 2021-02-03 15:25:22,882 - mmaction - INFO - Epoch [2][1180/1345] lr: 1.000e-02, eta: 9:39:08, time: 0.513, data_time: 0.001, memory: 7063, top1_acc: 0.2258, top5_acc: 0.4719, loss_cls: 3.4342, loss: 3.4342, grad_norm: 5.3256 2021-02-03 15:25:33,377 - mmaction - INFO - Epoch [2][1200/1345] lr: 1.000e-02, eta: 9:38:51, time: 0.525, data_time: 0.000, memory: 7063, top1_acc: 0.2297, top5_acc: 0.4766, loss_cls: 3.4316, loss: 3.4316, grad_norm: 5.2330 2021-02-03 15:25:43,819 - mmaction - INFO - Epoch [2][1220/1345] lr: 1.000e-02, eta: 9:38:33, time: 0.522, data_time: 0.001, memory: 7063, top1_acc: 0.2539, top5_acc: 0.4961, loss_cls: 3.3817, loss: 3.3817, grad_norm: 5.2261 2021-02-03 15:25:54,226 - mmaction - INFO - Epoch [2][1240/1345] lr: 1.000e-02, eta: 9:38:14, time: 0.520, data_time: 0.000, memory: 7063, top1_acc: 0.2359, top5_acc: 0.4852, loss_cls: 3.4106, loss: 3.4106, grad_norm: 5.0884 2021-02-03 15:26:04,657 - mmaction - INFO - Epoch [2][1260/1345] lr: 1.000e-02, eta: 9:37:56, time: 0.521, data_time: 0.000, memory: 7063, top1_acc: 0.2336, top5_acc: 0.4828, loss_cls: 3.4154, loss: 3.4154, grad_norm: 5.2824 2021-02-03 15:26:15,215 - mmaction - INFO - Epoch [2][1280/1345] lr: 1.000e-02, eta: 9:37:41, time: 0.528, data_time: 0.001, memory: 7063, top1_acc: 0.2539, top5_acc: 0.5273, loss_cls: 3.2864, loss: 3.2864, grad_norm: 5.3934 2021-02-03 15:26:25,565 - mmaction - INFO - Epoch [2][1300/1345] lr: 1.000e-02, eta: 9:37:21, time: 0.517, data_time: 0.000, memory: 7063, top1_acc: 0.2180, top5_acc: 0.4648, loss_cls: 3.4752, loss: 3.4752, grad_norm: 5.0386 2021-02-03 15:26:35,988 - mmaction - INFO - Epoch [2][1320/1345] lr: 1.000e-02, eta: 9:37:03, time: 0.521, data_time: 0.001, memory: 7063, top1_acc: 0.2539, top5_acc: 0.5156, loss_cls: 3.2894, loss: 3.2894, grad_norm: 5.5261 2021-02-03 15:26:46,334 - mmaction - INFO - Epoch [2][1340/1345] lr: 1.000e-02, eta: 9:36:43, time: 0.518, data_time: 0.001, memory: 7063, top1_acc: 0.2391, top5_acc: 0.5016, loss_cls: 3.3416, loss: 3.3416, grad_norm: 5.1973 2021-02-03 15:26:49,117 - mmaction - INFO - Saving checkpoint at 2 epochs 2021-02-03 15:27:26,703 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-02-03 15:27:26,882 - mmaction - INFO - top1_acc 0.1859 top5_acc 0.4446 2021-02-03 15:27:26,882 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-02-03 15:27:26,904 - mmaction - INFO - mean_acc 0.1645 2021-02-03 15:27:26,908 - mmaction - INFO - Epoch(val) [2][1345] top1_acc: 0.1859, top5_acc: 0.4446, mean_class_accuracy: 0.1645 2021-02-03 15:27:53,057 - mmaction - INFO - Epoch [3][20/1345] lr: 1.000e-02, eta: 9:41:33, time: 1.307, data_time: 0.783, memory: 7063, top1_acc: 0.2508, top5_acc: 0.4906, loss_cls: 3.3402, loss: 3.3402, grad_norm: 5.1996 2021-02-03 15:28:03,297 - mmaction - INFO - Epoch [3][40/1345] lr: 1.000e-02, eta: 9:41:09, time: 0.512, data_time: 0.001, memory: 7063, top1_acc: 0.2695, top5_acc: 0.5281, loss_cls: 3.2378, loss: 3.2378, grad_norm: 5.1080 2021-02-03 15:28:13,565 - mmaction - INFO - Epoch [3][60/1345] lr: 1.000e-02, eta: 9:40:45, time: 0.513, data_time: 0.000, memory: 7063, top1_acc: 0.2562, top5_acc: 0.5219, loss_cls: 3.2971, loss: 3.2971, grad_norm: 5.5934 2021-02-03 15:28:23,872 - mmaction - INFO - Epoch [3][80/1345] lr: 1.000e-02, eta: 9:40:23, time: 0.516, data_time: 0.001, memory: 7063, top1_acc: 0.2445, top5_acc: 0.4945, loss_cls: 3.3587, loss: 3.3587, grad_norm: 5.4009 2021-02-03 15:28:34,189 - mmaction - INFO - Epoch [3][100/1345] lr: 1.000e-02, eta: 9:40:01, time: 0.516, data_time: 0.000, memory: 7063, top1_acc: 0.2727, top5_acc: 0.5289, loss_cls: 3.2426, loss: 3.2426, grad_norm: 5.2895 2021-02-03 15:28:44,483 - mmaction - INFO - Epoch [3][120/1345] lr: 1.000e-02, eta: 9:39:39, time: 0.515, data_time: 0.001, memory: 7063, top1_acc: 0.2430, top5_acc: 0.5391, loss_cls: 3.1855, loss: 3.1855, grad_norm: 5.6250 2021-02-03 15:28:54,856 - mmaction - INFO - Epoch [3][140/1345] lr: 1.000e-02, eta: 9:39:18, time: 0.518, data_time: 0.000, memory: 7063, top1_acc: 0.2461, top5_acc: 0.5172, loss_cls: 3.2713, loss: 3.2713, grad_norm: 5.3190 2021-02-03 15:29:05,269 - mmaction - INFO - Epoch [3][160/1345] lr: 1.000e-02, eta: 9:38:59, time: 0.520, data_time: 0.001, memory: 7063, top1_acc: 0.2789, top5_acc: 0.5445, loss_cls: 3.1617, loss: 3.1617, grad_norm: 5.4001 2021-02-03 15:29:15,538 - mmaction - INFO - Epoch [3][180/1345] lr: 1.000e-02, eta: 9:38:36, time: 0.514, data_time: 0.001, memory: 7063, top1_acc: 0.2711, top5_acc: 0.5219, loss_cls: 3.2081, loss: 3.2081, grad_norm: 5.4637 2021-02-03 15:29:25,976 - mmaction - INFO - Epoch [3][200/1345] lr: 1.000e-02, eta: 9:38:18, time: 0.522, data_time: 0.000, memory: 7063, top1_acc: 0.2734, top5_acc: 0.5125, loss_cls: 3.2512, loss: 3.2512, grad_norm: 5.2295 2021-02-03 15:29:36,246 - mmaction - INFO - Epoch [3][220/1345] lr: 1.000e-02, eta: 9:37:56, time: 0.513, data_time: 0.001, memory: 7063, top1_acc: 0.2609, top5_acc: 0.5328, loss_cls: 3.2155, loss: 3.2155, grad_norm: 5.8040 2021-02-03 15:29:46,584 - mmaction - INFO - Epoch [3][240/1345] lr: 1.000e-02, eta: 9:37:35, time: 0.517, data_time: 0.001, memory: 7063, top1_acc: 0.2844, top5_acc: 0.5430, loss_cls: 3.1419, loss: 3.1419, grad_norm: 5.5728 2021-02-03 15:29:56,951 - mmaction - INFO - Epoch [3][260/1345] lr: 1.000e-02, eta: 9:37:16, time: 0.518, data_time: 0.001, memory: 7063, top1_acc: 0.2758, top5_acc: 0.5359, loss_cls: 3.2012, loss: 3.2012, grad_norm: 5.7336 2021-02-03 15:30:07,292 - mmaction - INFO - Epoch [3][280/1345] lr: 1.000e-02, eta: 9:36:56, time: 0.517, data_time: 0.000, memory: 7063, top1_acc: 0.2547, top5_acc: 0.5289, loss_cls: 3.2112, loss: 3.2112, grad_norm: 5.6632 2021-02-03 15:30:17,585 - mmaction - INFO - Epoch [3][300/1345] lr: 1.000e-02, eta: 9:36:34, time: 0.514, data_time: 0.000, memory: 7063, top1_acc: 0.2477, top5_acc: 0.5102, loss_cls: 3.2632, loss: 3.2632, grad_norm: 5.5237 2021-02-03 15:30:27,935 - mmaction - INFO - Epoch [3][320/1345] lr: 1.000e-02, eta: 9:36:15, time: 0.518, data_time: 0.001, memory: 7063, top1_acc: 0.2484, top5_acc: 0.5297, loss_cls: 3.2330, loss: 3.2330, grad_norm: 5.5384 2021-02-03 15:30:38,263 - mmaction - INFO - Epoch [3][340/1345] lr: 1.000e-02, eta: 9:35:55, time: 0.516, data_time: 0.000, memory: 7063, top1_acc: 0.2531, top5_acc: 0.5383, loss_cls: 3.2372, loss: 3.2372, grad_norm: 5.6189 2021-02-03 15:30:48,581 - mmaction - INFO - Epoch [3][360/1345] lr: 1.000e-02, eta: 9:35:35, time: 0.516, data_time: 0.000, memory: 7063, top1_acc: 0.2789, top5_acc: 0.5484, loss_cls: 3.1338, loss: 3.1338, grad_norm: 5.6208 2021-02-03 15:30:58,953 - mmaction - INFO - Epoch [3][380/1345] lr: 1.000e-02, eta: 9:35:16, time: 0.518, data_time: 0.003, memory: 7063, top1_acc: 0.2711, top5_acc: 0.5586, loss_cls: 3.1073, loss: 3.1073, grad_norm: 5.5751 2021-02-03 15:31:09,245 - mmaction - INFO - Epoch [3][400/1345] lr: 1.000e-02, eta: 9:34:55, time: 0.515, data_time: 0.001, memory: 7063, top1_acc: 0.2883, top5_acc: 0.5508, loss_cls: 3.0903, loss: 3.0903, grad_norm: 5.6339 2021-02-03 15:31:19,541 - mmaction - INFO - Epoch [3][420/1345] lr: 1.000e-02, eta: 9:34:35, time: 0.515, data_time: 0.001, memory: 7063, top1_acc: 0.2766, top5_acc: 0.5500, loss_cls: 3.1699, loss: 3.1699, grad_norm: 5.3773 2021-02-03 15:31:29,882 - mmaction - INFO - Epoch [3][440/1345] lr: 1.000e-02, eta: 9:34:16, time: 0.517, data_time: 0.001, memory: 7063, top1_acc: 0.2656, top5_acc: 0.5320, loss_cls: 3.2521, loss: 3.2521, grad_norm: 5.5467 2021-02-03 15:31:40,183 - mmaction - INFO - Epoch [3][460/1345] lr: 1.000e-02, eta: 9:33:56, time: 0.515, data_time: 0.000, memory: 7063, top1_acc: 0.2820, top5_acc: 0.5422, loss_cls: 3.1682, loss: 3.1682, grad_norm: 5.4868 2021-02-03 15:31:50,596 - mmaction - INFO - Epoch [3][480/1345] lr: 1.000e-02, eta: 9:33:39, time: 0.521, data_time: 0.001, memory: 7063, top1_acc: 0.2820, top5_acc: 0.5469, loss_cls: 3.1404, loss: 3.1404, grad_norm: 5.3789 2021-02-03 15:32:00,967 - mmaction - INFO - Epoch [3][500/1345] lr: 1.000e-02, eta: 9:33:21, time: 0.519, data_time: 0.001, memory: 7063, top1_acc: 0.2844, top5_acc: 0.5414, loss_cls: 3.1647, loss: 3.1647, grad_norm: 5.3516 2021-02-03 15:32:11,326 - mmaction - INFO - Epoch [3][520/1345] lr: 1.000e-02, eta: 9:33:02, time: 0.518, data_time: 0.001, memory: 7063, top1_acc: 0.2656, top5_acc: 0.5555, loss_cls: 3.1460, loss: 3.1460, grad_norm: 5.5131 2021-02-03 15:32:21,660 - mmaction - INFO - Epoch [3][540/1345] lr: 1.000e-02, eta: 9:32:43, time: 0.516, data_time: 0.001, memory: 7063, top1_acc: 0.2594, top5_acc: 0.5453, loss_cls: 3.1684, loss: 3.1684, grad_norm: 5.7653 2021-02-03 15:32:32,068 - mmaction - INFO - Epoch [3][560/1345] lr: 1.000e-02, eta: 9:32:26, time: 0.520, data_time: 0.001, memory: 7063, top1_acc: 0.2820, top5_acc: 0.5484, loss_cls: 3.1078, loss: 3.1078, grad_norm: 5.7206 2021-02-03 15:32:42,375 - mmaction - INFO - Epoch [3][580/1345] lr: 1.000e-02, eta: 9:32:07, time: 0.515, data_time: 0.001, memory: 7063, top1_acc: 0.2789, top5_acc: 0.5453, loss_cls: 3.0898, loss: 3.0898, grad_norm: 5.2984 2021-02-03 15:32:52,700 - mmaction - INFO - Epoch [3][600/1345] lr: 1.000e-02, eta: 9:31:49, time: 0.517, data_time: 0.001, memory: 7063, top1_acc: 0.2625, top5_acc: 0.5336, loss_cls: 3.2188, loss: 3.2188, grad_norm: 5.3614 2021-02-03 15:33:03,135 - mmaction - INFO - Epoch [3][620/1345] lr: 1.000e-02, eta: 9:31:32, time: 0.521, data_time: 0.000, memory: 7063, top1_acc: 0.2672, top5_acc: 0.5437, loss_cls: 3.1929, loss: 3.1929, grad_norm: 5.4737 2021-02-03 15:33:13,481 - mmaction - INFO - Epoch [3][640/1345] lr: 1.000e-02, eta: 9:31:14, time: 0.518, data_time: 0.001, memory: 7063, top1_acc: 0.2867, top5_acc: 0.5609, loss_cls: 3.1017, loss: 3.1017, grad_norm: 5.6122 2021-02-03 15:33:23,940 - mmaction - INFO - Epoch [3][660/1345] lr: 1.000e-02, eta: 9:30:58, time: 0.523, data_time: 0.001, memory: 7063, top1_acc: 0.2703, top5_acc: 0.5719, loss_cls: 3.1078, loss: 3.1078, grad_norm: 5.3997 2021-02-03 15:33:34,248 - mmaction - INFO - Epoch [3][680/1345] lr: 1.000e-02, eta: 9:30:40, time: 0.515, data_time: 0.000, memory: 7063, top1_acc: 0.2828, top5_acc: 0.5375, loss_cls: 3.1575, loss: 3.1575, grad_norm: 5.7054 2021-02-03 15:33:44,513 - mmaction - INFO - Epoch [3][700/1345] lr: 1.000e-02, eta: 9:30:20, time: 0.513, data_time: 0.000, memory: 7063, top1_acc: 0.2945, top5_acc: 0.5469, loss_cls: 3.1260, loss: 3.1260, grad_norm: 5.5914 2021-02-03 15:33:54,777 - mmaction - INFO - Epoch [3][720/1345] lr: 1.000e-02, eta: 9:30:01, time: 0.514, data_time: 0.001, memory: 7063, top1_acc: 0.3023, top5_acc: 0.5516, loss_cls: 3.1086, loss: 3.1086, grad_norm: 5.5878 2021-02-03 15:34:05,082 - mmaction - INFO - Epoch [3][740/1345] lr: 1.000e-02, eta: 9:29:43, time: 0.515, data_time: 0.000, memory: 7063, top1_acc: 0.2781, top5_acc: 0.5469, loss_cls: 3.1557, loss: 3.1557, grad_norm: 5.4541 2021-02-03 15:34:15,379 - mmaction - INFO - Epoch [3][760/1345] lr: 1.000e-02, eta: 9:29:25, time: 0.515, data_time: 0.000, memory: 7063, top1_acc: 0.2453, top5_acc: 0.5188, loss_cls: 3.2460, loss: 3.2460, grad_norm: 5.4103 2021-02-03 15:34:25,748 - mmaction - INFO - Epoch [3][780/1345] lr: 1.000e-02, eta: 9:29:08, time: 0.518, data_time: 0.000, memory: 7063, top1_acc: 0.2859, top5_acc: 0.5539, loss_cls: 3.1018, loss: 3.1018, grad_norm: 5.3923 2021-02-03 15:34:36,106 - mmaction - INFO - Epoch [3][800/1345] lr: 1.000e-02, eta: 9:28:51, time: 0.518, data_time: 0.000, memory: 7063, top1_acc: 0.2953, top5_acc: 0.5664, loss_cls: 3.1025, loss: 3.1025, grad_norm: 5.5094 2021-02-03 15:34:46,410 - mmaction - INFO - Epoch [3][820/1345] lr: 1.000e-02, eta: 9:28:33, time: 0.515, data_time: 0.000, memory: 7063, top1_acc: 0.2906, top5_acc: 0.5742, loss_cls: 3.0027, loss: 3.0027, grad_norm: 5.5820 2021-02-03 15:34:56,829 - mmaction - INFO - Epoch [3][840/1345] lr: 1.000e-02, eta: 9:28:17, time: 0.521, data_time: 0.000, memory: 7063, top1_acc: 0.2898, top5_acc: 0.5516, loss_cls: 3.0835, loss: 3.0835, grad_norm: 5.6681 2021-02-03 15:35:07,164 - mmaction - INFO - Epoch [3][860/1345] lr: 1.000e-02, eta: 9:27:59, time: 0.516, data_time: 0.000, memory: 7063, top1_acc: 0.2828, top5_acc: 0.5453, loss_cls: 3.1610, loss: 3.1610, grad_norm: 5.5671 2021-02-03 15:35:17,491 - mmaction - INFO - Epoch [3][880/1345] lr: 1.000e-02, eta: 9:27:42, time: 0.516, data_time: 0.001, memory: 7063, top1_acc: 0.2812, top5_acc: 0.5539, loss_cls: 3.0918, loss: 3.0918, grad_norm: 5.5704 2021-02-03 15:35:27,824 - mmaction - INFO - Epoch [3][900/1345] lr: 1.000e-02, eta: 9:27:25, time: 0.517, data_time: 0.001, memory: 7063, top1_acc: 0.2992, top5_acc: 0.5820, loss_cls: 2.9859, loss: 2.9859, grad_norm: 5.7198 2021-02-03 15:35:38,093 - mmaction - INFO - Epoch [3][920/1345] lr: 1.000e-02, eta: 9:27:07, time: 0.513, data_time: 0.000, memory: 7063, top1_acc: 0.2992, top5_acc: 0.5563, loss_cls: 3.0627, loss: 3.0627, grad_norm: 5.4800 2021-02-03 15:35:48,513 - mmaction - INFO - Epoch [3][940/1345] lr: 1.000e-02, eta: 9:26:51, time: 0.521, data_time: 0.001, memory: 7063, top1_acc: 0.2930, top5_acc: 0.5570, loss_cls: 3.0763, loss: 3.0763, grad_norm: 5.4636 2021-02-03 15:35:58,838 - mmaction - INFO - Epoch [3][960/1345] lr: 1.000e-02, eta: 9:26:34, time: 0.516, data_time: 0.001, memory: 7063, top1_acc: 0.2930, top5_acc: 0.5570, loss_cls: 3.1368, loss: 3.1368, grad_norm: 5.3247 2021-02-03 15:36:09,098 - mmaction - INFO - Epoch [3][980/1345] lr: 1.000e-02, eta: 9:26:16, time: 0.513, data_time: 0.001, memory: 7063, top1_acc: 0.2984, top5_acc: 0.5594, loss_cls: 3.0688, loss: 3.0688, grad_norm: 5.6528 2021-02-03 15:36:19,356 - mmaction - INFO - Epoch [3][1000/1345] lr: 1.000e-02, eta: 9:25:58, time: 0.513, data_time: 0.000, memory: 7063, top1_acc: 0.2898, top5_acc: 0.5547, loss_cls: 3.0808, loss: 3.0808, grad_norm: 5.4664 2021-02-03 15:36:29,681 - mmaction - INFO - Epoch [3][1020/1345] lr: 1.000e-02, eta: 9:25:41, time: 0.517, data_time: 0.001, memory: 7063, top1_acc: 0.2984, top5_acc: 0.5781, loss_cls: 3.0081, loss: 3.0081, grad_norm: 5.6954 2021-02-03 15:36:39,997 - mmaction - INFO - Epoch [3][1040/1345] lr: 1.000e-02, eta: 9:25:24, time: 0.516, data_time: 0.000, memory: 7063, top1_acc: 0.2828, top5_acc: 0.5570, loss_cls: 3.1123, loss: 3.1123, grad_norm: 5.6229 2021-02-03 15:36:50,364 - mmaction - INFO - Epoch [3][1060/1345] lr: 1.000e-02, eta: 9:25:08, time: 0.518, data_time: 0.000, memory: 7063, top1_acc: 0.2875, top5_acc: 0.5484, loss_cls: 3.1013, loss: 3.1013, grad_norm: 5.4539 2021-02-03 15:37:00,619 - mmaction - INFO - Epoch [3][1080/1345] lr: 1.000e-02, eta: 9:24:50, time: 0.513, data_time: 0.001, memory: 7063, top1_acc: 0.2898, top5_acc: 0.5523, loss_cls: 3.1055, loss: 3.1055, grad_norm: 5.3585 2021-02-03 15:37:10,845 - mmaction - INFO - Epoch [3][1100/1345] lr: 1.000e-02, eta: 9:24:32, time: 0.511, data_time: 0.001, memory: 7063, top1_acc: 0.3008, top5_acc: 0.5891, loss_cls: 2.9848, loss: 2.9848, grad_norm: 5.5971 2021-02-03 15:37:21,103 - mmaction - INFO - Epoch [3][1120/1345] lr: 1.000e-02, eta: 9:24:14, time: 0.513, data_time: 0.001, memory: 7063, top1_acc: 0.3094, top5_acc: 0.5727, loss_cls: 2.9986, loss: 2.9986, grad_norm: 5.5739 2021-02-03 15:37:31,355 - mmaction - INFO - Epoch [3][1140/1345] lr: 1.000e-02, eta: 9:23:57, time: 0.513, data_time: 0.000, memory: 7063, top1_acc: 0.3211, top5_acc: 0.5977, loss_cls: 2.9744, loss: 2.9744, grad_norm: 5.6914 2021-02-03 15:37:41,652 - mmaction - INFO - Epoch [3][1160/1345] lr: 1.000e-02, eta: 9:23:40, time: 0.515, data_time: 0.000, memory: 7063, top1_acc: 0.3070, top5_acc: 0.5703, loss_cls: 3.0446, loss: 3.0446, grad_norm: 5.7828 2021-02-03 15:37:52,011 - mmaction - INFO - Epoch [3][1180/1345] lr: 1.000e-02, eta: 9:23:24, time: 0.518, data_time: 0.000, memory: 7063, top1_acc: 0.3117, top5_acc: 0.5773, loss_cls: 3.0099, loss: 3.0099, grad_norm: 5.8818 2021-02-03 15:38:02,254 - mmaction - INFO - Epoch [3][1200/1345] lr: 1.000e-02, eta: 9:23:06, time: 0.512, data_time: 0.001, memory: 7063, top1_acc: 0.2891, top5_acc: 0.5555, loss_cls: 3.1193, loss: 3.1193, grad_norm: 5.3483 2021-02-03 15:38:12,506 - mmaction - INFO - Epoch [3][1220/1345] lr: 1.000e-02, eta: 9:22:49, time: 0.512, data_time: 0.000, memory: 7063, top1_acc: 0.3039, top5_acc: 0.5672, loss_cls: 3.0485, loss: 3.0485, grad_norm: 5.4214 2021-02-03 15:38:22,868 - mmaction - INFO - Epoch [3][1240/1345] lr: 1.000e-02, eta: 9:22:34, time: 0.518, data_time: 0.001, memory: 7063, top1_acc: 0.3102, top5_acc: 0.5758, loss_cls: 2.9950, loss: 2.9950, grad_norm: 5.6595 2021-02-03 15:38:33,197 - mmaction - INFO - Epoch [3][1260/1345] lr: 1.000e-02, eta: 9:22:18, time: 0.517, data_time: 0.001, memory: 7063, top1_acc: 0.3109, top5_acc: 0.5914, loss_cls: 2.9692, loss: 2.9692, grad_norm: 5.5527 2021-02-03 15:38:43,456 - mmaction - INFO - Epoch [3][1280/1345] lr: 1.000e-02, eta: 9:22:00, time: 0.513, data_time: 0.000, memory: 7063, top1_acc: 0.2992, top5_acc: 0.5844, loss_cls: 3.0161, loss: 3.0161, grad_norm: 5.6015 2021-02-03 15:38:53,778 - mmaction - INFO - Epoch [3][1300/1345] lr: 1.000e-02, eta: 9:21:45, time: 0.517, data_time: 0.001, memory: 7063, top1_acc: 0.2992, top5_acc: 0.5852, loss_cls: 2.9837, loss: 2.9837, grad_norm: 5.9592 2021-02-03 15:39:04,174 - mmaction - INFO - Epoch [3][1320/1345] lr: 1.000e-02, eta: 9:21:30, time: 0.520, data_time: 0.000, memory: 7063, top1_acc: 0.3070, top5_acc: 0.5945, loss_cls: 3.0307, loss: 3.0307, grad_norm: 5.5191 2021-02-03 15:39:14,612 - mmaction - INFO - Epoch [3][1340/1345] lr: 1.000e-02, eta: 9:21:16, time: 0.522, data_time: 0.000, memory: 7063, top1_acc: 0.2914, top5_acc: 0.5570, loss_cls: 3.0400, loss: 3.0400, grad_norm: 5.7497 2021-02-03 15:39:17,394 - mmaction - INFO - Saving checkpoint at 3 epochs 2021-02-03 15:39:43,792 - mmaction - INFO - Epoch [4][20/1345] lr: 1.000e-02, eta: 9:24:22, time: 1.306, data_time: 0.794, memory: 7063, top1_acc: 0.3031, top5_acc: 0.5695, loss_cls: 2.9701, loss: 2.9701, grad_norm: 5.6736 2021-02-03 15:39:54,058 - mmaction - INFO - Epoch [4][40/1345] lr: 1.000e-02, eta: 9:24:04, time: 0.513, data_time: 0.001, memory: 7063, top1_acc: 0.3172, top5_acc: 0.5758, loss_cls: 2.9786, loss: 2.9786, grad_norm: 5.6752 2021-02-03 15:40:04,309 - mmaction - INFO - Epoch [4][60/1345] lr: 1.000e-02, eta: 9:23:46, time: 0.512, data_time: 0.001, memory: 7063, top1_acc: 0.3016, top5_acc: 0.5828, loss_cls: 2.9926, loss: 2.9926, grad_norm: 5.5415 2021-02-03 15:40:14,591 - mmaction - INFO - Epoch [4][80/1345] lr: 1.000e-02, eta: 9:23:29, time: 0.514, data_time: 0.001, memory: 7063, top1_acc: 0.3031, top5_acc: 0.5781, loss_cls: 2.9642, loss: 2.9642, grad_norm: 5.6502 2021-02-03 15:40:24,919 - mmaction - INFO - Epoch [4][100/1345] lr: 1.000e-02, eta: 9:23:12, time: 0.517, data_time: 0.001, memory: 7063, top1_acc: 0.3164, top5_acc: 0.5891, loss_cls: 2.9392, loss: 2.9392, grad_norm: 5.7576 2021-02-03 15:40:35,277 - mmaction - INFO - Epoch [4][120/1345] lr: 1.000e-02, eta: 9:22:56, time: 0.518, data_time: 0.001, memory: 7063, top1_acc: 0.3211, top5_acc: 0.5883, loss_cls: 2.9435, loss: 2.9435, grad_norm: 5.6766 2021-02-03 15:40:45,598 - mmaction - INFO - Epoch [4][140/1345] lr: 1.000e-02, eta: 9:22:40, time: 0.516, data_time: 0.001, memory: 7063, top1_acc: 0.3211, top5_acc: 0.6055, loss_cls: 2.9068, loss: 2.9068, grad_norm: 5.8002 2021-02-03 15:40:55,832 - mmaction - INFO - Epoch [4][160/1345] lr: 1.000e-02, eta: 9:22:22, time: 0.511, data_time: 0.001, memory: 7063, top1_acc: 0.3312, top5_acc: 0.5930, loss_cls: 2.8508, loss: 2.8508, grad_norm: 5.7370 2021-02-03 15:41:06,093 - mmaction - INFO - Epoch [4][180/1345] lr: 1.000e-02, eta: 9:22:05, time: 0.513, data_time: 0.001, memory: 7063, top1_acc: 0.3312, top5_acc: 0.6031, loss_cls: 2.8786, loss: 2.8786, grad_norm: 5.7536 2021-02-03 15:41:16,535 - mmaction - INFO - Epoch [4][200/1345] lr: 1.000e-02, eta: 9:21:50, time: 0.522, data_time: 0.000, memory: 7063, top1_acc: 0.3047, top5_acc: 0.5953, loss_cls: 3.0133, loss: 3.0133, grad_norm: 5.8094 2021-02-03 15:41:26,999 - mmaction - INFO - Epoch [4][220/1345] lr: 1.000e-02, eta: 9:21:36, time: 0.523, data_time: 0.000, memory: 7063, top1_acc: 0.3359, top5_acc: 0.6086, loss_cls: 2.8402, loss: 2.8402, grad_norm: 5.6845 2021-02-03 15:41:37,330 - mmaction - INFO - Epoch [4][240/1345] lr: 1.000e-02, eta: 9:21:20, time: 0.516, data_time: 0.001, memory: 7063, top1_acc: 0.3141, top5_acc: 0.5883, loss_cls: 2.9177, loss: 2.9177, grad_norm: 5.8132 2021-02-03 15:41:47,583 - mmaction - INFO - Epoch [4][260/1345] lr: 1.000e-02, eta: 9:21:03, time: 0.513, data_time: 0.001, memory: 7063, top1_acc: 0.3195, top5_acc: 0.6031, loss_cls: 2.9246, loss: 2.9246, grad_norm: 5.9264 2021-02-03 15:41:57,904 - mmaction - INFO - Epoch [4][280/1345] lr: 1.000e-02, eta: 9:20:47, time: 0.516, data_time: 0.000, memory: 7063, top1_acc: 0.3227, top5_acc: 0.5867, loss_cls: 2.9349, loss: 2.9349, grad_norm: 5.6812 2021-02-03 15:42:08,233 - mmaction - INFO - Epoch [4][300/1345] lr: 1.000e-02, eta: 9:20:31, time: 0.517, data_time: 0.001, memory: 7063, top1_acc: 0.2898, top5_acc: 0.5586, loss_cls: 3.0641, loss: 3.0641, grad_norm: 5.7463 2021-02-03 15:42:18,485 - mmaction - INFO - Epoch [4][320/1345] lr: 1.000e-02, eta: 9:20:14, time: 0.512, data_time: 0.000, memory: 7063, top1_acc: 0.3289, top5_acc: 0.6094, loss_cls: 2.8481, loss: 2.8481, grad_norm: 5.6057 2021-02-03 15:42:28,774 - mmaction - INFO - Epoch [4][340/1345] lr: 1.000e-02, eta: 9:19:57, time: 0.515, data_time: 0.001, memory: 7063, top1_acc: 0.3023, top5_acc: 0.6000, loss_cls: 2.9295, loss: 2.9295, grad_norm: 5.7277 2021-02-03 15:42:39,087 - mmaction - INFO - Epoch [4][360/1345] lr: 1.000e-02, eta: 9:19:41, time: 0.516, data_time: 0.000, memory: 7063, top1_acc: 0.3305, top5_acc: 0.6148, loss_cls: 2.8562, loss: 2.8562, grad_norm: 5.8426 2021-02-03 15:42:49,432 - mmaction - INFO - Epoch [4][380/1345] lr: 1.000e-02, eta: 9:19:26, time: 0.517, data_time: 0.000, memory: 7063, top1_acc: 0.3344, top5_acc: 0.6109, loss_cls: 2.8503, loss: 2.8503, grad_norm: 5.4476 2021-02-03 15:42:59,746 - mmaction - INFO - Epoch [4][400/1345] lr: 1.000e-02, eta: 9:19:10, time: 0.516, data_time: 0.000, memory: 7063, top1_acc: 0.3375, top5_acc: 0.6211, loss_cls: 2.8269, loss: 2.8269, grad_norm: 5.8040 2021-02-03 15:43:10,051 - mmaction - INFO - Epoch [4][420/1345] lr: 1.000e-02, eta: 9:18:54, time: 0.515, data_time: 0.000, memory: 7063, top1_acc: 0.3367, top5_acc: 0.5992, loss_cls: 2.9079, loss: 2.9079, grad_norm: 5.9170 2021-02-03 15:43:20,425 - mmaction - INFO - Epoch [4][440/1345] lr: 1.000e-02, eta: 9:18:39, time: 0.519, data_time: 0.001, memory: 7063, top1_acc: 0.3039, top5_acc: 0.5703, loss_cls: 3.0490, loss: 3.0490, grad_norm: 5.5220 2021-02-03 15:43:30,785 - mmaction - INFO - Epoch [4][460/1345] lr: 1.000e-02, eta: 9:18:24, time: 0.518, data_time: 0.000, memory: 7063, top1_acc: 0.3445, top5_acc: 0.6055, loss_cls: 2.8151, loss: 2.8151, grad_norm: 5.7942 2021-02-03 15:43:41,146 - mmaction - INFO - Epoch [4][480/1345] lr: 1.000e-02, eta: 9:18:08, time: 0.518, data_time: 0.001, memory: 7063, top1_acc: 0.3156, top5_acc: 0.5984, loss_cls: 2.9038, loss: 2.9038, grad_norm: 5.6548 2021-02-03 15:43:51,582 - mmaction - INFO - Epoch [4][500/1345] lr: 1.000e-02, eta: 9:17:54, time: 0.522, data_time: 0.000, memory: 7063, top1_acc: 0.3070, top5_acc: 0.5930, loss_cls: 2.9678, loss: 2.9678, grad_norm: 5.7367 2021-02-03 15:44:01,827 - mmaction - INFO - Epoch [4][520/1345] lr: 1.000e-02, eta: 9:17:38, time: 0.512, data_time: 0.001, memory: 7063, top1_acc: 0.3578, top5_acc: 0.6172, loss_cls: 2.7730, loss: 2.7730, grad_norm: 6.0014 2021-02-03 15:44:12,256 - mmaction - INFO - Epoch [4][540/1345] lr: 1.000e-02, eta: 9:17:24, time: 0.521, data_time: 0.000, memory: 7063, top1_acc: 0.3281, top5_acc: 0.6125, loss_cls: 2.8541, loss: 2.8541, grad_norm: 5.6860 2021-02-03 15:44:22,570 - mmaction - INFO - Epoch [4][560/1345] lr: 1.000e-02, eta: 9:17:08, time: 0.516, data_time: 0.001, memory: 7063, top1_acc: 0.3180, top5_acc: 0.6086, loss_cls: 2.9000, loss: 2.9000, grad_norm: 5.8006 2021-02-03 15:44:32,859 - mmaction - INFO - Epoch [4][580/1345] lr: 1.000e-02, eta: 9:16:52, time: 0.514, data_time: 0.000, memory: 7063, top1_acc: 0.3227, top5_acc: 0.5906, loss_cls: 2.9142, loss: 2.9142, grad_norm: 5.6676 2021-02-03 15:44:43,179 - mmaction - INFO - Epoch [4][600/1345] lr: 1.000e-02, eta: 9:16:37, time: 0.516, data_time: 0.000, memory: 7063, top1_acc: 0.3359, top5_acc: 0.6023, loss_cls: 2.8714, loss: 2.8714, grad_norm: 5.8625 2021-02-03 15:44:53,632 - mmaction - INFO - Epoch [4][620/1345] lr: 1.000e-02, eta: 9:16:23, time: 0.523, data_time: 0.000, memory: 7063, top1_acc: 0.3352, top5_acc: 0.6180, loss_cls: 2.8222, loss: 2.8222, grad_norm: 5.7785 2021-02-03 15:45:03,889 - mmaction - INFO - Epoch [4][640/1345] lr: 1.000e-02, eta: 9:16:07, time: 0.513, data_time: 0.001, memory: 7063, top1_acc: 0.3453, top5_acc: 0.6203, loss_cls: 2.7446, loss: 2.7446, grad_norm: 5.8075 2021-02-03 15:45:14,341 - mmaction - INFO - Epoch [4][660/1345] lr: 1.000e-02, eta: 9:15:54, time: 0.523, data_time: 0.001, memory: 7063, top1_acc: 0.3484, top5_acc: 0.6094, loss_cls: 2.8573, loss: 2.8573, grad_norm: 5.7547 2021-02-03 15:45:24,642 - mmaction - INFO - Epoch [4][680/1345] lr: 1.000e-02, eta: 9:15:38, time: 0.515, data_time: 0.001, memory: 7063, top1_acc: 0.3367, top5_acc: 0.6352, loss_cls: 2.8163, loss: 2.8163, grad_norm: 5.7121 2021-02-03 15:45:34,997 - mmaction - INFO - Epoch [4][700/1345] lr: 1.000e-02, eta: 9:15:24, time: 0.518, data_time: 0.001, memory: 7063, top1_acc: 0.3289, top5_acc: 0.6000, loss_cls: 2.8278, loss: 2.8278, grad_norm: 5.6791 2021-02-03 15:45:45,334 - mmaction - INFO - Epoch [4][720/1345] lr: 1.000e-02, eta: 9:15:09, time: 0.517, data_time: 0.000, memory: 7063, top1_acc: 0.3344, top5_acc: 0.6102, loss_cls: 2.8620, loss: 2.8620, grad_norm: 5.7255 2021-02-03 15:45:55,618 - mmaction - INFO - Epoch [4][740/1345] lr: 1.000e-02, eta: 9:14:53, time: 0.514, data_time: 0.000, memory: 7063, top1_acc: 0.3266, top5_acc: 0.6125, loss_cls: 2.8455, loss: 2.8455, grad_norm: 5.7153 2021-02-03 15:46:05,937 - mmaction - INFO - Epoch [4][760/1345] lr: 1.000e-02, eta: 9:14:38, time: 0.516, data_time: 0.001, memory: 7063, top1_acc: 0.3234, top5_acc: 0.6086, loss_cls: 2.8532, loss: 2.8532, grad_norm: 6.2728 2021-02-03 15:46:16,311 - mmaction - INFO - Epoch [4][780/1345] lr: 1.000e-02, eta: 9:14:24, time: 0.519, data_time: 0.001, memory: 7063, top1_acc: 0.3508, top5_acc: 0.6211, loss_cls: 2.7952, loss: 2.7952, grad_norm: 5.5552 2021-02-03 15:46:26,638 - mmaction - INFO - Epoch [4][800/1345] lr: 1.000e-02, eta: 9:14:09, time: 0.516, data_time: 0.000, memory: 7063, top1_acc: 0.3172, top5_acc: 0.6078, loss_cls: 2.8597, loss: 2.8597, grad_norm: 5.7752 2021-02-03 15:46:36,946 - mmaction - INFO - Epoch [4][820/1345] lr: 1.000e-02, eta: 9:13:54, time: 0.515, data_time: 0.001, memory: 7063, top1_acc: 0.3164, top5_acc: 0.6172, loss_cls: 2.8740, loss: 2.8740, grad_norm: 5.7966 2021-02-03 15:46:47,329 - mmaction - INFO - Epoch [4][840/1345] lr: 1.000e-02, eta: 9:13:40, time: 0.519, data_time: 0.001, memory: 7063, top1_acc: 0.3430, top5_acc: 0.6242, loss_cls: 2.7791, loss: 2.7791, grad_norm: 5.5381 2021-02-03 15:46:57,646 - mmaction - INFO - Epoch [4][860/1345] lr: 1.000e-02, eta: 9:13:25, time: 0.516, data_time: 0.000, memory: 7063, top1_acc: 0.3352, top5_acc: 0.6266, loss_cls: 2.8356, loss: 2.8356, grad_norm: 5.9163 2021-02-03 15:47:07,902 - mmaction - INFO - Epoch [4][880/1345] lr: 1.000e-02, eta: 9:13:09, time: 0.513, data_time: 0.001, memory: 7063, top1_acc: 0.3656, top5_acc: 0.6312, loss_cls: 2.7964, loss: 2.7964, grad_norm: 6.0333 2021-02-03 15:47:18,352 - mmaction - INFO - Epoch [4][900/1345] lr: 1.000e-02, eta: 9:12:56, time: 0.522, data_time: 0.000, memory: 7063, top1_acc: 0.3359, top5_acc: 0.6102, loss_cls: 2.8270, loss: 2.8270, grad_norm: 5.9272 2021-02-03 15:47:28,792 - mmaction - INFO - Epoch [4][920/1345] lr: 1.000e-02, eta: 9:12:43, time: 0.522, data_time: 0.000, memory: 7063, top1_acc: 0.3727, top5_acc: 0.6242, loss_cls: 2.7867, loss: 2.7867, grad_norm: 5.5836 2021-02-03 15:47:39,213 - mmaction - INFO - Epoch [4][940/1345] lr: 1.000e-02, eta: 9:12:29, time: 0.521, data_time: 0.001, memory: 7063, top1_acc: 0.3516, top5_acc: 0.6008, loss_cls: 2.8700, loss: 2.8700, grad_norm: 5.6939 2021-02-03 15:47:49,492 - mmaction - INFO - Epoch [4][960/1345] lr: 1.000e-02, eta: 9:12:14, time: 0.514, data_time: 0.001, memory: 7063, top1_acc: 0.3438, top5_acc: 0.5961, loss_cls: 2.8676, loss: 2.8676, grad_norm: 5.5376 2021-02-03 15:47:59,830 - mmaction - INFO - Epoch [4][980/1345] lr: 1.000e-02, eta: 9:11:59, time: 0.517, data_time: 0.000, memory: 7063, top1_acc: 0.3539, top5_acc: 0.6312, loss_cls: 2.7235, loss: 2.7235, grad_norm: 5.7175 2021-02-03 15:48:10,272 - mmaction - INFO - Epoch [4][1000/1345] lr: 1.000e-02, eta: 9:11:46, time: 0.522, data_time: 0.000, memory: 7063, top1_acc: 0.3406, top5_acc: 0.6078, loss_cls: 2.8596, loss: 2.8596, grad_norm: 5.6380 2021-02-03 15:48:20,605 - mmaction - INFO - Epoch [4][1020/1345] lr: 1.000e-02, eta: 9:11:32, time: 0.517, data_time: 0.001, memory: 7063, top1_acc: 0.3234, top5_acc: 0.6117, loss_cls: 2.8613, loss: 2.8613, grad_norm: 5.8639 2021-02-03 15:48:31,017 - mmaction - INFO - Epoch [4][1040/1345] lr: 1.000e-02, eta: 9:11:18, time: 0.521, data_time: 0.001, memory: 7063, top1_acc: 0.3203, top5_acc: 0.5977, loss_cls: 2.9177, loss: 2.9177, grad_norm: 5.7981 2021-02-03 15:48:41,304 - mmaction - INFO - Epoch [4][1060/1345] lr: 1.000e-02, eta: 9:11:03, time: 0.514, data_time: 0.000, memory: 7063, top1_acc: 0.3461, top5_acc: 0.6398, loss_cls: 2.7677, loss: 2.7677, grad_norm: 5.8892 2021-02-03 15:48:51,720 - mmaction - INFO - Epoch [4][1080/1345] lr: 1.000e-02, eta: 9:10:50, time: 0.521, data_time: 0.001, memory: 7063, top1_acc: 0.3227, top5_acc: 0.5938, loss_cls: 2.8871, loss: 2.8871, grad_norm: 5.5944 2021-02-03 15:49:02,077 - mmaction - INFO - Epoch [4][1100/1345] lr: 1.000e-02, eta: 9:10:36, time: 0.518, data_time: 0.001, memory: 7063, top1_acc: 0.3484, top5_acc: 0.6250, loss_cls: 2.7365, loss: 2.7365, grad_norm: 5.7022 2021-02-03 15:49:12,392 - mmaction - INFO - Epoch [4][1120/1345] lr: 1.000e-02, eta: 9:10:22, time: 0.516, data_time: 0.000, memory: 7063, top1_acc: 0.3031, top5_acc: 0.5945, loss_cls: 2.9125, loss: 2.9125, grad_norm: 5.3913 2021-02-03 15:49:22,767 - mmaction - INFO - Epoch [4][1140/1345] lr: 1.000e-02, eta: 9:10:08, time: 0.519, data_time: 0.001, memory: 7063, top1_acc: 0.3586, top5_acc: 0.6305, loss_cls: 2.7617, loss: 2.7617, grad_norm: 5.5638 2021-02-03 15:49:33,142 - mmaction - INFO - Epoch [4][1160/1345] lr: 1.000e-02, eta: 9:09:54, time: 0.519, data_time: 0.001, memory: 7063, top1_acc: 0.3477, top5_acc: 0.6172, loss_cls: 2.7996, loss: 2.7996, grad_norm: 5.7482 2021-02-03 15:49:43,542 - mmaction - INFO - Epoch [4][1180/1345] lr: 1.000e-02, eta: 9:09:41, time: 0.520, data_time: 0.000, memory: 7063, top1_acc: 0.3648, top5_acc: 0.6281, loss_cls: 2.7373, loss: 2.7373, grad_norm: 6.1853 2021-02-03 15:49:53,941 - mmaction - INFO - Epoch [4][1200/1345] lr: 1.000e-02, eta: 9:09:27, time: 0.520, data_time: 0.001, memory: 7063, top1_acc: 0.3516, top5_acc: 0.6148, loss_cls: 2.7896, loss: 2.7896, grad_norm: 5.6521 2021-02-03 15:50:04,299 - mmaction - INFO - Epoch [4][1220/1345] lr: 1.000e-02, eta: 9:09:13, time: 0.518, data_time: 0.000, memory: 7063, top1_acc: 0.3539, top5_acc: 0.6297, loss_cls: 2.7982, loss: 2.7982, grad_norm: 6.0452 2021-02-03 15:50:14,700 - mmaction - INFO - Epoch [4][1240/1345] lr: 1.000e-02, eta: 9:09:00, time: 0.520, data_time: 0.000, memory: 7063, top1_acc: 0.3422, top5_acc: 0.6000, loss_cls: 2.8168, loss: 2.8168, grad_norm: 5.7128 2021-02-03 15:50:25,061 - mmaction - INFO - Epoch [4][1260/1345] lr: 1.000e-02, eta: 9:08:46, time: 0.518, data_time: 0.000, memory: 7063, top1_acc: 0.3352, top5_acc: 0.6031, loss_cls: 2.8661, loss: 2.8661, grad_norm: 5.7901 2021-02-03 15:50:35,516 - mmaction - INFO - Epoch [4][1280/1345] lr: 1.000e-02, eta: 9:08:33, time: 0.522, data_time: 0.000, memory: 7063, top1_acc: 0.3578, top5_acc: 0.5930, loss_cls: 2.8424, loss: 2.8424, grad_norm: 5.5789 2021-02-03 15:50:45,802 - mmaction - INFO - Epoch [4][1300/1345] lr: 1.000e-02, eta: 9:08:19, time: 0.515, data_time: 0.001, memory: 7063, top1_acc: 0.3453, top5_acc: 0.6180, loss_cls: 2.7914, loss: 2.7914, grad_norm: 5.7721 2021-02-03 15:50:56,072 - mmaction - INFO - Epoch [4][1320/1345] lr: 1.000e-02, eta: 9:08:04, time: 0.513, data_time: 0.000, memory: 7063, top1_acc: 0.3305, top5_acc: 0.6094, loss_cls: 2.8317, loss: 2.8317, grad_norm: 5.6163 2021-02-03 15:51:06,561 - mmaction - INFO - Epoch [4][1340/1345] lr: 1.000e-02, eta: 9:07:52, time: 0.525, data_time: 0.001, memory: 7063, top1_acc: 0.3438, top5_acc: 0.5969, loss_cls: 2.8297, loss: 2.8297, grad_norm: 5.6327 2021-02-03 15:51:09,367 - mmaction - INFO - Saving checkpoint at 4 epochs 2021-02-03 15:51:47,646 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-02-03 15:51:48,320 - mmaction - INFO - top1_acc 0.2514 top5_acc 0.5264 2021-02-03 15:51:48,330 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-02-03 15:51:48,374 - mmaction - INFO - mean_acc 0.2240 2021-02-03 15:51:48,388 - mmaction - INFO - Epoch(val) [4][1345] top1_acc: 0.2514, top5_acc: 0.5264, mean_class_accuracy: 0.2240 2021-02-03 15:52:17,303 - mmaction - INFO - Epoch [5][20/1345] lr: 1.000e-02, eta: 9:10:38, time: 1.445, data_time: 0.917, memory: 7063, top1_acc: 0.3602, top5_acc: 0.6336, loss_cls: 2.7117, loss: 2.7117, grad_norm: 5.8327 2021-02-03 15:52:27,557 - mmaction - INFO - Epoch [5][40/1345] lr: 1.000e-02, eta: 9:10:22, time: 0.513, data_time: 0.000, memory: 7063, top1_acc: 0.3914, top5_acc: 0.6594, loss_cls: 2.6248, loss: 2.6248, grad_norm: 5.6018 2021-02-03 15:52:37,804 - mmaction - INFO - Epoch [5][60/1345] lr: 1.000e-02, eta: 9:10:06, time: 0.512, data_time: 0.000, memory: 7063, top1_acc: 0.3586, top5_acc: 0.6211, loss_cls: 2.7549, loss: 2.7549, grad_norm: 5.9818 2021-02-03 15:52:48,063 - mmaction - INFO - Epoch [5][80/1345] lr: 1.000e-02, eta: 9:09:51, time: 0.513, data_time: 0.000, memory: 7063, top1_acc: 0.3633, top5_acc: 0.6352, loss_cls: 2.6910, loss: 2.6910, grad_norm: 5.7910 2021-02-03 15:52:58,328 - mmaction - INFO - Epoch [5][100/1345] lr: 1.000e-02, eta: 9:09:36, time: 0.513, data_time: 0.001, memory: 7063, top1_acc: 0.3680, top5_acc: 0.6461, loss_cls: 2.6592, loss: 2.6592, grad_norm: 5.7276 2021-02-03 15:53:08,545 - mmaction - INFO - Epoch [5][120/1345] lr: 1.000e-02, eta: 9:09:20, time: 0.511, data_time: 0.000, memory: 7063, top1_acc: 0.3648, top5_acc: 0.6383, loss_cls: 2.6548, loss: 2.6548, grad_norm: 5.9074 2021-02-03 15:53:18,786 - mmaction - INFO - Epoch [5][140/1345] lr: 1.000e-02, eta: 9:09:04, time: 0.512, data_time: 0.001, memory: 7063, top1_acc: 0.3422, top5_acc: 0.6359, loss_cls: 2.7404, loss: 2.7404, grad_norm: 5.7415 2021-02-03 15:53:29,039 - mmaction - INFO - Epoch [5][160/1345] lr: 1.000e-02, eta: 9:08:49, time: 0.512, data_time: 0.000, memory: 7063, top1_acc: 0.3602, top5_acc: 0.6273, loss_cls: 2.7597, loss: 2.7597, grad_norm: 6.0146 2021-02-03 15:53:39,374 - mmaction - INFO - Epoch [5][180/1345] lr: 1.000e-02, eta: 9:08:35, time: 0.517, data_time: 0.001, memory: 7063, top1_acc: 0.3750, top5_acc: 0.6594, loss_cls: 2.6192, loss: 2.6192, grad_norm: 6.1633 2021-02-03 15:53:49,734 - mmaction - INFO - Epoch [5][200/1345] lr: 1.000e-02, eta: 9:08:20, time: 0.518, data_time: 0.000, memory: 7063, top1_acc: 0.3602, top5_acc: 0.6266, loss_cls: 2.7301, loss: 2.7301, grad_norm: 5.9794 2021-02-03 15:54:00,074 - mmaction - INFO - Epoch [5][220/1345] lr: 1.000e-02, eta: 9:08:06, time: 0.517, data_time: 0.000, memory: 7063, top1_acc: 0.3570, top5_acc: 0.6391, loss_cls: 2.6995, loss: 2.6995, grad_norm: 5.7165 2021-02-03 15:54:10,336 - mmaction - INFO - Epoch [5][240/1345] lr: 1.000e-02, eta: 9:07:51, time: 0.513, data_time: 0.001, memory: 7063, top1_acc: 0.3375, top5_acc: 0.6273, loss_cls: 2.7770, loss: 2.7770, grad_norm: 5.7405 2021-02-03 15:54:20,815 - mmaction - INFO - Epoch [5][260/1345] lr: 1.000e-02, eta: 9:07:38, time: 0.524, data_time: 0.000, memory: 7063, top1_acc: 0.3805, top5_acc: 0.6664, loss_cls: 2.6207, loss: 2.6207, grad_norm: 6.1240 2021-02-03 15:54:31,098 - mmaction - INFO - Epoch [5][280/1345] lr: 1.000e-02, eta: 9:07:23, time: 0.514, data_time: 0.000, memory: 7063, top1_acc: 0.3453, top5_acc: 0.6250, loss_cls: 2.8018, loss: 2.8018, grad_norm: 5.9478 2021-02-03 15:54:41,337 - mmaction - INFO - Epoch [5][300/1345] lr: 1.000e-02, eta: 9:07:08, time: 0.512, data_time: 0.000, memory: 7063, top1_acc: 0.3516, top5_acc: 0.6453, loss_cls: 2.7508, loss: 2.7508, grad_norm: 5.4688 2021-02-03 15:54:51,604 - mmaction - INFO - Epoch [5][320/1345] lr: 1.000e-02, eta: 9:06:53, time: 0.513, data_time: 0.001, memory: 7063, top1_acc: 0.3586, top5_acc: 0.6297, loss_cls: 2.7214, loss: 2.7214, grad_norm: 5.7106 2021-02-03 15:55:01,911 - mmaction - INFO - Epoch [5][340/1345] lr: 1.000e-02, eta: 9:06:39, time: 0.516, data_time: 0.001, memory: 7063, top1_acc: 0.3586, top5_acc: 0.6352, loss_cls: 2.7047, loss: 2.7047, grad_norm: 5.6768 2021-02-03 15:55:12,197 - mmaction - INFO - Epoch [5][360/1345] lr: 1.000e-02, eta: 9:06:24, time: 0.514, data_time: 0.000, memory: 7063, top1_acc: 0.3414, top5_acc: 0.6453, loss_cls: 2.7210, loss: 2.7210, grad_norm: 5.7482 2021-02-03 15:55:22,489 - mmaction - INFO - Epoch [5][380/1345] lr: 1.000e-02, eta: 9:06:09, time: 0.515, data_time: 0.001, memory: 7063, top1_acc: 0.3742, top5_acc: 0.6562, loss_cls: 2.5928, loss: 2.5928, grad_norm: 5.9743 2021-02-03 15:55:32,836 - mmaction - INFO - Epoch [5][400/1345] lr: 1.000e-02, eta: 9:05:55, time: 0.517, data_time: 0.000, memory: 7063, top1_acc: 0.3555, top5_acc: 0.6281, loss_cls: 2.7785, loss: 2.7785, grad_norm: 5.9152 2021-02-03 15:55:43,092 - mmaction - INFO - Epoch [5][420/1345] lr: 1.000e-02, eta: 9:05:40, time: 0.513, data_time: 0.000, memory: 7063, top1_acc: 0.3555, top5_acc: 0.6250, loss_cls: 2.7257, loss: 2.7257, grad_norm: 5.8765 2021-02-03 15:55:53,510 - mmaction - INFO - Epoch [5][440/1345] lr: 1.000e-02, eta: 9:05:27, time: 0.521, data_time: 0.001, memory: 7063, top1_acc: 0.3414, top5_acc: 0.6266, loss_cls: 2.7172, loss: 2.7172, grad_norm: 5.8289 2021-02-03 15:56:03,845 - mmaction - INFO - Epoch [5][460/1345] lr: 1.000e-02, eta: 9:05:13, time: 0.517, data_time: 0.001, memory: 7063, top1_acc: 0.3406, top5_acc: 0.6391, loss_cls: 2.7652, loss: 2.7652, grad_norm: 6.1517 2021-02-03 15:56:14,130 - mmaction - INFO - Epoch [5][480/1345] lr: 1.000e-02, eta: 9:04:59, time: 0.514, data_time: 0.000, memory: 7063, top1_acc: 0.3469, top5_acc: 0.6242, loss_cls: 2.7691, loss: 2.7691, grad_norm: 5.7339 2021-02-03 15:56:24,363 - mmaction - INFO - Epoch [5][500/1345] lr: 1.000e-02, eta: 9:04:44, time: 0.512, data_time: 0.000, memory: 7063, top1_acc: 0.3703, top5_acc: 0.6609, loss_cls: 2.6647, loss: 2.6647, grad_norm: 5.7479 2021-02-03 15:56:34,681 - mmaction - INFO - Epoch [5][520/1345] lr: 1.000e-02, eta: 9:04:30, time: 0.516, data_time: 0.001, memory: 7063, top1_acc: 0.3680, top5_acc: 0.6414, loss_cls: 2.6830, loss: 2.6830, grad_norm: 5.7331 2021-02-03 15:56:45,088 - mmaction - INFO - Epoch [5][540/1345] lr: 1.000e-02, eta: 9:04:16, time: 0.520, data_time: 0.000, memory: 7063, top1_acc: 0.3563, top5_acc: 0.6438, loss_cls: 2.7293, loss: 2.7293, grad_norm: 5.9186 2021-02-03 15:56:55,374 - mmaction - INFO - Epoch [5][560/1345] lr: 1.000e-02, eta: 9:04:02, time: 0.514, data_time: 0.000, memory: 7063, top1_acc: 0.3656, top5_acc: 0.6492, loss_cls: 2.6327, loss: 2.6327, grad_norm: 5.6925 2021-02-03 15:57:05,614 - mmaction - INFO - Epoch [5][580/1345] lr: 1.000e-02, eta: 9:03:47, time: 0.512, data_time: 0.000, memory: 7063, top1_acc: 0.3461, top5_acc: 0.6336, loss_cls: 2.7760, loss: 2.7760, grad_norm: 5.6410 2021-02-03 15:57:15,873 - mmaction - INFO - Epoch [5][600/1345] lr: 1.000e-02, eta: 9:03:33, time: 0.513, data_time: 0.000, memory: 7063, top1_acc: 0.3750, top5_acc: 0.6578, loss_cls: 2.6329, loss: 2.6329, grad_norm: 6.1320 2021-02-03 15:57:26,100 - mmaction - INFO - Epoch [5][620/1345] lr: 1.000e-02, eta: 9:03:18, time: 0.512, data_time: 0.001, memory: 7063, top1_acc: 0.3539, top5_acc: 0.6195, loss_cls: 2.7933, loss: 2.7933, grad_norm: 5.6914 2021-02-03 15:57:36,355 - mmaction - INFO - Epoch [5][640/1345] lr: 1.000e-02, eta: 9:03:03, time: 0.513, data_time: 0.001, memory: 7063, top1_acc: 0.3625, top5_acc: 0.6336, loss_cls: 2.7184, loss: 2.7184, grad_norm: 5.7235 2021-02-03 15:57:46,610 - mmaction - INFO - Epoch [5][660/1345] lr: 1.000e-02, eta: 9:02:48, time: 0.513, data_time: 0.001, memory: 7063, top1_acc: 0.3453, top5_acc: 0.6250, loss_cls: 2.7834, loss: 2.7834, grad_norm: 6.0766 2021-02-03 15:57:56,926 - mmaction - INFO - Epoch [5][680/1345] lr: 1.000e-02, eta: 9:02:35, time: 0.516, data_time: 0.001, memory: 7063, top1_acc: 0.3414, top5_acc: 0.6078, loss_cls: 2.8249, loss: 2.8249, grad_norm: 5.8022 2021-02-03 15:58:07,164 - mmaction - INFO - Epoch [5][700/1345] lr: 1.000e-02, eta: 9:02:20, time: 0.512, data_time: 0.000, memory: 7063, top1_acc: 0.3656, top5_acc: 0.6172, loss_cls: 2.7497, loss: 2.7497, grad_norm: 5.7467 2021-02-03 15:58:17,380 - mmaction - INFO - Epoch [5][720/1345] lr: 1.000e-02, eta: 9:02:05, time: 0.511, data_time: 0.000, memory: 7063, top1_acc: 0.3711, top5_acc: 0.6523, loss_cls: 2.6330, loss: 2.6330, grad_norm: 5.7225 2021-02-03 15:58:27,673 - mmaction - INFO - Epoch [5][740/1345] lr: 1.000e-02, eta: 9:01:51, time: 0.515, data_time: 0.000, memory: 7063, top1_acc: 0.3664, top5_acc: 0.6234, loss_cls: 2.7355, loss: 2.7355, grad_norm: 5.7258 2021-02-03 15:58:37,992 - mmaction - INFO - Epoch [5][760/1345] lr: 1.000e-02, eta: 9:01:37, time: 0.516, data_time: 0.000, memory: 7063, top1_acc: 0.3656, top5_acc: 0.6445, loss_cls: 2.6932, loss: 2.6932, grad_norm: 5.8318 2021-02-03 15:58:48,258 - mmaction - INFO - Epoch [5][780/1345] lr: 1.000e-02, eta: 9:01:23, time: 0.513, data_time: 0.000, memory: 7063, top1_acc: 0.3625, top5_acc: 0.6305, loss_cls: 2.7379, loss: 2.7379, grad_norm: 5.8852 2021-02-03 15:58:58,471 - mmaction - INFO - Epoch [5][800/1345] lr: 1.000e-02, eta: 9:01:08, time: 0.510, data_time: 0.001, memory: 7063, top1_acc: 0.3844, top5_acc: 0.6469, loss_cls: 2.6575, loss: 2.6575, grad_norm: 5.4773 2021-02-03 15:59:08,819 - mmaction - INFO - Epoch [5][820/1345] lr: 1.000e-02, eta: 9:00:55, time: 0.518, data_time: 0.001, memory: 7063, top1_acc: 0.3656, top5_acc: 0.6680, loss_cls: 2.5967, loss: 2.5967, grad_norm: 5.9384 2021-02-03 15:59:19,081 - mmaction - INFO - Epoch [5][840/1345] lr: 1.000e-02, eta: 9:00:40, time: 0.513, data_time: 0.000, memory: 7063, top1_acc: 0.3508, top5_acc: 0.6312, loss_cls: 2.7704, loss: 2.7704, grad_norm: 5.8340 2021-02-03 15:59:29,422 - mmaction - INFO - Epoch [5][860/1345] lr: 1.000e-02, eta: 9:00:27, time: 0.517, data_time: 0.000, memory: 7063, top1_acc: 0.3898, top5_acc: 0.6562, loss_cls: 2.6317, loss: 2.6317, grad_norm: 5.7944 2021-02-03 15:59:39,679 - mmaction - INFO - Epoch [5][880/1345] lr: 1.000e-02, eta: 9:00:12, time: 0.513, data_time: 0.001, memory: 7063, top1_acc: 0.3734, top5_acc: 0.6438, loss_cls: 2.6977, loss: 2.6977, grad_norm: 5.7799 2021-02-03 15:59:49,981 - mmaction - INFO - Epoch [5][900/1345] lr: 1.000e-02, eta: 8:59:59, time: 0.516, data_time: 0.001, memory: 7063, top1_acc: 0.3672, top5_acc: 0.6453, loss_cls: 2.6809, loss: 2.6809, grad_norm: 5.9126 2021-02-03 16:00:00,233 - mmaction - INFO - Epoch [5][920/1345] lr: 1.000e-02, eta: 8:59:44, time: 0.513, data_time: 0.000, memory: 7063, top1_acc: 0.3758, top5_acc: 0.6391, loss_cls: 2.6551, loss: 2.6551, grad_norm: 5.8145 2021-02-03 16:00:10,584 - mmaction - INFO - Epoch [5][940/1345] lr: 1.000e-02, eta: 8:59:31, time: 0.518, data_time: 0.000, memory: 7063, top1_acc: 0.3594, top5_acc: 0.6234, loss_cls: 2.7359, loss: 2.7359, grad_norm: 5.7543 2021-02-03 16:00:20,803 - mmaction - INFO - Epoch [5][960/1345] lr: 1.000e-02, eta: 8:59:17, time: 0.511, data_time: 0.000, memory: 7063, top1_acc: 0.3656, top5_acc: 0.6352, loss_cls: 2.7130, loss: 2.7130, grad_norm: 5.7436 2021-02-03 16:00:31,034 - mmaction - INFO - Epoch [5][980/1345] lr: 1.000e-02, eta: 8:59:02, time: 0.512, data_time: 0.001, memory: 7063, top1_acc: 0.3547, top5_acc: 0.6453, loss_cls: 2.6541, loss: 2.6541, grad_norm: 6.0015 2021-02-03 16:00:41,493 - mmaction - INFO - Epoch [5][1000/1345] lr: 1.000e-02, eta: 8:58:50, time: 0.523, data_time: 0.000, memory: 7063, top1_acc: 0.3859, top5_acc: 0.6719, loss_cls: 2.6415, loss: 2.6415, grad_norm: 5.7890 2021-02-03 16:00:51,702 - mmaction - INFO - Epoch [5][1020/1345] lr: 1.000e-02, eta: 8:58:35, time: 0.510, data_time: 0.000, memory: 7063, top1_acc: 0.3758, top5_acc: 0.6648, loss_cls: 2.6010, loss: 2.6010, grad_norm: 5.9237 2021-02-03 16:01:01,958 - mmaction - INFO - Epoch [5][1040/1345] lr: 1.000e-02, eta: 8:58:21, time: 0.513, data_time: 0.000, memory: 7063, top1_acc: 0.3766, top5_acc: 0.6328, loss_cls: 2.7159, loss: 2.7159, grad_norm: 5.9242 2021-02-03 16:01:12,184 - mmaction - INFO - Epoch [5][1060/1345] lr: 1.000e-02, eta: 8:58:07, time: 0.511, data_time: 0.000, memory: 7063, top1_acc: 0.3461, top5_acc: 0.6305, loss_cls: 2.7656, loss: 2.7656, grad_norm: 5.9290 2021-02-03 16:01:22,410 - mmaction - INFO - Epoch [5][1080/1345] lr: 1.000e-02, eta: 8:57:53, time: 0.512, data_time: 0.001, memory: 7063, top1_acc: 0.3766, top5_acc: 0.6430, loss_cls: 2.6346, loss: 2.6346, grad_norm: 5.7438 2021-02-03 16:01:32,641 - mmaction - INFO - Epoch [5][1100/1345] lr: 1.000e-02, eta: 8:57:38, time: 0.511, data_time: 0.000, memory: 7063, top1_acc: 0.3820, top5_acc: 0.6609, loss_cls: 2.6488, loss: 2.6488, grad_norm: 5.8784 2021-02-03 16:01:42,896 - mmaction - INFO - Epoch [5][1120/1345] lr: 1.000e-02, eta: 8:57:25, time: 0.513, data_time: 0.001, memory: 7063, top1_acc: 0.3750, top5_acc: 0.6398, loss_cls: 2.6712, loss: 2.6712, grad_norm: 5.7725 2021-02-03 16:01:53,135 - mmaction - INFO - Epoch [5][1140/1345] lr: 1.000e-02, eta: 8:57:10, time: 0.512, data_time: 0.000, memory: 7063, top1_acc: 0.3633, top5_acc: 0.6625, loss_cls: 2.6848, loss: 2.6848, grad_norm: 5.6180 2021-02-03 16:02:03,370 - mmaction - INFO - Epoch [5][1160/1345] lr: 1.000e-02, eta: 8:56:56, time: 0.512, data_time: 0.001, memory: 7063, top1_acc: 0.3609, top5_acc: 0.6383, loss_cls: 2.7072, loss: 2.7072, grad_norm: 5.8574 2021-02-03 16:02:13,605 - mmaction - INFO - Epoch [5][1180/1345] lr: 1.000e-02, eta: 8:56:42, time: 0.512, data_time: 0.001, memory: 7063, top1_acc: 0.3508, top5_acc: 0.6391, loss_cls: 2.7187, loss: 2.7187, grad_norm: 5.6871 2021-02-03 16:02:23,831 - mmaction - INFO - Epoch [5][1200/1345] lr: 1.000e-02, eta: 8:56:28, time: 0.511, data_time: 0.000, memory: 7063, top1_acc: 0.3937, top5_acc: 0.6570, loss_cls: 2.5726, loss: 2.5726, grad_norm: 5.6767 2021-02-03 16:02:34,101 - mmaction - INFO - Epoch [5][1220/1345] lr: 1.000e-02, eta: 8:56:14, time: 0.513, data_time: 0.001, memory: 7063, top1_acc: 0.3664, top5_acc: 0.6469, loss_cls: 2.7029, loss: 2.7029, grad_norm: 5.7034 2021-02-03 16:02:44,334 - mmaction - INFO - Epoch [5][1240/1345] lr: 1.000e-02, eta: 8:56:00, time: 0.512, data_time: 0.001, memory: 7063, top1_acc: 0.3633, top5_acc: 0.6430, loss_cls: 2.7069, loss: 2.7069, grad_norm: 5.7989 2021-02-03 16:02:54,580 - mmaction - INFO - Epoch [5][1260/1345] lr: 1.000e-02, eta: 8:55:46, time: 0.512, data_time: 0.001, memory: 7063, top1_acc: 0.3758, top5_acc: 0.6750, loss_cls: 2.6778, loss: 2.6778, grad_norm: 5.7408 2021-02-03 16:03:04,822 - mmaction - INFO - Epoch [5][1280/1345] lr: 1.000e-02, eta: 8:55:32, time: 0.512, data_time: 0.001, memory: 7063, top1_acc: 0.3937, top5_acc: 0.6734, loss_cls: 2.5706, loss: 2.5706, grad_norm: 5.7777 2021-02-03 16:03:15,059 - mmaction - INFO - Epoch [5][1300/1345] lr: 1.000e-02, eta: 8:55:18, time: 0.512, data_time: 0.000, memory: 7063, top1_acc: 0.3742, top5_acc: 0.6594, loss_cls: 2.6181, loss: 2.6181, grad_norm: 5.6395 2021-02-03 16:03:25,286 - mmaction - INFO - Epoch [5][1320/1345] lr: 1.000e-02, eta: 8:55:04, time: 0.511, data_time: 0.000, memory: 7063, top1_acc: 0.3781, top5_acc: 0.6539, loss_cls: 2.5948, loss: 2.5948, grad_norm: 5.6331 2021-02-03 16:03:35,533 - mmaction - INFO - Epoch [5][1340/1345] lr: 1.000e-02, eta: 8:54:50, time: 0.512, data_time: 0.000, memory: 7063, top1_acc: 0.3805, top5_acc: 0.6602, loss_cls: 2.6186, loss: 2.6186, grad_norm: 5.7893 2021-02-03 16:03:38,276 - mmaction - INFO - Saving checkpoint at 5 epochs 2021-02-03 16:04:05,258 - mmaction - INFO - Epoch [6][20/1345] lr: 1.000e-02, eta: 8:56:15, time: 1.207, data_time: 0.698, memory: 7063, top1_acc: 0.3727, top5_acc: 0.6523, loss_cls: 2.5903, loss: 2.5903, grad_norm: 5.7352 2021-02-03 16:04:15,485 - mmaction - INFO - Epoch [6][40/1345] lr: 1.000e-02, eta: 8:56:01, time: 0.511, data_time: 0.001, memory: 7063, top1_acc: 0.4125, top5_acc: 0.6828, loss_cls: 2.4791, loss: 2.4791, grad_norm: 6.0261 2021-02-03 16:04:25,716 - mmaction - INFO - Epoch [6][60/1345] lr: 1.000e-02, eta: 8:55:46, time: 0.511, data_time: 0.001, memory: 7063, top1_acc: 0.3797, top5_acc: 0.6547, loss_cls: 2.6198, loss: 2.6198, grad_norm: 5.7115 2021-02-03 16:04:35,979 - mmaction - INFO - Epoch [6][80/1345] lr: 1.000e-02, eta: 8:55:32, time: 0.513, data_time: 0.001, memory: 7063, top1_acc: 0.3812, top5_acc: 0.6547, loss_cls: 2.5675, loss: 2.5675, grad_norm: 5.9454 2021-02-03 16:04:46,203 - mmaction - INFO - Epoch [6][100/1345] lr: 1.000e-02, eta: 8:55:18, time: 0.511, data_time: 0.001, memory: 7063, top1_acc: 0.3953, top5_acc: 0.6781, loss_cls: 2.4893, loss: 2.4893, grad_norm: 5.8392 2021-02-03 16:04:56,447 - mmaction - INFO - Epoch [6][120/1345] lr: 1.000e-02, eta: 8:55:04, time: 0.512, data_time: 0.001, memory: 7063, top1_acc: 0.3828, top5_acc: 0.6781, loss_cls: 2.5696, loss: 2.5696, grad_norm: 6.1732 2021-02-03 16:05:06,691 - mmaction - INFO - Epoch [6][140/1345] lr: 1.000e-02, eta: 8:54:50, time: 0.513, data_time: 0.001, memory: 7063, top1_acc: 0.3859, top5_acc: 0.6562, loss_cls: 2.6256, loss: 2.6256, grad_norm: 5.7964 2021-02-03 16:05:16,929 - mmaction - INFO - Epoch [6][160/1345] lr: 1.000e-02, eta: 8:54:36, time: 0.512, data_time: 0.000, memory: 7063, top1_acc: 0.3977, top5_acc: 0.6828, loss_cls: 2.4935, loss: 2.4935, grad_norm: 5.9635 2021-02-03 16:05:27,165 - mmaction - INFO - Epoch [6][180/1345] lr: 1.000e-02, eta: 8:54:22, time: 0.512, data_time: 0.001, memory: 7063, top1_acc: 0.3750, top5_acc: 0.6633, loss_cls: 2.5507, loss: 2.5507, grad_norm: 5.9056 2021-02-03 16:05:37,404 - mmaction - INFO - Epoch [6][200/1345] lr: 1.000e-02, eta: 8:54:08, time: 0.512, data_time: 0.001, memory: 7063, top1_acc: 0.3875, top5_acc: 0.6734, loss_cls: 2.5444, loss: 2.5444, grad_norm: 6.0899 2021-02-03 16:05:47,651 - mmaction - INFO - Epoch [6][220/1345] lr: 1.000e-02, eta: 8:53:54, time: 0.512, data_time: 0.000, memory: 7063, top1_acc: 0.4133, top5_acc: 0.6813, loss_cls: 2.5247, loss: 2.5247, grad_norm: 6.0124 2021-02-03 16:05:57,890 - mmaction - INFO - Epoch [6][240/1345] lr: 1.000e-02, eta: 8:53:40, time: 0.512, data_time: 0.000, memory: 7063, top1_acc: 0.3844, top5_acc: 0.6758, loss_cls: 2.5302, loss: 2.5302, grad_norm: 5.8190 2021-02-03 16:06:08,133 - mmaction - INFO - Epoch [6][260/1345] lr: 1.000e-02, eta: 8:53:26, time: 0.512, data_time: 0.001, memory: 7063, top1_acc: 0.4031, top5_acc: 0.6758, loss_cls: 2.5187, loss: 2.5187, grad_norm: 6.0473 2021-02-03 16:06:18,379 - mmaction - INFO - Epoch [6][280/1345] lr: 1.000e-02, eta: 8:53:12, time: 0.513, data_time: 0.001, memory: 7063, top1_acc: 0.3719, top5_acc: 0.6367, loss_cls: 2.6656, loss: 2.6656, grad_norm: 6.1045 2021-02-03 16:06:28,621 - mmaction - INFO - Epoch [6][300/1345] lr: 1.000e-02, eta: 8:52:58, time: 0.512, data_time: 0.000, memory: 7063, top1_acc: 0.3727, top5_acc: 0.6516, loss_cls: 2.6356, loss: 2.6356, grad_norm: 5.8484 2021-02-03 16:06:38,843 - mmaction - INFO - Epoch [6][320/1345] lr: 1.000e-02, eta: 8:52:44, time: 0.511, data_time: 0.000, memory: 7063, top1_acc: 0.3875, top5_acc: 0.6594, loss_cls: 2.5639, loss: 2.5639, grad_norm: 5.8128 2021-02-03 16:06:49,092 - mmaction - INFO - Epoch [6][340/1345] lr: 1.000e-02, eta: 8:52:31, time: 0.513, data_time: 0.001, memory: 7063, top1_acc: 0.3891, top5_acc: 0.6680, loss_cls: 2.5606, loss: 2.5606, grad_norm: 5.8881 2021-02-03 16:06:59,430 - mmaction - INFO - Epoch [6][360/1345] lr: 1.000e-02, eta: 8:52:18, time: 0.517, data_time: 0.000, memory: 7063, top1_acc: 0.4031, top5_acc: 0.6750, loss_cls: 2.4986, loss: 2.4986, grad_norm: 6.2294 2021-02-03 16:07:09,688 - mmaction - INFO - Epoch [6][380/1345] lr: 1.000e-02, eta: 8:52:04, time: 0.513, data_time: 0.000, memory: 7063, top1_acc: 0.3711, top5_acc: 0.6414, loss_cls: 2.6331, loss: 2.6331, grad_norm: 6.0224 2021-02-03 16:07:19,918 - mmaction - INFO - Epoch [6][400/1345] lr: 1.000e-02, eta: 8:51:50, time: 0.511, data_time: 0.000, memory: 7063, top1_acc: 0.3617, top5_acc: 0.6539, loss_cls: 2.6275, loss: 2.6275, grad_norm: 6.1176 2021-02-03 16:07:30,153 - mmaction - INFO - Epoch [6][420/1345] lr: 1.000e-02, eta: 8:51:36, time: 0.512, data_time: 0.001, memory: 7063, top1_acc: 0.3781, top5_acc: 0.6672, loss_cls: 2.6058, loss: 2.6058, grad_norm: 5.7476 2021-02-03 16:07:40,385 - mmaction - INFO - Epoch [6][440/1345] lr: 1.000e-02, eta: 8:51:22, time: 0.512, data_time: 0.001, memory: 7063, top1_acc: 0.3789, top5_acc: 0.6250, loss_cls: 2.6745, loss: 2.6745, grad_norm: 5.7868 2021-02-03 16:07:50,651 - mmaction - INFO - Epoch [6][460/1345] lr: 1.000e-02, eta: 8:51:09, time: 0.513, data_time: 0.001, memory: 7063, top1_acc: 0.4031, top5_acc: 0.6867, loss_cls: 2.4858, loss: 2.4858, grad_norm: 5.9318 2021-02-03 16:08:00,974 - mmaction - INFO - Epoch [6][480/1345] lr: 1.000e-02, eta: 8:50:56, time: 0.516, data_time: 0.001, memory: 7063, top1_acc: 0.3688, top5_acc: 0.6836, loss_cls: 2.5662, loss: 2.5662, grad_norm: 5.9817 2021-02-03 16:08:11,230 - mmaction - INFO - Epoch [6][500/1345] lr: 1.000e-02, eta: 8:50:42, time: 0.513, data_time: 0.001, memory: 7063, top1_acc: 0.3930, top5_acc: 0.6859, loss_cls: 2.4913, loss: 2.4913, grad_norm: 6.1527 2021-02-03 16:08:21,478 - mmaction - INFO - Epoch [6][520/1345] lr: 1.000e-02, eta: 8:50:29, time: 0.512, data_time: 0.000, memory: 7063, top1_acc: 0.4039, top5_acc: 0.6719, loss_cls: 2.5208, loss: 2.5208, grad_norm: 5.9145 2021-02-03 16:08:31,781 - mmaction - INFO - Epoch [6][540/1345] lr: 1.000e-02, eta: 8:50:16, time: 0.515, data_time: 0.001, memory: 7063, top1_acc: 0.3695, top5_acc: 0.6727, loss_cls: 2.5615, loss: 2.5615, grad_norm: 5.9930 2021-02-03 16:08:42,081 - mmaction - INFO - Epoch [6][560/1345] lr: 1.000e-02, eta: 8:50:03, time: 0.515, data_time: 0.001, memory: 7063, top1_acc: 0.3656, top5_acc: 0.6461, loss_cls: 2.5922, loss: 2.5922, grad_norm: 6.1251 2021-02-03 16:08:52,382 - mmaction - INFO - Epoch [6][580/1345] lr: 1.000e-02, eta: 8:49:49, time: 0.515, data_time: 0.001, memory: 7063, top1_acc: 0.3867, top5_acc: 0.6516, loss_cls: 2.5938, loss: 2.5938, grad_norm: 5.8468 2021-02-03 16:09:02,639 - mmaction - INFO - Epoch [6][600/1345] lr: 1.000e-02, eta: 8:49:36, time: 0.513, data_time: 0.001, memory: 7063, top1_acc: 0.3961, top5_acc: 0.6789, loss_cls: 2.5011, loss: 2.5011, grad_norm: 5.6937 2021-02-03 16:09:12,851 - mmaction - INFO - Epoch [6][620/1345] lr: 1.000e-02, eta: 8:49:22, time: 0.510, data_time: 0.000, memory: 7063, top1_acc: 0.3883, top5_acc: 0.6680, loss_cls: 2.6061, loss: 2.6061, grad_norm: 5.8287 2021-02-03 16:09:23,115 - mmaction - INFO - Epoch [6][640/1345] lr: 1.000e-02, eta: 8:49:09, time: 0.513, data_time: 0.001, memory: 7063, top1_acc: 0.3773, top5_acc: 0.6555, loss_cls: 2.5956, loss: 2.5956, grad_norm: 6.0520 2021-02-03 16:09:33,358 - mmaction - INFO - Epoch [6][660/1345] lr: 1.000e-02, eta: 8:48:55, time: 0.513, data_time: 0.001, memory: 7063, top1_acc: 0.3672, top5_acc: 0.6484, loss_cls: 2.6999, loss: 2.6999, grad_norm: 5.9358 2021-02-03 16:09:43,601 - mmaction - INFO - Epoch [6][680/1345] lr: 1.000e-02, eta: 8:48:42, time: 0.512, data_time: 0.000, memory: 7063, top1_acc: 0.3836, top5_acc: 0.6758, loss_cls: 2.5488, loss: 2.5488, grad_norm: 6.0204 2021-02-03 16:09:53,877 - mmaction - INFO - Epoch [6][700/1345] lr: 1.000e-02, eta: 8:48:29, time: 0.514, data_time: 0.000, memory: 7063, top1_acc: 0.3789, top5_acc: 0.6742, loss_cls: 2.5688, loss: 2.5688, grad_norm: 6.2242 2021-02-03 16:10:04,180 - mmaction - INFO - Epoch [6][720/1345] lr: 1.000e-02, eta: 8:48:16, time: 0.515, data_time: 0.000, memory: 7063, top1_acc: 0.3875, top5_acc: 0.6547, loss_cls: 2.6198, loss: 2.6198, grad_norm: 5.9745 2021-02-03 16:10:14,410 - mmaction - INFO - Epoch [6][740/1345] lr: 1.000e-02, eta: 8:48:02, time: 0.512, data_time: 0.001, memory: 7063, top1_acc: 0.3898, top5_acc: 0.6539, loss_cls: 2.5441, loss: 2.5441, grad_norm: 6.0230 2021-02-03 16:10:24,672 - mmaction - INFO - Epoch [6][760/1345] lr: 1.000e-02, eta: 8:47:49, time: 0.513, data_time: 0.000, memory: 7063, top1_acc: 0.3883, top5_acc: 0.6531, loss_cls: 2.6144, loss: 2.6144, grad_norm: 5.7194 2021-02-03 16:10:35,125 - mmaction - INFO - Epoch [6][780/1345] lr: 1.000e-02, eta: 8:47:37, time: 0.523, data_time: 0.001, memory: 7063, top1_acc: 0.3578, top5_acc: 0.6445, loss_cls: 2.6651, loss: 2.6651, grad_norm: 6.0412 2021-02-03 16:10:45,542 - mmaction - INFO - Epoch [6][800/1345] lr: 1.000e-02, eta: 8:47:25, time: 0.521, data_time: 0.000, memory: 7063, top1_acc: 0.3805, top5_acc: 0.6687, loss_cls: 2.5839, loss: 2.5839, grad_norm: 5.8610 2021-02-03 16:10:55,765 - mmaction - INFO - Epoch [6][820/1345] lr: 1.000e-02, eta: 8:47:11, time: 0.511, data_time: 0.001, memory: 7063, top1_acc: 0.3898, top5_acc: 0.6719, loss_cls: 2.5519, loss: 2.5519, grad_norm: 5.9743 2021-02-03 16:11:06,118 - mmaction - INFO - Epoch [6][840/1345] lr: 1.000e-02, eta: 8:46:59, time: 0.518, data_time: 0.000, memory: 7063, top1_acc: 0.3883, top5_acc: 0.6508, loss_cls: 2.5654, loss: 2.5654, grad_norm: 6.3256 2021-02-03 16:11:16,457 - mmaction - INFO - Epoch [6][860/1345] lr: 1.000e-02, eta: 8:46:46, time: 0.517, data_time: 0.000, memory: 7063, top1_acc: 0.3828, top5_acc: 0.6687, loss_cls: 2.5625, loss: 2.5625, grad_norm: 5.9507 2021-02-03 16:11:26,718 - mmaction - INFO - Epoch [6][880/1345] lr: 1.000e-02, eta: 8:46:33, time: 0.513, data_time: 0.000, memory: 7063, top1_acc: 0.3805, top5_acc: 0.6656, loss_cls: 2.5689, loss: 2.5689, grad_norm: 5.9715 2021-02-03 16:11:37,069 - mmaction - INFO - Epoch [6][900/1345] lr: 1.000e-02, eta: 8:46:21, time: 0.518, data_time: 0.000, memory: 7063, top1_acc: 0.3781, top5_acc: 0.6617, loss_cls: 2.5916, loss: 2.5916, grad_norm: 5.8672 2021-02-03 16:11:47,393 - mmaction - INFO - Epoch [6][920/1345] lr: 1.000e-02, eta: 8:46:08, time: 0.516, data_time: 0.000, memory: 7063, top1_acc: 0.3898, top5_acc: 0.6609, loss_cls: 2.5636, loss: 2.5636, grad_norm: 5.7276 2021-02-03 16:11:57,657 - mmaction - INFO - Epoch [6][940/1345] lr: 1.000e-02, eta: 8:45:55, time: 0.513, data_time: 0.001, memory: 7063, top1_acc: 0.3922, top5_acc: 0.6766, loss_cls: 2.4942, loss: 2.4942, grad_norm: 5.8381 2021-02-03 16:12:07,903 - mmaction - INFO - Epoch [6][960/1345] lr: 1.000e-02, eta: 8:45:41, time: 0.513, data_time: 0.001, memory: 7063, top1_acc: 0.3859, top5_acc: 0.6641, loss_cls: 2.5427, loss: 2.5427, grad_norm: 6.0755 2021-02-03 16:12:18,142 - mmaction - INFO - Epoch [6][980/1345] lr: 1.000e-02, eta: 8:45:28, time: 0.512, data_time: 0.000, memory: 7063, top1_acc: 0.3680, top5_acc: 0.6617, loss_cls: 2.6116, loss: 2.6116, grad_norm: 5.9155 2021-02-03 16:12:28,479 - mmaction - INFO - Epoch [6][1000/1345] lr: 1.000e-02, eta: 8:45:16, time: 0.517, data_time: 0.001, memory: 7063, top1_acc: 0.4047, top5_acc: 0.6695, loss_cls: 2.5797, loss: 2.5797, grad_norm: 5.8272 2021-02-03 16:12:38,729 - mmaction - INFO - Epoch [6][1020/1345] lr: 1.000e-02, eta: 8:45:02, time: 0.513, data_time: 0.001, memory: 7063, top1_acc: 0.3984, top5_acc: 0.6680, loss_cls: 2.5737, loss: 2.5737, grad_norm: 5.8346 2021-02-03 16:12:49,065 - mmaction - INFO - Epoch [6][1040/1345] lr: 1.000e-02, eta: 8:44:50, time: 0.517, data_time: 0.000, memory: 7063, top1_acc: 0.3875, top5_acc: 0.6602, loss_cls: 2.5611, loss: 2.5611, grad_norm: 5.8055 2021-02-03 16:12:59,491 - mmaction - INFO - Epoch [6][1060/1345] lr: 1.000e-02, eta: 8:44:38, time: 0.521, data_time: 0.000, memory: 7063, top1_acc: 0.3836, top5_acc: 0.6594, loss_cls: 2.5731, loss: 2.5731, grad_norm: 5.8925 2021-02-03 16:13:09,740 - mmaction - INFO - Epoch [6][1080/1345] lr: 1.000e-02, eta: 8:44:25, time: 0.513, data_time: 0.001, memory: 7063, top1_acc: 0.3758, top5_acc: 0.6594, loss_cls: 2.5967, loss: 2.5967, grad_norm: 5.8916 2021-02-03 16:13:20,096 - mmaction - INFO - Epoch [6][1100/1345] lr: 1.000e-02, eta: 8:44:12, time: 0.517, data_time: 0.000, memory: 7063, top1_acc: 0.4125, top5_acc: 0.6852, loss_cls: 2.4781, loss: 2.4781, grad_norm: 5.8321 2021-02-03 16:13:30,429 - mmaction - INFO - Epoch [6][1120/1345] lr: 1.000e-02, eta: 8:44:00, time: 0.517, data_time: 0.001, memory: 7063, top1_acc: 0.3773, top5_acc: 0.6484, loss_cls: 2.6344, loss: 2.6344, grad_norm: 6.0036 2021-02-03 16:13:40,663 - mmaction - INFO - Epoch [6][1140/1345] lr: 1.000e-02, eta: 8:43:47, time: 0.512, data_time: 0.001, memory: 7063, top1_acc: 0.3898, top5_acc: 0.6523, loss_cls: 2.6436, loss: 2.6436, grad_norm: 5.6711 2021-02-03 16:13:50,931 - mmaction - INFO - Epoch [6][1160/1345] lr: 1.000e-02, eta: 8:43:34, time: 0.513, data_time: 0.000, memory: 7063, top1_acc: 0.4094, top5_acc: 0.6813, loss_cls: 2.4751, loss: 2.4751, grad_norm: 5.9209 2021-02-03 16:14:01,224 - mmaction - INFO - Epoch [6][1180/1345] lr: 1.000e-02, eta: 8:43:21, time: 0.514, data_time: 0.000, memory: 7063, top1_acc: 0.3937, top5_acc: 0.6633, loss_cls: 2.6084, loss: 2.6084, grad_norm: 6.1172 2021-02-03 16:14:11,585 - mmaction - INFO - Epoch [6][1200/1345] lr: 1.000e-02, eta: 8:43:09, time: 0.518, data_time: 0.001, memory: 7063, top1_acc: 0.3945, top5_acc: 0.6859, loss_cls: 2.5313, loss: 2.5313, grad_norm: 5.8388 2021-02-03 16:14:21,912 - mmaction - INFO - Epoch [6][1220/1345] lr: 1.000e-02, eta: 8:42:56, time: 0.516, data_time: 0.001, memory: 7063, top1_acc: 0.4062, top5_acc: 0.6500, loss_cls: 2.5179, loss: 2.5179, grad_norm: 6.1007 2021-02-03 16:14:32,273 - mmaction - INFO - Epoch [6][1240/1345] lr: 1.000e-02, eta: 8:42:44, time: 0.519, data_time: 0.001, memory: 7063, top1_acc: 0.3945, top5_acc: 0.6891, loss_cls: 2.5142, loss: 2.5142, grad_norm: 5.8769 2021-02-03 16:14:42,535 - mmaction - INFO - Epoch [6][1260/1345] lr: 1.000e-02, eta: 8:42:31, time: 0.513, data_time: 0.000, memory: 7063, top1_acc: 0.3602, top5_acc: 0.6484, loss_cls: 2.6870, loss: 2.6870, grad_norm: 5.5977 2021-02-03 16:14:52,784 - mmaction - INFO - Epoch [6][1280/1345] lr: 1.000e-02, eta: 8:42:18, time: 0.512, data_time: 0.000, memory: 7063, top1_acc: 0.4086, top5_acc: 0.6922, loss_cls: 2.4778, loss: 2.4778, grad_norm: 5.7847 2021-02-03 16:15:03,259 - mmaction - INFO - Epoch [6][1300/1345] lr: 1.000e-02, eta: 8:42:07, time: 0.523, data_time: 0.000, memory: 7063, top1_acc: 0.3820, top5_acc: 0.6703, loss_cls: 2.6200, loss: 2.6200, grad_norm: 6.0780 2021-02-03 16:15:13,548 - mmaction - INFO - Epoch [6][1320/1345] lr: 1.000e-02, eta: 8:41:54, time: 0.515, data_time: 0.001, memory: 7063, top1_acc: 0.3969, top5_acc: 0.6742, loss_cls: 2.5492, loss: 2.5492, grad_norm: 5.9626 2021-02-03 16:15:23,781 - mmaction - INFO - Epoch [6][1340/1345] lr: 1.000e-02, eta: 8:41:41, time: 0.512, data_time: 0.001, memory: 7063, top1_acc: 0.3875, top5_acc: 0.6719, loss_cls: 2.5768, loss: 2.5768, grad_norm: 5.9213 2021-02-03 16:15:26,619 - mmaction - INFO - Saving checkpoint at 6 epochs 2021-02-03 16:16:09,171 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-02-03 16:16:09,340 - mmaction - INFO - top1_acc 0.2815 top5_acc 0.5794 2021-02-03 16:16:09,340 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-02-03 16:16:09,352 - mmaction - INFO - mean_acc 0.2505 2021-02-03 16:16:09,354 - mmaction - INFO - Epoch(val) [6][1345] top1_acc: 0.2815, top5_acc: 0.5794, mean_class_accuracy: 0.2505 2021-02-03 16:16:43,595 - mmaction - INFO - Epoch [7][20/1345] lr: 1.000e-02, eta: 8:44:01, time: 1.712, data_time: 1.186, memory: 7063, top1_acc: 0.3945, top5_acc: 0.6852, loss_cls: 2.4369, loss: 2.4369, grad_norm: 5.8235 2021-02-03 16:16:53,779 - mmaction - INFO - Epoch [7][40/1345] lr: 1.000e-02, eta: 8:43:47, time: 0.509, data_time: 0.001, memory: 7063, top1_acc: 0.3648, top5_acc: 0.6555, loss_cls: 2.6420, loss: 2.6420, grad_norm: 6.0263 2021-02-03 16:17:04,012 - mmaction - INFO - Epoch [7][60/1345] lr: 1.000e-02, eta: 8:43:34, time: 0.512, data_time: 0.000, memory: 7063, top1_acc: 0.4055, top5_acc: 0.6750, loss_cls: 2.4572, loss: 2.4572, grad_norm: 6.2528 2021-02-03 16:17:14,247 - mmaction - INFO - Epoch [7][80/1345] lr: 1.000e-02, eta: 8:43:20, time: 0.512, data_time: 0.000, memory: 7063, top1_acc: 0.3969, top5_acc: 0.6875, loss_cls: 2.4939, loss: 2.4939, grad_norm: 5.9114 2021-02-03 16:17:24,552 - mmaction - INFO - Epoch [7][100/1345] lr: 1.000e-02, eta: 8:43:08, time: 0.515, data_time: 0.000, memory: 7063, top1_acc: 0.3930, top5_acc: 0.6828, loss_cls: 2.4910, loss: 2.4910, grad_norm: 5.7308 2021-02-03 16:17:34,764 - mmaction - INFO - Epoch [7][120/1345] lr: 1.000e-02, eta: 8:42:54, time: 0.511, data_time: 0.000, memory: 7063, top1_acc: 0.4250, top5_acc: 0.7164, loss_cls: 2.3427, loss: 2.3427, grad_norm: 6.1137 2021-02-03 16:17:44,998 - mmaction - INFO - Epoch [7][140/1345] lr: 1.000e-02, eta: 8:42:40, time: 0.512, data_time: 0.000, memory: 7063, top1_acc: 0.3992, top5_acc: 0.6828, loss_cls: 2.4772, loss: 2.4772, grad_norm: 6.0415 2021-02-03 16:17:55,228 - mmaction - INFO - Epoch [7][160/1345] lr: 1.000e-02, eta: 8:42:27, time: 0.512, data_time: 0.000, memory: 7063, top1_acc: 0.4430, top5_acc: 0.6945, loss_cls: 2.4209, loss: 2.4209, grad_norm: 6.0632 2021-02-03 16:18:05,487 - mmaction - INFO - Epoch [7][180/1345] lr: 1.000e-02, eta: 8:42:14, time: 0.513, data_time: 0.000, memory: 7063, top1_acc: 0.3992, top5_acc: 0.6664, loss_cls: 2.4917, loss: 2.4917, grad_norm: 6.0527 2021-02-03 16:18:15,733 - mmaction - INFO - Epoch [7][200/1345] lr: 1.000e-02, eta: 8:42:00, time: 0.512, data_time: 0.000, memory: 7063, top1_acc: 0.4141, top5_acc: 0.6859, loss_cls: 2.4496, loss: 2.4496, grad_norm: 6.2025 2021-02-03 16:18:25,958 - mmaction - INFO - Epoch [7][220/1345] lr: 1.000e-02, eta: 8:41:47, time: 0.512, data_time: 0.001, memory: 7063, top1_acc: 0.3867, top5_acc: 0.6711, loss_cls: 2.5437, loss: 2.5437, grad_norm: 5.9503 2021-02-03 16:18:36,195 - mmaction - INFO - Epoch [7][240/1345] lr: 1.000e-02, eta: 8:41:34, time: 0.512, data_time: 0.000, memory: 7063, top1_acc: 0.4031, top5_acc: 0.6953, loss_cls: 2.4589, loss: 2.4589, grad_norm: 6.0353 2021-02-03 16:18:46,462 - mmaction - INFO - Epoch [7][260/1345] lr: 1.000e-02, eta: 8:41:21, time: 0.513, data_time: 0.000, memory: 7063, top1_acc: 0.3969, top5_acc: 0.6727, loss_cls: 2.5011, loss: 2.5011, grad_norm: 5.8969 2021-02-03 16:18:56,721 - mmaction - INFO - Epoch [7][280/1345] lr: 1.000e-02, eta: 8:41:07, time: 0.513, data_time: 0.000, memory: 7063, top1_acc: 0.4078, top5_acc: 0.7008, loss_cls: 2.4293, loss: 2.4293, grad_norm: 5.7484 2021-02-03 16:19:06,950 - mmaction - INFO - Epoch [7][300/1345] lr: 1.000e-02, eta: 8:40:54, time: 0.511, data_time: 0.000, memory: 7063, top1_acc: 0.4062, top5_acc: 0.7133, loss_cls: 2.4129, loss: 2.4129, grad_norm: 5.8520 2021-02-03 16:19:17,184 - mmaction - INFO - Epoch [7][320/1345] lr: 1.000e-02, eta: 8:40:41, time: 0.511, data_time: 0.001, memory: 7063, top1_acc: 0.4289, top5_acc: 0.7016, loss_cls: 2.3571, loss: 2.3571, grad_norm: 5.7819 2021-02-03 16:19:27,409 - mmaction - INFO - Epoch [7][340/1345] lr: 1.000e-02, eta: 8:40:27, time: 0.512, data_time: 0.001, memory: 7063, top1_acc: 0.4227, top5_acc: 0.7086, loss_cls: 2.3679, loss: 2.3679, grad_norm: 6.1292 2021-02-03 16:19:37,670 - mmaction - INFO - Epoch [7][360/1345] lr: 1.000e-02, eta: 8:40:14, time: 0.513, data_time: 0.000, memory: 7063, top1_acc: 0.4172, top5_acc: 0.6828, loss_cls: 2.4642, loss: 2.4642, grad_norm: 5.7961 2021-02-03 16:19:48,009 - mmaction - INFO - Epoch [7][380/1345] lr: 1.000e-02, eta: 8:40:02, time: 0.517, data_time: 0.001, memory: 7063, top1_acc: 0.4242, top5_acc: 0.6906, loss_cls: 2.4238, loss: 2.4238, grad_norm: 5.9022 2021-02-03 16:19:58,363 - mmaction - INFO - Epoch [7][400/1345] lr: 1.000e-02, eta: 8:39:49, time: 0.517, data_time: 0.000, memory: 7063, top1_acc: 0.3961, top5_acc: 0.6930, loss_cls: 2.4934, loss: 2.4934, grad_norm: 6.1316 2021-02-03 16:20:08,687 - mmaction - INFO - Epoch [7][420/1345] lr: 1.000e-02, eta: 8:39:37, time: 0.516, data_time: 0.001, memory: 7063, top1_acc: 0.4094, top5_acc: 0.6953, loss_cls: 2.4158, loss: 2.4158, grad_norm: 6.0632 2021-02-03 16:20:19,033 - mmaction - INFO - Epoch [7][440/1345] lr: 1.000e-02, eta: 8:39:24, time: 0.517, data_time: 0.000, memory: 7063, top1_acc: 0.4016, top5_acc: 0.6867, loss_cls: 2.5316, loss: 2.5316, grad_norm: 6.0522 2021-02-03 16:20:29,287 - mmaction - INFO - Epoch [7][460/1345] lr: 1.000e-02, eta: 8:39:11, time: 0.512, data_time: 0.000, memory: 7063, top1_acc: 0.3945, top5_acc: 0.6594, loss_cls: 2.5419, loss: 2.5419, grad_norm: 5.7398 2021-02-03 16:20:39,635 - mmaction - INFO - Epoch [7][480/1345] lr: 1.000e-02, eta: 8:38:59, time: 0.518, data_time: 0.001, memory: 7063, top1_acc: 0.4047, top5_acc: 0.6719, loss_cls: 2.4666, loss: 2.4666, grad_norm: 6.0221 2021-02-03 16:20:49,839 - mmaction - INFO - Epoch [7][500/1345] lr: 1.000e-02, eta: 8:38:46, time: 0.510, data_time: 0.000, memory: 7063, top1_acc: 0.4313, top5_acc: 0.6883, loss_cls: 2.4047, loss: 2.4047, grad_norm: 5.7198 2021-02-03 16:21:00,063 - mmaction - INFO - Epoch [7][520/1345] lr: 1.000e-02, eta: 8:38:32, time: 0.511, data_time: 0.000, memory: 7063, top1_acc: 0.4086, top5_acc: 0.6672, loss_cls: 2.5177, loss: 2.5177, grad_norm: 6.0295 2021-02-03 16:21:10,335 - mmaction - INFO - Epoch [7][540/1345] lr: 1.000e-02, eta: 8:38:19, time: 0.513, data_time: 0.000, memory: 7063, top1_acc: 0.3953, top5_acc: 0.6766, loss_cls: 2.5127, loss: 2.5127, grad_norm: 5.8955 2021-02-03 16:21:20,623 - mmaction - INFO - Epoch [7][560/1345] lr: 1.000e-02, eta: 8:38:07, time: 0.514, data_time: 0.001, memory: 7063, top1_acc: 0.4148, top5_acc: 0.7063, loss_cls: 2.4105, loss: 2.4105, grad_norm: 5.8821 2021-02-03 16:21:31,019 - mmaction - INFO - Epoch [7][580/1345] lr: 1.000e-02, eta: 8:37:55, time: 0.520, data_time: 0.001, memory: 7063, top1_acc: 0.4008, top5_acc: 0.6906, loss_cls: 2.4722, loss: 2.4722, grad_norm: 6.0150 2021-02-03 16:21:41,263 - mmaction - INFO - Epoch [7][600/1345] lr: 1.000e-02, eta: 8:37:42, time: 0.512, data_time: 0.001, memory: 7063, top1_acc: 0.4062, top5_acc: 0.6922, loss_cls: 2.4051, loss: 2.4051, grad_norm: 5.6966 2021-02-03 16:21:51,508 - mmaction - INFO - Epoch [7][620/1345] lr: 1.000e-02, eta: 8:37:29, time: 0.513, data_time: 0.001, memory: 7063, top1_acc: 0.4000, top5_acc: 0.6969, loss_cls: 2.4392, loss: 2.4392, grad_norm: 6.0984 2021-02-03 16:22:01,739 - mmaction - INFO - Epoch [7][640/1345] lr: 1.000e-02, eta: 8:37:15, time: 0.511, data_time: 0.000, memory: 7063, top1_acc: 0.3953, top5_acc: 0.6664, loss_cls: 2.4986, loss: 2.4986, grad_norm: 6.1215 2021-02-03 16:22:11,976 - mmaction - INFO - Epoch [7][660/1345] lr: 1.000e-02, eta: 8:37:02, time: 0.512, data_time: 0.001, memory: 7063, top1_acc: 0.3922, top5_acc: 0.6609, loss_cls: 2.5235, loss: 2.5235, grad_norm: 6.0695 2021-02-03 16:22:22,233 - mmaction - INFO - Epoch [7][680/1345] lr: 1.000e-02, eta: 8:36:49, time: 0.513, data_time: 0.000, memory: 7063, top1_acc: 0.4078, top5_acc: 0.6797, loss_cls: 2.4861, loss: 2.4861, grad_norm: 5.7461 2021-02-03 16:22:32,450 - mmaction - INFO - Epoch [7][700/1345] lr: 1.000e-02, eta: 8:36:36, time: 0.511, data_time: 0.000, memory: 7063, top1_acc: 0.3953, top5_acc: 0.6766, loss_cls: 2.5352, loss: 2.5352, grad_norm: 5.9262 2021-02-03 16:22:42,920 - mmaction - INFO - Epoch [7][720/1345] lr: 1.000e-02, eta: 8:36:25, time: 0.523, data_time: 0.009, memory: 7063, top1_acc: 0.4086, top5_acc: 0.6758, loss_cls: 2.5126, loss: 2.5126, grad_norm: 5.7786 2021-02-03 16:22:53,169 - mmaction - INFO - Epoch [7][740/1345] lr: 1.000e-02, eta: 8:36:12, time: 0.513, data_time: 0.001, memory: 7063, top1_acc: 0.4180, top5_acc: 0.6773, loss_cls: 2.4509, loss: 2.4509, grad_norm: 5.8877 2021-02-03 16:23:03,525 - mmaction - INFO - Epoch [7][760/1345] lr: 1.000e-02, eta: 8:36:00, time: 0.518, data_time: 0.001, memory: 7063, top1_acc: 0.4234, top5_acc: 0.6922, loss_cls: 2.4197, loss: 2.4197, grad_norm: 5.9255 2021-02-03 16:23:13,819 - mmaction - INFO - Epoch [7][780/1345] lr: 1.000e-02, eta: 8:35:47, time: 0.515, data_time: 0.001, memory: 7063, top1_acc: 0.4148, top5_acc: 0.7016, loss_cls: 2.3713, loss: 2.3713, grad_norm: 6.0235 2021-02-03 16:23:24,101 - mmaction - INFO - Epoch [7][800/1345] lr: 1.000e-02, eta: 8:35:34, time: 0.514, data_time: 0.000, memory: 7063, top1_acc: 0.3883, top5_acc: 0.6602, loss_cls: 2.5286, loss: 2.5286, grad_norm: 5.8666 2021-02-03 16:23:34,408 - mmaction - INFO - Epoch [7][820/1345] lr: 1.000e-02, eta: 8:35:22, time: 0.515, data_time: 0.000, memory: 7063, top1_acc: 0.4055, top5_acc: 0.6922, loss_cls: 2.4891, loss: 2.4891, grad_norm: 6.1628 2021-02-03 16:23:44,643 - mmaction - INFO - Epoch [7][840/1345] lr: 1.000e-02, eta: 8:35:09, time: 0.512, data_time: 0.000, memory: 7063, top1_acc: 0.4000, top5_acc: 0.6570, loss_cls: 2.5177, loss: 2.5177, grad_norm: 6.0427 2021-02-03 16:23:54,895 - mmaction - INFO - Epoch [7][860/1345] lr: 1.000e-02, eta: 8:34:56, time: 0.513, data_time: 0.000, memory: 7063, top1_acc: 0.4156, top5_acc: 0.6695, loss_cls: 2.5296, loss: 2.5296, grad_norm: 5.8657 2021-02-03 16:24:05,149 - mmaction - INFO - Epoch [7][880/1345] lr: 1.000e-02, eta: 8:34:43, time: 0.513, data_time: 0.000, memory: 7063, top1_acc: 0.4047, top5_acc: 0.6680, loss_cls: 2.5064, loss: 2.5064, grad_norm: 5.8807 2021-02-03 16:24:15,383 - mmaction - INFO - Epoch [7][900/1345] lr: 1.000e-02, eta: 8:34:30, time: 0.512, data_time: 0.000, memory: 7063, top1_acc: 0.3945, top5_acc: 0.6750, loss_cls: 2.5354, loss: 2.5354, grad_norm: 5.8933 2021-02-03 16:24:25,608 - mmaction - INFO - Epoch [7][920/1345] lr: 1.000e-02, eta: 8:34:17, time: 0.511, data_time: 0.001, memory: 7063, top1_acc: 0.4172, top5_acc: 0.6883, loss_cls: 2.4577, loss: 2.4577, grad_norm: 5.9588 2021-02-03 16:24:35,859 - mmaction - INFO - Epoch [7][940/1345] lr: 1.000e-02, eta: 8:34:04, time: 0.513, data_time: 0.000, memory: 7063, top1_acc: 0.4078, top5_acc: 0.7117, loss_cls: 2.4145, loss: 2.4145, grad_norm: 6.1015 2021-02-03 16:24:46,194 - mmaction - INFO - Epoch [7][960/1345] lr: 1.000e-02, eta: 8:33:52, time: 0.516, data_time: 0.000, memory: 7063, top1_acc: 0.3945, top5_acc: 0.6781, loss_cls: 2.4923, loss: 2.4923, grad_norm: 5.9588 2021-02-03 16:24:56,439 - mmaction - INFO - Epoch [7][980/1345] lr: 1.000e-02, eta: 8:33:39, time: 0.513, data_time: 0.001, memory: 7063, top1_acc: 0.3930, top5_acc: 0.6555, loss_cls: 2.6007, loss: 2.6007, grad_norm: 5.6137 2021-02-03 16:25:06,758 - mmaction - INFO - Epoch [7][1000/1345] lr: 1.000e-02, eta: 8:33:27, time: 0.516, data_time: 0.000, memory: 7063, top1_acc: 0.4164, top5_acc: 0.6852, loss_cls: 2.4603, loss: 2.4603, grad_norm: 5.9173 2021-02-03 16:25:17,016 - mmaction - INFO - Epoch [7][1020/1345] lr: 1.000e-02, eta: 8:33:14, time: 0.513, data_time: 0.001, memory: 7063, top1_acc: 0.3836, top5_acc: 0.6625, loss_cls: 2.5428, loss: 2.5428, grad_norm: 6.2395 2021-02-03 16:25:27,278 - mmaction - INFO - Epoch [7][1040/1345] lr: 1.000e-02, eta: 8:33:02, time: 0.513, data_time: 0.001, memory: 7063, top1_acc: 0.4141, top5_acc: 0.6867, loss_cls: 2.4680, loss: 2.4680, grad_norm: 6.1034 2021-02-03 16:25:37,600 - mmaction - INFO - Epoch [7][1060/1345] lr: 1.000e-02, eta: 8:32:49, time: 0.516, data_time: 0.001, memory: 7063, top1_acc: 0.4141, top5_acc: 0.6750, loss_cls: 2.4911, loss: 2.4911, grad_norm: 5.7986 2021-02-03 16:25:47,838 - mmaction - INFO - Epoch [7][1080/1345] lr: 1.000e-02, eta: 8:32:37, time: 0.512, data_time: 0.000, memory: 7063, top1_acc: 0.4070, top5_acc: 0.6820, loss_cls: 2.4707, loss: 2.4707, grad_norm: 6.0205 2021-02-03 16:25:58,076 - mmaction - INFO - Epoch [7][1100/1345] lr: 1.000e-02, eta: 8:32:24, time: 0.512, data_time: 0.000, memory: 7063, top1_acc: 0.4203, top5_acc: 0.6820, loss_cls: 2.4737, loss: 2.4737, grad_norm: 6.0239 2021-02-03 16:26:08,337 - mmaction - INFO - Epoch [7][1120/1345] lr: 1.000e-02, eta: 8:32:11, time: 0.513, data_time: 0.000, memory: 7063, top1_acc: 0.4305, top5_acc: 0.6969, loss_cls: 2.3784, loss: 2.3784, grad_norm: 5.8950 2021-02-03 16:26:18,573 - mmaction - INFO - Epoch [7][1140/1345] lr: 1.000e-02, eta: 8:31:58, time: 0.512, data_time: 0.001, memory: 7063, top1_acc: 0.4102, top5_acc: 0.6813, loss_cls: 2.4756, loss: 2.4756, grad_norm: 5.9598 2021-02-03 16:26:28,823 - mmaction - INFO - Epoch [7][1160/1345] lr: 1.000e-02, eta: 8:31:46, time: 0.513, data_time: 0.001, memory: 7063, top1_acc: 0.4148, top5_acc: 0.6891, loss_cls: 2.4129, loss: 2.4129, grad_norm: 5.6767 2021-02-03 16:26:39,081 - mmaction - INFO - Epoch [7][1180/1345] lr: 1.000e-02, eta: 8:31:33, time: 0.513, data_time: 0.000, memory: 7063, top1_acc: 0.3937, top5_acc: 0.6789, loss_cls: 2.5094, loss: 2.5094, grad_norm: 5.9175 2021-02-03 16:26:49,373 - mmaction - INFO - Epoch [7][1200/1345] lr: 1.000e-02, eta: 8:31:21, time: 0.515, data_time: 0.000, memory: 7063, top1_acc: 0.4039, top5_acc: 0.6813, loss_cls: 2.4376, loss: 2.4376, grad_norm: 5.9639 2021-02-03 16:26:59,639 - mmaction - INFO - Epoch [7][1220/1345] lr: 1.000e-02, eta: 8:31:08, time: 0.513, data_time: 0.000, memory: 7063, top1_acc: 0.4250, top5_acc: 0.6805, loss_cls: 2.4587, loss: 2.4587, grad_norm: 5.9114 2021-02-03 16:27:09,974 - mmaction - INFO - Epoch [7][1240/1345] lr: 1.000e-02, eta: 8:30:56, time: 0.517, data_time: 0.001, memory: 7063, top1_acc: 0.4008, top5_acc: 0.6805, loss_cls: 2.4594, loss: 2.4594, grad_norm: 5.8907 2021-02-03 16:27:20,234 - mmaction - INFO - Epoch [7][1260/1345] lr: 1.000e-02, eta: 8:30:43, time: 0.513, data_time: 0.001, memory: 7063, top1_acc: 0.4141, top5_acc: 0.7016, loss_cls: 2.4094, loss: 2.4094, grad_norm: 5.7747 2021-02-03 16:27:30,450 - mmaction - INFO - Epoch [7][1280/1345] lr: 1.000e-02, eta: 8:30:30, time: 0.511, data_time: 0.001, memory: 7063, top1_acc: 0.4039, top5_acc: 0.6797, loss_cls: 2.4949, loss: 2.4949, grad_norm: 5.9930 2021-02-03 16:27:40,742 - mmaction - INFO - Epoch [7][1300/1345] lr: 1.000e-02, eta: 8:30:18, time: 0.515, data_time: 0.000, memory: 7063, top1_acc: 0.3930, top5_acc: 0.6523, loss_cls: 2.5807, loss: 2.5807, grad_norm: 5.7661 2021-02-03 16:27:51,044 - mmaction - INFO - Epoch [7][1320/1345] lr: 1.000e-02, eta: 8:30:06, time: 0.515, data_time: 0.000, memory: 7063, top1_acc: 0.3859, top5_acc: 0.6758, loss_cls: 2.5144, loss: 2.5144, grad_norm: 5.6021 2021-02-03 16:28:01,291 - mmaction - INFO - Epoch [7][1340/1345] lr: 1.000e-02, eta: 8:29:53, time: 0.512, data_time: 0.001, memory: 7063, top1_acc: 0.3977, top5_acc: 0.6805, loss_cls: 2.4971, loss: 2.4971, grad_norm: 5.9560 2021-02-03 16:28:04,135 - mmaction - INFO - Saving checkpoint at 7 epochs 2021-02-03 16:28:31,056 - mmaction - INFO - Epoch [8][20/1345] lr: 1.000e-02, eta: 8:30:47, time: 1.207, data_time: 0.696, memory: 7063, top1_acc: 0.4125, top5_acc: 0.6961, loss_cls: 2.4233, loss: 2.4233, grad_norm: 6.1744 2021-02-03 16:28:41,291 - mmaction - INFO - Epoch [8][40/1345] lr: 1.000e-02, eta: 8:30:34, time: 0.511, data_time: 0.001, memory: 7063, top1_acc: 0.4102, top5_acc: 0.6680, loss_cls: 2.5295, loss: 2.5295, grad_norm: 6.2548 2021-02-03 16:28:51,522 - mmaction - INFO - Epoch [8][60/1345] lr: 1.000e-02, eta: 8:30:21, time: 0.512, data_time: 0.001, memory: 7063, top1_acc: 0.4258, top5_acc: 0.7195, loss_cls: 2.3160, loss: 2.3160, grad_norm: 6.2512 2021-02-03 16:29:01,804 - mmaction - INFO - Epoch [8][80/1345] lr: 1.000e-02, eta: 8:30:09, time: 0.514, data_time: 0.001, memory: 7063, top1_acc: 0.4328, top5_acc: 0.7070, loss_cls: 2.3897, loss: 2.3897, grad_norm: 6.1015 2021-02-03 16:29:12,041 - mmaction - INFO - Epoch [8][100/1345] lr: 1.000e-02, eta: 8:29:56, time: 0.512, data_time: 0.001, memory: 7063, top1_acc: 0.4094, top5_acc: 0.6844, loss_cls: 2.4551, loss: 2.4551, grad_norm: 6.2811 2021-02-03 16:29:22,297 - mmaction - INFO - Epoch [8][120/1345] lr: 1.000e-02, eta: 8:29:43, time: 0.513, data_time: 0.001, memory: 7063, top1_acc: 0.4188, top5_acc: 0.6984, loss_cls: 2.3694, loss: 2.3694, grad_norm: 6.1937 2021-02-03 16:29:32,618 - mmaction - INFO - Epoch [8][140/1345] lr: 1.000e-02, eta: 8:29:31, time: 0.516, data_time: 0.000, memory: 7063, top1_acc: 0.3984, top5_acc: 0.6719, loss_cls: 2.4581, loss: 2.4581, grad_norm: 6.2203 2021-02-03 16:29:42,876 - mmaction - INFO - Epoch [8][160/1345] lr: 1.000e-02, eta: 8:29:18, time: 0.512, data_time: 0.000, memory: 7063, top1_acc: 0.4172, top5_acc: 0.6984, loss_cls: 2.4143, loss: 2.4143, grad_norm: 6.4554 2021-02-03 16:29:53,126 - mmaction - INFO - Epoch [8][180/1345] lr: 1.000e-02, eta: 8:29:05, time: 0.513, data_time: 0.001, memory: 7063, top1_acc: 0.4148, top5_acc: 0.6953, loss_cls: 2.4290, loss: 2.4290, grad_norm: 6.0412 2021-02-03 16:30:03,405 - mmaction - INFO - Epoch [8][200/1345] lr: 1.000e-02, eta: 8:28:53, time: 0.514, data_time: 0.001, memory: 7063, top1_acc: 0.4219, top5_acc: 0.6883, loss_cls: 2.4103, loss: 2.4103, grad_norm: 5.9780 2021-02-03 16:30:13,696 - mmaction - INFO - Epoch [8][220/1345] lr: 1.000e-02, eta: 8:28:41, time: 0.515, data_time: 0.001, memory: 7063, top1_acc: 0.4297, top5_acc: 0.7063, loss_cls: 2.4043, loss: 2.4043, grad_norm: 6.1829 2021-02-03 16:30:23,927 - mmaction - INFO - Epoch [8][240/1345] lr: 1.000e-02, eta: 8:28:28, time: 0.511, data_time: 0.000, memory: 7063, top1_acc: 0.4219, top5_acc: 0.7016, loss_cls: 2.3931, loss: 2.3931, grad_norm: 5.9496 2021-02-03 16:30:34,182 - mmaction - INFO - Epoch [8][260/1345] lr: 1.000e-02, eta: 8:28:15, time: 0.513, data_time: 0.001, memory: 7063, top1_acc: 0.3836, top5_acc: 0.6734, loss_cls: 2.5529, loss: 2.5529, grad_norm: 6.0852 2021-02-03 16:30:44,600 - mmaction - INFO - Epoch [8][280/1345] lr: 1.000e-02, eta: 8:28:04, time: 0.521, data_time: 0.001, memory: 7063, top1_acc: 0.4320, top5_acc: 0.7016, loss_cls: 2.4300, loss: 2.4300, grad_norm: 6.1010 2021-02-03 16:30:54,845 - mmaction - INFO - Epoch [8][300/1345] lr: 1.000e-02, eta: 8:27:51, time: 0.512, data_time: 0.001, memory: 7063, top1_acc: 0.4164, top5_acc: 0.6930, loss_cls: 2.3924, loss: 2.3924, grad_norm: 6.1610 2021-02-03 16:31:05,068 - mmaction - INFO - Epoch [8][320/1345] lr: 1.000e-02, eta: 8:27:38, time: 0.511, data_time: 0.001, memory: 7063, top1_acc: 0.4086, top5_acc: 0.6977, loss_cls: 2.4317, loss: 2.4317, grad_norm: 6.2326 2021-02-03 16:31:15,520 - mmaction - INFO - Epoch [8][340/1345] lr: 1.000e-02, eta: 8:27:27, time: 0.523, data_time: 0.000, memory: 7063, top1_acc: 0.4156, top5_acc: 0.7055, loss_cls: 2.3659, loss: 2.3659, grad_norm: 6.0970 2021-02-03 16:31:25,737 - mmaction - INFO - Epoch [8][360/1345] lr: 1.000e-02, eta: 8:27:14, time: 0.511, data_time: 0.001, memory: 7063, top1_acc: 0.4094, top5_acc: 0.6898, loss_cls: 2.4355, loss: 2.4355, grad_norm: 6.1251 2021-02-03 16:31:36,027 - mmaction - INFO - Epoch [8][380/1345] lr: 1.000e-02, eta: 8:27:02, time: 0.515, data_time: 0.001, memory: 7063, top1_acc: 0.4391, top5_acc: 0.7109, loss_cls: 2.3270, loss: 2.3270, grad_norm: 5.8889 2021-02-03 16:31:46,358 - mmaction - INFO - Epoch [8][400/1345] lr: 1.000e-02, eta: 8:26:49, time: 0.516, data_time: 0.000, memory: 7063, top1_acc: 0.4234, top5_acc: 0.7133, loss_cls: 2.3704, loss: 2.3704, grad_norm: 6.1687 2021-02-03 16:31:56,722 - mmaction - INFO - Epoch [8][420/1345] lr: 1.000e-02, eta: 8:26:38, time: 0.518, data_time: 0.001, memory: 7063, top1_acc: 0.3922, top5_acc: 0.6875, loss_cls: 2.4918, loss: 2.4918, grad_norm: 5.8444 2021-02-03 16:32:07,014 - mmaction - INFO - Epoch [8][440/1345] lr: 1.000e-02, eta: 8:26:25, time: 0.515, data_time: 0.001, memory: 7063, top1_acc: 0.4133, top5_acc: 0.7063, loss_cls: 2.3901, loss: 2.3901, grad_norm: 5.9906 2021-02-03 16:32:17,256 - mmaction - INFO - Epoch [8][460/1345] lr: 1.000e-02, eta: 8:26:13, time: 0.512, data_time: 0.000, memory: 7063, top1_acc: 0.4242, top5_acc: 0.6898, loss_cls: 2.4006, loss: 2.4006, grad_norm: 6.0757 2021-02-03 16:32:27,532 - mmaction - INFO - Epoch [8][480/1345] lr: 1.000e-02, eta: 8:26:00, time: 0.514, data_time: 0.001, memory: 7063, top1_acc: 0.4195, top5_acc: 0.6758, loss_cls: 2.4599, loss: 2.4599, grad_norm: 6.0492 2021-02-03 16:32:37,946 - mmaction - INFO - Epoch [8][500/1345] lr: 1.000e-02, eta: 8:25:49, time: 0.521, data_time: 0.000, memory: 7063, top1_acc: 0.4211, top5_acc: 0.6820, loss_cls: 2.4445, loss: 2.4445, grad_norm: 6.2467 2021-02-03 16:32:48,195 - mmaction - INFO - Epoch [8][520/1345] lr: 1.000e-02, eta: 8:25:36, time: 0.513, data_time: 0.001, memory: 7063, top1_acc: 0.4086, top5_acc: 0.6984, loss_cls: 2.4679, loss: 2.4679, grad_norm: 6.1204 2021-02-03 16:32:58,436 - mmaction - INFO - Epoch [8][540/1345] lr: 1.000e-02, eta: 8:25:24, time: 0.512, data_time: 0.000, memory: 7063, top1_acc: 0.3961, top5_acc: 0.6844, loss_cls: 2.4837, loss: 2.4837, grad_norm: 5.9725 2021-02-03 16:33:08,663 - mmaction - INFO - Epoch [8][560/1345] lr: 1.000e-02, eta: 8:25:11, time: 0.511, data_time: 0.001, memory: 7063, top1_acc: 0.4117, top5_acc: 0.7023, loss_cls: 2.4067, loss: 2.4067, grad_norm: 5.7805 2021-02-03 16:33:19,030 - mmaction - INFO - Epoch [8][580/1345] lr: 1.000e-02, eta: 8:24:59, time: 0.518, data_time: 0.000, memory: 7063, top1_acc: 0.4031, top5_acc: 0.6844, loss_cls: 2.4579, loss: 2.4579, grad_norm: 6.1297 2021-02-03 16:33:29,379 - mmaction - INFO - Epoch [8][600/1345] lr: 1.000e-02, eta: 8:24:47, time: 0.518, data_time: 0.001, memory: 7063, top1_acc: 0.4219, top5_acc: 0.6672, loss_cls: 2.4800, loss: 2.4800, grad_norm: 5.8089 2021-02-03 16:33:39,778 - mmaction - INFO - Epoch [8][620/1345] lr: 1.000e-02, eta: 8:24:36, time: 0.520, data_time: 0.000, memory: 7063, top1_acc: 0.4164, top5_acc: 0.7000, loss_cls: 2.4176, loss: 2.4176, grad_norm: 5.9400 2021-02-03 16:33:50,009 - mmaction - INFO - Epoch [8][640/1345] lr: 1.000e-02, eta: 8:24:23, time: 0.512, data_time: 0.001, memory: 7063, top1_acc: 0.4078, top5_acc: 0.6984, loss_cls: 2.4019, loss: 2.4019, grad_norm: 5.8737 2021-02-03 16:34:00,428 - mmaction - INFO - Epoch [8][660/1345] lr: 1.000e-02, eta: 8:24:11, time: 0.521, data_time: 0.000, memory: 7063, top1_acc: 0.4203, top5_acc: 0.7164, loss_cls: 2.3174, loss: 2.3174, grad_norm: 6.0660 2021-02-03 16:34:10,704 - mmaction - INFO - Epoch [8][680/1345] lr: 1.000e-02, eta: 8:23:59, time: 0.514, data_time: 0.000, memory: 7063, top1_acc: 0.4172, top5_acc: 0.7016, loss_cls: 2.4186, loss: 2.4186, grad_norm: 6.2326 2021-02-03 16:34:21,070 - mmaction - INFO - Epoch [8][700/1345] lr: 1.000e-02, eta: 8:23:47, time: 0.518, data_time: 0.001, memory: 7063, top1_acc: 0.4148, top5_acc: 0.6875, loss_cls: 2.4685, loss: 2.4685, grad_norm: 6.1625 2021-02-03 16:34:31,302 - mmaction - INFO - Epoch [8][720/1345] lr: 1.000e-02, eta: 8:23:35, time: 0.512, data_time: 0.001, memory: 7063, top1_acc: 0.3977, top5_acc: 0.6859, loss_cls: 2.4539, loss: 2.4539, grad_norm: 6.0443 2021-02-03 16:34:41,570 - mmaction - INFO - Epoch [8][740/1345] lr: 1.000e-02, eta: 8:23:22, time: 0.513, data_time: 0.000, memory: 7063, top1_acc: 0.3945, top5_acc: 0.6813, loss_cls: 2.5044, loss: 2.5044, grad_norm: 5.9235 2021-02-03 16:34:51,864 - mmaction - INFO - Epoch [8][760/1345] lr: 1.000e-02, eta: 8:23:10, time: 0.515, data_time: 0.000, memory: 7063, top1_acc: 0.4305, top5_acc: 0.6945, loss_cls: 2.3924, loss: 2.3924, grad_norm: 6.0956 2021-02-03 16:35:02,150 - mmaction - INFO - Epoch [8][780/1345] lr: 1.000e-02, eta: 8:22:58, time: 0.514, data_time: 0.000, memory: 7063, top1_acc: 0.4102, top5_acc: 0.7008, loss_cls: 2.4380, loss: 2.4380, grad_norm: 5.8288 2021-02-03 16:35:12,481 - mmaction - INFO - Epoch [8][800/1345] lr: 1.000e-02, eta: 8:22:46, time: 0.516, data_time: 0.001, memory: 7063, top1_acc: 0.4141, top5_acc: 0.6984, loss_cls: 2.3887, loss: 2.3887, grad_norm: 5.8172 2021-02-03 16:35:22,727 - mmaction - INFO - Epoch [8][820/1345] lr: 1.000e-02, eta: 8:22:34, time: 0.513, data_time: 0.001, memory: 7063, top1_acc: 0.4078, top5_acc: 0.7070, loss_cls: 2.4061, loss: 2.4061, grad_norm: 6.1223 2021-02-03 16:35:32,983 - mmaction - INFO - Epoch [8][840/1345] lr: 1.000e-02, eta: 8:22:21, time: 0.513, data_time: 0.000, memory: 7063, top1_acc: 0.3883, top5_acc: 0.6820, loss_cls: 2.5291, loss: 2.5291, grad_norm: 5.8555 2021-02-03 16:35:43,360 - mmaction - INFO - Epoch [8][860/1345] lr: 1.000e-02, eta: 8:22:10, time: 0.518, data_time: 0.001, memory: 7063, top1_acc: 0.4242, top5_acc: 0.7023, loss_cls: 2.3889, loss: 2.3889, grad_norm: 6.0466 2021-02-03 16:35:53,737 - mmaction - INFO - Epoch [8][880/1345] lr: 1.000e-02, eta: 8:21:58, time: 0.519, data_time: 0.001, memory: 7063, top1_acc: 0.4539, top5_acc: 0.7148, loss_cls: 2.2756, loss: 2.2756, grad_norm: 5.8852 2021-02-03 16:36:03,984 - mmaction - INFO - Epoch [8][900/1345] lr: 1.000e-02, eta: 8:21:45, time: 0.513, data_time: 0.001, memory: 7063, top1_acc: 0.4195, top5_acc: 0.6867, loss_cls: 2.4226, loss: 2.4226, grad_norm: 6.1677 2021-02-03 16:36:14,353 - mmaction - INFO - Epoch [8][920/1345] lr: 1.000e-02, eta: 8:21:34, time: 0.518, data_time: 0.001, memory: 7063, top1_acc: 0.4328, top5_acc: 0.6953, loss_cls: 2.3560, loss: 2.3560, grad_norm: 5.9424 2021-02-03 16:36:24,739 - mmaction - INFO - Epoch [8][940/1345] lr: 1.000e-02, eta: 8:21:22, time: 0.520, data_time: 0.001, memory: 7063, top1_acc: 0.4203, top5_acc: 0.7000, loss_cls: 2.4117, loss: 2.4117, grad_norm: 6.0753 2021-02-03 16:36:35,132 - mmaction - INFO - Epoch [8][960/1345] lr: 1.000e-02, eta: 8:21:11, time: 0.519, data_time: 0.000, memory: 7063, top1_acc: 0.4164, top5_acc: 0.7070, loss_cls: 2.4276, loss: 2.4276, grad_norm: 6.2322 2021-02-03 16:36:45,515 - mmaction - INFO - Epoch [8][980/1345] lr: 1.000e-02, eta: 8:20:59, time: 0.519, data_time: 0.001, memory: 7063, top1_acc: 0.4289, top5_acc: 0.7063, loss_cls: 2.3460, loss: 2.3460, grad_norm: 5.9961 2021-02-03 16:36:55,790 - mmaction - INFO - Epoch [8][1000/1345] lr: 1.000e-02, eta: 8:20:47, time: 0.514, data_time: 0.001, memory: 7063, top1_acc: 0.4102, top5_acc: 0.6742, loss_cls: 2.4160, loss: 2.4160, grad_norm: 6.2617 2021-02-03 16:37:06,118 - mmaction - INFO - Epoch [8][1020/1345] lr: 1.000e-02, eta: 8:20:35, time: 0.516, data_time: 0.000, memory: 7063, top1_acc: 0.4359, top5_acc: 0.7086, loss_cls: 2.3265, loss: 2.3265, grad_norm: 6.0978 2021-02-03 16:37:16,469 - mmaction - INFO - Epoch [8][1040/1345] lr: 1.000e-02, eta: 8:20:23, time: 0.517, data_time: 0.001, memory: 7063, top1_acc: 0.4211, top5_acc: 0.6844, loss_cls: 2.3937, loss: 2.3937, grad_norm: 6.0210 2021-02-03 16:37:26,812 - mmaction - INFO - Epoch [8][1060/1345] lr: 1.000e-02, eta: 8:20:11, time: 0.517, data_time: 0.001, memory: 7063, top1_acc: 0.4281, top5_acc: 0.6828, loss_cls: 2.4180, loss: 2.4180, grad_norm: 6.2280 2021-02-03 16:37:37,080 - mmaction - INFO - Epoch [8][1080/1345] lr: 1.000e-02, eta: 8:19:59, time: 0.514, data_time: 0.001, memory: 7063, top1_acc: 0.4328, top5_acc: 0.7086, loss_cls: 2.3752, loss: 2.3752, grad_norm: 6.1202 2021-02-03 16:37:47,399 - mmaction - INFO - Epoch [8][1100/1345] lr: 1.000e-02, eta: 8:19:47, time: 0.516, data_time: 0.000, memory: 7063, top1_acc: 0.4070, top5_acc: 0.7031, loss_cls: 2.4244, loss: 2.4244, grad_norm: 6.0851 2021-02-03 16:37:57,647 - mmaction - INFO - Epoch [8][1120/1345] lr: 1.000e-02, eta: 8:19:35, time: 0.512, data_time: 0.000, memory: 7063, top1_acc: 0.4305, top5_acc: 0.6953, loss_cls: 2.4008, loss: 2.4008, grad_norm: 5.6040 2021-02-03 16:38:07,958 - mmaction - INFO - Epoch [8][1140/1345] lr: 1.000e-02, eta: 8:19:23, time: 0.515, data_time: 0.001, memory: 7063, top1_acc: 0.4250, top5_acc: 0.7070, loss_cls: 2.3323, loss: 2.3323, grad_norm: 5.9171 2021-02-03 16:38:18,243 - mmaction - INFO - Epoch [8][1160/1345] lr: 1.000e-02, eta: 8:19:11, time: 0.514, data_time: 0.001, memory: 7063, top1_acc: 0.4156, top5_acc: 0.6883, loss_cls: 2.3989, loss: 2.3989, grad_norm: 5.8260 2021-02-03 16:38:28,577 - mmaction - INFO - Epoch [8][1180/1345] lr: 1.000e-02, eta: 8:18:59, time: 0.517, data_time: 0.001, memory: 7063, top1_acc: 0.4203, top5_acc: 0.6977, loss_cls: 2.4293, loss: 2.4293, grad_norm: 6.0880 2021-02-03 16:38:38,874 - mmaction - INFO - Epoch [8][1200/1345] lr: 1.000e-02, eta: 8:18:47, time: 0.515, data_time: 0.000, memory: 7063, top1_acc: 0.4320, top5_acc: 0.7117, loss_cls: 2.3343, loss: 2.3343, grad_norm: 6.0043 2021-02-03 16:38:49,202 - mmaction - INFO - Epoch [8][1220/1345] lr: 1.000e-02, eta: 8:18:35, time: 0.516, data_time: 0.001, memory: 7063, top1_acc: 0.4117, top5_acc: 0.6883, loss_cls: 2.4163, loss: 2.4163, grad_norm: 5.9127 2021-02-03 16:38:59,503 - mmaction - INFO - Epoch [8][1240/1345] lr: 1.000e-02, eta: 8:18:23, time: 0.515, data_time: 0.001, memory: 7063, top1_acc: 0.3789, top5_acc: 0.6797, loss_cls: 2.5231, loss: 2.5231, grad_norm: 6.0278 2021-02-03 16:39:09,935 - mmaction - INFO - Epoch [8][1260/1345] lr: 1.000e-02, eta: 8:18:12, time: 0.522, data_time: 0.000, memory: 7063, top1_acc: 0.4234, top5_acc: 0.6852, loss_cls: 2.4574, loss: 2.4574, grad_norm: 5.9117 2021-02-03 16:39:20,389 - mmaction - INFO - Epoch [8][1280/1345] lr: 1.000e-02, eta: 8:18:01, time: 0.523, data_time: 0.000, memory: 7063, top1_acc: 0.4359, top5_acc: 0.7109, loss_cls: 2.3353, loss: 2.3353, grad_norm: 5.9520 2021-02-03 16:39:30,626 - mmaction - INFO - Epoch [8][1300/1345] lr: 1.000e-02, eta: 8:17:48, time: 0.512, data_time: 0.001, memory: 7063, top1_acc: 0.4133, top5_acc: 0.6937, loss_cls: 2.4384, loss: 2.4384, grad_norm: 6.0469 2021-02-03 16:39:40,917 - mmaction - INFO - Epoch [8][1320/1345] lr: 1.000e-02, eta: 8:17:36, time: 0.515, data_time: 0.000, memory: 7063, top1_acc: 0.4305, top5_acc: 0.6867, loss_cls: 2.4263, loss: 2.4263, grad_norm: 5.7772 2021-02-03 16:39:51,238 - mmaction - INFO - Epoch [8][1340/1345] lr: 1.000e-02, eta: 8:17:24, time: 0.516, data_time: 0.000, memory: 7063, top1_acc: 0.4352, top5_acc: 0.7008, loss_cls: 2.3526, loss: 2.3526, grad_norm: 6.0287 2021-02-03 16:39:53,990 - mmaction - INFO - Saving checkpoint at 8 epochs 2021-02-03 16:40:33,243 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-02-03 16:40:33,411 - mmaction - INFO - top1_acc 0.2979 top5_acc 0.5917 2021-02-03 16:40:33,411 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-02-03 16:40:33,422 - mmaction - INFO - mean_acc 0.2740 2021-02-03 16:40:33,426 - mmaction - INFO - Epoch(val) [8][1345] top1_acc: 0.2979, top5_acc: 0.5917, mean_class_accuracy: 0.2740 2021-02-03 16:41:05,785 - mmaction - INFO - Epoch [9][20/1345] lr: 1.000e-02, eta: 8:18:51, time: 1.618, data_time: 1.081, memory: 7063, top1_acc: 0.3812, top5_acc: 0.6852, loss_cls: 2.5098, loss: 2.5098, grad_norm: 5.7751 2021-02-03 16:41:16,014 - mmaction - INFO - Epoch [9][40/1345] lr: 1.000e-02, eta: 8:18:39, time: 0.511, data_time: 0.003, memory: 7063, top1_acc: 0.4305, top5_acc: 0.7102, loss_cls: 2.3265, loss: 2.3265, grad_norm: 6.2131 2021-02-03 16:41:26,249 - mmaction - INFO - Epoch [9][60/1345] lr: 1.000e-02, eta: 8:18:26, time: 0.512, data_time: 0.000, memory: 7063, top1_acc: 0.4172, top5_acc: 0.7102, loss_cls: 2.3904, loss: 2.3904, grad_norm: 6.1174 2021-02-03 16:41:36,543 - mmaction - INFO - Epoch [9][80/1345] lr: 1.000e-02, eta: 8:18:14, time: 0.515, data_time: 0.000, memory: 7063, top1_acc: 0.4313, top5_acc: 0.7211, loss_cls: 2.2920, loss: 2.2920, grad_norm: 5.9758 2021-02-03 16:41:46,826 - mmaction - INFO - Epoch [9][100/1345] lr: 1.000e-02, eta: 8:18:02, time: 0.514, data_time: 0.000, memory: 7063, top1_acc: 0.4680, top5_acc: 0.7133, loss_cls: 2.2168, loss: 2.2168, grad_norm: 6.0484 2021-02-03 16:41:57,051 - mmaction - INFO - Epoch [9][120/1345] lr: 1.000e-02, eta: 8:17:49, time: 0.511, data_time: 0.000, memory: 7063, top1_acc: 0.4203, top5_acc: 0.6984, loss_cls: 2.4377, loss: 2.4377, grad_norm: 6.1755 2021-02-03 16:42:07,316 - mmaction - INFO - Epoch [9][140/1345] lr: 1.000e-02, eta: 8:17:37, time: 0.513, data_time: 0.000, memory: 7063, top1_acc: 0.4461, top5_acc: 0.7250, loss_cls: 2.2592, loss: 2.2592, grad_norm: 6.0603 2021-02-03 16:42:17,658 - mmaction - INFO - Epoch [9][160/1345] lr: 1.000e-02, eta: 8:17:25, time: 0.517, data_time: 0.000, memory: 7063, top1_acc: 0.4367, top5_acc: 0.7336, loss_cls: 2.2674, loss: 2.2674, grad_norm: 5.9607 2021-02-03 16:42:28,014 - mmaction - INFO - Epoch [9][180/1345] lr: 1.000e-02, eta: 8:17:13, time: 0.518, data_time: 0.000, memory: 7063, top1_acc: 0.4305, top5_acc: 0.7047, loss_cls: 2.3893, loss: 2.3893, grad_norm: 5.9263 2021-02-03 16:42:38,240 - mmaction - INFO - Epoch [9][200/1345] lr: 1.000e-02, eta: 8:17:01, time: 0.511, data_time: 0.001, memory: 7063, top1_acc: 0.4344, top5_acc: 0.7133, loss_cls: 2.3461, loss: 2.3461, grad_norm: 6.1826 2021-02-03 16:42:48,481 - mmaction - INFO - Epoch [9][220/1345] lr: 1.000e-02, eta: 8:16:48, time: 0.512, data_time: 0.001, memory: 7063, top1_acc: 0.4281, top5_acc: 0.7063, loss_cls: 2.3690, loss: 2.3690, grad_norm: 5.9278 2021-02-03 16:42:58,811 - mmaction - INFO - Epoch [9][240/1345] lr: 1.000e-02, eta: 8:16:37, time: 0.516, data_time: 0.000, memory: 7063, top1_acc: 0.4430, top5_acc: 0.7078, loss_cls: 2.2940, loss: 2.2940, grad_norm: 6.0250 2021-02-03 16:43:09,068 - mmaction - INFO - Epoch [9][260/1345] lr: 1.000e-02, eta: 8:16:24, time: 0.513, data_time: 0.000, memory: 7063, top1_acc: 0.4461, top5_acc: 0.7234, loss_cls: 2.3144, loss: 2.3144, grad_norm: 6.1886 2021-02-03 16:43:19,375 - mmaction - INFO - Epoch [9][280/1345] lr: 1.000e-02, eta: 8:16:12, time: 0.515, data_time: 0.000, memory: 7063, top1_acc: 0.4328, top5_acc: 0.7172, loss_cls: 2.2974, loss: 2.2974, grad_norm: 6.0550 2021-02-03 16:43:29,687 - mmaction - INFO - Epoch [9][300/1345] lr: 1.000e-02, eta: 8:16:00, time: 0.516, data_time: 0.000, memory: 7063, top1_acc: 0.4188, top5_acc: 0.7109, loss_cls: 2.3316, loss: 2.3316, grad_norm: 6.3824 2021-02-03 16:43:40,023 - mmaction - INFO - Epoch [9][320/1345] lr: 1.000e-02, eta: 8:15:48, time: 0.517, data_time: 0.001, memory: 7063, top1_acc: 0.4555, top5_acc: 0.7273, loss_cls: 2.2320, loss: 2.2320, grad_norm: 6.1385 2021-02-03 16:43:50,335 - mmaction - INFO - Epoch [9][340/1345] lr: 1.000e-02, eta: 8:15:36, time: 0.515, data_time: 0.001, memory: 7063, top1_acc: 0.4328, top5_acc: 0.7281, loss_cls: 2.2490, loss: 2.2490, grad_norm: 6.1848 2021-02-03 16:44:00,573 - mmaction - INFO - Epoch [9][360/1345] lr: 1.000e-02, eta: 8:15:24, time: 0.512, data_time: 0.001, memory: 7063, top1_acc: 0.4281, top5_acc: 0.7063, loss_cls: 2.3530, loss: 2.3530, grad_norm: 6.2176 2021-02-03 16:44:11,009 - mmaction - INFO - Epoch [9][380/1345] lr: 1.000e-02, eta: 8:15:12, time: 0.522, data_time: 0.001, memory: 7063, top1_acc: 0.4281, top5_acc: 0.6992, loss_cls: 2.3852, loss: 2.3852, grad_norm: 5.9018 2021-02-03 16:44:21,311 - mmaction - INFO - Epoch [9][400/1345] lr: 1.000e-02, eta: 8:15:00, time: 0.515, data_time: 0.000, memory: 7063, top1_acc: 0.4336, top5_acc: 0.7039, loss_cls: 2.3447, loss: 2.3447, grad_norm: 6.2054 2021-02-03 16:44:31,665 - mmaction - INFO - Epoch [9][420/1345] lr: 1.000e-02, eta: 8:14:49, time: 0.518, data_time: 0.000, memory: 7063, top1_acc: 0.4234, top5_acc: 0.6945, loss_cls: 2.3498, loss: 2.3498, grad_norm: 6.0547 2021-02-03 16:44:41,926 - mmaction - INFO - Epoch [9][440/1345] lr: 1.000e-02, eta: 8:14:36, time: 0.513, data_time: 0.000, memory: 7063, top1_acc: 0.4164, top5_acc: 0.6891, loss_cls: 2.4185, loss: 2.4185, grad_norm: 6.1073 2021-02-03 16:44:52,236 - mmaction - INFO - Epoch [9][460/1345] lr: 1.000e-02, eta: 8:14:24, time: 0.515, data_time: 0.000, memory: 7063, top1_acc: 0.4289, top5_acc: 0.7000, loss_cls: 2.3957, loss: 2.3957, grad_norm: 6.1607 2021-02-03 16:45:02,738 - mmaction - INFO - Epoch [9][480/1345] lr: 1.000e-02, eta: 8:14:13, time: 0.525, data_time: 0.001, memory: 7063, top1_acc: 0.4313, top5_acc: 0.7117, loss_cls: 2.3742, loss: 2.3742, grad_norm: 5.8439 2021-02-03 16:45:13,043 - mmaction - INFO - Epoch [9][500/1345] lr: 1.000e-02, eta: 8:14:01, time: 0.516, data_time: 0.001, memory: 7063, top1_acc: 0.4258, top5_acc: 0.7133, loss_cls: 2.2640, loss: 2.2640, grad_norm: 6.4330 2021-02-03 16:45:23,334 - mmaction - INFO - Epoch [9][520/1345] lr: 1.000e-02, eta: 8:13:49, time: 0.515, data_time: 0.000, memory: 7063, top1_acc: 0.4023, top5_acc: 0.6969, loss_cls: 2.3643, loss: 2.3643, grad_norm: 6.0384 2021-02-03 16:45:33,579 - mmaction - INFO - Epoch [9][540/1345] lr: 1.000e-02, eta: 8:13:37, time: 0.512, data_time: 0.000, memory: 7063, top1_acc: 0.4305, top5_acc: 0.7133, loss_cls: 2.3095, loss: 2.3095, grad_norm: 6.0637 2021-02-03 16:45:43,920 - mmaction - INFO - Epoch [9][560/1345] lr: 1.000e-02, eta: 8:13:25, time: 0.517, data_time: 0.001, memory: 7063, top1_acc: 0.4398, top5_acc: 0.7242, loss_cls: 2.3350, loss: 2.3350, grad_norm: 6.4792 2021-02-03 16:45:54,258 - mmaction - INFO - Epoch [9][580/1345] lr: 1.000e-02, eta: 8:13:13, time: 0.517, data_time: 0.000, memory: 7063, top1_acc: 0.4078, top5_acc: 0.6742, loss_cls: 2.4783, loss: 2.4783, grad_norm: 6.3299 2021-02-03 16:46:04,554 - mmaction - INFO - Epoch [9][600/1345] lr: 1.000e-02, eta: 8:13:01, time: 0.515, data_time: 0.001, memory: 7063, top1_acc: 0.4297, top5_acc: 0.7016, loss_cls: 2.3469, loss: 2.3469, grad_norm: 6.1236 2021-02-03 16:46:14,931 - mmaction - INFO - Epoch [9][620/1345] lr: 1.000e-02, eta: 8:12:50, time: 0.518, data_time: 0.000, memory: 7063, top1_acc: 0.4336, top5_acc: 0.7219, loss_cls: 2.3566, loss: 2.3566, grad_norm: 6.1201 2021-02-03 16:46:25,286 - mmaction - INFO - Epoch [9][640/1345] lr: 1.000e-02, eta: 8:12:38, time: 0.518, data_time: 0.001, memory: 7063, top1_acc: 0.4375, top5_acc: 0.7258, loss_cls: 2.3191, loss: 2.3191, grad_norm: 5.9703 2021-02-03 16:46:35,633 - mmaction - INFO - Epoch [9][660/1345] lr: 1.000e-02, eta: 8:12:26, time: 0.517, data_time: 0.001, memory: 7063, top1_acc: 0.4156, top5_acc: 0.7078, loss_cls: 2.2960, loss: 2.2960, grad_norm: 6.0639 2021-02-03 16:46:45,869 - mmaction - INFO - Epoch [9][680/1345] lr: 1.000e-02, eta: 8:12:14, time: 0.512, data_time: 0.001, memory: 7063, top1_acc: 0.4500, top5_acc: 0.7250, loss_cls: 2.2667, loss: 2.2667, grad_norm: 6.1380 2021-02-03 16:46:56,205 - mmaction - INFO - Epoch [9][700/1345] lr: 1.000e-02, eta: 8:12:02, time: 0.517, data_time: 0.001, memory: 7063, top1_acc: 0.4320, top5_acc: 0.7008, loss_cls: 2.3660, loss: 2.3660, grad_norm: 6.1722 2021-02-03 16:47:06,476 - mmaction - INFO - Epoch [9][720/1345] lr: 1.000e-02, eta: 8:11:50, time: 0.513, data_time: 0.001, memory: 7063, top1_acc: 0.4445, top5_acc: 0.7031, loss_cls: 2.3625, loss: 2.3625, grad_norm: 5.8034 2021-02-03 16:47:16,793 - mmaction - INFO - Epoch [9][740/1345] lr: 1.000e-02, eta: 8:11:38, time: 0.516, data_time: 0.001, memory: 7063, top1_acc: 0.4391, top5_acc: 0.7070, loss_cls: 2.3157, loss: 2.3157, grad_norm: 6.0131 2021-02-03 16:47:27,148 - mmaction - INFO - Epoch [9][760/1345] lr: 1.000e-02, eta: 8:11:27, time: 0.518, data_time: 0.001, memory: 7063, top1_acc: 0.4398, top5_acc: 0.7211, loss_cls: 2.2741, loss: 2.2741, grad_norm: 6.0184 2021-02-03 16:47:37,383 - mmaction - INFO - Epoch [9][780/1345] lr: 1.000e-02, eta: 8:11:14, time: 0.511, data_time: 0.000, memory: 7063, top1_acc: 0.4594, top5_acc: 0.7227, loss_cls: 2.2615, loss: 2.2615, grad_norm: 6.2832 2021-02-03 16:47:47,715 - mmaction - INFO - Epoch [9][800/1345] lr: 1.000e-02, eta: 8:11:03, time: 0.517, data_time: 0.001, memory: 7063, top1_acc: 0.4453, top5_acc: 0.7156, loss_cls: 2.3197, loss: 2.3197, grad_norm: 5.8526 2021-02-03 16:47:57,983 - mmaction - INFO - Epoch [9][820/1345] lr: 1.000e-02, eta: 8:10:50, time: 0.514, data_time: 0.001, memory: 7063, top1_acc: 0.4234, top5_acc: 0.7016, loss_cls: 2.3843, loss: 2.3843, grad_norm: 5.9572 2021-02-03 16:48:08,452 - mmaction - INFO - Epoch [9][840/1345] lr: 1.000e-02, eta: 8:10:39, time: 0.523, data_time: 0.000, memory: 7063, top1_acc: 0.4086, top5_acc: 0.7141, loss_cls: 2.3526, loss: 2.3526, grad_norm: 6.2315 2021-02-03 16:48:18,862 - mmaction - INFO - Epoch [9][860/1345] lr: 1.000e-02, eta: 8:10:28, time: 0.520, data_time: 0.001, memory: 7063, top1_acc: 0.4437, top5_acc: 0.7164, loss_cls: 2.3007, loss: 2.3007, grad_norm: 6.3139 2021-02-03 16:48:29,126 - mmaction - INFO - Epoch [9][880/1345] lr: 1.000e-02, eta: 8:10:16, time: 0.514, data_time: 0.001, memory: 7063, top1_acc: 0.4414, top5_acc: 0.6922, loss_cls: 2.3424, loss: 2.3424, grad_norm: 5.8826 2021-02-03 16:48:39,623 - mmaction - INFO - Epoch [9][900/1345] lr: 1.000e-02, eta: 8:10:05, time: 0.525, data_time: 0.000, memory: 7063, top1_acc: 0.4227, top5_acc: 0.7234, loss_cls: 2.3039, loss: 2.3039, grad_norm: 5.9755 2021-02-03 16:48:49,866 - mmaction - INFO - Epoch [9][920/1345] lr: 1.000e-02, eta: 8:09:53, time: 0.512, data_time: 0.000, memory: 7063, top1_acc: 0.4469, top5_acc: 0.7141, loss_cls: 2.2761, loss: 2.2761, grad_norm: 6.0488 2021-02-03 16:49:00,119 - mmaction - INFO - Epoch [9][940/1345] lr: 1.000e-02, eta: 8:09:41, time: 0.513, data_time: 0.000, memory: 7063, top1_acc: 0.4477, top5_acc: 0.7094, loss_cls: 2.3109, loss: 2.3109, grad_norm: 5.9470 2021-02-03 16:49:10,353 - mmaction - INFO - Epoch [9][960/1345] lr: 1.000e-02, eta: 8:09:28, time: 0.512, data_time: 0.001, memory: 7063, top1_acc: 0.4281, top5_acc: 0.6813, loss_cls: 2.3847, loss: 2.3847, grad_norm: 5.7203 2021-02-03 16:49:20,600 - mmaction - INFO - Epoch [9][980/1345] lr: 1.000e-02, eta: 8:09:16, time: 0.512, data_time: 0.000, memory: 7063, top1_acc: 0.4453, top5_acc: 0.7148, loss_cls: 2.3413, loss: 2.3413, grad_norm: 6.0426 2021-02-03 16:49:31,024 - mmaction - INFO - Epoch [9][1000/1345] lr: 1.000e-02, eta: 8:09:05, time: 0.521, data_time: 0.001, memory: 7063, top1_acc: 0.4484, top5_acc: 0.7063, loss_cls: 2.2764, loss: 2.2764, grad_norm: 5.9524 2021-02-03 16:49:41,306 - mmaction - INFO - Epoch [9][1020/1345] lr: 1.000e-02, eta: 8:08:53, time: 0.514, data_time: 0.000, memory: 7063, top1_acc: 0.4352, top5_acc: 0.7102, loss_cls: 2.3151, loss: 2.3151, grad_norm: 6.1651 2021-02-03 16:49:51,639 - mmaction - INFO - Epoch [9][1040/1345] lr: 1.000e-02, eta: 8:08:41, time: 0.517, data_time: 0.000, memory: 7063, top1_acc: 0.3930, top5_acc: 0.6875, loss_cls: 2.4642, loss: 2.4642, grad_norm: 6.0903 2021-02-03 16:50:02,013 - mmaction - INFO - Epoch [9][1060/1345] lr: 1.000e-02, eta: 8:08:30, time: 0.519, data_time: 0.001, memory: 7063, top1_acc: 0.4453, top5_acc: 0.7039, loss_cls: 2.3081, loss: 2.3081, grad_norm: 6.1987 2021-02-03 16:50:12,368 - mmaction - INFO - Epoch [9][1080/1345] lr: 1.000e-02, eta: 8:08:18, time: 0.518, data_time: 0.000, memory: 7063, top1_acc: 0.4492, top5_acc: 0.7258, loss_cls: 2.3166, loss: 2.3166, grad_norm: 6.1459 2021-02-03 16:50:22,778 - mmaction - INFO - Epoch [9][1100/1345] lr: 1.000e-02, eta: 8:08:07, time: 0.520, data_time: 0.000, memory: 7063, top1_acc: 0.4359, top5_acc: 0.7070, loss_cls: 2.3749, loss: 2.3749, grad_norm: 6.4098 2021-02-03 16:50:33,095 - mmaction - INFO - Epoch [9][1120/1345] lr: 1.000e-02, eta: 8:07:55, time: 0.516, data_time: 0.001, memory: 7063, top1_acc: 0.4117, top5_acc: 0.7016, loss_cls: 2.3952, loss: 2.3952, grad_norm: 5.9797 2021-02-03 16:50:43,370 - mmaction - INFO - Epoch [9][1140/1345] lr: 1.000e-02, eta: 8:07:43, time: 0.514, data_time: 0.000, memory: 7063, top1_acc: 0.4461, top5_acc: 0.7219, loss_cls: 2.2777, loss: 2.2777, grad_norm: 6.1254 2021-02-03 16:50:53,791 - mmaction - INFO - Epoch [9][1160/1345] lr: 1.000e-02, eta: 8:07:32, time: 0.521, data_time: 0.001, memory: 7063, top1_acc: 0.4234, top5_acc: 0.6906, loss_cls: 2.4016, loss: 2.4016, grad_norm: 6.0253 2021-02-03 16:51:04,091 - mmaction - INFO - Epoch [9][1180/1345] lr: 1.000e-02, eta: 8:07:20, time: 0.515, data_time: 0.001, memory: 7063, top1_acc: 0.4289, top5_acc: 0.7031, loss_cls: 2.3435, loss: 2.3435, grad_norm: 6.1695 2021-02-03 16:51:14,501 - mmaction - INFO - Epoch [9][1200/1345] lr: 1.000e-02, eta: 8:07:09, time: 0.520, data_time: 0.000, memory: 7063, top1_acc: 0.3992, top5_acc: 0.6805, loss_cls: 2.4754, loss: 2.4754, grad_norm: 6.0510 2021-02-03 16:51:24,904 - mmaction - INFO - Epoch [9][1220/1345] lr: 1.000e-02, eta: 8:06:57, time: 0.520, data_time: 0.001, memory: 7063, top1_acc: 0.4328, top5_acc: 0.7195, loss_cls: 2.2906, loss: 2.2906, grad_norm: 5.8941 2021-02-03 16:51:35,301 - mmaction - INFO - Epoch [9][1240/1345] lr: 1.000e-02, eta: 8:06:46, time: 0.520, data_time: 0.000, memory: 7063, top1_acc: 0.4398, top5_acc: 0.7117, loss_cls: 2.3474, loss: 2.3474, grad_norm: 6.0912 2021-02-03 16:51:45,617 - mmaction - INFO - Epoch [9][1260/1345] lr: 1.000e-02, eta: 8:06:34, time: 0.516, data_time: 0.000, memory: 7063, top1_acc: 0.4398, top5_acc: 0.6961, loss_cls: 2.4311, loss: 2.4311, grad_norm: 5.9642 2021-02-03 16:51:55,917 - mmaction - INFO - Epoch [9][1280/1345] lr: 1.000e-02, eta: 8:06:22, time: 0.515, data_time: 0.000, memory: 7063, top1_acc: 0.4195, top5_acc: 0.6891, loss_cls: 2.3950, loss: 2.3950, grad_norm: 5.9388 2021-02-03 16:52:06,305 - mmaction - INFO - Epoch [9][1300/1345] lr: 1.000e-02, eta: 8:06:11, time: 0.520, data_time: 0.001, memory: 7063, top1_acc: 0.4406, top5_acc: 0.7391, loss_cls: 2.2648, loss: 2.2648, grad_norm: 5.9138 2021-02-03 16:52:16,656 - mmaction - INFO - Epoch [9][1320/1345] lr: 1.000e-02, eta: 8:05:59, time: 0.518, data_time: 0.001, memory: 7063, top1_acc: 0.4453, top5_acc: 0.7164, loss_cls: 2.2639, loss: 2.2639, grad_norm: 6.0685 2021-02-03 16:52:26,964 - mmaction - INFO - Epoch [9][1340/1345] lr: 1.000e-02, eta: 8:05:48, time: 0.515, data_time: 0.000, memory: 7063, top1_acc: 0.4273, top5_acc: 0.7023, loss_cls: 2.3647, loss: 2.3647, grad_norm: 6.1996 2021-02-03 16:52:29,917 - mmaction - INFO - Saving checkpoint at 9 epochs 2021-02-03 16:52:55,865 - mmaction - INFO - Epoch [10][20/1345] lr: 1.000e-02, eta: 8:06:26, time: 1.230, data_time: 0.723, memory: 7063, top1_acc: 0.4172, top5_acc: 0.6797, loss_cls: 2.3962, loss: 2.3962, grad_norm: 5.6777 2021-02-03 16:53:06,094 - mmaction - INFO - Epoch [10][40/1345] lr: 1.000e-02, eta: 8:06:14, time: 0.512, data_time: 0.001, memory: 7063, top1_acc: 0.4266, top5_acc: 0.7016, loss_cls: 2.3281, loss: 2.3281, grad_norm: 6.0881 2021-02-03 16:53:16,325 - mmaction - INFO - Epoch [10][60/1345] lr: 1.000e-02, eta: 8:06:02, time: 0.512, data_time: 0.001, memory: 7063, top1_acc: 0.4586, top5_acc: 0.7273, loss_cls: 2.2492, loss: 2.2492, grad_norm: 6.0267 2021-02-03 16:53:26,576 - mmaction - INFO - Epoch [10][80/1345] lr: 1.000e-02, eta: 8:05:50, time: 0.512, data_time: 0.000, memory: 7063, top1_acc: 0.4352, top5_acc: 0.7047, loss_cls: 2.3266, loss: 2.3266, grad_norm: 6.2414 2021-02-03 16:53:36,811 - mmaction - INFO - Epoch [10][100/1345] lr: 1.000e-02, eta: 8:05:37, time: 0.512, data_time: 0.001, memory: 7063, top1_acc: 0.4555, top5_acc: 0.7352, loss_cls: 2.2156, loss: 2.2156, grad_norm: 6.0753 2021-02-03 16:53:47,046 - mmaction - INFO - Epoch [10][120/1345] lr: 1.000e-02, eta: 8:05:25, time: 0.512, data_time: 0.000, memory: 7063, top1_acc: 0.4445, top5_acc: 0.7250, loss_cls: 2.2521, loss: 2.2521, grad_norm: 6.2106 2021-02-03 16:53:57,352 - mmaction - INFO - Epoch [10][140/1345] lr: 1.000e-02, eta: 8:05:13, time: 0.515, data_time: 0.001, memory: 7063, top1_acc: 0.4250, top5_acc: 0.7203, loss_cls: 2.3006, loss: 2.3006, grad_norm: 6.0430 2021-02-03 16:54:07,744 - mmaction - INFO - Epoch [10][160/1345] lr: 1.000e-02, eta: 8:05:02, time: 0.520, data_time: 0.000, memory: 7063, top1_acc: 0.4508, top5_acc: 0.7234, loss_cls: 2.2494, loss: 2.2494, grad_norm: 6.0688 2021-02-03 16:54:17,990 - mmaction - INFO - Epoch [10][180/1345] lr: 1.000e-02, eta: 8:04:50, time: 0.512, data_time: 0.000, memory: 7063, top1_acc: 0.4617, top5_acc: 0.7195, loss_cls: 2.2441, loss: 2.2441, grad_norm: 5.8519 2021-02-03 16:54:28,334 - mmaction - INFO - Epoch [10][200/1345] lr: 1.000e-02, eta: 8:04:38, time: 0.517, data_time: 0.000, memory: 7063, top1_acc: 0.4484, top5_acc: 0.7367, loss_cls: 2.2551, loss: 2.2551, grad_norm: 6.0327 2021-02-03 16:54:38,750 - mmaction - INFO - Epoch [10][220/1345] lr: 1.000e-02, eta: 8:04:27, time: 0.521, data_time: 0.000, memory: 7063, top1_acc: 0.4492, top5_acc: 0.7180, loss_cls: 2.2833, loss: 2.2833, grad_norm: 5.8170 2021-02-03 16:54:49,090 - mmaction - INFO - Epoch [10][240/1345] lr: 1.000e-02, eta: 8:04:15, time: 0.517, data_time: 0.000, memory: 7063, top1_acc: 0.4516, top5_acc: 0.7320, loss_cls: 2.2099, loss: 2.2099, grad_norm: 6.1070 2021-02-03 16:54:59,433 - mmaction - INFO - Epoch [10][260/1345] lr: 1.000e-02, eta: 8:04:03, time: 0.517, data_time: 0.001, memory: 7063, top1_acc: 0.4664, top5_acc: 0.7211, loss_cls: 2.2433, loss: 2.2433, grad_norm: 6.0854 2021-02-03 16:55:09,894 - mmaction - INFO - Epoch [10][280/1345] lr: 1.000e-02, eta: 8:03:52, time: 0.523, data_time: 0.000, memory: 7063, top1_acc: 0.4359, top5_acc: 0.7320, loss_cls: 2.2644, loss: 2.2644, grad_norm: 6.0965 2021-02-03 16:55:20,172 - mmaction - INFO - Epoch [10][300/1345] lr: 1.000e-02, eta: 8:03:40, time: 0.514, data_time: 0.001, memory: 7063, top1_acc: 0.4266, top5_acc: 0.6945, loss_cls: 2.4013, loss: 2.4013, grad_norm: 6.2784 2021-02-03 16:55:30,507 - mmaction - INFO - Epoch [10][320/1345] lr: 1.000e-02, eta: 8:03:29, time: 0.517, data_time: 0.000, memory: 7063, top1_acc: 0.4320, top5_acc: 0.7125, loss_cls: 2.3355, loss: 2.3355, grad_norm: 6.1830 2021-02-03 16:55:40,842 - mmaction - INFO - Epoch [10][340/1345] lr: 1.000e-02, eta: 8:03:17, time: 0.517, data_time: 0.000, memory: 7063, top1_acc: 0.4562, top5_acc: 0.7195, loss_cls: 2.2681, loss: 2.2681, grad_norm: 6.0280 2021-02-03 16:55:51,207 - mmaction - INFO - Epoch [10][360/1345] lr: 1.000e-02, eta: 8:03:06, time: 0.518, data_time: 0.000, memory: 7063, top1_acc: 0.4422, top5_acc: 0.7008, loss_cls: 2.3520, loss: 2.3520, grad_norm: 6.1932 2021-02-03 16:56:01,560 - mmaction - INFO - Epoch [10][380/1345] lr: 1.000e-02, eta: 8:02:54, time: 0.517, data_time: 0.001, memory: 7063, top1_acc: 0.4547, top5_acc: 0.7344, loss_cls: 2.2100, loss: 2.2100, grad_norm: 6.0002 2021-02-03 16:56:11,855 - mmaction - INFO - Epoch [10][400/1345] lr: 1.000e-02, eta: 8:02:42, time: 0.515, data_time: 0.001, memory: 7063, top1_acc: 0.4547, top5_acc: 0.7266, loss_cls: 2.2591, loss: 2.2591, grad_norm: 6.1991 2021-02-03 16:56:22,193 - mmaction - INFO - Epoch [10][420/1345] lr: 1.000e-02, eta: 8:02:30, time: 0.517, data_time: 0.000, memory: 7063, top1_acc: 0.4344, top5_acc: 0.7063, loss_cls: 2.3144, loss: 2.3144, grad_norm: 6.2705 2021-02-03 16:56:32,625 - mmaction - INFO - Epoch [10][440/1345] lr: 1.000e-02, eta: 8:02:19, time: 0.522, data_time: 0.000, memory: 7063, top1_acc: 0.4664, top5_acc: 0.7344, loss_cls: 2.2075, loss: 2.2075, grad_norm: 6.0797 2021-02-03 16:56:42,892 - mmaction - INFO - Epoch [10][460/1345] lr: 1.000e-02, eta: 8:02:07, time: 0.513, data_time: 0.000, memory: 7063, top1_acc: 0.4328, top5_acc: 0.7281, loss_cls: 2.2728, loss: 2.2728, grad_norm: 6.1924 2021-02-03 16:56:53,301 - mmaction - INFO - Epoch [10][480/1345] lr: 1.000e-02, eta: 8:01:56, time: 0.521, data_time: 0.001, memory: 7063, top1_acc: 0.4250, top5_acc: 0.7047, loss_cls: 2.3833, loss: 2.3833, grad_norm: 6.1754 2021-02-03 16:57:03,671 - mmaction - INFO - Epoch [10][500/1345] lr: 1.000e-02, eta: 8:01:44, time: 0.518, data_time: 0.001, memory: 7063, top1_acc: 0.4570, top5_acc: 0.7195, loss_cls: 2.2502, loss: 2.2502, grad_norm: 6.1697 2021-02-03 16:57:14,048 - mmaction - INFO - Epoch [10][520/1345] lr: 1.000e-02, eta: 8:01:33, time: 0.519, data_time: 0.001, memory: 7063, top1_acc: 0.4437, top5_acc: 0.6984, loss_cls: 2.3764, loss: 2.3764, grad_norm: 6.1075 2021-02-03 16:57:24,361 - mmaction - INFO - Epoch [10][540/1345] lr: 1.000e-02, eta: 8:01:21, time: 0.516, data_time: 0.001, memory: 7063, top1_acc: 0.4336, top5_acc: 0.7000, loss_cls: 2.3727, loss: 2.3727, grad_norm: 5.9916 2021-02-03 16:57:34,616 - mmaction - INFO - Epoch [10][560/1345] lr: 1.000e-02, eta: 8:01:09, time: 0.513, data_time: 0.001, memory: 7063, top1_acc: 0.4148, top5_acc: 0.7070, loss_cls: 2.3772, loss: 2.3772, grad_norm: 6.0743 2021-02-03 16:57:45,080 - mmaction - INFO - Epoch [10][580/1345] lr: 1.000e-02, eta: 8:00:58, time: 0.523, data_time: 0.001, memory: 7063, top1_acc: 0.4219, top5_acc: 0.7047, loss_cls: 2.3612, loss: 2.3612, grad_norm: 6.3822 2021-02-03 16:57:55,501 - mmaction - INFO - Epoch [10][600/1345] lr: 1.000e-02, eta: 8:00:47, time: 0.521, data_time: 0.001, memory: 7063, top1_acc: 0.4500, top5_acc: 0.7297, loss_cls: 2.2414, loss: 2.2414, grad_norm: 5.9374 2021-02-03 16:58:05,850 - mmaction - INFO - Epoch [10][620/1345] lr: 1.000e-02, eta: 8:00:35, time: 0.517, data_time: 0.000, memory: 7063, top1_acc: 0.4375, top5_acc: 0.7102, loss_cls: 2.3795, loss: 2.3795, grad_norm: 6.0701 2021-02-03 16:58:16,313 - mmaction - INFO - Epoch [10][640/1345] lr: 1.000e-02, eta: 8:00:24, time: 0.523, data_time: 0.001, memory: 7063, top1_acc: 0.4266, top5_acc: 0.7234, loss_cls: 2.2923, loss: 2.2923, grad_norm: 6.2430 2021-02-03 16:58:26,650 - mmaction - INFO - Epoch [10][660/1345] lr: 1.000e-02, eta: 8:00:13, time: 0.517, data_time: 0.001, memory: 7063, top1_acc: 0.4289, top5_acc: 0.7102, loss_cls: 2.3391, loss: 2.3391, grad_norm: 6.2263 2021-02-03 16:58:37,127 - mmaction - INFO - Epoch [10][680/1345] lr: 1.000e-02, eta: 8:00:02, time: 0.524, data_time: 0.001, memory: 7063, top1_acc: 0.4500, top5_acc: 0.7180, loss_cls: 2.2899, loss: 2.2899, grad_norm: 6.1506 2021-02-03 16:58:47,406 - mmaction - INFO - Epoch [10][700/1345] lr: 1.000e-02, eta: 7:59:50, time: 0.514, data_time: 0.000, memory: 7063, top1_acc: 0.4180, top5_acc: 0.7117, loss_cls: 2.3383, loss: 2.3383, grad_norm: 6.1697 2021-02-03 16:58:57,763 - mmaction - INFO - Epoch [10][720/1345] lr: 1.000e-02, eta: 7:59:38, time: 0.518, data_time: 0.001, memory: 7063, top1_acc: 0.4445, top5_acc: 0.7164, loss_cls: 2.3217, loss: 2.3217, grad_norm: 5.9142 2021-02-03 16:59:08,163 - mmaction - INFO - Epoch [10][740/1345] lr: 1.000e-02, eta: 7:59:27, time: 0.520, data_time: 0.000, memory: 7063, top1_acc: 0.4117, top5_acc: 0.6813, loss_cls: 2.4017, loss: 2.4017, grad_norm: 6.1104 2021-02-03 16:59:18,469 - mmaction - INFO - Epoch [10][760/1345] lr: 1.000e-02, eta: 7:59:15, time: 0.515, data_time: 0.000, memory: 7063, top1_acc: 0.4352, top5_acc: 0.7258, loss_cls: 2.2929, loss: 2.2929, grad_norm: 6.2713 2021-02-03 16:59:28,885 - mmaction - INFO - Epoch [10][780/1345] lr: 1.000e-02, eta: 7:59:04, time: 0.521, data_time: 0.000, memory: 7063, top1_acc: 0.4180, top5_acc: 0.6906, loss_cls: 2.4032, loss: 2.4032, grad_norm: 6.2947 2021-02-03 16:59:39,244 - mmaction - INFO - Epoch [10][800/1345] lr: 1.000e-02, eta: 7:58:53, time: 0.518, data_time: 0.000, memory: 7063, top1_acc: 0.4219, top5_acc: 0.6906, loss_cls: 2.3472, loss: 2.3472, grad_norm: 5.9121 2021-02-03 16:59:49,691 - mmaction - INFO - Epoch [10][820/1345] lr: 1.000e-02, eta: 7:58:42, time: 0.522, data_time: 0.001, memory: 7063, top1_acc: 0.4531, top5_acc: 0.7195, loss_cls: 2.2671, loss: 2.2671, grad_norm: 5.6585 2021-02-03 17:00:00,062 - mmaction - INFO - Epoch [10][840/1345] lr: 1.000e-02, eta: 7:58:30, time: 0.518, data_time: 0.001, memory: 7063, top1_acc: 0.4586, top5_acc: 0.7164, loss_cls: 2.2679, loss: 2.2679, grad_norm: 5.9331 2021-02-03 17:00:10,444 - mmaction - INFO - Epoch [10][860/1345] lr: 1.000e-02, eta: 7:58:19, time: 0.519, data_time: 0.001, memory: 7063, top1_acc: 0.4586, top5_acc: 0.7102, loss_cls: 2.2539, loss: 2.2539, grad_norm: 6.2379 2021-02-03 17:00:20,850 - mmaction - INFO - Epoch [10][880/1345] lr: 1.000e-02, eta: 7:58:07, time: 0.520, data_time: 0.000, memory: 7063, top1_acc: 0.4461, top5_acc: 0.7164, loss_cls: 2.3344, loss: 2.3344, grad_norm: 5.9657 2021-02-03 17:00:31,162 - mmaction - INFO - Epoch [10][900/1345] lr: 1.000e-02, eta: 7:57:56, time: 0.516, data_time: 0.000, memory: 7063, top1_acc: 0.4375, top5_acc: 0.7094, loss_cls: 2.3042, loss: 2.3042, grad_norm: 6.2175 2021-02-03 17:00:41,470 - mmaction - INFO - Epoch [10][920/1345] lr: 1.000e-02, eta: 7:57:44, time: 0.515, data_time: 0.000, memory: 7063, top1_acc: 0.4352, top5_acc: 0.7094, loss_cls: 2.2825, loss: 2.2825, grad_norm: 5.9468 2021-02-03 17:00:51,798 - mmaction - INFO - Epoch [10][940/1345] lr: 1.000e-02, eta: 7:57:33, time: 0.516, data_time: 0.000, memory: 7063, top1_acc: 0.4445, top5_acc: 0.7219, loss_cls: 2.2169, loss: 2.2169, grad_norm: 5.9671 2021-02-03 17:01:02,150 - mmaction - INFO - Epoch [10][960/1345] lr: 1.000e-02, eta: 7:57:21, time: 0.518, data_time: 0.001, memory: 7063, top1_acc: 0.4313, top5_acc: 0.7086, loss_cls: 2.3330, loss: 2.3330, grad_norm: 6.0690 2021-02-03 17:01:12,561 - mmaction - INFO - Epoch [10][980/1345] lr: 1.000e-02, eta: 7:57:10, time: 0.521, data_time: 0.001, memory: 7063, top1_acc: 0.4828, top5_acc: 0.7461, loss_cls: 2.0576, loss: 2.0576, grad_norm: 5.8814 2021-02-03 17:01:23,030 - mmaction - INFO - Epoch [10][1000/1345] lr: 1.000e-02, eta: 7:56:59, time: 0.523, data_time: 0.000, memory: 7063, top1_acc: 0.4422, top5_acc: 0.7273, loss_cls: 2.2871, loss: 2.2871, grad_norm: 6.0896 2021-02-03 17:01:33,339 - mmaction - INFO - Epoch [10][1020/1345] lr: 1.000e-02, eta: 7:56:47, time: 0.515, data_time: 0.001, memory: 7063, top1_acc: 0.4508, top5_acc: 0.7414, loss_cls: 2.2345, loss: 2.2345, grad_norm: 6.1669 2021-02-03 17:01:43,642 - mmaction - INFO - Epoch [10][1040/1345] lr: 1.000e-02, eta: 7:56:35, time: 0.515, data_time: 0.000, memory: 7063, top1_acc: 0.4313, top5_acc: 0.7031, loss_cls: 2.3576, loss: 2.3576, grad_norm: 6.0326 2021-02-03 17:01:54,068 - mmaction - INFO - Epoch [10][1060/1345] lr: 1.000e-02, eta: 7:56:24, time: 0.521, data_time: 0.001, memory: 7063, top1_acc: 0.4656, top5_acc: 0.7227, loss_cls: 2.2459, loss: 2.2459, grad_norm: 6.2439 2021-02-03 17:02:04,412 - mmaction - INFO - Epoch [10][1080/1345] lr: 1.000e-02, eta: 7:56:13, time: 0.517, data_time: 0.001, memory: 7063, top1_acc: 0.4422, top5_acc: 0.7188, loss_cls: 2.3469, loss: 2.3469, grad_norm: 6.2681 2021-02-03 17:02:14,837 - mmaction - INFO - Epoch [10][1100/1345] lr: 1.000e-02, eta: 7:56:02, time: 0.522, data_time: 0.001, memory: 7063, top1_acc: 0.4445, top5_acc: 0.7227, loss_cls: 2.2986, loss: 2.2986, grad_norm: 6.1771 2021-02-03 17:02:25,145 - mmaction - INFO - Epoch [10][1120/1345] lr: 1.000e-02, eta: 7:55:50, time: 0.515, data_time: 0.000, memory: 7063, top1_acc: 0.4539, top5_acc: 0.7211, loss_cls: 2.2687, loss: 2.2687, grad_norm: 5.8672 2021-02-03 17:02:35,454 - mmaction - INFO - Epoch [10][1140/1345] lr: 1.000e-02, eta: 7:55:38, time: 0.515, data_time: 0.000, memory: 7063, top1_acc: 0.4188, top5_acc: 0.7109, loss_cls: 2.3467, loss: 2.3467, grad_norm: 6.1967 2021-02-03 17:02:45,830 - mmaction - INFO - Epoch [10][1160/1345] lr: 1.000e-02, eta: 7:55:27, time: 0.519, data_time: 0.001, memory: 7063, top1_acc: 0.4461, top5_acc: 0.7297, loss_cls: 2.2536, loss: 2.2536, grad_norm: 6.1275 2021-02-03 17:02:56,228 - mmaction - INFO - Epoch [10][1180/1345] lr: 1.000e-02, eta: 7:55:16, time: 0.520, data_time: 0.001, memory: 7063, top1_acc: 0.4516, top5_acc: 0.7305, loss_cls: 2.2548, loss: 2.2548, grad_norm: 6.1079 2021-02-03 17:03:06,473 - mmaction - INFO - Epoch [10][1200/1345] lr: 1.000e-02, eta: 7:55:04, time: 0.512, data_time: 0.001, memory: 7063, top1_acc: 0.4680, top5_acc: 0.7250, loss_cls: 2.2193, loss: 2.2193, grad_norm: 6.3530 2021-02-03 17:03:16,719 - mmaction - INFO - Epoch [10][1220/1345] lr: 1.000e-02, eta: 7:54:52, time: 0.512, data_time: 0.000, memory: 7063, top1_acc: 0.4531, top5_acc: 0.7273, loss_cls: 2.2201, loss: 2.2201, grad_norm: 6.0439 2021-02-03 17:03:27,061 - mmaction - INFO - Epoch [10][1240/1345] lr: 1.000e-02, eta: 7:54:41, time: 0.518, data_time: 0.001, memory: 7063, top1_acc: 0.4461, top5_acc: 0.7305, loss_cls: 2.2263, loss: 2.2263, grad_norm: 6.0328 2021-02-03 17:03:37,416 - mmaction - INFO - Epoch [10][1260/1345] lr: 1.000e-02, eta: 7:54:29, time: 0.518, data_time: 0.001, memory: 7063, top1_acc: 0.4531, top5_acc: 0.7344, loss_cls: 2.2349, loss: 2.2349, grad_norm: 6.2683 2021-02-03 17:03:47,811 - mmaction - INFO - Epoch [10][1280/1345] lr: 1.000e-02, eta: 7:54:18, time: 0.520, data_time: 0.000, memory: 7063, top1_acc: 0.4305, top5_acc: 0.7023, loss_cls: 2.3594, loss: 2.3594, grad_norm: 6.1657 2021-02-03 17:03:58,073 - mmaction - INFO - Epoch [10][1300/1345] lr: 1.000e-02, eta: 7:54:06, time: 0.513, data_time: 0.000, memory: 7063, top1_acc: 0.4742, top5_acc: 0.7234, loss_cls: 2.2255, loss: 2.2255, grad_norm: 6.0100 2021-02-03 17:04:08,417 - mmaction - INFO - Epoch [10][1320/1345] lr: 1.000e-02, eta: 7:53:55, time: 0.517, data_time: 0.001, memory: 7063, top1_acc: 0.4570, top5_acc: 0.7398, loss_cls: 2.2023, loss: 2.2023, grad_norm: 6.3798 2021-02-03 17:04:18,789 - mmaction - INFO - Epoch [10][1340/1345] lr: 1.000e-02, eta: 7:53:43, time: 0.519, data_time: 0.001, memory: 7063, top1_acc: 0.4406, top5_acc: 0.7000, loss_cls: 2.3044, loss: 2.3044, grad_norm: 6.3938 2021-02-03 17:04:21,581 - mmaction - INFO - Saving checkpoint at 10 epochs 2021-02-03 17:05:01,327 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-02-03 17:05:01,811 - mmaction - INFO - top1_acc 0.3262 top5_acc 0.6235 2021-02-03 17:05:01,812 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-02-03 17:05:01,884 - mmaction - INFO - mean_acc 0.2900 2021-02-03 17:05:01,959 - mmaction - INFO - Epoch(val) [10][1345] top1_acc: 0.3262, top5_acc: 0.6235, mean_class_accuracy: 0.2900 2021-02-03 17:05:36,314 - mmaction - INFO - Epoch [11][20/1345] lr: 1.000e-02, eta: 7:54:54, time: 1.717, data_time: 1.194, memory: 7063, top1_acc: 0.4594, top5_acc: 0.7234, loss_cls: 2.2598, loss: 2.2598, grad_norm: 6.1967 2021-02-03 17:05:46,619 - mmaction - INFO - Epoch [11][40/1345] lr: 1.000e-02, eta: 7:54:43, time: 0.515, data_time: 0.005, memory: 7063, top1_acc: 0.4633, top5_acc: 0.7211, loss_cls: 2.2543, loss: 2.2543, grad_norm: 6.2102 2021-02-03 17:05:56,819 - mmaction - INFO - Epoch [11][60/1345] lr: 1.000e-02, eta: 7:54:31, time: 0.510, data_time: 0.001, memory: 7063, top1_acc: 0.4273, top5_acc: 0.7188, loss_cls: 2.3096, loss: 2.3096, grad_norm: 6.3712 2021-02-03 17:06:07,009 - mmaction - INFO - Epoch [11][80/1345] lr: 1.000e-02, eta: 7:54:18, time: 0.510, data_time: 0.001, memory: 7063, top1_acc: 0.4539, top5_acc: 0.7172, loss_cls: 2.2421, loss: 2.2421, grad_norm: 6.3557 2021-02-03 17:06:17,227 - mmaction - INFO - Epoch [11][100/1345] lr: 1.000e-02, eta: 7:54:06, time: 0.511, data_time: 0.001, memory: 7063, top1_acc: 0.4578, top5_acc: 0.7281, loss_cls: 2.2319, loss: 2.2319, grad_norm: 5.9190 2021-02-03 17:06:27,593 - mmaction - INFO - Epoch [11][120/1345] lr: 1.000e-02, eta: 7:53:55, time: 0.518, data_time: 0.000, memory: 7063, top1_acc: 0.4297, top5_acc: 0.7195, loss_cls: 2.3260, loss: 2.3260, grad_norm: 6.2041 2021-02-03 17:06:37,887 - mmaction - INFO - Epoch [11][140/1345] lr: 1.000e-02, eta: 7:53:43, time: 0.514, data_time: 0.001, memory: 7063, top1_acc: 0.4805, top5_acc: 0.7320, loss_cls: 2.1815, loss: 2.1815, grad_norm: 6.0799 2021-02-03 17:06:48,167 - mmaction - INFO - Epoch [11][160/1345] lr: 1.000e-02, eta: 7:53:31, time: 0.514, data_time: 0.001, memory: 7063, top1_acc: 0.4625, top5_acc: 0.7258, loss_cls: 2.2019, loss: 2.2019, grad_norm: 6.2648 2021-02-03 17:06:58,518 - mmaction - INFO - Epoch [11][180/1345] lr: 1.000e-02, eta: 7:53:20, time: 0.518, data_time: 0.001, memory: 7063, top1_acc: 0.4688, top5_acc: 0.7367, loss_cls: 2.1764, loss: 2.1764, grad_norm: 6.2825 2021-02-03 17:07:08,755 - mmaction - INFO - Epoch [11][200/1345] lr: 1.000e-02, eta: 7:53:08, time: 0.511, data_time: 0.000, memory: 7063, top1_acc: 0.4734, top5_acc: 0.7492, loss_cls: 2.1686, loss: 2.1686, grad_norm: 6.3815 2021-02-03 17:07:18,993 - mmaction - INFO - Epoch [11][220/1345] lr: 1.000e-02, eta: 7:52:56, time: 0.512, data_time: 0.001, memory: 7063, top1_acc: 0.4758, top5_acc: 0.7523, loss_cls: 2.1515, loss: 2.1515, grad_norm: 6.2784 2021-02-03 17:07:29,240 - mmaction - INFO - Epoch [11][240/1345] lr: 1.000e-02, eta: 7:52:44, time: 0.513, data_time: 0.001, memory: 7063, top1_acc: 0.4406, top5_acc: 0.7367, loss_cls: 2.2678, loss: 2.2678, grad_norm: 6.1711 2021-02-03 17:07:39,481 - mmaction - INFO - Epoch [11][260/1345] lr: 1.000e-02, eta: 7:52:32, time: 0.512, data_time: 0.000, memory: 7063, top1_acc: 0.4516, top5_acc: 0.7406, loss_cls: 2.1931, loss: 2.1931, grad_norm: 6.2552 2021-02-03 17:07:49,730 - mmaction - INFO - Epoch [11][280/1345] lr: 1.000e-02, eta: 7:52:20, time: 0.513, data_time: 0.001, memory: 7063, top1_acc: 0.4477, top5_acc: 0.7188, loss_cls: 2.2510, loss: 2.2510, grad_norm: 6.2875 2021-02-03 17:07:59,940 - mmaction - INFO - Epoch [11][300/1345] lr: 1.000e-02, eta: 7:52:08, time: 0.511, data_time: 0.001, memory: 7063, top1_acc: 0.4188, top5_acc: 0.6891, loss_cls: 2.4107, loss: 2.4107, grad_norm: 6.3462 2021-02-03 17:08:10,274 - mmaction - INFO - Epoch [11][320/1345] lr: 1.000e-02, eta: 7:51:56, time: 0.516, data_time: 0.000, memory: 7063, top1_acc: 0.4328, top5_acc: 0.7078, loss_cls: 2.3096, loss: 2.3096, grad_norm: 5.9859 2021-02-03 17:08:20,559 - mmaction - INFO - Epoch [11][340/1345] lr: 1.000e-02, eta: 7:51:44, time: 0.515, data_time: 0.001, memory: 7063, top1_acc: 0.4508, top5_acc: 0.7336, loss_cls: 2.2111, loss: 2.2111, grad_norm: 6.2577 2021-02-03 17:08:30,894 - mmaction - INFO - Epoch [11][360/1345] lr: 1.000e-02, eta: 7:51:33, time: 0.517, data_time: 0.000, memory: 7063, top1_acc: 0.4734, top5_acc: 0.7438, loss_cls: 2.1772, loss: 2.1772, grad_norm: 6.3938 2021-02-03 17:08:41,124 - mmaction - INFO - Epoch [11][380/1345] lr: 1.000e-02, eta: 7:51:21, time: 0.511, data_time: 0.000, memory: 7063, top1_acc: 0.4594, top5_acc: 0.7586, loss_cls: 2.1096, loss: 2.1096, grad_norm: 6.1121 2021-02-03 17:08:51,359 - mmaction - INFO - Epoch [11][400/1345] lr: 1.000e-02, eta: 7:51:09, time: 0.512, data_time: 0.000, memory: 7063, top1_acc: 0.4562, top5_acc: 0.7164, loss_cls: 2.2234, loss: 2.2234, grad_norm: 5.9044 2021-02-03 17:09:01,604 - mmaction - INFO - Epoch [11][420/1345] lr: 1.000e-02, eta: 7:50:57, time: 0.512, data_time: 0.001, memory: 7063, top1_acc: 0.4516, top5_acc: 0.7312, loss_cls: 2.2383, loss: 2.2383, grad_norm: 6.1893 2021-02-03 17:09:11,904 - mmaction - INFO - Epoch [11][440/1345] lr: 1.000e-02, eta: 7:50:45, time: 0.515, data_time: 0.000, memory: 7063, top1_acc: 0.4711, top5_acc: 0.7336, loss_cls: 2.2084, loss: 2.2084, grad_norm: 5.9456 2021-02-03 17:09:22,191 - mmaction - INFO - Epoch [11][460/1345] lr: 1.000e-02, eta: 7:50:34, time: 0.515, data_time: 0.001, memory: 7063, top1_acc: 0.4414, top5_acc: 0.7172, loss_cls: 2.2636, loss: 2.2636, grad_norm: 5.8926 2021-02-03 17:09:32,433 - mmaction - INFO - Epoch [11][480/1345] lr: 1.000e-02, eta: 7:50:22, time: 0.512, data_time: 0.001, memory: 7063, top1_acc: 0.4742, top5_acc: 0.7477, loss_cls: 2.1011, loss: 2.1011, grad_norm: 6.1778 2021-02-03 17:09:42,676 - mmaction - INFO - Epoch [11][500/1345] lr: 1.000e-02, eta: 7:50:10, time: 0.512, data_time: 0.000, memory: 7063, top1_acc: 0.4758, top5_acc: 0.7586, loss_cls: 2.1574, loss: 2.1574, grad_norm: 6.0605 2021-02-03 17:09:52,962 - mmaction - INFO - Epoch [11][520/1345] lr: 1.000e-02, eta: 7:49:58, time: 0.514, data_time: 0.000, memory: 7063, top1_acc: 0.4664, top5_acc: 0.7242, loss_cls: 2.2073, loss: 2.2073, grad_norm: 6.0476 2021-02-03 17:10:03,261 - mmaction - INFO - Epoch [11][540/1345] lr: 1.000e-02, eta: 7:49:46, time: 0.515, data_time: 0.001, memory: 7063, top1_acc: 0.4688, top5_acc: 0.7641, loss_cls: 2.1354, loss: 2.1354, grad_norm: 6.0664 2021-02-03 17:10:13,494 - mmaction - INFO - Epoch [11][560/1345] lr: 1.000e-02, eta: 7:49:34, time: 0.512, data_time: 0.000, memory: 7063, top1_acc: 0.4734, top5_acc: 0.7180, loss_cls: 2.2102, loss: 2.2102, grad_norm: 6.2838 2021-02-03 17:10:23,756 - mmaction - INFO - Epoch [11][580/1345] lr: 1.000e-02, eta: 7:49:23, time: 0.513, data_time: 0.000, memory: 7063, top1_acc: 0.4508, top5_acc: 0.7359, loss_cls: 2.2460, loss: 2.2460, grad_norm: 6.0623 2021-02-03 17:10:34,069 - mmaction - INFO - Epoch [11][600/1345] lr: 1.000e-02, eta: 7:49:11, time: 0.516, data_time: 0.001, memory: 7063, top1_acc: 0.4469, top5_acc: 0.7141, loss_cls: 2.2578, loss: 2.2578, grad_norm: 6.4118 2021-02-03 17:10:44,347 - mmaction - INFO - Epoch [11][620/1345] lr: 1.000e-02, eta: 7:48:59, time: 0.514, data_time: 0.000, memory: 7063, top1_acc: 0.4391, top5_acc: 0.7148, loss_cls: 2.2549, loss: 2.2549, grad_norm: 6.1727 2021-02-03 17:10:54,673 - mmaction - INFO - Epoch [11][640/1345] lr: 1.000e-02, eta: 7:48:48, time: 0.517, data_time: 0.001, memory: 7063, top1_acc: 0.4352, top5_acc: 0.7117, loss_cls: 2.3499, loss: 2.3499, grad_norm: 6.2964 2021-02-03 17:11:05,068 - mmaction - INFO - Epoch [11][660/1345] lr: 1.000e-02, eta: 7:48:36, time: 0.520, data_time: 0.000, memory: 7063, top1_acc: 0.4656, top5_acc: 0.7352, loss_cls: 2.1841, loss: 2.1841, grad_norm: 6.1691 2021-02-03 17:11:15,427 - mmaction - INFO - Epoch [11][680/1345] lr: 1.000e-02, eta: 7:48:25, time: 0.518, data_time: 0.001, memory: 7063, top1_acc: 0.4453, top5_acc: 0.7406, loss_cls: 2.2348, loss: 2.2348, grad_norm: 6.3687 2021-02-03 17:11:25,704 - mmaction - INFO - Epoch [11][700/1345] lr: 1.000e-02, eta: 7:48:13, time: 0.514, data_time: 0.001, memory: 7063, top1_acc: 0.4688, top5_acc: 0.7172, loss_cls: 2.2177, loss: 2.2177, grad_norm: 6.3865 2021-02-03 17:11:35,914 - mmaction - INFO - Epoch [11][720/1345] lr: 1.000e-02, eta: 7:48:01, time: 0.511, data_time: 0.001, memory: 7063, top1_acc: 0.4344, top5_acc: 0.7305, loss_cls: 2.2455, loss: 2.2455, grad_norm: 6.2698 2021-02-03 17:11:46,206 - mmaction - INFO - Epoch [11][740/1345] lr: 1.000e-02, eta: 7:47:50, time: 0.515, data_time: 0.000, memory: 7063, top1_acc: 0.4594, top5_acc: 0.7242, loss_cls: 2.2635, loss: 2.2635, grad_norm: 6.2666 2021-02-03 17:11:56,589 - mmaction - INFO - Epoch [11][760/1345] lr: 1.000e-02, eta: 7:47:38, time: 0.519, data_time: 0.000, memory: 7063, top1_acc: 0.4664, top5_acc: 0.7188, loss_cls: 2.2096, loss: 2.2096, grad_norm: 6.3322 2021-02-03 17:12:06,945 - mmaction - INFO - Epoch [11][780/1345] lr: 1.000e-02, eta: 7:47:27, time: 0.518, data_time: 0.001, memory: 7063, top1_acc: 0.4586, top5_acc: 0.7273, loss_cls: 2.2291, loss: 2.2291, grad_norm: 6.2642 2021-02-03 17:12:17,190 - mmaction - INFO - Epoch [11][800/1345] lr: 1.000e-02, eta: 7:47:15, time: 0.512, data_time: 0.000, memory: 7063, top1_acc: 0.4367, top5_acc: 0.7164, loss_cls: 2.3135, loss: 2.3135, grad_norm: 6.3700 2021-02-03 17:12:27,430 - mmaction - INFO - Epoch [11][820/1345] lr: 1.000e-02, eta: 7:47:03, time: 0.512, data_time: 0.001, memory: 7063, top1_acc: 0.4633, top5_acc: 0.7359, loss_cls: 2.1824, loss: 2.1824, grad_norm: 5.8897 2021-02-03 17:12:37,662 - mmaction - INFO - Epoch [11][840/1345] lr: 1.000e-02, eta: 7:46:51, time: 0.512, data_time: 0.001, memory: 7063, top1_acc: 0.4547, top5_acc: 0.7453, loss_cls: 2.1921, loss: 2.1921, grad_norm: 6.4700 2021-02-03 17:12:48,017 - mmaction - INFO - Epoch [11][860/1345] lr: 1.000e-02, eta: 7:46:40, time: 0.518, data_time: 0.000, memory: 7063, top1_acc: 0.4297, top5_acc: 0.7188, loss_cls: 2.3152, loss: 2.3152, grad_norm: 6.1894 2021-02-03 17:12:58,265 - mmaction - INFO - Epoch [11][880/1345] lr: 1.000e-02, eta: 7:46:28, time: 0.512, data_time: 0.000, memory: 7063, top1_acc: 0.4617, top5_acc: 0.7203, loss_cls: 2.2651, loss: 2.2651, grad_norm: 6.0481 2021-02-03 17:13:08,504 - mmaction - INFO - Epoch [11][900/1345] lr: 1.000e-02, eta: 7:46:16, time: 0.512, data_time: 0.001, memory: 7063, top1_acc: 0.4422, top5_acc: 0.7055, loss_cls: 2.3062, loss: 2.3062, grad_norm: 6.2321 2021-02-03 17:13:18,754 - mmaction - INFO - Epoch [11][920/1345] lr: 1.000e-02, eta: 7:46:05, time: 0.512, data_time: 0.001, memory: 7063, top1_acc: 0.4602, top5_acc: 0.7328, loss_cls: 2.2434, loss: 2.2434, grad_norm: 5.9857 2021-02-03 17:13:28,981 - mmaction - INFO - Epoch [11][940/1345] lr: 1.000e-02, eta: 7:45:53, time: 0.511, data_time: 0.001, memory: 7063, top1_acc: 0.4430, top5_acc: 0.7188, loss_cls: 2.3019, loss: 2.3019, grad_norm: 6.1657 2021-02-03 17:13:39,334 - mmaction - INFO - Epoch [11][960/1345] lr: 1.000e-02, eta: 7:45:41, time: 0.517, data_time: 0.000, memory: 7063, top1_acc: 0.4742, top5_acc: 0.7352, loss_cls: 2.2028, loss: 2.2028, grad_norm: 5.9433 2021-02-03 17:13:49,562 - mmaction - INFO - Epoch [11][980/1345] lr: 1.000e-02, eta: 7:45:29, time: 0.512, data_time: 0.001, memory: 7063, top1_acc: 0.4641, top5_acc: 0.7414, loss_cls: 2.2000, loss: 2.2000, grad_norm: 6.2184 2021-02-03 17:13:59,811 - mmaction - INFO - Epoch [11][1000/1345] lr: 1.000e-02, eta: 7:45:18, time: 0.512, data_time: 0.000, memory: 7063, top1_acc: 0.4469, top5_acc: 0.7266, loss_cls: 2.2421, loss: 2.2421, grad_norm: 5.9934 2021-02-03 17:14:10,106 - mmaction - INFO - Epoch [11][1020/1345] lr: 1.000e-02, eta: 7:45:06, time: 0.515, data_time: 0.001, memory: 7063, top1_acc: 0.4437, top5_acc: 0.7078, loss_cls: 2.2978, loss: 2.2978, grad_norm: 6.2110 2021-02-03 17:14:20,459 - mmaction - INFO - Epoch [11][1040/1345] lr: 1.000e-02, eta: 7:44:55, time: 0.517, data_time: 0.000, memory: 7063, top1_acc: 0.4859, top5_acc: 0.7438, loss_cls: 2.1527, loss: 2.1527, grad_norm: 6.0852 2021-02-03 17:14:30,746 - mmaction - INFO - Epoch [11][1060/1345] lr: 1.000e-02, eta: 7:44:43, time: 0.515, data_time: 0.001, memory: 7063, top1_acc: 0.4711, top5_acc: 0.7281, loss_cls: 2.2347, loss: 2.2347, grad_norm: 6.2522 2021-02-03 17:14:41,035 - mmaction - INFO - Epoch [11][1080/1345] lr: 1.000e-02, eta: 7:44:31, time: 0.514, data_time: 0.000, memory: 7063, top1_acc: 0.4844, top5_acc: 0.7383, loss_cls: 2.1687, loss: 2.1687, grad_norm: 6.0610 2021-02-03 17:14:51,422 - mmaction - INFO - Epoch [11][1100/1345] lr: 1.000e-02, eta: 7:44:20, time: 0.520, data_time: 0.001, memory: 7063, top1_acc: 0.4805, top5_acc: 0.7383, loss_cls: 2.1915, loss: 2.1915, grad_norm: 6.0949 2021-02-03 17:15:01,672 - mmaction - INFO - Epoch [11][1120/1345] lr: 1.000e-02, eta: 7:44:08, time: 0.513, data_time: 0.001, memory: 7063, top1_acc: 0.4813, top5_acc: 0.7422, loss_cls: 2.1238, loss: 2.1238, grad_norm: 6.3504 2021-02-03 17:15:11,980 - mmaction - INFO - Epoch [11][1140/1345] lr: 1.000e-02, eta: 7:43:57, time: 0.515, data_time: 0.000, memory: 7063, top1_acc: 0.4445, top5_acc: 0.7148, loss_cls: 2.3118, loss: 2.3118, grad_norm: 6.1944 2021-02-03 17:15:22,249 - mmaction - INFO - Epoch [11][1160/1345] lr: 1.000e-02, eta: 7:43:45, time: 0.514, data_time: 0.001, memory: 7063, top1_acc: 0.4531, top5_acc: 0.7273, loss_cls: 2.2045, loss: 2.2045, grad_norm: 5.9149 2021-02-03 17:15:32,601 - mmaction - INFO - Epoch [11][1180/1345] lr: 1.000e-02, eta: 7:43:34, time: 0.518, data_time: 0.001, memory: 7063, top1_acc: 0.4477, top5_acc: 0.7477, loss_cls: 2.2619, loss: 2.2619, grad_norm: 6.1668 2021-02-03 17:15:42,941 - mmaction - INFO - Epoch [11][1200/1345] lr: 1.000e-02, eta: 7:43:22, time: 0.517, data_time: 0.001, memory: 7063, top1_acc: 0.4445, top5_acc: 0.7281, loss_cls: 2.2910, loss: 2.2910, grad_norm: 6.1041 2021-02-03 17:15:53,192 - mmaction - INFO - Epoch [11][1220/1345] lr: 1.000e-02, eta: 7:43:11, time: 0.513, data_time: 0.000, memory: 7063, top1_acc: 0.4586, top5_acc: 0.7266, loss_cls: 2.2740, loss: 2.2740, grad_norm: 6.1821 2021-02-03 17:16:03,563 - mmaction - INFO - Epoch [11][1240/1345] lr: 1.000e-02, eta: 7:42:59, time: 0.519, data_time: 0.000, memory: 7063, top1_acc: 0.4555, top5_acc: 0.7219, loss_cls: 2.2392, loss: 2.2392, grad_norm: 6.0638 2021-02-03 17:16:13,973 - mmaction - INFO - Epoch [11][1260/1345] lr: 1.000e-02, eta: 7:42:48, time: 0.521, data_time: 0.000, memory: 7063, top1_acc: 0.4250, top5_acc: 0.7070, loss_cls: 2.3529, loss: 2.3529, grad_norm: 6.0249 2021-02-03 17:16:24,264 - mmaction - INFO - Epoch [11][1280/1345] lr: 1.000e-02, eta: 7:42:37, time: 0.514, data_time: 0.000, memory: 7063, top1_acc: 0.4297, top5_acc: 0.7078, loss_cls: 2.3049, loss: 2.3049, grad_norm: 6.0983 2021-02-03 17:16:34,797 - mmaction - INFO - Epoch [11][1300/1345] lr: 1.000e-02, eta: 7:42:26, time: 0.526, data_time: 0.001, memory: 7063, top1_acc: 0.4773, top5_acc: 0.7242, loss_cls: 2.2191, loss: 2.2191, grad_norm: 6.0712 2021-02-03 17:16:45,199 - mmaction - INFO - Epoch [11][1320/1345] lr: 1.000e-02, eta: 7:42:15, time: 0.520, data_time: 0.001, memory: 7063, top1_acc: 0.4492, top5_acc: 0.7156, loss_cls: 2.2809, loss: 2.2809, grad_norm: 6.1631 2021-02-03 17:16:55,556 - mmaction - INFO - Epoch [11][1340/1345] lr: 1.000e-02, eta: 7:42:04, time: 0.518, data_time: 0.001, memory: 7063, top1_acc: 0.4398, top5_acc: 0.7180, loss_cls: 2.2582, loss: 2.2582, grad_norm: 6.0250 2021-02-03 17:16:58,491 - mmaction - INFO - Saving checkpoint at 11 epochs 2021-02-03 17:17:24,515 - mmaction - INFO - Epoch [12][20/1345] lr: 1.000e-02, eta: 7:42:33, time: 1.256, data_time: 0.743, memory: 7063, top1_acc: 0.4609, top5_acc: 0.7438, loss_cls: 2.1543, loss: 2.1543, grad_norm: 6.0103 2021-02-03 17:17:34,735 - mmaction - INFO - Epoch [12][40/1345] lr: 1.000e-02, eta: 7:42:21, time: 0.511, data_time: 0.003, memory: 7063, top1_acc: 0.5039, top5_acc: 0.7539, loss_cls: 2.0424, loss: 2.0424, grad_norm: 6.1018 2021-02-03 17:17:44,988 - mmaction - INFO - Epoch [12][60/1345] lr: 1.000e-02, eta: 7:42:09, time: 0.513, data_time: 0.001, memory: 7063, top1_acc: 0.4586, top5_acc: 0.7406, loss_cls: 2.1646, loss: 2.1646, grad_norm: 6.1427 2021-02-03 17:17:55,245 - mmaction - INFO - Epoch [12][80/1345] lr: 1.000e-02, eta: 7:41:57, time: 0.513, data_time: 0.001, memory: 7063, top1_acc: 0.4594, top5_acc: 0.7406, loss_cls: 2.1811, loss: 2.1811, grad_norm: 6.2030 2021-02-03 17:18:05,568 - mmaction - INFO - Epoch [12][100/1345] lr: 1.000e-02, eta: 7:41:46, time: 0.517, data_time: 0.001, memory: 7063, top1_acc: 0.4844, top5_acc: 0.7352, loss_cls: 2.1083, loss: 2.1083, grad_norm: 5.8095 2021-02-03 17:18:15,862 - mmaction - INFO - Epoch [12][120/1345] lr: 1.000e-02, eta: 7:41:34, time: 0.515, data_time: 0.000, memory: 7063, top1_acc: 0.4578, top5_acc: 0.7250, loss_cls: 2.2122, loss: 2.2122, grad_norm: 6.3276 2021-02-03 17:18:26,298 - mmaction - INFO - Epoch [12][140/1345] lr: 1.000e-02, eta: 7:41:23, time: 0.521, data_time: 0.000, memory: 7063, top1_acc: 0.4602, top5_acc: 0.7133, loss_cls: 2.2765, loss: 2.2765, grad_norm: 6.3366 2021-02-03 17:18:36,633 - mmaction - INFO - Epoch [12][160/1345] lr: 1.000e-02, eta: 7:41:11, time: 0.517, data_time: 0.001, memory: 7063, top1_acc: 0.4430, top5_acc: 0.7281, loss_cls: 2.2309, loss: 2.2309, grad_norm: 6.2676 2021-02-03 17:18:46,978 - mmaction - INFO - Epoch [12][180/1345] lr: 1.000e-02, eta: 7:41:00, time: 0.518, data_time: 0.001, memory: 7063, top1_acc: 0.4953, top5_acc: 0.7500, loss_cls: 2.0910, loss: 2.0910, grad_norm: 6.0222 2021-02-03 17:18:57,404 - mmaction - INFO - Epoch [12][200/1345] lr: 1.000e-02, eta: 7:40:49, time: 0.521, data_time: 0.000, memory: 7063, top1_acc: 0.4547, top5_acc: 0.7281, loss_cls: 2.2294, loss: 2.2294, grad_norm: 6.4063 2021-02-03 17:19:07,677 - mmaction - INFO - Epoch [12][220/1345] lr: 1.000e-02, eta: 7:40:37, time: 0.514, data_time: 0.001, memory: 7063, top1_acc: 0.4602, top5_acc: 0.7375, loss_cls: 2.2165, loss: 2.2165, grad_norm: 6.2651 2021-02-03 17:19:18,092 - mmaction - INFO - Epoch [12][240/1345] lr: 1.000e-02, eta: 7:40:26, time: 0.521, data_time: 0.001, memory: 7063, top1_acc: 0.4813, top5_acc: 0.7586, loss_cls: 2.1135, loss: 2.1135, grad_norm: 6.0928 2021-02-03 17:19:28,438 - mmaction - INFO - Epoch [12][260/1345] lr: 1.000e-02, eta: 7:40:15, time: 0.517, data_time: 0.001, memory: 7063, top1_acc: 0.4805, top5_acc: 0.7539, loss_cls: 2.1358, loss: 2.1358, grad_norm: 6.3093 2021-02-03 17:19:38,838 - mmaction - INFO - Epoch [12][280/1345] lr: 1.000e-02, eta: 7:40:04, time: 0.520, data_time: 0.001, memory: 7063, top1_acc: 0.4719, top5_acc: 0.7586, loss_cls: 2.1256, loss: 2.1256, grad_norm: 6.1573 2021-02-03 17:19:49,227 - mmaction - INFO - Epoch [12][300/1345] lr: 1.000e-02, eta: 7:39:52, time: 0.519, data_time: 0.000, memory: 7063, top1_acc: 0.4469, top5_acc: 0.7180, loss_cls: 2.2698, loss: 2.2698, grad_norm: 6.3724 2021-02-03 17:19:59,559 - mmaction - INFO - Epoch [12][320/1345] lr: 1.000e-02, eta: 7:39:41, time: 0.517, data_time: 0.001, memory: 7063, top1_acc: 0.4625, top5_acc: 0.7344, loss_cls: 2.1623, loss: 2.1623, grad_norm: 6.1430 2021-02-03 17:20:09,908 - mmaction - INFO - Epoch [12][340/1345] lr: 1.000e-02, eta: 7:39:29, time: 0.517, data_time: 0.000, memory: 7063, top1_acc: 0.4594, top5_acc: 0.7359, loss_cls: 2.1780, loss: 2.1780, grad_norm: 6.1729 2021-02-03 17:20:20,248 - mmaction - INFO - Epoch [12][360/1345] lr: 1.000e-02, eta: 7:39:18, time: 0.517, data_time: 0.001, memory: 7063, top1_acc: 0.4781, top5_acc: 0.7398, loss_cls: 2.1739, loss: 2.1739, grad_norm: 6.2309 2021-02-03 17:20:30,598 - mmaction - INFO - Epoch [12][380/1345] lr: 1.000e-02, eta: 7:39:07, time: 0.518, data_time: 0.001, memory: 7063, top1_acc: 0.4828, top5_acc: 0.7398, loss_cls: 2.1645, loss: 2.1645, grad_norm: 6.2976 2021-02-03 17:20:40,962 - mmaction - INFO - Epoch [12][400/1345] lr: 1.000e-02, eta: 7:38:55, time: 0.518, data_time: 0.000, memory: 7063, top1_acc: 0.4703, top5_acc: 0.7477, loss_cls: 2.0935, loss: 2.0935, grad_norm: 6.1138 2021-02-03 17:20:51,218 - mmaction - INFO - Epoch [12][420/1345] lr: 1.000e-02, eta: 7:38:44, time: 0.513, data_time: 0.001, memory: 7063, top1_acc: 0.4539, top5_acc: 0.7305, loss_cls: 2.2372, loss: 2.2372, grad_norm: 6.1139 2021-02-03 17:21:01,615 - mmaction - INFO - Epoch [12][440/1345] lr: 1.000e-02, eta: 7:38:32, time: 0.520, data_time: 0.001, memory: 7063, top1_acc: 0.4594, top5_acc: 0.7383, loss_cls: 2.2213, loss: 2.2213, grad_norm: 6.1684 2021-02-03 17:21:11,890 - mmaction - INFO - Epoch [12][460/1345] lr: 1.000e-02, eta: 7:38:21, time: 0.514, data_time: 0.000, memory: 7063, top1_acc: 0.4609, top5_acc: 0.7328, loss_cls: 2.2431, loss: 2.2431, grad_norm: 6.0617 2021-02-03 17:21:22,261 - mmaction - INFO - Epoch [12][480/1345] lr: 1.000e-02, eta: 7:38:10, time: 0.519, data_time: 0.001, memory: 7063, top1_acc: 0.4922, top5_acc: 0.7500, loss_cls: 2.0745, loss: 2.0745, grad_norm: 5.8494 2021-02-03 17:21:32,594 - mmaction - INFO - Epoch [12][500/1345] lr: 1.000e-02, eta: 7:37:58, time: 0.517, data_time: 0.000, memory: 7063, top1_acc: 0.4562, top5_acc: 0.7266, loss_cls: 2.2171, loss: 2.2171, grad_norm: 6.2436 2021-02-03 17:21:42,853 - mmaction - INFO - Epoch [12][520/1345] lr: 1.000e-02, eta: 7:37:46, time: 0.513, data_time: 0.000, memory: 7063, top1_acc: 0.4547, top5_acc: 0.7164, loss_cls: 2.2162, loss: 2.2162, grad_norm: 6.2240 2021-02-03 17:21:53,208 - mmaction - INFO - Epoch [12][540/1345] lr: 1.000e-02, eta: 7:37:35, time: 0.517, data_time: 0.000, memory: 7063, top1_acc: 0.4789, top5_acc: 0.7398, loss_cls: 2.1582, loss: 2.1582, grad_norm: 6.1590 2021-02-03 17:22:03,702 - mmaction - INFO - Epoch [12][560/1345] lr: 1.000e-02, eta: 7:37:24, time: 0.525, data_time: 0.001, memory: 7063, top1_acc: 0.4406, top5_acc: 0.7234, loss_cls: 2.2713, loss: 2.2713, grad_norm: 6.1941 2021-02-03 17:22:14,025 - mmaction - INFO - Epoch [12][580/1345] lr: 1.000e-02, eta: 7:37:13, time: 0.516, data_time: 0.001, memory: 7063, top1_acc: 0.4789, top5_acc: 0.7359, loss_cls: 2.1422, loss: 2.1422, grad_norm: 6.2343 2021-02-03 17:22:24,268 - mmaction - INFO - Epoch [12][600/1345] lr: 1.000e-02, eta: 7:37:01, time: 0.512, data_time: 0.001, memory: 7063, top1_acc: 0.4703, top5_acc: 0.7367, loss_cls: 2.2083, loss: 2.2083, grad_norm: 6.4920 2021-02-03 17:22:34,598 - mmaction - INFO - Epoch [12][620/1345] lr: 1.000e-02, eta: 7:36:50, time: 0.517, data_time: 0.001, memory: 7063, top1_acc: 0.4398, top5_acc: 0.7258, loss_cls: 2.2657, loss: 2.2657, grad_norm: 6.0759 2021-02-03 17:22:44,862 - mmaction - INFO - Epoch [12][640/1345] lr: 1.000e-02, eta: 7:36:38, time: 0.513, data_time: 0.000, memory: 7063, top1_acc: 0.4437, top5_acc: 0.7148, loss_cls: 2.3279, loss: 2.3279, grad_norm: 6.1336 2021-02-03 17:22:55,193 - mmaction - INFO - Epoch [12][660/1345] lr: 1.000e-02, eta: 7:36:27, time: 0.517, data_time: 0.001, memory: 7063, top1_acc: 0.4648, top5_acc: 0.7344, loss_cls: 2.2103, loss: 2.2103, grad_norm: 6.0342 2021-02-03 17:23:05,516 - mmaction - INFO - Epoch [12][680/1345] lr: 1.000e-02, eta: 7:36:15, time: 0.516, data_time: 0.001, memory: 7063, top1_acc: 0.4781, top5_acc: 0.7406, loss_cls: 2.1286, loss: 2.1286, grad_norm: 6.4405 2021-02-03 17:23:15,915 - mmaction - INFO - Epoch [12][700/1345] lr: 1.000e-02, eta: 7:36:04, time: 0.520, data_time: 0.000, memory: 7063, top1_acc: 0.4805, top5_acc: 0.7594, loss_cls: 2.1029, loss: 2.1029, grad_norm: 6.2237 2021-02-03 17:23:26,161 - mmaction - INFO - Epoch [12][720/1345] lr: 1.000e-02, eta: 7:35:52, time: 0.512, data_time: 0.000, memory: 7063, top1_acc: 0.4664, top5_acc: 0.7156, loss_cls: 2.2522, loss: 2.2522, grad_norm: 6.2339 2021-02-03 17:23:36,431 - mmaction - INFO - Epoch [12][740/1345] lr: 1.000e-02, eta: 7:35:41, time: 0.513, data_time: 0.000, memory: 7063, top1_acc: 0.4641, top5_acc: 0.7266, loss_cls: 2.2290, loss: 2.2290, grad_norm: 6.1861 2021-02-03 17:23:46,758 - mmaction - INFO - Epoch [12][760/1345] lr: 1.000e-02, eta: 7:35:29, time: 0.516, data_time: 0.001, memory: 7063, top1_acc: 0.4516, top5_acc: 0.7289, loss_cls: 2.2839, loss: 2.2839, grad_norm: 6.1738 2021-02-03 17:23:57,046 - mmaction - INFO - Epoch [12][780/1345] lr: 1.000e-02, eta: 7:35:18, time: 0.515, data_time: 0.001, memory: 7063, top1_acc: 0.4562, top5_acc: 0.7297, loss_cls: 2.2681, loss: 2.2681, grad_norm: 6.0109 2021-02-03 17:24:07,369 - mmaction - INFO - Epoch [12][800/1345] lr: 1.000e-02, eta: 7:35:07, time: 0.516, data_time: 0.000, memory: 7063, top1_acc: 0.4688, top5_acc: 0.7453, loss_cls: 2.1590, loss: 2.1590, grad_norm: 6.1602 2021-02-03 17:24:17,608 - mmaction - INFO - Epoch [12][820/1345] lr: 1.000e-02, eta: 7:34:55, time: 0.512, data_time: 0.000, memory: 7063, top1_acc: 0.4383, top5_acc: 0.7195, loss_cls: 2.2647, loss: 2.2647, grad_norm: 6.4628 2021-02-03 17:24:28,015 - mmaction - INFO - Epoch [12][840/1345] lr: 1.000e-02, eta: 7:34:44, time: 0.520, data_time: 0.000, memory: 7063, top1_acc: 0.4555, top5_acc: 0.7242, loss_cls: 2.2624, loss: 2.2624, grad_norm: 6.4717 2021-02-03 17:24:38,307 - mmaction - INFO - Epoch [12][860/1345] lr: 1.000e-02, eta: 7:34:32, time: 0.515, data_time: 0.000, memory: 7063, top1_acc: 0.4453, top5_acc: 0.7086, loss_cls: 2.3019, loss: 2.3019, grad_norm: 6.3681 2021-02-03 17:24:48,658 - mmaction - INFO - Epoch [12][880/1345] lr: 1.000e-02, eta: 7:34:21, time: 0.518, data_time: 0.000, memory: 7063, top1_acc: 0.4609, top5_acc: 0.7367, loss_cls: 2.1991, loss: 2.1991, grad_norm: 6.1854 2021-02-03 17:24:58,903 - mmaction - INFO - Epoch [12][900/1345] lr: 1.000e-02, eta: 7:34:09, time: 0.512, data_time: 0.000, memory: 7063, top1_acc: 0.4609, top5_acc: 0.7273, loss_cls: 2.2522, loss: 2.2522, grad_norm: 6.3071 2021-02-03 17:25:09,146 - mmaction - INFO - Epoch [12][920/1345] lr: 1.000e-02, eta: 7:33:58, time: 0.512, data_time: 0.001, memory: 7063, top1_acc: 0.4617, top5_acc: 0.7328, loss_cls: 2.1691, loss: 2.1691, grad_norm: 6.0445 2021-02-03 17:25:19,406 - mmaction - INFO - Epoch [12][940/1345] lr: 1.000e-02, eta: 7:33:46, time: 0.513, data_time: 0.000, memory: 7063, top1_acc: 0.4352, top5_acc: 0.7117, loss_cls: 2.3539, loss: 2.3539, grad_norm: 6.2758 2021-02-03 17:25:29,865 - mmaction - INFO - Epoch [12][960/1345] lr: 1.000e-02, eta: 7:33:35, time: 0.523, data_time: 0.000, memory: 7063, top1_acc: 0.4562, top5_acc: 0.7383, loss_cls: 2.2151, loss: 2.2151, grad_norm: 6.4387 2021-02-03 17:25:40,157 - mmaction - INFO - Epoch [12][980/1345] lr: 1.000e-02, eta: 7:33:24, time: 0.515, data_time: 0.001, memory: 7063, top1_acc: 0.5039, top5_acc: 0.7484, loss_cls: 2.0978, loss: 2.0978, grad_norm: 6.0820 2021-02-03 17:25:50,457 - mmaction - INFO - Epoch [12][1000/1345] lr: 1.000e-02, eta: 7:33:12, time: 0.515, data_time: 0.000, memory: 7063, top1_acc: 0.4633, top5_acc: 0.7195, loss_cls: 2.2322, loss: 2.2322, grad_norm: 6.4891 2021-02-03 17:26:00,792 - mmaction - INFO - Epoch [12][1020/1345] lr: 1.000e-02, eta: 7:33:01, time: 0.517, data_time: 0.001, memory: 7063, top1_acc: 0.4555, top5_acc: 0.7195, loss_cls: 2.2359, loss: 2.2359, grad_norm: 6.2502 2021-02-03 17:26:11,074 - mmaction - INFO - Epoch [12][1040/1345] lr: 1.000e-02, eta: 7:32:49, time: 0.514, data_time: 0.000, memory: 7063, top1_acc: 0.4672, top5_acc: 0.7344, loss_cls: 2.1958, loss: 2.1958, grad_norm: 6.1049 2021-02-03 17:26:21,443 - mmaction - INFO - Epoch [12][1060/1345] lr: 1.000e-02, eta: 7:32:38, time: 0.519, data_time: 0.001, memory: 7063, top1_acc: 0.4719, top5_acc: 0.7438, loss_cls: 2.1674, loss: 2.1674, grad_norm: 6.1596 2021-02-03 17:26:31,723 - mmaction - INFO - Epoch [12][1080/1345] lr: 1.000e-02, eta: 7:32:27, time: 0.514, data_time: 0.000, memory: 7063, top1_acc: 0.4484, top5_acc: 0.7414, loss_cls: 2.1905, loss: 2.1905, grad_norm: 6.2810 2021-02-03 17:26:42,026 - mmaction - INFO - Epoch [12][1100/1345] lr: 1.000e-02, eta: 7:32:15, time: 0.516, data_time: 0.001, memory: 7063, top1_acc: 0.4547, top5_acc: 0.7289, loss_cls: 2.2541, loss: 2.2541, grad_norm: 6.0878 2021-02-03 17:26:52,409 - mmaction - INFO - Epoch [12][1120/1345] lr: 1.000e-02, eta: 7:32:04, time: 0.519, data_time: 0.000, memory: 7063, top1_acc: 0.4609, top5_acc: 0.7453, loss_cls: 2.1285, loss: 2.1285, grad_norm: 6.2270 2021-02-03 17:27:02,697 - mmaction - INFO - Epoch [12][1140/1345] lr: 1.000e-02, eta: 7:31:53, time: 0.514, data_time: 0.001, memory: 7063, top1_acc: 0.4781, top5_acc: 0.7422, loss_cls: 2.1311, loss: 2.1311, grad_norm: 6.1799 2021-02-03 17:27:13,104 - mmaction - INFO - Epoch [12][1160/1345] lr: 1.000e-02, eta: 7:31:42, time: 0.521, data_time: 0.001, memory: 7063, top1_acc: 0.4578, top5_acc: 0.7289, loss_cls: 2.2132, loss: 2.2132, grad_norm: 6.4591 2021-02-03 17:27:23,396 - mmaction - INFO - Epoch [12][1180/1345] lr: 1.000e-02, eta: 7:31:30, time: 0.515, data_time: 0.000, memory: 7063, top1_acc: 0.4461, top5_acc: 0.7203, loss_cls: 2.2679, loss: 2.2679, grad_norm: 6.2332 2021-02-03 17:27:33,722 - mmaction - INFO - Epoch [12][1200/1345] lr: 1.000e-02, eta: 7:31:19, time: 0.516, data_time: 0.001, memory: 7063, top1_acc: 0.4570, top5_acc: 0.7266, loss_cls: 2.1559, loss: 2.1559, grad_norm: 6.1452 2021-02-03 17:27:44,133 - mmaction - INFO - Epoch [12][1220/1345] lr: 1.000e-02, eta: 7:31:08, time: 0.521, data_time: 0.001, memory: 7063, top1_acc: 0.4500, top5_acc: 0.7414, loss_cls: 2.2151, loss: 2.2151, grad_norm: 6.2835 2021-02-03 17:27:54,533 - mmaction - INFO - Epoch [12][1240/1345] lr: 1.000e-02, eta: 7:30:57, time: 0.520, data_time: 0.001, memory: 7063, top1_acc: 0.4484, top5_acc: 0.7312, loss_cls: 2.2163, loss: 2.2163, grad_norm: 6.2364 2021-02-03 17:28:04,887 - mmaction - INFO - Epoch [12][1260/1345] lr: 1.000e-02, eta: 7:30:45, time: 0.518, data_time: 0.001, memory: 7063, top1_acc: 0.4562, top5_acc: 0.7398, loss_cls: 2.2492, loss: 2.2492, grad_norm: 6.3712 2021-02-03 17:28:15,211 - mmaction - INFO - Epoch [12][1280/1345] lr: 1.000e-02, eta: 7:30:34, time: 0.516, data_time: 0.001, memory: 7063, top1_acc: 0.4750, top5_acc: 0.7586, loss_cls: 2.1154, loss: 2.1154, grad_norm: 6.3426 2021-02-03 17:28:25,455 - mmaction - INFO - Epoch [12][1300/1345] lr: 1.000e-02, eta: 7:30:22, time: 0.512, data_time: 0.000, memory: 7063, top1_acc: 0.4648, top5_acc: 0.7211, loss_cls: 2.2225, loss: 2.2225, grad_norm: 6.4674 2021-02-03 17:28:35,741 - mmaction - INFO - Epoch [12][1320/1345] lr: 1.000e-02, eta: 7:30:11, time: 0.514, data_time: 0.001, memory: 7063, top1_acc: 0.4422, top5_acc: 0.7219, loss_cls: 2.2998, loss: 2.2998, grad_norm: 6.1730 2021-02-03 17:28:46,028 - mmaction - INFO - Epoch [12][1340/1345] lr: 1.000e-02, eta: 7:30:00, time: 0.515, data_time: 0.001, memory: 7063, top1_acc: 0.4711, top5_acc: 0.7227, loss_cls: 2.2170, loss: 2.2170, grad_norm: 6.2092 2021-02-03 17:28:48,831 - mmaction - INFO - Saving checkpoint at 12 epochs 2021-02-03 17:29:36,956 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-02-03 17:29:37,125 - mmaction - INFO - top1_acc 0.3285 top5_acc 0.6282 2021-02-03 17:29:37,125 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-02-03 17:29:37,136 - mmaction - INFO - mean_acc 0.2882 2021-02-03 17:29:37,139 - mmaction - INFO - Epoch(val) [12][1345] top1_acc: 0.3285, top5_acc: 0.6282, mean_class_accuracy: 0.2882 2021-02-03 17:30:13,675 - mmaction - INFO - Epoch [13][20/1345] lr: 1.000e-02, eta: 7:31:00, time: 1.826, data_time: 1.299, memory: 7063, top1_acc: 0.4719, top5_acc: 0.7555, loss_cls: 2.1270, loss: 2.1270, grad_norm: 6.1938 2021-02-03 17:30:23,886 - mmaction - INFO - Epoch [13][40/1345] lr: 1.000e-02, eta: 7:30:48, time: 0.511, data_time: 0.003, memory: 7063, top1_acc: 0.4750, top5_acc: 0.7328, loss_cls: 2.2052, loss: 2.2052, grad_norm: 6.4789 2021-02-03 17:30:34,048 - mmaction - INFO - Epoch [13][60/1345] lr: 1.000e-02, eta: 7:30:36, time: 0.508, data_time: 0.001, memory: 7063, top1_acc: 0.4547, top5_acc: 0.7312, loss_cls: 2.2318, loss: 2.2318, grad_norm: 6.1493 2021-02-03 17:30:44,278 - mmaction - INFO - Epoch [13][80/1345] lr: 1.000e-02, eta: 7:30:25, time: 0.512, data_time: 0.001, memory: 7063, top1_acc: 0.4773, top5_acc: 0.7516, loss_cls: 2.1024, loss: 2.1024, grad_norm: 6.1281 2021-02-03 17:30:54,626 - mmaction - INFO - Epoch [13][100/1345] lr: 1.000e-02, eta: 7:30:13, time: 0.517, data_time: 0.001, memory: 7063, top1_acc: 0.4820, top5_acc: 0.7523, loss_cls: 2.0871, loss: 2.0871, grad_norm: 6.1072 2021-02-03 17:31:04,903 - mmaction - INFO - Epoch [13][120/1345] lr: 1.000e-02, eta: 7:30:02, time: 0.514, data_time: 0.000, memory: 7063, top1_acc: 0.4602, top5_acc: 0.7430, loss_cls: 2.1599, loss: 2.1599, grad_norm: 6.1822 2021-02-03 17:31:15,227 - mmaction - INFO - Epoch [13][140/1345] lr: 1.000e-02, eta: 7:29:50, time: 0.516, data_time: 0.001, memory: 7063, top1_acc: 0.4773, top5_acc: 0.7453, loss_cls: 2.1332, loss: 2.1332, grad_norm: 6.1200 2021-02-03 17:31:25,586 - mmaction - INFO - Epoch [13][160/1345] lr: 1.000e-02, eta: 7:29:39, time: 0.518, data_time: 0.000, memory: 7063, top1_acc: 0.4633, top5_acc: 0.7656, loss_cls: 2.1270, loss: 2.1270, grad_norm: 6.5860 2021-02-03 17:31:35,816 - mmaction - INFO - Epoch [13][180/1345] lr: 1.000e-02, eta: 7:29:27, time: 0.511, data_time: 0.000, memory: 7063, top1_acc: 0.4688, top5_acc: 0.7594, loss_cls: 2.0808, loss: 2.0808, grad_norm: 6.1658 2021-02-03 17:31:46,064 - mmaction - INFO - Epoch [13][200/1345] lr: 1.000e-02, eta: 7:29:16, time: 0.512, data_time: 0.001, memory: 7063, top1_acc: 0.4688, top5_acc: 0.7352, loss_cls: 2.1506, loss: 2.1506, grad_norm: 6.2303 2021-02-03 17:31:56,402 - mmaction - INFO - Epoch [13][220/1345] lr: 1.000e-02, eta: 7:29:04, time: 0.517, data_time: 0.001, memory: 7063, top1_acc: 0.4828, top5_acc: 0.7492, loss_cls: 2.0906, loss: 2.0906, grad_norm: 6.2655 2021-02-03 17:32:06,797 - mmaction - INFO - Epoch [13][240/1345] lr: 1.000e-02, eta: 7:28:53, time: 0.520, data_time: 0.001, memory: 7063, top1_acc: 0.4555, top5_acc: 0.7320, loss_cls: 2.1937, loss: 2.1937, grad_norm: 6.4912 2021-02-03 17:32:17,165 - mmaction - INFO - Epoch [13][260/1345] lr: 1.000e-02, eta: 7:28:42, time: 0.519, data_time: 0.001, memory: 7063, top1_acc: 0.4875, top5_acc: 0.7602, loss_cls: 2.1087, loss: 2.1087, grad_norm: 6.3183 2021-02-03 17:32:27,531 - mmaction - INFO - Epoch [13][280/1345] lr: 1.000e-02, eta: 7:28:30, time: 0.518, data_time: 0.000, memory: 7063, top1_acc: 0.4859, top5_acc: 0.7516, loss_cls: 2.0748, loss: 2.0748, grad_norm: 6.1728 2021-02-03 17:32:37,845 - mmaction - INFO - Epoch [13][300/1345] lr: 1.000e-02, eta: 7:28:19, time: 0.516, data_time: 0.000, memory: 7063, top1_acc: 0.4547, top5_acc: 0.7320, loss_cls: 2.2202, loss: 2.2202, grad_norm: 6.3353 2021-02-03 17:32:48,208 - mmaction - INFO - Epoch [13][320/1345] lr: 1.000e-02, eta: 7:28:08, time: 0.518, data_time: 0.000, memory: 7063, top1_acc: 0.4883, top5_acc: 0.7695, loss_cls: 2.0553, loss: 2.0553, grad_norm: 6.3474 2021-02-03 17:32:58,694 - mmaction - INFO - Epoch [13][340/1345] lr: 1.000e-02, eta: 7:27:57, time: 0.524, data_time: 0.001, memory: 7063, top1_acc: 0.4586, top5_acc: 0.7305, loss_cls: 2.2147, loss: 2.2147, grad_norm: 6.5075 2021-02-03 17:33:09,022 - mmaction - INFO - Epoch [13][360/1345] lr: 1.000e-02, eta: 7:27:45, time: 0.517, data_time: 0.001, memory: 7063, top1_acc: 0.4609, top5_acc: 0.7305, loss_cls: 2.2178, loss: 2.2178, grad_norm: 6.1631 2021-02-03 17:33:19,359 - mmaction - INFO - Epoch [13][380/1345] lr: 1.000e-02, eta: 7:27:34, time: 0.517, data_time: 0.001, memory: 7063, top1_acc: 0.4805, top5_acc: 0.7539, loss_cls: 2.0833, loss: 2.0833, grad_norm: 5.9281 2021-02-03 17:33:29,698 - mmaction - INFO - Epoch [13][400/1345] lr: 1.000e-02, eta: 7:27:23, time: 0.517, data_time: 0.001, memory: 7063, top1_acc: 0.4703, top5_acc: 0.7383, loss_cls: 2.1472, loss: 2.1472, grad_norm: 6.3638 2021-02-03 17:33:40,061 - mmaction - INFO - Epoch [13][420/1345] lr: 1.000e-02, eta: 7:27:11, time: 0.518, data_time: 0.000, memory: 7063, top1_acc: 0.4750, top5_acc: 0.7367, loss_cls: 2.2109, loss: 2.2109, grad_norm: 6.0933 2021-02-03 17:33:50,452 - mmaction - INFO - Epoch [13][440/1345] lr: 1.000e-02, eta: 7:27:00, time: 0.520, data_time: 0.001, memory: 7063, top1_acc: 0.4539, top5_acc: 0.7359, loss_cls: 2.1872, loss: 2.1872, grad_norm: 6.2883 2021-02-03 17:34:00,850 - mmaction - INFO - Epoch [13][460/1345] lr: 1.000e-02, eta: 7:26:49, time: 0.520, data_time: 0.001, memory: 7063, top1_acc: 0.4570, top5_acc: 0.7250, loss_cls: 2.2402, loss: 2.2402, grad_norm: 6.2838 2021-02-03 17:34:11,188 - mmaction - INFO - Epoch [13][480/1345] lr: 1.000e-02, eta: 7:26:38, time: 0.517, data_time: 0.000, memory: 7063, top1_acc: 0.4734, top5_acc: 0.7406, loss_cls: 2.1305, loss: 2.1305, grad_norm: 6.3090 2021-02-03 17:34:21,556 - mmaction - INFO - Epoch [13][500/1345] lr: 1.000e-02, eta: 7:26:26, time: 0.519, data_time: 0.001, memory: 7063, top1_acc: 0.4781, top5_acc: 0.7555, loss_cls: 2.1059, loss: 2.1059, grad_norm: 6.0398 2021-02-03 17:34:31,886 - mmaction - INFO - Epoch [13][520/1345] lr: 1.000e-02, eta: 7:26:15, time: 0.516, data_time: 0.000, memory: 7063, top1_acc: 0.4930, top5_acc: 0.7625, loss_cls: 2.0180, loss: 2.0180, grad_norm: 6.4590 2021-02-03 17:34:42,337 - mmaction - INFO - Epoch [13][540/1345] lr: 1.000e-02, eta: 7:26:04, time: 0.523, data_time: 0.000, memory: 7063, top1_acc: 0.4719, top5_acc: 0.7352, loss_cls: 2.1761, loss: 2.1761, grad_norm: 6.3480 2021-02-03 17:34:52,787 - mmaction - INFO - Epoch [13][560/1345] lr: 1.000e-02, eta: 7:25:53, time: 0.522, data_time: 0.001, memory: 7063, top1_acc: 0.4570, top5_acc: 0.7352, loss_cls: 2.2195, loss: 2.2195, grad_norm: 6.2013 2021-02-03 17:35:03,107 - mmaction - INFO - Epoch [13][580/1345] lr: 1.000e-02, eta: 7:25:42, time: 0.516, data_time: 0.001, memory: 7063, top1_acc: 0.4688, top5_acc: 0.7414, loss_cls: 2.1508, loss: 2.1508, grad_norm: 6.3131 2021-02-03 17:35:13,512 - mmaction - INFO - Epoch [13][600/1345] lr: 1.000e-02, eta: 7:25:31, time: 0.520, data_time: 0.000, memory: 7063, top1_acc: 0.4883, top5_acc: 0.7555, loss_cls: 2.0698, loss: 2.0698, grad_norm: 6.2475 2021-02-03 17:35:23,926 - mmaction - INFO - Epoch [13][620/1345] lr: 1.000e-02, eta: 7:25:20, time: 0.521, data_time: 0.000, memory: 7063, top1_acc: 0.4594, top5_acc: 0.7320, loss_cls: 2.1903, loss: 2.1903, grad_norm: 6.4969 2021-02-03 17:35:34,377 - mmaction - INFO - Epoch [13][640/1345] lr: 1.000e-02, eta: 7:25:09, time: 0.522, data_time: 0.001, memory: 7063, top1_acc: 0.4305, top5_acc: 0.7094, loss_cls: 2.3075, loss: 2.3075, grad_norm: 6.1068 2021-02-03 17:35:44,853 - mmaction - INFO - Epoch [13][660/1345] lr: 1.000e-02, eta: 7:24:58, time: 0.524, data_time: 0.001, memory: 7063, top1_acc: 0.4672, top5_acc: 0.7273, loss_cls: 2.2215, loss: 2.2215, grad_norm: 6.1032 2021-02-03 17:35:55,235 - mmaction - INFO - Epoch [13][680/1345] lr: 1.000e-02, eta: 7:24:46, time: 0.519, data_time: 0.001, memory: 7063, top1_acc: 0.4547, top5_acc: 0.7297, loss_cls: 2.1826, loss: 2.1826, grad_norm: 6.1874 2021-02-03 17:36:05,580 - mmaction - INFO - Epoch [13][700/1345] lr: 1.000e-02, eta: 7:24:35, time: 0.517, data_time: 0.001, memory: 7063, top1_acc: 0.4695, top5_acc: 0.7328, loss_cls: 2.1494, loss: 2.1494, grad_norm: 5.9158 2021-02-03 17:36:15,950 - mmaction - INFO - Epoch [13][720/1345] lr: 1.000e-02, eta: 7:24:24, time: 0.519, data_time: 0.000, memory: 7063, top1_acc: 0.4539, top5_acc: 0.7305, loss_cls: 2.2017, loss: 2.2017, grad_norm: 6.3307 2021-02-03 17:36:26,454 - mmaction - INFO - Epoch [13][740/1345] lr: 1.000e-02, eta: 7:24:13, time: 0.525, data_time: 0.001, memory: 7063, top1_acc: 0.4578, top5_acc: 0.7289, loss_cls: 2.2050, loss: 2.2050, grad_norm: 6.1377 2021-02-03 17:36:36,832 - mmaction - INFO - Epoch [13][760/1345] lr: 1.000e-02, eta: 7:24:02, time: 0.519, data_time: 0.000, memory: 7063, top1_acc: 0.4750, top5_acc: 0.7492, loss_cls: 2.1561, loss: 2.1561, grad_norm: 6.2661 2021-02-03 17:36:47,236 - mmaction - INFO - Epoch [13][780/1345] lr: 1.000e-02, eta: 7:23:51, time: 0.520, data_time: 0.001, memory: 7063, top1_acc: 0.4406, top5_acc: 0.7227, loss_cls: 2.2725, loss: 2.2725, grad_norm: 6.3745 2021-02-03 17:36:57,702 - mmaction - INFO - Epoch [13][800/1345] lr: 1.000e-02, eta: 7:23:40, time: 0.523, data_time: 0.001, memory: 7063, top1_acc: 0.4648, top5_acc: 0.7266, loss_cls: 2.1532, loss: 2.1532, grad_norm: 5.8796 2021-02-03 17:37:08,017 - mmaction - INFO - Epoch [13][820/1345] lr: 1.000e-02, eta: 7:23:28, time: 0.516, data_time: 0.001, memory: 7063, top1_acc: 0.4719, top5_acc: 0.7422, loss_cls: 2.1834, loss: 2.1834, grad_norm: 6.1330 2021-02-03 17:37:18,391 - mmaction - INFO - Epoch [13][840/1345] lr: 1.000e-02, eta: 7:23:17, time: 0.518, data_time: 0.001, memory: 7063, top1_acc: 0.4531, top5_acc: 0.7227, loss_cls: 2.2574, loss: 2.2574, grad_norm: 6.2253 2021-02-03 17:37:28,794 - mmaction - INFO - Epoch [13][860/1345] lr: 1.000e-02, eta: 7:23:06, time: 0.520, data_time: 0.001, memory: 7063, top1_acc: 0.4539, top5_acc: 0.7297, loss_cls: 2.2476, loss: 2.2476, grad_norm: 6.1651 2021-02-03 17:37:39,176 - mmaction - INFO - Epoch [13][880/1345] lr: 1.000e-02, eta: 7:22:55, time: 0.519, data_time: 0.001, memory: 7063, top1_acc: 0.4867, top5_acc: 0.7516, loss_cls: 2.0999, loss: 2.0999, grad_norm: 6.1644 2021-02-03 17:37:49,555 - mmaction - INFO - Epoch [13][900/1345] lr: 1.000e-02, eta: 7:22:44, time: 0.519, data_time: 0.000, memory: 7063, top1_acc: 0.4656, top5_acc: 0.7352, loss_cls: 2.1672, loss: 2.1672, grad_norm: 6.0219 2021-02-03 17:37:59,988 - mmaction - INFO - Epoch [13][920/1345] lr: 1.000e-02, eta: 7:22:33, time: 0.521, data_time: 0.000, memory: 7063, top1_acc: 0.4789, top5_acc: 0.7477, loss_cls: 2.1803, loss: 2.1803, grad_norm: 6.3272 2021-02-03 17:38:10,285 - mmaction - INFO - Epoch [13][940/1345] lr: 1.000e-02, eta: 7:22:21, time: 0.515, data_time: 0.001, memory: 7063, top1_acc: 0.4461, top5_acc: 0.7195, loss_cls: 2.2566, loss: 2.2566, grad_norm: 6.3080 2021-02-03 17:38:20,640 - mmaction - INFO - Epoch [13][960/1345] lr: 1.000e-02, eta: 7:22:10, time: 0.517, data_time: 0.000, memory: 7063, top1_acc: 0.4672, top5_acc: 0.7383, loss_cls: 2.1536, loss: 2.1536, grad_norm: 6.4266 2021-02-03 17:38:31,083 - mmaction - INFO - Epoch [13][980/1345] lr: 1.000e-02, eta: 7:21:59, time: 0.522, data_time: 0.001, memory: 7063, top1_acc: 0.4867, top5_acc: 0.7656, loss_cls: 2.0311, loss: 2.0311, grad_norm: 6.3344 2021-02-03 17:38:41,442 - mmaction - INFO - Epoch [13][1000/1345] lr: 1.000e-02, eta: 7:21:48, time: 0.518, data_time: 0.001, memory: 7063, top1_acc: 0.4867, top5_acc: 0.7375, loss_cls: 2.1421, loss: 2.1421, grad_norm: 6.3047 2021-02-03 17:38:51,858 - mmaction - INFO - Epoch [13][1020/1345] lr: 1.000e-02, eta: 7:21:37, time: 0.521, data_time: 0.000, memory: 7063, top1_acc: 0.4789, top5_acc: 0.7453, loss_cls: 2.1383, loss: 2.1383, grad_norm: 6.2900 2021-02-03 17:39:02,206 - mmaction - INFO - Epoch [13][1040/1345] lr: 1.000e-02, eta: 7:21:26, time: 0.517, data_time: 0.000, memory: 7063, top1_acc: 0.4734, top5_acc: 0.7445, loss_cls: 2.1230, loss: 2.1230, grad_norm: 6.0472 2021-02-03 17:39:12,537 - mmaction - INFO - Epoch [13][1060/1345] lr: 1.000e-02, eta: 7:21:14, time: 0.517, data_time: 0.000, memory: 7063, top1_acc: 0.4797, top5_acc: 0.7445, loss_cls: 2.1140, loss: 2.1140, grad_norm: 6.3341 2021-02-03 17:39:22,845 - mmaction - INFO - Epoch [13][1080/1345] lr: 1.000e-02, eta: 7:21:03, time: 0.515, data_time: 0.000, memory: 7063, top1_acc: 0.4695, top5_acc: 0.7617, loss_cls: 2.1089, loss: 2.1089, grad_norm: 6.3805 2021-02-03 17:39:33,261 - mmaction - INFO - Epoch [13][1100/1345] lr: 1.000e-02, eta: 7:20:52, time: 0.521, data_time: 0.001, memory: 7063, top1_acc: 0.4789, top5_acc: 0.7414, loss_cls: 2.1785, loss: 2.1785, grad_norm: 6.1810 2021-02-03 17:39:43,577 - mmaction - INFO - Epoch [13][1120/1345] lr: 1.000e-02, eta: 7:20:41, time: 0.516, data_time: 0.001, memory: 7063, top1_acc: 0.4742, top5_acc: 0.7391, loss_cls: 2.1943, loss: 2.1943, grad_norm: 6.3171 2021-02-03 17:39:53,926 - mmaction - INFO - Epoch [13][1140/1345] lr: 1.000e-02, eta: 7:20:29, time: 0.517, data_time: 0.000, memory: 7063, top1_acc: 0.4867, top5_acc: 0.7508, loss_cls: 2.1190, loss: 2.1190, grad_norm: 6.0206 2021-02-03 17:40:04,181 - mmaction - INFO - Epoch [13][1160/1345] lr: 1.000e-02, eta: 7:20:18, time: 0.513, data_time: 0.000, memory: 7063, top1_acc: 0.4437, top5_acc: 0.7398, loss_cls: 2.2042, loss: 2.2042, grad_norm: 6.4133 2021-02-03 17:40:14,612 - mmaction - INFO - Epoch [13][1180/1345] lr: 1.000e-02, eta: 7:20:07, time: 0.522, data_time: 0.000, memory: 7063, top1_acc: 0.4656, top5_acc: 0.7336, loss_cls: 2.2173, loss: 2.2173, grad_norm: 6.1144 2021-02-03 17:40:25,043 - mmaction - INFO - Epoch [13][1200/1345] lr: 1.000e-02, eta: 7:19:56, time: 0.521, data_time: 0.001, memory: 7063, top1_acc: 0.4742, top5_acc: 0.7344, loss_cls: 2.1938, loss: 2.1938, grad_norm: 6.0634 2021-02-03 17:40:35,384 - mmaction - INFO - Epoch [13][1220/1345] lr: 1.000e-02, eta: 7:19:45, time: 0.517, data_time: 0.001, memory: 7063, top1_acc: 0.4578, top5_acc: 0.7250, loss_cls: 2.2445, loss: 2.2445, grad_norm: 6.4210 2021-02-03 17:40:45,745 - mmaction - INFO - Epoch [13][1240/1345] lr: 1.000e-02, eta: 7:19:33, time: 0.518, data_time: 0.000, memory: 7063, top1_acc: 0.4703, top5_acc: 0.7422, loss_cls: 2.1506, loss: 2.1506, grad_norm: 6.2995 2021-02-03 17:40:56,061 - mmaction - INFO - Epoch [13][1260/1345] lr: 1.000e-02, eta: 7:19:22, time: 0.516, data_time: 0.001, memory: 7063, top1_acc: 0.4547, top5_acc: 0.7312, loss_cls: 2.2065, loss: 2.2065, grad_norm: 6.2431 2021-02-03 17:41:06,468 - mmaction - INFO - Epoch [13][1280/1345] lr: 1.000e-02, eta: 7:19:11, time: 0.521, data_time: 0.001, memory: 7063, top1_acc: 0.4719, top5_acc: 0.7422, loss_cls: 2.1297, loss: 2.1297, grad_norm: 6.4293 2021-02-03 17:41:16,984 - mmaction - INFO - Epoch [13][1300/1345] lr: 1.000e-02, eta: 7:19:00, time: 0.526, data_time: 0.000, memory: 7063, top1_acc: 0.4602, top5_acc: 0.7195, loss_cls: 2.2308, loss: 2.2308, grad_norm: 6.3676 2021-02-03 17:41:27,293 - mmaction - INFO - Epoch [13][1320/1345] lr: 1.000e-02, eta: 7:18:49, time: 0.516, data_time: 0.001, memory: 7063, top1_acc: 0.4617, top5_acc: 0.7391, loss_cls: 2.1520, loss: 2.1520, grad_norm: 6.1302 2021-02-03 17:41:37,602 - mmaction - INFO - Epoch [13][1340/1345] lr: 1.000e-02, eta: 7:18:38, time: 0.515, data_time: 0.001, memory: 7063, top1_acc: 0.4617, top5_acc: 0.7188, loss_cls: 2.2445, loss: 2.2445, grad_norm: 6.2740 2021-02-03 17:41:40,744 - mmaction - INFO - Saving checkpoint at 13 epochs 2021-02-03 17:42:07,765 - mmaction - INFO - Epoch [14][20/1345] lr: 1.000e-02, eta: 7:18:59, time: 1.279, data_time: 0.762, memory: 7063, top1_acc: 0.5016, top5_acc: 0.7328, loss_cls: 2.1116, loss: 2.1116, grad_norm: 5.8958 2021-02-03 17:42:17,957 - mmaction - INFO - Epoch [14][40/1345] lr: 1.000e-02, eta: 7:18:48, time: 0.510, data_time: 0.001, memory: 7063, top1_acc: 0.5219, top5_acc: 0.7594, loss_cls: 1.9863, loss: 1.9863, grad_norm: 6.2193 2021-02-03 17:42:28,263 - mmaction - INFO - Epoch [14][60/1345] lr: 1.000e-02, eta: 7:18:36, time: 0.515, data_time: 0.003, memory: 7063, top1_acc: 0.5078, top5_acc: 0.7641, loss_cls: 2.0105, loss: 2.0105, grad_norm: 6.1035 2021-02-03 17:42:38,654 - mmaction - INFO - Epoch [14][80/1345] lr: 1.000e-02, eta: 7:18:25, time: 0.520, data_time: 0.001, memory: 7063, top1_acc: 0.4664, top5_acc: 0.7453, loss_cls: 2.1612, loss: 2.1612, grad_norm: 6.5862 2021-02-03 17:42:48,930 - mmaction - INFO - Epoch [14][100/1345] lr: 1.000e-02, eta: 7:18:14, time: 0.514, data_time: 0.001, memory: 7063, top1_acc: 0.4703, top5_acc: 0.7516, loss_cls: 2.1463, loss: 2.1463, grad_norm: 6.2640 2021-02-03 17:42:59,162 - mmaction - INFO - Epoch [14][120/1345] lr: 1.000e-02, eta: 7:18:02, time: 0.512, data_time: 0.001, memory: 7063, top1_acc: 0.4789, top5_acc: 0.7477, loss_cls: 2.1361, loss: 2.1361, grad_norm: 6.2474 2021-02-03 17:43:09,622 - mmaction - INFO - Epoch [14][140/1345] lr: 1.000e-02, eta: 7:17:51, time: 0.523, data_time: 0.000, memory: 7063, top1_acc: 0.4750, top5_acc: 0.7312, loss_cls: 2.1718, loss: 2.1718, grad_norm: 6.2761 2021-02-03 17:43:19,973 - mmaction - INFO - Epoch [14][160/1345] lr: 1.000e-02, eta: 7:17:40, time: 0.518, data_time: 0.001, memory: 7063, top1_acc: 0.4648, top5_acc: 0.7391, loss_cls: 2.1325, loss: 2.1325, grad_norm: 6.2008 2021-02-03 17:43:30,396 - mmaction - INFO - Epoch [14][180/1345] lr: 1.000e-02, eta: 7:17:29, time: 0.521, data_time: 0.000, memory: 7063, top1_acc: 0.4906, top5_acc: 0.7508, loss_cls: 2.0684, loss: 2.0684, grad_norm: 6.2898 2021-02-03 17:43:40,910 - mmaction - INFO - Epoch [14][200/1345] lr: 1.000e-02, eta: 7:17:18, time: 0.525, data_time: 0.000, memory: 7063, top1_acc: 0.5102, top5_acc: 0.7633, loss_cls: 2.0310, loss: 2.0310, grad_norm: 6.2068 2021-02-03 17:43:51,375 - mmaction - INFO - Epoch [14][220/1345] lr: 1.000e-02, eta: 7:17:07, time: 0.523, data_time: 0.001, memory: 7063, top1_acc: 0.4734, top5_acc: 0.7367, loss_cls: 2.0817, loss: 2.0817, grad_norm: 6.2782 2021-02-03 17:44:01,707 - mmaction - INFO - Epoch [14][240/1345] lr: 1.000e-02, eta: 7:16:56, time: 0.517, data_time: 0.001, memory: 7063, top1_acc: 0.4922, top5_acc: 0.7594, loss_cls: 2.1131, loss: 2.1131, grad_norm: 6.2342 2021-02-03 17:44:12,164 - mmaction - INFO - Epoch [14][260/1345] lr: 1.000e-02, eta: 7:16:45, time: 0.523, data_time: 0.000, memory: 7063, top1_acc: 0.4883, top5_acc: 0.7656, loss_cls: 2.0695, loss: 2.0695, grad_norm: 6.2856 2021-02-03 17:44:22,504 - mmaction - INFO - Epoch [14][280/1345] lr: 1.000e-02, eta: 7:16:34, time: 0.517, data_time: 0.001, memory: 7063, top1_acc: 0.4625, top5_acc: 0.7484, loss_cls: 2.1587, loss: 2.1587, grad_norm: 6.4028 2021-02-03 17:44:32,949 - mmaction - INFO - Epoch [14][300/1345] lr: 1.000e-02, eta: 7:16:23, time: 0.523, data_time: 0.001, memory: 7063, top1_acc: 0.4820, top5_acc: 0.7602, loss_cls: 2.0943, loss: 2.0943, grad_norm: 6.1224 2021-02-03 17:44:43,285 - mmaction - INFO - Epoch [14][320/1345] lr: 1.000e-02, eta: 7:16:11, time: 0.517, data_time: 0.001, memory: 7063, top1_acc: 0.4844, top5_acc: 0.7336, loss_cls: 2.1621, loss: 2.1621, grad_norm: 6.1314 2021-02-03 17:44:53,688 - mmaction - INFO - Epoch [14][340/1345] lr: 1.000e-02, eta: 7:16:00, time: 0.520, data_time: 0.000, memory: 7063, top1_acc: 0.4859, top5_acc: 0.7531, loss_cls: 2.0676, loss: 2.0676, grad_norm: 6.3744 2021-02-03 17:45:04,005 - mmaction - INFO - Epoch [14][360/1345] lr: 1.000e-02, eta: 7:15:49, time: 0.516, data_time: 0.001, memory: 7063, top1_acc: 0.5023, top5_acc: 0.7602, loss_cls: 2.0626, loss: 2.0626, grad_norm: 6.4656 2021-02-03 17:45:14,313 - mmaction - INFO - Epoch [14][380/1345] lr: 1.000e-02, eta: 7:15:38, time: 0.515, data_time: 0.001, memory: 7063, top1_acc: 0.4555, top5_acc: 0.7367, loss_cls: 2.1485, loss: 2.1485, grad_norm: 6.5928 2021-02-03 17:45:24,837 - mmaction - INFO - Epoch [14][400/1345] lr: 1.000e-02, eta: 7:15:27, time: 0.526, data_time: 0.001, memory: 7063, top1_acc: 0.4688, top5_acc: 0.7258, loss_cls: 2.1623, loss: 2.1623, grad_norm: 6.1859 2021-02-03 17:45:35,180 - mmaction - INFO - Epoch [14][420/1345] lr: 1.000e-02, eta: 7:15:16, time: 0.517, data_time: 0.000, memory: 7063, top1_acc: 0.4664, top5_acc: 0.7367, loss_cls: 2.1535, loss: 2.1535, grad_norm: 6.2471 2021-02-03 17:45:45,530 - mmaction - INFO - Epoch [14][440/1345] lr: 1.000e-02, eta: 7:15:04, time: 0.518, data_time: 0.001, memory: 7063, top1_acc: 0.4680, top5_acc: 0.7398, loss_cls: 2.1756, loss: 2.1756, grad_norm: 6.3637 2021-02-03 17:45:55,844 - mmaction - INFO - Epoch [14][460/1345] lr: 1.000e-02, eta: 7:14:53, time: 0.516, data_time: 0.001, memory: 7063, top1_acc: 0.4750, top5_acc: 0.7625, loss_cls: 2.0463, loss: 2.0463, grad_norm: 6.2441 2021-02-03 17:46:06,167 - mmaction - INFO - Epoch [14][480/1345] lr: 1.000e-02, eta: 7:14:42, time: 0.516, data_time: 0.000, memory: 7063, top1_acc: 0.4992, top5_acc: 0.7688, loss_cls: 2.0545, loss: 2.0545, grad_norm: 6.3503 2021-02-03 17:46:16,407 - mmaction - INFO - Epoch [14][500/1345] lr: 1.000e-02, eta: 7:14:30, time: 0.512, data_time: 0.000, memory: 7063, top1_acc: 0.4820, top5_acc: 0.7391, loss_cls: 2.1036, loss: 2.1036, grad_norm: 5.9835 2021-02-03 17:46:26,775 - mmaction - INFO - Epoch [14][520/1345] lr: 1.000e-02, eta: 7:14:19, time: 0.519, data_time: 0.001, memory: 7063, top1_acc: 0.4867, top5_acc: 0.7383, loss_cls: 2.1409, loss: 2.1409, grad_norm: 6.0981 2021-02-03 17:46:37,098 - mmaction - INFO - Epoch [14][540/1345] lr: 1.000e-02, eta: 7:14:08, time: 0.516, data_time: 0.000, memory: 7063, top1_acc: 0.4766, top5_acc: 0.7523, loss_cls: 2.1580, loss: 2.1580, grad_norm: 6.3764 2021-02-03 17:46:47,419 - mmaction - INFO - Epoch [14][560/1345] lr: 1.000e-02, eta: 7:13:56, time: 0.516, data_time: 0.001, memory: 7063, top1_acc: 0.4672, top5_acc: 0.7305, loss_cls: 2.1651, loss: 2.1651, grad_norm: 6.3549 2021-02-03 17:46:57,757 - mmaction - INFO - Epoch [14][580/1345] lr: 1.000e-02, eta: 7:13:45, time: 0.517, data_time: 0.001, memory: 7063, top1_acc: 0.4516, top5_acc: 0.7305, loss_cls: 2.2192, loss: 2.2192, grad_norm: 6.4360 2021-02-03 17:47:08,101 - mmaction - INFO - Epoch [14][600/1345] lr: 1.000e-02, eta: 7:13:34, time: 0.517, data_time: 0.000, memory: 7063, top1_acc: 0.4617, top5_acc: 0.7414, loss_cls: 2.1539, loss: 2.1539, grad_norm: 6.2813 2021-02-03 17:47:18,471 - mmaction - INFO - Epoch [14][620/1345] lr: 1.000e-02, eta: 7:13:23, time: 0.518, data_time: 0.001, memory: 7063, top1_acc: 0.4836, top5_acc: 0.7703, loss_cls: 2.0769, loss: 2.0769, grad_norm: 6.2769 2021-02-03 17:47:28,887 - mmaction - INFO - Epoch [14][640/1345] lr: 1.000e-02, eta: 7:13:12, time: 0.521, data_time: 0.001, memory: 7063, top1_acc: 0.4641, top5_acc: 0.7461, loss_cls: 2.1856, loss: 2.1856, grad_norm: 6.5010 2021-02-03 17:47:39,298 - mmaction - INFO - Epoch [14][660/1345] lr: 1.000e-02, eta: 7:13:01, time: 0.521, data_time: 0.000, memory: 7063, top1_acc: 0.4453, top5_acc: 0.7234, loss_cls: 2.2277, loss: 2.2277, grad_norm: 6.4136 2021-02-03 17:47:49,601 - mmaction - INFO - Epoch [14][680/1345] lr: 1.000e-02, eta: 7:12:49, time: 0.515, data_time: 0.000, memory: 7063, top1_acc: 0.4867, top5_acc: 0.7531, loss_cls: 2.0753, loss: 2.0753, grad_norm: 6.1766 2021-02-03 17:47:59,822 - mmaction - INFO - Epoch [14][700/1345] lr: 1.000e-02, eta: 7:12:38, time: 0.511, data_time: 0.001, memory: 7063, top1_acc: 0.4953, top5_acc: 0.7516, loss_cls: 2.0634, loss: 2.0634, grad_norm: 6.2277 2021-02-03 17:48:10,227 - mmaction - INFO - Epoch [14][720/1345] lr: 1.000e-02, eta: 7:12:27, time: 0.520, data_time: 0.000, memory: 7063, top1_acc: 0.4984, top5_acc: 0.7562, loss_cls: 2.0750, loss: 2.0750, grad_norm: 6.3362 2021-02-03 17:48:20,550 - mmaction - INFO - Epoch [14][740/1345] lr: 1.000e-02, eta: 7:12:15, time: 0.516, data_time: 0.000, memory: 7063, top1_acc: 0.4586, top5_acc: 0.7383, loss_cls: 2.2079, loss: 2.2079, grad_norm: 6.1830 2021-02-03 17:48:30,924 - mmaction - INFO - Epoch [14][760/1345] lr: 1.000e-02, eta: 7:12:04, time: 0.519, data_time: 0.001, memory: 7063, top1_acc: 0.4891, top5_acc: 0.7492, loss_cls: 2.0632, loss: 2.0632, grad_norm: 6.2391 2021-02-03 17:48:41,314 - mmaction - INFO - Epoch [14][780/1345] lr: 1.000e-02, eta: 7:11:53, time: 0.519, data_time: 0.001, memory: 7063, top1_acc: 0.4758, top5_acc: 0.7461, loss_cls: 2.1317, loss: 2.1317, grad_norm: 6.4167 2021-02-03 17:48:51,665 - mmaction - INFO - Epoch [14][800/1345] lr: 1.000e-02, eta: 7:11:42, time: 0.518, data_time: 0.001, memory: 7063, top1_acc: 0.4727, top5_acc: 0.7539, loss_cls: 2.1175, loss: 2.1175, grad_norm: 6.1336 2021-02-03 17:49:02,095 - mmaction - INFO - Epoch [14][820/1345] lr: 1.000e-02, eta: 7:11:31, time: 0.521, data_time: 0.000, memory: 7063, top1_acc: 0.4648, top5_acc: 0.7516, loss_cls: 2.1340, loss: 2.1340, grad_norm: 6.2678 2021-02-03 17:49:12,447 - mmaction - INFO - Epoch [14][840/1345] lr: 1.000e-02, eta: 7:11:20, time: 0.517, data_time: 0.000, memory: 7063, top1_acc: 0.4930, top5_acc: 0.7617, loss_cls: 2.0753, loss: 2.0753, grad_norm: 6.1741 2021-02-03 17:49:22,910 - mmaction - INFO - Epoch [14][860/1345] lr: 1.000e-02, eta: 7:11:09, time: 0.523, data_time: 0.001, memory: 7063, top1_acc: 0.4609, top5_acc: 0.7391, loss_cls: 2.1765, loss: 2.1765, grad_norm: 6.4813 2021-02-03 17:49:33,293 - mmaction - INFO - Epoch [14][880/1345] lr: 1.000e-02, eta: 7:10:58, time: 0.519, data_time: 0.001, memory: 7063, top1_acc: 0.4758, top5_acc: 0.7352, loss_cls: 2.2014, loss: 2.2014, grad_norm: 6.2322 2021-02-03 17:49:43,694 - mmaction - INFO - Epoch [14][900/1345] lr: 1.000e-02, eta: 7:10:47, time: 0.520, data_time: 0.000, memory: 7063, top1_acc: 0.4516, top5_acc: 0.7430, loss_cls: 2.2302, loss: 2.2302, grad_norm: 6.3548 2021-02-03 17:49:54,110 - mmaction - INFO - Epoch [14][920/1345] lr: 1.000e-02, eta: 7:10:36, time: 0.521, data_time: 0.000, memory: 7063, top1_acc: 0.4734, top5_acc: 0.7469, loss_cls: 2.1348, loss: 2.1348, grad_norm: 6.0326 2021-02-03 17:50:04,379 - mmaction - INFO - Epoch [14][940/1345] lr: 1.000e-02, eta: 7:10:24, time: 0.513, data_time: 0.000, memory: 7063, top1_acc: 0.4445, top5_acc: 0.7305, loss_cls: 2.3005, loss: 2.3005, grad_norm: 6.2575 2021-02-03 17:50:14,761 - mmaction - INFO - Epoch [14][960/1345] lr: 1.000e-02, eta: 7:10:13, time: 0.520, data_time: 0.001, memory: 7063, top1_acc: 0.4945, top5_acc: 0.7688, loss_cls: 2.0649, loss: 2.0649, grad_norm: 6.0189 2021-02-03 17:50:25,152 - mmaction - INFO - Epoch [14][980/1345] lr: 1.000e-02, eta: 7:10:02, time: 0.519, data_time: 0.000, memory: 7063, top1_acc: 0.4891, top5_acc: 0.7578, loss_cls: 2.0338, loss: 2.0338, grad_norm: 6.3541 2021-02-03 17:50:35,412 - mmaction - INFO - Epoch [14][1000/1345] lr: 1.000e-02, eta: 7:09:51, time: 0.513, data_time: 0.001, memory: 7063, top1_acc: 0.4695, top5_acc: 0.7336, loss_cls: 2.2026, loss: 2.2026, grad_norm: 6.2867 2021-02-03 17:50:45,747 - mmaction - INFO - Epoch [14][1020/1345] lr: 1.000e-02, eta: 7:09:40, time: 0.517, data_time: 0.001, memory: 7063, top1_acc: 0.4570, top5_acc: 0.7453, loss_cls: 2.1757, loss: 2.1757, grad_norm: 6.3948 2021-02-03 17:50:56,078 - mmaction - INFO - Epoch [14][1040/1345] lr: 1.000e-02, eta: 7:09:28, time: 0.517, data_time: 0.000, memory: 7063, top1_acc: 0.4766, top5_acc: 0.7312, loss_cls: 2.1895, loss: 2.1895, grad_norm: 6.0813 2021-02-03 17:51:06,412 - mmaction - INFO - Epoch [14][1060/1345] lr: 1.000e-02, eta: 7:09:17, time: 0.516, data_time: 0.000, memory: 7063, top1_acc: 0.4531, top5_acc: 0.7367, loss_cls: 2.2306, loss: 2.2306, grad_norm: 6.3156 2021-02-03 17:51:16,774 - mmaction - INFO - Epoch [14][1080/1345] lr: 1.000e-02, eta: 7:09:06, time: 0.518, data_time: 0.001, memory: 7063, top1_acc: 0.4781, top5_acc: 0.7406, loss_cls: 2.1446, loss: 2.1446, grad_norm: 6.0585 2021-02-03 17:51:27,112 - mmaction - INFO - Epoch [14][1100/1345] lr: 1.000e-02, eta: 7:08:55, time: 0.517, data_time: 0.001, memory: 7063, top1_acc: 0.4688, top5_acc: 0.7453, loss_cls: 2.1598, loss: 2.1598, grad_norm: 6.5182 2021-02-03 17:51:37,353 - mmaction - INFO - Epoch [14][1120/1345] lr: 1.000e-02, eta: 7:08:43, time: 0.512, data_time: 0.001, memory: 7063, top1_acc: 0.4797, top5_acc: 0.7461, loss_cls: 2.1056, loss: 2.1056, grad_norm: 6.2037 2021-02-03 17:51:47,609 - mmaction - INFO - Epoch [14][1140/1345] lr: 1.000e-02, eta: 7:08:32, time: 0.513, data_time: 0.000, memory: 7063, top1_acc: 0.4602, top5_acc: 0.7297, loss_cls: 2.2037, loss: 2.2037, grad_norm: 6.3371 2021-02-03 17:51:58,032 - mmaction - INFO - Epoch [14][1160/1345] lr: 1.000e-02, eta: 7:08:21, time: 0.521, data_time: 0.000, memory: 7063, top1_acc: 0.4656, top5_acc: 0.7383, loss_cls: 2.1676, loss: 2.1676, grad_norm: 6.1680 2021-02-03 17:52:08,388 - mmaction - INFO - Epoch [14][1180/1345] lr: 1.000e-02, eta: 7:08:10, time: 0.518, data_time: 0.000, memory: 7063, top1_acc: 0.4672, top5_acc: 0.7352, loss_cls: 2.1957, loss: 2.1957, grad_norm: 5.9874 2021-02-03 17:52:18,806 - mmaction - INFO - Epoch [14][1200/1345] lr: 1.000e-02, eta: 7:07:59, time: 0.521, data_time: 0.001, memory: 7063, top1_acc: 0.4797, top5_acc: 0.7461, loss_cls: 2.0959, loss: 2.0959, grad_norm: 6.3193 2021-02-03 17:52:29,155 - mmaction - INFO - Epoch [14][1220/1345] lr: 1.000e-02, eta: 7:07:48, time: 0.517, data_time: 0.000, memory: 7063, top1_acc: 0.4695, top5_acc: 0.7250, loss_cls: 2.1943, loss: 2.1943, grad_norm: 6.0401 2021-02-03 17:52:39,595 - mmaction - INFO - Epoch [14][1240/1345] lr: 1.000e-02, eta: 7:07:37, time: 0.522, data_time: 0.001, memory: 7063, top1_acc: 0.4773, top5_acc: 0.7375, loss_cls: 2.1617, loss: 2.1617, grad_norm: 6.0762 2021-02-03 17:52:49,947 - mmaction - INFO - Epoch [14][1260/1345] lr: 1.000e-02, eta: 7:07:26, time: 0.518, data_time: 0.001, memory: 7063, top1_acc: 0.4906, top5_acc: 0.7438, loss_cls: 2.1200, loss: 2.1200, grad_norm: 6.1116 2021-02-03 17:53:00,333 - mmaction - INFO - Epoch [14][1280/1345] lr: 1.000e-02, eta: 7:07:15, time: 0.519, data_time: 0.000, memory: 7063, top1_acc: 0.5023, top5_acc: 0.7438, loss_cls: 2.1047, loss: 2.1047, grad_norm: 6.1315 2021-02-03 17:53:10,648 - mmaction - INFO - Epoch [14][1300/1345] lr: 1.000e-02, eta: 7:07:03, time: 0.515, data_time: 0.000, memory: 7063, top1_acc: 0.5000, top5_acc: 0.7477, loss_cls: 2.0506, loss: 2.0506, grad_norm: 6.1904 2021-02-03 17:53:21,076 - mmaction - INFO - Epoch [14][1320/1345] lr: 1.000e-02, eta: 7:06:52, time: 0.522, data_time: 0.001, memory: 7063, top1_acc: 0.4625, top5_acc: 0.7273, loss_cls: 2.1660, loss: 2.1660, grad_norm: 6.2913 2021-02-03 17:53:31,447 - mmaction - INFO - Epoch [14][1340/1345] lr: 1.000e-02, eta: 7:06:41, time: 0.518, data_time: 0.000, memory: 7063, top1_acc: 0.4961, top5_acc: 0.7531, loss_cls: 2.0852, loss: 2.0852, grad_norm: 5.9622 2021-02-03 17:53:34,231 - mmaction - INFO - Saving checkpoint at 14 epochs 2021-02-03 17:54:15,572 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-02-03 17:54:15,974 - mmaction - INFO - top1_acc 0.3448 top5_acc 0.6400 2021-02-03 17:54:15,974 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-02-03 17:54:16,005 - mmaction - INFO - mean_acc 0.3104 2021-02-03 17:54:16,021 - mmaction - INFO - Epoch(val) [14][1345] top1_acc: 0.3448, top5_acc: 0.6400, mean_class_accuracy: 0.3104 2021-02-03 17:54:43,497 - mmaction - INFO - Epoch [15][20/1345] lr: 1.000e-02, eta: 7:07:05, time: 1.374, data_time: 0.838, memory: 7063, top1_acc: 0.5102, top5_acc: 0.7836, loss_cls: 1.9637, loss: 1.9637, grad_norm: 6.2283 2021-02-03 17:54:53,820 - mmaction - INFO - Epoch [15][40/1345] lr: 1.000e-02, eta: 7:06:53, time: 0.516, data_time: 0.004, memory: 7063, top1_acc: 0.4781, top5_acc: 0.7539, loss_cls: 2.0991, loss: 2.0991, grad_norm: 6.4269 2021-02-03 17:55:04,097 - mmaction - INFO - Epoch [15][60/1345] lr: 1.000e-02, eta: 7:06:42, time: 0.514, data_time: 0.002, memory: 7063, top1_acc: 0.4922, top5_acc: 0.7578, loss_cls: 2.0076, loss: 2.0076, grad_norm: 6.0937 2021-02-03 17:55:14,432 - mmaction - INFO - Epoch [15][80/1345] lr: 1.000e-02, eta: 7:06:31, time: 0.517, data_time: 0.001, memory: 7063, top1_acc: 0.5055, top5_acc: 0.7469, loss_cls: 2.0990, loss: 2.0990, grad_norm: 6.4137 2021-02-03 17:55:24,671 - mmaction - INFO - Epoch [15][100/1345] lr: 1.000e-02, eta: 7:06:19, time: 0.512, data_time: 0.001, memory: 7063, top1_acc: 0.4969, top5_acc: 0.7516, loss_cls: 2.0313, loss: 2.0313, grad_norm: 6.2629 2021-02-03 17:55:34,945 - mmaction - INFO - Epoch [15][120/1345] lr: 1.000e-02, eta: 7:06:08, time: 0.514, data_time: 0.001, memory: 7063, top1_acc: 0.5000, top5_acc: 0.7461, loss_cls: 2.0385, loss: 2.0385, grad_norm: 6.0951 2021-02-03 17:55:45,359 - mmaction - INFO - Epoch [15][140/1345] lr: 1.000e-02, eta: 7:05:57, time: 0.521, data_time: 0.001, memory: 7063, top1_acc: 0.5031, top5_acc: 0.7461, loss_cls: 2.0905, loss: 2.0905, grad_norm: 6.2406 2021-02-03 17:55:55,694 - mmaction - INFO - Epoch [15][160/1345] lr: 1.000e-02, eta: 7:05:46, time: 0.517, data_time: 0.001, memory: 7063, top1_acc: 0.5273, top5_acc: 0.7711, loss_cls: 1.9624, loss: 1.9624, grad_norm: 6.1863 2021-02-03 17:56:05,951 - mmaction - INFO - Epoch [15][180/1345] lr: 1.000e-02, eta: 7:05:34, time: 0.513, data_time: 0.001, memory: 7063, top1_acc: 0.4883, top5_acc: 0.7516, loss_cls: 2.0849, loss: 2.0849, grad_norm: 6.2785 2021-02-03 17:56:16,347 - mmaction - INFO - Epoch [15][200/1345] lr: 1.000e-02, eta: 7:05:23, time: 0.520, data_time: 0.000, memory: 7063, top1_acc: 0.4734, top5_acc: 0.7547, loss_cls: 2.1316, loss: 2.1316, grad_norm: 6.4512 2021-02-03 17:56:26,728 - mmaction - INFO - Epoch [15][220/1345] lr: 1.000e-02, eta: 7:05:12, time: 0.519, data_time: 0.001, memory: 7063, top1_acc: 0.4750, top5_acc: 0.7562, loss_cls: 2.1223, loss: 2.1223, grad_norm: 6.2860 2021-02-03 17:56:36,970 - mmaction - INFO - Epoch [15][240/1345] lr: 1.000e-02, eta: 7:05:01, time: 0.512, data_time: 0.000, memory: 7063, top1_acc: 0.4961, top5_acc: 0.7719, loss_cls: 2.0138, loss: 2.0138, grad_norm: 6.4859 2021-02-03 17:56:47,265 - mmaction - INFO - Epoch [15][260/1345] lr: 1.000e-02, eta: 7:04:49, time: 0.515, data_time: 0.000, memory: 7063, top1_acc: 0.4797, top5_acc: 0.7445, loss_cls: 2.0863, loss: 2.0863, grad_norm: 6.2573 2021-02-03 17:56:57,698 - mmaction - INFO - Epoch [15][280/1345] lr: 1.000e-02, eta: 7:04:38, time: 0.521, data_time: 0.000, memory: 7063, top1_acc: 0.4719, top5_acc: 0.7484, loss_cls: 2.1262, loss: 2.1262, grad_norm: 6.2440 2021-02-03 17:57:08,041 - mmaction - INFO - Epoch [15][300/1345] lr: 1.000e-02, eta: 7:04:27, time: 0.518, data_time: 0.001, memory: 7063, top1_acc: 0.4719, top5_acc: 0.7461, loss_cls: 2.1262, loss: 2.1262, grad_norm: 6.3453 2021-02-03 17:57:18,436 - mmaction - INFO - Epoch [15][320/1345] lr: 1.000e-02, eta: 7:04:16, time: 0.520, data_time: 0.000, memory: 7063, top1_acc: 0.4922, top5_acc: 0.7547, loss_cls: 2.0297, loss: 2.0297, grad_norm: 6.3909 2021-02-03 17:57:28,895 - mmaction - INFO - Epoch [15][340/1345] lr: 1.000e-02, eta: 7:04:05, time: 0.523, data_time: 0.000, memory: 7063, top1_acc: 0.5070, top5_acc: 0.7836, loss_cls: 1.9499, loss: 1.9499, grad_norm: 6.4539 2021-02-03 17:57:39,241 - mmaction - INFO - Epoch [15][360/1345] lr: 1.000e-02, eta: 7:03:54, time: 0.517, data_time: 0.000, memory: 7063, top1_acc: 0.4703, top5_acc: 0.7422, loss_cls: 2.1172, loss: 2.1172, grad_norm: 6.2757 2021-02-03 17:57:49,631 - mmaction - INFO - Epoch [15][380/1345] lr: 1.000e-02, eta: 7:03:43, time: 0.519, data_time: 0.001, memory: 7063, top1_acc: 0.4805, top5_acc: 0.7492, loss_cls: 2.1090, loss: 2.1090, grad_norm: 6.1867 2021-02-03 17:57:59,974 - mmaction - INFO - Epoch [15][400/1345] lr: 1.000e-02, eta: 7:03:32, time: 0.518, data_time: 0.001, memory: 7063, top1_acc: 0.4859, top5_acc: 0.7500, loss_cls: 2.1012, loss: 2.1012, grad_norm: 6.2520 2021-02-03 17:58:10,357 - mmaction - INFO - Epoch [15][420/1345] lr: 1.000e-02, eta: 7:03:21, time: 0.519, data_time: 0.000, memory: 7063, top1_acc: 0.4766, top5_acc: 0.7500, loss_cls: 2.1400, loss: 2.1400, grad_norm: 6.1849 2021-02-03 17:58:20,735 - mmaction - INFO - Epoch [15][440/1345] lr: 1.000e-02, eta: 7:03:09, time: 0.519, data_time: 0.001, memory: 7063, top1_acc: 0.4805, top5_acc: 0.7484, loss_cls: 2.0969, loss: 2.0969, grad_norm: 6.1704 2021-02-03 17:58:31,169 - mmaction - INFO - Epoch [15][460/1345] lr: 1.000e-02, eta: 7:02:59, time: 0.522, data_time: 0.001, memory: 7063, top1_acc: 0.4766, top5_acc: 0.7453, loss_cls: 2.1264, loss: 2.1264, grad_norm: 6.3102 2021-02-03 17:58:41,517 - mmaction - INFO - Epoch [15][480/1345] lr: 1.000e-02, eta: 7:02:47, time: 0.517, data_time: 0.000, memory: 7063, top1_acc: 0.4852, top5_acc: 0.7633, loss_cls: 2.0420, loss: 2.0420, grad_norm: 6.1551 2021-02-03 17:58:51,804 - mmaction - INFO - Epoch [15][500/1345] lr: 1.000e-02, eta: 7:02:36, time: 0.514, data_time: 0.000, memory: 7063, top1_acc: 0.5016, top5_acc: 0.7703, loss_cls: 2.0266, loss: 2.0266, grad_norm: 6.2691 2021-02-03 17:59:02,224 - mmaction - INFO - Epoch [15][520/1345] lr: 1.000e-02, eta: 7:02:25, time: 0.521, data_time: 0.000, memory: 7063, top1_acc: 0.5016, top5_acc: 0.7656, loss_cls: 1.9627, loss: 1.9627, grad_norm: 6.2797 2021-02-03 17:59:12,620 - mmaction - INFO - Epoch [15][540/1345] lr: 1.000e-02, eta: 7:02:14, time: 0.520, data_time: 0.001, memory: 7063, top1_acc: 0.4437, top5_acc: 0.7258, loss_cls: 2.2520, loss: 2.2520, grad_norm: 6.5968 2021-02-03 17:59:22,892 - mmaction - INFO - Epoch [15][560/1345] lr: 1.000e-02, eta: 7:02:03, time: 0.514, data_time: 0.001, memory: 7063, top1_acc: 0.4602, top5_acc: 0.7555, loss_cls: 2.1429, loss: 2.1429, grad_norm: 6.4439 2021-02-03 17:59:33,226 - mmaction - INFO - Epoch [15][580/1345] lr: 1.000e-02, eta: 7:01:51, time: 0.517, data_time: 0.001, memory: 7063, top1_acc: 0.4648, top5_acc: 0.7609, loss_cls: 2.1342, loss: 2.1342, grad_norm: 6.2497 2021-02-03 17:59:43,488 - mmaction - INFO - Epoch [15][600/1345] lr: 1.000e-02, eta: 7:01:40, time: 0.513, data_time: 0.000, memory: 7063, top1_acc: 0.4789, top5_acc: 0.7617, loss_cls: 2.0942, loss: 2.0942, grad_norm: 6.2939 2021-02-03 17:59:53,804 - mmaction - INFO - Epoch [15][620/1345] lr: 1.000e-02, eta: 7:01:29, time: 0.516, data_time: 0.001, memory: 7063, top1_acc: 0.4883, top5_acc: 0.7578, loss_cls: 2.0601, loss: 2.0601, grad_norm: 6.3793 2021-02-03 18:00:04,695 - mmaction - INFO - Epoch [15][640/1345] lr: 1.000e-02, eta: 7:01:19, time: 0.537, data_time: 0.002, memory: 7063, top1_acc: 0.4633, top5_acc: 0.7422, loss_cls: 2.1940, loss: 2.1940, grad_norm: 6.2768 2021-02-03 18:00:18,482 - mmaction - INFO - Epoch [15][660/1345] lr: 1.000e-02, eta: 7:01:16, time: 0.697, data_time: 0.183, memory: 7063, top1_acc: 0.4930, top5_acc: 0.7508, loss_cls: 2.0665, loss: 2.0665, grad_norm: 6.3918 2021-02-03 18:00:28,719 - mmaction - INFO - Epoch [15][680/1345] lr: 1.000e-02, eta: 7:01:05, time: 0.512, data_time: 0.001, memory: 7063, top1_acc: 0.4773, top5_acc: 0.7391, loss_cls: 2.1513, loss: 2.1513, grad_norm: 6.6703 2021-02-03 18:00:39,046 - mmaction - INFO - Epoch [15][700/1345] lr: 1.000e-02, eta: 7:00:54, time: 0.516, data_time: 0.001, memory: 7063, top1_acc: 0.4695, top5_acc: 0.7445, loss_cls: 2.1499, loss: 2.1499, grad_norm: 6.5978 2021-02-03 18:00:49,317 - mmaction - INFO - Epoch [15][720/1345] lr: 1.000e-02, eta: 7:00:42, time: 0.513, data_time: 0.001, memory: 7063, top1_acc: 0.5008, top5_acc: 0.7750, loss_cls: 2.0106, loss: 2.0106, grad_norm: 6.2405 2021-02-03 18:00:59,702 - mmaction - INFO - Epoch [15][740/1345] lr: 1.000e-02, eta: 7:00:31, time: 0.519, data_time: 0.001, memory: 7063, top1_acc: 0.4969, top5_acc: 0.7461, loss_cls: 2.1384, loss: 2.1384, grad_norm: 6.3646 2021-02-03 18:01:10,187 - mmaction - INFO - Epoch [15][760/1345] lr: 1.000e-02, eta: 7:00:20, time: 0.524, data_time: 0.001, memory: 7063, top1_acc: 0.4758, top5_acc: 0.7422, loss_cls: 2.1604, loss: 2.1604, grad_norm: 6.4521 2021-02-03 18:01:20,517 - mmaction - INFO - Epoch [15][780/1345] lr: 1.000e-02, eta: 7:00:09, time: 0.516, data_time: 0.001, memory: 7063, top1_acc: 0.4805, top5_acc: 0.7516, loss_cls: 2.0805, loss: 2.0805, grad_norm: 6.3097 2021-02-03 18:01:30,882 - mmaction - INFO - Epoch [15][800/1345] lr: 1.000e-02, eta: 6:59:58, time: 0.519, data_time: 0.001, memory: 7063, top1_acc: 0.4781, top5_acc: 0.7547, loss_cls: 2.1123, loss: 2.1123, grad_norm: 6.0577 2021-02-03 18:01:41,224 - mmaction - INFO - Epoch [15][820/1345] lr: 1.000e-02, eta: 6:59:47, time: 0.517, data_time: 0.000, memory: 7063, top1_acc: 0.4836, top5_acc: 0.7508, loss_cls: 2.1475, loss: 2.1475, grad_norm: 6.5228 2021-02-03 18:01:51,549 - mmaction - INFO - Epoch [15][840/1345] lr: 1.000e-02, eta: 6:59:36, time: 0.516, data_time: 0.000, memory: 7063, top1_acc: 0.4898, top5_acc: 0.7625, loss_cls: 2.0518, loss: 2.0518, grad_norm: 6.2050 2021-02-03 18:02:01,883 - mmaction - INFO - Epoch [15][860/1345] lr: 1.000e-02, eta: 6:59:25, time: 0.517, data_time: 0.000, memory: 7063, top1_acc: 0.4742, top5_acc: 0.7414, loss_cls: 2.1667, loss: 2.1667, grad_norm: 6.3958 2021-02-03 18:02:12,300 - mmaction - INFO - Epoch [15][880/1345] lr: 1.000e-02, eta: 6:59:14, time: 0.521, data_time: 0.000, memory: 7063, top1_acc: 0.4648, top5_acc: 0.7516, loss_cls: 2.1413, loss: 2.1413, grad_norm: 6.2284 2021-02-03 18:02:22,686 - mmaction - INFO - Epoch [15][900/1345] lr: 1.000e-02, eta: 6:59:02, time: 0.519, data_time: 0.000, memory: 7063, top1_acc: 0.4891, top5_acc: 0.7641, loss_cls: 2.0757, loss: 2.0757, grad_norm: 6.3237 2021-02-03 18:02:33,189 - mmaction - INFO - Epoch [15][920/1345] lr: 1.000e-02, eta: 6:58:52, time: 0.525, data_time: 0.001, memory: 7063, top1_acc: 0.4680, top5_acc: 0.7188, loss_cls: 2.2359, loss: 2.2359, grad_norm: 6.2851 2021-02-03 18:02:43,628 - mmaction - INFO - Epoch [15][940/1345] lr: 1.000e-02, eta: 6:58:41, time: 0.522, data_time: 0.001, memory: 7063, top1_acc: 0.5047, top5_acc: 0.7500, loss_cls: 2.0395, loss: 2.0395, grad_norm: 6.0280 2021-02-03 18:02:54,012 - mmaction - INFO - Epoch [15][960/1345] lr: 1.000e-02, eta: 6:58:30, time: 0.519, data_time: 0.001, memory: 7063, top1_acc: 0.4844, top5_acc: 0.7352, loss_cls: 2.1450, loss: 2.1450, grad_norm: 6.4263 2021-02-03 18:03:04,534 - mmaction - INFO - Epoch [15][980/1345] lr: 1.000e-02, eta: 6:58:19, time: 0.527, data_time: 0.002, memory: 7063, top1_acc: 0.4844, top5_acc: 0.7492, loss_cls: 2.1021, loss: 2.1021, grad_norm: 6.1170 2021-02-03 18:03:14,876 - mmaction - INFO - Epoch [15][1000/1345] lr: 1.000e-02, eta: 6:58:08, time: 0.518, data_time: 0.001, memory: 7063, top1_acc: 0.4953, top5_acc: 0.7531, loss_cls: 2.0802, loss: 2.0802, grad_norm: 6.2815 2021-02-03 18:03:25,315 - mmaction - INFO - Epoch [15][1020/1345] lr: 1.000e-02, eta: 6:57:57, time: 0.522, data_time: 0.000, memory: 7063, top1_acc: 0.4789, top5_acc: 0.7531, loss_cls: 2.1139, loss: 2.1139, grad_norm: 6.2184 2021-02-03 18:03:35,695 - mmaction - INFO - Epoch [15][1040/1345] lr: 1.000e-02, eta: 6:57:46, time: 0.519, data_time: 0.000, memory: 7063, top1_acc: 0.4555, top5_acc: 0.7469, loss_cls: 2.1706, loss: 2.1706, grad_norm: 6.2587 2021-02-03 18:03:46,051 - mmaction - INFO - Epoch [15][1060/1345] lr: 1.000e-02, eta: 6:57:35, time: 0.518, data_time: 0.000, memory: 7063, top1_acc: 0.5000, top5_acc: 0.7586, loss_cls: 2.0942, loss: 2.0942, grad_norm: 6.2234 2021-02-03 18:03:56,367 - mmaction - INFO - Epoch [15][1080/1345] lr: 1.000e-02, eta: 6:57:24, time: 0.516, data_time: 0.000, memory: 7063, top1_acc: 0.4648, top5_acc: 0.7328, loss_cls: 2.1384, loss: 2.1384, grad_norm: 6.5333 2021-02-03 18:04:06,623 - mmaction - INFO - Epoch [15][1100/1345] lr: 1.000e-02, eta: 6:57:12, time: 0.513, data_time: 0.001, memory: 7063, top1_acc: 0.4828, top5_acc: 0.7531, loss_cls: 2.1204, loss: 2.1204, grad_norm: 6.2535 2021-02-03 18:04:17,011 - mmaction - INFO - Epoch [15][1120/1345] lr: 1.000e-02, eta: 6:57:01, time: 0.520, data_time: 0.001, memory: 7063, top1_acc: 0.4828, top5_acc: 0.7422, loss_cls: 2.1448, loss: 2.1448, grad_norm: 6.3250 2021-02-03 18:04:27,444 - mmaction - INFO - Epoch [15][1140/1345] lr: 1.000e-02, eta: 6:56:50, time: 0.522, data_time: 0.001, memory: 7063, top1_acc: 0.4898, top5_acc: 0.7562, loss_cls: 2.0760, loss: 2.0760, grad_norm: 6.3211 2021-02-03 18:04:37,837 - mmaction - INFO - Epoch [15][1160/1345] lr: 1.000e-02, eta: 6:56:39, time: 0.520, data_time: 0.000, memory: 7063, top1_acc: 0.4820, top5_acc: 0.7586, loss_cls: 2.0449, loss: 2.0449, grad_norm: 6.2432 2021-02-03 18:04:48,066 - mmaction - INFO - Epoch [15][1180/1345] lr: 1.000e-02, eta: 6:56:28, time: 0.511, data_time: 0.000, memory: 7063, top1_acc: 0.4633, top5_acc: 0.7484, loss_cls: 2.1307, loss: 2.1307, grad_norm: 6.4072 2021-02-03 18:04:58,334 - mmaction - INFO - Epoch [15][1200/1345] lr: 1.000e-02, eta: 6:56:17, time: 0.513, data_time: 0.000, memory: 7063, top1_acc: 0.4898, top5_acc: 0.7617, loss_cls: 2.0546, loss: 2.0546, grad_norm: 6.3136 2021-02-03 18:05:08,648 - mmaction - INFO - Epoch [15][1220/1345] lr: 1.000e-02, eta: 6:56:05, time: 0.515, data_time: 0.000, memory: 7063, top1_acc: 0.4836, top5_acc: 0.7445, loss_cls: 2.1255, loss: 2.1255, grad_norm: 6.1667 2021-02-03 18:05:19,016 - mmaction - INFO - Epoch [15][1240/1345] lr: 1.000e-02, eta: 6:55:54, time: 0.519, data_time: 0.001, memory: 7063, top1_acc: 0.4781, top5_acc: 0.7578, loss_cls: 2.1276, loss: 2.1276, grad_norm: 6.2274 2021-02-03 18:05:29,255 - mmaction - INFO - Epoch [15][1260/1345] lr: 1.000e-02, eta: 6:55:43, time: 0.512, data_time: 0.001, memory: 7063, top1_acc: 0.4914, top5_acc: 0.7609, loss_cls: 2.1301, loss: 2.1301, grad_norm: 6.3207 2021-02-03 18:05:39,509 - mmaction - INFO - Epoch [15][1280/1345] lr: 1.000e-02, eta: 6:55:32, time: 0.513, data_time: 0.000, memory: 7063, top1_acc: 0.4828, top5_acc: 0.7492, loss_cls: 2.1165, loss: 2.1165, grad_norm: 6.5071 2021-02-03 18:05:49,844 - mmaction - INFO - Epoch [15][1300/1345] lr: 1.000e-02, eta: 6:55:20, time: 0.517, data_time: 0.000, memory: 7063, top1_acc: 0.4820, top5_acc: 0.7398, loss_cls: 2.1003, loss: 2.1003, grad_norm: 6.0613 2021-02-03 18:06:00,301 - mmaction - INFO - Epoch [15][1320/1345] lr: 1.000e-02, eta: 6:55:09, time: 0.523, data_time: 0.000, memory: 7063, top1_acc: 0.4586, top5_acc: 0.7469, loss_cls: 2.1648, loss: 2.1648, grad_norm: 6.2196 2021-02-03 18:06:10,694 - mmaction - INFO - Epoch [15][1340/1345] lr: 1.000e-02, eta: 6:54:58, time: 0.520, data_time: 0.001, memory: 7063, top1_acc: 0.4688, top5_acc: 0.7531, loss_cls: 2.1357, loss: 2.1357, grad_norm: 6.1534 2021-02-03 18:06:24,813 - mmaction - INFO - Saving checkpoint at 15 epochs 2021-02-03 18:07:27,496 - mmaction - INFO - Epoch [16][20/1345] lr: 1.000e-02, eta: 6:56:38, time: 3.090, data_time: 2.561, memory: 7063, top1_acc: 0.5148, top5_acc: 0.7695, loss_cls: 2.0336, loss: 2.0336, grad_norm: 6.0717 2021-02-03 18:07:37,610 - mmaction - INFO - Epoch [16][40/1345] lr: 1.000e-02, eta: 6:56:27, time: 0.506, data_time: 0.001, memory: 7063, top1_acc: 0.4867, top5_acc: 0.7625, loss_cls: 2.0412, loss: 2.0412, grad_norm: 6.3015 2021-02-03 18:07:47,746 - mmaction - INFO - Epoch [16][60/1345] lr: 1.000e-02, eta: 6:56:15, time: 0.507, data_time: 0.001, memory: 7063, top1_acc: 0.4672, top5_acc: 0.7477, loss_cls: 2.1275, loss: 2.1275, grad_norm: 6.1967 2021-02-03 18:07:57,921 - mmaction - INFO - Epoch [16][80/1345] lr: 1.000e-02, eta: 6:56:03, time: 0.509, data_time: 0.001, memory: 7063, top1_acc: 0.4828, top5_acc: 0.7586, loss_cls: 2.0364, loss: 2.0364, grad_norm: 6.0775 2021-02-03 18:08:08,181 - mmaction - INFO - Epoch [16][100/1345] lr: 1.000e-02, eta: 6:55:52, time: 0.513, data_time: 0.000, memory: 7063, top1_acc: 0.5094, top5_acc: 0.7648, loss_cls: 1.9959, loss: 1.9959, grad_norm: 6.2816 2021-02-03 18:08:18,470 - mmaction - INFO - Epoch [16][120/1345] lr: 1.000e-02, eta: 6:55:40, time: 0.514, data_time: 0.000, memory: 7063, top1_acc: 0.5000, top5_acc: 0.7555, loss_cls: 2.0289, loss: 2.0289, grad_norm: 6.1525 2021-02-03 18:08:28,761 - mmaction - INFO - Epoch [16][140/1345] lr: 1.000e-02, eta: 6:55:29, time: 0.515, data_time: 0.000, memory: 7063, top1_acc: 0.5227, top5_acc: 0.7859, loss_cls: 1.9382, loss: 1.9382, grad_norm: 6.1630 2021-02-03 18:08:39,133 - mmaction - INFO - Epoch [16][160/1345] lr: 1.000e-02, eta: 6:55:18, time: 0.518, data_time: 0.000, memory: 7063, top1_acc: 0.4922, top5_acc: 0.7711, loss_cls: 2.0041, loss: 2.0041, grad_norm: 6.4044 2021-02-03 18:08:49,449 - mmaction - INFO - Epoch [16][180/1345] lr: 1.000e-02, eta: 6:55:06, time: 0.516, data_time: 0.001, memory: 7063, top1_acc: 0.4906, top5_acc: 0.7602, loss_cls: 2.0178, loss: 2.0178, grad_norm: 6.3528 2021-02-03 18:08:59,704 - mmaction - INFO - Epoch [16][200/1345] lr: 1.000e-02, eta: 6:54:55, time: 0.512, data_time: 0.000, memory: 7063, top1_acc: 0.4867, top5_acc: 0.7648, loss_cls: 2.0450, loss: 2.0450, grad_norm: 6.2264 2021-02-03 18:09:10,082 - mmaction - INFO - Epoch [16][220/1345] lr: 1.000e-02, eta: 6:54:44, time: 0.519, data_time: 0.001, memory: 7063, top1_acc: 0.4922, top5_acc: 0.7648, loss_cls: 2.0399, loss: 2.0399, grad_norm: 6.3298 2021-02-03 18:09:20,392 - mmaction - INFO - Epoch [16][240/1345] lr: 1.000e-02, eta: 6:54:32, time: 0.515, data_time: 0.001, memory: 7063, top1_acc: 0.5008, top5_acc: 0.7648, loss_cls: 2.0002, loss: 2.0002, grad_norm: 6.4002 2021-02-03 18:09:30,623 - mmaction - INFO - Epoch [16][260/1345] lr: 1.000e-02, eta: 6:54:21, time: 0.512, data_time: 0.001, memory: 7063, top1_acc: 0.5227, top5_acc: 0.7695, loss_cls: 1.9793, loss: 1.9793, grad_norm: 6.2527 2021-02-03 18:09:40,989 - mmaction - INFO - Epoch [16][280/1345] lr: 1.000e-02, eta: 6:54:10, time: 0.518, data_time: 0.000, memory: 7063, top1_acc: 0.4992, top5_acc: 0.7672, loss_cls: 2.0348, loss: 2.0348, grad_norm: 6.6117 2021-02-03 18:09:51,304 - mmaction - INFO - Epoch [16][300/1345] lr: 1.000e-02, eta: 6:53:58, time: 0.516, data_time: 0.001, memory: 7063, top1_acc: 0.4859, top5_acc: 0.7531, loss_cls: 2.1015, loss: 2.1015, grad_norm: 6.2502 2021-02-03 18:10:01,546 - mmaction - INFO - Epoch [16][320/1345] lr: 1.000e-02, eta: 6:53:47, time: 0.512, data_time: 0.001, memory: 7063, top1_acc: 0.5023, top5_acc: 0.7828, loss_cls: 1.9991, loss: 1.9991, grad_norm: 6.3671 2021-02-03 18:10:11,884 - mmaction - INFO - Epoch [16][340/1345] lr: 1.000e-02, eta: 6:53:36, time: 0.517, data_time: 0.001, memory: 7063, top1_acc: 0.5273, top5_acc: 0.7625, loss_cls: 2.0008, loss: 2.0008, grad_norm: 6.1884 2021-02-03 18:10:22,121 - mmaction - INFO - Epoch [16][360/1345] lr: 1.000e-02, eta: 6:53:24, time: 0.512, data_time: 0.000, memory: 7063, top1_acc: 0.4867, top5_acc: 0.7617, loss_cls: 2.0772, loss: 2.0772, grad_norm: 6.3592 2021-02-03 18:10:32,401 - mmaction - INFO - Epoch [16][380/1345] lr: 1.000e-02, eta: 6:53:13, time: 0.514, data_time: 0.001, memory: 7063, top1_acc: 0.4984, top5_acc: 0.7781, loss_cls: 1.9861, loss: 1.9861, grad_norm: 6.3146 2021-02-03 18:10:42,770 - mmaction - INFO - Epoch [16][400/1345] lr: 1.000e-02, eta: 6:53:02, time: 0.519, data_time: 0.001, memory: 7063, top1_acc: 0.4945, top5_acc: 0.7516, loss_cls: 2.0754, loss: 2.0754, grad_norm: 6.3461 2021-02-03 18:10:53,092 - mmaction - INFO - Epoch [16][420/1345] lr: 1.000e-02, eta: 6:52:50, time: 0.516, data_time: 0.000, memory: 7063, top1_acc: 0.4805, top5_acc: 0.7594, loss_cls: 2.0832, loss: 2.0832, grad_norm: 6.1483 2021-02-03 18:11:03,463 - mmaction - INFO - Epoch [16][440/1345] lr: 1.000e-02, eta: 6:52:39, time: 0.518, data_time: 0.000, memory: 7063, top1_acc: 0.5016, top5_acc: 0.7570, loss_cls: 2.0095, loss: 2.0095, grad_norm: 6.1654 2021-02-03 18:11:13,853 - mmaction - INFO - Epoch [16][460/1345] lr: 1.000e-02, eta: 6:52:28, time: 0.519, data_time: 0.000, memory: 7063, top1_acc: 0.5086, top5_acc: 0.7594, loss_cls: 1.9925, loss: 1.9925, grad_norm: 6.1279 2021-02-03 18:11:24,190 - mmaction - INFO - Epoch [16][480/1345] lr: 1.000e-02, eta: 6:52:17, time: 0.517, data_time: 0.000, memory: 7063, top1_acc: 0.5086, top5_acc: 0.7680, loss_cls: 1.9493, loss: 1.9493, grad_norm: 6.5143 2021-02-03 18:11:34,552 - mmaction - INFO - Epoch [16][500/1345] lr: 1.000e-02, eta: 6:52:06, time: 0.518, data_time: 0.000, memory: 7063, top1_acc: 0.5078, top5_acc: 0.7773, loss_cls: 2.0035, loss: 2.0035, grad_norm: 6.3257 2021-02-03 18:11:44,917 - mmaction - INFO - Epoch [16][520/1345] lr: 1.000e-02, eta: 6:51:54, time: 0.518, data_time: 0.000, memory: 7063, top1_acc: 0.4969, top5_acc: 0.7672, loss_cls: 2.0429, loss: 2.0429, grad_norm: 6.6488 2021-02-03 18:11:55,284 - mmaction - INFO - Epoch [16][540/1345] lr: 1.000e-02, eta: 6:51:43, time: 0.519, data_time: 0.001, memory: 7063, top1_acc: 0.4633, top5_acc: 0.7516, loss_cls: 2.1479, loss: 2.1479, grad_norm: 6.4766 2021-02-03 18:12:05,701 - mmaction - INFO - Epoch [16][560/1345] lr: 1.000e-02, eta: 6:51:32, time: 0.521, data_time: 0.001, memory: 7063, top1_acc: 0.4836, top5_acc: 0.7602, loss_cls: 2.0690, loss: 2.0690, grad_norm: 6.5312 2021-02-03 18:12:16,099 - mmaction - INFO - Epoch [16][580/1345] lr: 1.000e-02, eta: 6:51:21, time: 0.520, data_time: 0.000, memory: 7063, top1_acc: 0.4906, top5_acc: 0.7477, loss_cls: 2.0646, loss: 2.0646, grad_norm: 6.2361 2021-02-03 18:12:26,454 - mmaction - INFO - Epoch [16][600/1345] lr: 1.000e-02, eta: 6:51:10, time: 0.518, data_time: 0.001, memory: 7063, top1_acc: 0.4922, top5_acc: 0.7727, loss_cls: 2.0924, loss: 2.0924, grad_norm: 6.6089 2021-02-03 18:12:36,821 - mmaction - INFO - Epoch [16][620/1345] lr: 1.000e-02, eta: 6:50:59, time: 0.518, data_time: 0.000, memory: 7063, top1_acc: 0.4930, top5_acc: 0.7477, loss_cls: 2.1017, loss: 2.1017, grad_norm: 6.2645 2021-02-03 18:12:47,251 - mmaction - INFO - Epoch [16][640/1345] lr: 1.000e-02, eta: 6:50:48, time: 0.522, data_time: 0.001, memory: 7063, top1_acc: 0.4875, top5_acc: 0.7617, loss_cls: 2.0890, loss: 2.0890, grad_norm: 6.4217 2021-02-03 18:12:57,683 - mmaction - INFO - Epoch [16][660/1345] lr: 1.000e-02, eta: 6:50:37, time: 0.522, data_time: 0.001, memory: 7063, top1_acc: 0.5117, top5_acc: 0.7703, loss_cls: 1.9578, loss: 1.9578, grad_norm: 6.4351 2021-02-03 18:13:07,923 - mmaction - INFO - Epoch [16][680/1345] lr: 1.000e-02, eta: 6:50:25, time: 0.512, data_time: 0.000, memory: 7063, top1_acc: 0.4734, top5_acc: 0.7344, loss_cls: 2.1437, loss: 2.1437, grad_norm: 6.3656 2021-02-03 18:13:18,244 - mmaction - INFO - Epoch [16][700/1345] lr: 1.000e-02, eta: 6:50:14, time: 0.516, data_time: 0.000, memory: 7063, top1_acc: 0.4758, top5_acc: 0.7578, loss_cls: 2.0675, loss: 2.0675, grad_norm: 6.4970 2021-02-03 18:13:28,634 - mmaction - INFO - Epoch [16][720/1345] lr: 1.000e-02, eta: 6:50:03, time: 0.519, data_time: 0.000, memory: 7063, top1_acc: 0.4719, top5_acc: 0.7461, loss_cls: 2.1311, loss: 2.1311, grad_norm: 6.1338 2021-02-03 18:13:39,086 - mmaction - INFO - Epoch [16][740/1345] lr: 1.000e-02, eta: 6:49:52, time: 0.522, data_time: 0.001, memory: 7063, top1_acc: 0.4953, top5_acc: 0.7641, loss_cls: 2.0747, loss: 2.0747, grad_norm: 6.1890 2021-02-03 18:13:49,517 - mmaction - INFO - Epoch [16][760/1345] lr: 1.000e-02, eta: 6:49:41, time: 0.522, data_time: 0.001, memory: 7063, top1_acc: 0.5117, top5_acc: 0.7750, loss_cls: 2.0027, loss: 2.0027, grad_norm: 6.3147 2021-02-03 18:13:59,740 - mmaction - INFO - Epoch [16][780/1345] lr: 1.000e-02, eta: 6:49:29, time: 0.511, data_time: 0.000, memory: 7063, top1_acc: 0.4781, top5_acc: 0.7562, loss_cls: 2.1169, loss: 2.1169, grad_norm: 6.5727 2021-02-03 18:14:10,042 - mmaction - INFO - Epoch [16][800/1345] lr: 1.000e-02, eta: 6:49:18, time: 0.515, data_time: 0.000, memory: 7063, top1_acc: 0.4633, top5_acc: 0.7383, loss_cls: 2.1632, loss: 2.1632, grad_norm: 6.4349 2021-02-03 18:14:20,469 - mmaction - INFO - Epoch [16][820/1345] lr: 1.000e-02, eta: 6:49:07, time: 0.521, data_time: 0.001, memory: 7063, top1_acc: 0.4844, top5_acc: 0.7477, loss_cls: 2.0763, loss: 2.0763, grad_norm: 6.2077 2021-02-03 18:14:30,903 - mmaction - INFO - Epoch [16][840/1345] lr: 1.000e-02, eta: 6:48:56, time: 0.522, data_time: 0.001, memory: 7063, top1_acc: 0.4859, top5_acc: 0.7578, loss_cls: 2.0357, loss: 2.0357, grad_norm: 6.2318 2021-02-03 18:14:41,307 - mmaction - INFO - Epoch [16][860/1345] lr: 1.000e-02, eta: 6:48:45, time: 0.520, data_time: 0.001, memory: 7063, top1_acc: 0.4852, top5_acc: 0.7453, loss_cls: 2.0916, loss: 2.0916, grad_norm: 6.4099 2021-02-03 18:14:51,645 - mmaction - INFO - Epoch [16][880/1345] lr: 1.000e-02, eta: 6:48:34, time: 0.517, data_time: 0.001, memory: 7063, top1_acc: 0.4930, top5_acc: 0.7719, loss_cls: 2.0000, loss: 2.0000, grad_norm: 6.1793 2021-02-03 18:15:02,035 - mmaction - INFO - Epoch [16][900/1345] lr: 1.000e-02, eta: 6:48:23, time: 0.519, data_time: 0.000, memory: 7063, top1_acc: 0.4680, top5_acc: 0.7500, loss_cls: 2.0940, loss: 2.0940, grad_norm: 6.4464 2021-02-03 18:15:12,365 - mmaction - INFO - Epoch [16][920/1345] lr: 1.000e-02, eta: 6:48:11, time: 0.516, data_time: 0.000, memory: 7063, top1_acc: 0.4867, top5_acc: 0.7531, loss_cls: 2.0219, loss: 2.0219, grad_norm: 6.5134 2021-02-03 18:15:22,705 - mmaction - INFO - Epoch [16][940/1345] lr: 1.000e-02, eta: 6:48:00, time: 0.517, data_time: 0.001, memory: 7063, top1_acc: 0.4852, top5_acc: 0.7547, loss_cls: 2.1266, loss: 2.1266, grad_norm: 6.6338 2021-02-03 18:15:33,103 - mmaction - INFO - Epoch [16][960/1345] lr: 1.000e-02, eta: 6:47:49, time: 0.520, data_time: 0.000, memory: 7063, top1_acc: 0.5055, top5_acc: 0.7523, loss_cls: 2.0460, loss: 2.0460, grad_norm: 6.4360 2021-02-03 18:15:43,460 - mmaction - INFO - Epoch [16][980/1345] lr: 1.000e-02, eta: 6:47:38, time: 0.518, data_time: 0.000, memory: 7063, top1_acc: 0.5062, top5_acc: 0.7719, loss_cls: 2.0097, loss: 2.0097, grad_norm: 6.2821 2021-02-03 18:15:53,967 - mmaction - INFO - Epoch [16][1000/1345] lr: 1.000e-02, eta: 6:47:27, time: 0.525, data_time: 0.000, memory: 7063, top1_acc: 0.4852, top5_acc: 0.7664, loss_cls: 2.0708, loss: 2.0708, grad_norm: 6.2981 2021-02-03 18:16:04,351 - mmaction - INFO - Epoch [16][1020/1345] lr: 1.000e-02, eta: 6:47:16, time: 0.519, data_time: 0.000, memory: 7063, top1_acc: 0.4906, top5_acc: 0.7594, loss_cls: 2.0604, loss: 2.0604, grad_norm: 5.9835 2021-02-03 18:16:14,766 - mmaction - INFO - Epoch [16][1040/1345] lr: 1.000e-02, eta: 6:47:05, time: 0.521, data_time: 0.001, memory: 7063, top1_acc: 0.4930, top5_acc: 0.7586, loss_cls: 2.1172, loss: 2.1172, grad_norm: 6.4478 2021-02-03 18:16:25,123 - mmaction - INFO - Epoch [16][1060/1345] lr: 1.000e-02, eta: 6:46:54, time: 0.517, data_time: 0.000, memory: 7063, top1_acc: 0.4867, top5_acc: 0.7531, loss_cls: 2.0958, loss: 2.0958, grad_norm: 6.4424 2021-02-03 18:16:35,443 - mmaction - INFO - Epoch [16][1080/1345] lr: 1.000e-02, eta: 6:46:42, time: 0.516, data_time: 0.001, memory: 7063, top1_acc: 0.4633, top5_acc: 0.7523, loss_cls: 2.1214, loss: 2.1214, grad_norm: 6.5876 2021-02-03 18:16:45,831 - mmaction - INFO - Epoch [16][1100/1345] lr: 1.000e-02, eta: 6:46:31, time: 0.520, data_time: 0.001, memory: 7063, top1_acc: 0.4672, top5_acc: 0.7641, loss_cls: 2.1465, loss: 2.1465, grad_norm: 6.4835 2021-02-03 18:16:56,102 - mmaction - INFO - Epoch [16][1120/1345] lr: 1.000e-02, eta: 6:46:20, time: 0.513, data_time: 0.000, memory: 7063, top1_acc: 0.4898, top5_acc: 0.7617, loss_cls: 2.0362, loss: 2.0362, grad_norm: 6.1487 2021-02-03 18:17:06,432 - mmaction - INFO - Epoch [16][1140/1345] lr: 1.000e-02, eta: 6:46:09, time: 0.516, data_time: 0.000, memory: 7063, top1_acc: 0.5031, top5_acc: 0.7656, loss_cls: 2.0202, loss: 2.0202, grad_norm: 6.1474 2021-02-03 18:17:16,687 - mmaction - INFO - Epoch [16][1160/1345] lr: 1.000e-02, eta: 6:45:57, time: 0.513, data_time: 0.001, memory: 7063, top1_acc: 0.4953, top5_acc: 0.7789, loss_cls: 1.9935, loss: 1.9935, grad_norm: 6.2870 2021-02-03 18:17:27,036 - mmaction - INFO - Epoch [16][1180/1345] lr: 1.000e-02, eta: 6:45:46, time: 0.518, data_time: 0.000, memory: 7063, top1_acc: 0.4750, top5_acc: 0.7445, loss_cls: 2.1529, loss: 2.1529, grad_norm: 6.5086 2021-02-03 18:17:37,354 - mmaction - INFO - Epoch [16][1200/1345] lr: 1.000e-02, eta: 6:45:35, time: 0.516, data_time: 0.000, memory: 7063, top1_acc: 0.5047, top5_acc: 0.7539, loss_cls: 2.0304, loss: 2.0304, grad_norm: 6.0096 2021-02-03 18:17:47,645 - mmaction - INFO - Epoch [16][1220/1345] lr: 1.000e-02, eta: 6:45:24, time: 0.514, data_time: 0.001, memory: 7063, top1_acc: 0.5031, top5_acc: 0.7547, loss_cls: 2.0282, loss: 2.0282, grad_norm: 6.1084 2021-02-03 18:17:58,054 - mmaction - INFO - Epoch [16][1240/1345] lr: 1.000e-02, eta: 6:45:13, time: 0.521, data_time: 0.001, memory: 7063, top1_acc: 0.5180, top5_acc: 0.7695, loss_cls: 2.0279, loss: 2.0279, grad_norm: 6.2821 2021-02-03 18:18:08,440 - mmaction - INFO - Epoch [16][1260/1345] lr: 1.000e-02, eta: 6:45:02, time: 0.519, data_time: 0.000, memory: 7063, top1_acc: 0.4820, top5_acc: 0.7578, loss_cls: 2.0888, loss: 2.0888, grad_norm: 6.5075 2021-02-03 18:18:18,726 - mmaction - INFO - Epoch [16][1280/1345] lr: 1.000e-02, eta: 6:44:50, time: 0.514, data_time: 0.000, memory: 7063, top1_acc: 0.4914, top5_acc: 0.7664, loss_cls: 2.0097, loss: 2.0097, grad_norm: 6.2267 2021-02-03 18:18:29,064 - mmaction - INFO - Epoch [16][1300/1345] lr: 1.000e-02, eta: 6:44:39, time: 0.516, data_time: 0.000, memory: 7063, top1_acc: 0.4773, top5_acc: 0.7445, loss_cls: 2.1510, loss: 2.1510, grad_norm: 6.4452 2021-02-03 18:18:39,337 - mmaction - INFO - Epoch [16][1320/1345] lr: 1.000e-02, eta: 6:44:28, time: 0.514, data_time: 0.001, memory: 7063, top1_acc: 0.4930, top5_acc: 0.7539, loss_cls: 2.0964, loss: 2.0964, grad_norm: 6.1750 2021-02-03 18:18:49,694 - mmaction - INFO - Epoch [16][1340/1345] lr: 1.000e-02, eta: 6:44:17, time: 0.518, data_time: 0.000, memory: 7063, top1_acc: 0.5148, top5_acc: 0.7602, loss_cls: 2.0245, loss: 2.0245, grad_norm: 6.1464 2021-02-03 18:18:52,507 - mmaction - INFO - Saving checkpoint at 16 epochs 2021-02-03 18:19:28,954 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-02-03 18:19:29,135 - mmaction - INFO - top1_acc 0.3285 top5_acc 0.6212 2021-02-03 18:19:29,135 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-02-03 18:19:29,237 - mmaction - INFO - mean_acc 0.2928 2021-02-03 18:19:29,241 - mmaction - INFO - Epoch(val) [16][1345] top1_acc: 0.3285, top5_acc: 0.6212, mean_class_accuracy: 0.2928 2021-02-03 18:20:02,572 - mmaction - INFO - Epoch [17][20/1345] lr: 1.000e-02, eta: 6:44:46, time: 1.666, data_time: 1.148, memory: 7063, top1_acc: 0.4914, top5_acc: 0.7656, loss_cls: 2.0404, loss: 2.0404, grad_norm: 6.3730 2021-02-03 18:20:12,768 - mmaction - INFO - Epoch [17][40/1345] lr: 1.000e-02, eta: 6:44:34, time: 0.510, data_time: 0.001, memory: 7063, top1_acc: 0.5016, top5_acc: 0.7625, loss_cls: 2.0431, loss: 2.0431, grad_norm: 6.4398 2021-02-03 18:20:23,054 - mmaction - INFO - Epoch [17][60/1345] lr: 1.000e-02, eta: 6:44:23, time: 0.514, data_time: 0.001, memory: 7063, top1_acc: 0.5125, top5_acc: 0.7648, loss_cls: 1.9841, loss: 1.9841, grad_norm: 6.3654 2021-02-03 18:20:33,283 - mmaction - INFO - Epoch [17][80/1345] lr: 1.000e-02, eta: 6:44:12, time: 0.512, data_time: 0.001, memory: 7063, top1_acc: 0.4750, top5_acc: 0.7492, loss_cls: 2.1194, loss: 2.1194, grad_norm: 6.3225 2021-02-03 18:20:43,533 - mmaction - INFO - Epoch [17][100/1345] lr: 1.000e-02, eta: 6:44:00, time: 0.512, data_time: 0.000, memory: 7063, top1_acc: 0.5484, top5_acc: 0.8055, loss_cls: 1.8321, loss: 1.8321, grad_norm: 6.0493 2021-02-03 18:20:53,769 - mmaction - INFO - Epoch [17][120/1345] lr: 1.000e-02, eta: 6:43:49, time: 0.512, data_time: 0.000, memory: 7063, top1_acc: 0.5273, top5_acc: 0.7766, loss_cls: 1.9661, loss: 1.9661, grad_norm: 6.5709 2021-02-03 18:21:04,172 - mmaction - INFO - Epoch [17][140/1345] lr: 1.000e-02, eta: 6:43:38, time: 0.520, data_time: 0.000, memory: 7063, top1_acc: 0.5086, top5_acc: 0.7727, loss_cls: 1.9847, loss: 1.9847, grad_norm: 6.2193 2021-02-03 18:21:14,596 - mmaction - INFO - Epoch [17][160/1345] lr: 1.000e-02, eta: 6:43:27, time: 0.521, data_time: 0.000, memory: 7063, top1_acc: 0.5086, top5_acc: 0.7773, loss_cls: 1.9718, loss: 1.9718, grad_norm: 6.4005 2021-02-03 18:21:25,009 - mmaction - INFO - Epoch [17][180/1345] lr: 1.000e-02, eta: 6:43:16, time: 0.521, data_time: 0.001, memory: 7063, top1_acc: 0.5125, top5_acc: 0.7469, loss_cls: 1.9850, loss: 1.9850, grad_norm: 6.2966 2021-02-03 18:21:35,352 - mmaction - INFO - Epoch [17][200/1345] lr: 1.000e-02, eta: 6:43:04, time: 0.517, data_time: 0.000, memory: 7063, top1_acc: 0.5273, top5_acc: 0.7797, loss_cls: 1.9534, loss: 1.9534, grad_norm: 6.3328 2021-02-03 18:21:45,709 - mmaction - INFO - Epoch [17][220/1345] lr: 1.000e-02, eta: 6:42:53, time: 0.517, data_time: 0.000, memory: 7063, top1_acc: 0.5062, top5_acc: 0.7578, loss_cls: 2.0020, loss: 2.0020, grad_norm: 6.5391 2021-02-03 18:21:56,038 - mmaction - INFO - Epoch [17][240/1345] lr: 1.000e-02, eta: 6:42:42, time: 0.517, data_time: 0.001, memory: 7063, top1_acc: 0.4953, top5_acc: 0.7508, loss_cls: 2.1195, loss: 2.1195, grad_norm: 6.3149 2021-02-03 18:22:06,323 - mmaction - INFO - Epoch [17][260/1345] lr: 1.000e-02, eta: 6:42:31, time: 0.514, data_time: 0.000, memory: 7063, top1_acc: 0.4945, top5_acc: 0.7672, loss_cls: 2.0637, loss: 2.0637, grad_norm: 6.4152 2021-02-03 18:22:16,832 - mmaction - INFO - Epoch [17][280/1345] lr: 1.000e-02, eta: 6:42:20, time: 0.525, data_time: 0.001, memory: 7063, top1_acc: 0.5016, top5_acc: 0.7633, loss_cls: 1.9966, loss: 1.9966, grad_norm: 6.2930 2021-02-03 18:22:27,077 - mmaction - INFO - Epoch [17][300/1345] lr: 1.000e-02, eta: 6:42:08, time: 0.513, data_time: 0.001, memory: 7063, top1_acc: 0.5055, top5_acc: 0.7586, loss_cls: 2.0172, loss: 2.0172, grad_norm: 6.3994 2021-02-03 18:22:37,557 - mmaction - INFO - Epoch [17][320/1345] lr: 1.000e-02, eta: 6:41:57, time: 0.524, data_time: 0.000, memory: 7063, top1_acc: 0.4883, top5_acc: 0.7570, loss_cls: 2.0484, loss: 2.0484, grad_norm: 6.5155 2021-02-03 18:22:47,970 - mmaction - INFO - Epoch [17][340/1345] lr: 1.000e-02, eta: 6:41:46, time: 0.520, data_time: 0.000, memory: 7063, top1_acc: 0.5211, top5_acc: 0.7922, loss_cls: 1.9394, loss: 1.9394, grad_norm: 6.4038 2021-02-03 18:22:58,424 - mmaction - INFO - Epoch [17][360/1345] lr: 1.000e-02, eta: 6:41:35, time: 0.523, data_time: 0.001, memory: 7063, top1_acc: 0.4688, top5_acc: 0.7445, loss_cls: 2.1524, loss: 2.1524, grad_norm: 6.5238 2021-02-03 18:23:08,749 - mmaction - INFO - Epoch [17][380/1345] lr: 1.000e-02, eta: 6:41:24, time: 0.517, data_time: 0.001, memory: 7063, top1_acc: 0.4945, top5_acc: 0.7867, loss_cls: 1.9977, loss: 1.9977, grad_norm: 6.3589 2021-02-03 18:23:19,106 - mmaction - INFO - Epoch [17][400/1345] lr: 1.000e-02, eta: 6:41:13, time: 0.518, data_time: 0.000, memory: 7063, top1_acc: 0.5031, top5_acc: 0.7758, loss_cls: 2.0119, loss: 2.0119, grad_norm: 6.4593 2021-02-03 18:23:29,528 - mmaction - INFO - Epoch [17][420/1345] lr: 1.000e-02, eta: 6:41:02, time: 0.521, data_time: 0.000, memory: 7063, top1_acc: 0.5070, top5_acc: 0.7648, loss_cls: 2.0244, loss: 2.0244, grad_norm: 6.5834 2021-02-03 18:23:39,992 - mmaction - INFO - Epoch [17][440/1345] lr: 1.000e-02, eta: 6:40:51, time: 0.523, data_time: 0.000, memory: 7063, top1_acc: 0.4977, top5_acc: 0.7578, loss_cls: 2.0588, loss: 2.0588, grad_norm: 6.4298 2021-02-03 18:23:50,471 - mmaction - INFO - Epoch [17][460/1345] lr: 1.000e-02, eta: 6:40:40, time: 0.524, data_time: 0.000, memory: 7063, top1_acc: 0.5023, top5_acc: 0.7672, loss_cls: 1.9904, loss: 1.9904, grad_norm: 6.3828 2021-02-03 18:24:00,932 - mmaction - INFO - Epoch [17][480/1345] lr: 1.000e-02, eta: 6:40:29, time: 0.523, data_time: 0.000, memory: 7063, top1_acc: 0.5344, top5_acc: 0.7883, loss_cls: 1.9479, loss: 1.9479, grad_norm: 6.3224 2021-02-03 18:24:11,237 - mmaction - INFO - Epoch [17][500/1345] lr: 1.000e-02, eta: 6:40:18, time: 0.515, data_time: 0.001, memory: 7063, top1_acc: 0.5219, top5_acc: 0.7727, loss_cls: 1.9930, loss: 1.9930, grad_norm: 6.3728 2021-02-03 18:24:21,690 - mmaction - INFO - Epoch [17][520/1345] lr: 1.000e-02, eta: 6:40:07, time: 0.523, data_time: 0.001, memory: 7063, top1_acc: 0.4875, top5_acc: 0.7711, loss_cls: 2.0540, loss: 2.0540, grad_norm: 6.3032 2021-02-03 18:24:32,097 - mmaction - INFO - Epoch [17][540/1345] lr: 1.000e-02, eta: 6:39:56, time: 0.521, data_time: 0.001, memory: 7063, top1_acc: 0.4719, top5_acc: 0.7594, loss_cls: 2.0591, loss: 2.0591, grad_norm: 6.6044 2021-02-03 18:24:42,659 - mmaction - INFO - Epoch [17][560/1345] lr: 1.000e-02, eta: 6:39:45, time: 0.528, data_time: 0.001, memory: 7063, top1_acc: 0.4844, top5_acc: 0.7695, loss_cls: 2.0564, loss: 2.0564, grad_norm: 6.3414 2021-02-03 18:24:53,007 - mmaction - INFO - Epoch [17][580/1345] lr: 1.000e-02, eta: 6:39:34, time: 0.517, data_time: 0.000, memory: 7063, top1_acc: 0.4898, top5_acc: 0.7703, loss_cls: 2.0573, loss: 2.0573, grad_norm: 6.2991 2021-02-03 18:25:03,363 - mmaction - INFO - Epoch [17][600/1345] lr: 1.000e-02, eta: 6:39:23, time: 0.517, data_time: 0.000, memory: 7063, top1_acc: 0.4875, top5_acc: 0.7508, loss_cls: 2.0621, loss: 2.0621, grad_norm: 6.5083 2021-02-03 18:25:13,720 - mmaction - INFO - Epoch [17][620/1345] lr: 1.000e-02, eta: 6:39:12, time: 0.518, data_time: 0.001, memory: 7063, top1_acc: 0.5086, top5_acc: 0.7648, loss_cls: 2.0115, loss: 2.0115, grad_norm: 6.2320 2021-02-03 18:25:24,066 - mmaction - INFO - Epoch [17][640/1345] lr: 1.000e-02, eta: 6:39:00, time: 0.517, data_time: 0.000, memory: 7063, top1_acc: 0.5086, top5_acc: 0.7688, loss_cls: 1.9822, loss: 1.9822, grad_norm: 6.3176 2021-02-03 18:25:34,411 - mmaction - INFO - Epoch [17][660/1345] lr: 1.000e-02, eta: 6:38:49, time: 0.517, data_time: 0.001, memory: 7063, top1_acc: 0.5125, top5_acc: 0.7758, loss_cls: 1.9784, loss: 1.9784, grad_norm: 6.2712 2021-02-03 18:25:44,850 - mmaction - INFO - Epoch [17][680/1345] lr: 1.000e-02, eta: 6:38:38, time: 0.522, data_time: 0.001, memory: 7063, top1_acc: 0.4969, top5_acc: 0.7555, loss_cls: 2.0766, loss: 2.0766, grad_norm: 6.3776 2021-02-03 18:25:55,222 - mmaction - INFO - Epoch [17][700/1345] lr: 1.000e-02, eta: 6:38:27, time: 0.519, data_time: 0.000, memory: 7063, top1_acc: 0.4914, top5_acc: 0.7414, loss_cls: 2.0954, loss: 2.0954, grad_norm: 6.2460 2021-02-03 18:26:05,646 - mmaction - INFO - Epoch [17][720/1345] lr: 1.000e-02, eta: 6:38:16, time: 0.521, data_time: 0.001, memory: 7063, top1_acc: 0.4883, top5_acc: 0.7516, loss_cls: 2.0962, loss: 2.0962, grad_norm: 6.2890 2021-02-03 18:26:16,071 - mmaction - INFO - Epoch [17][740/1345] lr: 1.000e-02, eta: 6:38:05, time: 0.521, data_time: 0.001, memory: 7063, top1_acc: 0.4797, top5_acc: 0.7531, loss_cls: 2.0762, loss: 2.0762, grad_norm: 6.3605 2021-02-03 18:26:26,487 - mmaction - INFO - Epoch [17][760/1345] lr: 1.000e-02, eta: 6:37:54, time: 0.521, data_time: 0.001, memory: 7063, top1_acc: 0.4930, top5_acc: 0.7469, loss_cls: 2.1348, loss: 2.1348, grad_norm: 6.2776 2021-02-03 18:26:36,882 - mmaction - INFO - Epoch [17][780/1345] lr: 1.000e-02, eta: 6:37:43, time: 0.520, data_time: 0.001, memory: 7063, top1_acc: 0.5078, top5_acc: 0.7594, loss_cls: 2.0712, loss: 2.0712, grad_norm: 6.2738 2021-02-03 18:26:47,291 - mmaction - INFO - Epoch [17][800/1345] lr: 1.000e-02, eta: 6:37:32, time: 0.520, data_time: 0.001, memory: 7063, top1_acc: 0.5055, top5_acc: 0.7555, loss_cls: 2.0580, loss: 2.0580, grad_norm: 6.3032 2021-02-03 18:26:57,656 - mmaction - INFO - Epoch [17][820/1345] lr: 1.000e-02, eta: 6:37:21, time: 0.519, data_time: 0.001, memory: 7063, top1_acc: 0.4977, top5_acc: 0.7578, loss_cls: 2.0982, loss: 2.0982, grad_norm: 6.3073 2021-02-03 18:27:08,017 - mmaction - INFO - Epoch [17][840/1345] lr: 1.000e-02, eta: 6:37:10, time: 0.518, data_time: 0.000, memory: 7063, top1_acc: 0.4930, top5_acc: 0.7484, loss_cls: 2.0938, loss: 2.0938, grad_norm: 6.3570 2021-02-03 18:27:18,420 - mmaction - INFO - Epoch [17][860/1345] lr: 1.000e-02, eta: 6:36:59, time: 0.520, data_time: 0.000, memory: 7063, top1_acc: 0.4891, top5_acc: 0.7727, loss_cls: 2.0032, loss: 2.0032, grad_norm: 6.3494 2021-02-03 18:27:28,773 - mmaction - INFO - Epoch [17][880/1345] lr: 1.000e-02, eta: 6:36:48, time: 0.518, data_time: 0.001, memory: 7063, top1_acc: 0.4969, top5_acc: 0.7578, loss_cls: 2.0509, loss: 2.0509, grad_norm: 6.3047 2021-02-03 18:27:39,198 - mmaction - INFO - Epoch [17][900/1345] lr: 1.000e-02, eta: 6:36:37, time: 0.521, data_time: 0.000, memory: 7063, top1_acc: 0.5016, top5_acc: 0.7594, loss_cls: 2.0033, loss: 2.0033, grad_norm: 6.3006 2021-02-03 18:27:49,469 - mmaction - INFO - Epoch [17][920/1345] lr: 1.000e-02, eta: 6:36:25, time: 0.514, data_time: 0.000, memory: 7063, top1_acc: 0.4633, top5_acc: 0.7500, loss_cls: 2.1481, loss: 2.1481, grad_norm: 6.5343 2021-02-03 18:27:59,873 - mmaction - INFO - Epoch [17][940/1345] lr: 1.000e-02, eta: 6:36:14, time: 0.520, data_time: 0.000, memory: 7063, top1_acc: 0.4961, top5_acc: 0.7570, loss_cls: 2.0483, loss: 2.0483, grad_norm: 6.2942 2021-02-03 18:28:10,330 - mmaction - INFO - Epoch [17][960/1345] lr: 1.000e-02, eta: 6:36:03, time: 0.523, data_time: 0.001, memory: 7063, top1_acc: 0.5086, top5_acc: 0.7773, loss_cls: 1.9709, loss: 1.9709, grad_norm: 6.2311 2021-02-03 18:28:20,663 - mmaction - INFO - Epoch [17][980/1345] lr: 1.000e-02, eta: 6:35:52, time: 0.516, data_time: 0.000, memory: 7063, top1_acc: 0.4805, top5_acc: 0.7383, loss_cls: 2.1313, loss: 2.1313, grad_norm: 6.5073 2021-02-03 18:28:30,993 - mmaction - INFO - Epoch [17][1000/1345] lr: 1.000e-02, eta: 6:35:41, time: 0.517, data_time: 0.001, memory: 7063, top1_acc: 0.4945, top5_acc: 0.7750, loss_cls: 2.0288, loss: 2.0288, grad_norm: 6.4884 2021-02-03 18:28:41,393 - mmaction - INFO - Epoch [17][1020/1345] lr: 1.000e-02, eta: 6:35:30, time: 0.520, data_time: 0.000, memory: 7063, top1_acc: 0.5055, top5_acc: 0.7664, loss_cls: 2.0357, loss: 2.0357, grad_norm: 6.1735 2021-02-03 18:28:51,797 - mmaction - INFO - Epoch [17][1040/1345] lr: 1.000e-02, eta: 6:35:19, time: 0.520, data_time: 0.000, memory: 7063, top1_acc: 0.5055, top5_acc: 0.7648, loss_cls: 1.9931, loss: 1.9931, grad_norm: 6.3455 2021-02-03 18:29:02,249 - mmaction - INFO - Epoch [17][1060/1345] lr: 1.000e-02, eta: 6:35:08, time: 0.523, data_time: 0.001, memory: 7063, top1_acc: 0.4750, top5_acc: 0.7492, loss_cls: 2.1336, loss: 2.1336, grad_norm: 6.5037 2021-02-03 18:29:12,621 - mmaction - INFO - Epoch [17][1080/1345] lr: 1.000e-02, eta: 6:34:57, time: 0.519, data_time: 0.000, memory: 7063, top1_acc: 0.4883, top5_acc: 0.7523, loss_cls: 2.0995, loss: 2.0995, grad_norm: 6.0943 2021-02-03 18:29:23,060 - mmaction - INFO - Epoch [17][1100/1345] lr: 1.000e-02, eta: 6:34:46, time: 0.522, data_time: 0.000, memory: 7063, top1_acc: 0.5102, top5_acc: 0.7734, loss_cls: 2.0036, loss: 2.0036, grad_norm: 6.2264 2021-02-03 18:29:33,408 - mmaction - INFO - Epoch [17][1120/1345] lr: 1.000e-02, eta: 6:34:35, time: 0.517, data_time: 0.000, memory: 7063, top1_acc: 0.4789, top5_acc: 0.7531, loss_cls: 2.0969, loss: 2.0969, grad_norm: 6.4250 2021-02-03 18:29:43,811 - mmaction - INFO - Epoch [17][1140/1345] lr: 1.000e-02, eta: 6:34:24, time: 0.520, data_time: 0.000, memory: 7063, top1_acc: 0.5047, top5_acc: 0.7633, loss_cls: 2.0316, loss: 2.0316, grad_norm: 6.3789 2021-02-03 18:29:54,091 - mmaction - INFO - Epoch [17][1160/1345] lr: 1.000e-02, eta: 6:34:12, time: 0.514, data_time: 0.000, memory: 7063, top1_acc: 0.4984, top5_acc: 0.7633, loss_cls: 2.0794, loss: 2.0794, grad_norm: 6.1015 2021-02-03 18:30:04,439 - mmaction - INFO - Epoch [17][1180/1345] lr: 1.000e-02, eta: 6:34:01, time: 0.517, data_time: 0.001, memory: 7063, top1_acc: 0.4859, top5_acc: 0.7633, loss_cls: 2.0578, loss: 2.0578, grad_norm: 6.2336 2021-02-03 18:30:14,758 - mmaction - INFO - Epoch [17][1200/1345] lr: 1.000e-02, eta: 6:33:50, time: 0.516, data_time: 0.001, memory: 7063, top1_acc: 0.4906, top5_acc: 0.7766, loss_cls: 2.0275, loss: 2.0275, grad_norm: 6.2581 2021-02-03 18:30:25,090 - mmaction - INFO - Epoch [17][1220/1345] lr: 1.000e-02, eta: 6:33:39, time: 0.517, data_time: 0.000, memory: 7063, top1_acc: 0.4852, top5_acc: 0.7477, loss_cls: 2.1002, loss: 2.1002, grad_norm: 6.4880 2021-02-03 18:30:35,331 - mmaction - INFO - Epoch [17][1240/1345] lr: 1.000e-02, eta: 6:33:28, time: 0.511, data_time: 0.000, memory: 7063, top1_acc: 0.4875, top5_acc: 0.7625, loss_cls: 2.0592, loss: 2.0592, grad_norm: 6.0729 2021-02-03 18:30:45,717 - mmaction - INFO - Epoch [17][1260/1345] lr: 1.000e-02, eta: 6:33:16, time: 0.519, data_time: 0.001, memory: 7063, top1_acc: 0.4813, top5_acc: 0.7562, loss_cls: 2.0909, loss: 2.0909, grad_norm: 6.3334 2021-02-03 18:30:56,070 - mmaction - INFO - Epoch [17][1280/1345] lr: 1.000e-02, eta: 6:33:05, time: 0.518, data_time: 0.001, memory: 7063, top1_acc: 0.4828, top5_acc: 0.7562, loss_cls: 2.0828, loss: 2.0828, grad_norm: 6.6422 2021-02-03 18:31:06,487 - mmaction - INFO - Epoch [17][1300/1345] lr: 1.000e-02, eta: 6:32:54, time: 0.521, data_time: 0.000, memory: 7063, top1_acc: 0.4820, top5_acc: 0.7453, loss_cls: 2.1114, loss: 2.1114, grad_norm: 6.4400 2021-02-03 18:31:16,761 - mmaction - INFO - Epoch [17][1320/1345] lr: 1.000e-02, eta: 6:32:43, time: 0.514, data_time: 0.000, memory: 7063, top1_acc: 0.4734, top5_acc: 0.7250, loss_cls: 2.1600, loss: 2.1600, grad_norm: 6.2301 2021-02-03 18:31:27,090 - mmaction - INFO - Epoch [17][1340/1345] lr: 1.000e-02, eta: 6:32:32, time: 0.516, data_time: 0.000, memory: 7063, top1_acc: 0.4992, top5_acc: 0.7500, loss_cls: 2.1069, loss: 2.1069, grad_norm: 6.2343 2021-02-03 18:31:29,896 - mmaction - INFO - Saving checkpoint at 17 epochs 2021-02-03 18:31:57,167 - mmaction - INFO - Epoch [18][20/1345] lr: 1.000e-02, eta: 6:32:43, time: 1.296, data_time: 0.785, memory: 7063, top1_acc: 0.5266, top5_acc: 0.7680, loss_cls: 1.9589, loss: 1.9589, grad_norm: 6.0438 2021-02-03 18:32:07,456 - mmaction - INFO - Epoch [18][40/1345] lr: 1.000e-02, eta: 6:32:32, time: 0.514, data_time: 0.005, memory: 7063, top1_acc: 0.4930, top5_acc: 0.7695, loss_cls: 1.9743, loss: 1.9743, grad_norm: 6.2392 2021-02-03 18:32:17,709 - mmaction - INFO - Epoch [18][60/1345] lr: 1.000e-02, eta: 6:32:21, time: 0.513, data_time: 0.001, memory: 7063, top1_acc: 0.5039, top5_acc: 0.7648, loss_cls: 2.0311, loss: 2.0311, grad_norm: 6.6346 2021-02-03 18:32:27,935 - mmaction - INFO - Epoch [18][80/1345] lr: 1.000e-02, eta: 6:32:09, time: 0.511, data_time: 0.000, memory: 7063, top1_acc: 0.5109, top5_acc: 0.7617, loss_cls: 2.0248, loss: 2.0248, grad_norm: 6.4655 2021-02-03 18:32:38,303 - mmaction - INFO - Epoch [18][100/1345] lr: 1.000e-02, eta: 6:31:58, time: 0.519, data_time: 0.001, memory: 7063, top1_acc: 0.5133, top5_acc: 0.7758, loss_cls: 1.9781, loss: 1.9781, grad_norm: 6.5199 2021-02-03 18:32:48,534 - mmaction - INFO - Epoch [18][120/1345] lr: 1.000e-02, eta: 6:31:47, time: 0.512, data_time: 0.000, memory: 7063, top1_acc: 0.5039, top5_acc: 0.7586, loss_cls: 2.0360, loss: 2.0360, grad_norm: 6.4674 2021-02-03 18:32:58,771 - mmaction - INFO - Epoch [18][140/1345] lr: 1.000e-02, eta: 6:31:35, time: 0.511, data_time: 0.000, memory: 7063, top1_acc: 0.5352, top5_acc: 0.7906, loss_cls: 1.9075, loss: 1.9075, grad_norm: 6.1664 2021-02-03 18:33:09,044 - mmaction - INFO - Epoch [18][160/1345] lr: 1.000e-02, eta: 6:31:24, time: 0.514, data_time: 0.001, memory: 7063, top1_acc: 0.5242, top5_acc: 0.7883, loss_cls: 1.9295, loss: 1.9295, grad_norm: 6.3237 2021-02-03 18:33:19,560 - mmaction - INFO - Epoch [18][180/1345] lr: 1.000e-02, eta: 6:31:13, time: 0.526, data_time: 0.001, memory: 7063, top1_acc: 0.5055, top5_acc: 0.7781, loss_cls: 1.9852, loss: 1.9852, grad_norm: 6.3651 2021-02-03 18:33:29,829 - mmaction - INFO - Epoch [18][200/1345] lr: 1.000e-02, eta: 6:31:02, time: 0.513, data_time: 0.001, memory: 7063, top1_acc: 0.5039, top5_acc: 0.7680, loss_cls: 2.0205, loss: 2.0205, grad_norm: 6.4694 2021-02-03 18:33:40,173 - mmaction - INFO - Epoch [18][220/1345] lr: 1.000e-02, eta: 6:30:51, time: 0.517, data_time: 0.000, memory: 7063, top1_acc: 0.4883, top5_acc: 0.7484, loss_cls: 2.0612, loss: 2.0612, grad_norm: 6.3552 2021-02-03 18:33:50,538 - mmaction - INFO - Epoch [18][240/1345] lr: 1.000e-02, eta: 6:30:40, time: 0.518, data_time: 0.000, memory: 7063, top1_acc: 0.5062, top5_acc: 0.7656, loss_cls: 1.9986, loss: 1.9986, grad_norm: 6.3133 2021-02-03 18:34:00,861 - mmaction - INFO - Epoch [18][260/1345] lr: 1.000e-02, eta: 6:30:28, time: 0.516, data_time: 0.000, memory: 7063, top1_acc: 0.4984, top5_acc: 0.7680, loss_cls: 2.0270, loss: 2.0270, grad_norm: 6.6359 2021-02-03 18:34:11,111 - mmaction - INFO - Epoch [18][280/1345] lr: 1.000e-02, eta: 6:30:17, time: 0.512, data_time: 0.000, memory: 7063, top1_acc: 0.5172, top5_acc: 0.7844, loss_cls: 1.8837, loss: 1.8837, grad_norm: 6.0962 2021-02-03 18:34:21,468 - mmaction - INFO - Epoch [18][300/1345] lr: 1.000e-02, eta: 6:30:06, time: 0.518, data_time: 0.001, memory: 7063, top1_acc: 0.4836, top5_acc: 0.7484, loss_cls: 2.1426, loss: 2.1426, grad_norm: 6.5418 2021-02-03 18:34:31,895 - mmaction - INFO - Epoch [18][320/1345] lr: 1.000e-02, eta: 6:29:55, time: 0.522, data_time: 0.001, memory: 7063, top1_acc: 0.4992, top5_acc: 0.7641, loss_cls: 2.0415, loss: 2.0415, grad_norm: 6.3122 2021-02-03 18:34:42,190 - mmaction - INFO - Epoch [18][340/1345] lr: 1.000e-02, eta: 6:29:44, time: 0.515, data_time: 0.000, memory: 7063, top1_acc: 0.5000, top5_acc: 0.7680, loss_cls: 2.0363, loss: 2.0363, grad_norm: 6.1397 2021-02-03 18:34:52,601 - mmaction - INFO - Epoch [18][360/1345] lr: 1.000e-02, eta: 6:29:33, time: 0.520, data_time: 0.000, memory: 7063, top1_acc: 0.5000, top5_acc: 0.7586, loss_cls: 2.0858, loss: 2.0858, grad_norm: 6.4507 2021-02-03 18:35:02,906 - mmaction - INFO - Epoch [18][380/1345] lr: 1.000e-02, eta: 6:29:22, time: 0.516, data_time: 0.001, memory: 7063, top1_acc: 0.5094, top5_acc: 0.7719, loss_cls: 1.9627, loss: 1.9627, grad_norm: 6.2812 2021-02-03 18:35:13,352 - mmaction - INFO - Epoch [18][400/1345] lr: 1.000e-02, eta: 6:29:11, time: 0.522, data_time: 0.000, memory: 7063, top1_acc: 0.5094, top5_acc: 0.7672, loss_cls: 1.9837, loss: 1.9837, grad_norm: 6.1388 2021-02-03 18:35:23,677 - mmaction - INFO - Epoch [18][420/1345] lr: 1.000e-02, eta: 6:28:59, time: 0.516, data_time: 0.001, memory: 7063, top1_acc: 0.5195, top5_acc: 0.7695, loss_cls: 1.9463, loss: 1.9463, grad_norm: 6.4509 2021-02-03 18:35:34,010 - mmaction - INFO - Epoch [18][440/1345] lr: 1.000e-02, eta: 6:28:48, time: 0.517, data_time: 0.000, memory: 7063, top1_acc: 0.5102, top5_acc: 0.7570, loss_cls: 2.0441, loss: 2.0441, grad_norm: 6.4500 2021-02-03 18:35:44,314 - mmaction - INFO - Epoch [18][460/1345] lr: 1.000e-02, eta: 6:28:37, time: 0.515, data_time: 0.000, memory: 7063, top1_acc: 0.5125, top5_acc: 0.7734, loss_cls: 1.9647, loss: 1.9647, grad_norm: 6.3697 2021-02-03 18:35:54,621 - mmaction - INFO - Epoch [18][480/1345] lr: 1.000e-02, eta: 6:28:26, time: 0.516, data_time: 0.001, memory: 7063, top1_acc: 0.5281, top5_acc: 0.7750, loss_cls: 1.9939, loss: 1.9939, grad_norm: 6.0446 2021-02-03 18:36:05,060 - mmaction - INFO - Epoch [18][500/1345] lr: 1.000e-02, eta: 6:28:15, time: 0.522, data_time: 0.001, memory: 7063, top1_acc: 0.4828, top5_acc: 0.7539, loss_cls: 2.0730, loss: 2.0730, grad_norm: 6.4554 2021-02-03 18:36:15,436 - mmaction - INFO - Epoch [18][520/1345] lr: 1.000e-02, eta: 6:28:04, time: 0.519, data_time: 0.000, memory: 7063, top1_acc: 0.5156, top5_acc: 0.7742, loss_cls: 1.9805, loss: 1.9805, grad_norm: 6.2842 2021-02-03 18:36:25,728 - mmaction - INFO - Epoch [18][540/1345] lr: 1.000e-02, eta: 6:27:53, time: 0.515, data_time: 0.000, memory: 7063, top1_acc: 0.5125, top5_acc: 0.7773, loss_cls: 1.9882, loss: 1.9882, grad_norm: 6.2776 2021-02-03 18:36:35,967 - mmaction - INFO - Epoch [18][560/1345] lr: 1.000e-02, eta: 6:27:41, time: 0.512, data_time: 0.000, memory: 7063, top1_acc: 0.4969, top5_acc: 0.7758, loss_cls: 1.9906, loss: 1.9906, grad_norm: 6.3976 2021-02-03 18:36:46,249 - mmaction - INFO - Epoch [18][580/1345] lr: 1.000e-02, eta: 6:27:30, time: 0.514, data_time: 0.001, memory: 7063, top1_acc: 0.4859, top5_acc: 0.7508, loss_cls: 2.1077, loss: 2.1077, grad_norm: 6.4329 2021-02-03 18:36:56,608 - mmaction - INFO - Epoch [18][600/1345] lr: 1.000e-02, eta: 6:27:19, time: 0.518, data_time: 0.000, memory: 7063, top1_acc: 0.4852, top5_acc: 0.7688, loss_cls: 2.0622, loss: 2.0622, grad_norm: 6.4306 2021-02-03 18:37:06,996 - mmaction - INFO - Epoch [18][620/1345] lr: 1.000e-02, eta: 6:27:08, time: 0.520, data_time: 0.001, memory: 7063, top1_acc: 0.5219, top5_acc: 0.7734, loss_cls: 1.9898, loss: 1.9898, grad_norm: 6.2819 2021-02-03 18:37:17,423 - mmaction - INFO - Epoch [18][640/1345] lr: 1.000e-02, eta: 6:26:57, time: 0.521, data_time: 0.000, memory: 7063, top1_acc: 0.5109, top5_acc: 0.7625, loss_cls: 1.9912, loss: 1.9912, grad_norm: 6.3471 2021-02-03 18:37:27,821 - mmaction - INFO - Epoch [18][660/1345] lr: 1.000e-02, eta: 6:26:46, time: 0.520, data_time: 0.000, memory: 7063, top1_acc: 0.5125, top5_acc: 0.7930, loss_cls: 1.9254, loss: 1.9254, grad_norm: 6.3216 2021-02-03 18:37:38,147 - mmaction - INFO - Epoch [18][680/1345] lr: 1.000e-02, eta: 6:26:35, time: 0.516, data_time: 0.000, memory: 7063, top1_acc: 0.4898, top5_acc: 0.7438, loss_cls: 2.0941, loss: 2.0941, grad_norm: 6.5111 2021-02-03 18:37:48,516 - mmaction - INFO - Epoch [18][700/1345] lr: 1.000e-02, eta: 6:26:24, time: 0.519, data_time: 0.000, memory: 7063, top1_acc: 0.4883, top5_acc: 0.7609, loss_cls: 2.0179, loss: 2.0179, grad_norm: 6.3516 2021-02-03 18:37:58,921 - mmaction - INFO - Epoch [18][720/1345] lr: 1.000e-02, eta: 6:26:13, time: 0.520, data_time: 0.000, memory: 7063, top1_acc: 0.4898, top5_acc: 0.7594, loss_cls: 2.0358, loss: 2.0358, grad_norm: 6.4601 2021-02-03 18:38:09,258 - mmaction - INFO - Epoch [18][740/1345] lr: 1.000e-02, eta: 6:26:02, time: 0.517, data_time: 0.001, memory: 7063, top1_acc: 0.4750, top5_acc: 0.7250, loss_cls: 2.1841, loss: 2.1841, grad_norm: 6.3306 2021-02-03 18:38:19,582 - mmaction - INFO - Epoch [18][760/1345] lr: 1.000e-02, eta: 6:25:51, time: 0.516, data_time: 0.001, memory: 7063, top1_acc: 0.5047, top5_acc: 0.7539, loss_cls: 2.0553, loss: 2.0553, grad_norm: 5.9951 2021-02-03 18:38:29,901 - mmaction - INFO - Epoch [18][780/1345] lr: 1.000e-02, eta: 6:25:39, time: 0.516, data_time: 0.000, memory: 7063, top1_acc: 0.5086, top5_acc: 0.7609, loss_cls: 1.9970, loss: 1.9970, grad_norm: 6.3196 2021-02-03 18:38:40,305 - mmaction - INFO - Epoch [18][800/1345] lr: 1.000e-02, eta: 6:25:28, time: 0.520, data_time: 0.001, memory: 7063, top1_acc: 0.4992, top5_acc: 0.7734, loss_cls: 1.9757, loss: 1.9757, grad_norm: 6.3482 2021-02-03 18:38:50,747 - mmaction - INFO - Epoch [18][820/1345] lr: 1.000e-02, eta: 6:25:17, time: 0.522, data_time: 0.001, memory: 7063, top1_acc: 0.5039, top5_acc: 0.7836, loss_cls: 1.9467, loss: 1.9467, grad_norm: 6.2892 2021-02-03 18:39:01,213 - mmaction - INFO - Epoch [18][840/1345] lr: 1.000e-02, eta: 6:25:07, time: 0.523, data_time: 0.000, memory: 7063, top1_acc: 0.5141, top5_acc: 0.7719, loss_cls: 2.0096, loss: 2.0096, grad_norm: 6.4139 2021-02-03 18:39:11,649 - mmaction - INFO - Epoch [18][860/1345] lr: 1.000e-02, eta: 6:24:56, time: 0.522, data_time: 0.001, memory: 7063, top1_acc: 0.5070, top5_acc: 0.7672, loss_cls: 1.9699, loss: 1.9699, grad_norm: 6.2367 2021-02-03 18:39:22,083 - mmaction - INFO - Epoch [18][880/1345] lr: 1.000e-02, eta: 6:24:45, time: 0.521, data_time: 0.000, memory: 7063, top1_acc: 0.5117, top5_acc: 0.7680, loss_cls: 1.9967, loss: 1.9967, grad_norm: 6.3106 2021-02-03 18:39:32,493 - mmaction - INFO - Epoch [18][900/1345] lr: 1.000e-02, eta: 6:24:34, time: 0.521, data_time: 0.001, memory: 7063, top1_acc: 0.4750, top5_acc: 0.7562, loss_cls: 2.0766, loss: 2.0766, grad_norm: 6.6857 2021-02-03 18:39:42,932 - mmaction - INFO - Epoch [18][920/1345] lr: 1.000e-02, eta: 6:24:23, time: 0.522, data_time: 0.001, memory: 7063, top1_acc: 0.4922, top5_acc: 0.7438, loss_cls: 2.0680, loss: 2.0680, grad_norm: 6.3475 2021-02-03 18:39:53,342 - mmaction - INFO - Epoch [18][940/1345] lr: 1.000e-02, eta: 6:24:12, time: 0.520, data_time: 0.000, memory: 7063, top1_acc: 0.4844, top5_acc: 0.7492, loss_cls: 2.0929, loss: 2.0929, grad_norm: 6.2198 2021-02-03 18:40:03,660 - mmaction - INFO - Epoch [18][960/1345] lr: 1.000e-02, eta: 6:24:01, time: 0.516, data_time: 0.001, memory: 7063, top1_acc: 0.5008, top5_acc: 0.7703, loss_cls: 2.0222, loss: 2.0222, grad_norm: 6.3645 2021-02-03 18:40:14,096 - mmaction - INFO - Epoch [18][980/1345] lr: 1.000e-02, eta: 6:23:50, time: 0.522, data_time: 0.001, memory: 7063, top1_acc: 0.5016, top5_acc: 0.7547, loss_cls: 2.0480, loss: 2.0480, grad_norm: 6.3306 2021-02-03 18:40:24,522 - mmaction - INFO - Epoch [18][1000/1345] lr: 1.000e-02, eta: 6:23:39, time: 0.521, data_time: 0.002, memory: 7063, top1_acc: 0.5000, top5_acc: 0.7750, loss_cls: 2.0315, loss: 2.0315, grad_norm: 6.3995 2021-02-03 18:40:34,966 - mmaction - INFO - Epoch [18][1020/1345] lr: 1.000e-02, eta: 6:23:28, time: 0.522, data_time: 0.001, memory: 7063, top1_acc: 0.5102, top5_acc: 0.7648, loss_cls: 1.9906, loss: 1.9906, grad_norm: 6.1692 2021-02-03 18:40:45,248 - mmaction - INFO - Epoch [18][1040/1345] lr: 1.000e-02, eta: 6:23:17, time: 0.514, data_time: 0.001, memory: 7063, top1_acc: 0.4742, top5_acc: 0.7391, loss_cls: 2.1077, loss: 2.1077, grad_norm: 6.2807 2021-02-03 18:40:55,686 - mmaction - INFO - Epoch [18][1060/1345] lr: 1.000e-02, eta: 6:23:06, time: 0.522, data_time: 0.000, memory: 7063, top1_acc: 0.4969, top5_acc: 0.7750, loss_cls: 2.0276, loss: 2.0276, grad_norm: 6.3783 2021-02-03 18:41:06,058 - mmaction - INFO - Epoch [18][1080/1345] lr: 1.000e-02, eta: 6:22:55, time: 0.519, data_time: 0.001, memory: 7063, top1_acc: 0.5039, top5_acc: 0.7602, loss_cls: 2.0408, loss: 2.0408, grad_norm: 6.5529 2021-02-03 18:41:16,445 - mmaction - INFO - Epoch [18][1100/1345] lr: 1.000e-02, eta: 6:22:44, time: 0.519, data_time: 0.000, memory: 7063, top1_acc: 0.4906, top5_acc: 0.7484, loss_cls: 2.0871, loss: 2.0871, grad_norm: 6.2875 2021-02-03 18:41:26,710 - mmaction - INFO - Epoch [18][1120/1345] lr: 1.000e-02, eta: 6:22:32, time: 0.513, data_time: 0.000, memory: 7063, top1_acc: 0.5148, top5_acc: 0.7594, loss_cls: 2.0223, loss: 2.0223, grad_norm: 6.4003 2021-02-03 18:41:37,078 - mmaction - INFO - Epoch [18][1140/1345] lr: 1.000e-02, eta: 6:22:21, time: 0.518, data_time: 0.000, memory: 7063, top1_acc: 0.5156, top5_acc: 0.7953, loss_cls: 1.9587, loss: 1.9587, grad_norm: 6.3277 2021-02-03 18:41:47,387 - mmaction - INFO - Epoch [18][1160/1345] lr: 1.000e-02, eta: 6:22:10, time: 0.515, data_time: 0.000, memory: 7063, top1_acc: 0.4883, top5_acc: 0.7570, loss_cls: 2.0985, loss: 2.0985, grad_norm: 6.4596 2021-02-03 18:41:57,824 - mmaction - INFO - Epoch [18][1180/1345] lr: 1.000e-02, eta: 6:21:59, time: 0.522, data_time: 0.000, memory: 7063, top1_acc: 0.5133, top5_acc: 0.7703, loss_cls: 2.0046, loss: 2.0046, grad_norm: 6.1143 2021-02-03 18:42:08,270 - mmaction - INFO - Epoch [18][1200/1345] lr: 1.000e-02, eta: 6:21:48, time: 0.522, data_time: 0.001, memory: 7063, top1_acc: 0.4703, top5_acc: 0.7367, loss_cls: 2.1387, loss: 2.1387, grad_norm: 6.4685 2021-02-03 18:42:18,733 - mmaction - INFO - Epoch [18][1220/1345] lr: 1.000e-02, eta: 6:21:37, time: 0.523, data_time: 0.001, memory: 7063, top1_acc: 0.5055, top5_acc: 0.7648, loss_cls: 2.0606, loss: 2.0606, grad_norm: 6.1743 2021-02-03 18:42:29,107 - mmaction - INFO - Epoch [18][1240/1345] lr: 1.000e-02, eta: 6:21:26, time: 0.519, data_time: 0.001, memory: 7063, top1_acc: 0.4906, top5_acc: 0.7742, loss_cls: 1.9717, loss: 1.9717, grad_norm: 6.4093 2021-02-03 18:42:39,523 - mmaction - INFO - Epoch [18][1260/1345] lr: 1.000e-02, eta: 6:21:16, time: 0.521, data_time: 0.001, memory: 7063, top1_acc: 0.5078, top5_acc: 0.7531, loss_cls: 2.0207, loss: 2.0207, grad_norm: 6.5279 2021-02-03 18:42:49,879 - mmaction - INFO - Epoch [18][1280/1345] lr: 1.000e-02, eta: 6:21:04, time: 0.518, data_time: 0.001, memory: 7063, top1_acc: 0.4992, top5_acc: 0.7594, loss_cls: 2.0423, loss: 2.0423, grad_norm: 6.5799 2021-02-03 18:43:00,237 - mmaction - INFO - Epoch [18][1300/1345] lr: 1.000e-02, eta: 6:20:53, time: 0.518, data_time: 0.001, memory: 7063, top1_acc: 0.4977, top5_acc: 0.7547, loss_cls: 2.0290, loss: 2.0290, grad_norm: 6.1304 2021-02-03 18:43:10,577 - mmaction - INFO - Epoch [18][1320/1345] lr: 1.000e-02, eta: 6:20:42, time: 0.517, data_time: 0.000, memory: 7063, top1_acc: 0.5047, top5_acc: 0.7641, loss_cls: 2.0448, loss: 2.0448, grad_norm: 6.3555 2021-02-03 18:43:20,905 - mmaction - INFO - Epoch [18][1340/1345] lr: 1.000e-02, eta: 6:20:31, time: 0.516, data_time: 0.000, memory: 7063, top1_acc: 0.4656, top5_acc: 0.7477, loss_cls: 2.0937, loss: 2.0937, grad_norm: 6.4310 2021-02-03 18:43:23,722 - mmaction - INFO - Saving checkpoint at 18 epochs 2021-02-03 18:44:00,622 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-02-03 18:44:00,791 - mmaction - INFO - top1_acc 0.3557 top5_acc 0.6482 2021-02-03 18:44:00,791 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-02-03 18:44:00,802 - mmaction - INFO - mean_acc 0.3126 2021-02-03 18:44:00,805 - mmaction - INFO - Epoch(val) [18][1345] top1_acc: 0.3557, top5_acc: 0.6482, mean_class_accuracy: 0.3126 2021-02-03 18:44:31,760 - mmaction - INFO - Epoch [19][20/1345] lr: 1.000e-02, eta: 6:20:49, time: 1.548, data_time: 1.025, memory: 7063, top1_acc: 0.5219, top5_acc: 0.7836, loss_cls: 1.9172, loss: 1.9172, grad_norm: 6.2552 2021-02-03 18:44:41,979 - mmaction - INFO - Epoch [19][40/1345] lr: 1.000e-02, eta: 6:20:38, time: 0.511, data_time: 0.000, memory: 7063, top1_acc: 0.4859, top5_acc: 0.7602, loss_cls: 2.0550, loss: 2.0550, grad_norm: 6.4981 2021-02-03 18:44:52,219 - mmaction - INFO - Epoch [19][60/1345] lr: 1.000e-02, eta: 6:20:27, time: 0.512, data_time: 0.001, memory: 7063, top1_acc: 0.5125, top5_acc: 0.7773, loss_cls: 1.9771, loss: 1.9771, grad_norm: 6.1578 2021-02-03 18:45:02,549 - mmaction - INFO - Epoch [19][80/1345] lr: 1.000e-02, eta: 6:20:16, time: 0.517, data_time: 0.000, memory: 7063, top1_acc: 0.5133, top5_acc: 0.7641, loss_cls: 1.9942, loss: 1.9942, grad_norm: 6.4279 2021-02-03 18:45:12,858 - mmaction - INFO - Epoch [19][100/1345] lr: 1.000e-02, eta: 6:20:04, time: 0.515, data_time: 0.000, memory: 7063, top1_acc: 0.5234, top5_acc: 0.7797, loss_cls: 1.8962, loss: 1.8962, grad_norm: 6.3019 2021-02-03 18:45:23,283 - mmaction - INFO - Epoch [19][120/1345] lr: 1.000e-02, eta: 6:19:53, time: 0.521, data_time: 0.000, memory: 7063, top1_acc: 0.5312, top5_acc: 0.7797, loss_cls: 1.9327, loss: 1.9327, grad_norm: 6.1650 2021-02-03 18:45:33,669 - mmaction - INFO - Epoch [19][140/1345] lr: 1.000e-02, eta: 6:19:42, time: 0.520, data_time: 0.001, memory: 7063, top1_acc: 0.4969, top5_acc: 0.7656, loss_cls: 2.0220, loss: 2.0220, grad_norm: 6.4074 2021-02-03 18:45:44,027 - mmaction - INFO - Epoch [19][160/1345] lr: 1.000e-02, eta: 6:19:31, time: 0.518, data_time: 0.001, memory: 7063, top1_acc: 0.5211, top5_acc: 0.7742, loss_cls: 1.9445, loss: 1.9445, grad_norm: 6.2651 2021-02-03 18:45:54,399 - mmaction - INFO - Epoch [19][180/1345] lr: 1.000e-02, eta: 6:19:20, time: 0.519, data_time: 0.001, memory: 7063, top1_acc: 0.5180, top5_acc: 0.7672, loss_cls: 2.0132, loss: 2.0132, grad_norm: 6.6803 2021-02-03 18:46:04,747 - mmaction - INFO - Epoch [19][200/1345] lr: 1.000e-02, eta: 6:19:09, time: 0.517, data_time: 0.000, memory: 7063, top1_acc: 0.5195, top5_acc: 0.7805, loss_cls: 1.9228, loss: 1.9228, grad_norm: 6.4826 2021-02-03 18:46:15,130 - mmaction - INFO - Epoch [19][220/1345] lr: 1.000e-02, eta: 6:18:58, time: 0.519, data_time: 0.001, memory: 7063, top1_acc: 0.5094, top5_acc: 0.7773, loss_cls: 1.9378, loss: 1.9378, grad_norm: 6.4599 2021-02-03 18:46:25,538 - mmaction - INFO - Epoch [19][240/1345] lr: 1.000e-02, eta: 6:18:47, time: 0.520, data_time: 0.001, memory: 7063, top1_acc: 0.4859, top5_acc: 0.7578, loss_cls: 2.0518, loss: 2.0518, grad_norm: 6.5278 2021-02-03 18:46:35,939 - mmaction - INFO - Epoch [19][260/1345] lr: 1.000e-02, eta: 6:18:36, time: 0.520, data_time: 0.000, memory: 7063, top1_acc: 0.5016, top5_acc: 0.7836, loss_cls: 1.9350, loss: 1.9350, grad_norm: 6.3277 2021-02-03 18:46:46,338 - mmaction - INFO - Epoch [19][280/1345] lr: 1.000e-02, eta: 6:18:25, time: 0.520, data_time: 0.001, memory: 7063, top1_acc: 0.5094, top5_acc: 0.7711, loss_cls: 1.9721, loss: 1.9721, grad_norm: 6.7194 2021-02-03 18:46:56,737 - mmaction - INFO - Epoch [19][300/1345] lr: 1.000e-02, eta: 6:18:14, time: 0.520, data_time: 0.000, memory: 7063, top1_acc: 0.4961, top5_acc: 0.7648, loss_cls: 2.0045, loss: 2.0045, grad_norm: 6.3208 2021-02-03 18:47:07,100 - mmaction - INFO - Epoch [19][320/1345] lr: 1.000e-02, eta: 6:18:03, time: 0.518, data_time: 0.001, memory: 7063, top1_acc: 0.5125, top5_acc: 0.7914, loss_cls: 1.9578, loss: 1.9578, grad_norm: 6.0800 2021-02-03 18:47:17,406 - mmaction - INFO - Epoch [19][340/1345] lr: 1.000e-02, eta: 6:17:52, time: 0.515, data_time: 0.000, memory: 7063, top1_acc: 0.4977, top5_acc: 0.7570, loss_cls: 2.0098, loss: 2.0098, grad_norm: 6.2123 2021-02-03 18:47:27,840 - mmaction - INFO - Epoch [19][360/1345] lr: 1.000e-02, eta: 6:17:41, time: 0.522, data_time: 0.001, memory: 7063, top1_acc: 0.5023, top5_acc: 0.7695, loss_cls: 2.0528, loss: 2.0528, grad_norm: 6.4141 2021-02-03 18:47:38,144 - mmaction - INFO - Epoch [19][380/1345] lr: 1.000e-02, eta: 6:17:30, time: 0.515, data_time: 0.000, memory: 7063, top1_acc: 0.4969, top5_acc: 0.7547, loss_cls: 2.0046, loss: 2.0046, grad_norm: 6.4985 2021-02-03 18:47:48,532 - mmaction - INFO - Epoch [19][400/1345] lr: 1.000e-02, eta: 6:17:19, time: 0.520, data_time: 0.001, memory: 7063, top1_acc: 0.5289, top5_acc: 0.7867, loss_cls: 1.8952, loss: 1.8952, grad_norm: 6.3451 2021-02-03 18:47:58,971 - mmaction - INFO - Epoch [19][420/1345] lr: 1.000e-02, eta: 6:17:08, time: 0.522, data_time: 0.001, memory: 7063, top1_acc: 0.5125, top5_acc: 0.7617, loss_cls: 1.9957, loss: 1.9957, grad_norm: 6.3959 2021-02-03 18:48:09,392 - mmaction - INFO - Epoch [19][440/1345] lr: 1.000e-02, eta: 6:16:57, time: 0.521, data_time: 0.001, memory: 7063, top1_acc: 0.4906, top5_acc: 0.7672, loss_cls: 2.0363, loss: 2.0363, grad_norm: 6.4979 2021-02-03 18:48:19,704 - mmaction - INFO - Epoch [19][460/1345] lr: 1.000e-02, eta: 6:16:46, time: 0.516, data_time: 0.001, memory: 7063, top1_acc: 0.4938, top5_acc: 0.7539, loss_cls: 2.0777, loss: 2.0777, grad_norm: 6.4028 2021-02-03 18:48:30,131 - mmaction - INFO - Epoch [19][480/1345] lr: 1.000e-02, eta: 6:16:35, time: 0.521, data_time: 0.000, memory: 7063, top1_acc: 0.5203, top5_acc: 0.7820, loss_cls: 1.9265, loss: 1.9265, grad_norm: 6.1777 2021-02-03 18:48:40,526 - mmaction - INFO - Epoch [19][500/1345] lr: 1.000e-02, eta: 6:16:24, time: 0.520, data_time: 0.000, memory: 7063, top1_acc: 0.4984, top5_acc: 0.7812, loss_cls: 1.9794, loss: 1.9794, grad_norm: 6.6466 2021-02-03 18:48:50,976 - mmaction - INFO - Epoch [19][520/1345] lr: 1.000e-02, eta: 6:16:13, time: 0.522, data_time: 0.000, memory: 7063, top1_acc: 0.5000, top5_acc: 0.7727, loss_cls: 1.9889, loss: 1.9889, grad_norm: 6.4406 2021-02-03 18:49:01,401 - mmaction - INFO - Epoch [19][540/1345] lr: 1.000e-02, eta: 6:16:02, time: 0.522, data_time: 0.001, memory: 7063, top1_acc: 0.5164, top5_acc: 0.7672, loss_cls: 2.0050, loss: 2.0050, grad_norm: 6.3938 2021-02-03 18:49:11,756 - mmaction - INFO - Epoch [19][560/1345] lr: 1.000e-02, eta: 6:15:51, time: 0.518, data_time: 0.000, memory: 7063, top1_acc: 0.5070, top5_acc: 0.7641, loss_cls: 1.9998, loss: 1.9998, grad_norm: 6.4659 2021-02-03 18:49:22,131 - mmaction - INFO - Epoch [19][580/1345] lr: 1.000e-02, eta: 6:15:40, time: 0.519, data_time: 0.000, memory: 7063, top1_acc: 0.5008, top5_acc: 0.7758, loss_cls: 1.9983, loss: 1.9983, grad_norm: 6.4922 2021-02-03 18:49:32,522 - mmaction - INFO - Epoch [19][600/1345] lr: 1.000e-02, eta: 6:15:29, time: 0.519, data_time: 0.000, memory: 7063, top1_acc: 0.5148, top5_acc: 0.7664, loss_cls: 2.0109, loss: 2.0109, grad_norm: 6.4063 2021-02-03 18:49:42,835 - mmaction - INFO - Epoch [19][620/1345] lr: 1.000e-02, eta: 6:15:18, time: 0.516, data_time: 0.001, memory: 7063, top1_acc: 0.5312, top5_acc: 0.7742, loss_cls: 1.8855, loss: 1.8855, grad_norm: 6.3085 2021-02-03 18:49:53,156 - mmaction - INFO - Epoch [19][640/1345] lr: 1.000e-02, eta: 6:15:07, time: 0.516, data_time: 0.000, memory: 7063, top1_acc: 0.5234, top5_acc: 0.7695, loss_cls: 1.9797, loss: 1.9797, grad_norm: 6.4922 2021-02-03 18:50:03,534 - mmaction - INFO - Epoch [19][660/1345] lr: 1.000e-02, eta: 6:14:55, time: 0.519, data_time: 0.001, memory: 7063, top1_acc: 0.5062, top5_acc: 0.7820, loss_cls: 1.9391, loss: 1.9391, grad_norm: 6.7144 2021-02-03 18:50:13,955 - mmaction - INFO - Epoch [19][680/1345] lr: 1.000e-02, eta: 6:14:45, time: 0.521, data_time: 0.001, memory: 7063, top1_acc: 0.4766, top5_acc: 0.7555, loss_cls: 2.0878, loss: 2.0878, grad_norm: 6.3731 2021-02-03 18:50:24,236 - mmaction - INFO - Epoch [19][700/1345] lr: 1.000e-02, eta: 6:14:33, time: 0.514, data_time: 0.000, memory: 7063, top1_acc: 0.5094, top5_acc: 0.7719, loss_cls: 1.9945, loss: 1.9945, grad_norm: 6.5717 2021-02-03 18:50:34,583 - mmaction - INFO - Epoch [19][720/1345] lr: 1.000e-02, eta: 6:14:22, time: 0.517, data_time: 0.001, memory: 7063, top1_acc: 0.4984, top5_acc: 0.7711, loss_cls: 2.0038, loss: 2.0038, grad_norm: 6.4456 2021-02-03 18:50:44,894 - mmaction - INFO - Epoch [19][740/1345] lr: 1.000e-02, eta: 6:14:11, time: 0.516, data_time: 0.001, memory: 7063, top1_acc: 0.4867, top5_acc: 0.7578, loss_cls: 2.0739, loss: 2.0739, grad_norm: 6.5607 2021-02-03 18:50:55,371 - mmaction - INFO - Epoch [19][760/1345] lr: 1.000e-02, eta: 6:14:00, time: 0.523, data_time: 0.000, memory: 7063, top1_acc: 0.5047, top5_acc: 0.7648, loss_cls: 2.0531, loss: 2.0531, grad_norm: 6.3191 2021-02-03 18:51:05,670 - mmaction - INFO - Epoch [19][780/1345] lr: 1.000e-02, eta: 6:13:49, time: 0.515, data_time: 0.001, memory: 7063, top1_acc: 0.5047, top5_acc: 0.7547, loss_cls: 1.9719, loss: 1.9719, grad_norm: 6.1947 2021-02-03 18:51:16,077 - mmaction - INFO - Epoch [19][800/1345] lr: 1.000e-02, eta: 6:13:38, time: 0.520, data_time: 0.000, memory: 7063, top1_acc: 0.5000, top5_acc: 0.7727, loss_cls: 1.9951, loss: 1.9951, grad_norm: 6.4406 2021-02-03 18:51:26,392 - mmaction - INFO - Epoch [19][820/1345] lr: 1.000e-02, eta: 6:13:27, time: 0.516, data_time: 0.000, memory: 7063, top1_acc: 0.4945, top5_acc: 0.7508, loss_cls: 2.0862, loss: 2.0862, grad_norm: 6.5453 2021-02-03 18:51:36,679 - mmaction - INFO - Epoch [19][840/1345] lr: 1.000e-02, eta: 6:13:16, time: 0.514, data_time: 0.001, memory: 7063, top1_acc: 0.5062, top5_acc: 0.7703, loss_cls: 1.9622, loss: 1.9622, grad_norm: 6.3377 2021-02-03 18:51:47,001 - mmaction - INFO - Epoch [19][860/1345] lr: 1.000e-02, eta: 6:13:05, time: 0.516, data_time: 0.000, memory: 7063, top1_acc: 0.4750, top5_acc: 0.7641, loss_cls: 2.0918, loss: 2.0918, grad_norm: 6.6108 2021-02-03 18:51:57,499 - mmaction - INFO - Epoch [19][880/1345] lr: 1.000e-02, eta: 6:12:54, time: 0.525, data_time: 0.001, memory: 7063, top1_acc: 0.5148, top5_acc: 0.7695, loss_cls: 1.9792, loss: 1.9792, grad_norm: 6.2372 2021-02-03 18:52:07,797 - mmaction - INFO - Epoch [19][900/1345] lr: 1.000e-02, eta: 6:12:43, time: 0.515, data_time: 0.001, memory: 7063, top1_acc: 0.5094, top5_acc: 0.7727, loss_cls: 1.9839, loss: 1.9839, grad_norm: 6.2455 2021-02-03 18:52:18,055 - mmaction - INFO - Epoch [19][920/1345] lr: 1.000e-02, eta: 6:12:32, time: 0.513, data_time: 0.001, memory: 7063, top1_acc: 0.4852, top5_acc: 0.7609, loss_cls: 2.0349, loss: 2.0349, grad_norm: 6.6036 2021-02-03 18:52:28,487 - mmaction - INFO - Epoch [19][940/1345] lr: 1.000e-02, eta: 6:12:21, time: 0.521, data_time: 0.001, memory: 7063, top1_acc: 0.5352, top5_acc: 0.7727, loss_cls: 1.9397, loss: 1.9397, grad_norm: 6.3727 2021-02-03 18:52:38,818 - mmaction - INFO - Epoch [19][960/1345] lr: 1.000e-02, eta: 6:12:10, time: 0.517, data_time: 0.001, memory: 7063, top1_acc: 0.5125, top5_acc: 0.7688, loss_cls: 1.9932, loss: 1.9932, grad_norm: 6.3676 2021-02-03 18:52:49,224 - mmaction - INFO - Epoch [19][980/1345] lr: 1.000e-02, eta: 6:11:59, time: 0.520, data_time: 0.001, memory: 7063, top1_acc: 0.5281, top5_acc: 0.7875, loss_cls: 1.8757, loss: 1.8757, grad_norm: 6.3654 2021-02-03 18:52:59,684 - mmaction - INFO - Epoch [19][1000/1345] lr: 1.000e-02, eta: 6:11:48, time: 0.523, data_time: 0.001, memory: 7063, top1_acc: 0.5172, top5_acc: 0.7812, loss_cls: 1.9471, loss: 1.9471, grad_norm: 6.5483 2021-02-03 18:53:10,070 - mmaction - INFO - Epoch [19][1020/1345] lr: 1.000e-02, eta: 6:11:37, time: 0.519, data_time: 0.000, memory: 7063, top1_acc: 0.5008, top5_acc: 0.7641, loss_cls: 1.9672, loss: 1.9672, grad_norm: 6.2480 2021-02-03 18:53:20,341 - mmaction - INFO - Epoch [19][1040/1345] lr: 1.000e-02, eta: 6:11:26, time: 0.514, data_time: 0.001, memory: 7063, top1_acc: 0.5062, top5_acc: 0.7703, loss_cls: 2.0040, loss: 2.0040, grad_norm: 6.5708 2021-02-03 18:53:30,648 - mmaction - INFO - Epoch [19][1060/1345] lr: 1.000e-02, eta: 6:11:15, time: 0.515, data_time: 0.000, memory: 7063, top1_acc: 0.5109, top5_acc: 0.7828, loss_cls: 1.9537, loss: 1.9537, grad_norm: 6.3829 2021-02-03 18:53:41,051 - mmaction - INFO - Epoch [19][1080/1345] lr: 1.000e-02, eta: 6:11:04, time: 0.520, data_time: 0.000, memory: 7063, top1_acc: 0.5242, top5_acc: 0.7719, loss_cls: 1.9520, loss: 1.9520, grad_norm: 6.1909 2021-02-03 18:53:51,454 - mmaction - INFO - Epoch [19][1100/1345] lr: 1.000e-02, eta: 6:10:53, time: 0.520, data_time: 0.000, memory: 7063, top1_acc: 0.4883, top5_acc: 0.7602, loss_cls: 2.0264, loss: 2.0264, grad_norm: 6.6511 2021-02-03 18:54:01,733 - mmaction - INFO - Epoch [19][1120/1345] lr: 1.000e-02, eta: 6:10:41, time: 0.515, data_time: 0.001, memory: 7063, top1_acc: 0.5016, top5_acc: 0.7594, loss_cls: 2.0603, loss: 2.0603, grad_norm: 6.3654 2021-02-03 18:54:12,019 - mmaction - INFO - Epoch [19][1140/1345] lr: 1.000e-02, eta: 6:10:30, time: 0.514, data_time: 0.000, memory: 7063, top1_acc: 0.4875, top5_acc: 0.7766, loss_cls: 1.9756, loss: 1.9756, grad_norm: 6.4017 2021-02-03 18:54:22,387 - mmaction - INFO - Epoch [19][1160/1345] lr: 1.000e-02, eta: 6:10:19, time: 0.518, data_time: 0.000, memory: 7063, top1_acc: 0.4961, top5_acc: 0.7641, loss_cls: 2.0029, loss: 2.0029, grad_norm: 6.6608 2021-02-03 18:54:32,753 - mmaction - INFO - Epoch [19][1180/1345] lr: 1.000e-02, eta: 6:10:08, time: 0.518, data_time: 0.000, memory: 7063, top1_acc: 0.4883, top5_acc: 0.7500, loss_cls: 2.1269, loss: 2.1269, grad_norm: 6.4619 2021-02-03 18:54:43,059 - mmaction - INFO - Epoch [19][1200/1345] lr: 1.000e-02, eta: 6:09:57, time: 0.516, data_time: 0.001, memory: 7063, top1_acc: 0.5047, top5_acc: 0.7594, loss_cls: 2.0315, loss: 2.0315, grad_norm: 6.2098 2021-02-03 18:54:53,366 - mmaction - INFO - Epoch [19][1220/1345] lr: 1.000e-02, eta: 6:09:46, time: 0.515, data_time: 0.000, memory: 7063, top1_acc: 0.5148, top5_acc: 0.7570, loss_cls: 2.0018, loss: 2.0018, grad_norm: 6.2933 2021-02-03 18:55:03,655 - mmaction - INFO - Epoch [19][1240/1345] lr: 1.000e-02, eta: 6:09:35, time: 0.515, data_time: 0.001, memory: 7063, top1_acc: 0.5102, top5_acc: 0.7484, loss_cls: 2.0346, loss: 2.0346, grad_norm: 6.5632 2021-02-03 18:55:13,985 - mmaction - INFO - Epoch [19][1260/1345] lr: 1.000e-02, eta: 6:09:24, time: 0.517, data_time: 0.001, memory: 7063, top1_acc: 0.4914, top5_acc: 0.7781, loss_cls: 2.0608, loss: 2.0608, grad_norm: 6.5118 2021-02-03 18:55:24,338 - mmaction - INFO - Epoch [19][1280/1345] lr: 1.000e-02, eta: 6:09:13, time: 0.518, data_time: 0.001, memory: 7063, top1_acc: 0.5188, top5_acc: 0.7867, loss_cls: 1.9422, loss: 1.9422, grad_norm: 6.1449 2021-02-03 18:55:34,733 - mmaction - INFO - Epoch [19][1300/1345] lr: 1.000e-02, eta: 6:09:02, time: 0.519, data_time: 0.001, memory: 7063, top1_acc: 0.5109, top5_acc: 0.7852, loss_cls: 1.9836, loss: 1.9836, grad_norm: 6.5052 2021-02-03 18:55:45,120 - mmaction - INFO - Epoch [19][1320/1345] lr: 1.000e-02, eta: 6:08:51, time: 0.520, data_time: 0.001, memory: 7063, top1_acc: 0.5117, top5_acc: 0.7781, loss_cls: 1.9444, loss: 1.9444, grad_norm: 6.3055 2021-02-03 18:55:55,449 - mmaction - INFO - Epoch [19][1340/1345] lr: 1.000e-02, eta: 6:08:40, time: 0.516, data_time: 0.000, memory: 7063, top1_acc: 0.4852, top5_acc: 0.7773, loss_cls: 1.9941, loss: 1.9941, grad_norm: 6.3114 2021-02-03 18:56:01,103 - mmaction - INFO - Saving checkpoint at 19 epochs 2021-02-03 18:56:27,834 - mmaction - INFO - Epoch [20][20/1345] lr: 1.000e-02, eta: 6:08:46, time: 1.268, data_time: 0.759, memory: 7063, top1_acc: 0.5070, top5_acc: 0.7680, loss_cls: 1.9887, loss: 1.9887, grad_norm: 6.2027 2021-02-03 18:56:38,095 - mmaction - INFO - Epoch [20][40/1345] lr: 1.000e-02, eta: 6:08:35, time: 0.513, data_time: 0.001, memory: 7063, top1_acc: 0.5141, top5_acc: 0.7984, loss_cls: 1.8609, loss: 1.8609, grad_norm: 6.4118 2021-02-03 18:56:48,334 - mmaction - INFO - Epoch [20][60/1345] lr: 1.000e-02, eta: 6:08:24, time: 0.512, data_time: 0.002, memory: 7063, top1_acc: 0.5406, top5_acc: 0.7914, loss_cls: 1.8387, loss: 1.8387, grad_norm: 6.3870 2021-02-03 18:56:58,599 - mmaction - INFO - Epoch [20][80/1345] lr: 1.000e-02, eta: 6:08:13, time: 0.513, data_time: 0.001, memory: 7063, top1_acc: 0.5031, top5_acc: 0.7758, loss_cls: 2.0043, loss: 2.0043, grad_norm: 6.4947 2021-02-03 18:57:08,916 - mmaction - INFO - Epoch [20][100/1345] lr: 1.000e-02, eta: 6:08:01, time: 0.516, data_time: 0.002, memory: 7063, top1_acc: 0.5188, top5_acc: 0.7805, loss_cls: 1.9372, loss: 1.9372, grad_norm: 6.4684 2021-02-03 18:57:19,492 - mmaction - INFO - Epoch [20][120/1345] lr: 1.000e-02, eta: 6:07:51, time: 0.529, data_time: 0.013, memory: 7063, top1_acc: 0.5141, top5_acc: 0.7797, loss_cls: 1.9359, loss: 1.9359, grad_norm: 6.2924 2021-02-03 18:57:29,808 - mmaction - INFO - Epoch [20][140/1345] lr: 1.000e-02, eta: 6:07:40, time: 0.516, data_time: 0.000, memory: 7063, top1_acc: 0.5062, top5_acc: 0.7844, loss_cls: 1.9420, loss: 1.9420, grad_norm: 6.5421 2021-02-03 18:57:40,163 - mmaction - INFO - Epoch [20][160/1345] lr: 1.000e-02, eta: 6:07:29, time: 0.518, data_time: 0.000, memory: 7063, top1_acc: 0.5180, top5_acc: 0.7812, loss_cls: 1.9250, loss: 1.9250, grad_norm: 6.4223 2021-02-03 18:57:50,521 - mmaction - INFO - Epoch [20][180/1345] lr: 1.000e-02, eta: 6:07:18, time: 0.518, data_time: 0.001, memory: 7063, top1_acc: 0.5352, top5_acc: 0.8047, loss_cls: 1.8339, loss: 1.8339, grad_norm: 6.3340 2021-02-03 18:58:00,849 - mmaction - INFO - Epoch [20][200/1345] lr: 1.000e-02, eta: 6:07:07, time: 0.516, data_time: 0.001, memory: 7063, top1_acc: 0.5094, top5_acc: 0.7703, loss_cls: 1.9994, loss: 1.9994, grad_norm: 6.4681 2021-02-03 18:58:11,265 - mmaction - INFO - Epoch [20][220/1345] lr: 1.000e-02, eta: 6:06:56, time: 0.521, data_time: 0.001, memory: 7063, top1_acc: 0.5094, top5_acc: 0.7773, loss_cls: 1.9311, loss: 1.9311, grad_norm: 6.4016 2021-02-03 18:58:21,801 - mmaction - INFO - Epoch [20][240/1345] lr: 1.000e-02, eta: 6:06:45, time: 0.527, data_time: 0.001, memory: 7063, top1_acc: 0.5008, top5_acc: 0.7789, loss_cls: 1.9560, loss: 1.9560, grad_norm: 6.5133 2021-02-03 18:58:32,259 - mmaction - INFO - Epoch [20][260/1345] lr: 1.000e-02, eta: 6:06:34, time: 0.523, data_time: 0.001, memory: 7063, top1_acc: 0.5031, top5_acc: 0.7609, loss_cls: 2.0013, loss: 2.0013, grad_norm: 6.4866 2021-02-03 18:58:42,741 - mmaction - INFO - Epoch [20][280/1345] lr: 1.000e-02, eta: 6:06:23, time: 0.524, data_time: 0.000, memory: 7063, top1_acc: 0.5070, top5_acc: 0.7828, loss_cls: 1.9361, loss: 1.9361, grad_norm: 6.1849 2021-02-03 18:58:53,100 - mmaction - INFO - Epoch [20][300/1345] lr: 1.000e-02, eta: 6:06:12, time: 0.517, data_time: 0.000, memory: 7063, top1_acc: 0.5070, top5_acc: 0.7742, loss_cls: 1.9670, loss: 1.9670, grad_norm: 6.5000 2021-02-03 18:59:03,367 - mmaction - INFO - Epoch [20][320/1345] lr: 1.000e-02, eta: 6:06:01, time: 0.514, data_time: 0.001, memory: 7063, top1_acc: 0.5500, top5_acc: 0.7937, loss_cls: 1.7954, loss: 1.7954, grad_norm: 6.2221 2021-02-03 18:59:13,770 - mmaction - INFO - Epoch [20][340/1345] lr: 1.000e-02, eta: 6:05:50, time: 0.520, data_time: 0.000, memory: 7063, top1_acc: 0.5383, top5_acc: 0.7758, loss_cls: 1.8865, loss: 1.8865, grad_norm: 6.4910 2021-02-03 18:59:24,226 - mmaction - INFO - Epoch [20][360/1345] lr: 1.000e-02, eta: 6:05:39, time: 0.523, data_time: 0.001, memory: 7063, top1_acc: 0.4969, top5_acc: 0.7773, loss_cls: 1.9978, loss: 1.9978, grad_norm: 6.4541 2021-02-03 18:59:34,586 - mmaction - INFO - Epoch [20][380/1345] lr: 1.000e-02, eta: 6:05:28, time: 0.518, data_time: 0.001, memory: 7063, top1_acc: 0.5008, top5_acc: 0.7523, loss_cls: 2.0330, loss: 2.0330, grad_norm: 6.5652 2021-02-03 18:59:44,898 - mmaction - INFO - Epoch [20][400/1345] lr: 1.000e-02, eta: 6:05:17, time: 0.516, data_time: 0.000, memory: 7063, top1_acc: 0.5203, top5_acc: 0.7828, loss_cls: 1.9107, loss: 1.9107, grad_norm: 6.1202 2021-02-03 18:59:55,331 - mmaction - INFO - Epoch [20][420/1345] lr: 1.000e-02, eta: 6:05:06, time: 0.521, data_time: 0.001, memory: 7063, top1_acc: 0.4969, top5_acc: 0.7750, loss_cls: 2.0072, loss: 2.0072, grad_norm: 6.5249 2021-02-03 19:00:05,798 - mmaction - INFO - Epoch [20][440/1345] lr: 1.000e-02, eta: 6:04:55, time: 0.524, data_time: 0.001, memory: 7063, top1_acc: 0.5047, top5_acc: 0.7711, loss_cls: 2.0357, loss: 2.0357, grad_norm: 6.5584 2021-02-03 19:00:16,122 - mmaction - INFO - Epoch [20][460/1345] lr: 1.000e-02, eta: 6:04:44, time: 0.516, data_time: 0.001, memory: 7063, top1_acc: 0.5062, top5_acc: 0.7477, loss_cls: 2.0439, loss: 2.0439, grad_norm: 6.3804 2021-02-03 19:00:27,117 - mmaction - INFO - Epoch [20][480/1345] lr: 1.000e-02, eta: 6:04:34, time: 0.550, data_time: 0.000, memory: 7063, top1_acc: 0.4914, top5_acc: 0.7477, loss_cls: 2.1200, loss: 2.1200, grad_norm: 6.4391 2021-02-03 19:00:37,508 - mmaction - INFO - Epoch [20][500/1345] lr: 1.000e-02, eta: 6:04:23, time: 0.520, data_time: 0.001, memory: 7063, top1_acc: 0.5070, top5_acc: 0.7672, loss_cls: 2.0099, loss: 2.0099, grad_norm: 6.3682 2021-02-03 19:00:47,872 - mmaction - INFO - Epoch [20][520/1345] lr: 1.000e-02, eta: 6:04:12, time: 0.518, data_time: 0.000, memory: 7063, top1_acc: 0.4961, top5_acc: 0.7570, loss_cls: 2.0718, loss: 2.0718, grad_norm: 6.4504 2021-02-03 19:00:58,269 - mmaction - INFO - Epoch [20][540/1345] lr: 1.000e-02, eta: 6:04:01, time: 0.520, data_time: 0.001, memory: 7063, top1_acc: 0.5234, top5_acc: 0.7875, loss_cls: 1.9015, loss: 1.9015, grad_norm: 6.2526 2021-02-03 19:01:08,584 - mmaction - INFO - Epoch [20][560/1345] lr: 1.000e-02, eta: 6:03:50, time: 0.516, data_time: 0.001, memory: 7063, top1_acc: 0.5062, top5_acc: 0.7453, loss_cls: 2.0856, loss: 2.0856, grad_norm: 6.2733 2021-02-03 19:01:18,893 - mmaction - INFO - Epoch [20][580/1345] lr: 1.000e-02, eta: 6:03:39, time: 0.515, data_time: 0.001, memory: 7063, top1_acc: 0.5109, top5_acc: 0.7734, loss_cls: 1.9703, loss: 1.9703, grad_norm: 6.3969 2021-02-03 19:01:29,221 - mmaction - INFO - Epoch [20][600/1345] lr: 1.000e-02, eta: 6:03:28, time: 0.517, data_time: 0.001, memory: 7063, top1_acc: 0.5125, top5_acc: 0.7602, loss_cls: 1.9755, loss: 1.9755, grad_norm: 6.2552 2021-02-03 19:01:39,669 - mmaction - INFO - Epoch [20][620/1345] lr: 1.000e-02, eta: 6:03:17, time: 0.522, data_time: 0.000, memory: 7063, top1_acc: 0.5203, top5_acc: 0.7836, loss_cls: 1.9084, loss: 1.9084, grad_norm: 6.3583 2021-02-03 19:01:50,074 - mmaction - INFO - Epoch [20][640/1345] lr: 1.000e-02, eta: 6:03:06, time: 0.520, data_time: 0.001, memory: 7063, top1_acc: 0.5047, top5_acc: 0.7656, loss_cls: 1.9878, loss: 1.9878, grad_norm: 6.4133 2021-02-03 19:02:00,430 - mmaction - INFO - Epoch [20][660/1345] lr: 1.000e-02, eta: 6:02:55, time: 0.518, data_time: 0.000, memory: 7063, top1_acc: 0.5078, top5_acc: 0.7664, loss_cls: 1.9990, loss: 1.9990, grad_norm: 6.3977 2021-02-03 19:02:10,812 - mmaction - INFO - Epoch [20][680/1345] lr: 1.000e-02, eta: 6:02:44, time: 0.519, data_time: 0.001, memory: 7063, top1_acc: 0.5055, top5_acc: 0.7773, loss_cls: 1.9693, loss: 1.9693, grad_norm: 6.2473 2021-02-03 19:02:21,153 - mmaction - INFO - Epoch [20][700/1345] lr: 1.000e-02, eta: 6:02:33, time: 0.517, data_time: 0.000, memory: 7063, top1_acc: 0.5156, top5_acc: 0.7875, loss_cls: 1.9184, loss: 1.9184, grad_norm: 6.5386 2021-02-03 19:02:31,510 - mmaction - INFO - Epoch [20][720/1345] lr: 1.000e-02, eta: 6:02:22, time: 0.518, data_time: 0.001, memory: 7063, top1_acc: 0.4945, top5_acc: 0.7812, loss_cls: 1.9941, loss: 1.9941, grad_norm: 6.5921 2021-02-03 19:02:41,898 - mmaction - INFO - Epoch [20][740/1345] lr: 1.000e-02, eta: 6:02:11, time: 0.519, data_time: 0.001, memory: 7063, top1_acc: 0.5109, top5_acc: 0.7641, loss_cls: 2.0105, loss: 2.0105, grad_norm: 6.6729 2021-02-03 19:02:52,190 - mmaction - INFO - Epoch [20][760/1345] lr: 1.000e-02, eta: 6:02:00, time: 0.515, data_time: 0.001, memory: 7063, top1_acc: 0.5227, top5_acc: 0.7719, loss_cls: 1.9888, loss: 1.9888, grad_norm: 6.5374 2021-02-03 19:03:02,565 - mmaction - INFO - Epoch [20][780/1345] lr: 1.000e-02, eta: 6:01:49, time: 0.519, data_time: 0.000, memory: 7063, top1_acc: 0.5234, top5_acc: 0.7734, loss_cls: 1.9038, loss: 1.9038, grad_norm: 6.2891 2021-02-03 19:03:12,953 - mmaction - INFO - Epoch [20][800/1345] lr: 1.000e-02, eta: 6:01:38, time: 0.519, data_time: 0.000, memory: 7063, top1_acc: 0.4961, top5_acc: 0.7602, loss_cls: 2.0265, loss: 2.0265, grad_norm: 6.6584 2021-02-03 19:03:23,288 - mmaction - INFO - Epoch [20][820/1345] lr: 1.000e-02, eta: 6:01:27, time: 0.517, data_time: 0.001, memory: 7063, top1_acc: 0.4844, top5_acc: 0.7609, loss_cls: 2.0727, loss: 2.0727, grad_norm: 6.4943 2021-02-03 19:03:33,686 - mmaction - INFO - Epoch [20][840/1345] lr: 1.000e-02, eta: 6:01:16, time: 0.520, data_time: 0.000, memory: 7063, top1_acc: 0.5320, top5_acc: 0.7766, loss_cls: 1.9222, loss: 1.9222, grad_norm: 6.1725 2021-02-03 19:03:44,031 - mmaction - INFO - Epoch [20][860/1345] lr: 1.000e-02, eta: 6:01:05, time: 0.517, data_time: 0.001, memory: 7063, top1_acc: 0.5336, top5_acc: 0.7805, loss_cls: 1.9442, loss: 1.9442, grad_norm: 6.2149 2021-02-03 19:03:54,410 - mmaction - INFO - Epoch [20][880/1345] lr: 1.000e-02, eta: 6:00:54, time: 0.519, data_time: 0.000, memory: 7063, top1_acc: 0.5094, top5_acc: 0.7719, loss_cls: 1.9766, loss: 1.9766, grad_norm: 6.3701 2021-02-03 19:04:04,782 - mmaction - INFO - Epoch [20][900/1345] lr: 1.000e-02, eta: 6:00:43, time: 0.518, data_time: 0.000, memory: 7063, top1_acc: 0.5094, top5_acc: 0.7922, loss_cls: 1.9199, loss: 1.9199, grad_norm: 6.3238 2021-02-03 19:04:15,111 - mmaction - INFO - Epoch [20][920/1345] lr: 1.000e-02, eta: 6:00:32, time: 0.516, data_time: 0.001, memory: 7063, top1_acc: 0.5047, top5_acc: 0.7641, loss_cls: 2.0230, loss: 2.0230, grad_norm: 6.3045 2021-02-03 19:04:25,485 - mmaction - INFO - Epoch [20][940/1345] lr: 1.000e-02, eta: 6:00:21, time: 0.519, data_time: 0.001, memory: 7063, top1_acc: 0.5039, top5_acc: 0.7695, loss_cls: 2.0261, loss: 2.0261, grad_norm: 6.3210 2021-02-03 19:04:35,825 - mmaction - INFO - Epoch [20][960/1345] lr: 1.000e-02, eta: 6:00:10, time: 0.517, data_time: 0.000, memory: 7063, top1_acc: 0.5281, top5_acc: 0.7828, loss_cls: 1.8941, loss: 1.8941, grad_norm: 6.4251 2021-02-03 19:04:46,213 - mmaction - INFO - Epoch [20][980/1345] lr: 1.000e-02, eta: 5:59:59, time: 0.520, data_time: 0.001, memory: 7063, top1_acc: 0.4930, top5_acc: 0.7672, loss_cls: 2.0375, loss: 2.0375, grad_norm: 6.4357 2021-02-03 19:04:56,556 - mmaction - INFO - Epoch [20][1000/1345] lr: 1.000e-02, eta: 5:59:48, time: 0.517, data_time: 0.000, memory: 7063, top1_acc: 0.4852, top5_acc: 0.7695, loss_cls: 2.0307, loss: 2.0307, grad_norm: 6.3531 2021-02-03 19:05:06,915 - mmaction - INFO - Epoch [20][1020/1345] lr: 1.000e-02, eta: 5:59:37, time: 0.518, data_time: 0.001, memory: 7063, top1_acc: 0.4883, top5_acc: 0.7617, loss_cls: 2.0809, loss: 2.0809, grad_norm: 6.2273 2021-02-03 19:05:17,191 - mmaction - INFO - Epoch [20][1040/1345] lr: 1.000e-02, eta: 5:59:26, time: 0.514, data_time: 0.001, memory: 7063, top1_acc: 0.5031, top5_acc: 0.7703, loss_cls: 2.0013, loss: 2.0013, grad_norm: 6.2311 2021-02-03 19:05:27,554 - mmaction - INFO - Epoch [20][1060/1345] lr: 1.000e-02, eta: 5:59:15, time: 0.518, data_time: 0.000, memory: 7063, top1_acc: 0.5156, top5_acc: 0.7937, loss_cls: 1.9092, loss: 1.9092, grad_norm: 6.3505 2021-02-03 19:05:38,000 - mmaction - INFO - Epoch [20][1080/1345] lr: 1.000e-02, eta: 5:59:04, time: 0.522, data_time: 0.000, memory: 7063, top1_acc: 0.5117, top5_acc: 0.7711, loss_cls: 1.9647, loss: 1.9647, grad_norm: 6.3201 2021-02-03 19:05:48,349 - mmaction - INFO - Epoch [20][1100/1345] lr: 1.000e-02, eta: 5:58:53, time: 0.517, data_time: 0.000, memory: 7063, top1_acc: 0.5367, top5_acc: 0.7844, loss_cls: 1.8857, loss: 1.8857, grad_norm: 6.1671 2021-02-03 19:05:58,626 - mmaction - INFO - Epoch [20][1120/1345] lr: 1.000e-02, eta: 5:58:42, time: 0.514, data_time: 0.000, memory: 7063, top1_acc: 0.4898, top5_acc: 0.7609, loss_cls: 2.0053, loss: 2.0053, grad_norm: 6.7302 2021-02-03 19:06:09,071 - mmaction - INFO - Epoch [20][1140/1345] lr: 1.000e-02, eta: 5:58:31, time: 0.522, data_time: 0.000, memory: 7063, top1_acc: 0.5430, top5_acc: 0.7937, loss_cls: 1.8515, loss: 1.8515, grad_norm: 6.4185 2021-02-03 19:06:19,387 - mmaction - INFO - Epoch [20][1160/1345] lr: 1.000e-02, eta: 5:58:20, time: 0.516, data_time: 0.001, memory: 7063, top1_acc: 0.5148, top5_acc: 0.7703, loss_cls: 1.9923, loss: 1.9923, grad_norm: 6.3264 2021-02-03 19:06:29,708 - mmaction - INFO - Epoch [20][1180/1345] lr: 1.000e-02, eta: 5:58:09, time: 0.516, data_time: 0.001, memory: 7063, top1_acc: 0.5062, top5_acc: 0.7617, loss_cls: 2.0265, loss: 2.0265, grad_norm: 6.3384 2021-02-03 19:06:40,027 - mmaction - INFO - Epoch [20][1200/1345] lr: 1.000e-02, eta: 5:57:58, time: 0.516, data_time: 0.000, memory: 7063, top1_acc: 0.5312, top5_acc: 0.7648, loss_cls: 1.9405, loss: 1.9405, grad_norm: 6.1924 2021-02-03 19:06:50,333 - mmaction - INFO - Epoch [20][1220/1345] lr: 1.000e-02, eta: 5:57:47, time: 0.515, data_time: 0.000, memory: 7063, top1_acc: 0.5234, top5_acc: 0.7852, loss_cls: 1.9143, loss: 1.9143, grad_norm: 6.4883 2021-02-03 19:07:00,674 - mmaction - INFO - Epoch [20][1240/1345] lr: 1.000e-02, eta: 5:57:36, time: 0.517, data_time: 0.000, memory: 7063, top1_acc: 0.4938, top5_acc: 0.7531, loss_cls: 2.0258, loss: 2.0258, grad_norm: 6.5261 2021-02-03 19:07:10,933 - mmaction - INFO - Epoch [20][1260/1345] lr: 1.000e-02, eta: 5:57:25, time: 0.513, data_time: 0.001, memory: 7063, top1_acc: 0.4727, top5_acc: 0.7492, loss_cls: 2.1523, loss: 2.1523, grad_norm: 6.5325 2021-02-03 19:07:21,246 - mmaction - INFO - Epoch [20][1280/1345] lr: 1.000e-02, eta: 5:57:14, time: 0.515, data_time: 0.000, memory: 7063, top1_acc: 0.4977, top5_acc: 0.7602, loss_cls: 2.0770, loss: 2.0770, grad_norm: 6.3240 2021-02-03 19:07:31,563 - mmaction - INFO - Epoch [20][1300/1345] lr: 1.000e-02, eta: 5:57:03, time: 0.516, data_time: 0.001, memory: 7063, top1_acc: 0.5086, top5_acc: 0.7781, loss_cls: 1.9756, loss: 1.9756, grad_norm: 6.3048 2021-02-03 19:07:41,911 - mmaction - INFO - Epoch [20][1320/1345] lr: 1.000e-02, eta: 5:56:52, time: 0.517, data_time: 0.000, memory: 7063, top1_acc: 0.5023, top5_acc: 0.7719, loss_cls: 1.9894, loss: 1.9894, grad_norm: 6.3358 2021-02-03 19:07:52,195 - mmaction - INFO - Epoch [20][1340/1345] lr: 1.000e-02, eta: 5:56:41, time: 0.514, data_time: 0.001, memory: 7063, top1_acc: 0.5258, top5_acc: 0.7797, loss_cls: 1.9288, loss: 1.9288, grad_norm: 6.4491 2021-02-03 19:07:54,998 - mmaction - INFO - Saving checkpoint at 20 epochs 2021-02-03 19:08:32,594 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-02-03 19:08:32,764 - mmaction - INFO - top1_acc 0.3496 top5_acc 0.6399 2021-02-03 19:08:32,764 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-02-03 19:08:32,778 - mmaction - INFO - mean_acc 0.3152 2021-02-03 19:08:32,781 - mmaction - INFO - Epoch(val) [20][1345] top1_acc: 0.3496, top5_acc: 0.6399, mean_class_accuracy: 0.3152 2021-02-03 19:09:00,993 - mmaction - INFO - Epoch [21][20/1345] lr: 1.000e-03, eta: 5:56:50, time: 1.410, data_time: 0.863, memory: 7063, top1_acc: 0.5430, top5_acc: 0.7937, loss_cls: 1.8443, loss: 1.8443, grad_norm: 6.0931 2021-02-03 19:09:11,256 - mmaction - INFO - Epoch [21][40/1345] lr: 1.000e-03, eta: 5:56:39, time: 0.513, data_time: 0.004, memory: 7063, top1_acc: 0.5570, top5_acc: 0.8031, loss_cls: 1.7641, loss: 1.7641, grad_norm: 6.0560 2021-02-03 19:09:21,512 - mmaction - INFO - Epoch [21][60/1345] lr: 1.000e-03, eta: 5:56:27, time: 0.513, data_time: 0.001, memory: 7063, top1_acc: 0.5539, top5_acc: 0.8172, loss_cls: 1.7703, loss: 1.7703, grad_norm: 6.0092 2021-02-03 19:09:31,804 - mmaction - INFO - Epoch [21][80/1345] lr: 1.000e-03, eta: 5:56:16, time: 0.515, data_time: 0.000, memory: 7063, top1_acc: 0.5750, top5_acc: 0.8102, loss_cls: 1.7212, loss: 1.7212, grad_norm: 5.9867 2021-02-03 19:09:42,172 - mmaction - INFO - Epoch [21][100/1345] lr: 1.000e-03, eta: 5:56:05, time: 0.518, data_time: 0.000, memory: 7063, top1_acc: 0.6023, top5_acc: 0.8320, loss_cls: 1.6256, loss: 1.6256, grad_norm: 5.9005 2021-02-03 19:09:52,521 - mmaction - INFO - Epoch [21][120/1345] lr: 1.000e-03, eta: 5:55:54, time: 0.517, data_time: 0.000, memory: 7063, top1_acc: 0.6094, top5_acc: 0.8250, loss_cls: 1.5935, loss: 1.5935, grad_norm: 5.6606 2021-02-03 19:10:02,819 - mmaction - INFO - Epoch [21][140/1345] lr: 1.000e-03, eta: 5:55:43, time: 0.515, data_time: 0.001, memory: 7063, top1_acc: 0.5727, top5_acc: 0.8070, loss_cls: 1.6934, loss: 1.6934, grad_norm: 5.9189 2021-02-03 19:10:13,167 - mmaction - INFO - Epoch [21][160/1345] lr: 1.000e-03, eta: 5:55:32, time: 0.517, data_time: 0.000, memory: 7063, top1_acc: 0.5977, top5_acc: 0.8313, loss_cls: 1.6169, loss: 1.6169, grad_norm: 5.9110 2021-02-03 19:10:23,605 - mmaction - INFO - Epoch [21][180/1345] lr: 1.000e-03, eta: 5:55:21, time: 0.522, data_time: 0.000, memory: 7063, top1_acc: 0.6242, top5_acc: 0.8328, loss_cls: 1.5554, loss: 1.5554, grad_norm: 5.7464 2021-02-03 19:10:33,926 - mmaction - INFO - Epoch [21][200/1345] lr: 1.000e-03, eta: 5:55:10, time: 0.516, data_time: 0.001, memory: 7063, top1_acc: 0.5789, top5_acc: 0.8102, loss_cls: 1.6490, loss: 1.6490, grad_norm: 5.8862 2021-02-03 19:10:44,294 - mmaction - INFO - Epoch [21][220/1345] lr: 1.000e-03, eta: 5:54:59, time: 0.518, data_time: 0.000, memory: 7063, top1_acc: 0.5852, top5_acc: 0.8258, loss_cls: 1.6392, loss: 1.6392, grad_norm: 6.0803 2021-02-03 19:10:54,568 - mmaction - INFO - Epoch [21][240/1345] lr: 1.000e-03, eta: 5:54:48, time: 0.514, data_time: 0.000, memory: 7063, top1_acc: 0.5898, top5_acc: 0.8352, loss_cls: 1.6146, loss: 1.6146, grad_norm: 5.9690 2021-02-03 19:11:04,994 - mmaction - INFO - Epoch [21][260/1345] lr: 1.000e-03, eta: 5:54:37, time: 0.521, data_time: 0.000, memory: 7063, top1_acc: 0.6031, top5_acc: 0.8414, loss_cls: 1.5485, loss: 1.5485, grad_norm: 5.9867 2021-02-03 19:11:15,352 - mmaction - INFO - Epoch [21][280/1345] lr: 1.000e-03, eta: 5:54:26, time: 0.518, data_time: 0.000, memory: 7063, top1_acc: 0.5930, top5_acc: 0.8336, loss_cls: 1.5749, loss: 1.5749, grad_norm: 5.9989 2021-02-03 19:11:25,693 - mmaction - INFO - Epoch [21][300/1345] lr: 1.000e-03, eta: 5:54:15, time: 0.517, data_time: 0.001, memory: 7063, top1_acc: 0.6008, top5_acc: 0.8445, loss_cls: 1.5317, loss: 1.5317, grad_norm: 5.8188 2021-02-03 19:11:36,038 - mmaction - INFO - Epoch [21][320/1345] lr: 1.000e-03, eta: 5:54:04, time: 0.517, data_time: 0.000, memory: 7063, top1_acc: 0.6031, top5_acc: 0.8305, loss_cls: 1.5850, loss: 1.5850, grad_norm: 5.8126 2021-02-03 19:11:46,446 - mmaction - INFO - Epoch [21][340/1345] lr: 1.000e-03, eta: 5:53:53, time: 0.520, data_time: 0.000, memory: 7063, top1_acc: 0.5977, top5_acc: 0.8484, loss_cls: 1.5279, loss: 1.5279, grad_norm: 5.6855 2021-02-03 19:11:56,796 - mmaction - INFO - Epoch [21][360/1345] lr: 1.000e-03, eta: 5:53:42, time: 0.517, data_time: 0.000, memory: 7063, top1_acc: 0.6133, top5_acc: 0.8156, loss_cls: 1.6096, loss: 1.6096, grad_norm: 5.9174 2021-02-03 19:12:07,133 - mmaction - INFO - Epoch [21][380/1345] lr: 1.000e-03, eta: 5:53:31, time: 0.517, data_time: 0.001, memory: 7063, top1_acc: 0.6297, top5_acc: 0.8445, loss_cls: 1.4747, loss: 1.4747, grad_norm: 5.7268 2021-02-03 19:12:17,492 - mmaction - INFO - Epoch [21][400/1345] lr: 1.000e-03, eta: 5:53:20, time: 0.518, data_time: 0.000, memory: 7063, top1_acc: 0.6039, top5_acc: 0.8328, loss_cls: 1.5773, loss: 1.5773, grad_norm: 6.0660 2021-02-03 19:12:27,864 - mmaction - INFO - Epoch [21][420/1345] lr: 1.000e-03, eta: 5:53:09, time: 0.518, data_time: 0.000, memory: 7063, top1_acc: 0.5953, top5_acc: 0.8336, loss_cls: 1.6019, loss: 1.6019, grad_norm: 6.0683 2021-02-03 19:12:38,179 - mmaction - INFO - Epoch [21][440/1345] lr: 1.000e-03, eta: 5:52:58, time: 0.516, data_time: 0.001, memory: 7063, top1_acc: 0.5961, top5_acc: 0.8203, loss_cls: 1.6186, loss: 1.6186, grad_norm: 6.0205 2021-02-03 19:12:48,523 - mmaction - INFO - Epoch [21][460/1345] lr: 1.000e-03, eta: 5:52:47, time: 0.517, data_time: 0.000, memory: 7063, top1_acc: 0.6125, top5_acc: 0.8359, loss_cls: 1.5461, loss: 1.5461, grad_norm: 6.0557 2021-02-03 19:12:58,858 - mmaction - INFO - Epoch [21][480/1345] lr: 1.000e-03, eta: 5:52:36, time: 0.517, data_time: 0.000, memory: 7063, top1_acc: 0.6148, top5_acc: 0.8383, loss_cls: 1.5301, loss: 1.5301, grad_norm: 5.7994 2021-02-03 19:13:09,193 - mmaction - INFO - Epoch [21][500/1345] lr: 1.000e-03, eta: 5:52:25, time: 0.517, data_time: 0.000, memory: 7063, top1_acc: 0.6281, top5_acc: 0.8398, loss_cls: 1.4599, loss: 1.4599, grad_norm: 5.8612 2021-02-03 19:13:19,532 - mmaction - INFO - Epoch [21][520/1345] lr: 1.000e-03, eta: 5:52:14, time: 0.517, data_time: 0.001, memory: 7063, top1_acc: 0.5914, top5_acc: 0.8234, loss_cls: 1.5971, loss: 1.5971, grad_norm: 6.0333 2021-02-03 19:13:29,845 - mmaction - INFO - Epoch [21][540/1345] lr: 1.000e-03, eta: 5:52:03, time: 0.516, data_time: 0.001, memory: 7063, top1_acc: 0.6242, top5_acc: 0.8453, loss_cls: 1.4485, loss: 1.4485, grad_norm: 5.7501 2021-02-03 19:13:40,220 - mmaction - INFO - Epoch [21][560/1345] lr: 1.000e-03, eta: 5:51:52, time: 0.519, data_time: 0.001, memory: 7063, top1_acc: 0.6133, top5_acc: 0.8422, loss_cls: 1.4942, loss: 1.4942, grad_norm: 5.8988 2021-02-03 19:13:50,550 - mmaction - INFO - Epoch [21][580/1345] lr: 1.000e-03, eta: 5:51:41, time: 0.516, data_time: 0.000, memory: 7063, top1_acc: 0.6070, top5_acc: 0.8344, loss_cls: 1.5705, loss: 1.5705, grad_norm: 5.9473 2021-02-03 19:14:00,892 - mmaction - INFO - Epoch [21][600/1345] lr: 1.000e-03, eta: 5:51:30, time: 0.517, data_time: 0.001, memory: 7063, top1_acc: 0.5930, top5_acc: 0.8281, loss_cls: 1.5856, loss: 1.5856, grad_norm: 6.1376 2021-02-03 19:14:11,308 - mmaction - INFO - Epoch [21][620/1345] lr: 1.000e-03, eta: 5:51:19, time: 0.521, data_time: 0.001, memory: 7063, top1_acc: 0.6219, top5_acc: 0.8359, loss_cls: 1.5211, loss: 1.5211, grad_norm: 6.1496 2021-02-03 19:14:21,638 - mmaction - INFO - Epoch [21][640/1345] lr: 1.000e-03, eta: 5:51:08, time: 0.516, data_time: 0.000, memory: 7063, top1_acc: 0.5922, top5_acc: 0.8211, loss_cls: 1.6483, loss: 1.6483, grad_norm: 6.1747 2021-02-03 19:14:31,921 - mmaction - INFO - Epoch [21][660/1345] lr: 1.000e-03, eta: 5:50:57, time: 0.514, data_time: 0.001, memory: 7063, top1_acc: 0.6117, top5_acc: 0.8508, loss_cls: 1.4581, loss: 1.4581, grad_norm: 6.0645 2021-02-03 19:14:42,386 - mmaction - INFO - Epoch [21][680/1345] lr: 1.000e-03, eta: 5:50:46, time: 0.523, data_time: 0.000, memory: 7063, top1_acc: 0.6328, top5_acc: 0.8508, loss_cls: 1.4650, loss: 1.4650, grad_norm: 6.1397 2021-02-03 19:14:52,789 - mmaction - INFO - Epoch [21][700/1345] lr: 1.000e-03, eta: 5:50:36, time: 0.520, data_time: 0.000, memory: 7063, top1_acc: 0.6188, top5_acc: 0.8328, loss_cls: 1.5269, loss: 1.5269, grad_norm: 5.8901 2021-02-03 19:15:03,096 - mmaction - INFO - Epoch [21][720/1345] lr: 1.000e-03, eta: 5:50:25, time: 0.516, data_time: 0.001, memory: 7063, top1_acc: 0.6242, top5_acc: 0.8492, loss_cls: 1.4517, loss: 1.4517, grad_norm: 5.9548 2021-02-03 19:15:13,526 - mmaction - INFO - Epoch [21][740/1345] lr: 1.000e-03, eta: 5:50:14, time: 0.521, data_time: 0.000, memory: 7063, top1_acc: 0.6156, top5_acc: 0.8570, loss_cls: 1.5006, loss: 1.5006, grad_norm: 6.0548 2021-02-03 19:15:23,921 - mmaction - INFO - Epoch [21][760/1345] lr: 1.000e-03, eta: 5:50:03, time: 0.520, data_time: 0.001, memory: 7063, top1_acc: 0.6062, top5_acc: 0.8453, loss_cls: 1.5396, loss: 1.5396, grad_norm: 6.2132 2021-02-03 19:15:34,321 - mmaction - INFO - Epoch [21][780/1345] lr: 1.000e-03, eta: 5:49:52, time: 0.520, data_time: 0.001, memory: 7063, top1_acc: 0.6234, top5_acc: 0.8500, loss_cls: 1.4630, loss: 1.4630, grad_norm: 6.0259 2021-02-03 19:15:44,712 - mmaction - INFO - Epoch [21][800/1345] lr: 1.000e-03, eta: 5:49:41, time: 0.520, data_time: 0.000, memory: 7063, top1_acc: 0.6211, top5_acc: 0.8367, loss_cls: 1.5084, loss: 1.5084, grad_norm: 6.0207 2021-02-03 19:15:55,109 - mmaction - INFO - Epoch [21][820/1345] lr: 1.000e-03, eta: 5:49:30, time: 0.520, data_time: 0.000, memory: 7063, top1_acc: 0.6336, top5_acc: 0.8547, loss_cls: 1.3959, loss: 1.3959, grad_norm: 5.9368 2021-02-03 19:16:05,427 - mmaction - INFO - Epoch [21][840/1345] lr: 1.000e-03, eta: 5:49:19, time: 0.515, data_time: 0.000, memory: 7063, top1_acc: 0.6227, top5_acc: 0.8430, loss_cls: 1.4894, loss: 1.4894, grad_norm: 6.0603 2021-02-03 19:16:15,794 - mmaction - INFO - Epoch [21][860/1345] lr: 1.000e-03, eta: 5:49:08, time: 0.519, data_time: 0.001, memory: 7063, top1_acc: 0.6359, top5_acc: 0.8570, loss_cls: 1.3997, loss: 1.3997, grad_norm: 5.9352 2021-02-03 19:16:26,115 - mmaction - INFO - Epoch [21][880/1345] lr: 1.000e-03, eta: 5:48:57, time: 0.516, data_time: 0.001, memory: 7063, top1_acc: 0.6133, top5_acc: 0.8391, loss_cls: 1.5287, loss: 1.5287, grad_norm: 6.2590 2021-02-03 19:16:36,521 - mmaction - INFO - Epoch [21][900/1345] lr: 1.000e-03, eta: 5:48:46, time: 0.521, data_time: 0.001, memory: 7063, top1_acc: 0.6312, top5_acc: 0.8484, loss_cls: 1.4675, loss: 1.4675, grad_norm: 6.0953 2021-02-03 19:16:46,802 - mmaction - INFO - Epoch [21][920/1345] lr: 1.000e-03, eta: 5:48:35, time: 0.514, data_time: 0.000, memory: 7063, top1_acc: 0.6219, top5_acc: 0.8500, loss_cls: 1.4844, loss: 1.4844, grad_norm: 6.0831 2021-02-03 19:16:57,203 - mmaction - INFO - Epoch [21][940/1345] lr: 1.000e-03, eta: 5:48:24, time: 0.520, data_time: 0.000, memory: 7063, top1_acc: 0.6312, top5_acc: 0.8609, loss_cls: 1.4298, loss: 1.4298, grad_norm: 6.0935 2021-02-03 19:17:07,597 - mmaction - INFO - Epoch [21][960/1345] lr: 1.000e-03, eta: 5:48:13, time: 0.519, data_time: 0.000, memory: 7063, top1_acc: 0.6055, top5_acc: 0.8398, loss_cls: 1.5664, loss: 1.5664, grad_norm: 6.1769 2021-02-03 19:17:17,939 - mmaction - INFO - Epoch [21][980/1345] lr: 1.000e-03, eta: 5:48:02, time: 0.517, data_time: 0.001, memory: 7063, top1_acc: 0.6336, top5_acc: 0.8570, loss_cls: 1.4138, loss: 1.4138, grad_norm: 5.8889 2021-02-03 19:17:28,342 - mmaction - INFO - Epoch [21][1000/1345] lr: 1.000e-03, eta: 5:47:51, time: 0.520, data_time: 0.001, memory: 7063, top1_acc: 0.6109, top5_acc: 0.8430, loss_cls: 1.5037, loss: 1.5037, grad_norm: 6.1572 2021-02-03 19:17:38,733 - mmaction - INFO - Epoch [21][1020/1345] lr: 1.000e-03, eta: 5:47:40, time: 0.520, data_time: 0.001, memory: 7063, top1_acc: 0.6227, top5_acc: 0.8555, loss_cls: 1.4443, loss: 1.4443, grad_norm: 6.0948 2021-02-03 19:17:49,153 - mmaction - INFO - Epoch [21][1040/1345] lr: 1.000e-03, eta: 5:47:30, time: 0.521, data_time: 0.001, memory: 7063, top1_acc: 0.6438, top5_acc: 0.8492, loss_cls: 1.4381, loss: 1.4381, grad_norm: 6.0682 2021-02-03 19:17:59,451 - mmaction - INFO - Epoch [21][1060/1345] lr: 1.000e-03, eta: 5:47:18, time: 0.515, data_time: 0.001, memory: 7063, top1_acc: 0.6344, top5_acc: 0.8398, loss_cls: 1.4371, loss: 1.4371, grad_norm: 5.9670 2021-02-03 19:18:09,711 - mmaction - INFO - Epoch [21][1080/1345] lr: 1.000e-03, eta: 5:47:07, time: 0.513, data_time: 0.000, memory: 7063, top1_acc: 0.6219, top5_acc: 0.8523, loss_cls: 1.4386, loss: 1.4386, grad_norm: 6.0234 2021-02-03 19:18:20,085 - mmaction - INFO - Epoch [21][1100/1345] lr: 1.000e-03, eta: 5:46:56, time: 0.518, data_time: 0.001, memory: 7063, top1_acc: 0.6203, top5_acc: 0.8469, loss_cls: 1.4521, loss: 1.4521, grad_norm: 5.9429 2021-02-03 19:18:30,551 - mmaction - INFO - Epoch [21][1120/1345] lr: 1.000e-03, eta: 5:46:46, time: 0.524, data_time: 0.001, memory: 7063, top1_acc: 0.6672, top5_acc: 0.8609, loss_cls: 1.3439, loss: 1.3439, grad_norm: 5.8625 2021-02-03 19:18:46,539 - mmaction - INFO - Epoch [21][1140/1345] lr: 1.000e-03, eta: 5:46:43, time: 0.799, data_time: 0.271, memory: 7063, top1_acc: 0.6242, top5_acc: 0.8484, loss_cls: 1.4637, loss: 1.4637, grad_norm: 6.0606 2021-02-03 19:18:56,743 - mmaction - INFO - Epoch [21][1160/1345] lr: 1.000e-03, eta: 5:46:31, time: 0.510, data_time: 0.000, memory: 7063, top1_acc: 0.6344, top5_acc: 0.8500, loss_cls: 1.4375, loss: 1.4375, grad_norm: 5.9471 2021-02-03 19:19:06,997 - mmaction - INFO - Epoch [21][1180/1345] lr: 1.000e-03, eta: 5:46:20, time: 0.513, data_time: 0.001, memory: 7063, top1_acc: 0.6453, top5_acc: 0.8461, loss_cls: 1.4427, loss: 1.4427, grad_norm: 6.1120 2021-02-03 19:19:17,360 - mmaction - INFO - Epoch [21][1200/1345] lr: 1.000e-03, eta: 5:46:09, time: 0.518, data_time: 0.000, memory: 7063, top1_acc: 0.6117, top5_acc: 0.8453, loss_cls: 1.5094, loss: 1.5094, grad_norm: 6.1901 2021-02-03 19:19:27,799 - mmaction - INFO - Epoch [21][1220/1345] lr: 1.000e-03, eta: 5:45:58, time: 0.522, data_time: 0.001, memory: 7063, top1_acc: 0.6055, top5_acc: 0.8219, loss_cls: 1.5578, loss: 1.5578, grad_norm: 6.2505 2021-02-03 19:19:38,110 - mmaction - INFO - Epoch [21][1240/1345] lr: 1.000e-03, eta: 5:45:47, time: 0.516, data_time: 0.001, memory: 7063, top1_acc: 0.6164, top5_acc: 0.8477, loss_cls: 1.5250, loss: 1.5250, grad_norm: 6.3926 2021-02-03 19:19:48,454 - mmaction - INFO - Epoch [21][1260/1345] lr: 1.000e-03, eta: 5:45:36, time: 0.517, data_time: 0.001, memory: 7063, top1_acc: 0.6148, top5_acc: 0.8414, loss_cls: 1.5085, loss: 1.5085, grad_norm: 6.2625 2021-02-03 19:19:58,786 - mmaction - INFO - Epoch [21][1280/1345] lr: 1.000e-03, eta: 5:45:25, time: 0.517, data_time: 0.000, memory: 7063, top1_acc: 0.6500, top5_acc: 0.8562, loss_cls: 1.4036, loss: 1.4036, grad_norm: 6.1151 2021-02-03 19:20:09,165 - mmaction - INFO - Epoch [21][1300/1345] lr: 1.000e-03, eta: 5:45:15, time: 0.519, data_time: 0.001, memory: 7063, top1_acc: 0.6219, top5_acc: 0.8352, loss_cls: 1.5039, loss: 1.5039, grad_norm: 6.3581 2021-02-03 19:20:19,605 - mmaction - INFO - Epoch [21][1320/1345] lr: 1.000e-03, eta: 5:45:04, time: 0.522, data_time: 0.000, memory: 7063, top1_acc: 0.6180, top5_acc: 0.8508, loss_cls: 1.4552, loss: 1.4552, grad_norm: 6.0977 2021-02-03 19:20:29,977 - mmaction - INFO - Epoch [21][1340/1345] lr: 1.000e-03, eta: 5:44:53, time: 0.519, data_time: 0.001, memory: 7063, top1_acc: 0.6117, top5_acc: 0.8391, loss_cls: 1.5008, loss: 1.5008, grad_norm: 6.3651 2021-02-03 19:20:32,824 - mmaction - INFO - Saving checkpoint at 21 epochs 2021-02-03 19:20:59,196 - mmaction - INFO - Epoch [22][20/1345] lr: 1.000e-03, eta: 5:44:55, time: 1.235, data_time: 0.711, memory: 7063, top1_acc: 0.6344, top5_acc: 0.8570, loss_cls: 1.4239, loss: 1.4239, grad_norm: 6.1098 2021-02-03 19:21:09,447 - mmaction - INFO - Epoch [22][40/1345] lr: 1.000e-03, eta: 5:44:44, time: 0.513, data_time: 0.004, memory: 7063, top1_acc: 0.6461, top5_acc: 0.8547, loss_cls: 1.3983, loss: 1.3983, grad_norm: 6.1392 2021-02-03 19:21:19,834 - mmaction - INFO - Epoch [22][60/1345] lr: 1.000e-03, eta: 5:44:33, time: 0.519, data_time: 0.001, memory: 7063, top1_acc: 0.6078, top5_acc: 0.8445, loss_cls: 1.4760, loss: 1.4760, grad_norm: 6.1851 2021-02-03 19:21:30,206 - mmaction - INFO - Epoch [22][80/1345] lr: 1.000e-03, eta: 5:44:22, time: 0.519, data_time: 0.001, memory: 7063, top1_acc: 0.6328, top5_acc: 0.8484, loss_cls: 1.4326, loss: 1.4326, grad_norm: 6.0471 2021-02-03 19:21:40,565 - mmaction - INFO - Epoch [22][100/1345] lr: 1.000e-03, eta: 5:44:11, time: 0.518, data_time: 0.001, memory: 7063, top1_acc: 0.6438, top5_acc: 0.8555, loss_cls: 1.3952, loss: 1.3952, grad_norm: 5.9931 2021-02-03 19:21:50,806 - mmaction - INFO - Epoch [22][120/1345] lr: 1.000e-03, eta: 5:44:00, time: 0.512, data_time: 0.000, memory: 7063, top1_acc: 0.6594, top5_acc: 0.8727, loss_cls: 1.3427, loss: 1.3427, grad_norm: 5.8266 2021-02-03 19:22:01,168 - mmaction - INFO - Epoch [22][140/1345] lr: 1.000e-03, eta: 5:43:49, time: 0.518, data_time: 0.000, memory: 7063, top1_acc: 0.6383, top5_acc: 0.8484, loss_cls: 1.4559, loss: 1.4559, grad_norm: 6.0935 2021-02-03 19:22:11,609 - mmaction - INFO - Epoch [22][160/1345] lr: 1.000e-03, eta: 5:43:38, time: 0.522, data_time: 0.001, memory: 7063, top1_acc: 0.6352, top5_acc: 0.8680, loss_cls: 1.4276, loss: 1.4276, grad_norm: 6.0567 2021-02-03 19:22:21,995 - mmaction - INFO - Epoch [22][180/1345] lr: 1.000e-03, eta: 5:43:27, time: 0.520, data_time: 0.001, memory: 7063, top1_acc: 0.6500, top5_acc: 0.8609, loss_cls: 1.4005, loss: 1.4005, grad_norm: 6.0555 2021-02-03 19:22:32,397 - mmaction - INFO - Epoch [22][200/1345] lr: 1.000e-03, eta: 5:43:17, time: 0.520, data_time: 0.001, memory: 7063, top1_acc: 0.6344, top5_acc: 0.8453, loss_cls: 1.4362, loss: 1.4362, grad_norm: 6.0757 2021-02-03 19:22:42,780 - mmaction - INFO - Epoch [22][220/1345] lr: 1.000e-03, eta: 5:43:06, time: 0.519, data_time: 0.001, memory: 7063, top1_acc: 0.6391, top5_acc: 0.8578, loss_cls: 1.3828, loss: 1.3828, grad_norm: 6.1450 2021-02-03 19:22:53,115 - mmaction - INFO - Epoch [22][240/1345] lr: 1.000e-03, eta: 5:42:55, time: 0.517, data_time: 0.001, memory: 7063, top1_acc: 0.6453, top5_acc: 0.8586, loss_cls: 1.4055, loss: 1.4055, grad_norm: 6.1745 2021-02-03 19:23:03,521 - mmaction - INFO - Epoch [22][260/1345] lr: 1.000e-03, eta: 5:42:44, time: 0.520, data_time: 0.000, memory: 7063, top1_acc: 0.6391, top5_acc: 0.8570, loss_cls: 1.4366, loss: 1.4366, grad_norm: 6.1484 2021-02-03 19:23:16,944 - mmaction - INFO - Epoch [22][280/1345] lr: 1.000e-03, eta: 5:42:37, time: 0.671, data_time: 0.139, memory: 7063, top1_acc: 0.6336, top5_acc: 0.8672, loss_cls: 1.3868, loss: 1.3868, grad_norm: 6.1644 2021-02-03 19:23:27,272 - mmaction - INFO - Epoch [22][300/1345] lr: 1.000e-03, eta: 5:42:26, time: 0.516, data_time: 0.000, memory: 7063, top1_acc: 0.6500, top5_acc: 0.8586, loss_cls: 1.3727, loss: 1.3727, grad_norm: 6.0846 2021-02-03 19:23:37,645 - mmaction - INFO - Epoch [22][320/1345] lr: 1.000e-03, eta: 5:42:15, time: 0.519, data_time: 0.001, memory: 7063, top1_acc: 0.6664, top5_acc: 0.8773, loss_cls: 1.3303, loss: 1.3303, grad_norm: 6.0228 2021-02-03 19:23:47,956 - mmaction - INFO - Epoch [22][340/1345] lr: 1.000e-03, eta: 5:42:04, time: 0.516, data_time: 0.000, memory: 7063, top1_acc: 0.6367, top5_acc: 0.8750, loss_cls: 1.3361, loss: 1.3361, grad_norm: 6.1661 2021-02-03 19:23:58,400 - mmaction - INFO - Epoch [22][360/1345] lr: 1.000e-03, eta: 5:41:53, time: 0.522, data_time: 0.000, memory: 7063, top1_acc: 0.6367, top5_acc: 0.8625, loss_cls: 1.3870, loss: 1.3870, grad_norm: 6.4560 2021-02-03 19:24:08,905 - mmaction - INFO - Epoch [22][380/1345] lr: 1.000e-03, eta: 5:41:42, time: 0.525, data_time: 0.000, memory: 7063, top1_acc: 0.6602, top5_acc: 0.8703, loss_cls: 1.3697, loss: 1.3697, grad_norm: 6.2540 2021-02-03 19:24:19,298 - mmaction - INFO - Epoch [22][400/1345] lr: 1.000e-03, eta: 5:41:31, time: 0.519, data_time: 0.001, memory: 7063, top1_acc: 0.6328, top5_acc: 0.8445, loss_cls: 1.4356, loss: 1.4356, grad_norm: 6.2843 2021-02-03 19:24:29,703 - mmaction - INFO - Epoch [22][420/1345] lr: 1.000e-03, eta: 5:41:20, time: 0.521, data_time: 0.001, memory: 7063, top1_acc: 0.6383, top5_acc: 0.8406, loss_cls: 1.4508, loss: 1.4508, grad_norm: 6.3533 2021-02-03 19:24:40,140 - mmaction - INFO - Epoch [22][440/1345] lr: 1.000e-03, eta: 5:41:10, time: 0.522, data_time: 0.000, memory: 7063, top1_acc: 0.6492, top5_acc: 0.8516, loss_cls: 1.3980, loss: 1.3980, grad_norm: 6.1493 2021-02-03 19:24:50,488 - mmaction - INFO - Epoch [22][460/1345] lr: 1.000e-03, eta: 5:40:59, time: 0.517, data_time: 0.001, memory: 7063, top1_acc: 0.6523, top5_acc: 0.8641, loss_cls: 1.3780, loss: 1.3780, grad_norm: 6.1989 2021-02-03 19:25:00,889 - mmaction - INFO - Epoch [22][480/1345] lr: 1.000e-03, eta: 5:40:48, time: 0.520, data_time: 0.001, memory: 7063, top1_acc: 0.6336, top5_acc: 0.8391, loss_cls: 1.4874, loss: 1.4874, grad_norm: 6.3355 2021-02-03 19:25:11,260 - mmaction - INFO - Epoch [22][500/1345] lr: 1.000e-03, eta: 5:40:37, time: 0.518, data_time: 0.001, memory: 7063, top1_acc: 0.6430, top5_acc: 0.8773, loss_cls: 1.3531, loss: 1.3531, grad_norm: 6.2594 2021-02-03 19:25:21,663 - mmaction - INFO - Epoch [22][520/1345] lr: 1.000e-03, eta: 5:40:26, time: 0.521, data_time: 0.001, memory: 7063, top1_acc: 0.6367, top5_acc: 0.8492, loss_cls: 1.4335, loss: 1.4335, grad_norm: 6.3895 2021-02-03 19:25:32,052 - mmaction - INFO - Epoch [22][540/1345] lr: 1.000e-03, eta: 5:40:15, time: 0.519, data_time: 0.000, memory: 7063, top1_acc: 0.6352, top5_acc: 0.8555, loss_cls: 1.4495, loss: 1.4495, grad_norm: 6.2978 2021-02-03 19:25:42,381 - mmaction - INFO - Epoch [22][560/1345] lr: 1.000e-03, eta: 5:40:04, time: 0.516, data_time: 0.000, memory: 7063, top1_acc: 0.6289, top5_acc: 0.8602, loss_cls: 1.3746, loss: 1.3746, grad_norm: 6.3918 2021-02-03 19:25:52,772 - mmaction - INFO - Epoch [22][580/1345] lr: 1.000e-03, eta: 5:39:53, time: 0.520, data_time: 0.000, memory: 7063, top1_acc: 0.6219, top5_acc: 0.8367, loss_cls: 1.4877, loss: 1.4877, grad_norm: 6.4542 2021-02-03 19:26:03,166 - mmaction - INFO - Epoch [22][600/1345] lr: 1.000e-03, eta: 5:39:42, time: 0.519, data_time: 0.000, memory: 7063, top1_acc: 0.6445, top5_acc: 0.8555, loss_cls: 1.3914, loss: 1.3914, grad_norm: 6.1838 2021-02-03 19:26:13,598 - mmaction - INFO - Epoch [22][620/1345] lr: 1.000e-03, eta: 5:39:31, time: 0.522, data_time: 0.001, memory: 7063, top1_acc: 0.6359, top5_acc: 0.8680, loss_cls: 1.4036, loss: 1.4036, grad_norm: 6.2434 2021-02-03 19:26:23,912 - mmaction - INFO - Epoch [22][640/1345] lr: 1.000e-03, eta: 5:39:20, time: 0.516, data_time: 0.001, memory: 7063, top1_acc: 0.6422, top5_acc: 0.8516, loss_cls: 1.4234, loss: 1.4234, grad_norm: 6.3811 2021-02-03 19:26:34,312 - mmaction - INFO - Epoch [22][660/1345] lr: 1.000e-03, eta: 5:39:09, time: 0.520, data_time: 0.000, memory: 7063, top1_acc: 0.6180, top5_acc: 0.8594, loss_cls: 1.4092, loss: 1.4092, grad_norm: 6.4195 2021-02-03 19:26:44,811 - mmaction - INFO - Epoch [22][680/1345] lr: 1.000e-03, eta: 5:38:59, time: 0.525, data_time: 0.001, memory: 7063, top1_acc: 0.6500, top5_acc: 0.8750, loss_cls: 1.3557, loss: 1.3557, grad_norm: 6.2802 2021-02-03 19:26:55,197 - mmaction - INFO - Epoch [22][700/1345] lr: 1.000e-03, eta: 5:38:48, time: 0.519, data_time: 0.000, memory: 7063, top1_acc: 0.6234, top5_acc: 0.8484, loss_cls: 1.4478, loss: 1.4478, grad_norm: 6.3672 2021-02-03 19:27:05,562 - mmaction - INFO - Epoch [22][720/1345] lr: 1.000e-03, eta: 5:38:37, time: 0.518, data_time: 0.001, memory: 7063, top1_acc: 0.6430, top5_acc: 0.8562, loss_cls: 1.3972, loss: 1.3972, grad_norm: 6.2287 2021-02-03 19:27:15,853 - mmaction - INFO - Epoch [22][740/1345] lr: 1.000e-03, eta: 5:38:26, time: 0.514, data_time: 0.000, memory: 7063, top1_acc: 0.6516, top5_acc: 0.8695, loss_cls: 1.3293, loss: 1.3293, grad_norm: 6.2091 2021-02-03 19:27:26,255 - mmaction - INFO - Epoch [22][760/1345] lr: 1.000e-03, eta: 5:38:15, time: 0.520, data_time: 0.000, memory: 7063, top1_acc: 0.6297, top5_acc: 0.8570, loss_cls: 1.4226, loss: 1.4226, grad_norm: 6.5706 2021-02-03 19:27:36,839 - mmaction - INFO - Epoch [22][780/1345] lr: 1.000e-03, eta: 5:38:04, time: 0.529, data_time: 0.000, memory: 7063, top1_acc: 0.6242, top5_acc: 0.8555, loss_cls: 1.4706, loss: 1.4706, grad_norm: 6.6439 2021-02-03 19:27:47,153 - mmaction - INFO - Epoch [22][800/1345] lr: 1.000e-03, eta: 5:37:53, time: 0.516, data_time: 0.000, memory: 7063, top1_acc: 0.6453, top5_acc: 0.8445, loss_cls: 1.4184, loss: 1.4184, grad_norm: 6.2270 2021-02-03 19:27:57,461 - mmaction - INFO - Epoch [22][820/1345] lr: 1.000e-03, eta: 5:37:42, time: 0.515, data_time: 0.000, memory: 7063, top1_acc: 0.6281, top5_acc: 0.8586, loss_cls: 1.4425, loss: 1.4425, grad_norm: 6.3170 2021-02-03 19:28:07,798 - mmaction - INFO - Epoch [22][840/1345] lr: 1.000e-03, eta: 5:37:31, time: 0.517, data_time: 0.001, memory: 7063, top1_acc: 0.6273, top5_acc: 0.8484, loss_cls: 1.4164, loss: 1.4164, grad_norm: 6.2788 2021-02-03 19:28:18,101 - mmaction - INFO - Epoch [22][860/1345] lr: 1.000e-03, eta: 5:37:20, time: 0.515, data_time: 0.000, memory: 7063, top1_acc: 0.6070, top5_acc: 0.8313, loss_cls: 1.5288, loss: 1.5288, grad_norm: 6.5829 2021-02-03 19:28:28,417 - mmaction - INFO - Epoch [22][880/1345] lr: 1.000e-03, eta: 5:37:09, time: 0.515, data_time: 0.000, memory: 7063, top1_acc: 0.6508, top5_acc: 0.8578, loss_cls: 1.3634, loss: 1.3634, grad_norm: 6.2680 2021-02-03 19:28:38,811 - mmaction - INFO - Epoch [22][900/1345] lr: 1.000e-03, eta: 5:36:58, time: 0.520, data_time: 0.001, memory: 7063, top1_acc: 0.6516, top5_acc: 0.8672, loss_cls: 1.3908, loss: 1.3908, grad_norm: 6.1306 2021-02-03 19:28:49,147 - mmaction - INFO - Epoch [22][920/1345] lr: 1.000e-03, eta: 5:36:47, time: 0.517, data_time: 0.001, memory: 7063, top1_acc: 0.6219, top5_acc: 0.8422, loss_cls: 1.4847, loss: 1.4847, grad_norm: 6.4238 2021-02-03 19:28:59,438 - mmaction - INFO - Epoch [22][940/1345] lr: 1.000e-03, eta: 5:36:36, time: 0.514, data_time: 0.000, memory: 7063, top1_acc: 0.6289, top5_acc: 0.8664, loss_cls: 1.3821, loss: 1.3821, grad_norm: 6.3819 2021-02-03 19:29:09,754 - mmaction - INFO - Epoch [22][960/1345] lr: 1.000e-03, eta: 5:36:25, time: 0.516, data_time: 0.001, memory: 7063, top1_acc: 0.6328, top5_acc: 0.8406, loss_cls: 1.4724, loss: 1.4724, grad_norm: 6.3229 2021-02-03 19:29:20,117 - mmaction - INFO - Epoch [22][980/1345] lr: 1.000e-03, eta: 5:36:14, time: 0.518, data_time: 0.000, memory: 7063, top1_acc: 0.6414, top5_acc: 0.8602, loss_cls: 1.3772, loss: 1.3772, grad_norm: 6.3111 2021-02-03 19:29:30,460 - mmaction - INFO - Epoch [22][1000/1345] lr: 1.000e-03, eta: 5:36:03, time: 0.517, data_time: 0.000, memory: 7063, top1_acc: 0.6445, top5_acc: 0.8703, loss_cls: 1.3441, loss: 1.3441, grad_norm: 6.3950 2021-02-03 19:29:40,740 - mmaction - INFO - Epoch [22][1020/1345] lr: 1.000e-03, eta: 5:35:52, time: 0.514, data_time: 0.000, memory: 7063, top1_acc: 0.6375, top5_acc: 0.8516, loss_cls: 1.4073, loss: 1.4073, grad_norm: 6.2590 2021-02-03 19:29:51,239 - mmaction - INFO - Epoch [22][1040/1345] lr: 1.000e-03, eta: 5:35:42, time: 0.525, data_time: 0.001, memory: 7063, top1_acc: 0.6227, top5_acc: 0.8477, loss_cls: 1.4549, loss: 1.4549, grad_norm: 6.3903 2021-02-03 19:30:01,623 - mmaction - INFO - Epoch [22][1060/1345] lr: 1.000e-03, eta: 5:35:31, time: 0.519, data_time: 0.000, memory: 7063, top1_acc: 0.6406, top5_acc: 0.8406, loss_cls: 1.4238, loss: 1.4238, grad_norm: 6.3291 2021-02-03 19:30:11,978 - mmaction - INFO - Epoch [22][1080/1345] lr: 1.000e-03, eta: 5:35:20, time: 0.518, data_time: 0.001, memory: 7063, top1_acc: 0.6438, top5_acc: 0.8602, loss_cls: 1.3836, loss: 1.3836, grad_norm: 6.4173 2021-02-03 19:30:22,302 - mmaction - INFO - Epoch [22][1100/1345] lr: 1.000e-03, eta: 5:35:09, time: 0.517, data_time: 0.001, memory: 7063, top1_acc: 0.6562, top5_acc: 0.8648, loss_cls: 1.3271, loss: 1.3271, grad_norm: 6.1386 2021-02-03 19:30:32,604 - mmaction - INFO - Epoch [22][1120/1345] lr: 1.000e-03, eta: 5:34:58, time: 0.515, data_time: 0.001, memory: 7063, top1_acc: 0.6555, top5_acc: 0.8797, loss_cls: 1.3253, loss: 1.3253, grad_norm: 6.3861 2021-02-03 19:30:42,964 - mmaction - INFO - Epoch [22][1140/1345] lr: 1.000e-03, eta: 5:34:47, time: 0.518, data_time: 0.001, memory: 7063, top1_acc: 0.6633, top5_acc: 0.8641, loss_cls: 1.3153, loss: 1.3153, grad_norm: 6.0622 2021-02-03 19:30:53,322 - mmaction - INFO - Epoch [22][1160/1345] lr: 1.000e-03, eta: 5:34:36, time: 0.518, data_time: 0.000, memory: 7063, top1_acc: 0.6625, top5_acc: 0.8648, loss_cls: 1.3541, loss: 1.3541, grad_norm: 6.1899 2021-02-03 19:31:03,672 - mmaction - INFO - Epoch [22][1180/1345] lr: 1.000e-03, eta: 5:34:25, time: 0.518, data_time: 0.000, memory: 7063, top1_acc: 0.6438, top5_acc: 0.8602, loss_cls: 1.3827, loss: 1.3827, grad_norm: 6.5638 2021-02-03 19:31:19,256 - mmaction - INFO - Epoch [22][1200/1345] lr: 1.000e-03, eta: 5:34:21, time: 0.779, data_time: 0.250, memory: 7063, top1_acc: 0.6305, top5_acc: 0.8570, loss_cls: 1.4009, loss: 1.4009, grad_norm: 6.3165 2021-02-03 19:31:29,627 - mmaction - INFO - Epoch [22][1220/1345] lr: 1.000e-03, eta: 5:34:10, time: 0.519, data_time: 0.005, memory: 7063, top1_acc: 0.6453, top5_acc: 0.8406, loss_cls: 1.4228, loss: 1.4228, grad_norm: 6.2789 2021-02-03 19:31:39,948 - mmaction - INFO - Epoch [22][1240/1345] lr: 1.000e-03, eta: 5:33:59, time: 0.516, data_time: 0.001, memory: 7063, top1_acc: 0.6578, top5_acc: 0.8633, loss_cls: 1.3455, loss: 1.3455, grad_norm: 6.2727 2021-02-03 19:31:50,257 - mmaction - INFO - Epoch [22][1260/1345] lr: 1.000e-03, eta: 5:33:48, time: 0.515, data_time: 0.000, memory: 7063, top1_acc: 0.6375, top5_acc: 0.8602, loss_cls: 1.3987, loss: 1.3987, grad_norm: 6.5448 2021-02-03 19:32:00,652 - mmaction - INFO - Epoch [22][1280/1345] lr: 1.000e-03, eta: 5:33:37, time: 0.520, data_time: 0.001, memory: 7063, top1_acc: 0.6477, top5_acc: 0.8727, loss_cls: 1.3471, loss: 1.3471, grad_norm: 6.3856 2021-02-03 19:32:10,965 - mmaction - INFO - Epoch [22][1300/1345] lr: 1.000e-03, eta: 5:33:26, time: 0.516, data_time: 0.000, memory: 7063, top1_acc: 0.6336, top5_acc: 0.8359, loss_cls: 1.4730, loss: 1.4730, grad_norm: 6.5356 2021-02-03 19:32:21,348 - mmaction - INFO - Epoch [22][1320/1345] lr: 1.000e-03, eta: 5:33:15, time: 0.519, data_time: 0.000, memory: 7063, top1_acc: 0.6609, top5_acc: 0.8672, loss_cls: 1.3363, loss: 1.3363, grad_norm: 6.2348 2021-02-03 19:32:31,681 - mmaction - INFO - Epoch [22][1340/1345] lr: 1.000e-03, eta: 5:33:04, time: 0.517, data_time: 0.001, memory: 7063, top1_acc: 0.6523, top5_acc: 0.8469, loss_cls: 1.3818, loss: 1.3818, grad_norm: 6.1832 2021-02-03 19:32:34,535 - mmaction - INFO - Saving checkpoint at 22 epochs 2021-02-03 19:33:15,960 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-02-03 19:33:16,127 - mmaction - INFO - top1_acc 0.4445 top5_acc 0.7320 2021-02-03 19:33:16,127 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-02-03 19:33:16,139 - mmaction - INFO - mean_acc 0.4016 2021-02-03 19:33:16,141 - mmaction - INFO - Epoch(val) [22][1345] top1_acc: 0.4445, top5_acc: 0.7320, mean_class_accuracy: 0.4016 2021-02-03 19:33:45,721 - mmaction - INFO - Epoch [23][20/1345] lr: 1.000e-03, eta: 5:33:11, time: 1.479, data_time: 0.969, memory: 7063, top1_acc: 0.6500, top5_acc: 0.8703, loss_cls: 1.3311, loss: 1.3311, grad_norm: 6.0944 2021-02-03 19:33:56,019 - mmaction - INFO - Epoch [23][40/1345] lr: 1.000e-03, eta: 5:33:00, time: 0.515, data_time: 0.005, memory: 7063, top1_acc: 0.6477, top5_acc: 0.8688, loss_cls: 1.3504, loss: 1.3504, grad_norm: 6.3993 2021-02-03 19:34:06,256 - mmaction - INFO - Epoch [23][60/1345] lr: 1.000e-03, eta: 5:32:49, time: 0.512, data_time: 0.001, memory: 7063, top1_acc: 0.6359, top5_acc: 0.8641, loss_cls: 1.3945, loss: 1.3945, grad_norm: 6.4661 2021-02-03 19:34:16,577 - mmaction - INFO - Epoch [23][80/1345] lr: 1.000e-03, eta: 5:32:38, time: 0.516, data_time: 0.001, memory: 7063, top1_acc: 0.6492, top5_acc: 0.8625, loss_cls: 1.3950, loss: 1.3950, grad_norm: 6.3402 2021-02-03 19:34:26,818 - mmaction - INFO - Epoch [23][100/1345] lr: 1.000e-03, eta: 5:32:27, time: 0.512, data_time: 0.001, memory: 7063, top1_acc: 0.6578, top5_acc: 0.8664, loss_cls: 1.3326, loss: 1.3326, grad_norm: 6.3242 2021-02-03 19:34:37,175 - mmaction - INFO - Epoch [23][120/1345] lr: 1.000e-03, eta: 5:32:16, time: 0.518, data_time: 0.000, memory: 7063, top1_acc: 0.6477, top5_acc: 0.8508, loss_cls: 1.4026, loss: 1.4026, grad_norm: 6.4714 2021-02-03 19:34:47,611 - mmaction - INFO - Epoch [23][140/1345] lr: 1.000e-03, eta: 5:32:05, time: 0.521, data_time: 0.000, memory: 7063, top1_acc: 0.6312, top5_acc: 0.8500, loss_cls: 1.4023, loss: 1.4023, grad_norm: 6.4414 2021-02-03 19:34:57,987 - mmaction - INFO - Epoch [23][160/1345] lr: 1.000e-03, eta: 5:31:54, time: 0.519, data_time: 0.001, memory: 7063, top1_acc: 0.6531, top5_acc: 0.8750, loss_cls: 1.3059, loss: 1.3059, grad_norm: 6.2688 2021-02-03 19:35:08,372 - mmaction - INFO - Epoch [23][180/1345] lr: 1.000e-03, eta: 5:31:44, time: 0.520, data_time: 0.002, memory: 7063, top1_acc: 0.6500, top5_acc: 0.8828, loss_cls: 1.3127, loss: 1.3127, grad_norm: 6.3439 2021-02-03 19:35:18,728 - mmaction - INFO - Epoch [23][200/1345] lr: 1.000e-03, eta: 5:31:33, time: 0.518, data_time: 0.001, memory: 7063, top1_acc: 0.6273, top5_acc: 0.8523, loss_cls: 1.4585, loss: 1.4585, grad_norm: 6.6580 2021-02-03 19:35:29,130 - mmaction - INFO - Epoch [23][220/1345] lr: 1.000e-03, eta: 5:31:22, time: 0.520, data_time: 0.001, memory: 7063, top1_acc: 0.6586, top5_acc: 0.8688, loss_cls: 1.3215, loss: 1.3215, grad_norm: 6.1650 2021-02-03 19:35:39,518 - mmaction - INFO - Epoch [23][240/1345] lr: 1.000e-03, eta: 5:31:11, time: 0.520, data_time: 0.001, memory: 7063, top1_acc: 0.6328, top5_acc: 0.8531, loss_cls: 1.4001, loss: 1.4001, grad_norm: 6.3721 2021-02-03 19:35:49,865 - mmaction - INFO - Epoch [23][260/1345] lr: 1.000e-03, eta: 5:31:00, time: 0.517, data_time: 0.000, memory: 7063, top1_acc: 0.6422, top5_acc: 0.8609, loss_cls: 1.3627, loss: 1.3627, grad_norm: 6.4324 2021-02-03 19:36:00,114 - mmaction - INFO - Epoch [23][280/1345] lr: 1.000e-03, eta: 5:30:49, time: 0.512, data_time: 0.001, memory: 7063, top1_acc: 0.6453, top5_acc: 0.8586, loss_cls: 1.4286, loss: 1.4286, grad_norm: 6.4242 2021-02-03 19:36:10,481 - mmaction - INFO - Epoch [23][300/1345] lr: 1.000e-03, eta: 5:30:38, time: 0.518, data_time: 0.000, memory: 7063, top1_acc: 0.6414, top5_acc: 0.8703, loss_cls: 1.4123, loss: 1.4123, grad_norm: 6.6510 2021-02-03 19:36:20,750 - mmaction - INFO - Epoch [23][320/1345] lr: 1.000e-03, eta: 5:30:27, time: 0.513, data_time: 0.001, memory: 7063, top1_acc: 0.6453, top5_acc: 0.8633, loss_cls: 1.3350, loss: 1.3350, grad_norm: 6.2135 2021-02-03 19:36:31,110 - mmaction - INFO - Epoch [23][340/1345] lr: 1.000e-03, eta: 5:30:16, time: 0.518, data_time: 0.000, memory: 7063, top1_acc: 0.6648, top5_acc: 0.8805, loss_cls: 1.3048, loss: 1.3048, grad_norm: 6.1652 2021-02-03 19:36:41,573 - mmaction - INFO - Epoch [23][360/1345] lr: 1.000e-03, eta: 5:30:05, time: 0.523, data_time: 0.000, memory: 7063, top1_acc: 0.6703, top5_acc: 0.8648, loss_cls: 1.3332, loss: 1.3332, grad_norm: 6.4350 2021-02-03 19:36:56,334 - mmaction - INFO - Epoch [23][380/1345] lr: 1.000e-03, eta: 5:30:00, time: 0.738, data_time: 0.215, memory: 7063, top1_acc: 0.6695, top5_acc: 0.8672, loss_cls: 1.3251, loss: 1.3251, grad_norm: 6.4296 2021-02-03 19:37:06,589 - mmaction - INFO - Epoch [23][400/1345] lr: 1.000e-03, eta: 5:29:48, time: 0.513, data_time: 0.001, memory: 7063, top1_acc: 0.6477, top5_acc: 0.8586, loss_cls: 1.3536, loss: 1.3536, grad_norm: 6.4328 2021-02-03 19:37:16,874 - mmaction - INFO - Epoch [23][420/1345] lr: 1.000e-03, eta: 5:29:37, time: 0.514, data_time: 0.000, memory: 7063, top1_acc: 0.6625, top5_acc: 0.8570, loss_cls: 1.3734, loss: 1.3734, grad_norm: 6.5041 2021-02-03 19:37:27,269 - mmaction - INFO - Epoch [23][440/1345] lr: 1.000e-03, eta: 5:29:27, time: 0.520, data_time: 0.000, memory: 7063, top1_acc: 0.6813, top5_acc: 0.8805, loss_cls: 1.2421, loss: 1.2421, grad_norm: 6.1516 2021-02-03 19:37:37,616 - mmaction - INFO - Epoch [23][460/1345] lr: 1.000e-03, eta: 5:29:16, time: 0.517, data_time: 0.001, memory: 7063, top1_acc: 0.6484, top5_acc: 0.8672, loss_cls: 1.3468, loss: 1.3468, grad_norm: 6.4163 2021-02-03 19:37:47,970 - mmaction - INFO - Epoch [23][480/1345] lr: 1.000e-03, eta: 5:29:05, time: 0.518, data_time: 0.000, memory: 7063, top1_acc: 0.6578, top5_acc: 0.8586, loss_cls: 1.3542, loss: 1.3542, grad_norm: 6.4190 2021-02-03 19:37:58,343 - mmaction - INFO - Epoch [23][500/1345] lr: 1.000e-03, eta: 5:28:54, time: 0.519, data_time: 0.001, memory: 7063, top1_acc: 0.6484, top5_acc: 0.8703, loss_cls: 1.3425, loss: 1.3425, grad_norm: 6.3883 2021-02-03 19:38:08,694 - mmaction - INFO - Epoch [23][520/1345] lr: 1.000e-03, eta: 5:28:43, time: 0.518, data_time: 0.001, memory: 7063, top1_acc: 0.6406, top5_acc: 0.8617, loss_cls: 1.3679, loss: 1.3679, grad_norm: 6.2497 2021-02-03 19:38:18,987 - mmaction - INFO - Epoch [23][540/1345] lr: 1.000e-03, eta: 5:28:32, time: 0.515, data_time: 0.000, memory: 7063, top1_acc: 0.6430, top5_acc: 0.8625, loss_cls: 1.3437, loss: 1.3437, grad_norm: 6.5276 2021-02-03 19:38:29,419 - mmaction - INFO - Epoch [23][560/1345] lr: 1.000e-03, eta: 5:28:21, time: 0.522, data_time: 0.001, memory: 7063, top1_acc: 0.6602, top5_acc: 0.8719, loss_cls: 1.3373, loss: 1.3373, grad_norm: 6.3180 2021-02-03 19:38:39,793 - mmaction - INFO - Epoch [23][580/1345] lr: 1.000e-03, eta: 5:28:10, time: 0.519, data_time: 0.000, memory: 7063, top1_acc: 0.6555, top5_acc: 0.8742, loss_cls: 1.2988, loss: 1.2988, grad_norm: 6.0371 2021-02-03 19:38:50,270 - mmaction - INFO - Epoch [23][600/1345] lr: 1.000e-03, eta: 5:27:59, time: 0.523, data_time: 0.000, memory: 7063, top1_acc: 0.6672, top5_acc: 0.8680, loss_cls: 1.3268, loss: 1.3268, grad_norm: 6.4036 2021-02-03 19:39:00,625 - mmaction - INFO - Epoch [23][620/1345] lr: 1.000e-03, eta: 5:27:48, time: 0.518, data_time: 0.001, memory: 7063, top1_acc: 0.6539, top5_acc: 0.8750, loss_cls: 1.3431, loss: 1.3431, grad_norm: 6.3672 2021-02-03 19:39:10,907 - mmaction - INFO - Epoch [23][640/1345] lr: 1.000e-03, eta: 5:27:37, time: 0.514, data_time: 0.000, memory: 7063, top1_acc: 0.6633, top5_acc: 0.8664, loss_cls: 1.3117, loss: 1.3117, grad_norm: 6.3401 2021-02-03 19:39:21,204 - mmaction - INFO - Epoch [23][660/1345] lr: 1.000e-03, eta: 5:27:26, time: 0.515, data_time: 0.001, memory: 7063, top1_acc: 0.6641, top5_acc: 0.8586, loss_cls: 1.3110, loss: 1.3110, grad_norm: 6.3139 2021-02-03 19:39:31,489 - mmaction - INFO - Epoch [23][680/1345] lr: 1.000e-03, eta: 5:27:15, time: 0.514, data_time: 0.001, memory: 7063, top1_acc: 0.6469, top5_acc: 0.8438, loss_cls: 1.4387, loss: 1.4387, grad_norm: 6.6741 2021-02-03 19:39:41,829 - mmaction - INFO - Epoch [23][700/1345] lr: 1.000e-03, eta: 5:27:04, time: 0.517, data_time: 0.000, memory: 7063, top1_acc: 0.6391, top5_acc: 0.8578, loss_cls: 1.3685, loss: 1.3685, grad_norm: 6.4625 2021-02-03 19:39:52,076 - mmaction - INFO - Epoch [23][720/1345] lr: 1.000e-03, eta: 5:26:53, time: 0.512, data_time: 0.000, memory: 7063, top1_acc: 0.6328, top5_acc: 0.8539, loss_cls: 1.3940, loss: 1.3940, grad_norm: 6.4198 2021-02-03 19:40:02,461 - mmaction - INFO - Epoch [23][740/1345] lr: 1.000e-03, eta: 5:26:42, time: 0.519, data_time: 0.001, memory: 7063, top1_acc: 0.6539, top5_acc: 0.8352, loss_cls: 1.4311, loss: 1.4311, grad_norm: 6.5745 2021-02-03 19:40:12,834 - mmaction - INFO - Epoch [23][760/1345] lr: 1.000e-03, eta: 5:26:31, time: 0.519, data_time: 0.001, memory: 7063, top1_acc: 0.6398, top5_acc: 0.8602, loss_cls: 1.4226, loss: 1.4226, grad_norm: 6.7002 2021-02-03 19:40:23,245 - mmaction - INFO - Epoch [23][780/1345] lr: 1.000e-03, eta: 5:26:20, time: 0.520, data_time: 0.000, memory: 7063, top1_acc: 0.6523, top5_acc: 0.8664, loss_cls: 1.3821, loss: 1.3821, grad_norm: 6.4596 2021-02-03 19:40:33,547 - mmaction - INFO - Epoch [23][800/1345] lr: 1.000e-03, eta: 5:26:09, time: 0.515, data_time: 0.000, memory: 7063, top1_acc: 0.6500, top5_acc: 0.8672, loss_cls: 1.3240, loss: 1.3240, grad_norm: 6.5487 2021-02-03 19:40:44,478 - mmaction - INFO - Epoch [23][820/1345] lr: 1.000e-03, eta: 5:25:59, time: 0.547, data_time: 0.024, memory: 7063, top1_acc: 0.6609, top5_acc: 0.8617, loss_cls: 1.3583, loss: 1.3583, grad_norm: 6.5235 2021-02-03 19:40:54,852 - mmaction - INFO - Epoch [23][840/1345] lr: 1.000e-03, eta: 5:25:48, time: 0.519, data_time: 0.000, memory: 7063, top1_acc: 0.6578, top5_acc: 0.8648, loss_cls: 1.3611, loss: 1.3611, grad_norm: 6.4114 2021-02-03 19:41:05,072 - mmaction - INFO - Epoch [23][860/1345] lr: 1.000e-03, eta: 5:25:37, time: 0.511, data_time: 0.001, memory: 7063, top1_acc: 0.6383, top5_acc: 0.8609, loss_cls: 1.3482, loss: 1.3482, grad_norm: 6.5153 2021-02-03 19:41:15,437 - mmaction - INFO - Epoch [23][880/1345] lr: 1.000e-03, eta: 5:25:26, time: 0.518, data_time: 0.001, memory: 7063, top1_acc: 0.6680, top5_acc: 0.8719, loss_cls: 1.3083, loss: 1.3083, grad_norm: 6.4672 2021-02-03 19:41:25,793 - mmaction - INFO - Epoch [23][900/1345] lr: 1.000e-03, eta: 5:25:15, time: 0.518, data_time: 0.001, memory: 7063, top1_acc: 0.6602, top5_acc: 0.8648, loss_cls: 1.2992, loss: 1.2992, grad_norm: 6.3606 2021-02-03 19:41:36,140 - mmaction - INFO - Epoch [23][920/1345] lr: 1.000e-03, eta: 5:25:04, time: 0.517, data_time: 0.000, memory: 7063, top1_acc: 0.6391, top5_acc: 0.8688, loss_cls: 1.3920, loss: 1.3920, grad_norm: 6.6102 2021-02-03 19:41:46,553 - mmaction - INFO - Epoch [23][940/1345] lr: 1.000e-03, eta: 5:24:53, time: 0.521, data_time: 0.000, memory: 7063, top1_acc: 0.6461, top5_acc: 0.8688, loss_cls: 1.3449, loss: 1.3449, grad_norm: 6.6442 2021-02-03 19:41:56,857 - mmaction - INFO - Epoch [23][960/1345] lr: 1.000e-03, eta: 5:24:42, time: 0.515, data_time: 0.001, memory: 7063, top1_acc: 0.6547, top5_acc: 0.8594, loss_cls: 1.3595, loss: 1.3595, grad_norm: 6.5926 2021-02-03 19:42:07,266 - mmaction - INFO - Epoch [23][980/1345] lr: 1.000e-03, eta: 5:24:32, time: 0.520, data_time: 0.001, memory: 7063, top1_acc: 0.6508, top5_acc: 0.8664, loss_cls: 1.3291, loss: 1.3291, grad_norm: 6.4892 2021-02-03 19:42:17,663 - mmaction - INFO - Epoch [23][1000/1345] lr: 1.000e-03, eta: 5:24:21, time: 0.520, data_time: 0.001, memory: 7063, top1_acc: 0.6406, top5_acc: 0.8445, loss_cls: 1.3939, loss: 1.3939, grad_norm: 6.7220 2021-02-03 19:42:28,007 - mmaction - INFO - Epoch [23][1020/1345] lr: 1.000e-03, eta: 5:24:10, time: 0.518, data_time: 0.001, memory: 7063, top1_acc: 0.6523, top5_acc: 0.8656, loss_cls: 1.3331, loss: 1.3331, grad_norm: 6.3142 2021-02-03 19:42:38,385 - mmaction - INFO - Epoch [23][1040/1345] lr: 1.000e-03, eta: 5:23:59, time: 0.519, data_time: 0.000, memory: 7063, top1_acc: 0.6570, top5_acc: 0.8719, loss_cls: 1.3229, loss: 1.3229, grad_norm: 6.6006 2021-02-03 19:42:48,732 - mmaction - INFO - Epoch [23][1060/1345] lr: 1.000e-03, eta: 5:23:48, time: 0.518, data_time: 0.001, memory: 7063, top1_acc: 0.6500, top5_acc: 0.8656, loss_cls: 1.3510, loss: 1.3510, grad_norm: 6.6299 2021-02-03 19:42:59,128 - mmaction - INFO - Epoch [23][1080/1345] lr: 1.000e-03, eta: 5:23:37, time: 0.520, data_time: 0.000, memory: 7063, top1_acc: 0.6539, top5_acc: 0.8641, loss_cls: 1.3433, loss: 1.3433, grad_norm: 6.5800 2021-02-03 19:43:09,474 - mmaction - INFO - Epoch [23][1100/1345] lr: 1.000e-03, eta: 5:23:26, time: 0.517, data_time: 0.001, memory: 7063, top1_acc: 0.6555, top5_acc: 0.8734, loss_cls: 1.2846, loss: 1.2846, grad_norm: 6.4138 2021-02-03 19:43:19,772 - mmaction - INFO - Epoch [23][1120/1345] lr: 1.000e-03, eta: 5:23:15, time: 0.515, data_time: 0.001, memory: 7063, top1_acc: 0.6492, top5_acc: 0.8734, loss_cls: 1.3519, loss: 1.3519, grad_norm: 6.6690 2021-02-03 19:43:30,158 - mmaction - INFO - Epoch [23][1140/1345] lr: 1.000e-03, eta: 5:23:04, time: 0.519, data_time: 0.000, memory: 7063, top1_acc: 0.6516, top5_acc: 0.8609, loss_cls: 1.3334, loss: 1.3334, grad_norm: 6.5135 2021-02-03 19:43:40,455 - mmaction - INFO - Epoch [23][1160/1345] lr: 1.000e-03, eta: 5:22:53, time: 0.514, data_time: 0.000, memory: 7063, top1_acc: 0.6594, top5_acc: 0.8625, loss_cls: 1.3178, loss: 1.3178, grad_norm: 6.3749 2021-02-03 19:43:50,777 - mmaction - INFO - Epoch [23][1180/1345] lr: 1.000e-03, eta: 5:22:42, time: 0.516, data_time: 0.001, memory: 7063, top1_acc: 0.6797, top5_acc: 0.8719, loss_cls: 1.2843, loss: 1.2843, grad_norm: 6.3337 2021-02-03 19:44:01,139 - mmaction - INFO - Epoch [23][1200/1345] lr: 1.000e-03, eta: 5:22:31, time: 0.518, data_time: 0.000, memory: 7063, top1_acc: 0.6656, top5_acc: 0.8656, loss_cls: 1.3342, loss: 1.3342, grad_norm: 6.5670 2021-02-03 19:44:11,536 - mmaction - INFO - Epoch [23][1220/1345] lr: 1.000e-03, eta: 5:22:20, time: 0.520, data_time: 0.001, memory: 7063, top1_acc: 0.6500, top5_acc: 0.8820, loss_cls: 1.3117, loss: 1.3117, grad_norm: 6.7336 2021-02-03 19:44:21,914 - mmaction - INFO - Epoch [23][1240/1345] lr: 1.000e-03, eta: 5:22:10, time: 0.519, data_time: 0.001, memory: 7063, top1_acc: 0.6594, top5_acc: 0.8688, loss_cls: 1.3103, loss: 1.3103, grad_norm: 6.5725 2021-02-03 19:44:32,315 - mmaction - INFO - Epoch [23][1260/1345] lr: 1.000e-03, eta: 5:21:59, time: 0.520, data_time: 0.001, memory: 7063, top1_acc: 0.6406, top5_acc: 0.8547, loss_cls: 1.4137, loss: 1.4137, grad_norm: 6.6914 2021-02-03 19:44:42,677 - mmaction - INFO - Epoch [23][1280/1345] lr: 1.000e-03, eta: 5:21:48, time: 0.518, data_time: 0.000, memory: 7063, top1_acc: 0.6742, top5_acc: 0.8609, loss_cls: 1.3552, loss: 1.3552, grad_norm: 6.5128 2021-02-03 19:44:52,994 - mmaction - INFO - Epoch [23][1300/1345] lr: 1.000e-03, eta: 5:21:37, time: 0.515, data_time: 0.000, memory: 7063, top1_acc: 0.6477, top5_acc: 0.8648, loss_cls: 1.3829, loss: 1.3829, grad_norm: 6.7186 2021-02-03 19:45:03,410 - mmaction - INFO - Epoch [23][1320/1345] lr: 1.000e-03, eta: 5:21:26, time: 0.521, data_time: 0.001, memory: 7063, top1_acc: 0.6547, top5_acc: 0.8695, loss_cls: 1.3053, loss: 1.3053, grad_norm: 6.5986 2021-02-03 19:45:13,789 - mmaction - INFO - Epoch [23][1340/1345] lr: 1.000e-03, eta: 5:21:15, time: 0.519, data_time: 0.001, memory: 7063, top1_acc: 0.6523, top5_acc: 0.8828, loss_cls: 1.3048, loss: 1.3048, grad_norm: 6.5820 2021-02-03 19:45:16,778 - mmaction - INFO - Saving checkpoint at 23 epochs 2021-02-03 19:45:43,971 - mmaction - INFO - Epoch [24][20/1345] lr: 1.000e-03, eta: 5:21:15, time: 1.231, data_time: 0.723, memory: 7063, top1_acc: 0.6750, top5_acc: 0.8844, loss_cls: 1.2662, loss: 1.2662, grad_norm: 6.4950 2021-02-03 19:45:54,193 - mmaction - INFO - Epoch [24][40/1345] lr: 1.000e-03, eta: 5:21:04, time: 0.511, data_time: 0.000, memory: 7063, top1_acc: 0.6625, top5_acc: 0.8695, loss_cls: 1.2918, loss: 1.2918, grad_norm: 6.3880 2021-02-03 19:46:04,429 - mmaction - INFO - Epoch [24][60/1345] lr: 1.000e-03, eta: 5:20:53, time: 0.512, data_time: 0.000, memory: 7063, top1_acc: 0.6352, top5_acc: 0.8711, loss_cls: 1.3701, loss: 1.3701, grad_norm: 6.7355 2021-02-03 19:46:14,759 - mmaction - INFO - Epoch [24][80/1345] lr: 1.000e-03, eta: 5:20:42, time: 0.517, data_time: 0.000, memory: 7063, top1_acc: 0.6633, top5_acc: 0.8766, loss_cls: 1.3014, loss: 1.3014, grad_norm: 6.5731 2021-02-03 19:46:25,122 - mmaction - INFO - Epoch [24][100/1345] lr: 1.000e-03, eta: 5:20:31, time: 0.518, data_time: 0.000, memory: 7063, top1_acc: 0.6742, top5_acc: 0.8742, loss_cls: 1.2615, loss: 1.2615, grad_norm: 6.2322 2021-02-03 19:46:35,510 - mmaction - INFO - Epoch [24][120/1345] lr: 1.000e-03, eta: 5:20:20, time: 0.519, data_time: 0.001, memory: 7063, top1_acc: 0.6633, top5_acc: 0.8773, loss_cls: 1.2972, loss: 1.2972, grad_norm: 6.6079 2021-02-03 19:46:45,861 - mmaction - INFO - Epoch [24][140/1345] lr: 1.000e-03, eta: 5:20:09, time: 0.517, data_time: 0.001, memory: 7063, top1_acc: 0.6711, top5_acc: 0.8617, loss_cls: 1.2533, loss: 1.2533, grad_norm: 6.3408 2021-02-03 19:46:56,221 - mmaction - INFO - Epoch [24][160/1345] lr: 1.000e-03, eta: 5:19:58, time: 0.518, data_time: 0.001, memory: 7063, top1_acc: 0.6391, top5_acc: 0.8609, loss_cls: 1.3765, loss: 1.3765, grad_norm: 6.7576 2021-02-03 19:47:06,526 - mmaction - INFO - Epoch [24][180/1345] lr: 1.000e-03, eta: 5:19:47, time: 0.515, data_time: 0.000, memory: 7063, top1_acc: 0.6578, top5_acc: 0.8758, loss_cls: 1.2920, loss: 1.2920, grad_norm: 6.5725 2021-02-03 19:47:16,990 - mmaction - INFO - Epoch [24][200/1345] lr: 1.000e-03, eta: 5:19:37, time: 0.523, data_time: 0.001, memory: 7063, top1_acc: 0.6789, top5_acc: 0.8789, loss_cls: 1.2621, loss: 1.2621, grad_norm: 6.3064 2021-02-03 19:47:27,217 - mmaction - INFO - Epoch [24][220/1345] lr: 1.000e-03, eta: 5:19:25, time: 0.512, data_time: 0.001, memory: 7063, top1_acc: 0.6617, top5_acc: 0.8664, loss_cls: 1.3271, loss: 1.3271, grad_norm: 6.4875 2021-02-03 19:47:37,670 - mmaction - INFO - Epoch [24][240/1345] lr: 1.000e-03, eta: 5:19:15, time: 0.522, data_time: 0.000, memory: 7063, top1_acc: 0.6438, top5_acc: 0.8594, loss_cls: 1.3831, loss: 1.3831, grad_norm: 6.8283 2021-02-03 19:47:48,079 - mmaction - INFO - Epoch [24][260/1345] lr: 1.000e-03, eta: 5:19:04, time: 0.521, data_time: 0.001, memory: 7063, top1_acc: 0.6711, top5_acc: 0.8836, loss_cls: 1.2550, loss: 1.2550, grad_norm: 6.4281 2021-02-03 19:47:58,428 - mmaction - INFO - Epoch [24][280/1345] lr: 1.000e-03, eta: 5:18:53, time: 0.517, data_time: 0.001, memory: 7063, top1_acc: 0.6687, top5_acc: 0.8773, loss_cls: 1.2653, loss: 1.2653, grad_norm: 6.4878 2021-02-03 19:48:08,820 - mmaction - INFO - Epoch [24][300/1345] lr: 1.000e-03, eta: 5:18:42, time: 0.520, data_time: 0.001, memory: 7063, top1_acc: 0.6617, top5_acc: 0.8578, loss_cls: 1.3332, loss: 1.3332, grad_norm: 6.6323 2021-02-03 19:48:19,205 - mmaction - INFO - Epoch [24][320/1345] lr: 1.000e-03, eta: 5:18:31, time: 0.519, data_time: 0.000, memory: 7063, top1_acc: 0.6734, top5_acc: 0.8734, loss_cls: 1.2757, loss: 1.2757, grad_norm: 6.3769 2021-02-03 19:48:29,705 - mmaction - INFO - Epoch [24][340/1345] lr: 1.000e-03, eta: 5:18:20, time: 0.525, data_time: 0.000, memory: 7063, top1_acc: 0.6672, top5_acc: 0.8711, loss_cls: 1.3041, loss: 1.3041, grad_norm: 6.5543 2021-02-03 19:48:40,039 - mmaction - INFO - Epoch [24][360/1345] lr: 1.000e-03, eta: 5:18:09, time: 0.516, data_time: 0.001, memory: 7063, top1_acc: 0.6383, top5_acc: 0.8648, loss_cls: 1.3603, loss: 1.3603, grad_norm: 6.6154 2021-02-03 19:48:50,427 - mmaction - INFO - Epoch [24][380/1345] lr: 1.000e-03, eta: 5:17:59, time: 0.519, data_time: 0.001, memory: 7063, top1_acc: 0.6539, top5_acc: 0.8523, loss_cls: 1.3645, loss: 1.3645, grad_norm: 6.6208 2021-02-03 19:49:00,820 - mmaction - INFO - Epoch [24][400/1345] lr: 1.000e-03, eta: 5:17:48, time: 0.520, data_time: 0.001, memory: 7063, top1_acc: 0.6680, top5_acc: 0.8602, loss_cls: 1.3378, loss: 1.3378, grad_norm: 6.6425 2021-02-03 19:49:11,196 - mmaction - INFO - Epoch [24][420/1345] lr: 1.000e-03, eta: 5:17:37, time: 0.519, data_time: 0.001, memory: 7063, top1_acc: 0.6609, top5_acc: 0.8828, loss_cls: 1.2582, loss: 1.2582, grad_norm: 6.7396 2021-02-03 19:49:21,542 - mmaction - INFO - Epoch [24][440/1345] lr: 1.000e-03, eta: 5:17:26, time: 0.517, data_time: 0.000, memory: 7063, top1_acc: 0.6492, top5_acc: 0.8711, loss_cls: 1.3327, loss: 1.3327, grad_norm: 6.6743 2021-02-03 19:49:31,865 - mmaction - INFO - Epoch [24][460/1345] lr: 1.000e-03, eta: 5:17:15, time: 0.516, data_time: 0.000, memory: 7063, top1_acc: 0.6719, top5_acc: 0.8633, loss_cls: 1.3193, loss: 1.3193, grad_norm: 6.6023 2021-02-03 19:49:42,256 - mmaction - INFO - Epoch [24][480/1345] lr: 1.000e-03, eta: 5:17:04, time: 0.520, data_time: 0.000, memory: 7063, top1_acc: 0.6586, top5_acc: 0.8695, loss_cls: 1.3044, loss: 1.3044, grad_norm: 6.7852 2021-02-03 19:49:52,637 - mmaction - INFO - Epoch [24][500/1345] lr: 1.000e-03, eta: 5:16:53, time: 0.519, data_time: 0.000, memory: 7063, top1_acc: 0.6750, top5_acc: 0.8711, loss_cls: 1.3000, loss: 1.3000, grad_norm: 6.5653 2021-02-03 19:50:03,000 - mmaction - INFO - Epoch [24][520/1345] lr: 1.000e-03, eta: 5:16:42, time: 0.518, data_time: 0.000, memory: 7063, top1_acc: 0.6617, top5_acc: 0.8672, loss_cls: 1.3436, loss: 1.3436, grad_norm: 6.6585 2021-02-03 19:50:13,411 - mmaction - INFO - Epoch [24][540/1345] lr: 1.000e-03, eta: 5:16:31, time: 0.521, data_time: 0.000, memory: 7063, top1_acc: 0.6375, top5_acc: 0.8727, loss_cls: 1.3251, loss: 1.3251, grad_norm: 6.7132 2021-02-03 19:50:23,832 - mmaction - INFO - Epoch [24][560/1345] lr: 1.000e-03, eta: 5:16:20, time: 0.521, data_time: 0.000, memory: 7063, top1_acc: 0.6742, top5_acc: 0.8828, loss_cls: 1.2457, loss: 1.2457, grad_norm: 6.5734 2021-02-03 19:50:34,267 - mmaction - INFO - Epoch [24][580/1345] lr: 1.000e-03, eta: 5:16:10, time: 0.522, data_time: 0.001, memory: 7063, top1_acc: 0.6656, top5_acc: 0.8781, loss_cls: 1.3072, loss: 1.3072, grad_norm: 6.6780 2021-02-03 19:50:44,557 - mmaction - INFO - Epoch [24][600/1345] lr: 1.000e-03, eta: 5:15:59, time: 0.514, data_time: 0.001, memory: 7063, top1_acc: 0.6359, top5_acc: 0.8680, loss_cls: 1.3447, loss: 1.3447, grad_norm: 6.7066 2021-02-03 19:50:55,006 - mmaction - INFO - Epoch [24][620/1345] lr: 1.000e-03, eta: 5:15:48, time: 0.522, data_time: 0.001, memory: 7063, top1_acc: 0.6594, top5_acc: 0.8766, loss_cls: 1.3069, loss: 1.3069, grad_norm: 6.7429 2021-02-03 19:51:05,330 - mmaction - INFO - Epoch [24][640/1345] lr: 1.000e-03, eta: 5:15:37, time: 0.516, data_time: 0.000, memory: 7063, top1_acc: 0.6453, top5_acc: 0.8695, loss_cls: 1.3496, loss: 1.3496, grad_norm: 6.8484 2021-02-03 19:51:15,778 - mmaction - INFO - Epoch [24][660/1345] lr: 1.000e-03, eta: 5:15:26, time: 0.522, data_time: 0.000, memory: 7063, top1_acc: 0.6680, top5_acc: 0.8742, loss_cls: 1.2729, loss: 1.2729, grad_norm: 6.5867 2021-02-03 19:51:26,139 - mmaction - INFO - Epoch [24][680/1345] lr: 1.000e-03, eta: 5:15:15, time: 0.518, data_time: 0.001, memory: 7063, top1_acc: 0.6773, top5_acc: 0.8812, loss_cls: 1.2709, loss: 1.2709, grad_norm: 6.8020 2021-02-03 19:51:36,635 - mmaction - INFO - Epoch [24][700/1345] lr: 1.000e-03, eta: 5:15:04, time: 0.525, data_time: 0.001, memory: 7063, top1_acc: 0.6766, top5_acc: 0.8875, loss_cls: 1.2544, loss: 1.2544, grad_norm: 6.8388 2021-02-03 19:51:46,943 - mmaction - INFO - Epoch [24][720/1345] lr: 1.000e-03, eta: 5:14:53, time: 0.515, data_time: 0.000, memory: 7063, top1_acc: 0.6695, top5_acc: 0.8555, loss_cls: 1.3045, loss: 1.3045, grad_norm: 6.4690 2021-02-03 19:51:57,380 - mmaction - INFO - Epoch [24][740/1345] lr: 1.000e-03, eta: 5:14:43, time: 0.522, data_time: 0.000, memory: 7063, top1_acc: 0.6469, top5_acc: 0.8602, loss_cls: 1.3514, loss: 1.3514, grad_norm: 7.0428 2021-02-03 19:52:07,728 - mmaction - INFO - Epoch [24][760/1345] lr: 1.000e-03, eta: 5:14:32, time: 0.517, data_time: 0.001, memory: 7063, top1_acc: 0.6609, top5_acc: 0.8758, loss_cls: 1.2980, loss: 1.2980, grad_norm: 6.7339 2021-02-03 19:52:18,028 - mmaction - INFO - Epoch [24][780/1345] lr: 1.000e-03, eta: 5:14:21, time: 0.515, data_time: 0.001, memory: 7063, top1_acc: 0.6516, top5_acc: 0.8664, loss_cls: 1.3416, loss: 1.3416, grad_norm: 6.9517 2021-02-03 19:52:28,376 - mmaction - INFO - Epoch [24][800/1345] lr: 1.000e-03, eta: 5:14:10, time: 0.517, data_time: 0.001, memory: 7063, top1_acc: 0.6586, top5_acc: 0.8688, loss_cls: 1.3779, loss: 1.3779, grad_norm: 6.8261 2021-02-03 19:52:38,765 - mmaction - INFO - Epoch [24][820/1345] lr: 1.000e-03, eta: 5:13:59, time: 0.519, data_time: 0.001, memory: 7063, top1_acc: 0.6547, top5_acc: 0.8648, loss_cls: 1.3528, loss: 1.3528, grad_norm: 6.8812 2021-02-03 19:52:49,184 - mmaction - INFO - Epoch [24][840/1345] lr: 1.000e-03, eta: 5:13:48, time: 0.521, data_time: 0.001, memory: 7063, top1_acc: 0.6891, top5_acc: 0.8805, loss_cls: 1.2407, loss: 1.2407, grad_norm: 6.4413 2021-02-03 19:52:59,471 - mmaction - INFO - Epoch [24][860/1345] lr: 1.000e-03, eta: 5:13:37, time: 0.514, data_time: 0.000, memory: 7063, top1_acc: 0.6391, top5_acc: 0.8617, loss_cls: 1.3520, loss: 1.3520, grad_norm: 6.7781 2021-02-03 19:53:09,981 - mmaction - INFO - Epoch [24][880/1345] lr: 1.000e-03, eta: 5:13:26, time: 0.526, data_time: 0.001, memory: 7063, top1_acc: 0.6477, top5_acc: 0.8547, loss_cls: 1.3635, loss: 1.3635, grad_norm: 6.6116 2021-02-03 19:53:20,363 - mmaction - INFO - Epoch [24][900/1345] lr: 1.000e-03, eta: 5:13:16, time: 0.519, data_time: 0.000, memory: 7063, top1_acc: 0.6484, top5_acc: 0.8664, loss_cls: 1.3720, loss: 1.3720, grad_norm: 6.7835 2021-02-03 19:53:30,764 - mmaction - INFO - Epoch [24][920/1345] lr: 1.000e-03, eta: 5:13:05, time: 0.520, data_time: 0.000, memory: 7063, top1_acc: 0.6641, top5_acc: 0.8766, loss_cls: 1.2733, loss: 1.2733, grad_norm: 6.4669 2021-02-03 19:53:41,229 - mmaction - INFO - Epoch [24][940/1345] lr: 1.000e-03, eta: 5:12:54, time: 0.523, data_time: 0.000, memory: 7063, top1_acc: 0.6609, top5_acc: 0.8836, loss_cls: 1.2733, loss: 1.2733, grad_norm: 6.6802 2021-02-03 19:53:51,555 - mmaction - INFO - Epoch [24][960/1345] lr: 1.000e-03, eta: 5:12:43, time: 0.517, data_time: 0.001, memory: 7063, top1_acc: 0.6539, top5_acc: 0.8508, loss_cls: 1.4060, loss: 1.4060, grad_norm: 6.8807 2021-02-03 19:54:01,909 - mmaction - INFO - Epoch [24][980/1345] lr: 1.000e-03, eta: 5:12:32, time: 0.517, data_time: 0.001, memory: 7063, top1_acc: 0.6719, top5_acc: 0.8766, loss_cls: 1.2569, loss: 1.2569, grad_norm: 6.6457 2021-02-03 19:54:12,396 - mmaction - INFO - Epoch [24][1000/1345] lr: 1.000e-03, eta: 5:12:21, time: 0.525, data_time: 0.001, memory: 7063, top1_acc: 0.6703, top5_acc: 0.8766, loss_cls: 1.2735, loss: 1.2735, grad_norm: 6.6433 2021-02-03 19:54:22,744 - mmaction - INFO - Epoch [24][1020/1345] lr: 1.000e-03, eta: 5:12:10, time: 0.518, data_time: 0.001, memory: 7063, top1_acc: 0.6391, top5_acc: 0.8664, loss_cls: 1.3481, loss: 1.3481, grad_norm: 6.8458 2021-02-03 19:54:33,088 - mmaction - INFO - Epoch [24][1040/1345] lr: 1.000e-03, eta: 5:12:00, time: 0.517, data_time: 0.000, memory: 7063, top1_acc: 0.6500, top5_acc: 0.8719, loss_cls: 1.3251, loss: 1.3251, grad_norm: 6.7653 2021-02-03 19:54:43,484 - mmaction - INFO - Epoch [24][1060/1345] lr: 1.000e-03, eta: 5:11:49, time: 0.520, data_time: 0.000, memory: 7063, top1_acc: 0.6461, top5_acc: 0.8578, loss_cls: 1.3775, loss: 1.3775, grad_norm: 6.9927 2021-02-03 19:54:53,878 - mmaction - INFO - Epoch [24][1080/1345] lr: 1.000e-03, eta: 5:11:38, time: 0.520, data_time: 0.001, memory: 7063, top1_acc: 0.6453, top5_acc: 0.8617, loss_cls: 1.3343, loss: 1.3343, grad_norm: 6.8008 2021-02-03 19:55:04,298 - mmaction - INFO - Epoch [24][1100/1345] lr: 1.000e-03, eta: 5:11:27, time: 0.521, data_time: 0.001, memory: 7063, top1_acc: 0.6867, top5_acc: 0.8820, loss_cls: 1.2631, loss: 1.2631, grad_norm: 6.4549 2021-02-03 19:55:14,703 - mmaction - INFO - Epoch [24][1120/1345] lr: 1.000e-03, eta: 5:11:16, time: 0.520, data_time: 0.001, memory: 7063, top1_acc: 0.6492, top5_acc: 0.8664, loss_cls: 1.3163, loss: 1.3163, grad_norm: 6.8232 2021-02-03 19:55:25,097 - mmaction - INFO - Epoch [24][1140/1345] lr: 1.000e-03, eta: 5:11:05, time: 0.520, data_time: 0.000, memory: 7063, top1_acc: 0.6820, top5_acc: 0.8812, loss_cls: 1.2284, loss: 1.2284, grad_norm: 6.5310 2021-02-03 19:55:35,387 - mmaction - INFO - Epoch [24][1160/1345] lr: 1.000e-03, eta: 5:10:54, time: 0.514, data_time: 0.000, memory: 7063, top1_acc: 0.6633, top5_acc: 0.8578, loss_cls: 1.3099, loss: 1.3099, grad_norm: 6.6299 2021-02-03 19:55:45,736 - mmaction - INFO - Epoch [24][1180/1345] lr: 1.000e-03, eta: 5:10:43, time: 0.517, data_time: 0.000, memory: 7063, top1_acc: 0.6516, top5_acc: 0.8602, loss_cls: 1.3580, loss: 1.3580, grad_norm: 6.7500 2021-02-03 19:55:55,983 - mmaction - INFO - Epoch [24][1200/1345] lr: 1.000e-03, eta: 5:10:32, time: 0.513, data_time: 0.001, memory: 7063, top1_acc: 0.6687, top5_acc: 0.8578, loss_cls: 1.3299, loss: 1.3299, grad_norm: 6.7626 2021-02-03 19:56:06,424 - mmaction - INFO - Epoch [24][1220/1345] lr: 1.000e-03, eta: 5:10:22, time: 0.522, data_time: 0.001, memory: 7063, top1_acc: 0.6508, top5_acc: 0.8766, loss_cls: 1.3236, loss: 1.3236, grad_norm: 6.8405 2021-02-03 19:56:16,866 - mmaction - INFO - Epoch [24][1240/1345] lr: 1.000e-03, eta: 5:10:11, time: 0.522, data_time: 0.000, memory: 7063, top1_acc: 0.6766, top5_acc: 0.8805, loss_cls: 1.2608, loss: 1.2608, grad_norm: 6.5204 2021-02-03 19:56:27,100 - mmaction - INFO - Epoch [24][1260/1345] lr: 1.000e-03, eta: 5:10:00, time: 0.512, data_time: 0.001, memory: 7063, top1_acc: 0.6594, top5_acc: 0.8586, loss_cls: 1.3016, loss: 1.3016, grad_norm: 6.5227 2021-02-03 19:56:37,422 - mmaction - INFO - Epoch [24][1280/1345] lr: 1.000e-03, eta: 5:09:49, time: 0.516, data_time: 0.001, memory: 7063, top1_acc: 0.6469, top5_acc: 0.8727, loss_cls: 1.3147, loss: 1.3147, grad_norm: 6.7191 2021-02-03 19:56:47,804 - mmaction - INFO - Epoch [24][1300/1345] lr: 1.000e-03, eta: 5:09:38, time: 0.519, data_time: 0.001, memory: 7063, top1_acc: 0.6797, top5_acc: 0.8844, loss_cls: 1.2226, loss: 1.2226, grad_norm: 6.6825 2021-02-03 19:56:58,173 - mmaction - INFO - Epoch [24][1320/1345] lr: 1.000e-03, eta: 5:09:27, time: 0.518, data_time: 0.001, memory: 7063, top1_acc: 0.6461, top5_acc: 0.8797, loss_cls: 1.3211, loss: 1.3211, grad_norm: 6.9537 2021-02-03 19:57:08,556 - mmaction - INFO - Epoch [24][1340/1345] lr: 1.000e-03, eta: 5:09:16, time: 0.519, data_time: 0.001, memory: 7063, top1_acc: 0.6508, top5_acc: 0.8562, loss_cls: 1.3297, loss: 1.3297, grad_norm: 6.6087 2021-02-03 19:57:11,355 - mmaction - INFO - Saving checkpoint at 24 epochs 2021-02-03 19:57:49,449 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-02-03 19:57:49,778 - mmaction - INFO - top1_acc 0.4436 top5_acc 0.7396 2021-02-03 19:57:49,778 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-02-03 19:57:49,813 - mmaction - INFO - mean_acc 0.4007 2021-02-03 19:57:49,818 - mmaction - INFO - Epoch(val) [24][1345] top1_acc: 0.4436, top5_acc: 0.7396, mean_class_accuracy: 0.4007 2021-02-03 19:58:20,112 - mmaction - INFO - Epoch [25][20/1345] lr: 1.000e-03, eta: 5:09:21, time: 1.514, data_time: 1.003, memory: 7063, top1_acc: 0.6508, top5_acc: 0.8656, loss_cls: 1.3143, loss: 1.3143, grad_norm: 6.7776 2021-02-03 19:58:30,353 - mmaction - INFO - Epoch [25][40/1345] lr: 1.000e-03, eta: 5:09:10, time: 0.512, data_time: 0.005, memory: 7063, top1_acc: 0.6555, top5_acc: 0.8617, loss_cls: 1.3807, loss: 1.3807, grad_norm: 6.9747 2021-02-03 19:58:40,641 - mmaction - INFO - Epoch [25][60/1345] lr: 1.000e-03, eta: 5:08:59, time: 0.515, data_time: 0.001, memory: 7063, top1_acc: 0.6648, top5_acc: 0.8883, loss_cls: 1.2929, loss: 1.2929, grad_norm: 6.9169 2021-02-03 19:58:50,884 - mmaction - INFO - Epoch [25][80/1345] lr: 1.000e-03, eta: 5:08:48, time: 0.512, data_time: 0.000, memory: 7063, top1_acc: 0.6570, top5_acc: 0.8672, loss_cls: 1.3193, loss: 1.3193, grad_norm: 6.7018 2021-02-03 19:59:01,224 - mmaction - INFO - Epoch [25][100/1345] lr: 1.000e-03, eta: 5:08:37, time: 0.517, data_time: 0.000, memory: 7063, top1_acc: 0.6656, top5_acc: 0.8656, loss_cls: 1.3131, loss: 1.3131, grad_norm: 6.7875 2021-02-03 19:59:11,501 - mmaction - INFO - Epoch [25][120/1345] lr: 1.000e-03, eta: 5:08:26, time: 0.514, data_time: 0.000, memory: 7063, top1_acc: 0.6539, top5_acc: 0.8680, loss_cls: 1.3374, loss: 1.3374, grad_norm: 6.8615 2021-02-03 19:59:21,871 - mmaction - INFO - Epoch [25][140/1345] lr: 1.000e-03, eta: 5:08:16, time: 0.518, data_time: 0.000, memory: 7063, top1_acc: 0.6578, top5_acc: 0.8703, loss_cls: 1.3428, loss: 1.3428, grad_norm: 6.8322 2021-02-03 19:59:32,258 - mmaction - INFO - Epoch [25][160/1345] lr: 1.000e-03, eta: 5:08:05, time: 0.519, data_time: 0.000, memory: 7063, top1_acc: 0.6891, top5_acc: 0.8750, loss_cls: 1.2179, loss: 1.2179, grad_norm: 6.4592 2021-02-03 19:59:42,543 - mmaction - INFO - Epoch [25][180/1345] lr: 1.000e-03, eta: 5:07:54, time: 0.514, data_time: 0.000, memory: 7063, top1_acc: 0.6805, top5_acc: 0.8688, loss_cls: 1.2432, loss: 1.2432, grad_norm: 6.4639 2021-02-03 19:59:52,843 - mmaction - INFO - Epoch [25][200/1345] lr: 1.000e-03, eta: 5:07:43, time: 0.515, data_time: 0.001, memory: 7063, top1_acc: 0.6578, top5_acc: 0.8695, loss_cls: 1.2917, loss: 1.2917, grad_norm: 6.6576 2021-02-03 20:00:03,101 - mmaction - INFO - Epoch [25][220/1345] lr: 1.000e-03, eta: 5:07:32, time: 0.513, data_time: 0.000, memory: 7063, top1_acc: 0.6547, top5_acc: 0.8664, loss_cls: 1.2857, loss: 1.2857, grad_norm: 6.7139 2021-02-03 20:00:13,406 - mmaction - INFO - Epoch [25][240/1345] lr: 1.000e-03, eta: 5:07:21, time: 0.516, data_time: 0.001, memory: 7063, top1_acc: 0.6617, top5_acc: 0.8727, loss_cls: 1.3224, loss: 1.3224, grad_norm: 6.9909 2021-02-03 20:00:23,779 - mmaction - INFO - Epoch [25][260/1345] lr: 1.000e-03, eta: 5:07:10, time: 0.518, data_time: 0.000, memory: 7063, top1_acc: 0.6781, top5_acc: 0.8883, loss_cls: 1.2292, loss: 1.2292, grad_norm: 6.7162 2021-02-03 20:00:34,127 - mmaction - INFO - Epoch [25][280/1345] lr: 1.000e-03, eta: 5:06:59, time: 0.518, data_time: 0.001, memory: 7063, top1_acc: 0.6633, top5_acc: 0.8844, loss_cls: 1.2559, loss: 1.2559, grad_norm: 6.7566 2021-02-03 20:00:44,450 - mmaction - INFO - Epoch [25][300/1345] lr: 1.000e-03, eta: 5:06:48, time: 0.516, data_time: 0.001, memory: 7063, top1_acc: 0.6672, top5_acc: 0.8719, loss_cls: 1.2816, loss: 1.2816, grad_norm: 6.6945 2021-02-03 20:00:54,714 - mmaction - INFO - Epoch [25][320/1345] lr: 1.000e-03, eta: 5:06:37, time: 0.513, data_time: 0.000, memory: 7063, top1_acc: 0.6969, top5_acc: 0.8859, loss_cls: 1.1788, loss: 1.1788, grad_norm: 6.5213 2021-02-03 20:01:05,055 - mmaction - INFO - Epoch [25][340/1345] lr: 1.000e-03, eta: 5:06:26, time: 0.517, data_time: 0.001, memory: 7063, top1_acc: 0.6633, top5_acc: 0.8906, loss_cls: 1.2557, loss: 1.2557, grad_norm: 6.7181 2021-02-03 20:01:15,363 - mmaction - INFO - Epoch [25][360/1345] lr: 1.000e-03, eta: 5:06:15, time: 0.516, data_time: 0.001, memory: 7063, top1_acc: 0.6961, top5_acc: 0.8766, loss_cls: 1.2318, loss: 1.2318, grad_norm: 6.5402 2021-02-03 20:01:25,720 - mmaction - INFO - Epoch [25][380/1345] lr: 1.000e-03, eta: 5:06:04, time: 0.518, data_time: 0.000, memory: 7063, top1_acc: 0.6844, top5_acc: 0.8789, loss_cls: 1.2503, loss: 1.2503, grad_norm: 6.5335 2021-02-03 20:01:36,035 - mmaction - INFO - Epoch [25][400/1345] lr: 1.000e-03, eta: 5:05:53, time: 0.515, data_time: 0.000, memory: 7063, top1_acc: 0.6859, top5_acc: 0.8758, loss_cls: 1.2275, loss: 1.2275, grad_norm: 6.6902 2021-02-03 20:01:46,274 - mmaction - INFO - Epoch [25][420/1345] lr: 1.000e-03, eta: 5:05:42, time: 0.512, data_time: 0.001, memory: 7063, top1_acc: 0.6836, top5_acc: 0.8719, loss_cls: 1.2854, loss: 1.2854, grad_norm: 6.9443 2021-02-03 20:01:56,610 - mmaction - INFO - Epoch [25][440/1345] lr: 1.000e-03, eta: 5:05:31, time: 0.517, data_time: 0.001, memory: 7063, top1_acc: 0.6781, top5_acc: 0.8812, loss_cls: 1.2307, loss: 1.2307, grad_norm: 6.6661 2021-02-03 20:02:06,883 - mmaction - INFO - Epoch [25][460/1345] lr: 1.000e-03, eta: 5:05:20, time: 0.514, data_time: 0.001, memory: 7063, top1_acc: 0.6750, top5_acc: 0.8820, loss_cls: 1.2277, loss: 1.2277, grad_norm: 6.7429 2021-02-03 20:02:17,181 - mmaction - INFO - Epoch [25][480/1345] lr: 1.000e-03, eta: 5:05:09, time: 0.515, data_time: 0.000, memory: 7063, top1_acc: 0.6609, top5_acc: 0.8727, loss_cls: 1.2823, loss: 1.2823, grad_norm: 6.8575 2021-02-03 20:02:27,500 - mmaction - INFO - Epoch [25][500/1345] lr: 1.000e-03, eta: 5:04:59, time: 0.516, data_time: 0.000, memory: 7063, top1_acc: 0.6695, top5_acc: 0.8805, loss_cls: 1.2819, loss: 1.2819, grad_norm: 6.8339 2021-02-03 20:02:37,936 - mmaction - INFO - Epoch [25][520/1345] lr: 1.000e-03, eta: 5:04:48, time: 0.521, data_time: 0.001, memory: 7063, top1_acc: 0.6570, top5_acc: 0.8758, loss_cls: 1.2904, loss: 1.2904, grad_norm: 6.7810 2021-02-03 20:02:48,220 - mmaction - INFO - Epoch [25][540/1345] lr: 1.000e-03, eta: 5:04:37, time: 0.514, data_time: 0.001, memory: 7063, top1_acc: 0.6711, top5_acc: 0.8750, loss_cls: 1.3029, loss: 1.3029, grad_norm: 6.7620 2021-02-03 20:02:58,542 - mmaction - INFO - Epoch [25][560/1345] lr: 1.000e-03, eta: 5:04:26, time: 0.516, data_time: 0.001, memory: 7063, top1_acc: 0.6813, top5_acc: 0.8805, loss_cls: 1.2520, loss: 1.2520, grad_norm: 6.7455 2021-02-03 20:03:08,924 - mmaction - INFO - Epoch [25][580/1345] lr: 1.000e-03, eta: 5:04:15, time: 0.519, data_time: 0.000, memory: 7063, top1_acc: 0.6695, top5_acc: 0.8672, loss_cls: 1.2804, loss: 1.2804, grad_norm: 6.7286 2021-02-03 20:03:19,238 - mmaction - INFO - Epoch [25][600/1345] lr: 1.000e-03, eta: 5:04:04, time: 0.516, data_time: 0.001, memory: 7063, top1_acc: 0.6727, top5_acc: 0.8578, loss_cls: 1.2774, loss: 1.2774, grad_norm: 6.5944 2021-02-03 20:03:29,586 - mmaction - INFO - Epoch [25][620/1345] lr: 1.000e-03, eta: 5:03:53, time: 0.517, data_time: 0.001, memory: 7063, top1_acc: 0.6648, top5_acc: 0.8633, loss_cls: 1.3212, loss: 1.3212, grad_norm: 6.8458 2021-02-03 20:03:39,827 - mmaction - INFO - Epoch [25][640/1345] lr: 1.000e-03, eta: 5:03:42, time: 0.512, data_time: 0.001, memory: 7063, top1_acc: 0.6797, top5_acc: 0.8672, loss_cls: 1.2375, loss: 1.2375, grad_norm: 6.6312 2021-02-03 20:03:50,072 - mmaction - INFO - Epoch [25][660/1345] lr: 1.000e-03, eta: 5:03:31, time: 0.512, data_time: 0.000, memory: 7063, top1_acc: 0.6438, top5_acc: 0.8586, loss_cls: 1.3449, loss: 1.3449, grad_norm: 7.0755 2021-02-03 20:04:00,421 - mmaction - INFO - Epoch [25][680/1345] lr: 1.000e-03, eta: 5:03:20, time: 0.517, data_time: 0.000, memory: 7063, top1_acc: 0.6891, top5_acc: 0.8820, loss_cls: 1.2142, loss: 1.2142, grad_norm: 6.6555 2021-02-03 20:04:10,728 - mmaction - INFO - Epoch [25][700/1345] lr: 1.000e-03, eta: 5:03:09, time: 0.515, data_time: 0.001, memory: 7063, top1_acc: 0.6656, top5_acc: 0.8812, loss_cls: 1.2662, loss: 1.2662, grad_norm: 6.7762 2021-02-03 20:04:21,028 - mmaction - INFO - Epoch [25][720/1345] lr: 1.000e-03, eta: 5:02:58, time: 0.515, data_time: 0.001, memory: 7063, top1_acc: 0.6664, top5_acc: 0.8695, loss_cls: 1.3097, loss: 1.3097, grad_norm: 6.9712 2021-02-03 20:04:31,385 - mmaction - INFO - Epoch [25][740/1345] lr: 1.000e-03, eta: 5:02:47, time: 0.518, data_time: 0.001, memory: 7063, top1_acc: 0.6727, top5_acc: 0.8836, loss_cls: 1.2798, loss: 1.2798, grad_norm: 6.9495 2021-02-03 20:04:41,720 - mmaction - INFO - Epoch [25][760/1345] lr: 1.000e-03, eta: 5:02:37, time: 0.517, data_time: 0.001, memory: 7063, top1_acc: 0.6648, top5_acc: 0.8742, loss_cls: 1.2795, loss: 1.2795, grad_norm: 6.7275 2021-02-03 20:04:52,010 - mmaction - INFO - Epoch [25][780/1345] lr: 1.000e-03, eta: 5:02:26, time: 0.514, data_time: 0.000, memory: 7063, top1_acc: 0.6477, top5_acc: 0.8586, loss_cls: 1.3752, loss: 1.3752, grad_norm: 7.1876 2021-02-03 20:05:02,379 - mmaction - INFO - Epoch [25][800/1345] lr: 1.000e-03, eta: 5:02:15, time: 0.518, data_time: 0.000, memory: 7063, top1_acc: 0.6508, top5_acc: 0.8758, loss_cls: 1.2914, loss: 1.2914, grad_norm: 6.7965 2021-02-03 20:05:12,673 - mmaction - INFO - Epoch [25][820/1345] lr: 1.000e-03, eta: 5:02:04, time: 0.515, data_time: 0.001, memory: 7063, top1_acc: 0.6859, top5_acc: 0.8930, loss_cls: 1.2206, loss: 1.2206, grad_norm: 6.7831 2021-02-03 20:05:23,008 - mmaction - INFO - Epoch [25][840/1345] lr: 1.000e-03, eta: 5:01:53, time: 0.517, data_time: 0.000, memory: 7063, top1_acc: 0.6945, top5_acc: 0.8859, loss_cls: 1.2298, loss: 1.2298, grad_norm: 6.6571 2021-02-03 20:05:33,294 - mmaction - INFO - Epoch [25][860/1345] lr: 1.000e-03, eta: 5:01:42, time: 0.514, data_time: 0.000, memory: 7063, top1_acc: 0.6641, top5_acc: 0.8641, loss_cls: 1.3026, loss: 1.3026, grad_norm: 6.8268 2021-02-03 20:05:43,623 - mmaction - INFO - Epoch [25][880/1345] lr: 1.000e-03, eta: 5:01:31, time: 0.516, data_time: 0.000, memory: 7063, top1_acc: 0.6805, top5_acc: 0.8828, loss_cls: 1.2188, loss: 1.2188, grad_norm: 6.6874 2021-02-03 20:05:53,873 - mmaction - INFO - Epoch [25][900/1345] lr: 1.000e-03, eta: 5:01:20, time: 0.513, data_time: 0.000, memory: 7063, top1_acc: 0.6641, top5_acc: 0.8742, loss_cls: 1.3115, loss: 1.3115, grad_norm: 6.7998 2021-02-03 20:06:04,201 - mmaction - INFO - Epoch [25][920/1345] lr: 1.000e-03, eta: 5:01:09, time: 0.516, data_time: 0.000, memory: 7063, top1_acc: 0.6617, top5_acc: 0.8672, loss_cls: 1.3023, loss: 1.3023, grad_norm: 6.6085 2021-02-03 20:06:14,521 - mmaction - INFO - Epoch [25][940/1345] lr: 1.000e-03, eta: 5:00:58, time: 0.516, data_time: 0.001, memory: 7063, top1_acc: 0.6641, top5_acc: 0.8562, loss_cls: 1.3190, loss: 1.3190, grad_norm: 6.9862 2021-02-03 20:06:24,808 - mmaction - INFO - Epoch [25][960/1345] lr: 1.000e-03, eta: 5:00:47, time: 0.514, data_time: 0.000, memory: 7063, top1_acc: 0.6695, top5_acc: 0.8766, loss_cls: 1.2708, loss: 1.2708, grad_norm: 6.7789 2021-02-03 20:06:35,052 - mmaction - INFO - Epoch [25][980/1345] lr: 1.000e-03, eta: 5:00:36, time: 0.512, data_time: 0.001, memory: 7063, top1_acc: 0.6805, top5_acc: 0.8875, loss_cls: 1.2390, loss: 1.2390, grad_norm: 6.7074 2021-02-03 20:06:45,284 - mmaction - INFO - Epoch [25][1000/1345] lr: 1.000e-03, eta: 5:00:25, time: 0.512, data_time: 0.001, memory: 7063, top1_acc: 0.6914, top5_acc: 0.8891, loss_cls: 1.1754, loss: 1.1754, grad_norm: 6.7086 2021-02-03 20:06:55,601 - mmaction - INFO - Epoch [25][1020/1345] lr: 1.000e-03, eta: 5:00:14, time: 0.515, data_time: 0.000, memory: 7063, top1_acc: 0.6695, top5_acc: 0.8781, loss_cls: 1.2513, loss: 1.2513, grad_norm: 6.9811 2021-02-03 20:07:06,064 - mmaction - INFO - Epoch [25][1040/1345] lr: 1.000e-03, eta: 5:00:04, time: 0.524, data_time: 0.001, memory: 7063, top1_acc: 0.6719, top5_acc: 0.8750, loss_cls: 1.2717, loss: 1.2717, grad_norm: 6.7780 2021-02-03 20:07:16,471 - mmaction - INFO - Epoch [25][1060/1345] lr: 1.000e-03, eta: 4:59:53, time: 0.520, data_time: 0.000, memory: 7063, top1_acc: 0.6758, top5_acc: 0.8773, loss_cls: 1.2511, loss: 1.2511, grad_norm: 6.8845 2021-02-03 20:07:26,835 - mmaction - INFO - Epoch [25][1080/1345] lr: 1.000e-03, eta: 4:59:42, time: 0.518, data_time: 0.001, memory: 7063, top1_acc: 0.6586, top5_acc: 0.8680, loss_cls: 1.3410, loss: 1.3410, grad_norm: 6.8711 2021-02-03 20:07:37,213 - mmaction - INFO - Epoch [25][1100/1345] lr: 1.000e-03, eta: 4:59:31, time: 0.519, data_time: 0.001, memory: 7063, top1_acc: 0.6789, top5_acc: 0.8781, loss_cls: 1.2272, loss: 1.2272, grad_norm: 6.7034 2021-02-03 20:07:47,508 - mmaction - INFO - Epoch [25][1120/1345] lr: 1.000e-03, eta: 4:59:20, time: 0.515, data_time: 0.001, memory: 7063, top1_acc: 0.6672, top5_acc: 0.8797, loss_cls: 1.2776, loss: 1.2776, grad_norm: 6.9609 2021-02-03 20:07:57,956 - mmaction - INFO - Epoch [25][1140/1345] lr: 1.000e-03, eta: 4:59:09, time: 0.523, data_time: 0.001, memory: 7063, top1_acc: 0.6883, top5_acc: 0.8945, loss_cls: 1.2066, loss: 1.2066, grad_norm: 6.7033 2021-02-03 20:08:08,253 - mmaction - INFO - Epoch [25][1160/1345] lr: 1.000e-03, eta: 4:58:58, time: 0.515, data_time: 0.000, memory: 7063, top1_acc: 0.6820, top5_acc: 0.8812, loss_cls: 1.2477, loss: 1.2477, grad_norm: 6.9349 2021-02-03 20:08:18,473 - mmaction - INFO - Epoch [25][1180/1345] lr: 1.000e-03, eta: 4:58:47, time: 0.511, data_time: 0.000, memory: 7063, top1_acc: 0.6680, top5_acc: 0.8812, loss_cls: 1.2738, loss: 1.2738, grad_norm: 6.9129 2021-02-03 20:08:28,849 - mmaction - INFO - Epoch [25][1200/1345] lr: 1.000e-03, eta: 4:58:37, time: 0.519, data_time: 0.001, memory: 7063, top1_acc: 0.6570, top5_acc: 0.8781, loss_cls: 1.3017, loss: 1.3017, grad_norm: 6.9780 2021-02-03 20:08:39,239 - mmaction - INFO - Epoch [25][1220/1345] lr: 1.000e-03, eta: 4:58:26, time: 0.519, data_time: 0.000, memory: 7063, top1_acc: 0.6617, top5_acc: 0.8617, loss_cls: 1.3197, loss: 1.3197, grad_norm: 6.9176 2021-02-03 20:08:49,511 - mmaction - INFO - Epoch [25][1240/1345] lr: 1.000e-03, eta: 4:58:15, time: 0.514, data_time: 0.000, memory: 7063, top1_acc: 0.6672, top5_acc: 0.8719, loss_cls: 1.2887, loss: 1.2887, grad_norm: 7.1474 2021-02-03 20:08:59,845 - mmaction - INFO - Epoch [25][1260/1345] lr: 1.000e-03, eta: 4:58:04, time: 0.517, data_time: 0.000, memory: 7063, top1_acc: 0.6555, top5_acc: 0.8758, loss_cls: 1.3106, loss: 1.3106, grad_norm: 6.9321 2021-02-03 20:09:10,094 - mmaction - INFO - Epoch [25][1280/1345] lr: 1.000e-03, eta: 4:57:53, time: 0.512, data_time: 0.000, memory: 7063, top1_acc: 0.6766, top5_acc: 0.8828, loss_cls: 1.2556, loss: 1.2556, grad_norm: 6.8912 2021-02-03 20:09:20,385 - mmaction - INFO - Epoch [25][1300/1345] lr: 1.000e-03, eta: 4:57:42, time: 0.514, data_time: 0.000, memory: 7063, top1_acc: 0.6711, top5_acc: 0.8781, loss_cls: 1.2747, loss: 1.2747, grad_norm: 6.7662 2021-02-03 20:09:30,828 - mmaction - INFO - Epoch [25][1320/1345] lr: 1.000e-03, eta: 4:57:31, time: 0.522, data_time: 0.001, memory: 7063, top1_acc: 0.6695, top5_acc: 0.8766, loss_cls: 1.2825, loss: 1.2825, grad_norm: 6.8694 2021-02-03 20:09:41,274 - mmaction - INFO - Epoch [25][1340/1345] lr: 1.000e-03, eta: 4:57:20, time: 0.522, data_time: 0.001, memory: 7063, top1_acc: 0.6547, top5_acc: 0.8539, loss_cls: 1.3688, loss: 1.3688, grad_norm: 7.0689 2021-02-03 20:09:44,112 - mmaction - INFO - Saving checkpoint at 25 epochs 2021-02-03 20:10:11,332 - mmaction - INFO - Epoch [26][20/1345] lr: 1.000e-03, eta: 4:57:20, time: 1.300, data_time: 0.784, memory: 7063, top1_acc: 0.6805, top5_acc: 0.8883, loss_cls: 1.2175, loss: 1.2175, grad_norm: 6.7139 2021-02-03 20:10:21,572 - mmaction - INFO - Epoch [26][40/1345] lr: 1.000e-03, eta: 4:57:09, time: 0.512, data_time: 0.002, memory: 7063, top1_acc: 0.6648, top5_acc: 0.8766, loss_cls: 1.2562, loss: 1.2562, grad_norm: 6.9519 2021-02-03 20:10:31,877 - mmaction - INFO - Epoch [26][60/1345] lr: 1.000e-03, eta: 4:56:58, time: 0.515, data_time: 0.002, memory: 7063, top1_acc: 0.6766, top5_acc: 0.8812, loss_cls: 1.2703, loss: 1.2703, grad_norm: 6.8059 2021-02-03 20:10:42,179 - mmaction - INFO - Epoch [26][80/1345] lr: 1.000e-03, eta: 4:56:47, time: 0.515, data_time: 0.000, memory: 7063, top1_acc: 0.6508, top5_acc: 0.8531, loss_cls: 1.3493, loss: 1.3493, grad_norm: 6.9975 2021-02-03 20:10:52,498 - mmaction - INFO - Epoch [26][100/1345] lr: 1.000e-03, eta: 4:56:36, time: 0.516, data_time: 0.001, memory: 7063, top1_acc: 0.6945, top5_acc: 0.8938, loss_cls: 1.1720, loss: 1.1720, grad_norm: 6.5773 2021-02-03 20:11:02,733 - mmaction - INFO - Epoch [26][120/1345] lr: 1.000e-03, eta: 4:56:25, time: 0.512, data_time: 0.001, memory: 7063, top1_acc: 0.6891, top5_acc: 0.8914, loss_cls: 1.1719, loss: 1.1719, grad_norm: 6.8074 2021-02-03 20:11:13,140 - mmaction - INFO - Epoch [26][140/1345] lr: 1.000e-03, eta: 4:56:14, time: 0.520, data_time: 0.000, memory: 7063, top1_acc: 0.6625, top5_acc: 0.8641, loss_cls: 1.2837, loss: 1.2837, grad_norm: 7.0589 2021-02-03 20:11:23,441 - mmaction - INFO - Epoch [26][160/1345] lr: 1.000e-03, eta: 4:56:03, time: 0.515, data_time: 0.001, memory: 7063, top1_acc: 0.7000, top5_acc: 0.9008, loss_cls: 1.1444, loss: 1.1444, grad_norm: 6.7265 2021-02-03 20:11:33,791 - mmaction - INFO - Epoch [26][180/1345] lr: 1.000e-03, eta: 4:55:53, time: 0.517, data_time: 0.000, memory: 7063, top1_acc: 0.6758, top5_acc: 0.8734, loss_cls: 1.2033, loss: 1.2033, grad_norm: 6.7763 2021-02-03 20:11:44,031 - mmaction - INFO - Epoch [26][200/1345] lr: 1.000e-03, eta: 4:55:42, time: 0.512, data_time: 0.001, memory: 7063, top1_acc: 0.6953, top5_acc: 0.8984, loss_cls: 1.1488, loss: 1.1488, grad_norm: 6.6691 2021-02-03 20:11:54,400 - mmaction - INFO - Epoch [26][220/1345] lr: 1.000e-03, eta: 4:55:31, time: 0.518, data_time: 0.001, memory: 7063, top1_acc: 0.6797, top5_acc: 0.8805, loss_cls: 1.1967, loss: 1.1967, grad_norm: 6.7594 2021-02-03 20:12:04,798 - mmaction - INFO - Epoch [26][240/1345] lr: 1.000e-03, eta: 4:55:20, time: 0.520, data_time: 0.000, memory: 7063, top1_acc: 0.6852, top5_acc: 0.8914, loss_cls: 1.1872, loss: 1.1872, grad_norm: 6.7845 2021-02-03 20:12:15,109 - mmaction - INFO - Epoch [26][260/1345] lr: 1.000e-03, eta: 4:55:09, time: 0.515, data_time: 0.000, memory: 7063, top1_acc: 0.6836, top5_acc: 0.8789, loss_cls: 1.2415, loss: 1.2415, grad_norm: 7.0831 2021-02-03 20:12:25,376 - mmaction - INFO - Epoch [26][280/1345] lr: 1.000e-03, eta: 4:54:58, time: 0.514, data_time: 0.001, memory: 7063, top1_acc: 0.6930, top5_acc: 0.8930, loss_cls: 1.1678, loss: 1.1678, grad_norm: 6.8626 2021-02-03 20:12:35,635 - mmaction - INFO - Epoch [26][300/1345] lr: 1.000e-03, eta: 4:54:47, time: 0.513, data_time: 0.000, memory: 7063, top1_acc: 0.6820, top5_acc: 0.8828, loss_cls: 1.2209, loss: 1.2209, grad_norm: 6.8221 2021-02-03 20:12:46,075 - mmaction - INFO - Epoch [26][320/1345] lr: 1.000e-03, eta: 4:54:36, time: 0.522, data_time: 0.000, memory: 7063, top1_acc: 0.6750, top5_acc: 0.8844, loss_cls: 1.2601, loss: 1.2601, grad_norm: 6.9456 2021-02-03 20:12:56,442 - mmaction - INFO - Epoch [26][340/1345] lr: 1.000e-03, eta: 4:54:25, time: 0.518, data_time: 0.001, memory: 7063, top1_acc: 0.6875, top5_acc: 0.8906, loss_cls: 1.2413, loss: 1.2413, grad_norm: 6.9627 2021-02-03 20:13:06,777 - mmaction - INFO - Epoch [26][360/1345] lr: 1.000e-03, eta: 4:54:14, time: 0.517, data_time: 0.001, memory: 7063, top1_acc: 0.6656, top5_acc: 0.8844, loss_cls: 1.2719, loss: 1.2719, grad_norm: 7.0908 2021-02-03 20:13:17,115 - mmaction - INFO - Epoch [26][380/1345] lr: 1.000e-03, eta: 4:54:04, time: 0.517, data_time: 0.000, memory: 7063, top1_acc: 0.6773, top5_acc: 0.8703, loss_cls: 1.2656, loss: 1.2656, grad_norm: 7.1265 2021-02-03 20:13:27,456 - mmaction - INFO - Epoch [26][400/1345] lr: 1.000e-03, eta: 4:53:53, time: 0.517, data_time: 0.000, memory: 7063, top1_acc: 0.6609, top5_acc: 0.8617, loss_cls: 1.3180, loss: 1.3180, grad_norm: 7.1169 2021-02-03 20:13:37,784 - mmaction - INFO - Epoch [26][420/1345] lr: 1.000e-03, eta: 4:53:42, time: 0.516, data_time: 0.000, memory: 7063, top1_acc: 0.6766, top5_acc: 0.8664, loss_cls: 1.2941, loss: 1.2941, grad_norm: 7.0886 2021-02-03 20:13:48,033 - mmaction - INFO - Epoch [26][440/1345] lr: 1.000e-03, eta: 4:53:31, time: 0.513, data_time: 0.001, memory: 7063, top1_acc: 0.6773, top5_acc: 0.8820, loss_cls: 1.2439, loss: 1.2439, grad_norm: 6.9317 2021-02-03 20:13:58,490 - mmaction - INFO - Epoch [26][460/1345] lr: 1.000e-03, eta: 4:53:20, time: 0.523, data_time: 0.004, memory: 7063, top1_acc: 0.6742, top5_acc: 0.8695, loss_cls: 1.2580, loss: 1.2580, grad_norm: 6.8903 2021-02-03 20:14:08,814 - mmaction - INFO - Epoch [26][480/1345] lr: 1.000e-03, eta: 4:53:09, time: 0.516, data_time: 0.001, memory: 7063, top1_acc: 0.6750, top5_acc: 0.8820, loss_cls: 1.2863, loss: 1.2863, grad_norm: 7.0916 2021-02-03 20:14:19,051 - mmaction - INFO - Epoch [26][500/1345] lr: 1.000e-03, eta: 4:52:58, time: 0.512, data_time: 0.000, memory: 7063, top1_acc: 0.7023, top5_acc: 0.8844, loss_cls: 1.2102, loss: 1.2102, grad_norm: 6.9095 2021-02-03 20:14:29,357 - mmaction - INFO - Epoch [26][520/1345] lr: 1.000e-03, eta: 4:52:47, time: 0.515, data_time: 0.000, memory: 7063, top1_acc: 0.6750, top5_acc: 0.8812, loss_cls: 1.2604, loss: 1.2604, grad_norm: 6.8942 2021-02-03 20:14:39,698 - mmaction - INFO - Epoch [26][540/1345] lr: 1.000e-03, eta: 4:52:36, time: 0.518, data_time: 0.001, memory: 7063, top1_acc: 0.6656, top5_acc: 0.8703, loss_cls: 1.2707, loss: 1.2707, grad_norm: 7.0210 2021-02-03 20:14:50,009 - mmaction - INFO - Epoch [26][560/1345] lr: 1.000e-03, eta: 4:52:25, time: 0.515, data_time: 0.000, memory: 7063, top1_acc: 0.6562, top5_acc: 0.8656, loss_cls: 1.3522, loss: 1.3522, grad_norm: 7.1708 2021-02-03 20:15:00,455 - mmaction - INFO - Epoch [26][580/1345] lr: 1.000e-03, eta: 4:52:15, time: 0.522, data_time: 0.000, memory: 7063, top1_acc: 0.6758, top5_acc: 0.8984, loss_cls: 1.1912, loss: 1.1912, grad_norm: 6.9331 2021-02-03 20:15:10,811 - mmaction - INFO - Epoch [26][600/1345] lr: 1.000e-03, eta: 4:52:04, time: 0.518, data_time: 0.000, memory: 7063, top1_acc: 0.6742, top5_acc: 0.8719, loss_cls: 1.2849, loss: 1.2849, grad_norm: 7.0360 2021-02-03 20:15:21,171 - mmaction - INFO - Epoch [26][620/1345] lr: 1.000e-03, eta: 4:51:53, time: 0.518, data_time: 0.001, memory: 7063, top1_acc: 0.6766, top5_acc: 0.8727, loss_cls: 1.2498, loss: 1.2498, grad_norm: 6.9185 2021-02-03 20:15:31,498 - mmaction - INFO - Epoch [26][640/1345] lr: 1.000e-03, eta: 4:51:42, time: 0.516, data_time: 0.000, memory: 7063, top1_acc: 0.6695, top5_acc: 0.8820, loss_cls: 1.2610, loss: 1.2610, grad_norm: 6.9253 2021-02-03 20:15:41,795 - mmaction - INFO - Epoch [26][660/1345] lr: 1.000e-03, eta: 4:51:31, time: 0.514, data_time: 0.000, memory: 7063, top1_acc: 0.6813, top5_acc: 0.8789, loss_cls: 1.2926, loss: 1.2926, grad_norm: 7.1126 2021-02-03 20:15:52,112 - mmaction - INFO - Epoch [26][680/1345] lr: 1.000e-03, eta: 4:51:20, time: 0.516, data_time: 0.001, memory: 7063, top1_acc: 0.6703, top5_acc: 0.8695, loss_cls: 1.2969, loss: 1.2969, grad_norm: 7.2208 2021-02-03 20:16:02,403 - mmaction - INFO - Epoch [26][700/1345] lr: 1.000e-03, eta: 4:51:09, time: 0.514, data_time: 0.000, memory: 7063, top1_acc: 0.6687, top5_acc: 0.8719, loss_cls: 1.3021, loss: 1.3021, grad_norm: 7.2582 2021-02-03 20:16:12,773 - mmaction - INFO - Epoch [26][720/1345] lr: 1.000e-03, eta: 4:50:59, time: 0.519, data_time: 0.001, memory: 7063, top1_acc: 0.6562, top5_acc: 0.8641, loss_cls: 1.3071, loss: 1.3071, grad_norm: 7.0589 2021-02-03 20:16:23,058 - mmaction - INFO - Epoch [26][740/1345] lr: 1.000e-03, eta: 4:50:48, time: 0.514, data_time: 0.000, memory: 7063, top1_acc: 0.6734, top5_acc: 0.8859, loss_cls: 1.2221, loss: 1.2221, grad_norm: 6.9073 2021-02-03 20:16:33,421 - mmaction - INFO - Epoch [26][760/1345] lr: 1.000e-03, eta: 4:50:37, time: 0.518, data_time: 0.001, memory: 7063, top1_acc: 0.6797, top5_acc: 0.8773, loss_cls: 1.2342, loss: 1.2342, grad_norm: 6.9645 2021-02-03 20:16:43,796 - mmaction - INFO - Epoch [26][780/1345] lr: 1.000e-03, eta: 4:50:26, time: 0.519, data_time: 0.001, memory: 7063, top1_acc: 0.6609, top5_acc: 0.8812, loss_cls: 1.2964, loss: 1.2964, grad_norm: 7.3346 2021-02-03 20:16:54,129 - mmaction - INFO - Epoch [26][800/1345] lr: 1.000e-03, eta: 4:50:15, time: 0.517, data_time: 0.000, memory: 7063, top1_acc: 0.6789, top5_acc: 0.8695, loss_cls: 1.2596, loss: 1.2596, grad_norm: 6.9984 2021-02-03 20:17:04,504 - mmaction - INFO - Epoch [26][820/1345] lr: 1.000e-03, eta: 4:50:04, time: 0.519, data_time: 0.000, memory: 7063, top1_acc: 0.6687, top5_acc: 0.8898, loss_cls: 1.2521, loss: 1.2521, grad_norm: 7.3988 2021-02-03 20:17:14,816 - mmaction - INFO - Epoch [26][840/1345] lr: 1.000e-03, eta: 4:49:53, time: 0.515, data_time: 0.000, memory: 7063, top1_acc: 0.6828, top5_acc: 0.8898, loss_cls: 1.2430, loss: 1.2430, grad_norm: 6.9318 2021-02-03 20:17:25,266 - mmaction - INFO - Epoch [26][860/1345] lr: 1.000e-03, eta: 4:49:43, time: 0.523, data_time: 0.001, memory: 7063, top1_acc: 0.6961, top5_acc: 0.8852, loss_cls: 1.1963, loss: 1.1963, grad_norm: 6.7656 2021-02-03 20:17:35,630 - mmaction - INFO - Epoch [26][880/1345] lr: 1.000e-03, eta: 4:49:32, time: 0.518, data_time: 0.001, memory: 7063, top1_acc: 0.6633, top5_acc: 0.8719, loss_cls: 1.2911, loss: 1.2911, grad_norm: 7.2094 2021-02-03 20:17:46,062 - mmaction - INFO - Epoch [26][900/1345] lr: 1.000e-03, eta: 4:49:21, time: 0.521, data_time: 0.000, memory: 7063, top1_acc: 0.6695, top5_acc: 0.8742, loss_cls: 1.2796, loss: 1.2796, grad_norm: 7.3263 2021-02-03 20:17:56,312 - mmaction - INFO - Epoch [26][920/1345] lr: 1.000e-03, eta: 4:49:10, time: 0.513, data_time: 0.001, memory: 7063, top1_acc: 0.6805, top5_acc: 0.8758, loss_cls: 1.2755, loss: 1.2755, grad_norm: 7.1375 2021-02-03 20:18:06,695 - mmaction - INFO - Epoch [26][940/1345] lr: 1.000e-03, eta: 4:48:59, time: 0.519, data_time: 0.000, memory: 7063, top1_acc: 0.6875, top5_acc: 0.8859, loss_cls: 1.2431, loss: 1.2431, grad_norm: 7.2459 2021-02-03 20:18:16,933 - mmaction - INFO - Epoch [26][960/1345] lr: 1.000e-03, eta: 4:48:48, time: 0.512, data_time: 0.000, memory: 7063, top1_acc: 0.6531, top5_acc: 0.8719, loss_cls: 1.3135, loss: 1.3135, grad_norm: 7.2501 2021-02-03 20:18:27,176 - mmaction - INFO - Epoch [26][980/1345] lr: 1.000e-03, eta: 4:48:37, time: 0.512, data_time: 0.000, memory: 7063, top1_acc: 0.6953, top5_acc: 0.8875, loss_cls: 1.2157, loss: 1.2157, grad_norm: 7.0559 2021-02-03 20:18:37,494 - mmaction - INFO - Epoch [26][1000/1345] lr: 1.000e-03, eta: 4:48:26, time: 0.516, data_time: 0.000, memory: 7063, top1_acc: 0.6852, top5_acc: 0.8734, loss_cls: 1.2343, loss: 1.2343, grad_norm: 6.9973 2021-02-03 20:18:47,832 - mmaction - INFO - Epoch [26][1020/1345] lr: 1.000e-03, eta: 4:48:15, time: 0.517, data_time: 0.000, memory: 7063, top1_acc: 0.6719, top5_acc: 0.8719, loss_cls: 1.3013, loss: 1.3013, grad_norm: 7.0791 2021-02-03 20:18:58,329 - mmaction - INFO - Epoch [26][1040/1345] lr: 1.000e-03, eta: 4:48:05, time: 0.525, data_time: 0.000, memory: 7063, top1_acc: 0.6867, top5_acc: 0.8953, loss_cls: 1.1814, loss: 1.1814, grad_norm: 6.8549 2021-02-03 20:19:08,666 - mmaction - INFO - Epoch [26][1060/1345] lr: 1.000e-03, eta: 4:47:54, time: 0.517, data_time: 0.001, memory: 7063, top1_acc: 0.6789, top5_acc: 0.8898, loss_cls: 1.2201, loss: 1.2201, grad_norm: 6.9774 2021-02-03 20:19:18,917 - mmaction - INFO - Epoch [26][1080/1345] lr: 1.000e-03, eta: 4:47:43, time: 0.513, data_time: 0.001, memory: 7063, top1_acc: 0.6914, top5_acc: 0.8781, loss_cls: 1.2131, loss: 1.2131, grad_norm: 6.9181 2021-02-03 20:19:29,157 - mmaction - INFO - Epoch [26][1100/1345] lr: 1.000e-03, eta: 4:47:32, time: 0.512, data_time: 0.000, memory: 7063, top1_acc: 0.7188, top5_acc: 0.9016, loss_cls: 1.1124, loss: 1.1124, grad_norm: 6.7643 2021-02-03 20:19:39,506 - mmaction - INFO - Epoch [26][1120/1345] lr: 1.000e-03, eta: 4:47:21, time: 0.517, data_time: 0.000, memory: 7063, top1_acc: 0.6867, top5_acc: 0.8859, loss_cls: 1.1733, loss: 1.1733, grad_norm: 7.0283 2021-02-03 20:19:49,920 - mmaction - INFO - Epoch [26][1140/1345] lr: 1.000e-03, eta: 4:47:10, time: 0.521, data_time: 0.001, memory: 7063, top1_acc: 0.6844, top5_acc: 0.8906, loss_cls: 1.2095, loss: 1.2095, grad_norm: 7.0462 2021-02-03 20:20:00,255 - mmaction - INFO - Epoch [26][1160/1345] lr: 1.000e-03, eta: 4:47:00, time: 0.517, data_time: 0.001, memory: 7063, top1_acc: 0.6742, top5_acc: 0.8695, loss_cls: 1.2783, loss: 1.2783, grad_norm: 7.2382 2021-02-03 20:20:10,612 - mmaction - INFO - Epoch [26][1180/1345] lr: 1.000e-03, eta: 4:46:49, time: 0.518, data_time: 0.000, memory: 7063, top1_acc: 0.6750, top5_acc: 0.8906, loss_cls: 1.2058, loss: 1.2058, grad_norm: 7.0478 2021-02-03 20:20:20,912 - mmaction - INFO - Epoch [26][1200/1345] lr: 1.000e-03, eta: 4:46:38, time: 0.515, data_time: 0.001, memory: 7063, top1_acc: 0.6648, top5_acc: 0.8703, loss_cls: 1.3081, loss: 1.3081, grad_norm: 7.2722 2021-02-03 20:20:31,197 - mmaction - INFO - Epoch [26][1220/1345] lr: 1.000e-03, eta: 4:46:27, time: 0.514, data_time: 0.001, memory: 7063, top1_acc: 0.6789, top5_acc: 0.8883, loss_cls: 1.2312, loss: 1.2312, grad_norm: 6.9536 2021-02-03 20:20:41,431 - mmaction - INFO - Epoch [26][1240/1345] lr: 1.000e-03, eta: 4:46:16, time: 0.511, data_time: 0.000, memory: 7063, top1_acc: 0.6859, top5_acc: 0.8852, loss_cls: 1.2201, loss: 1.2201, grad_norm: 6.9730 2021-02-03 20:20:51,850 - mmaction - INFO - Epoch [26][1260/1345] lr: 1.000e-03, eta: 4:46:05, time: 0.521, data_time: 0.001, memory: 7063, top1_acc: 0.6633, top5_acc: 0.8672, loss_cls: 1.2902, loss: 1.2902, grad_norm: 7.2756 2021-02-03 20:21:02,115 - mmaction - INFO - Epoch [26][1280/1345] lr: 1.000e-03, eta: 4:45:54, time: 0.513, data_time: 0.000, memory: 7063, top1_acc: 0.6883, top5_acc: 0.8750, loss_cls: 1.2252, loss: 1.2252, grad_norm: 7.2340 2021-02-03 20:21:12,412 - mmaction - INFO - Epoch [26][1300/1345] lr: 1.000e-03, eta: 4:45:43, time: 0.515, data_time: 0.000, memory: 7063, top1_acc: 0.6906, top5_acc: 0.8930, loss_cls: 1.2219, loss: 1.2219, grad_norm: 7.2406 2021-02-03 20:21:22,853 - mmaction - INFO - Epoch [26][1320/1345] lr: 1.000e-03, eta: 4:45:33, time: 0.522, data_time: 0.000, memory: 7063, top1_acc: 0.6797, top5_acc: 0.8812, loss_cls: 1.2424, loss: 1.2424, grad_norm: 7.0999 2021-02-03 20:21:33,148 - mmaction - INFO - Epoch [26][1340/1345] lr: 1.000e-03, eta: 4:45:22, time: 0.515, data_time: 0.000, memory: 7063, top1_acc: 0.6523, top5_acc: 0.8719, loss_cls: 1.2985, loss: 1.2985, grad_norm: 7.3842 2021-02-03 20:21:35,921 - mmaction - INFO - Saving checkpoint at 26 epochs 2021-02-03 20:22:16,554 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-02-03 20:22:16,748 - mmaction - INFO - top1_acc 0.4402 top5_acc 0.7386 2021-02-03 20:22:16,749 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-02-03 20:22:16,762 - mmaction - INFO - mean_acc 0.3997 2021-02-03 20:22:16,767 - mmaction - INFO - Epoch(val) [26][1345] top1_acc: 0.4402, top5_acc: 0.7386, mean_class_accuracy: 0.3997 2021-02-03 20:22:55,723 - mmaction - INFO - Epoch [27][20/1345] lr: 1.000e-03, eta: 4:45:32, time: 1.936, data_time: 1.381, memory: 7063, top1_acc: 0.6914, top5_acc: 0.8812, loss_cls: 1.1765, loss: 1.1765, grad_norm: 6.5729 2021-02-03 20:23:05,974 - mmaction - INFO - Epoch [27][40/1345] lr: 1.000e-03, eta: 4:45:21, time: 0.513, data_time: 0.004, memory: 7063, top1_acc: 0.6852, top5_acc: 0.8922, loss_cls: 1.2116, loss: 1.2116, grad_norm: 7.1051 2021-02-03 20:23:16,216 - mmaction - INFO - Epoch [27][60/1345] lr: 1.000e-03, eta: 4:45:10, time: 0.512, data_time: 0.001, memory: 7063, top1_acc: 0.6828, top5_acc: 0.8898, loss_cls: 1.2062, loss: 1.2062, grad_norm: 7.0481 2021-02-03 20:23:26,524 - mmaction - INFO - Epoch [27][80/1345] lr: 1.000e-03, eta: 4:44:59, time: 0.515, data_time: 0.001, memory: 7063, top1_acc: 0.6859, top5_acc: 0.8883, loss_cls: 1.1981, loss: 1.1981, grad_norm: 6.8298 2021-02-03 20:23:36,856 - mmaction - INFO - Epoch [27][100/1345] lr: 1.000e-03, eta: 4:44:48, time: 0.517, data_time: 0.001, memory: 7063, top1_acc: 0.6922, top5_acc: 0.8922, loss_cls: 1.1745, loss: 1.1745, grad_norm: 6.8006 2021-02-03 20:23:47,102 - mmaction - INFO - Epoch [27][120/1345] lr: 1.000e-03, eta: 4:44:37, time: 0.512, data_time: 0.000, memory: 7063, top1_acc: 0.6813, top5_acc: 0.8797, loss_cls: 1.2548, loss: 1.2548, grad_norm: 7.1284 2021-02-03 20:23:57,342 - mmaction - INFO - Epoch [27][140/1345] lr: 1.000e-03, eta: 4:44:26, time: 0.512, data_time: 0.001, memory: 7063, top1_acc: 0.6820, top5_acc: 0.8812, loss_cls: 1.2145, loss: 1.2145, grad_norm: 6.9098 2021-02-03 20:24:07,726 - mmaction - INFO - Epoch [27][160/1345] lr: 1.000e-03, eta: 4:44:15, time: 0.519, data_time: 0.001, memory: 7063, top1_acc: 0.7031, top5_acc: 0.8891, loss_cls: 1.1971, loss: 1.1971, grad_norm: 6.8902 2021-02-03 20:24:18,100 - mmaction - INFO - Epoch [27][180/1345] lr: 1.000e-03, eta: 4:44:05, time: 0.519, data_time: 0.001, memory: 7063, top1_acc: 0.6914, top5_acc: 0.8922, loss_cls: 1.2043, loss: 1.2043, grad_norm: 6.9651 2021-02-03 20:24:28,480 - mmaction - INFO - Epoch [27][200/1345] lr: 1.000e-03, eta: 4:43:54, time: 0.519, data_time: 0.000, memory: 7063, top1_acc: 0.6820, top5_acc: 0.8797, loss_cls: 1.2534, loss: 1.2534, grad_norm: 7.2218 2021-02-03 20:24:38,704 - mmaction - INFO - Epoch [27][220/1345] lr: 1.000e-03, eta: 4:43:43, time: 0.511, data_time: 0.001, memory: 7063, top1_acc: 0.6937, top5_acc: 0.8922, loss_cls: 1.1922, loss: 1.1922, grad_norm: 6.9929 2021-02-03 20:24:49,063 - mmaction - INFO - Epoch [27][240/1345] lr: 1.000e-03, eta: 4:43:32, time: 0.518, data_time: 0.000, memory: 7063, top1_acc: 0.6805, top5_acc: 0.8883, loss_cls: 1.2095, loss: 1.2095, grad_norm: 7.0661 2021-02-03 20:24:59,373 - mmaction - INFO - Epoch [27][260/1345] lr: 1.000e-03, eta: 4:43:21, time: 0.515, data_time: 0.000, memory: 7063, top1_acc: 0.6875, top5_acc: 0.8773, loss_cls: 1.2343, loss: 1.2343, grad_norm: 6.9746 2021-02-03 20:25:09,730 - mmaction - INFO - Epoch [27][280/1345] lr: 1.000e-03, eta: 4:43:10, time: 0.518, data_time: 0.001, memory: 7063, top1_acc: 0.6906, top5_acc: 0.8961, loss_cls: 1.1536, loss: 1.1536, grad_norm: 6.9614 2021-02-03 20:25:19,994 - mmaction - INFO - Epoch [27][300/1345] lr: 1.000e-03, eta: 4:42:59, time: 0.513, data_time: 0.000, memory: 7063, top1_acc: 0.7133, top5_acc: 0.8961, loss_cls: 1.1046, loss: 1.1046, grad_norm: 6.6495 2021-02-03 20:25:30,361 - mmaction - INFO - Epoch [27][320/1345] lr: 1.000e-03, eta: 4:42:48, time: 0.518, data_time: 0.000, memory: 7063, top1_acc: 0.6797, top5_acc: 0.8789, loss_cls: 1.2425, loss: 1.2425, grad_norm: 7.1183 2021-02-03 20:25:40,688 - mmaction - INFO - Epoch [27][340/1345] lr: 1.000e-03, eta: 4:42:37, time: 0.516, data_time: 0.001, memory: 7063, top1_acc: 0.6797, top5_acc: 0.8836, loss_cls: 1.2133, loss: 1.2133, grad_norm: 7.1138 2021-02-03 20:25:51,113 - mmaction - INFO - Epoch [27][360/1345] lr: 1.000e-03, eta: 4:42:27, time: 0.521, data_time: 0.001, memory: 7063, top1_acc: 0.6867, top5_acc: 0.8891, loss_cls: 1.1815, loss: 1.1815, grad_norm: 7.0063 2021-02-03 20:26:01,423 - mmaction - INFO - Epoch [27][380/1345] lr: 1.000e-03, eta: 4:42:16, time: 0.515, data_time: 0.001, memory: 7063, top1_acc: 0.6883, top5_acc: 0.8852, loss_cls: 1.1877, loss: 1.1877, grad_norm: 7.0295 2021-02-03 20:26:11,740 - mmaction - INFO - Epoch [27][400/1345] lr: 1.000e-03, eta: 4:42:05, time: 0.516, data_time: 0.001, memory: 7063, top1_acc: 0.6945, top5_acc: 0.8891, loss_cls: 1.1722, loss: 1.1722, grad_norm: 7.0436 2021-02-03 20:26:22,087 - mmaction - INFO - Epoch [27][420/1345] lr: 1.000e-03, eta: 4:41:54, time: 0.517, data_time: 0.000, memory: 7063, top1_acc: 0.6687, top5_acc: 0.8812, loss_cls: 1.2570, loss: 1.2570, grad_norm: 7.1992 2021-02-03 20:26:32,332 - mmaction - INFO - Epoch [27][440/1345] lr: 1.000e-03, eta: 4:41:43, time: 0.512, data_time: 0.001, memory: 7063, top1_acc: 0.6742, top5_acc: 0.8812, loss_cls: 1.2459, loss: 1.2459, grad_norm: 7.3579 2021-02-03 20:26:42,627 - mmaction - INFO - Epoch [27][460/1345] lr: 1.000e-03, eta: 4:41:32, time: 0.515, data_time: 0.000, memory: 7063, top1_acc: 0.6656, top5_acc: 0.8680, loss_cls: 1.2882, loss: 1.2882, grad_norm: 7.2982 2021-02-03 20:26:53,219 - mmaction - INFO - Epoch [27][480/1345] lr: 1.000e-03, eta: 4:41:21, time: 0.529, data_time: 0.011, memory: 7063, top1_acc: 0.7016, top5_acc: 0.8844, loss_cls: 1.1739, loss: 1.1739, grad_norm: 7.0374 2021-02-03 20:27:03,671 - mmaction - INFO - Epoch [27][500/1345] lr: 1.000e-03, eta: 4:41:11, time: 0.523, data_time: 0.001, memory: 7063, top1_acc: 0.6742, top5_acc: 0.8836, loss_cls: 1.2191, loss: 1.2191, grad_norm: 6.9778 2021-02-03 20:27:14,034 - mmaction - INFO - Epoch [27][520/1345] lr: 1.000e-03, eta: 4:41:00, time: 0.518, data_time: 0.001, memory: 7063, top1_acc: 0.6562, top5_acc: 0.8695, loss_cls: 1.3008, loss: 1.3008, grad_norm: 7.3025 2021-02-03 20:27:24,447 - mmaction - INFO - Epoch [27][540/1345] lr: 1.000e-03, eta: 4:40:49, time: 0.521, data_time: 0.000, memory: 7063, top1_acc: 0.6805, top5_acc: 0.8914, loss_cls: 1.1886, loss: 1.1886, grad_norm: 7.0035 2021-02-03 20:27:34,745 - mmaction - INFO - Epoch [27][560/1345] lr: 1.000e-03, eta: 4:40:38, time: 0.515, data_time: 0.000, memory: 7063, top1_acc: 0.6594, top5_acc: 0.8820, loss_cls: 1.2666, loss: 1.2666, grad_norm: 7.5431 2021-02-03 20:27:45,089 - mmaction - INFO - Epoch [27][580/1345] lr: 1.000e-03, eta: 4:40:27, time: 0.517, data_time: 0.000, memory: 7063, top1_acc: 0.7008, top5_acc: 0.8875, loss_cls: 1.1654, loss: 1.1654, grad_norm: 6.9612 2021-02-03 20:27:55,396 - mmaction - INFO - Epoch [27][600/1345] lr: 1.000e-03, eta: 4:40:16, time: 0.516, data_time: 0.001, memory: 7063, top1_acc: 0.6766, top5_acc: 0.8820, loss_cls: 1.2228, loss: 1.2228, grad_norm: 7.2352 2021-02-03 20:28:05,798 - mmaction - INFO - Epoch [27][620/1345] lr: 1.000e-03, eta: 4:40:06, time: 0.520, data_time: 0.000, memory: 7063, top1_acc: 0.6875, top5_acc: 0.8719, loss_cls: 1.2121, loss: 1.2121, grad_norm: 7.4135 2021-02-03 20:28:16,123 - mmaction - INFO - Epoch [27][640/1345] lr: 1.000e-03, eta: 4:39:55, time: 0.516, data_time: 0.000, memory: 7063, top1_acc: 0.6656, top5_acc: 0.8695, loss_cls: 1.3053, loss: 1.3053, grad_norm: 7.3568 2021-02-03 20:28:26,388 - mmaction - INFO - Epoch [27][660/1345] lr: 1.000e-03, eta: 4:39:44, time: 0.513, data_time: 0.000, memory: 7063, top1_acc: 0.6984, top5_acc: 0.8898, loss_cls: 1.1667, loss: 1.1667, grad_norm: 7.0695 2021-02-03 20:28:36,822 - mmaction - INFO - Epoch [27][680/1345] lr: 1.000e-03, eta: 4:39:33, time: 0.522, data_time: 0.001, memory: 7063, top1_acc: 0.6445, top5_acc: 0.8664, loss_cls: 1.3647, loss: 1.3647, grad_norm: 7.2787 2021-02-03 20:28:47,115 - mmaction - INFO - Epoch [27][700/1345] lr: 1.000e-03, eta: 4:39:22, time: 0.515, data_time: 0.000, memory: 7063, top1_acc: 0.6852, top5_acc: 0.8938, loss_cls: 1.1960, loss: 1.1960, grad_norm: 6.9240 2021-02-03 20:28:57,491 - mmaction - INFO - Epoch [27][720/1345] lr: 1.000e-03, eta: 4:39:11, time: 0.519, data_time: 0.000, memory: 7063, top1_acc: 0.6867, top5_acc: 0.8781, loss_cls: 1.2310, loss: 1.2310, grad_norm: 7.1545 2021-02-03 20:29:07,841 - mmaction - INFO - Epoch [27][740/1345] lr: 1.000e-03, eta: 4:39:00, time: 0.518, data_time: 0.000, memory: 7063, top1_acc: 0.7008, top5_acc: 0.9055, loss_cls: 1.1604, loss: 1.1604, grad_norm: 7.0647 2021-02-03 20:29:18,127 - mmaction - INFO - Epoch [27][760/1345] lr: 1.000e-03, eta: 4:38:50, time: 0.514, data_time: 0.001, memory: 7063, top1_acc: 0.7000, top5_acc: 0.8836, loss_cls: 1.1912, loss: 1.1912, grad_norm: 6.9095 2021-02-03 20:29:28,574 - mmaction - INFO - Epoch [27][780/1345] lr: 1.000e-03, eta: 4:38:39, time: 0.523, data_time: 0.001, memory: 7063, top1_acc: 0.7055, top5_acc: 0.8961, loss_cls: 1.1660, loss: 1.1660, grad_norm: 7.0864 2021-02-03 20:29:38,921 - mmaction - INFO - Epoch [27][800/1345] lr: 1.000e-03, eta: 4:38:28, time: 0.517, data_time: 0.000, memory: 7063, top1_acc: 0.6977, top5_acc: 0.8883, loss_cls: 1.1341, loss: 1.1341, grad_norm: 6.7606 2021-02-03 20:29:49,309 - mmaction - INFO - Epoch [27][820/1345] lr: 1.000e-03, eta: 4:38:17, time: 0.519, data_time: 0.001, memory: 7063, top1_acc: 0.6766, top5_acc: 0.8750, loss_cls: 1.2345, loss: 1.2345, grad_norm: 7.2884 2021-02-03 20:29:59,649 - mmaction - INFO - Epoch [27][840/1345] lr: 1.000e-03, eta: 4:38:06, time: 0.517, data_time: 0.001, memory: 7063, top1_acc: 0.6805, top5_acc: 0.8930, loss_cls: 1.1848, loss: 1.1848, grad_norm: 7.3832 2021-02-03 20:30:10,087 - mmaction - INFO - Epoch [27][860/1345] lr: 1.000e-03, eta: 4:37:55, time: 0.522, data_time: 0.001, memory: 7063, top1_acc: 0.6984, top5_acc: 0.8969, loss_cls: 1.2187, loss: 1.2187, grad_norm: 7.4076 2021-02-03 20:30:20,376 - mmaction - INFO - Epoch [27][880/1345] lr: 1.000e-03, eta: 4:37:45, time: 0.514, data_time: 0.001, memory: 7063, top1_acc: 0.6711, top5_acc: 0.8766, loss_cls: 1.2848, loss: 1.2848, grad_norm: 7.7529 2021-02-03 20:30:30,783 - mmaction - INFO - Epoch [27][900/1345] lr: 1.000e-03, eta: 4:37:34, time: 0.520, data_time: 0.000, memory: 7063, top1_acc: 0.6531, top5_acc: 0.8664, loss_cls: 1.3197, loss: 1.3197, grad_norm: 7.5715 2021-02-03 20:30:41,123 - mmaction - INFO - Epoch [27][920/1345] lr: 1.000e-03, eta: 4:37:23, time: 0.517, data_time: 0.000, memory: 7063, top1_acc: 0.6617, top5_acc: 0.8719, loss_cls: 1.3008, loss: 1.3008, grad_norm: 7.5095 2021-02-03 20:30:51,470 - mmaction - INFO - Epoch [27][940/1345] lr: 1.000e-03, eta: 4:37:12, time: 0.517, data_time: 0.001, memory: 7063, top1_acc: 0.7016, top5_acc: 0.8945, loss_cls: 1.1883, loss: 1.1883, grad_norm: 6.9002 2021-02-03 20:31:01,813 - mmaction - INFO - Epoch [27][960/1345] lr: 1.000e-03, eta: 4:37:01, time: 0.518, data_time: 0.001, memory: 7063, top1_acc: 0.6852, top5_acc: 0.8891, loss_cls: 1.2125, loss: 1.2125, grad_norm: 7.0576 2021-02-03 20:31:12,115 - mmaction - INFO - Epoch [27][980/1345] lr: 1.000e-03, eta: 4:36:50, time: 0.515, data_time: 0.001, memory: 7063, top1_acc: 0.6773, top5_acc: 0.8648, loss_cls: 1.3031, loss: 1.3031, grad_norm: 7.3747 2021-02-03 20:31:22,519 - mmaction - INFO - Epoch [27][1000/1345] lr: 1.000e-03, eta: 4:36:40, time: 0.520, data_time: 0.000, memory: 7063, top1_acc: 0.6687, top5_acc: 0.8789, loss_cls: 1.2607, loss: 1.2607, grad_norm: 7.4366 2021-02-03 20:31:32,927 - mmaction - INFO - Epoch [27][1020/1345] lr: 1.000e-03, eta: 4:36:29, time: 0.520, data_time: 0.000, memory: 7063, top1_acc: 0.6945, top5_acc: 0.8977, loss_cls: 1.1726, loss: 1.1726, grad_norm: 7.1454 2021-02-03 20:31:43,295 - mmaction - INFO - Epoch [27][1040/1345] lr: 1.000e-03, eta: 4:36:18, time: 0.518, data_time: 0.000, memory: 7063, top1_acc: 0.6984, top5_acc: 0.8867, loss_cls: 1.2067, loss: 1.2067, grad_norm: 7.1491 2021-02-03 20:31:53,603 - mmaction - INFO - Epoch [27][1060/1345] lr: 1.000e-03, eta: 4:36:07, time: 0.515, data_time: 0.000, memory: 7063, top1_acc: 0.6727, top5_acc: 0.8695, loss_cls: 1.2710, loss: 1.2710, grad_norm: 7.3093 2021-02-03 20:32:03,829 - mmaction - INFO - Epoch [27][1080/1345] lr: 1.000e-03, eta: 4:35:56, time: 0.511, data_time: 0.001, memory: 7063, top1_acc: 0.6867, top5_acc: 0.8797, loss_cls: 1.2132, loss: 1.2132, grad_norm: 7.1679 2021-02-03 20:32:14,137 - mmaction - INFO - Epoch [27][1100/1345] lr: 1.000e-03, eta: 4:35:45, time: 0.515, data_time: 0.000, memory: 7063, top1_acc: 0.6906, top5_acc: 0.8805, loss_cls: 1.1719, loss: 1.1719, grad_norm: 7.1106 2021-02-03 20:32:24,420 - mmaction - INFO - Epoch [27][1120/1345] lr: 1.000e-03, eta: 4:35:34, time: 0.514, data_time: 0.001, memory: 7063, top1_acc: 0.6867, top5_acc: 0.8750, loss_cls: 1.2516, loss: 1.2516, grad_norm: 7.3001 2021-02-03 20:32:34,720 - mmaction - INFO - Epoch [27][1140/1345] lr: 1.000e-03, eta: 4:35:23, time: 0.515, data_time: 0.001, memory: 7063, top1_acc: 0.6805, top5_acc: 0.8938, loss_cls: 1.1877, loss: 1.1877, grad_norm: 7.3348 2021-02-03 20:32:45,114 - mmaction - INFO - Epoch [27][1160/1345] lr: 1.000e-03, eta: 4:35:13, time: 0.520, data_time: 0.001, memory: 7063, top1_acc: 0.6586, top5_acc: 0.8766, loss_cls: 1.3044, loss: 1.3044, grad_norm: 7.4676 2021-02-03 20:32:55,345 - mmaction - INFO - Epoch [27][1180/1345] lr: 1.000e-03, eta: 4:35:02, time: 0.511, data_time: 0.000, memory: 7063, top1_acc: 0.6727, top5_acc: 0.8789, loss_cls: 1.2339, loss: 1.2339, grad_norm: 7.2090 2021-02-03 20:33:05,575 - mmaction - INFO - Epoch [27][1200/1345] lr: 1.000e-03, eta: 4:34:51, time: 0.512, data_time: 0.001, memory: 7063, top1_acc: 0.6727, top5_acc: 0.8742, loss_cls: 1.2773, loss: 1.2773, grad_norm: 7.4872 2021-02-03 20:33:15,908 - mmaction - INFO - Epoch [27][1220/1345] lr: 1.000e-03, eta: 4:34:40, time: 0.516, data_time: 0.001, memory: 7063, top1_acc: 0.6703, top5_acc: 0.8836, loss_cls: 1.2365, loss: 1.2365, grad_norm: 7.5624 2021-02-03 20:33:26,157 - mmaction - INFO - Epoch [27][1240/1345] lr: 1.000e-03, eta: 4:34:29, time: 0.513, data_time: 0.001, memory: 7063, top1_acc: 0.6711, top5_acc: 0.8758, loss_cls: 1.2645, loss: 1.2645, grad_norm: 7.4696 2021-02-03 20:33:36,447 - mmaction - INFO - Epoch [27][1260/1345] lr: 1.000e-03, eta: 4:34:18, time: 0.514, data_time: 0.000, memory: 7063, top1_acc: 0.6742, top5_acc: 0.8742, loss_cls: 1.2467, loss: 1.2467, grad_norm: 7.6336 2021-02-03 20:33:46,750 - mmaction - INFO - Epoch [27][1280/1345] lr: 1.000e-03, eta: 4:34:07, time: 0.515, data_time: 0.001, memory: 7063, top1_acc: 0.6570, top5_acc: 0.8695, loss_cls: 1.3088, loss: 1.3088, grad_norm: 7.3648 2021-02-03 20:33:57,018 - mmaction - INFO - Epoch [27][1300/1345] lr: 1.000e-03, eta: 4:33:56, time: 0.513, data_time: 0.000, memory: 7063, top1_acc: 0.6578, top5_acc: 0.8711, loss_cls: 1.3004, loss: 1.3004, grad_norm: 7.3844 2021-02-03 20:34:07,328 - mmaction - INFO - Epoch [27][1320/1345] lr: 1.000e-03, eta: 4:33:45, time: 0.516, data_time: 0.001, memory: 7063, top1_acc: 0.6727, top5_acc: 0.8805, loss_cls: 1.2744, loss: 1.2744, grad_norm: 7.3828 2021-02-03 20:34:17,671 - mmaction - INFO - Epoch [27][1340/1345] lr: 1.000e-03, eta: 4:33:35, time: 0.517, data_time: 0.000, memory: 7063, top1_acc: 0.6781, top5_acc: 0.8812, loss_cls: 1.2739, loss: 1.2739, grad_norm: 7.2682 2021-02-03 20:34:20,636 - mmaction - INFO - Saving checkpoint at 27 epochs 2021-02-03 20:34:48,887 - mmaction - INFO - Epoch [28][20/1345] lr: 1.000e-03, eta: 4:33:32, time: 1.304, data_time: 0.774, memory: 7063, top1_acc: 0.6891, top5_acc: 0.8914, loss_cls: 1.1642, loss: 1.1642, grad_norm: 7.1655 2021-02-03 20:35:03,980 - mmaction - INFO - Epoch [28][40/1345] lr: 1.000e-03, eta: 4:33:25, time: 0.755, data_time: 0.238, memory: 7063, top1_acc: 0.6883, top5_acc: 0.8906, loss_cls: 1.2005, loss: 1.2005, grad_norm: 7.1561 2021-02-03 20:35:14,204 - mmaction - INFO - Epoch [28][60/1345] lr: 1.000e-03, eta: 4:33:14, time: 0.511, data_time: 0.001, memory: 7063, top1_acc: 0.7063, top5_acc: 0.8781, loss_cls: 1.1670, loss: 1.1670, grad_norm: 7.0281 2021-02-03 20:35:24,513 - mmaction - INFO - Epoch [28][80/1345] lr: 1.000e-03, eta: 4:33:04, time: 0.515, data_time: 0.001, memory: 7063, top1_acc: 0.6820, top5_acc: 0.8789, loss_cls: 1.2130, loss: 1.2130, grad_norm: 7.3404 2021-02-03 20:35:34,821 - mmaction - INFO - Epoch [28][100/1345] lr: 1.000e-03, eta: 4:32:53, time: 0.516, data_time: 0.001, memory: 7063, top1_acc: 0.7141, top5_acc: 0.8969, loss_cls: 1.0984, loss: 1.0984, grad_norm: 6.8945 2021-02-03 20:35:45,144 - mmaction - INFO - Epoch [28][120/1345] lr: 1.000e-03, eta: 4:32:42, time: 0.516, data_time: 0.000, memory: 7063, top1_acc: 0.6922, top5_acc: 0.8828, loss_cls: 1.2050, loss: 1.2050, grad_norm: 7.1635 2021-02-03 20:35:55,508 - mmaction - INFO - Epoch [28][140/1345] lr: 1.000e-03, eta: 4:32:31, time: 0.518, data_time: 0.001, memory: 7063, top1_acc: 0.7008, top5_acc: 0.8883, loss_cls: 1.1681, loss: 1.1681, grad_norm: 7.1197 2021-02-03 20:36:05,822 - mmaction - INFO - Epoch [28][160/1345] lr: 1.000e-03, eta: 4:32:20, time: 0.516, data_time: 0.000, memory: 7063, top1_acc: 0.6891, top5_acc: 0.8898, loss_cls: 1.1722, loss: 1.1722, grad_norm: 6.9366 2021-02-03 20:36:16,095 - mmaction - INFO - Epoch [28][180/1345] lr: 1.000e-03, eta: 4:32:09, time: 0.514, data_time: 0.000, memory: 7063, top1_acc: 0.6719, top5_acc: 0.8727, loss_cls: 1.2853, loss: 1.2853, grad_norm: 7.4288 2021-02-03 20:36:26,406 - mmaction - INFO - Epoch [28][200/1345] lr: 1.000e-03, eta: 4:31:58, time: 0.516, data_time: 0.001, memory: 7063, top1_acc: 0.6977, top5_acc: 0.8742, loss_cls: 1.1873, loss: 1.1873, grad_norm: 7.0909 2021-02-03 20:36:36,671 - mmaction - INFO - Epoch [28][220/1345] lr: 1.000e-03, eta: 4:31:47, time: 0.513, data_time: 0.000, memory: 7063, top1_acc: 0.6625, top5_acc: 0.8883, loss_cls: 1.2071, loss: 1.2071, grad_norm: 7.2731 2021-02-03 20:36:47,105 - mmaction - INFO - Epoch [28][240/1345] lr: 1.000e-03, eta: 4:31:37, time: 0.522, data_time: 0.001, memory: 7063, top1_acc: 0.6734, top5_acc: 0.8766, loss_cls: 1.2589, loss: 1.2589, grad_norm: 7.4293 2021-02-03 20:36:57,428 - mmaction - INFO - Epoch [28][260/1345] lr: 1.000e-03, eta: 4:31:26, time: 0.516, data_time: 0.000, memory: 7063, top1_acc: 0.7086, top5_acc: 0.8969, loss_cls: 1.1377, loss: 1.1377, grad_norm: 7.1886 2021-02-03 20:37:07,850 - mmaction - INFO - Epoch [28][280/1345] lr: 1.000e-03, eta: 4:31:15, time: 0.521, data_time: 0.000, memory: 7063, top1_acc: 0.6797, top5_acc: 0.8727, loss_cls: 1.2601, loss: 1.2601, grad_norm: 7.2150 2021-02-03 20:37:18,200 - mmaction - INFO - Epoch [28][300/1345] lr: 1.000e-03, eta: 4:31:04, time: 0.518, data_time: 0.000, memory: 7063, top1_acc: 0.7008, top5_acc: 0.8984, loss_cls: 1.1464, loss: 1.1464, grad_norm: 7.0839 2021-02-03 20:37:28,460 - mmaction - INFO - Epoch [28][320/1345] lr: 1.000e-03, eta: 4:30:53, time: 0.513, data_time: 0.000, memory: 7063, top1_acc: 0.6961, top5_acc: 0.8938, loss_cls: 1.1811, loss: 1.1811, grad_norm: 7.0034 2021-02-03 20:37:38,807 - mmaction - INFO - Epoch [28][340/1345] lr: 1.000e-03, eta: 4:30:42, time: 0.517, data_time: 0.000, memory: 7063, top1_acc: 0.6945, top5_acc: 0.8922, loss_cls: 1.1684, loss: 1.1684, grad_norm: 7.1863 2021-02-03 20:37:49,148 - mmaction - INFO - Epoch [28][360/1345] lr: 1.000e-03, eta: 4:30:32, time: 0.517, data_time: 0.001, memory: 7063, top1_acc: 0.6734, top5_acc: 0.8711, loss_cls: 1.2741, loss: 1.2741, grad_norm: 7.3911 2021-02-03 20:37:59,497 - mmaction - INFO - Epoch [28][380/1345] lr: 1.000e-03, eta: 4:30:21, time: 0.517, data_time: 0.000, memory: 7063, top1_acc: 0.6836, top5_acc: 0.8680, loss_cls: 1.2722, loss: 1.2722, grad_norm: 7.3068 2021-02-03 20:38:09,743 - mmaction - INFO - Epoch [28][400/1345] lr: 1.000e-03, eta: 4:30:10, time: 0.512, data_time: 0.000, memory: 7063, top1_acc: 0.6820, top5_acc: 0.8820, loss_cls: 1.2066, loss: 1.2066, grad_norm: 7.2763 2021-02-03 20:38:20,045 - mmaction - INFO - Epoch [28][420/1345] lr: 1.000e-03, eta: 4:29:59, time: 0.515, data_time: 0.001, memory: 7063, top1_acc: 0.6914, top5_acc: 0.8867, loss_cls: 1.2079, loss: 1.2079, grad_norm: 7.4174 2021-02-03 20:38:30,467 - mmaction - INFO - Epoch [28][440/1345] lr: 1.000e-03, eta: 4:29:48, time: 0.521, data_time: 0.000, memory: 7063, top1_acc: 0.6859, top5_acc: 0.8898, loss_cls: 1.1876, loss: 1.1876, grad_norm: 7.3953 2021-02-03 20:38:40,779 - mmaction - INFO - Epoch [28][460/1345] lr: 1.000e-03, eta: 4:29:37, time: 0.516, data_time: 0.001, memory: 7063, top1_acc: 0.6805, top5_acc: 0.8891, loss_cls: 1.1901, loss: 1.1901, grad_norm: 7.3824 2021-02-03 20:38:51,137 - mmaction - INFO - Epoch [28][480/1345] lr: 1.000e-03, eta: 4:29:26, time: 0.518, data_time: 0.001, memory: 7063, top1_acc: 0.6562, top5_acc: 0.8836, loss_cls: 1.2509, loss: 1.2509, grad_norm: 7.4965 2021-02-03 20:39:01,507 - mmaction - INFO - Epoch [28][500/1345] lr: 1.000e-03, eta: 4:29:16, time: 0.519, data_time: 0.000, memory: 7063, top1_acc: 0.7078, top5_acc: 0.8961, loss_cls: 1.1259, loss: 1.1259, grad_norm: 7.2871 2021-02-03 20:39:11,802 - mmaction - INFO - Epoch [28][520/1345] lr: 1.000e-03, eta: 4:29:05, time: 0.515, data_time: 0.000, memory: 7063, top1_acc: 0.6867, top5_acc: 0.8891, loss_cls: 1.2172, loss: 1.2172, grad_norm: 7.4265 2021-02-03 20:39:22,128 - mmaction - INFO - Epoch [28][540/1345] lr: 1.000e-03, eta: 4:28:54, time: 0.516, data_time: 0.000, memory: 7063, top1_acc: 0.6875, top5_acc: 0.8906, loss_cls: 1.2103, loss: 1.2103, grad_norm: 7.2634 2021-02-03 20:39:32,375 - mmaction - INFO - Epoch [28][560/1345] lr: 1.000e-03, eta: 4:28:43, time: 0.512, data_time: 0.000, memory: 7063, top1_acc: 0.6859, top5_acc: 0.8781, loss_cls: 1.2185, loss: 1.2185, grad_norm: 7.1799 2021-02-03 20:39:42,889 - mmaction - INFO - Epoch [28][580/1345] lr: 1.000e-03, eta: 4:28:32, time: 0.526, data_time: 0.001, memory: 7063, top1_acc: 0.6828, top5_acc: 0.8891, loss_cls: 1.2165, loss: 1.2165, grad_norm: 7.3034 2021-02-03 20:39:53,246 - mmaction - INFO - Epoch [28][600/1345] lr: 1.000e-03, eta: 4:28:21, time: 0.517, data_time: 0.001, memory: 7063, top1_acc: 0.7039, top5_acc: 0.8906, loss_cls: 1.1376, loss: 1.1376, grad_norm: 7.5702 2021-02-03 20:40:03,634 - mmaction - INFO - Epoch [28][620/1345] lr: 1.000e-03, eta: 4:28:11, time: 0.520, data_time: 0.001, memory: 7063, top1_acc: 0.6984, top5_acc: 0.8828, loss_cls: 1.1840, loss: 1.1840, grad_norm: 7.2682 2021-02-03 20:40:13,959 - mmaction - INFO - Epoch [28][640/1345] lr: 1.000e-03, eta: 4:28:00, time: 0.516, data_time: 0.000, memory: 7063, top1_acc: 0.6906, top5_acc: 0.8883, loss_cls: 1.2010, loss: 1.2010, grad_norm: 7.5156 2021-02-03 20:40:24,247 - mmaction - INFO - Epoch [28][660/1345] lr: 1.000e-03, eta: 4:27:49, time: 0.515, data_time: 0.001, memory: 7063, top1_acc: 0.6891, top5_acc: 0.8859, loss_cls: 1.1783, loss: 1.1783, grad_norm: 7.1705 2021-02-03 20:40:34,630 - mmaction - INFO - Epoch [28][680/1345] lr: 1.000e-03, eta: 4:27:38, time: 0.519, data_time: 0.000, memory: 7063, top1_acc: 0.6883, top5_acc: 0.8930, loss_cls: 1.1780, loss: 1.1780, grad_norm: 7.4187 2021-02-03 20:40:44,988 - mmaction - INFO - Epoch [28][700/1345] lr: 1.000e-03, eta: 4:27:27, time: 0.517, data_time: 0.000, memory: 7063, top1_acc: 0.6867, top5_acc: 0.8883, loss_cls: 1.2026, loss: 1.2026, grad_norm: 7.5906 2021-02-03 20:40:55,369 - mmaction - INFO - Epoch [28][720/1345] lr: 1.000e-03, eta: 4:27:16, time: 0.519, data_time: 0.001, memory: 7063, top1_acc: 0.6969, top5_acc: 0.8734, loss_cls: 1.2091, loss: 1.2091, grad_norm: 7.4572 2021-02-03 20:41:05,774 - mmaction - INFO - Epoch [28][740/1345] lr: 1.000e-03, eta: 4:27:06, time: 0.521, data_time: 0.001, memory: 7063, top1_acc: 0.6656, top5_acc: 0.8883, loss_cls: 1.2273, loss: 1.2273, grad_norm: 7.5148 2021-02-03 20:41:16,210 - mmaction - INFO - Epoch [28][760/1345] lr: 1.000e-03, eta: 4:26:55, time: 0.522, data_time: 0.001, memory: 7063, top1_acc: 0.6742, top5_acc: 0.8703, loss_cls: 1.2516, loss: 1.2516, grad_norm: 7.5236 2021-02-03 20:41:26,466 - mmaction - INFO - Epoch [28][780/1345] lr: 1.000e-03, eta: 4:26:44, time: 0.513, data_time: 0.000, memory: 7063, top1_acc: 0.6586, top5_acc: 0.8711, loss_cls: 1.3085, loss: 1.3085, grad_norm: 7.7907 2021-02-03 20:41:36,871 - mmaction - INFO - Epoch [28][800/1345] lr: 1.000e-03, eta: 4:26:33, time: 0.520, data_time: 0.000, memory: 7063, top1_acc: 0.6930, top5_acc: 0.9055, loss_cls: 1.1541, loss: 1.1541, grad_norm: 7.4985 2021-02-03 20:41:47,261 - mmaction - INFO - Epoch [28][820/1345] lr: 1.000e-03, eta: 4:26:22, time: 0.519, data_time: 0.000, memory: 7063, top1_acc: 0.6992, top5_acc: 0.8867, loss_cls: 1.1750, loss: 1.1750, grad_norm: 6.9983 2021-02-03 20:41:57,633 - mmaction - INFO - Epoch [28][840/1345] lr: 1.000e-03, eta: 4:26:12, time: 0.519, data_time: 0.001, memory: 7063, top1_acc: 0.6992, top5_acc: 0.8859, loss_cls: 1.1959, loss: 1.1959, grad_norm: 7.3349 2021-02-03 20:42:07,976 - mmaction - INFO - Epoch [28][860/1345] lr: 1.000e-03, eta: 4:26:01, time: 0.517, data_time: 0.002, memory: 7063, top1_acc: 0.6797, top5_acc: 0.8789, loss_cls: 1.2115, loss: 1.2115, grad_norm: 7.3721 2021-02-03 20:42:18,313 - mmaction - INFO - Epoch [28][880/1345] lr: 1.000e-03, eta: 4:25:50, time: 0.517, data_time: 0.001, memory: 7063, top1_acc: 0.6867, top5_acc: 0.8852, loss_cls: 1.2201, loss: 1.2201, grad_norm: 7.4701 2021-02-03 20:42:28,777 - mmaction - INFO - Epoch [28][900/1345] lr: 1.000e-03, eta: 4:25:39, time: 0.523, data_time: 0.001, memory: 7063, top1_acc: 0.7023, top5_acc: 0.8844, loss_cls: 1.1733, loss: 1.1733, grad_norm: 7.4233 2021-02-03 20:42:39,070 - mmaction - INFO - Epoch [28][920/1345] lr: 1.000e-03, eta: 4:25:28, time: 0.515, data_time: 0.001, memory: 7063, top1_acc: 0.6680, top5_acc: 0.8844, loss_cls: 1.1951, loss: 1.1951, grad_norm: 7.3886 2021-02-03 20:42:49,479 - mmaction - INFO - Epoch [28][940/1345] lr: 1.000e-03, eta: 4:25:17, time: 0.521, data_time: 0.001, memory: 7063, top1_acc: 0.6930, top5_acc: 0.8836, loss_cls: 1.2142, loss: 1.2142, grad_norm: 7.5514 2021-02-03 20:42:59,895 - mmaction - INFO - Epoch [28][960/1345] lr: 1.000e-03, eta: 4:25:07, time: 0.521, data_time: 0.001, memory: 7063, top1_acc: 0.6930, top5_acc: 0.9008, loss_cls: 1.1228, loss: 1.1228, grad_norm: 7.3946 2021-02-03 20:43:10,342 - mmaction - INFO - Epoch [28][980/1345] lr: 1.000e-03, eta: 4:24:56, time: 0.522, data_time: 0.000, memory: 7063, top1_acc: 0.6914, top5_acc: 0.8938, loss_cls: 1.1622, loss: 1.1622, grad_norm: 7.3826 2021-02-03 20:43:20,920 - mmaction - INFO - Epoch [28][1000/1345] lr: 1.000e-03, eta: 4:24:45, time: 0.528, data_time: 0.007, memory: 7063, top1_acc: 0.6961, top5_acc: 0.8805, loss_cls: 1.2113, loss: 1.2113, grad_norm: 7.4542 2021-02-03 20:43:31,470 - mmaction - INFO - Epoch [28][1020/1345] lr: 1.000e-03, eta: 4:24:35, time: 0.528, data_time: 0.001, memory: 7063, top1_acc: 0.6891, top5_acc: 0.8820, loss_cls: 1.2206, loss: 1.2206, grad_norm: 7.5385 2021-02-03 20:43:41,993 - mmaction - INFO - Epoch [28][1040/1345] lr: 1.000e-03, eta: 4:24:24, time: 0.526, data_time: 0.001, memory: 7063, top1_acc: 0.6820, top5_acc: 0.8797, loss_cls: 1.2479, loss: 1.2479, grad_norm: 7.5997 2021-02-03 20:43:52,277 - mmaction - INFO - Epoch [28][1060/1345] lr: 1.000e-03, eta: 4:24:13, time: 0.514, data_time: 0.001, memory: 7063, top1_acc: 0.6922, top5_acc: 0.8844, loss_cls: 1.1897, loss: 1.1897, grad_norm: 7.4756 2021-02-03 20:44:02,629 - mmaction - INFO - Epoch [28][1080/1345] lr: 1.000e-03, eta: 4:24:02, time: 0.517, data_time: 0.000, memory: 7063, top1_acc: 0.6422, top5_acc: 0.8672, loss_cls: 1.2899, loss: 1.2899, grad_norm: 7.9087 2021-02-03 20:44:12,974 - mmaction - INFO - Epoch [28][1100/1345] lr: 1.000e-03, eta: 4:23:51, time: 0.517, data_time: 0.000, memory: 7063, top1_acc: 0.6828, top5_acc: 0.8938, loss_cls: 1.1686, loss: 1.1686, grad_norm: 7.3868 2021-02-03 20:44:23,204 - mmaction - INFO - Epoch [28][1120/1345] lr: 1.000e-03, eta: 4:23:41, time: 0.512, data_time: 0.001, memory: 7063, top1_acc: 0.6977, top5_acc: 0.8812, loss_cls: 1.2128, loss: 1.2128, grad_norm: 7.4745 2021-02-03 20:44:33,568 - mmaction - INFO - Epoch [28][1140/1345] lr: 1.000e-03, eta: 4:23:30, time: 0.518, data_time: 0.000, memory: 7063, top1_acc: 0.6844, top5_acc: 0.8961, loss_cls: 1.1781, loss: 1.1781, grad_norm: 7.2671 2021-02-03 20:44:43,915 - mmaction - INFO - Epoch [28][1160/1345] lr: 1.000e-03, eta: 4:23:19, time: 0.518, data_time: 0.001, memory: 7063, top1_acc: 0.6758, top5_acc: 0.8820, loss_cls: 1.2566, loss: 1.2566, grad_norm: 7.7479 2021-02-03 20:44:54,307 - mmaction - INFO - Epoch [28][1180/1345] lr: 1.000e-03, eta: 4:23:08, time: 0.520, data_time: 0.000, memory: 7063, top1_acc: 0.6867, top5_acc: 0.8812, loss_cls: 1.2335, loss: 1.2335, grad_norm: 7.5166 2021-02-03 20:45:04,700 - mmaction - INFO - Epoch [28][1200/1345] lr: 1.000e-03, eta: 4:22:57, time: 0.520, data_time: 0.000, memory: 7063, top1_acc: 0.6992, top5_acc: 0.9000, loss_cls: 1.1375, loss: 1.1375, grad_norm: 7.3716 2021-02-03 20:45:15,168 - mmaction - INFO - Epoch [28][1220/1345] lr: 1.000e-03, eta: 4:22:47, time: 0.523, data_time: 0.000, memory: 7063, top1_acc: 0.6898, top5_acc: 0.8797, loss_cls: 1.2072, loss: 1.2072, grad_norm: 7.4182 2021-02-03 20:45:25,563 - mmaction - INFO - Epoch [28][1240/1345] lr: 1.000e-03, eta: 4:22:36, time: 0.520, data_time: 0.001, memory: 7063, top1_acc: 0.6875, top5_acc: 0.8844, loss_cls: 1.2150, loss: 1.2150, grad_norm: 7.3167 2021-02-03 20:45:35,947 - mmaction - INFO - Epoch [28][1260/1345] lr: 1.000e-03, eta: 4:22:25, time: 0.519, data_time: 0.001, memory: 7063, top1_acc: 0.6742, top5_acc: 0.8805, loss_cls: 1.2605, loss: 1.2605, grad_norm: 7.6783 2021-02-03 20:45:46,321 - mmaction - INFO - Epoch [28][1280/1345] lr: 1.000e-03, eta: 4:22:14, time: 0.519, data_time: 0.001, memory: 7063, top1_acc: 0.6898, top5_acc: 0.8836, loss_cls: 1.2169, loss: 1.2169, grad_norm: 7.6070 2021-02-03 20:45:56,622 - mmaction - INFO - Epoch [28][1300/1345] lr: 1.000e-03, eta: 4:22:03, time: 0.515, data_time: 0.001, memory: 7063, top1_acc: 0.6914, top5_acc: 0.8914, loss_cls: 1.1879, loss: 1.1879, grad_norm: 7.3233 2021-02-03 20:46:06,959 - mmaction - INFO - Epoch [28][1320/1345] lr: 1.000e-03, eta: 4:21:53, time: 0.517, data_time: 0.000, memory: 7063, top1_acc: 0.6797, top5_acc: 0.8922, loss_cls: 1.1947, loss: 1.1947, grad_norm: 7.5413 2021-02-03 20:46:17,349 - mmaction - INFO - Epoch [28][1340/1345] lr: 1.000e-03, eta: 4:21:42, time: 0.519, data_time: 0.000, memory: 7063, top1_acc: 0.6836, top5_acc: 0.8758, loss_cls: 1.2499, loss: 1.2499, grad_norm: 7.6172 2021-02-03 20:46:20,228 - mmaction - INFO - Saving checkpoint at 28 epochs 2021-02-03 20:46:59,189 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-02-03 20:46:59,405 - mmaction - INFO - top1_acc 0.4455 top5_acc 0.7450 2021-02-03 20:46:59,405 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-02-03 20:46:59,418 - mmaction - INFO - mean_acc 0.4046 2021-02-03 20:46:59,422 - mmaction - INFO - Epoch(val) [28][1345] top1_acc: 0.4455, top5_acc: 0.7450, mean_class_accuracy: 0.4046 2021-02-03 20:47:31,836 - mmaction - INFO - Epoch [29][20/1345] lr: 1.000e-03, eta: 4:21:43, time: 1.617, data_time: 1.096, memory: 7063, top1_acc: 0.7023, top5_acc: 0.8922, loss_cls: 1.1496, loss: 1.1496, grad_norm: 7.3143 2021-02-03 20:47:42,030 - mmaction - INFO - Epoch [29][40/1345] lr: 1.000e-03, eta: 4:21:33, time: 0.510, data_time: 0.001, memory: 7063, top1_acc: 0.7172, top5_acc: 0.8945, loss_cls: 1.1222, loss: 1.1222, grad_norm: 7.1891 2021-02-03 20:47:52,303 - mmaction - INFO - Epoch [29][60/1345] lr: 1.000e-03, eta: 4:21:22, time: 0.513, data_time: 0.000, memory: 7063, top1_acc: 0.6922, top5_acc: 0.8922, loss_cls: 1.1934, loss: 1.1934, grad_norm: 7.6957 2021-02-03 20:48:02,570 - mmaction - INFO - Epoch [29][80/1345] lr: 1.000e-03, eta: 4:21:11, time: 0.513, data_time: 0.001, memory: 7063, top1_acc: 0.6953, top5_acc: 0.8977, loss_cls: 1.1442, loss: 1.1442, grad_norm: 7.4548 2021-02-03 20:48:13,024 - mmaction - INFO - Epoch [29][100/1345] lr: 1.000e-03, eta: 4:21:00, time: 0.523, data_time: 0.001, memory: 7063, top1_acc: 0.6758, top5_acc: 0.8875, loss_cls: 1.1996, loss: 1.1996, grad_norm: 7.5962 2021-02-03 20:48:23,352 - mmaction - INFO - Epoch [29][120/1345] lr: 1.000e-03, eta: 4:20:49, time: 0.516, data_time: 0.001, memory: 7063, top1_acc: 0.7023, top5_acc: 0.8852, loss_cls: 1.1434, loss: 1.1434, grad_norm: 7.3948 2021-02-03 20:48:33,591 - mmaction - INFO - Epoch [29][140/1345] lr: 1.000e-03, eta: 4:20:38, time: 0.513, data_time: 0.001, memory: 7063, top1_acc: 0.6883, top5_acc: 0.8812, loss_cls: 1.2249, loss: 1.2249, grad_norm: 7.7175 2021-02-03 20:48:43,887 - mmaction - INFO - Epoch [29][160/1345] lr: 1.000e-03, eta: 4:20:27, time: 0.515, data_time: 0.000, memory: 7063, top1_acc: 0.7070, top5_acc: 0.8875, loss_cls: 1.1081, loss: 1.1081, grad_norm: 7.2696 2021-02-03 20:48:54,354 - mmaction - INFO - Epoch [29][180/1345] lr: 1.000e-03, eta: 4:20:17, time: 0.523, data_time: 0.000, memory: 7063, top1_acc: 0.6953, top5_acc: 0.8984, loss_cls: 1.1541, loss: 1.1541, grad_norm: 7.1684 2021-02-03 20:49:04,626 - mmaction - INFO - Epoch [29][200/1345] lr: 1.000e-03, eta: 4:20:06, time: 0.514, data_time: 0.000, memory: 7063, top1_acc: 0.6883, top5_acc: 0.8914, loss_cls: 1.1750, loss: 1.1750, grad_norm: 7.4513 2021-02-03 20:49:15,056 - mmaction - INFO - Epoch [29][220/1345] lr: 1.000e-03, eta: 4:19:55, time: 0.521, data_time: 0.000, memory: 7063, top1_acc: 0.7008, top5_acc: 0.8906, loss_cls: 1.1764, loss: 1.1764, grad_norm: 7.4386 2021-02-03 20:49:25,387 - mmaction - INFO - Epoch [29][240/1345] lr: 1.000e-03, eta: 4:19:44, time: 0.517, data_time: 0.001, memory: 7063, top1_acc: 0.6773, top5_acc: 0.8922, loss_cls: 1.2114, loss: 1.2114, grad_norm: 7.4109 2021-02-03 20:49:35,727 - mmaction - INFO - Epoch [29][260/1345] lr: 1.000e-03, eta: 4:19:33, time: 0.517, data_time: 0.001, memory: 7063, top1_acc: 0.7047, top5_acc: 0.8961, loss_cls: 1.1289, loss: 1.1289, grad_norm: 7.3889 2021-02-03 20:49:46,095 - mmaction - INFO - Epoch [29][280/1345] lr: 1.000e-03, eta: 4:19:22, time: 0.518, data_time: 0.000, memory: 7063, top1_acc: 0.7164, top5_acc: 0.9062, loss_cls: 1.1067, loss: 1.1067, grad_norm: 7.3928 2021-02-03 20:49:56,360 - mmaction - INFO - Epoch [29][300/1345] lr: 1.000e-03, eta: 4:19:12, time: 0.513, data_time: 0.002, memory: 7063, top1_acc: 0.6820, top5_acc: 0.8836, loss_cls: 1.1924, loss: 1.1924, grad_norm: 7.5047 2021-02-03 20:50:06,721 - mmaction - INFO - Epoch [29][320/1345] lr: 1.000e-03, eta: 4:19:01, time: 0.518, data_time: 0.000, memory: 7063, top1_acc: 0.7102, top5_acc: 0.9023, loss_cls: 1.1444, loss: 1.1444, grad_norm: 7.5631 2021-02-03 20:50:17,222 - mmaction - INFO - Epoch [29][340/1345] lr: 1.000e-03, eta: 4:18:50, time: 0.525, data_time: 0.000, memory: 7063, top1_acc: 0.6875, top5_acc: 0.8797, loss_cls: 1.2167, loss: 1.2167, grad_norm: 7.4651 2021-02-03 20:50:27,684 - mmaction - INFO - Epoch [29][360/1345] lr: 1.000e-03, eta: 4:18:39, time: 0.523, data_time: 0.000, memory: 7063, top1_acc: 0.7047, top5_acc: 0.8898, loss_cls: 1.1719, loss: 1.1719, grad_norm: 7.5554 2021-02-03 20:50:38,006 - mmaction - INFO - Epoch [29][380/1345] lr: 1.000e-03, eta: 4:18:28, time: 0.516, data_time: 0.000, memory: 7063, top1_acc: 0.7023, top5_acc: 0.8938, loss_cls: 1.1513, loss: 1.1513, grad_norm: 7.5053 2021-02-03 20:50:48,440 - mmaction - INFO - Epoch [29][400/1345] lr: 1.000e-03, eta: 4:18:18, time: 0.521, data_time: 0.001, memory: 7063, top1_acc: 0.6844, top5_acc: 0.9016, loss_cls: 1.1494, loss: 1.1494, grad_norm: 7.3942 2021-02-03 20:50:58,811 - mmaction - INFO - Epoch [29][420/1345] lr: 1.000e-03, eta: 4:18:07, time: 0.518, data_time: 0.001, memory: 7063, top1_acc: 0.6789, top5_acc: 0.8758, loss_cls: 1.2332, loss: 1.2332, grad_norm: 7.6279 2021-02-03 20:51:09,239 - mmaction - INFO - Epoch [29][440/1345] lr: 1.000e-03, eta: 4:17:56, time: 0.522, data_time: 0.001, memory: 7063, top1_acc: 0.7141, top5_acc: 0.8883, loss_cls: 1.1708, loss: 1.1708, grad_norm: 7.6259 2021-02-03 20:51:19,608 - mmaction - INFO - Epoch [29][460/1345] lr: 1.000e-03, eta: 4:17:45, time: 0.518, data_time: 0.000, memory: 7063, top1_acc: 0.6758, top5_acc: 0.8961, loss_cls: 1.2087, loss: 1.2087, grad_norm: 7.9754 2021-02-03 20:51:30,058 - mmaction - INFO - Epoch [29][480/1345] lr: 1.000e-03, eta: 4:17:35, time: 0.522, data_time: 0.001, memory: 7063, top1_acc: 0.7039, top5_acc: 0.9070, loss_cls: 1.0746, loss: 1.0746, grad_norm: 7.1807 2021-02-03 20:51:40,370 - mmaction - INFO - Epoch [29][500/1345] lr: 1.000e-03, eta: 4:17:24, time: 0.516, data_time: 0.000, memory: 7063, top1_acc: 0.6820, top5_acc: 0.8930, loss_cls: 1.1774, loss: 1.1774, grad_norm: 7.7123 2021-02-03 20:51:50,659 - mmaction - INFO - Epoch [29][520/1345] lr: 1.000e-03, eta: 4:17:13, time: 0.514, data_time: 0.000, memory: 7063, top1_acc: 0.6844, top5_acc: 0.8781, loss_cls: 1.2071, loss: 1.2071, grad_norm: 7.6366 2021-02-03 20:52:01,051 - mmaction - INFO - Epoch [29][540/1345] lr: 1.000e-03, eta: 4:17:02, time: 0.520, data_time: 0.001, memory: 7063, top1_acc: 0.7133, top5_acc: 0.8953, loss_cls: 1.0850, loss: 1.0850, grad_norm: 7.1681 2021-02-03 20:52:11,455 - mmaction - INFO - Epoch [29][560/1345] lr: 1.000e-03, eta: 4:16:51, time: 0.520, data_time: 0.000, memory: 7063, top1_acc: 0.6719, top5_acc: 0.8875, loss_cls: 1.2167, loss: 1.2167, grad_norm: 7.7859 2021-02-03 20:52:21,866 - mmaction - INFO - Epoch [29][580/1345] lr: 1.000e-03, eta: 4:16:40, time: 0.520, data_time: 0.001, memory: 7063, top1_acc: 0.7000, top5_acc: 0.8914, loss_cls: 1.1644, loss: 1.1644, grad_norm: 7.6209 2021-02-03 20:52:32,185 - mmaction - INFO - Epoch [29][600/1345] lr: 1.000e-03, eta: 4:16:30, time: 0.516, data_time: 0.001, memory: 7063, top1_acc: 0.6875, top5_acc: 0.8898, loss_cls: 1.1624, loss: 1.1624, grad_norm: 7.5339 2021-02-03 20:52:42,561 - mmaction - INFO - Epoch [29][620/1345] lr: 1.000e-03, eta: 4:16:19, time: 0.519, data_time: 0.001, memory: 7063, top1_acc: 0.6813, top5_acc: 0.8828, loss_cls: 1.2169, loss: 1.2169, grad_norm: 7.7545 2021-02-03 20:52:52,960 - mmaction - INFO - Epoch [29][640/1345] lr: 1.000e-03, eta: 4:16:08, time: 0.520, data_time: 0.001, memory: 7063, top1_acc: 0.6797, top5_acc: 0.8906, loss_cls: 1.1989, loss: 1.1989, grad_norm: 7.4281 2021-02-03 20:53:03,347 - mmaction - INFO - Epoch [29][660/1345] lr: 1.000e-03, eta: 4:15:57, time: 0.520, data_time: 0.001, memory: 7063, top1_acc: 0.7094, top5_acc: 0.9055, loss_cls: 1.1069, loss: 1.1069, grad_norm: 7.3605 2021-02-03 20:53:13,680 - mmaction - INFO - Epoch [29][680/1345] lr: 1.000e-03, eta: 4:15:46, time: 0.517, data_time: 0.000, memory: 7063, top1_acc: 0.7094, top5_acc: 0.8703, loss_cls: 1.1928, loss: 1.1928, grad_norm: 7.2896 2021-02-03 20:53:24,080 - mmaction - INFO - Epoch [29][700/1345] lr: 1.000e-03, eta: 4:15:36, time: 0.520, data_time: 0.000, memory: 7063, top1_acc: 0.6867, top5_acc: 0.8961, loss_cls: 1.1596, loss: 1.1596, grad_norm: 7.5762 2021-02-03 20:53:34,452 - mmaction - INFO - Epoch [29][720/1345] lr: 1.000e-03, eta: 4:15:25, time: 0.519, data_time: 0.001, memory: 7063, top1_acc: 0.6789, top5_acc: 0.8750, loss_cls: 1.2680, loss: 1.2680, grad_norm: 7.8347 2021-02-03 20:53:44,839 - mmaction - INFO - Epoch [29][740/1345] lr: 1.000e-03, eta: 4:15:14, time: 0.520, data_time: 0.001, memory: 7063, top1_acc: 0.6937, top5_acc: 0.8883, loss_cls: 1.1862, loss: 1.1862, grad_norm: 7.4224 2021-02-03 20:53:55,180 - mmaction - INFO - Epoch [29][760/1345] lr: 1.000e-03, eta: 4:15:03, time: 0.517, data_time: 0.001, memory: 7063, top1_acc: 0.7000, top5_acc: 0.9016, loss_cls: 1.1365, loss: 1.1365, grad_norm: 7.5842 2021-02-03 20:54:05,561 - mmaction - INFO - Epoch [29][780/1345] lr: 1.000e-03, eta: 4:14:52, time: 0.519, data_time: 0.001, memory: 7063, top1_acc: 0.6984, top5_acc: 0.8930, loss_cls: 1.1790, loss: 1.1790, grad_norm: 7.5099 2021-02-03 20:54:15,967 - mmaction - INFO - Epoch [29][800/1345] lr: 1.000e-03, eta: 4:14:42, time: 0.520, data_time: 0.000, memory: 7063, top1_acc: 0.6602, top5_acc: 0.8812, loss_cls: 1.2427, loss: 1.2427, grad_norm: 7.6672 2021-02-03 20:54:26,246 - mmaction - INFO - Epoch [29][820/1345] lr: 1.000e-03, eta: 4:14:31, time: 0.514, data_time: 0.001, memory: 7063, top1_acc: 0.6773, top5_acc: 0.8828, loss_cls: 1.2341, loss: 1.2341, grad_norm: 7.8033 2021-02-03 20:54:36,511 - mmaction - INFO - Epoch [29][840/1345] lr: 1.000e-03, eta: 4:14:20, time: 0.513, data_time: 0.000, memory: 7063, top1_acc: 0.7117, top5_acc: 0.8883, loss_cls: 1.1376, loss: 1.1376, grad_norm: 7.5006 2021-02-03 20:54:46,911 - mmaction - INFO - Epoch [29][860/1345] lr: 1.000e-03, eta: 4:14:09, time: 0.519, data_time: 0.000, memory: 7063, top1_acc: 0.6914, top5_acc: 0.8930, loss_cls: 1.1712, loss: 1.1712, grad_norm: 7.7012 2021-02-03 20:54:57,241 - mmaction - INFO - Epoch [29][880/1345] lr: 1.000e-03, eta: 4:13:58, time: 0.517, data_time: 0.001, memory: 7063, top1_acc: 0.7000, top5_acc: 0.9047, loss_cls: 1.1432, loss: 1.1432, grad_norm: 7.4940 2021-02-03 20:55:07,668 - mmaction - INFO - Epoch [29][900/1345] lr: 1.000e-03, eta: 4:13:48, time: 0.521, data_time: 0.000, memory: 7063, top1_acc: 0.6992, top5_acc: 0.8992, loss_cls: 1.1116, loss: 1.1116, grad_norm: 7.5965 2021-02-03 20:55:18,049 - mmaction - INFO - Epoch [29][920/1345] lr: 1.000e-03, eta: 4:13:37, time: 0.519, data_time: 0.000, memory: 7063, top1_acc: 0.6758, top5_acc: 0.8820, loss_cls: 1.2339, loss: 1.2339, grad_norm: 7.9089 2021-02-03 20:55:28,339 - mmaction - INFO - Epoch [29][940/1345] lr: 1.000e-03, eta: 4:13:26, time: 0.514, data_time: 0.001, memory: 7063, top1_acc: 0.6883, top5_acc: 0.8852, loss_cls: 1.2070, loss: 1.2070, grad_norm: 7.6139 2021-02-03 20:55:38,755 - mmaction - INFO - Epoch [29][960/1345] lr: 1.000e-03, eta: 4:13:15, time: 0.521, data_time: 0.001, memory: 7063, top1_acc: 0.7008, top5_acc: 0.8883, loss_cls: 1.1809, loss: 1.1809, grad_norm: 7.7666 2021-02-03 20:55:49,036 - mmaction - INFO - Epoch [29][980/1345] lr: 1.000e-03, eta: 4:13:04, time: 0.514, data_time: 0.001, memory: 7063, top1_acc: 0.6789, top5_acc: 0.8797, loss_cls: 1.2264, loss: 1.2264, grad_norm: 7.5602 2021-02-03 20:55:59,416 - mmaction - INFO - Epoch [29][1000/1345] lr: 1.000e-03, eta: 4:12:53, time: 0.519, data_time: 0.000, memory: 7063, top1_acc: 0.7031, top5_acc: 0.8992, loss_cls: 1.1336, loss: 1.1336, grad_norm: 7.5140 2021-02-03 20:56:09,841 - mmaction - INFO - Epoch [29][1020/1345] lr: 1.000e-03, eta: 4:12:43, time: 0.521, data_time: 0.001, memory: 7063, top1_acc: 0.6844, top5_acc: 0.8805, loss_cls: 1.2518, loss: 1.2518, grad_norm: 7.9424 2021-02-03 20:56:20,151 - mmaction - INFO - Epoch [29][1040/1345] lr: 1.000e-03, eta: 4:12:32, time: 0.516, data_time: 0.001, memory: 7063, top1_acc: 0.6969, top5_acc: 0.8797, loss_cls: 1.2265, loss: 1.2265, grad_norm: 7.7431 2021-02-03 20:56:30,556 - mmaction - INFO - Epoch [29][1060/1345] lr: 1.000e-03, eta: 4:12:21, time: 0.520, data_time: 0.000, memory: 7063, top1_acc: 0.6547, top5_acc: 0.8742, loss_cls: 1.2705, loss: 1.2705, grad_norm: 7.8225 2021-02-03 20:56:41,073 - mmaction - INFO - Epoch [29][1080/1345] lr: 1.000e-03, eta: 4:12:10, time: 0.526, data_time: 0.000, memory: 7063, top1_acc: 0.6969, top5_acc: 0.8945, loss_cls: 1.1459, loss: 1.1459, grad_norm: 7.4289 2021-02-03 20:56:51,407 - mmaction - INFO - Epoch [29][1100/1345] lr: 1.000e-03, eta: 4:12:00, time: 0.517, data_time: 0.001, memory: 7063, top1_acc: 0.6969, top5_acc: 0.9031, loss_cls: 1.1587, loss: 1.1587, grad_norm: 7.5085 2021-02-03 20:57:01,775 - mmaction - INFO - Epoch [29][1120/1345] lr: 1.000e-03, eta: 4:11:49, time: 0.519, data_time: 0.001, memory: 7063, top1_acc: 0.7023, top5_acc: 0.8984, loss_cls: 1.1008, loss: 1.1008, grad_norm: 7.4825 2021-02-03 20:57:12,098 - mmaction - INFO - Epoch [29][1140/1345] lr: 1.000e-03, eta: 4:11:38, time: 0.516, data_time: 0.000, memory: 7063, top1_acc: 0.6703, top5_acc: 0.8773, loss_cls: 1.2431, loss: 1.2431, grad_norm: 7.8858 2021-02-03 20:57:22,540 - mmaction - INFO - Epoch [29][1160/1345] lr: 1.000e-03, eta: 4:11:27, time: 0.522, data_time: 0.001, memory: 7063, top1_acc: 0.6867, top5_acc: 0.8805, loss_cls: 1.2127, loss: 1.2127, grad_norm: 7.7952 2021-02-03 20:57:32,929 - mmaction - INFO - Epoch [29][1180/1345] lr: 1.000e-03, eta: 4:11:16, time: 0.520, data_time: 0.001, memory: 7063, top1_acc: 0.6953, top5_acc: 0.9023, loss_cls: 1.1577, loss: 1.1577, grad_norm: 7.5837 2021-02-03 20:57:43,269 - mmaction - INFO - Epoch [29][1200/1345] lr: 1.000e-03, eta: 4:11:06, time: 0.517, data_time: 0.000, memory: 7063, top1_acc: 0.6828, top5_acc: 0.8906, loss_cls: 1.1606, loss: 1.1606, grad_norm: 7.7191 2021-02-03 20:57:53,734 - mmaction - INFO - Epoch [29][1220/1345] lr: 1.000e-03, eta: 4:10:55, time: 0.523, data_time: 0.001, memory: 7063, top1_acc: 0.7023, top5_acc: 0.8906, loss_cls: 1.1505, loss: 1.1505, grad_norm: 7.6298 2021-02-03 20:58:04,092 - mmaction - INFO - Epoch [29][1240/1345] lr: 1.000e-03, eta: 4:10:44, time: 0.518, data_time: 0.000, memory: 7063, top1_acc: 0.6859, top5_acc: 0.8852, loss_cls: 1.2266, loss: 1.2266, grad_norm: 7.7010 2021-02-03 20:58:14,482 - mmaction - INFO - Epoch [29][1260/1345] lr: 1.000e-03, eta: 4:10:33, time: 0.519, data_time: 0.001, memory: 7063, top1_acc: 0.6828, top5_acc: 0.8828, loss_cls: 1.1992, loss: 1.1992, grad_norm: 7.5685 2021-02-03 20:58:24,823 - mmaction - INFO - Epoch [29][1280/1345] lr: 1.000e-03, eta: 4:10:23, time: 0.517, data_time: 0.001, memory: 7063, top1_acc: 0.7023, top5_acc: 0.8977, loss_cls: 1.1484, loss: 1.1484, grad_norm: 7.4552 2021-02-03 20:58:35,259 - mmaction - INFO - Epoch [29][1300/1345] lr: 1.000e-03, eta: 4:10:12, time: 0.522, data_time: 0.001, memory: 7063, top1_acc: 0.7109, top5_acc: 0.8922, loss_cls: 1.1730, loss: 1.1730, grad_norm: 7.6933 2021-02-03 20:58:45,570 - mmaction - INFO - Epoch [29][1320/1345] lr: 1.000e-03, eta: 4:10:01, time: 0.516, data_time: 0.001, memory: 7063, top1_acc: 0.6602, top5_acc: 0.8781, loss_cls: 1.2774, loss: 1.2774, grad_norm: 7.7447 2021-02-03 20:58:55,941 - mmaction - INFO - Epoch [29][1340/1345] lr: 1.000e-03, eta: 4:09:50, time: 0.518, data_time: 0.001, memory: 7063, top1_acc: 0.6898, top5_acc: 0.8789, loss_cls: 1.1906, loss: 1.1906, grad_norm: 7.6053 2021-02-03 20:58:58,973 - mmaction - INFO - Saving checkpoint at 29 epochs 2021-02-03 20:59:26,090 - mmaction - INFO - Epoch [30][20/1345] lr: 1.000e-03, eta: 4:09:46, time: 1.322, data_time: 0.791, memory: 7063, top1_acc: 0.7250, top5_acc: 0.8938, loss_cls: 1.0738, loss: 1.0738, grad_norm: 7.4908 2021-02-03 20:59:36,426 - mmaction - INFO - Epoch [30][40/1345] lr: 1.000e-03, eta: 4:09:36, time: 0.517, data_time: 0.004, memory: 7063, top1_acc: 0.6937, top5_acc: 0.8883, loss_cls: 1.1663, loss: 1.1663, grad_norm: 7.3426 2021-02-03 20:59:46,687 - mmaction - INFO - Epoch [30][60/1345] lr: 1.000e-03, eta: 4:09:25, time: 0.513, data_time: 0.001, memory: 7063, top1_acc: 0.7164, top5_acc: 0.8953, loss_cls: 1.1178, loss: 1.1178, grad_norm: 7.3201 2021-02-03 20:59:57,019 - mmaction - INFO - Epoch [30][80/1345] lr: 1.000e-03, eta: 4:09:14, time: 0.517, data_time: 0.002, memory: 7063, top1_acc: 0.6727, top5_acc: 0.8711, loss_cls: 1.2562, loss: 1.2562, grad_norm: 7.9990 2021-02-03 21:00:07,272 - mmaction - INFO - Epoch [30][100/1345] lr: 1.000e-03, eta: 4:09:03, time: 0.513, data_time: 0.000, memory: 7063, top1_acc: 0.7172, top5_acc: 0.9070, loss_cls: 1.0746, loss: 1.0746, grad_norm: 7.1472 2021-02-03 21:00:17,601 - mmaction - INFO - Epoch [30][120/1345] lr: 1.000e-03, eta: 4:08:52, time: 0.516, data_time: 0.000, memory: 7063, top1_acc: 0.7273, top5_acc: 0.9031, loss_cls: 1.0723, loss: 1.0723, grad_norm: 7.4957 2021-02-03 21:00:27,969 - mmaction - INFO - Epoch [30][140/1345] lr: 1.000e-03, eta: 4:08:41, time: 0.519, data_time: 0.001, memory: 7063, top1_acc: 0.6930, top5_acc: 0.8859, loss_cls: 1.1768, loss: 1.1768, grad_norm: 7.6859 2021-02-03 21:00:38,360 - mmaction - INFO - Epoch [30][160/1345] lr: 1.000e-03, eta: 4:08:31, time: 0.519, data_time: 0.001, memory: 7063, top1_acc: 0.7070, top5_acc: 0.8977, loss_cls: 1.1586, loss: 1.1586, grad_norm: 7.7568 2021-02-03 21:00:48,736 - mmaction - INFO - Epoch [30][180/1345] lr: 1.000e-03, eta: 4:08:20, time: 0.519, data_time: 0.001, memory: 7063, top1_acc: 0.7000, top5_acc: 0.8938, loss_cls: 1.1470, loss: 1.1470, grad_norm: 7.5144 2021-02-03 21:00:59,087 - mmaction - INFO - Epoch [30][200/1345] lr: 1.000e-03, eta: 4:08:09, time: 0.518, data_time: 0.001, memory: 7063, top1_acc: 0.6836, top5_acc: 0.8875, loss_cls: 1.2177, loss: 1.2177, grad_norm: 7.7263 2021-02-03 21:01:09,449 - mmaction - INFO - Epoch [30][220/1345] lr: 1.000e-03, eta: 4:07:58, time: 0.518, data_time: 0.001, memory: 7063, top1_acc: 0.7094, top5_acc: 0.9070, loss_cls: 1.0829, loss: 1.0829, grad_norm: 7.5772 2021-02-03 21:01:19,795 - mmaction - INFO - Epoch [30][240/1345] lr: 1.000e-03, eta: 4:07:47, time: 0.518, data_time: 0.001, memory: 7063, top1_acc: 0.6969, top5_acc: 0.8961, loss_cls: 1.1627, loss: 1.1627, grad_norm: 7.8410 2021-02-03 21:01:30,198 - mmaction - INFO - Epoch [30][260/1345] lr: 1.000e-03, eta: 4:07:37, time: 0.520, data_time: 0.001, memory: 7063, top1_acc: 0.6969, top5_acc: 0.8836, loss_cls: 1.1950, loss: 1.1950, grad_norm: 7.8398 2021-02-03 21:01:40,632 - mmaction - INFO - Epoch [30][280/1345] lr: 1.000e-03, eta: 4:07:26, time: 0.522, data_time: 0.001, memory: 7063, top1_acc: 0.6766, top5_acc: 0.8891, loss_cls: 1.2069, loss: 1.2069, grad_norm: 7.7823 2021-02-03 21:01:51,048 - mmaction - INFO - Epoch [30][300/1345] lr: 1.000e-03, eta: 4:07:15, time: 0.521, data_time: 0.001, memory: 7063, top1_acc: 0.6961, top5_acc: 0.8891, loss_cls: 1.1379, loss: 1.1379, grad_norm: 7.2440 2021-02-03 21:02:01,443 - mmaction - INFO - Epoch [30][320/1345] lr: 1.000e-03, eta: 4:07:04, time: 0.520, data_time: 0.000, memory: 7063, top1_acc: 0.6844, top5_acc: 0.8805, loss_cls: 1.1896, loss: 1.1896, grad_norm: 7.4615 2021-02-03 21:02:11,845 - mmaction - INFO - Epoch [30][340/1345] lr: 1.000e-03, eta: 4:06:54, time: 0.520, data_time: 0.000, memory: 7063, top1_acc: 0.6836, top5_acc: 0.8773, loss_cls: 1.2299, loss: 1.2299, grad_norm: 7.7663 2021-02-03 21:02:22,235 - mmaction - INFO - Epoch [30][360/1345] lr: 1.000e-03, eta: 4:06:43, time: 0.519, data_time: 0.000, memory: 7063, top1_acc: 0.6969, top5_acc: 0.8953, loss_cls: 1.1208, loss: 1.1208, grad_norm: 7.6175 2021-02-03 21:02:32,598 - mmaction - INFO - Epoch [30][380/1345] lr: 1.000e-03, eta: 4:06:32, time: 0.518, data_time: 0.001, memory: 7063, top1_acc: 0.6945, top5_acc: 0.8977, loss_cls: 1.1469, loss: 1.1469, grad_norm: 7.7366 2021-02-03 21:02:42,910 - mmaction - INFO - Epoch [30][400/1345] lr: 1.000e-03, eta: 4:06:21, time: 0.516, data_time: 0.001, memory: 7063, top1_acc: 0.6727, top5_acc: 0.8734, loss_cls: 1.2610, loss: 1.2610, grad_norm: 7.9809 2021-02-03 21:02:53,319 - mmaction - INFO - Epoch [30][420/1345] lr: 1.000e-03, eta: 4:06:10, time: 0.520, data_time: 0.001, memory: 7063, top1_acc: 0.7133, top5_acc: 0.8969, loss_cls: 1.1149, loss: 1.1149, grad_norm: 7.5517 2021-02-03 21:03:03,666 - mmaction - INFO - Epoch [30][440/1345] lr: 1.000e-03, eta: 4:06:00, time: 0.518, data_time: 0.001, memory: 7063, top1_acc: 0.7102, top5_acc: 0.8930, loss_cls: 1.1151, loss: 1.1151, grad_norm: 7.5513 2021-02-03 21:03:13,998 - mmaction - INFO - Epoch [30][460/1345] lr: 1.000e-03, eta: 4:05:49, time: 0.517, data_time: 0.000, memory: 7063, top1_acc: 0.6859, top5_acc: 0.8883, loss_cls: 1.2018, loss: 1.2018, grad_norm: 7.8021 2021-02-03 21:03:24,518 - mmaction - INFO - Epoch [30][480/1345] lr: 1.000e-03, eta: 4:05:38, time: 0.526, data_time: 0.001, memory: 7063, top1_acc: 0.7016, top5_acc: 0.8852, loss_cls: 1.1391, loss: 1.1391, grad_norm: 7.5597 2021-02-03 21:03:34,974 - mmaction - INFO - Epoch [30][500/1345] lr: 1.000e-03, eta: 4:05:27, time: 0.523, data_time: 0.001, memory: 7063, top1_acc: 0.7016, top5_acc: 0.8938, loss_cls: 1.1776, loss: 1.1776, grad_norm: 7.5622 2021-02-03 21:03:45,403 - mmaction - INFO - Epoch [30][520/1345] lr: 1.000e-03, eta: 4:05:17, time: 0.522, data_time: 0.001, memory: 7063, top1_acc: 0.6937, top5_acc: 0.8938, loss_cls: 1.1578, loss: 1.1578, grad_norm: 7.6008 2021-02-03 21:03:55,765 - mmaction - INFO - Epoch [30][540/1345] lr: 1.000e-03, eta: 4:05:06, time: 0.518, data_time: 0.000, memory: 7063, top1_acc: 0.6852, top5_acc: 0.8828, loss_cls: 1.1671, loss: 1.1671, grad_norm: 7.8763 2021-02-03 21:04:06,109 - mmaction - INFO - Epoch [30][560/1345] lr: 1.000e-03, eta: 4:04:55, time: 0.517, data_time: 0.001, memory: 7063, top1_acc: 0.6922, top5_acc: 0.8984, loss_cls: 1.1685, loss: 1.1685, grad_norm: 7.7319 2021-02-03 21:04:16,378 - mmaction - INFO - Epoch [30][580/1345] lr: 1.000e-03, eta: 4:04:44, time: 0.514, data_time: 0.000, memory: 7063, top1_acc: 0.6930, top5_acc: 0.8867, loss_cls: 1.1704, loss: 1.1704, grad_norm: 7.8996 2021-02-03 21:04:26,856 - mmaction - INFO - Epoch [30][600/1345] lr: 1.000e-03, eta: 4:04:33, time: 0.524, data_time: 0.005, memory: 7063, top1_acc: 0.6922, top5_acc: 0.8852, loss_cls: 1.1720, loss: 1.1720, grad_norm: 7.8804 2021-02-03 21:04:37,273 - mmaction - INFO - Epoch [30][620/1345] lr: 1.000e-03, eta: 4:04:23, time: 0.521, data_time: 0.000, memory: 7063, top1_acc: 0.6906, top5_acc: 0.8914, loss_cls: 1.1799, loss: 1.1799, grad_norm: 7.7083 2021-02-03 21:04:47,629 - mmaction - INFO - Epoch [30][640/1345] lr: 1.000e-03, eta: 4:04:12, time: 0.518, data_time: 0.001, memory: 7063, top1_acc: 0.6734, top5_acc: 0.8852, loss_cls: 1.2370, loss: 1.2370, grad_norm: 7.8431 2021-02-03 21:04:58,047 - mmaction - INFO - Epoch [30][660/1345] lr: 1.000e-03, eta: 4:04:01, time: 0.521, data_time: 0.001, memory: 7063, top1_acc: 0.7000, top5_acc: 0.9031, loss_cls: 1.1405, loss: 1.1405, grad_norm: 7.7598 2021-02-03 21:05:08,445 - mmaction - INFO - Epoch [30][680/1345] lr: 1.000e-03, eta: 4:03:50, time: 0.520, data_time: 0.000, memory: 7063, top1_acc: 0.7070, top5_acc: 0.8875, loss_cls: 1.1443, loss: 1.1443, grad_norm: 7.7112 2021-02-03 21:05:18,871 - mmaction - INFO - Epoch [30][700/1345] lr: 1.000e-03, eta: 4:03:40, time: 0.521, data_time: 0.001, memory: 7063, top1_acc: 0.6773, top5_acc: 0.8930, loss_cls: 1.1802, loss: 1.1802, grad_norm: 7.8006 2021-02-03 21:05:29,347 - mmaction - INFO - Epoch [30][720/1345] lr: 1.000e-03, eta: 4:03:29, time: 0.524, data_time: 0.001, memory: 7063, top1_acc: 0.6953, top5_acc: 0.8852, loss_cls: 1.1546, loss: 1.1546, grad_norm: 7.5018 2021-02-03 21:05:39,636 - mmaction - INFO - Epoch [30][740/1345] lr: 1.000e-03, eta: 4:03:18, time: 0.515, data_time: 0.001, memory: 7063, top1_acc: 0.6930, top5_acc: 0.8898, loss_cls: 1.1787, loss: 1.1787, grad_norm: 7.5523 2021-02-03 21:05:49,987 - mmaction - INFO - Epoch [30][760/1345] lr: 1.000e-03, eta: 4:03:07, time: 0.518, data_time: 0.000, memory: 7063, top1_acc: 0.6750, top5_acc: 0.8812, loss_cls: 1.2508, loss: 1.2508, grad_norm: 8.0477 2021-02-03 21:06:00,417 - mmaction - INFO - Epoch [30][780/1345] lr: 1.000e-03, eta: 4:02:57, time: 0.521, data_time: 0.000, memory: 7063, top1_acc: 0.6828, top5_acc: 0.8875, loss_cls: 1.1861, loss: 1.1861, grad_norm: 7.8058 2021-02-03 21:06:10,764 - mmaction - INFO - Epoch [30][800/1345] lr: 1.000e-03, eta: 4:02:46, time: 0.518, data_time: 0.001, memory: 7063, top1_acc: 0.7008, top5_acc: 0.8969, loss_cls: 1.1392, loss: 1.1392, grad_norm: 7.4136 2021-02-03 21:06:21,083 - mmaction - INFO - Epoch [30][820/1345] lr: 1.000e-03, eta: 4:02:35, time: 0.516, data_time: 0.001, memory: 7063, top1_acc: 0.6883, top5_acc: 0.8766, loss_cls: 1.2174, loss: 1.2174, grad_norm: 8.0545 2021-02-03 21:06:31,518 - mmaction - INFO - Epoch [30][840/1345] lr: 1.000e-03, eta: 4:02:24, time: 0.522, data_time: 0.001, memory: 7063, top1_acc: 0.6875, top5_acc: 0.8773, loss_cls: 1.2383, loss: 1.2383, grad_norm: 7.8961 2021-02-03 21:06:41,912 - mmaction - INFO - Epoch [30][860/1345] lr: 1.000e-03, eta: 4:02:13, time: 0.520, data_time: 0.001, memory: 7063, top1_acc: 0.6813, top5_acc: 0.8992, loss_cls: 1.1734, loss: 1.1734, grad_norm: 7.9409 2021-02-03 21:06:52,328 - mmaction - INFO - Epoch [30][880/1345] lr: 1.000e-03, eta: 4:02:03, time: 0.521, data_time: 0.001, memory: 7063, top1_acc: 0.6961, top5_acc: 0.8930, loss_cls: 1.1564, loss: 1.1564, grad_norm: 7.8537 2021-02-03 21:07:02,622 - mmaction - INFO - Epoch [30][900/1345] lr: 1.000e-03, eta: 4:01:52, time: 0.515, data_time: 0.001, memory: 7063, top1_acc: 0.6961, top5_acc: 0.8844, loss_cls: 1.1757, loss: 1.1757, grad_norm: 7.8020 2021-02-03 21:07:12,983 - mmaction - INFO - Epoch [30][920/1345] lr: 1.000e-03, eta: 4:01:41, time: 0.518, data_time: 0.000, memory: 7063, top1_acc: 0.6836, top5_acc: 0.8836, loss_cls: 1.2037, loss: 1.2037, grad_norm: 7.8249 2021-02-03 21:07:23,416 - mmaction - INFO - Epoch [30][940/1345] lr: 1.000e-03, eta: 4:01:30, time: 0.521, data_time: 0.000, memory: 7063, top1_acc: 0.7023, top5_acc: 0.8867, loss_cls: 1.1358, loss: 1.1358, grad_norm: 7.8825 2021-02-03 21:07:33,855 - mmaction - INFO - Epoch [30][960/1345] lr: 1.000e-03, eta: 4:01:20, time: 0.522, data_time: 0.001, memory: 7063, top1_acc: 0.6953, top5_acc: 0.8992, loss_cls: 1.1422, loss: 1.1422, grad_norm: 7.5500 2021-02-03 21:07:44,203 - mmaction - INFO - Epoch [30][980/1345] lr: 1.000e-03, eta: 4:01:09, time: 0.517, data_time: 0.001, memory: 7063, top1_acc: 0.7344, top5_acc: 0.9000, loss_cls: 1.0458, loss: 1.0458, grad_norm: 7.3176 2021-02-03 21:07:54,530 - mmaction - INFO - Epoch [30][1000/1345] lr: 1.000e-03, eta: 4:00:58, time: 0.517, data_time: 0.001, memory: 7063, top1_acc: 0.7125, top5_acc: 0.9023, loss_cls: 1.0927, loss: 1.0927, grad_norm: 7.5770 2021-02-03 21:08:04,940 - mmaction - INFO - Epoch [30][1020/1345] lr: 1.000e-03, eta: 4:00:47, time: 0.520, data_time: 0.001, memory: 7063, top1_acc: 0.7281, top5_acc: 0.8945, loss_cls: 1.1187, loss: 1.1187, grad_norm: 7.6631 2021-02-03 21:08:15,306 - mmaction - INFO - Epoch [30][1040/1345] lr: 1.000e-03, eta: 4:00:36, time: 0.518, data_time: 0.001, memory: 7063, top1_acc: 0.6984, top5_acc: 0.8859, loss_cls: 1.1752, loss: 1.1752, grad_norm: 7.7978 2021-02-03 21:08:25,757 - mmaction - INFO - Epoch [30][1060/1345] lr: 1.000e-03, eta: 4:00:26, time: 0.523, data_time: 0.000, memory: 7063, top1_acc: 0.7125, top5_acc: 0.8992, loss_cls: 1.1353, loss: 1.1353, grad_norm: 7.7610 2021-02-03 21:08:36,198 - mmaction - INFO - Epoch [30][1080/1345] lr: 1.000e-03, eta: 4:00:15, time: 0.522, data_time: 0.000, memory: 7063, top1_acc: 0.6820, top5_acc: 0.8867, loss_cls: 1.2249, loss: 1.2249, grad_norm: 7.9060 2021-02-03 21:08:46,627 - mmaction - INFO - Epoch [30][1100/1345] lr: 1.000e-03, eta: 4:00:04, time: 0.521, data_time: 0.000, memory: 7063, top1_acc: 0.6922, top5_acc: 0.8883, loss_cls: 1.2237, loss: 1.2237, grad_norm: 8.2678 2021-02-03 21:08:56,899 - mmaction - INFO - Epoch [30][1120/1345] lr: 1.000e-03, eta: 3:59:53, time: 0.514, data_time: 0.000, memory: 7063, top1_acc: 0.6758, top5_acc: 0.8875, loss_cls: 1.2150, loss: 1.2150, grad_norm: 7.9617 2021-02-03 21:09:07,340 - mmaction - INFO - Epoch [30][1140/1345] lr: 1.000e-03, eta: 3:59:43, time: 0.522, data_time: 0.000, memory: 7063, top1_acc: 0.7023, top5_acc: 0.8883, loss_cls: 1.1573, loss: 1.1573, grad_norm: 7.6891 2021-02-03 21:09:17,859 - mmaction - INFO - Epoch [30][1160/1345] lr: 1.000e-03, eta: 3:59:32, time: 0.526, data_time: 0.000, memory: 7063, top1_acc: 0.7148, top5_acc: 0.9031, loss_cls: 1.0667, loss: 1.0667, grad_norm: 7.5313 2021-02-03 21:09:28,126 - mmaction - INFO - Epoch [30][1180/1345] lr: 1.000e-03, eta: 3:59:21, time: 0.513, data_time: 0.000, memory: 7063, top1_acc: 0.6961, top5_acc: 0.8922, loss_cls: 1.1512, loss: 1.1512, grad_norm: 7.6733 2021-02-03 21:09:38,499 - mmaction - INFO - Epoch [30][1200/1345] lr: 1.000e-03, eta: 3:59:10, time: 0.519, data_time: 0.001, memory: 7063, top1_acc: 0.6805, top5_acc: 0.8789, loss_cls: 1.2019, loss: 1.2019, grad_norm: 7.9028 2021-02-03 21:09:48,781 - mmaction - INFO - Epoch [30][1220/1345] lr: 1.000e-03, eta: 3:59:00, time: 0.514, data_time: 0.001, memory: 7063, top1_acc: 0.7125, top5_acc: 0.8930, loss_cls: 1.1251, loss: 1.1251, grad_norm: 7.8466 2021-02-03 21:09:59,144 - mmaction - INFO - Epoch [30][1240/1345] lr: 1.000e-03, eta: 3:58:49, time: 0.518, data_time: 0.000, memory: 7063, top1_acc: 0.6742, top5_acc: 0.8719, loss_cls: 1.2342, loss: 1.2342, grad_norm: 7.9492 2021-02-03 21:10:09,550 - mmaction - INFO - Epoch [30][1260/1345] lr: 1.000e-03, eta: 3:58:38, time: 0.520, data_time: 0.000, memory: 7063, top1_acc: 0.6875, top5_acc: 0.8773, loss_cls: 1.2360, loss: 1.2360, grad_norm: 8.1401 2021-02-03 21:10:20,045 - mmaction - INFO - Epoch [30][1280/1345] lr: 1.000e-03, eta: 3:58:27, time: 0.525, data_time: 0.001, memory: 7063, top1_acc: 0.6648, top5_acc: 0.8719, loss_cls: 1.2905, loss: 1.2905, grad_norm: 8.2092 2021-02-03 21:10:30,423 - mmaction - INFO - Epoch [30][1300/1345] lr: 1.000e-03, eta: 3:58:17, time: 0.519, data_time: 0.001, memory: 7063, top1_acc: 0.6945, top5_acc: 0.8977, loss_cls: 1.1479, loss: 1.1479, grad_norm: 7.9179 2021-02-03 21:10:40,781 - mmaction - INFO - Epoch [30][1320/1345] lr: 1.000e-03, eta: 3:58:06, time: 0.518, data_time: 0.001, memory: 7063, top1_acc: 0.6875, top5_acc: 0.8945, loss_cls: 1.1723, loss: 1.1723, grad_norm: 8.0974 2021-02-03 21:10:51,152 - mmaction - INFO - Epoch [30][1340/1345] lr: 1.000e-03, eta: 3:57:55, time: 0.518, data_time: 0.001, memory: 7063, top1_acc: 0.7141, top5_acc: 0.8820, loss_cls: 1.1575, loss: 1.1575, grad_norm: 7.9130 2021-02-03 21:11:14,269 - mmaction - INFO - Saving checkpoint at 30 epochs 2021-02-03 21:13:08,990 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-02-03 21:13:09,158 - mmaction - INFO - top1_acc 0.4493 top5_acc 0.7434 2021-02-03 21:13:09,158 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-02-03 21:13:09,169 - mmaction - INFO - mean_acc 0.4080 2021-02-03 21:13:09,172 - mmaction - INFO - Epoch(val) [30][1345] top1_acc: 0.4493, top5_acc: 0.7434, mean_class_accuracy: 0.4080 2021-02-03 21:13:35,796 - mmaction - INFO - Epoch [31][20/1345] lr: 1.000e-03, eta: 3:57:51, time: 1.329, data_time: 0.767, memory: 7063, top1_acc: 0.6773, top5_acc: 0.9016, loss_cls: 1.1318, loss: 1.1318, grad_norm: 7.5759 2021-02-03 21:13:46,064 - mmaction - INFO - Epoch [31][40/1345] lr: 1.000e-03, eta: 3:57:40, time: 0.513, data_time: 0.006, memory: 7063, top1_acc: 0.7000, top5_acc: 0.8969, loss_cls: 1.1415, loss: 1.1415, grad_norm: 7.7481 2021-02-03 21:13:56,282 - mmaction - INFO - Epoch [31][60/1345] lr: 1.000e-03, eta: 3:57:29, time: 0.511, data_time: 0.001, memory: 7063, top1_acc: 0.7008, top5_acc: 0.9000, loss_cls: 1.1415, loss: 1.1415, grad_norm: 7.8031 2021-02-03 21:14:06,541 - mmaction - INFO - Epoch [31][80/1345] lr: 1.000e-03, eta: 3:57:18, time: 0.513, data_time: 0.001, memory: 7063, top1_acc: 0.7125, top5_acc: 0.8930, loss_cls: 1.1146, loss: 1.1146, grad_norm: 7.6919 2021-02-03 21:14:16,781 - mmaction - INFO - Epoch [31][100/1345] lr: 1.000e-03, eta: 3:57:07, time: 0.512, data_time: 0.000, memory: 7063, top1_acc: 0.6898, top5_acc: 0.9086, loss_cls: 1.1229, loss: 1.1229, grad_norm: 8.0750 2021-02-03 21:14:27,015 - mmaction - INFO - Epoch [31][120/1345] lr: 1.000e-03, eta: 3:56:56, time: 0.512, data_time: 0.001, memory: 7063, top1_acc: 0.7094, top5_acc: 0.8977, loss_cls: 1.1069, loss: 1.1069, grad_norm: 7.6817 2021-02-03 21:14:37,267 - mmaction - INFO - Epoch [31][140/1345] lr: 1.000e-03, eta: 3:56:45, time: 0.513, data_time: 0.001, memory: 7063, top1_acc: 0.6797, top5_acc: 0.8789, loss_cls: 1.2125, loss: 1.2125, grad_norm: 8.1902 2021-02-03 21:14:47,507 - mmaction - INFO - Epoch [31][160/1345] lr: 1.000e-03, eta: 3:56:35, time: 0.512, data_time: 0.000, memory: 7063, top1_acc: 0.7219, top5_acc: 0.9102, loss_cls: 1.0624, loss: 1.0624, grad_norm: 7.4040 2021-02-03 21:14:57,745 - mmaction - INFO - Epoch [31][180/1345] lr: 1.000e-03, eta: 3:56:24, time: 0.512, data_time: 0.001, memory: 7063, top1_acc: 0.7242, top5_acc: 0.9055, loss_cls: 1.0837, loss: 1.0837, grad_norm: 7.6810 2021-02-03 21:15:08,016 - mmaction - INFO - Epoch [31][200/1345] lr: 1.000e-03, eta: 3:56:13, time: 0.514, data_time: 0.001, memory: 7063, top1_acc: 0.7086, top5_acc: 0.8883, loss_cls: 1.1285, loss: 1.1285, grad_norm: 7.9205 2021-02-03 21:15:18,264 - mmaction - INFO - Epoch [31][220/1345] lr: 1.000e-03, eta: 3:56:02, time: 0.512, data_time: 0.000, memory: 7063, top1_acc: 0.7086, top5_acc: 0.9055, loss_cls: 1.0781, loss: 1.0781, grad_norm: 7.8491 2021-02-03 21:15:28,568 - mmaction - INFO - Epoch [31][240/1345] lr: 1.000e-03, eta: 3:55:51, time: 0.515, data_time: 0.000, memory: 7063, top1_acc: 0.6883, top5_acc: 0.8820, loss_cls: 1.2069, loss: 1.2069, grad_norm: 8.0339 2021-02-03 21:15:38,794 - mmaction - INFO - Epoch [31][260/1345] lr: 1.000e-03, eta: 3:55:40, time: 0.511, data_time: 0.000, memory: 7063, top1_acc: 0.6852, top5_acc: 0.8766, loss_cls: 1.2505, loss: 1.2505, grad_norm: 7.9921 2021-02-03 21:15:49,132 - mmaction - INFO - Epoch [31][280/1345] lr: 1.000e-03, eta: 3:55:29, time: 0.516, data_time: 0.000, memory: 7063, top1_acc: 0.7063, top5_acc: 0.8945, loss_cls: 1.1352, loss: 1.1352, grad_norm: 7.5254 2021-02-03 21:15:59,511 - mmaction - INFO - Epoch [31][300/1345] lr: 1.000e-03, eta: 3:55:19, time: 0.519, data_time: 0.001, memory: 7063, top1_acc: 0.7219, top5_acc: 0.9023, loss_cls: 1.1120, loss: 1.1120, grad_norm: 7.6177 2021-02-03 21:16:09,756 - mmaction - INFO - Epoch [31][320/1345] lr: 1.000e-03, eta: 3:55:08, time: 0.512, data_time: 0.001, memory: 7063, top1_acc: 0.7141, top5_acc: 0.8820, loss_cls: 1.1217, loss: 1.1217, grad_norm: 7.7582 2021-02-03 21:16:20,074 - mmaction - INFO - Epoch [31][340/1345] lr: 1.000e-03, eta: 3:54:57, time: 0.516, data_time: 0.001, memory: 7063, top1_acc: 0.6953, top5_acc: 0.8945, loss_cls: 1.1983, loss: 1.1983, grad_norm: 8.1026 2021-02-03 21:16:30,390 - mmaction - INFO - Epoch [31][360/1345] lr: 1.000e-03, eta: 3:54:46, time: 0.515, data_time: 0.000, memory: 7063, top1_acc: 0.6969, top5_acc: 0.8914, loss_cls: 1.1812, loss: 1.1812, grad_norm: 7.9486 2021-02-03 21:16:40,862 - mmaction - INFO - Epoch [31][380/1345] lr: 1.000e-03, eta: 3:54:36, time: 0.524, data_time: 0.001, memory: 7063, top1_acc: 0.7125, top5_acc: 0.8938, loss_cls: 1.1288, loss: 1.1288, grad_norm: 7.5917 2021-02-03 21:16:51,105 - mmaction - INFO - Epoch [31][400/1345] lr: 1.000e-03, eta: 3:54:25, time: 0.512, data_time: 0.001, memory: 7063, top1_acc: 0.6977, top5_acc: 0.8914, loss_cls: 1.1597, loss: 1.1597, grad_norm: 8.0139 2021-02-03 21:17:01,462 - mmaction - INFO - Epoch [31][420/1345] lr: 1.000e-03, eta: 3:54:14, time: 0.518, data_time: 0.001, memory: 7063, top1_acc: 0.7000, top5_acc: 0.8930, loss_cls: 1.1566, loss: 1.1566, grad_norm: 8.0094 2021-02-03 21:17:11,840 - mmaction - INFO - Epoch [31][440/1345] lr: 1.000e-03, eta: 3:54:03, time: 0.519, data_time: 0.000, memory: 7063, top1_acc: 0.7055, top5_acc: 0.9156, loss_cls: 1.0758, loss: 1.0758, grad_norm: 7.6526 2021-02-03 21:17:22,135 - mmaction - INFO - Epoch [31][460/1345] lr: 1.000e-03, eta: 3:53:52, time: 0.515, data_time: 0.001, memory: 7063, top1_acc: 0.6961, top5_acc: 0.8852, loss_cls: 1.1833, loss: 1.1833, grad_norm: 7.9492 2021-02-03 21:17:32,449 - mmaction - INFO - Epoch [31][480/1345] lr: 1.000e-03, eta: 3:53:41, time: 0.516, data_time: 0.001, memory: 7063, top1_acc: 0.7023, top5_acc: 0.8945, loss_cls: 1.1328, loss: 1.1328, grad_norm: 7.9657 2021-02-03 21:17:42,825 - mmaction - INFO - Epoch [31][500/1345] lr: 1.000e-03, eta: 3:53:31, time: 0.519, data_time: 0.000, memory: 7063, top1_acc: 0.7352, top5_acc: 0.9164, loss_cls: 1.0100, loss: 1.0100, grad_norm: 7.6471 2021-02-03 21:17:53,161 - mmaction - INFO - Epoch [31][520/1345] lr: 1.000e-03, eta: 3:53:20, time: 0.517, data_time: 0.000, memory: 7063, top1_acc: 0.6984, top5_acc: 0.9008, loss_cls: 1.1384, loss: 1.1384, grad_norm: 8.1124 2021-02-03 21:18:03,579 - mmaction - INFO - Epoch [31][540/1345] lr: 1.000e-03, eta: 3:53:09, time: 0.521, data_time: 0.001, memory: 7063, top1_acc: 0.6937, top5_acc: 0.8820, loss_cls: 1.1687, loss: 1.1687, grad_norm: 8.0134 2021-02-03 21:18:13,876 - mmaction - INFO - Epoch [31][560/1345] lr: 1.000e-03, eta: 3:52:58, time: 0.515, data_time: 0.001, memory: 7063, top1_acc: 0.7156, top5_acc: 0.9078, loss_cls: 1.0745, loss: 1.0745, grad_norm: 7.6634 2021-02-03 21:18:24,304 - mmaction - INFO - Epoch [31][580/1345] lr: 1.000e-03, eta: 3:52:48, time: 0.521, data_time: 0.001, memory: 7063, top1_acc: 0.6914, top5_acc: 0.8891, loss_cls: 1.1470, loss: 1.1470, grad_norm: 8.0260 2021-02-03 21:18:34,767 - mmaction - INFO - Epoch [31][600/1345] lr: 1.000e-03, eta: 3:52:37, time: 0.523, data_time: 0.001, memory: 7063, top1_acc: 0.7234, top5_acc: 0.9133, loss_cls: 1.0671, loss: 1.0671, grad_norm: 7.5597 2021-02-03 21:18:45,036 - mmaction - INFO - Epoch [31][620/1345] lr: 1.000e-03, eta: 3:52:26, time: 0.513, data_time: 0.000, memory: 7063, top1_acc: 0.6977, top5_acc: 0.8820, loss_cls: 1.1703, loss: 1.1703, grad_norm: 8.0673 2021-02-03 21:18:55,403 - mmaction - INFO - Epoch [31][640/1345] lr: 1.000e-03, eta: 3:52:15, time: 0.518, data_time: 0.000, memory: 7063, top1_acc: 0.6937, top5_acc: 0.9000, loss_cls: 1.1652, loss: 1.1652, grad_norm: 8.1072 2021-02-03 21:19:05,719 - mmaction - INFO - Epoch [31][660/1345] lr: 1.000e-03, eta: 3:52:04, time: 0.516, data_time: 0.000, memory: 7063, top1_acc: 0.7047, top5_acc: 0.9086, loss_cls: 1.0877, loss: 1.0877, grad_norm: 7.7773 2021-02-03 21:19:16,138 - mmaction - INFO - Epoch [31][680/1345] lr: 1.000e-03, eta: 3:51:54, time: 0.521, data_time: 0.000, memory: 7063, top1_acc: 0.7133, top5_acc: 0.9062, loss_cls: 1.1219, loss: 1.1219, grad_norm: 7.9329 2021-02-03 21:19:26,627 - mmaction - INFO - Epoch [31][700/1345] lr: 1.000e-03, eta: 3:51:43, time: 0.525, data_time: 0.001, memory: 7063, top1_acc: 0.6992, top5_acc: 0.8914, loss_cls: 1.1316, loss: 1.1316, grad_norm: 7.7251 2021-02-03 21:19:37,050 - mmaction - INFO - Epoch [31][720/1345] lr: 1.000e-03, eta: 3:51:32, time: 0.521, data_time: 0.000, memory: 7063, top1_acc: 0.6852, top5_acc: 0.8867, loss_cls: 1.1660, loss: 1.1660, grad_norm: 7.9926 2021-02-03 21:19:47,357 - mmaction - INFO - Epoch [31][740/1345] lr: 1.000e-03, eta: 3:51:22, time: 0.515, data_time: 0.000, memory: 7063, top1_acc: 0.7172, top5_acc: 0.9023, loss_cls: 1.1068, loss: 1.1068, grad_norm: 7.8091 2021-02-03 21:19:57,611 - mmaction - INFO - Epoch [31][760/1345] lr: 1.000e-03, eta: 3:51:11, time: 0.512, data_time: 0.000, memory: 7063, top1_acc: 0.6922, top5_acc: 0.9008, loss_cls: 1.1130, loss: 1.1130, grad_norm: 7.8175 2021-02-03 21:20:07,941 - mmaction - INFO - Epoch [31][780/1345] lr: 1.000e-03, eta: 3:51:00, time: 0.517, data_time: 0.001, memory: 7063, top1_acc: 0.6961, top5_acc: 0.9008, loss_cls: 1.1404, loss: 1.1404, grad_norm: 8.0369 2021-02-03 21:20:18,285 - mmaction - INFO - Epoch [31][800/1345] lr: 1.000e-03, eta: 3:50:49, time: 0.517, data_time: 0.001, memory: 7063, top1_acc: 0.7016, top5_acc: 0.8906, loss_cls: 1.1615, loss: 1.1615, grad_norm: 7.9918 2021-02-03 21:20:28,654 - mmaction - INFO - Epoch [31][820/1345] lr: 1.000e-03, eta: 3:50:38, time: 0.518, data_time: 0.001, memory: 7063, top1_acc: 0.6883, top5_acc: 0.8859, loss_cls: 1.1714, loss: 1.1714, grad_norm: 8.0468 2021-02-03 21:20:39,012 - mmaction - INFO - Epoch [31][840/1345] lr: 1.000e-03, eta: 3:50:28, time: 0.518, data_time: 0.001, memory: 7063, top1_acc: 0.6883, top5_acc: 0.8867, loss_cls: 1.1636, loss: 1.1636, grad_norm: 8.0764 2021-02-03 21:20:49,403 - mmaction - INFO - Epoch [31][860/1345] lr: 1.000e-03, eta: 3:50:17, time: 0.520, data_time: 0.000, memory: 7063, top1_acc: 0.6914, top5_acc: 0.8984, loss_cls: 1.1481, loss: 1.1481, grad_norm: 7.9091 2021-02-03 21:20:59,752 - mmaction - INFO - Epoch [31][880/1345] lr: 1.000e-03, eta: 3:50:06, time: 0.517, data_time: 0.001, memory: 7063, top1_acc: 0.7047, top5_acc: 0.8977, loss_cls: 1.1260, loss: 1.1260, grad_norm: 8.0388 2021-02-03 21:21:09,985 - mmaction - INFO - Epoch [31][900/1345] lr: 1.000e-03, eta: 3:49:55, time: 0.512, data_time: 0.001, memory: 7063, top1_acc: 0.7063, top5_acc: 0.8898, loss_cls: 1.1530, loss: 1.1530, grad_norm: 7.8263 2021-02-03 21:21:20,344 - mmaction - INFO - Epoch [31][920/1345] lr: 1.000e-03, eta: 3:49:44, time: 0.518, data_time: 0.001, memory: 7063, top1_acc: 0.6953, top5_acc: 0.8898, loss_cls: 1.1949, loss: 1.1949, grad_norm: 8.0017 2021-02-03 21:21:30,630 - mmaction - INFO - Epoch [31][940/1345] lr: 1.000e-03, eta: 3:49:34, time: 0.514, data_time: 0.001, memory: 7063, top1_acc: 0.7195, top5_acc: 0.8984, loss_cls: 1.0933, loss: 1.0933, grad_norm: 7.7520 2021-02-03 21:21:41,074 - mmaction - INFO - Epoch [31][960/1345] lr: 1.000e-03, eta: 3:49:23, time: 0.523, data_time: 0.001, memory: 7063, top1_acc: 0.6922, top5_acc: 0.8961, loss_cls: 1.1468, loss: 1.1468, grad_norm: 8.0247 2021-02-03 21:21:51,593 - mmaction - INFO - Epoch [31][980/1345] lr: 1.000e-03, eta: 3:49:12, time: 0.526, data_time: 0.000, memory: 7063, top1_acc: 0.7156, top5_acc: 0.8891, loss_cls: 1.1569, loss: 1.1569, grad_norm: 7.7278 2021-02-03 21:22:01,918 - mmaction - INFO - Epoch [31][1000/1345] lr: 1.000e-03, eta: 3:49:01, time: 0.516, data_time: 0.002, memory: 7063, top1_acc: 0.6961, top5_acc: 0.8836, loss_cls: 1.1426, loss: 1.1426, grad_norm: 7.7544 2021-02-03 21:22:12,166 - mmaction - INFO - Epoch [31][1020/1345] lr: 1.000e-03, eta: 3:48:51, time: 0.513, data_time: 0.001, memory: 7063, top1_acc: 0.6906, top5_acc: 0.8969, loss_cls: 1.1675, loss: 1.1675, grad_norm: 7.9475 2021-02-03 21:22:22,517 - mmaction - INFO - Epoch [31][1040/1345] lr: 1.000e-03, eta: 3:48:40, time: 0.517, data_time: 0.000, memory: 7063, top1_acc: 0.7031, top5_acc: 0.8906, loss_cls: 1.1466, loss: 1.1466, grad_norm: 7.9666 2021-02-03 21:22:32,890 - mmaction - INFO - Epoch [31][1060/1345] lr: 1.000e-03, eta: 3:48:29, time: 0.519, data_time: 0.001, memory: 7063, top1_acc: 0.6922, top5_acc: 0.9062, loss_cls: 1.1286, loss: 1.1286, grad_norm: 7.8243 2021-02-03 21:22:43,418 - mmaction - INFO - Epoch [31][1080/1345] lr: 1.000e-03, eta: 3:48:18, time: 0.526, data_time: 0.001, memory: 7063, top1_acc: 0.6852, top5_acc: 0.8812, loss_cls: 1.2015, loss: 1.2015, grad_norm: 8.1888 2021-02-03 21:22:53,879 - mmaction - INFO - Epoch [31][1100/1345] lr: 1.000e-03, eta: 3:48:08, time: 0.523, data_time: 0.001, memory: 7063, top1_acc: 0.6961, top5_acc: 0.8961, loss_cls: 1.1599, loss: 1.1599, grad_norm: 8.0489 2021-02-03 21:23:04,174 - mmaction - INFO - Epoch [31][1120/1345] lr: 1.000e-03, eta: 3:47:57, time: 0.515, data_time: 0.001, memory: 7063, top1_acc: 0.7000, top5_acc: 0.8938, loss_cls: 1.1663, loss: 1.1663, grad_norm: 8.1224 2021-02-03 21:23:14,565 - mmaction - INFO - Epoch [31][1140/1345] lr: 1.000e-03, eta: 3:47:46, time: 0.520, data_time: 0.000, memory: 7063, top1_acc: 0.7117, top5_acc: 0.9031, loss_cls: 1.1225, loss: 1.1225, grad_norm: 8.0459 2021-02-03 21:23:24,934 - mmaction - INFO - Epoch [31][1160/1345] lr: 1.000e-03, eta: 3:47:35, time: 0.519, data_time: 0.001, memory: 7063, top1_acc: 0.7078, top5_acc: 0.9047, loss_cls: 1.1381, loss: 1.1381, grad_norm: 8.0578 2021-02-03 21:23:35,316 - mmaction - INFO - Epoch [31][1180/1345] lr: 1.000e-03, eta: 3:47:25, time: 0.519, data_time: 0.000, memory: 7063, top1_acc: 0.6891, top5_acc: 0.8992, loss_cls: 1.1265, loss: 1.1265, grad_norm: 7.8948 2021-02-03 21:23:45,737 - mmaction - INFO - Epoch [31][1200/1345] lr: 1.000e-03, eta: 3:47:14, time: 0.521, data_time: 0.001, memory: 7063, top1_acc: 0.6820, top5_acc: 0.8773, loss_cls: 1.1900, loss: 1.1900, grad_norm: 7.9832 2021-02-03 21:23:56,101 - mmaction - INFO - Epoch [31][1220/1345] lr: 1.000e-03, eta: 3:47:03, time: 0.518, data_time: 0.001, memory: 7063, top1_acc: 0.6844, top5_acc: 0.8828, loss_cls: 1.2338, loss: 1.2338, grad_norm: 8.2529 2021-02-03 21:24:06,520 - mmaction - INFO - Epoch [31][1240/1345] lr: 1.000e-03, eta: 3:46:52, time: 0.521, data_time: 0.000, memory: 7063, top1_acc: 0.7039, top5_acc: 0.8992, loss_cls: 1.1314, loss: 1.1314, grad_norm: 7.9880 2021-02-03 21:24:16,895 - mmaction - INFO - Epoch [31][1260/1345] lr: 1.000e-03, eta: 3:46:42, time: 0.519, data_time: 0.001, memory: 7063, top1_acc: 0.6922, top5_acc: 0.8945, loss_cls: 1.1769, loss: 1.1769, grad_norm: 8.1316 2021-02-03 21:24:27,360 - mmaction - INFO - Epoch [31][1280/1345] lr: 1.000e-03, eta: 3:46:31, time: 0.523, data_time: 0.000, memory: 7063, top1_acc: 0.7102, top5_acc: 0.8984, loss_cls: 1.0908, loss: 1.0908, grad_norm: 7.6005 2021-02-03 21:24:37,683 - mmaction - INFO - Epoch [31][1300/1345] lr: 1.000e-03, eta: 3:46:20, time: 0.516, data_time: 0.000, memory: 7063, top1_acc: 0.6953, top5_acc: 0.8867, loss_cls: 1.1938, loss: 1.1938, grad_norm: 8.1520 2021-02-03 21:24:48,101 - mmaction - INFO - Epoch [31][1320/1345] lr: 1.000e-03, eta: 3:46:09, time: 0.521, data_time: 0.000, memory: 7063, top1_acc: 0.6883, top5_acc: 0.8836, loss_cls: 1.1703, loss: 1.1703, grad_norm: 7.9698 2021-02-03 21:24:58,479 - mmaction - INFO - Epoch [31][1340/1345] lr: 1.000e-03, eta: 3:45:59, time: 0.519, data_time: 0.001, memory: 7063, top1_acc: 0.7141, top5_acc: 0.8984, loss_cls: 1.0972, loss: 1.0972, grad_norm: 7.8382 2021-02-03 21:25:01,248 - mmaction - INFO - Saving checkpoint at 31 epochs 2021-02-03 21:25:27,651 - mmaction - INFO - Epoch [32][20/1345] lr: 1.000e-03, eta: 3:45:53, time: 1.283, data_time: 0.724, memory: 7063, top1_acc: 0.7164, top5_acc: 0.8891, loss_cls: 1.0981, loss: 1.0981, grad_norm: 7.6569 2021-02-03 21:25:38,004 - mmaction - INFO - Epoch [32][40/1345] lr: 1.000e-03, eta: 3:45:42, time: 0.518, data_time: 0.005, memory: 7063, top1_acc: 0.6828, top5_acc: 0.8812, loss_cls: 1.2029, loss: 1.2029, grad_norm: 7.8274 2021-02-03 21:25:48,219 - mmaction - INFO - Epoch [32][60/1345] lr: 1.000e-03, eta: 3:45:31, time: 0.511, data_time: 0.001, memory: 7063, top1_acc: 0.7203, top5_acc: 0.8961, loss_cls: 1.0839, loss: 1.0839, grad_norm: 7.6987 2021-02-03 21:25:58,483 - mmaction - INFO - Epoch [32][80/1345] lr: 1.000e-03, eta: 3:45:21, time: 0.513, data_time: 0.000, memory: 7063, top1_acc: 0.7102, top5_acc: 0.9078, loss_cls: 1.0872, loss: 1.0872, grad_norm: 7.7732 2021-02-03 21:26:08,729 - mmaction - INFO - Epoch [32][100/1345] lr: 1.000e-03, eta: 3:45:10, time: 0.512, data_time: 0.000, memory: 7063, top1_acc: 0.7336, top5_acc: 0.9031, loss_cls: 1.0572, loss: 1.0572, grad_norm: 7.7207 2021-02-03 21:26:19,129 - mmaction - INFO - Epoch [32][120/1345] lr: 1.000e-03, eta: 3:44:59, time: 0.520, data_time: 0.001, memory: 7063, top1_acc: 0.6937, top5_acc: 0.8977, loss_cls: 1.1427, loss: 1.1427, grad_norm: 7.9215 2021-02-03 21:26:29,540 - mmaction - INFO - Epoch [32][140/1345] lr: 1.000e-03, eta: 3:44:48, time: 0.521, data_time: 0.000, memory: 7063, top1_acc: 0.7133, top5_acc: 0.8883, loss_cls: 1.1499, loss: 1.1499, grad_norm: 7.9583 2021-02-03 21:26:39,956 - mmaction - INFO - Epoch [32][160/1345] lr: 1.000e-03, eta: 3:44:37, time: 0.521, data_time: 0.000, memory: 7063, top1_acc: 0.7188, top5_acc: 0.9031, loss_cls: 1.0807, loss: 1.0807, grad_norm: 7.7545 2021-02-03 21:26:50,297 - mmaction - INFO - Epoch [32][180/1345] lr: 1.000e-03, eta: 3:44:27, time: 0.517, data_time: 0.001, memory: 7063, top1_acc: 0.7094, top5_acc: 0.9008, loss_cls: 1.0913, loss: 1.0913, grad_norm: 8.0444 2021-02-03 21:27:00,686 - mmaction - INFO - Epoch [32][200/1345] lr: 1.000e-03, eta: 3:44:16, time: 0.520, data_time: 0.001, memory: 7063, top1_acc: 0.7133, top5_acc: 0.8945, loss_cls: 1.1183, loss: 1.1183, grad_norm: 8.0017 2021-02-03 21:27:11,157 - mmaction - INFO - Epoch [32][220/1345] lr: 1.000e-03, eta: 3:44:05, time: 0.524, data_time: 0.000, memory: 7063, top1_acc: 0.7359, top5_acc: 0.9016, loss_cls: 1.0598, loss: 1.0598, grad_norm: 7.6550 2021-02-03 21:27:21,439 - mmaction - INFO - Epoch [32][240/1345] lr: 1.000e-03, eta: 3:43:54, time: 0.514, data_time: 0.000, memory: 7063, top1_acc: 0.7047, top5_acc: 0.9031, loss_cls: 1.1191, loss: 1.1191, grad_norm: 7.8910 2021-02-03 21:27:31,879 - mmaction - INFO - Epoch [32][260/1345] lr: 1.000e-03, eta: 3:43:44, time: 0.522, data_time: 0.000, memory: 7063, top1_acc: 0.7156, top5_acc: 0.9070, loss_cls: 1.0687, loss: 1.0687, grad_norm: 8.1046 2021-02-03 21:27:42,292 - mmaction - INFO - Epoch [32][280/1345] lr: 1.000e-03, eta: 3:43:33, time: 0.521, data_time: 0.000, memory: 7063, top1_acc: 0.6680, top5_acc: 0.8914, loss_cls: 1.1799, loss: 1.1799, grad_norm: 8.2512 2021-02-03 21:27:52,585 - mmaction - INFO - Epoch [32][300/1345] lr: 1.000e-03, eta: 3:43:22, time: 0.514, data_time: 0.000, memory: 7063, top1_acc: 0.7039, top5_acc: 0.8898, loss_cls: 1.1084, loss: 1.1084, grad_norm: 7.9856 2021-02-03 21:28:03,150 - mmaction - INFO - Epoch [32][320/1345] lr: 1.000e-03, eta: 3:43:12, time: 0.529, data_time: 0.001, memory: 7063, top1_acc: 0.7250, top5_acc: 0.9023, loss_cls: 1.0818, loss: 1.0818, grad_norm: 7.6465 2021-02-03 21:28:13,445 - mmaction - INFO - Epoch [32][340/1345] lr: 1.000e-03, eta: 3:43:01, time: 0.515, data_time: 0.000, memory: 7063, top1_acc: 0.7195, top5_acc: 0.9008, loss_cls: 1.0383, loss: 1.0383, grad_norm: 7.6638 2021-02-03 21:28:23,848 - mmaction - INFO - Epoch [32][360/1345] lr: 1.000e-03, eta: 3:42:50, time: 0.520, data_time: 0.000, memory: 7063, top1_acc: 0.7000, top5_acc: 0.8914, loss_cls: 1.1345, loss: 1.1345, grad_norm: 8.0378 2021-02-03 21:28:34,218 - mmaction - INFO - Epoch [32][380/1345] lr: 1.000e-03, eta: 3:42:39, time: 0.518, data_time: 0.000, memory: 7063, top1_acc: 0.7063, top5_acc: 0.8859, loss_cls: 1.1471, loss: 1.1471, grad_norm: 8.0219 2021-02-03 21:28:44,613 - mmaction - INFO - Epoch [32][400/1345] lr: 1.000e-03, eta: 3:42:28, time: 0.520, data_time: 0.001, memory: 7063, top1_acc: 0.7125, top5_acc: 0.8938, loss_cls: 1.1013, loss: 1.1013, grad_norm: 7.7880 2021-02-03 21:28:55,018 - mmaction - INFO - Epoch [32][420/1345] lr: 1.000e-03, eta: 3:42:18, time: 0.520, data_time: 0.000, memory: 7063, top1_acc: 0.7047, top5_acc: 0.8898, loss_cls: 1.1486, loss: 1.1486, grad_norm: 8.0367 2021-02-03 21:29:05,278 - mmaction - INFO - Epoch [32][440/1345] lr: 1.000e-03, eta: 3:42:07, time: 0.513, data_time: 0.001, memory: 7063, top1_acc: 0.7000, top5_acc: 0.8977, loss_cls: 1.1262, loss: 1.1262, grad_norm: 8.2305 2021-02-03 21:29:15,641 - mmaction - INFO - Epoch [32][460/1345] lr: 1.000e-03, eta: 3:41:56, time: 0.518, data_time: 0.001, memory: 7063, top1_acc: 0.6844, top5_acc: 0.8992, loss_cls: 1.1466, loss: 1.1466, grad_norm: 8.4600 2021-02-03 21:29:26,148 - mmaction - INFO - Epoch [32][480/1345] lr: 1.000e-03, eta: 3:41:45, time: 0.525, data_time: 0.000, memory: 7063, top1_acc: 0.7289, top5_acc: 0.8961, loss_cls: 1.0601, loss: 1.0601, grad_norm: 7.8661 2021-02-03 21:29:36,479 - mmaction - INFO - Epoch [32][500/1345] lr: 1.000e-03, eta: 3:41:35, time: 0.516, data_time: 0.001, memory: 7063, top1_acc: 0.7008, top5_acc: 0.8852, loss_cls: 1.1719, loss: 1.1719, grad_norm: 8.2957 2021-02-03 21:29:46,911 - mmaction - INFO - Epoch [32][520/1345] lr: 1.000e-03, eta: 3:41:24, time: 0.522, data_time: 0.001, memory: 7063, top1_acc: 0.6906, top5_acc: 0.8914, loss_cls: 1.1447, loss: 1.1447, grad_norm: 8.1568 2021-02-03 21:29:57,292 - mmaction - INFO - Epoch [32][540/1345] lr: 1.000e-03, eta: 3:41:13, time: 0.519, data_time: 0.000, memory: 7063, top1_acc: 0.7289, top5_acc: 0.9133, loss_cls: 1.0572, loss: 1.0572, grad_norm: 8.1961 2021-02-03 21:30:07,597 - mmaction - INFO - Epoch [32][560/1345] lr: 1.000e-03, eta: 3:41:02, time: 0.515, data_time: 0.001, memory: 7063, top1_acc: 0.7195, top5_acc: 0.8945, loss_cls: 1.1463, loss: 1.1463, grad_norm: 8.0883 2021-02-03 21:30:18,062 - mmaction - INFO - Epoch [32][580/1345] lr: 1.000e-03, eta: 3:40:52, time: 0.523, data_time: 0.000, memory: 7063, top1_acc: 0.6961, top5_acc: 0.8883, loss_cls: 1.1932, loss: 1.1932, grad_norm: 8.4598 2021-02-03 21:30:28,406 - mmaction - INFO - Epoch [32][600/1345] lr: 1.000e-03, eta: 3:40:41, time: 0.517, data_time: 0.001, memory: 7063, top1_acc: 0.6867, top5_acc: 0.8789, loss_cls: 1.1994, loss: 1.1994, grad_norm: 8.2052 2021-02-03 21:30:38,818 - mmaction - INFO - Epoch [32][620/1345] lr: 1.000e-03, eta: 3:40:30, time: 0.521, data_time: 0.000, memory: 7063, top1_acc: 0.6992, top5_acc: 0.9062, loss_cls: 1.1399, loss: 1.1399, grad_norm: 8.3924 2021-02-03 21:30:49,206 - mmaction - INFO - Epoch [32][640/1345] lr: 1.000e-03, eta: 3:40:19, time: 0.519, data_time: 0.000, memory: 7063, top1_acc: 0.6992, top5_acc: 0.8875, loss_cls: 1.1850, loss: 1.1850, grad_norm: 8.4746 2021-02-03 21:30:59,679 - mmaction - INFO - Epoch [32][660/1345] lr: 1.000e-03, eta: 3:40:09, time: 0.523, data_time: 0.000, memory: 7063, top1_acc: 0.7016, top5_acc: 0.8898, loss_cls: 1.1389, loss: 1.1389, grad_norm: 7.9933 2021-02-03 21:31:09,939 - mmaction - INFO - Epoch [32][680/1345] lr: 1.000e-03, eta: 3:39:58, time: 0.513, data_time: 0.001, memory: 7063, top1_acc: 0.7023, top5_acc: 0.8898, loss_cls: 1.1390, loss: 1.1390, grad_norm: 8.1327 2021-02-03 21:31:20,330 - mmaction - INFO - Epoch [32][700/1345] lr: 1.000e-03, eta: 3:39:47, time: 0.519, data_time: 0.000, memory: 7063, top1_acc: 0.6969, top5_acc: 0.9070, loss_cls: 1.1229, loss: 1.1229, grad_norm: 8.3015 2021-02-03 21:31:30,744 - mmaction - INFO - Epoch [32][720/1345] lr: 1.000e-03, eta: 3:39:36, time: 0.521, data_time: 0.001, memory: 7063, top1_acc: 0.6953, top5_acc: 0.8930, loss_cls: 1.1487, loss: 1.1487, grad_norm: 8.1416 2021-02-03 21:31:41,015 - mmaction - INFO - Epoch [32][740/1345] lr: 1.000e-03, eta: 3:39:26, time: 0.514, data_time: 0.001, memory: 7063, top1_acc: 0.6859, top5_acc: 0.8945, loss_cls: 1.1815, loss: 1.1815, grad_norm: 8.4676 2021-02-03 21:31:51,489 - mmaction - INFO - Epoch [32][760/1345] lr: 1.000e-03, eta: 3:39:15, time: 0.523, data_time: 0.001, memory: 7063, top1_acc: 0.7063, top5_acc: 0.8906, loss_cls: 1.1226, loss: 1.1226, grad_norm: 8.2148 2021-02-03 21:32:01,840 - mmaction - INFO - Epoch [32][780/1345] lr: 1.000e-03, eta: 3:39:04, time: 0.518, data_time: 0.001, memory: 7063, top1_acc: 0.7125, top5_acc: 0.8883, loss_cls: 1.1175, loss: 1.1175, grad_norm: 7.8113 2021-02-03 21:32:12,133 - mmaction - INFO - Epoch [32][800/1345] lr: 1.000e-03, eta: 3:38:53, time: 0.515, data_time: 0.001, memory: 7063, top1_acc: 0.7117, top5_acc: 0.8906, loss_cls: 1.0939, loss: 1.0939, grad_norm: 7.9803 2021-02-03 21:32:22,517 - mmaction - INFO - Epoch [32][820/1345] lr: 1.000e-03, eta: 3:38:43, time: 0.519, data_time: 0.000, memory: 7063, top1_acc: 0.7016, top5_acc: 0.9000, loss_cls: 1.1156, loss: 1.1156, grad_norm: 8.5002 2021-02-03 21:32:33,023 - mmaction - INFO - Epoch [32][840/1345] lr: 1.000e-03, eta: 3:38:32, time: 0.525, data_time: 0.001, memory: 7063, top1_acc: 0.7094, top5_acc: 0.9031, loss_cls: 1.0796, loss: 1.0796, grad_norm: 8.0396 2021-02-03 21:32:43,465 - mmaction - INFO - Epoch [32][860/1345] lr: 1.000e-03, eta: 3:38:21, time: 0.522, data_time: 0.001, memory: 7063, top1_acc: 0.7281, top5_acc: 0.8953, loss_cls: 1.0705, loss: 1.0705, grad_norm: 7.7822 2021-02-03 21:32:53,835 - mmaction - INFO - Epoch [32][880/1345] lr: 1.000e-03, eta: 3:38:11, time: 0.518, data_time: 0.001, memory: 7063, top1_acc: 0.6914, top5_acc: 0.8984, loss_cls: 1.1511, loss: 1.1511, grad_norm: 8.2593 2021-02-03 21:33:04,227 - mmaction - INFO - Epoch [32][900/1345] lr: 1.000e-03, eta: 3:38:00, time: 0.520, data_time: 0.001, memory: 7063, top1_acc: 0.7312, top5_acc: 0.9008, loss_cls: 1.0886, loss: 1.0886, grad_norm: 7.9943 2021-02-03 21:33:14,596 - mmaction - INFO - Epoch [32][920/1345] lr: 1.000e-03, eta: 3:37:49, time: 0.519, data_time: 0.001, memory: 7063, top1_acc: 0.7078, top5_acc: 0.8977, loss_cls: 1.1158, loss: 1.1158, grad_norm: 8.0285 2021-02-03 21:33:24,941 - mmaction - INFO - Epoch [32][940/1345] lr: 1.000e-03, eta: 3:37:38, time: 0.517, data_time: 0.000, memory: 7063, top1_acc: 0.7094, top5_acc: 0.8883, loss_cls: 1.1462, loss: 1.1462, grad_norm: 8.0752 2021-02-03 21:33:35,374 - mmaction - INFO - Epoch [32][960/1345] lr: 1.000e-03, eta: 3:37:28, time: 0.522, data_time: 0.000, memory: 7063, top1_acc: 0.7172, top5_acc: 0.9086, loss_cls: 1.0731, loss: 1.0731, grad_norm: 8.1713 2021-02-03 21:33:45,668 - mmaction - INFO - Epoch [32][980/1345] lr: 1.000e-03, eta: 3:37:17, time: 0.515, data_time: 0.000, memory: 7063, top1_acc: 0.7086, top5_acc: 0.8930, loss_cls: 1.1031, loss: 1.1031, grad_norm: 8.0916 2021-02-03 21:33:56,089 - mmaction - INFO - Epoch [32][1000/1345] lr: 1.000e-03, eta: 3:37:06, time: 0.521, data_time: 0.000, memory: 7063, top1_acc: 0.6852, top5_acc: 0.8828, loss_cls: 1.2089, loss: 1.2089, grad_norm: 8.5178 2021-02-03 21:34:06,497 - mmaction - INFO - Epoch [32][1020/1345] lr: 1.000e-03, eta: 3:36:55, time: 0.520, data_time: 0.001, memory: 7063, top1_acc: 0.6805, top5_acc: 0.8938, loss_cls: 1.1641, loss: 1.1641, grad_norm: 8.2761 2021-02-03 21:34:16,848 - mmaction - INFO - Epoch [32][1040/1345] lr: 1.000e-03, eta: 3:36:45, time: 0.518, data_time: 0.001, memory: 7063, top1_acc: 0.7172, top5_acc: 0.9023, loss_cls: 1.0782, loss: 1.0782, grad_norm: 7.8381 2021-02-03 21:34:27,272 - mmaction - INFO - Epoch [32][1060/1345] lr: 1.000e-03, eta: 3:36:34, time: 0.521, data_time: 0.000, memory: 7063, top1_acc: 0.7070, top5_acc: 0.8969, loss_cls: 1.1261, loss: 1.1261, grad_norm: 8.4488 2021-02-03 21:34:37,624 - mmaction - INFO - Epoch [32][1080/1345] lr: 1.000e-03, eta: 3:36:23, time: 0.518, data_time: 0.001, memory: 7063, top1_acc: 0.7156, top5_acc: 0.9047, loss_cls: 1.0959, loss: 1.0959, grad_norm: 8.1613 2021-02-03 21:34:48,003 - mmaction - INFO - Epoch [32][1100/1345] lr: 1.000e-03, eta: 3:36:12, time: 0.519, data_time: 0.001, memory: 7063, top1_acc: 0.6992, top5_acc: 0.9078, loss_cls: 1.1239, loss: 1.1239, grad_norm: 8.2519 2021-02-03 21:34:58,474 - mmaction - INFO - Epoch [32][1120/1345] lr: 1.000e-03, eta: 3:36:02, time: 0.524, data_time: 0.001, memory: 7063, top1_acc: 0.7156, top5_acc: 0.8922, loss_cls: 1.1276, loss: 1.1276, grad_norm: 8.0630 2021-02-03 21:35:08,799 - mmaction - INFO - Epoch [32][1140/1345] lr: 1.000e-03, eta: 3:35:51, time: 0.516, data_time: 0.000, memory: 7063, top1_acc: 0.6922, top5_acc: 0.8992, loss_cls: 1.1530, loss: 1.1530, grad_norm: 8.4629 2021-02-03 21:35:19,205 - mmaction - INFO - Epoch [32][1160/1345] lr: 1.000e-03, eta: 3:35:40, time: 0.521, data_time: 0.001, memory: 7063, top1_acc: 0.7109, top5_acc: 0.8812, loss_cls: 1.1592, loss: 1.1592, grad_norm: 8.3449 2021-02-03 21:35:29,592 - mmaction - INFO - Epoch [32][1180/1345] lr: 1.000e-03, eta: 3:35:29, time: 0.519, data_time: 0.001, memory: 7063, top1_acc: 0.7102, top5_acc: 0.9047, loss_cls: 1.0917, loss: 1.0917, grad_norm: 8.0974 2021-02-03 21:35:39,880 - mmaction - INFO - Epoch [32][1200/1345] lr: 1.000e-03, eta: 3:35:19, time: 0.515, data_time: 0.001, memory: 7063, top1_acc: 0.7031, top5_acc: 0.8898, loss_cls: 1.1100, loss: 1.1100, grad_norm: 8.3555 2021-02-03 21:35:50,114 - mmaction - INFO - Epoch [32][1220/1345] lr: 1.000e-03, eta: 3:35:08, time: 0.512, data_time: 0.000, memory: 7063, top1_acc: 0.6773, top5_acc: 0.8734, loss_cls: 1.2157, loss: 1.2157, grad_norm: 8.4340 2021-02-03 21:36:00,477 - mmaction - INFO - Epoch [32][1240/1345] lr: 1.000e-03, eta: 3:34:57, time: 0.518, data_time: 0.000, memory: 7063, top1_acc: 0.7078, top5_acc: 0.8867, loss_cls: 1.1438, loss: 1.1438, grad_norm: 7.9670 2021-02-03 21:36:10,715 - mmaction - INFO - Epoch [32][1260/1345] lr: 1.000e-03, eta: 3:34:46, time: 0.512, data_time: 0.000, memory: 7063, top1_acc: 0.6859, top5_acc: 0.8938, loss_cls: 1.1594, loss: 1.1594, grad_norm: 8.4653 2021-02-03 21:36:21,060 - mmaction - INFO - Epoch [32][1280/1345] lr: 1.000e-03, eta: 3:34:36, time: 0.517, data_time: 0.000, memory: 7063, top1_acc: 0.6766, top5_acc: 0.8836, loss_cls: 1.2183, loss: 1.2183, grad_norm: 8.4854 2021-02-03 21:36:31,416 - mmaction - INFO - Epoch [32][1300/1345] lr: 1.000e-03, eta: 3:34:25, time: 0.518, data_time: 0.000, memory: 7063, top1_acc: 0.7078, top5_acc: 0.9000, loss_cls: 1.1274, loss: 1.1274, grad_norm: 7.9919 2021-02-03 21:36:41,760 - mmaction - INFO - Epoch [32][1320/1345] lr: 1.000e-03, eta: 3:34:14, time: 0.517, data_time: 0.000, memory: 7063, top1_acc: 0.7133, top5_acc: 0.8977, loss_cls: 1.0839, loss: 1.0839, grad_norm: 7.8700 2021-02-03 21:36:52,112 - mmaction - INFO - Epoch [32][1340/1345] lr: 1.000e-03, eta: 3:34:03, time: 0.517, data_time: 0.001, memory: 7063, top1_acc: 0.7031, top5_acc: 0.8875, loss_cls: 1.1274, loss: 1.1274, grad_norm: 8.1659 2021-02-03 21:36:55,010 - mmaction - INFO - Saving checkpoint at 32 epochs 2021-02-03 21:37:34,876 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-02-03 21:37:35,046 - mmaction - INFO - top1_acc 0.4507 top5_acc 0.7441 2021-02-03 21:37:35,046 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-02-03 21:37:35,058 - mmaction - INFO - mean_acc 0.4105 2021-02-03 21:37:35,060 - mmaction - INFO - Epoch(val) [32][1345] top1_acc: 0.4507, top5_acc: 0.7441, mean_class_accuracy: 0.4105 2021-02-03 21:38:01,323 - mmaction - INFO - Epoch [33][20/1345] lr: 1.000e-03, eta: 3:33:57, time: 1.313, data_time: 0.715, memory: 7063, top1_acc: 0.7211, top5_acc: 0.9070, loss_cls: 1.0650, loss: 1.0650, grad_norm: 8.0242 2021-02-03 21:38:11,649 - mmaction - INFO - Epoch [33][40/1345] lr: 1.000e-03, eta: 3:33:47, time: 0.516, data_time: 0.004, memory: 7063, top1_acc: 0.7063, top5_acc: 0.8969, loss_cls: 1.1118, loss: 1.1118, grad_norm: 8.1613 2021-02-03 21:38:21,891 - mmaction - INFO - Epoch [33][60/1345] lr: 1.000e-03, eta: 3:33:36, time: 0.512, data_time: 0.001, memory: 7063, top1_acc: 0.7250, top5_acc: 0.8984, loss_cls: 1.0812, loss: 1.0812, grad_norm: 8.1499 2021-02-03 21:38:32,123 - mmaction - INFO - Epoch [33][80/1345] lr: 1.000e-03, eta: 3:33:25, time: 0.512, data_time: 0.000, memory: 7063, top1_acc: 0.7031, top5_acc: 0.8992, loss_cls: 1.1146, loss: 1.1146, grad_norm: 8.0592 2021-02-03 21:38:42,374 - mmaction - INFO - Epoch [33][100/1345] lr: 1.000e-03, eta: 3:33:14, time: 0.513, data_time: 0.000, memory: 7063, top1_acc: 0.7297, top5_acc: 0.9039, loss_cls: 1.0476, loss: 1.0476, grad_norm: 8.0862 2021-02-03 21:38:52,623 - mmaction - INFO - Epoch [33][120/1345] lr: 1.000e-03, eta: 3:33:03, time: 0.512, data_time: 0.000, memory: 7063, top1_acc: 0.7234, top5_acc: 0.8945, loss_cls: 1.0886, loss: 1.0886, grad_norm: 8.0207 2021-02-03 21:39:03,072 - mmaction - INFO - Epoch [33][140/1345] lr: 1.000e-03, eta: 3:32:53, time: 0.522, data_time: 0.000, memory: 7063, top1_acc: 0.7227, top5_acc: 0.8953, loss_cls: 1.1091, loss: 1.1091, grad_norm: 7.8721 2021-02-03 21:39:13,322 - mmaction - INFO - Epoch [33][160/1345] lr: 1.000e-03, eta: 3:32:42, time: 0.512, data_time: 0.001, memory: 7063, top1_acc: 0.7258, top5_acc: 0.9031, loss_cls: 1.0694, loss: 1.0694, grad_norm: 8.1205 2021-02-03 21:39:23,692 - mmaction - INFO - Epoch [33][180/1345] lr: 1.000e-03, eta: 3:32:31, time: 0.519, data_time: 0.001, memory: 7063, top1_acc: 0.7125, top5_acc: 0.9031, loss_cls: 1.0832, loss: 1.0832, grad_norm: 8.5224 2021-02-03 21:39:34,099 - mmaction - INFO - Epoch [33][200/1345] lr: 1.000e-03, eta: 3:32:20, time: 0.520, data_time: 0.000, memory: 7063, top1_acc: 0.7102, top5_acc: 0.9086, loss_cls: 1.0543, loss: 1.0543, grad_norm: 8.1178 2021-02-03 21:39:44,324 - mmaction - INFO - Epoch [33][220/1345] lr: 1.000e-03, eta: 3:32:09, time: 0.511, data_time: 0.000, memory: 7063, top1_acc: 0.7133, top5_acc: 0.9016, loss_cls: 1.1205, loss: 1.1205, grad_norm: 8.4704 2021-02-03 21:39:54,731 - mmaction - INFO - Epoch [33][240/1345] lr: 1.000e-03, eta: 3:31:59, time: 0.520, data_time: 0.000, memory: 7063, top1_acc: 0.7070, top5_acc: 0.8844, loss_cls: 1.1385, loss: 1.1385, grad_norm: 8.0458 2021-02-03 21:40:05,142 - mmaction - INFO - Epoch [33][260/1345] lr: 1.000e-03, eta: 3:31:48, time: 0.521, data_time: 0.000, memory: 7063, top1_acc: 0.6844, top5_acc: 0.9094, loss_cls: 1.1071, loss: 1.1071, grad_norm: 8.3102 2021-02-03 21:40:15,558 - mmaction - INFO - Epoch [33][280/1345] lr: 1.000e-03, eta: 3:31:37, time: 0.521, data_time: 0.000, memory: 7063, top1_acc: 0.7258, top5_acc: 0.8984, loss_cls: 1.1017, loss: 1.1017, grad_norm: 8.2643 2021-02-03 21:40:25,841 - mmaction - INFO - Epoch [33][300/1345] lr: 1.000e-03, eta: 3:31:26, time: 0.514, data_time: 0.000, memory: 7063, top1_acc: 0.6859, top5_acc: 0.8859, loss_cls: 1.1643, loss: 1.1643, grad_norm: 8.3415 2021-02-03 21:40:36,174 - mmaction - INFO - Epoch [33][320/1345] lr: 1.000e-03, eta: 3:31:16, time: 0.517, data_time: 0.000, memory: 7063, top1_acc: 0.7047, top5_acc: 0.9031, loss_cls: 1.0672, loss: 1.0672, grad_norm: 8.2736 2021-02-03 21:40:46,482 - mmaction - INFO - Epoch [33][340/1345] lr: 1.000e-03, eta: 3:31:05, time: 0.515, data_time: 0.000, memory: 7063, top1_acc: 0.6898, top5_acc: 0.8977, loss_cls: 1.1323, loss: 1.1323, grad_norm: 8.2489 2021-02-03 21:40:56,926 - mmaction - INFO - Epoch [33][360/1345] lr: 1.000e-03, eta: 3:30:54, time: 0.522, data_time: 0.001, memory: 7063, top1_acc: 0.6891, top5_acc: 0.8898, loss_cls: 1.1630, loss: 1.1630, grad_norm: 8.2883 2021-02-03 21:41:07,202 - mmaction - INFO - Epoch [33][380/1345] lr: 1.000e-03, eta: 3:30:43, time: 0.514, data_time: 0.000, memory: 7063, top1_acc: 0.7031, top5_acc: 0.8977, loss_cls: 1.1430, loss: 1.1430, grad_norm: 8.3752 2021-02-03 21:41:17,575 - mmaction - INFO - Epoch [33][400/1345] lr: 1.000e-03, eta: 3:30:33, time: 0.519, data_time: 0.000, memory: 7063, top1_acc: 0.7148, top5_acc: 0.9031, loss_cls: 1.0612, loss: 1.0612, grad_norm: 8.1298 2021-02-03 21:41:27,981 - mmaction - INFO - Epoch [33][420/1345] lr: 1.000e-03, eta: 3:30:22, time: 0.520, data_time: 0.000, memory: 7063, top1_acc: 0.7273, top5_acc: 0.9008, loss_cls: 1.0494, loss: 1.0494, grad_norm: 8.0166 2021-02-03 21:41:38,365 - mmaction - INFO - Epoch [33][440/1345] lr: 1.000e-03, eta: 3:30:11, time: 0.519, data_time: 0.001, memory: 7063, top1_acc: 0.6937, top5_acc: 0.8867, loss_cls: 1.1533, loss: 1.1533, grad_norm: 8.5485 2021-02-03 21:41:48,762 - mmaction - INFO - Epoch [33][460/1345] lr: 1.000e-03, eta: 3:30:00, time: 0.520, data_time: 0.001, memory: 7063, top1_acc: 0.7086, top5_acc: 0.9070, loss_cls: 1.0960, loss: 1.0960, grad_norm: 8.2690 2021-02-03 21:41:59,044 - mmaction - INFO - Epoch [33][480/1345] lr: 1.000e-03, eta: 3:29:50, time: 0.514, data_time: 0.000, memory: 7063, top1_acc: 0.7078, top5_acc: 0.8961, loss_cls: 1.0862, loss: 1.0862, grad_norm: 7.9927 2021-02-03 21:42:09,395 - mmaction - INFO - Epoch [33][500/1345] lr: 1.000e-03, eta: 3:29:39, time: 0.517, data_time: 0.000, memory: 7063, top1_acc: 0.7133, top5_acc: 0.8945, loss_cls: 1.0879, loss: 1.0879, grad_norm: 8.0288 2021-02-03 21:42:19,804 - mmaction - INFO - Epoch [33][520/1345] lr: 1.000e-03, eta: 3:29:28, time: 0.521, data_time: 0.001, memory: 7063, top1_acc: 0.7211, top5_acc: 0.9023, loss_cls: 1.0703, loss: 1.0703, grad_norm: 8.1753 2021-02-03 21:42:30,132 - mmaction - INFO - Epoch [33][540/1345] lr: 1.000e-03, eta: 3:29:17, time: 0.516, data_time: 0.001, memory: 7063, top1_acc: 0.7273, top5_acc: 0.9047, loss_cls: 1.0473, loss: 1.0473, grad_norm: 8.0213 2021-02-03 21:42:40,507 - mmaction - INFO - Epoch [33][560/1345] lr: 1.000e-03, eta: 3:29:07, time: 0.519, data_time: 0.000, memory: 7063, top1_acc: 0.6898, top5_acc: 0.8914, loss_cls: 1.1652, loss: 1.1652, grad_norm: 8.4410 2021-02-03 21:42:50,910 - mmaction - INFO - Epoch [33][580/1345] lr: 1.000e-03, eta: 3:28:56, time: 0.520, data_time: 0.000, memory: 7063, top1_acc: 0.7094, top5_acc: 0.9109, loss_cls: 1.0834, loss: 1.0834, grad_norm: 8.2880 2021-02-03 21:43:01,344 - mmaction - INFO - Epoch [33][600/1345] lr: 1.000e-03, eta: 3:28:45, time: 0.522, data_time: 0.001, memory: 7063, top1_acc: 0.7133, top5_acc: 0.8992, loss_cls: 1.0538, loss: 1.0538, grad_norm: 8.3338 2021-02-03 21:43:11,706 - mmaction - INFO - Epoch [33][620/1345] lr: 1.000e-03, eta: 3:28:35, time: 0.518, data_time: 0.001, memory: 7063, top1_acc: 0.7156, top5_acc: 0.8992, loss_cls: 1.0915, loss: 1.0915, grad_norm: 8.1462 2021-02-03 21:43:22,076 - mmaction - INFO - Epoch [33][640/1345] lr: 1.000e-03, eta: 3:28:24, time: 0.518, data_time: 0.001, memory: 7063, top1_acc: 0.7078, top5_acc: 0.9008, loss_cls: 1.0776, loss: 1.0776, grad_norm: 8.2878 2021-02-03 21:43:32,430 - mmaction - INFO - Epoch [33][660/1345] lr: 1.000e-03, eta: 3:28:13, time: 0.518, data_time: 0.001, memory: 7063, top1_acc: 0.7242, top5_acc: 0.8953, loss_cls: 1.0976, loss: 1.0976, grad_norm: 8.2228 2021-02-03 21:43:42,847 - mmaction - INFO - Epoch [33][680/1345] lr: 1.000e-03, eta: 3:28:02, time: 0.521, data_time: 0.001, memory: 7063, top1_acc: 0.7031, top5_acc: 0.8930, loss_cls: 1.1181, loss: 1.1181, grad_norm: 8.4949 2021-02-03 21:43:53,216 - mmaction - INFO - Epoch [33][700/1345] lr: 1.000e-03, eta: 3:27:52, time: 0.518, data_time: 0.000, memory: 7063, top1_acc: 0.6922, top5_acc: 0.8883, loss_cls: 1.1530, loss: 1.1530, grad_norm: 8.5231 2021-02-03 21:44:03,561 - mmaction - INFO - Epoch [33][720/1345] lr: 1.000e-03, eta: 3:27:41, time: 0.517, data_time: 0.001, memory: 7063, top1_acc: 0.7188, top5_acc: 0.9047, loss_cls: 1.0741, loss: 1.0741, grad_norm: 8.2136 2021-02-03 21:44:13,924 - mmaction - INFO - Epoch [33][740/1345] lr: 1.000e-03, eta: 3:27:30, time: 0.519, data_time: 0.001, memory: 7063, top1_acc: 0.6977, top5_acc: 0.8898, loss_cls: 1.1304, loss: 1.1304, grad_norm: 8.3056 2021-02-03 21:44:24,359 - mmaction - INFO - Epoch [33][760/1345] lr: 1.000e-03, eta: 3:27:19, time: 0.522, data_time: 0.000, memory: 7063, top1_acc: 0.7055, top5_acc: 0.8914, loss_cls: 1.1441, loss: 1.1441, grad_norm: 8.1877 2021-02-03 21:44:34,784 - mmaction - INFO - Epoch [33][780/1345] lr: 1.000e-03, eta: 3:27:09, time: 0.521, data_time: 0.000, memory: 7063, top1_acc: 0.7008, top5_acc: 0.8867, loss_cls: 1.1417, loss: 1.1417, grad_norm: 8.5562 2021-02-03 21:44:45,238 - mmaction - INFO - Epoch [33][800/1345] lr: 1.000e-03, eta: 3:26:58, time: 0.523, data_time: 0.001, memory: 7063, top1_acc: 0.7047, top5_acc: 0.8906, loss_cls: 1.1422, loss: 1.1422, grad_norm: 8.2387 2021-02-03 21:44:55,744 - mmaction - INFO - Epoch [33][820/1345] lr: 1.000e-03, eta: 3:26:47, time: 0.525, data_time: 0.000, memory: 7063, top1_acc: 0.6922, top5_acc: 0.9039, loss_cls: 1.1469, loss: 1.1469, grad_norm: 8.4786 2021-02-03 21:45:06,090 - mmaction - INFO - Epoch [33][840/1345] lr: 1.000e-03, eta: 3:26:37, time: 0.518, data_time: 0.001, memory: 7063, top1_acc: 0.7141, top5_acc: 0.9102, loss_cls: 1.0597, loss: 1.0597, grad_norm: 8.3644 2021-02-03 21:45:16,439 - mmaction - INFO - Epoch [33][860/1345] lr: 1.000e-03, eta: 3:26:26, time: 0.517, data_time: 0.000, memory: 7063, top1_acc: 0.7219, top5_acc: 0.8898, loss_cls: 1.1147, loss: 1.1147, grad_norm: 8.2072 2021-02-03 21:45:26,820 - mmaction - INFO - Epoch [33][880/1345] lr: 1.000e-03, eta: 3:26:15, time: 0.519, data_time: 0.000, memory: 7063, top1_acc: 0.6828, top5_acc: 0.8812, loss_cls: 1.1906, loss: 1.1906, grad_norm: 8.2783 2021-02-03 21:45:37,213 - mmaction - INFO - Epoch [33][900/1345] lr: 1.000e-03, eta: 3:26:04, time: 0.520, data_time: 0.001, memory: 7063, top1_acc: 0.6969, top5_acc: 0.9070, loss_cls: 1.1171, loss: 1.1171, grad_norm: 8.3473 2021-02-03 21:45:47,473 - mmaction - INFO - Epoch [33][920/1345] lr: 1.000e-03, eta: 3:25:54, time: 0.513, data_time: 0.001, memory: 7063, top1_acc: 0.7320, top5_acc: 0.9062, loss_cls: 1.0404, loss: 1.0404, grad_norm: 8.1647 2021-02-03 21:45:57,782 - mmaction - INFO - Epoch [33][940/1345] lr: 1.000e-03, eta: 3:25:43, time: 0.515, data_time: 0.001, memory: 7063, top1_acc: 0.6984, top5_acc: 0.8922, loss_cls: 1.1498, loss: 1.1498, grad_norm: 8.4469 2021-02-03 21:46:08,254 - mmaction - INFO - Epoch [33][960/1345] lr: 1.000e-03, eta: 3:25:32, time: 0.524, data_time: 0.001, memory: 7063, top1_acc: 0.7063, top5_acc: 0.8914, loss_cls: 1.1299, loss: 1.1299, grad_norm: 8.2726 2021-02-03 21:46:18,553 - mmaction - INFO - Epoch [33][980/1345] lr: 1.000e-03, eta: 3:25:21, time: 0.515, data_time: 0.000, memory: 7063, top1_acc: 0.7008, top5_acc: 0.9094, loss_cls: 1.1084, loss: 1.1084, grad_norm: 8.3135 2021-02-03 21:46:28,975 - mmaction - INFO - Epoch [33][1000/1345] lr: 1.000e-03, eta: 3:25:11, time: 0.521, data_time: 0.001, memory: 7063, top1_acc: 0.6953, top5_acc: 0.8977, loss_cls: 1.1188, loss: 1.1188, grad_norm: 8.5321 2021-02-03 21:46:39,390 - mmaction - INFO - Epoch [33][1020/1345] lr: 1.000e-03, eta: 3:25:00, time: 0.521, data_time: 0.001, memory: 7063, top1_acc: 0.7063, top5_acc: 0.8891, loss_cls: 1.1480, loss: 1.1480, grad_norm: 8.6218 2021-02-03 21:46:49,639 - mmaction - INFO - Epoch [33][1040/1345] lr: 1.000e-03, eta: 3:24:49, time: 0.512, data_time: 0.000, memory: 7063, top1_acc: 0.7000, top5_acc: 0.9016, loss_cls: 1.1421, loss: 1.1421, grad_norm: 8.2856 2021-02-03 21:47:00,072 - mmaction - INFO - Epoch [33][1060/1345] lr: 1.000e-03, eta: 3:24:38, time: 0.522, data_time: 0.000, memory: 7063, top1_acc: 0.7109, top5_acc: 0.8977, loss_cls: 1.0939, loss: 1.0939, grad_norm: 8.2598 2021-02-03 21:47:10,371 - mmaction - INFO - Epoch [33][1080/1345] lr: 1.000e-03, eta: 3:24:28, time: 0.515, data_time: 0.000, memory: 7063, top1_acc: 0.6969, top5_acc: 0.8812, loss_cls: 1.1774, loss: 1.1774, grad_norm: 8.5034 2021-02-03 21:47:20,746 - mmaction - INFO - Epoch [33][1100/1345] lr: 1.000e-03, eta: 3:24:17, time: 0.519, data_time: 0.001, memory: 7063, top1_acc: 0.7312, top5_acc: 0.9008, loss_cls: 1.0524, loss: 1.0524, grad_norm: 8.1536 2021-02-03 21:47:31,189 - mmaction - INFO - Epoch [33][1120/1345] lr: 1.000e-03, eta: 3:24:06, time: 0.522, data_time: 0.001, memory: 7063, top1_acc: 0.7203, top5_acc: 0.8961, loss_cls: 1.1120, loss: 1.1120, grad_norm: 8.1309 2021-02-03 21:47:41,469 - mmaction - INFO - Epoch [33][1140/1345] lr: 1.000e-03, eta: 3:23:55, time: 0.514, data_time: 0.000, memory: 7063, top1_acc: 0.7266, top5_acc: 0.8938, loss_cls: 1.0784, loss: 1.0784, grad_norm: 8.1299 2021-02-03 21:47:51,907 - mmaction - INFO - Epoch [33][1160/1345] lr: 1.000e-03, eta: 3:23:45, time: 0.522, data_time: 0.001, memory: 7063, top1_acc: 0.7016, top5_acc: 0.8922, loss_cls: 1.1663, loss: 1.1663, grad_norm: 8.4749 2021-02-03 21:48:02,161 - mmaction - INFO - Epoch [33][1180/1345] lr: 1.000e-03, eta: 3:23:34, time: 0.512, data_time: 0.000, memory: 7063, top1_acc: 0.7289, top5_acc: 0.9078, loss_cls: 1.0419, loss: 1.0419, grad_norm: 7.9990 2021-02-03 21:48:12,495 - mmaction - INFO - Epoch [33][1200/1345] lr: 1.000e-03, eta: 3:23:23, time: 0.517, data_time: 0.001, memory: 7063, top1_acc: 0.6977, top5_acc: 0.8961, loss_cls: 1.1776, loss: 1.1776, grad_norm: 8.4078 2021-02-03 21:48:22,868 - mmaction - INFO - Epoch [33][1220/1345] lr: 1.000e-03, eta: 3:23:12, time: 0.519, data_time: 0.001, memory: 7063, top1_acc: 0.6984, top5_acc: 0.8914, loss_cls: 1.1539, loss: 1.1539, grad_norm: 8.4004 2021-02-03 21:48:33,167 - mmaction - INFO - Epoch [33][1240/1345] lr: 1.000e-03, eta: 3:23:02, time: 0.515, data_time: 0.001, memory: 7063, top1_acc: 0.7133, top5_acc: 0.8906, loss_cls: 1.1153, loss: 1.1153, grad_norm: 8.1777 2021-02-03 21:48:43,481 - mmaction - INFO - Epoch [33][1260/1345] lr: 1.000e-03, eta: 3:22:51, time: 0.516, data_time: 0.001, memory: 7063, top1_acc: 0.7086, top5_acc: 0.8852, loss_cls: 1.1588, loss: 1.1588, grad_norm: 8.5567 2021-02-03 21:48:53,761 - mmaction - INFO - Epoch [33][1280/1345] lr: 1.000e-03, eta: 3:22:40, time: 0.514, data_time: 0.001, memory: 7063, top1_acc: 0.7000, top5_acc: 0.8914, loss_cls: 1.1412, loss: 1.1412, grad_norm: 8.5247 2021-02-03 21:49:04,099 - mmaction - INFO - Epoch [33][1300/1345] lr: 1.000e-03, eta: 3:22:29, time: 0.517, data_time: 0.001, memory: 7063, top1_acc: 0.6891, top5_acc: 0.8898, loss_cls: 1.1636, loss: 1.1636, grad_norm: 8.5572 2021-02-03 21:49:14,446 - mmaction - INFO - Epoch [33][1320/1345] lr: 1.000e-03, eta: 3:22:19, time: 0.518, data_time: 0.001, memory: 7063, top1_acc: 0.7008, top5_acc: 0.8969, loss_cls: 1.1285, loss: 1.1285, grad_norm: 8.6246 2021-02-03 21:49:24,776 - mmaction - INFO - Epoch [33][1340/1345] lr: 1.000e-03, eta: 3:22:08, time: 0.516, data_time: 0.000, memory: 7063, top1_acc: 0.7234, top5_acc: 0.8805, loss_cls: 1.1295, loss: 1.1295, grad_norm: 8.4270 2021-02-03 21:49:27,582 - mmaction - INFO - Saving checkpoint at 33 epochs 2021-02-03 21:49:54,267 - mmaction - INFO - Epoch [34][20/1345] lr: 1.000e-03, eta: 3:22:01, time: 1.312, data_time: 0.797, memory: 7063, top1_acc: 0.6961, top5_acc: 0.8961, loss_cls: 1.1212, loss: 1.1212, grad_norm: 8.2992 2021-02-03 21:50:04,597 - mmaction - INFO - Epoch [34][40/1345] lr: 1.000e-03, eta: 3:21:51, time: 0.516, data_time: 0.005, memory: 7063, top1_acc: 0.6984, top5_acc: 0.9047, loss_cls: 1.1192, loss: 1.1192, grad_norm: 8.4465 2021-02-03 21:50:14,926 - mmaction - INFO - Epoch [34][60/1345] lr: 1.000e-03, eta: 3:21:40, time: 0.517, data_time: 0.001, memory: 7063, top1_acc: 0.7141, top5_acc: 0.9062, loss_cls: 1.0895, loss: 1.0895, grad_norm: 8.2848 2021-02-03 21:50:25,187 - mmaction - INFO - Epoch [34][80/1345] lr: 1.000e-03, eta: 3:21:29, time: 0.513, data_time: 0.000, memory: 7063, top1_acc: 0.7289, top5_acc: 0.9047, loss_cls: 1.0593, loss: 1.0593, grad_norm: 8.3830 2021-02-03 21:50:35,458 - mmaction - INFO - Epoch [34][100/1345] lr: 1.000e-03, eta: 3:21:18, time: 0.514, data_time: 0.001, memory: 7063, top1_acc: 0.7234, top5_acc: 0.9125, loss_cls: 1.0113, loss: 1.0113, grad_norm: 8.0473 2021-02-03 21:50:45,766 - mmaction - INFO - Epoch [34][120/1345] lr: 1.000e-03, eta: 3:21:08, time: 0.515, data_time: 0.000, memory: 7063, top1_acc: 0.7250, top5_acc: 0.8984, loss_cls: 1.0873, loss: 1.0873, grad_norm: 8.4729 2021-02-03 21:50:56,035 - mmaction - INFO - Epoch [34][140/1345] lr: 1.000e-03, eta: 3:20:57, time: 0.513, data_time: 0.000, memory: 7063, top1_acc: 0.7109, top5_acc: 0.8914, loss_cls: 1.1504, loss: 1.1504, grad_norm: 8.3573 2021-02-03 21:51:06,397 - mmaction - INFO - Epoch [34][160/1345] lr: 1.000e-03, eta: 3:20:46, time: 0.518, data_time: 0.000, memory: 7063, top1_acc: 0.7406, top5_acc: 0.9125, loss_cls: 1.0143, loss: 1.0143, grad_norm: 8.1824 2021-02-03 21:51:16,704 - mmaction - INFO - Epoch [34][180/1345] lr: 1.000e-03, eta: 3:20:35, time: 0.515, data_time: 0.001, memory: 7063, top1_acc: 0.7156, top5_acc: 0.9094, loss_cls: 1.0721, loss: 1.0721, grad_norm: 8.3586 2021-02-03 21:51:27,061 - mmaction - INFO - Epoch [34][200/1345] lr: 1.000e-03, eta: 3:20:24, time: 0.518, data_time: 0.001, memory: 7063, top1_acc: 0.7219, top5_acc: 0.9062, loss_cls: 1.0749, loss: 1.0749, grad_norm: 8.2165 2021-02-03 21:51:37,565 - mmaction - INFO - Epoch [34][220/1345] lr: 1.000e-03, eta: 3:20:14, time: 0.525, data_time: 0.001, memory: 7063, top1_acc: 0.7133, top5_acc: 0.9016, loss_cls: 1.0676, loss: 1.0676, grad_norm: 8.3866 2021-02-03 21:51:48,023 - mmaction - INFO - Epoch [34][240/1345] lr: 1.000e-03, eta: 3:20:03, time: 0.523, data_time: 0.000, memory: 7063, top1_acc: 0.7344, top5_acc: 0.9016, loss_cls: 1.0249, loss: 1.0249, grad_norm: 8.1248 2021-02-03 21:51:58,402 - mmaction - INFO - Epoch [34][260/1345] lr: 1.000e-03, eta: 3:19:52, time: 0.519, data_time: 0.001, memory: 7063, top1_acc: 0.7117, top5_acc: 0.9047, loss_cls: 1.0870, loss: 1.0870, grad_norm: 8.5032 2021-02-03 21:52:08,660 - mmaction - INFO - Epoch [34][280/1345] lr: 1.000e-03, eta: 3:19:42, time: 0.512, data_time: 0.000, memory: 7063, top1_acc: 0.7141, top5_acc: 0.9016, loss_cls: 1.0746, loss: 1.0746, grad_norm: 8.1503 2021-02-03 21:52:18,962 - mmaction - INFO - Epoch [34][300/1345] lr: 1.000e-03, eta: 3:19:31, time: 0.515, data_time: 0.001, memory: 7063, top1_acc: 0.6961, top5_acc: 0.8883, loss_cls: 1.1573, loss: 1.1573, grad_norm: 8.5271 2021-02-03 21:52:29,339 - mmaction - INFO - Epoch [34][320/1345] lr: 1.000e-03, eta: 3:19:20, time: 0.519, data_time: 0.001, memory: 7063, top1_acc: 0.7344, top5_acc: 0.9195, loss_cls: 0.9952, loss: 0.9952, grad_norm: 8.3316 2021-02-03 21:52:39,755 - mmaction - INFO - Epoch [34][340/1345] lr: 1.000e-03, eta: 3:19:09, time: 0.521, data_time: 0.000, memory: 7063, top1_acc: 0.7234, top5_acc: 0.9195, loss_cls: 1.0325, loss: 1.0325, grad_norm: 8.3282 2021-02-03 21:52:50,108 - mmaction - INFO - Epoch [34][360/1345] lr: 1.000e-03, eta: 3:18:59, time: 0.518, data_time: 0.001, memory: 7063, top1_acc: 0.7305, top5_acc: 0.8930, loss_cls: 1.0867, loss: 1.0867, grad_norm: 8.2437 2021-02-03 21:53:00,485 - mmaction - INFO - Epoch [34][380/1345] lr: 1.000e-03, eta: 3:18:48, time: 0.519, data_time: 0.001, memory: 7063, top1_acc: 0.7078, top5_acc: 0.9039, loss_cls: 1.0618, loss: 1.0618, grad_norm: 8.4772 2021-02-03 21:53:10,832 - mmaction - INFO - Epoch [34][400/1345] lr: 1.000e-03, eta: 3:18:37, time: 0.517, data_time: 0.001, memory: 7063, top1_acc: 0.6945, top5_acc: 0.8820, loss_cls: 1.1888, loss: 1.1888, grad_norm: 8.7330 2021-02-03 21:53:21,239 - mmaction - INFO - Epoch [34][420/1345] lr: 1.000e-03, eta: 3:18:26, time: 0.520, data_time: 0.000, memory: 7063, top1_acc: 0.7219, top5_acc: 0.9070, loss_cls: 1.0850, loss: 1.0850, grad_norm: 8.5650 2021-02-03 21:53:31,669 - mmaction - INFO - Epoch [34][440/1345] lr: 1.000e-03, eta: 3:18:16, time: 0.521, data_time: 0.000, memory: 7063, top1_acc: 0.7180, top5_acc: 0.9047, loss_cls: 1.0666, loss: 1.0666, grad_norm: 8.1973 2021-02-03 21:53:41,939 - mmaction - INFO - Epoch [34][460/1345] lr: 1.000e-03, eta: 3:18:05, time: 0.513, data_time: 0.000, memory: 7063, top1_acc: 0.7031, top5_acc: 0.8977, loss_cls: 1.1464, loss: 1.1464, grad_norm: 8.6041 2021-02-03 21:53:52,361 - mmaction - INFO - Epoch [34][480/1345] lr: 1.000e-03, eta: 3:17:54, time: 0.521, data_time: 0.000, memory: 7063, top1_acc: 0.7109, top5_acc: 0.9047, loss_cls: 1.0662, loss: 1.0662, grad_norm: 8.4439 2021-02-03 21:54:02,654 - mmaction - INFO - Epoch [34][500/1345] lr: 1.000e-03, eta: 3:17:44, time: 0.515, data_time: 0.001, memory: 7063, top1_acc: 0.7141, top5_acc: 0.9016, loss_cls: 1.0949, loss: 1.0949, grad_norm: 8.3470 2021-02-03 21:54:13,084 - mmaction - INFO - Epoch [34][520/1345] lr: 1.000e-03, eta: 3:17:33, time: 0.521, data_time: 0.000, memory: 7063, top1_acc: 0.6859, top5_acc: 0.8805, loss_cls: 1.1539, loss: 1.1539, grad_norm: 8.6989 2021-02-03 21:54:23,517 - mmaction - INFO - Epoch [34][540/1345] lr: 1.000e-03, eta: 3:17:22, time: 0.522, data_time: 0.001, memory: 7063, top1_acc: 0.7281, top5_acc: 0.8953, loss_cls: 1.0672, loss: 1.0672, grad_norm: 8.1423 2021-02-03 21:54:33,940 - mmaction - INFO - Epoch [34][560/1345] lr: 1.000e-03, eta: 3:17:11, time: 0.521, data_time: 0.000, memory: 7063, top1_acc: 0.7109, top5_acc: 0.9008, loss_cls: 1.0602, loss: 1.0602, grad_norm: 8.1455 2021-02-03 21:54:44,203 - mmaction - INFO - Epoch [34][580/1345] lr: 1.000e-03, eta: 3:17:01, time: 0.513, data_time: 0.001, memory: 7063, top1_acc: 0.7297, top5_acc: 0.9078, loss_cls: 1.0449, loss: 1.0449, grad_norm: 7.8951 2021-02-03 21:54:54,608 - mmaction - INFO - Epoch [34][600/1345] lr: 1.000e-03, eta: 3:16:50, time: 0.520, data_time: 0.001, memory: 7063, top1_acc: 0.6945, top5_acc: 0.8992, loss_cls: 1.1238, loss: 1.1238, grad_norm: 8.6340 2021-02-03 21:55:04,951 - mmaction - INFO - Epoch [34][620/1345] lr: 1.000e-03, eta: 3:16:39, time: 0.517, data_time: 0.001, memory: 7063, top1_acc: 0.7016, top5_acc: 0.8891, loss_cls: 1.1632, loss: 1.1632, grad_norm: 8.6877 2021-02-03 21:55:15,309 - mmaction - INFO - Epoch [34][640/1345] lr: 1.000e-03, eta: 3:16:28, time: 0.518, data_time: 0.001, memory: 7063, top1_acc: 0.7250, top5_acc: 0.9094, loss_cls: 1.0390, loss: 1.0390, grad_norm: 8.1938 2021-02-03 21:55:25,584 - mmaction - INFO - Epoch [34][660/1345] lr: 1.000e-03, eta: 3:16:18, time: 0.514, data_time: 0.001, memory: 7063, top1_acc: 0.7367, top5_acc: 0.9133, loss_cls: 1.0194, loss: 1.0194, grad_norm: 8.3657 2021-02-03 21:55:35,913 - mmaction - INFO - Epoch [34][680/1345] lr: 1.000e-03, eta: 3:16:07, time: 0.517, data_time: 0.001, memory: 7063, top1_acc: 0.7133, top5_acc: 0.8898, loss_cls: 1.0988, loss: 1.0988, grad_norm: 8.5559 2021-02-03 21:55:46,321 - mmaction - INFO - Epoch [34][700/1345] lr: 1.000e-03, eta: 3:15:56, time: 0.521, data_time: 0.001, memory: 7063, top1_acc: 0.7203, top5_acc: 0.8930, loss_cls: 1.1024, loss: 1.1024, grad_norm: 8.3832 2021-02-03 21:55:56,610 - mmaction - INFO - Epoch [34][720/1345] lr: 1.000e-03, eta: 3:15:45, time: 0.514, data_time: 0.001, memory: 7063, top1_acc: 0.6945, top5_acc: 0.8875, loss_cls: 1.1503, loss: 1.1503, grad_norm: 8.6926 2021-02-03 21:56:07,036 - mmaction - INFO - Epoch [34][740/1345] lr: 1.000e-03, eta: 3:15:35, time: 0.521, data_time: 0.000, memory: 7063, top1_acc: 0.6727, top5_acc: 0.8852, loss_cls: 1.2235, loss: 1.2235, grad_norm: 8.8503 2021-02-03 21:56:17,281 - mmaction - INFO - Epoch [34][760/1345] lr: 1.000e-03, eta: 3:15:24, time: 0.513, data_time: 0.001, memory: 7063, top1_acc: 0.7039, top5_acc: 0.9023, loss_cls: 1.1400, loss: 1.1400, grad_norm: 8.8265 2021-02-03 21:56:27,660 - mmaction - INFO - Epoch [34][780/1345] lr: 1.000e-03, eta: 3:15:13, time: 0.519, data_time: 0.000, memory: 7063, top1_acc: 0.6977, top5_acc: 0.8883, loss_cls: 1.1567, loss: 1.1567, grad_norm: 8.4216 2021-02-03 21:56:37,996 - mmaction - INFO - Epoch [34][800/1345] lr: 1.000e-03, eta: 3:15:03, time: 0.517, data_time: 0.001, memory: 7063, top1_acc: 0.6992, top5_acc: 0.8789, loss_cls: 1.1702, loss: 1.1702, grad_norm: 8.6308 2021-02-03 21:56:48,431 - mmaction - INFO - Epoch [34][820/1345] lr: 1.000e-03, eta: 3:14:52, time: 0.522, data_time: 0.001, memory: 7063, top1_acc: 0.7227, top5_acc: 0.9133, loss_cls: 1.0238, loss: 1.0238, grad_norm: 8.1024 2021-02-03 21:56:58,783 - mmaction - INFO - Epoch [34][840/1345] lr: 1.000e-03, eta: 3:14:41, time: 0.518, data_time: 0.000, memory: 7063, top1_acc: 0.7172, top5_acc: 0.9125, loss_cls: 1.0486, loss: 1.0486, grad_norm: 8.4408 2021-02-03 21:57:09,205 - mmaction - INFO - Epoch [34][860/1345] lr: 1.000e-03, eta: 3:14:30, time: 0.521, data_time: 0.001, memory: 7063, top1_acc: 0.7133, top5_acc: 0.8945, loss_cls: 1.0895, loss: 1.0895, grad_norm: 8.7685 2021-02-03 21:57:19,518 - mmaction - INFO - Epoch [34][880/1345] lr: 1.000e-03, eta: 3:14:20, time: 0.516, data_time: 0.000, memory: 7063, top1_acc: 0.7016, top5_acc: 0.8945, loss_cls: 1.1086, loss: 1.1086, grad_norm: 8.5912 2021-02-03 21:57:29,752 - mmaction - INFO - Epoch [34][900/1345] lr: 1.000e-03, eta: 3:14:09, time: 0.512, data_time: 0.001, memory: 7063, top1_acc: 0.7250, top5_acc: 0.9016, loss_cls: 1.0728, loss: 1.0728, grad_norm: 8.3089 2021-02-03 21:57:40,012 - mmaction - INFO - Epoch [34][920/1345] lr: 1.000e-03, eta: 3:13:58, time: 0.513, data_time: 0.000, memory: 7063, top1_acc: 0.7070, top5_acc: 0.9000, loss_cls: 1.1002, loss: 1.1002, grad_norm: 8.3407 2021-02-03 21:57:50,257 - mmaction - INFO - Epoch [34][940/1345] lr: 1.000e-03, eta: 3:13:47, time: 0.512, data_time: 0.000, memory: 7063, top1_acc: 0.7227, top5_acc: 0.8945, loss_cls: 1.1003, loss: 1.1003, grad_norm: 8.1297 2021-02-03 21:58:00,701 - mmaction - INFO - Epoch [34][960/1345] lr: 1.000e-03, eta: 3:13:37, time: 0.522, data_time: 0.000, memory: 7063, top1_acc: 0.7133, top5_acc: 0.9141, loss_cls: 1.0318, loss: 1.0318, grad_norm: 8.4017 2021-02-03 21:58:11,005 - mmaction - INFO - Epoch [34][980/1345] lr: 1.000e-03, eta: 3:13:26, time: 0.515, data_time: 0.000, memory: 7063, top1_acc: 0.6953, top5_acc: 0.8938, loss_cls: 1.1468, loss: 1.1468, grad_norm: 8.8892 2021-02-03 21:58:21,316 - mmaction - INFO - Epoch [34][1000/1345] lr: 1.000e-03, eta: 3:13:15, time: 0.516, data_time: 0.001, memory: 7063, top1_acc: 0.7289, top5_acc: 0.8992, loss_cls: 1.0683, loss: 1.0683, grad_norm: 8.3487 2021-02-03 21:58:31,619 - mmaction - INFO - Epoch [34][1020/1345] lr: 1.000e-03, eta: 3:13:04, time: 0.515, data_time: 0.000, memory: 7063, top1_acc: 0.7164, top5_acc: 0.9016, loss_cls: 1.0684, loss: 1.0684, grad_norm: 8.4156 2021-02-03 21:58:41,889 - mmaction - INFO - Epoch [34][1040/1345] lr: 1.000e-03, eta: 3:12:54, time: 0.513, data_time: 0.000, memory: 7063, top1_acc: 0.7125, top5_acc: 0.9016, loss_cls: 1.0852, loss: 1.0852, grad_norm: 8.4401 2021-02-03 21:58:52,235 - mmaction - INFO - Epoch [34][1060/1345] lr: 1.000e-03, eta: 3:12:43, time: 0.517, data_time: 0.001, memory: 7063, top1_acc: 0.7047, top5_acc: 0.8992, loss_cls: 1.1054, loss: 1.1054, grad_norm: 8.4052 2021-02-03 21:59:02,524 - mmaction - INFO - Epoch [34][1080/1345] lr: 1.000e-03, eta: 3:12:32, time: 0.514, data_time: 0.001, memory: 7063, top1_acc: 0.7086, top5_acc: 0.8969, loss_cls: 1.0929, loss: 1.0929, grad_norm: 8.4195 2021-02-03 21:59:12,822 - mmaction - INFO - Epoch [34][1100/1345] lr: 1.000e-03, eta: 3:12:21, time: 0.515, data_time: 0.001, memory: 7063, top1_acc: 0.7133, top5_acc: 0.9062, loss_cls: 1.0511, loss: 1.0511, grad_norm: 8.4688 2021-02-03 21:59:23,257 - mmaction - INFO - Epoch [34][1120/1345] lr: 1.000e-03, eta: 3:12:11, time: 0.521, data_time: 0.000, memory: 7063, top1_acc: 0.7242, top5_acc: 0.8984, loss_cls: 1.0473, loss: 1.0473, grad_norm: 8.5958 2021-02-03 21:59:33,593 - mmaction - INFO - Epoch [34][1140/1345] lr: 1.000e-03, eta: 3:12:00, time: 0.517, data_time: 0.001, memory: 7063, top1_acc: 0.7281, top5_acc: 0.8969, loss_cls: 1.0747, loss: 1.0747, grad_norm: 8.4145 2021-02-03 21:59:43,995 - mmaction - INFO - Epoch [34][1160/1345] lr: 1.000e-03, eta: 3:11:49, time: 0.520, data_time: 0.000, memory: 7063, top1_acc: 0.7086, top5_acc: 0.9047, loss_cls: 1.0580, loss: 1.0580, grad_norm: 8.2758 2021-02-03 21:59:54,385 - mmaction - INFO - Epoch [34][1180/1345] lr: 1.000e-03, eta: 3:11:39, time: 0.520, data_time: 0.001, memory: 7063, top1_acc: 0.7078, top5_acc: 0.8922, loss_cls: 1.1206, loss: 1.1206, grad_norm: 8.5434 2021-02-03 22:00:04,614 - mmaction - INFO - Epoch [34][1200/1345] lr: 1.000e-03, eta: 3:11:28, time: 0.511, data_time: 0.000, memory: 7063, top1_acc: 0.7188, top5_acc: 0.9031, loss_cls: 1.0795, loss: 1.0795, grad_norm: 8.4798 2021-02-03 22:00:14,946 - mmaction - INFO - Epoch [34][1220/1345] lr: 1.000e-03, eta: 3:11:17, time: 0.516, data_time: 0.000, memory: 7063, top1_acc: 0.7125, top5_acc: 0.8922, loss_cls: 1.1185, loss: 1.1185, grad_norm: 8.6465 2021-02-03 22:00:25,320 - mmaction - INFO - Epoch [34][1240/1345] lr: 1.000e-03, eta: 3:11:06, time: 0.519, data_time: 0.001, memory: 7063, top1_acc: 0.7008, top5_acc: 0.8953, loss_cls: 1.1259, loss: 1.1259, grad_norm: 8.5683 2021-02-03 22:00:35,650 - mmaction - INFO - Epoch [34][1260/1345] lr: 1.000e-03, eta: 3:10:56, time: 0.516, data_time: 0.000, memory: 7063, top1_acc: 0.7188, top5_acc: 0.8859, loss_cls: 1.1349, loss: 1.1349, grad_norm: 8.5281 2021-02-03 22:00:46,087 - mmaction - INFO - Epoch [34][1280/1345] lr: 1.000e-03, eta: 3:10:45, time: 0.522, data_time: 0.001, memory: 7063, top1_acc: 0.7117, top5_acc: 0.8812, loss_cls: 1.1043, loss: 1.1043, grad_norm: 8.4899 2021-02-03 22:00:56,504 - mmaction - INFO - Epoch [34][1300/1345] lr: 1.000e-03, eta: 3:10:34, time: 0.521, data_time: 0.002, memory: 7063, top1_acc: 0.6961, top5_acc: 0.8969, loss_cls: 1.1371, loss: 1.1371, grad_norm: 8.5528 2021-02-03 22:01:06,940 - mmaction - INFO - Epoch [34][1320/1345] lr: 1.000e-03, eta: 3:10:23, time: 0.522, data_time: 0.001, memory: 7063, top1_acc: 0.7156, top5_acc: 0.9008, loss_cls: 1.0792, loss: 1.0792, grad_norm: 8.2999 2021-02-03 22:01:17,249 - mmaction - INFO - Epoch [34][1340/1345] lr: 1.000e-03, eta: 3:10:13, time: 0.515, data_time: 0.001, memory: 7063, top1_acc: 0.7203, top5_acc: 0.9094, loss_cls: 1.0527, loss: 1.0527, grad_norm: 8.4901 2021-02-03 22:01:20,051 - mmaction - INFO - Saving checkpoint at 34 epochs 2021-02-03 22:01:57,073 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-02-03 22:01:57,626 - mmaction - INFO - top1_acc 0.4445 top5_acc 0.7419 2021-02-03 22:01:57,629 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-02-03 22:01:57,694 - mmaction - INFO - mean_acc 0.4036 2021-02-03 22:01:57,742 - mmaction - INFO - Epoch(val) [34][1345] top1_acc: 0.4445, top5_acc: 0.7419, mean_class_accuracy: 0.4036 2021-02-03 22:02:32,195 - mmaction - INFO - Epoch [35][20/1345] lr: 1.000e-03, eta: 3:10:09, time: 1.722, data_time: 1.186, memory: 7063, top1_acc: 0.7398, top5_acc: 0.9102, loss_cls: 1.0212, loss: 1.0212, grad_norm: 8.3925 2021-02-03 22:02:42,377 - mmaction - INFO - Epoch [35][40/1345] lr: 1.000e-03, eta: 3:09:59, time: 0.509, data_time: 0.000, memory: 7063, top1_acc: 0.7461, top5_acc: 0.9156, loss_cls: 0.9580, loss: 0.9580, grad_norm: 8.1376 2021-02-03 22:02:52,648 - mmaction - INFO - Epoch [35][60/1345] lr: 1.000e-03, eta: 3:09:48, time: 0.514, data_time: 0.000, memory: 7063, top1_acc: 0.7250, top5_acc: 0.8977, loss_cls: 1.0727, loss: 1.0727, grad_norm: 8.4652 2021-02-03 22:03:02,947 - mmaction - INFO - Epoch [35][80/1345] lr: 1.000e-03, eta: 3:09:37, time: 0.515, data_time: 0.000, memory: 7063, top1_acc: 0.7156, top5_acc: 0.9094, loss_cls: 1.0869, loss: 1.0869, grad_norm: 8.5091 2021-02-03 22:03:13,191 - mmaction - INFO - Epoch [35][100/1345] lr: 1.000e-03, eta: 3:09:26, time: 0.512, data_time: 0.000, memory: 7063, top1_acc: 0.7203, top5_acc: 0.9055, loss_cls: 1.0280, loss: 1.0280, grad_norm: 8.4345 2021-02-03 22:03:23,648 - mmaction - INFO - Epoch [35][120/1345] lr: 1.000e-03, eta: 3:09:16, time: 0.523, data_time: 0.001, memory: 7063, top1_acc: 0.7266, top5_acc: 0.9016, loss_cls: 1.0268, loss: 1.0268, grad_norm: 8.3893 2021-02-03 22:03:33,887 - mmaction - INFO - Epoch [35][140/1345] lr: 1.000e-03, eta: 3:09:05, time: 0.512, data_time: 0.000, memory: 7063, top1_acc: 0.7156, top5_acc: 0.9039, loss_cls: 1.0973, loss: 1.0973, grad_norm: 8.5935 2021-02-03 22:03:44,198 - mmaction - INFO - Epoch [35][160/1345] lr: 1.000e-03, eta: 3:08:54, time: 0.515, data_time: 0.001, memory: 7063, top1_acc: 0.7305, top5_acc: 0.9031, loss_cls: 1.0437, loss: 1.0437, grad_norm: 8.2626 2021-02-03 22:03:54,490 - mmaction - INFO - Epoch [35][180/1345] lr: 1.000e-03, eta: 3:08:43, time: 0.515, data_time: 0.001, memory: 7063, top1_acc: 0.7336, top5_acc: 0.9109, loss_cls: 1.0290, loss: 1.0290, grad_norm: 8.3023 2021-02-03 22:04:04,831 - mmaction - INFO - Epoch [35][200/1345] lr: 1.000e-03, eta: 3:08:33, time: 0.517, data_time: 0.000, memory: 7063, top1_acc: 0.7047, top5_acc: 0.8977, loss_cls: 1.0991, loss: 1.0991, grad_norm: 8.4813 2021-02-03 22:04:15,129 - mmaction - INFO - Epoch [35][220/1345] lr: 1.000e-03, eta: 3:08:22, time: 0.515, data_time: 0.001, memory: 7063, top1_acc: 0.7164, top5_acc: 0.8969, loss_cls: 1.0810, loss: 1.0810, grad_norm: 8.4240 2021-02-03 22:04:25,521 - mmaction - INFO - Epoch [35][240/1345] lr: 1.000e-03, eta: 3:08:11, time: 0.520, data_time: 0.000, memory: 7063, top1_acc: 0.7391, top5_acc: 0.9094, loss_cls: 1.0050, loss: 1.0050, grad_norm: 8.0589 2021-02-03 22:04:35,950 - mmaction - INFO - Epoch [35][260/1345] lr: 1.000e-03, eta: 3:08:00, time: 0.521, data_time: 0.000, memory: 7063, top1_acc: 0.7117, top5_acc: 0.9070, loss_cls: 1.1002, loss: 1.1002, grad_norm: 8.4405 2021-02-03 22:04:46,279 - mmaction - INFO - Epoch [35][280/1345] lr: 1.000e-03, eta: 3:07:50, time: 0.516, data_time: 0.001, memory: 7063, top1_acc: 0.7133, top5_acc: 0.9070, loss_cls: 1.0585, loss: 1.0585, grad_norm: 8.5958 2021-02-03 22:04:56,634 - mmaction - INFO - Epoch [35][300/1345] lr: 1.000e-03, eta: 3:07:39, time: 0.518, data_time: 0.000, memory: 7063, top1_acc: 0.7344, top5_acc: 0.9141, loss_cls: 1.0576, loss: 1.0576, grad_norm: 8.6072 2021-02-03 22:05:06,962 - mmaction - INFO - Epoch [35][320/1345] lr: 1.000e-03, eta: 3:07:28, time: 0.516, data_time: 0.000, memory: 7063, top1_acc: 0.7281, top5_acc: 0.9094, loss_cls: 1.0345, loss: 1.0345, grad_norm: 8.4362 2021-02-03 22:05:17,295 - mmaction - INFO - Epoch [35][340/1345] lr: 1.000e-03, eta: 3:07:17, time: 0.516, data_time: 0.000, memory: 7063, top1_acc: 0.7234, top5_acc: 0.9086, loss_cls: 1.0559, loss: 1.0559, grad_norm: 8.6402 2021-02-03 22:05:27,689 - mmaction - INFO - Epoch [35][360/1345] lr: 1.000e-03, eta: 3:07:07, time: 0.519, data_time: 0.001, memory: 7063, top1_acc: 0.7188, top5_acc: 0.9031, loss_cls: 1.0685, loss: 1.0685, grad_norm: 8.7998 2021-02-03 22:05:38,127 - mmaction - INFO - Epoch [35][380/1345] lr: 1.000e-03, eta: 3:06:56, time: 0.522, data_time: 0.001, memory: 7063, top1_acc: 0.7133, top5_acc: 0.8891, loss_cls: 1.1281, loss: 1.1281, grad_norm: 8.6692 2021-02-03 22:05:48,443 - mmaction - INFO - Epoch [35][400/1345] lr: 1.000e-03, eta: 3:06:45, time: 0.516, data_time: 0.000, memory: 7063, top1_acc: 0.7133, top5_acc: 0.8938, loss_cls: 1.1120, loss: 1.1120, grad_norm: 8.8593 2021-02-03 22:05:58,767 - mmaction - INFO - Epoch [35][420/1345] lr: 1.000e-03, eta: 3:06:35, time: 0.516, data_time: 0.001, memory: 7063, top1_acc: 0.7234, top5_acc: 0.9109, loss_cls: 1.0665, loss: 1.0665, grad_norm: 8.6395 2021-02-03 22:06:09,132 - mmaction - INFO - Epoch [35][440/1345] lr: 1.000e-03, eta: 3:06:24, time: 0.519, data_time: 0.001, memory: 7063, top1_acc: 0.7109, top5_acc: 0.9047, loss_cls: 1.0705, loss: 1.0705, grad_norm: 8.6974 2021-02-03 22:06:19,614 - mmaction - INFO - Epoch [35][460/1345] lr: 1.000e-03, eta: 3:06:13, time: 0.524, data_time: 0.000, memory: 7063, top1_acc: 0.7219, top5_acc: 0.9055, loss_cls: 1.0629, loss: 1.0629, grad_norm: 8.6407 2021-02-03 22:06:29,919 - mmaction - INFO - Epoch [35][480/1345] lr: 1.000e-03, eta: 3:06:02, time: 0.515, data_time: 0.000, memory: 7063, top1_acc: 0.7289, top5_acc: 0.9078, loss_cls: 1.0430, loss: 1.0430, grad_norm: 8.5467 2021-02-03 22:06:40,330 - mmaction - INFO - Epoch [35][500/1345] lr: 1.000e-03, eta: 3:05:52, time: 0.521, data_time: 0.000, memory: 7063, top1_acc: 0.7453, top5_acc: 0.9219, loss_cls: 0.9969, loss: 0.9969, grad_norm: 8.5291 2021-02-03 22:06:50,625 - mmaction - INFO - Epoch [35][520/1345] lr: 1.000e-03, eta: 3:05:41, time: 0.515, data_time: 0.000, memory: 7063, top1_acc: 0.7219, top5_acc: 0.9109, loss_cls: 1.0486, loss: 1.0486, grad_norm: 8.6530 2021-02-03 22:07:00,956 - mmaction - INFO - Epoch [35][540/1345] lr: 1.000e-03, eta: 3:05:30, time: 0.516, data_time: 0.000, memory: 7063, top1_acc: 0.7211, top5_acc: 0.9094, loss_cls: 1.0836, loss: 1.0836, grad_norm: 8.6116 2021-02-03 22:07:11,475 - mmaction - INFO - Epoch [35][560/1345] lr: 1.000e-03, eta: 3:05:20, time: 0.526, data_time: 0.001, memory: 7063, top1_acc: 0.6961, top5_acc: 0.8922, loss_cls: 1.1208, loss: 1.1208, grad_norm: 8.7953 2021-02-03 22:07:21,874 - mmaction - INFO - Epoch [35][580/1345] lr: 1.000e-03, eta: 3:05:09, time: 0.520, data_time: 0.000, memory: 7063, top1_acc: 0.7320, top5_acc: 0.9008, loss_cls: 1.0580, loss: 1.0580, grad_norm: 8.4340 2021-02-03 22:07:32,319 - mmaction - INFO - Epoch [35][600/1345] lr: 1.000e-03, eta: 3:04:58, time: 0.523, data_time: 0.001, memory: 7063, top1_acc: 0.6906, top5_acc: 0.9094, loss_cls: 1.1016, loss: 1.1016, grad_norm: 8.8904 2021-02-03 22:07:42,698 - mmaction - INFO - Epoch [35][620/1345] lr: 1.000e-03, eta: 3:04:47, time: 0.519, data_time: 0.000, memory: 7063, top1_acc: 0.7047, top5_acc: 0.8945, loss_cls: 1.1358, loss: 1.1358, grad_norm: 8.7989 2021-02-03 22:07:53,074 - mmaction - INFO - Epoch [35][640/1345] lr: 1.000e-03, eta: 3:04:37, time: 0.518, data_time: 0.000, memory: 7063, top1_acc: 0.7063, top5_acc: 0.9008, loss_cls: 1.1105, loss: 1.1105, grad_norm: 8.5711 2021-02-03 22:08:03,450 - mmaction - INFO - Epoch [35][660/1345] lr: 1.000e-03, eta: 3:04:26, time: 0.519, data_time: 0.001, memory: 7063, top1_acc: 0.7117, top5_acc: 0.9125, loss_cls: 1.0582, loss: 1.0582, grad_norm: 8.5089 2021-02-03 22:08:13,846 - mmaction - INFO - Epoch [35][680/1345] lr: 1.000e-03, eta: 3:04:15, time: 0.520, data_time: 0.001, memory: 7063, top1_acc: 0.7258, top5_acc: 0.9109, loss_cls: 1.0576, loss: 1.0576, grad_norm: 8.8685 2021-02-03 22:08:24,304 - mmaction - INFO - Epoch [35][700/1345] lr: 1.000e-03, eta: 3:04:05, time: 0.523, data_time: 0.001, memory: 7063, top1_acc: 0.7023, top5_acc: 0.9062, loss_cls: 1.1125, loss: 1.1125, grad_norm: 8.9209 2021-02-03 22:08:34,716 - mmaction - INFO - Epoch [35][720/1345] lr: 1.000e-03, eta: 3:03:54, time: 0.521, data_time: 0.001, memory: 7063, top1_acc: 0.7031, top5_acc: 0.9031, loss_cls: 1.0907, loss: 1.0907, grad_norm: 8.6570 2021-02-03 22:08:45,082 - mmaction - INFO - Epoch [35][740/1345] lr: 1.000e-03, eta: 3:03:43, time: 0.518, data_time: 0.000, memory: 7063, top1_acc: 0.7000, top5_acc: 0.8930, loss_cls: 1.1194, loss: 1.1194, grad_norm: 8.6993 2021-02-03 22:08:55,514 - mmaction - INFO - Epoch [35][760/1345] lr: 1.000e-03, eta: 3:03:33, time: 0.521, data_time: 0.000, memory: 7063, top1_acc: 0.7086, top5_acc: 0.8906, loss_cls: 1.1410, loss: 1.1410, grad_norm: 8.8797 2021-02-03 22:09:05,886 - mmaction - INFO - Epoch [35][780/1345] lr: 1.000e-03, eta: 3:03:22, time: 0.519, data_time: 0.001, memory: 7063, top1_acc: 0.7047, top5_acc: 0.8984, loss_cls: 1.1218, loss: 1.1218, grad_norm: 8.7144 2021-02-03 22:09:16,225 - mmaction - INFO - Epoch [35][800/1345] lr: 1.000e-03, eta: 3:03:11, time: 0.517, data_time: 0.000, memory: 7063, top1_acc: 0.7180, top5_acc: 0.9008, loss_cls: 1.0731, loss: 1.0731, grad_norm: 8.6110 2021-02-03 22:09:26,523 - mmaction - INFO - Epoch [35][820/1345] lr: 1.000e-03, eta: 3:03:00, time: 0.515, data_time: 0.001, memory: 7063, top1_acc: 0.7297, top5_acc: 0.9086, loss_cls: 1.0758, loss: 1.0758, grad_norm: 8.7807 2021-02-03 22:09:36,856 - mmaction - INFO - Epoch [35][840/1345] lr: 1.000e-03, eta: 3:02:50, time: 0.517, data_time: 0.000, memory: 7063, top1_acc: 0.7336, top5_acc: 0.9031, loss_cls: 1.0668, loss: 1.0668, grad_norm: 8.6801 2021-02-03 22:09:47,302 - mmaction - INFO - Epoch [35][860/1345] lr: 1.000e-03, eta: 3:02:39, time: 0.522, data_time: 0.000, memory: 7063, top1_acc: 0.7289, top5_acc: 0.9164, loss_cls: 1.0341, loss: 1.0341, grad_norm: 8.5204 2021-02-03 22:09:57,655 - mmaction - INFO - Epoch [35][880/1345] lr: 1.000e-03, eta: 3:02:28, time: 0.518, data_time: 0.001, memory: 7063, top1_acc: 0.7188, top5_acc: 0.9008, loss_cls: 1.0505, loss: 1.0505, grad_norm: 8.5920 2021-02-03 22:10:08,068 - mmaction - INFO - Epoch [35][900/1345] lr: 1.000e-03, eta: 3:02:18, time: 0.521, data_time: 0.000, memory: 7063, top1_acc: 0.7297, top5_acc: 0.9125, loss_cls: 1.0320, loss: 1.0320, grad_norm: 8.5594 2021-02-03 22:10:18,399 - mmaction - INFO - Epoch [35][920/1345] lr: 1.000e-03, eta: 3:02:07, time: 0.517, data_time: 0.000, memory: 7063, top1_acc: 0.7328, top5_acc: 0.9031, loss_cls: 1.0603, loss: 1.0603, grad_norm: 8.5251 2021-02-03 22:10:28,800 - mmaction - INFO - Epoch [35][940/1345] lr: 1.000e-03, eta: 3:01:56, time: 0.520, data_time: 0.000, memory: 7063, top1_acc: 0.7234, top5_acc: 0.9000, loss_cls: 1.0611, loss: 1.0611, grad_norm: 8.6003 2021-02-03 22:10:39,093 - mmaction - INFO - Epoch [35][960/1345] lr: 1.000e-03, eta: 3:01:45, time: 0.515, data_time: 0.001, memory: 7063, top1_acc: 0.7000, top5_acc: 0.8961, loss_cls: 1.0841, loss: 1.0841, grad_norm: 8.7276 2021-02-03 22:10:49,475 - mmaction - INFO - Epoch [35][980/1345] lr: 1.000e-03, eta: 3:01:35, time: 0.519, data_time: 0.000, memory: 7063, top1_acc: 0.7242, top5_acc: 0.9008, loss_cls: 1.0912, loss: 1.0912, grad_norm: 8.6509 2021-02-03 22:10:59,835 - mmaction - INFO - Epoch [35][1000/1345] lr: 1.000e-03, eta: 3:01:24, time: 0.518, data_time: 0.001, memory: 7063, top1_acc: 0.7109, top5_acc: 0.9109, loss_cls: 1.0464, loss: 1.0464, grad_norm: 8.6951 2021-02-03 22:11:10,226 - mmaction - INFO - Epoch [35][1020/1345] lr: 1.000e-03, eta: 3:01:13, time: 0.520, data_time: 0.001, memory: 7063, top1_acc: 0.7063, top5_acc: 0.8906, loss_cls: 1.1205, loss: 1.1205, grad_norm: 9.0197 2021-02-03 22:11:20,606 - mmaction - INFO - Epoch [35][1040/1345] lr: 1.000e-03, eta: 3:01:02, time: 0.519, data_time: 0.000, memory: 7063, top1_acc: 0.7086, top5_acc: 0.8977, loss_cls: 1.1247, loss: 1.1247, grad_norm: 8.6576 2021-02-03 22:11:30,905 - mmaction - INFO - Epoch [35][1060/1345] lr: 1.000e-03, eta: 3:00:52, time: 0.515, data_time: 0.000, memory: 7063, top1_acc: 0.7180, top5_acc: 0.8977, loss_cls: 1.1048, loss: 1.1048, grad_norm: 8.5669 2021-02-03 22:11:41,333 - mmaction - INFO - Epoch [35][1080/1345] lr: 1.000e-03, eta: 3:00:41, time: 0.521, data_time: 0.000, memory: 7063, top1_acc: 0.7102, top5_acc: 0.8961, loss_cls: 1.1190, loss: 1.1190, grad_norm: 8.6705 2021-02-03 22:11:51,698 - mmaction - INFO - Epoch [35][1100/1345] lr: 1.000e-03, eta: 3:00:30, time: 0.518, data_time: 0.001, memory: 7063, top1_acc: 0.7148, top5_acc: 0.9039, loss_cls: 1.0515, loss: 1.0515, grad_norm: 8.7539 2021-02-03 22:12:02,092 - mmaction - INFO - Epoch [35][1120/1345] lr: 1.000e-03, eta: 3:00:20, time: 0.519, data_time: 0.001, memory: 7063, top1_acc: 0.7188, top5_acc: 0.9039, loss_cls: 1.0409, loss: 1.0409, grad_norm: 8.4773 2021-02-03 22:12:12,396 - mmaction - INFO - Epoch [35][1140/1345] lr: 1.000e-03, eta: 3:00:09, time: 0.516, data_time: 0.001, memory: 7063, top1_acc: 0.7172, top5_acc: 0.9031, loss_cls: 1.0732, loss: 1.0732, grad_norm: 8.6516 2021-02-03 22:12:22,745 - mmaction - INFO - Epoch [35][1160/1345] lr: 1.000e-03, eta: 2:59:58, time: 0.517, data_time: 0.000, memory: 7063, top1_acc: 0.7016, top5_acc: 0.9016, loss_cls: 1.0777, loss: 1.0777, grad_norm: 8.5746 2021-02-03 22:12:33,238 - mmaction - INFO - Epoch [35][1180/1345] lr: 1.000e-03, eta: 2:59:48, time: 0.524, data_time: 0.000, memory: 7063, top1_acc: 0.7031, top5_acc: 0.8938, loss_cls: 1.1487, loss: 1.1487, grad_norm: 8.9823 2021-02-03 22:12:43,641 - mmaction - INFO - Epoch [35][1200/1345] lr: 1.000e-03, eta: 2:59:37, time: 0.520, data_time: 0.001, memory: 7063, top1_acc: 0.7156, top5_acc: 0.9102, loss_cls: 1.0750, loss: 1.0750, grad_norm: 8.8416 2021-02-03 22:12:54,055 - mmaction - INFO - Epoch [35][1220/1345] lr: 1.000e-03, eta: 2:59:26, time: 0.521, data_time: 0.002, memory: 7063, top1_acc: 0.7219, top5_acc: 0.9031, loss_cls: 1.0327, loss: 1.0327, grad_norm: 8.7986 2021-02-03 22:13:04,316 - mmaction - INFO - Epoch [35][1240/1345] lr: 1.000e-03, eta: 2:59:15, time: 0.513, data_time: 0.001, memory: 7063, top1_acc: 0.7352, top5_acc: 0.9000, loss_cls: 1.0436, loss: 1.0436, grad_norm: 8.6447 2021-02-03 22:13:14,751 - mmaction - INFO - Epoch [35][1260/1345] lr: 1.000e-03, eta: 2:59:05, time: 0.521, data_time: 0.001, memory: 7063, top1_acc: 0.7031, top5_acc: 0.9008, loss_cls: 1.1473, loss: 1.1473, grad_norm: 9.1299 2021-02-03 22:13:25,160 - mmaction - INFO - Epoch [35][1280/1345] lr: 1.000e-03, eta: 2:58:54, time: 0.521, data_time: 0.001, memory: 7063, top1_acc: 0.7250, top5_acc: 0.9133, loss_cls: 1.0248, loss: 1.0248, grad_norm: 8.4659 2021-02-03 22:13:35,542 - mmaction - INFO - Epoch [35][1300/1345] lr: 1.000e-03, eta: 2:58:43, time: 0.519, data_time: 0.000, memory: 7063, top1_acc: 0.7234, top5_acc: 0.8992, loss_cls: 1.0748, loss: 1.0748, grad_norm: 8.8710 2021-02-03 22:13:45,866 - mmaction - INFO - Epoch [35][1320/1345] lr: 1.000e-03, eta: 2:58:33, time: 0.516, data_time: 0.000, memory: 7063, top1_acc: 0.7195, top5_acc: 0.9023, loss_cls: 1.0730, loss: 1.0730, grad_norm: 8.9157 2021-02-03 22:13:56,195 - mmaction - INFO - Epoch [35][1340/1345] lr: 1.000e-03, eta: 2:58:22, time: 0.516, data_time: 0.000, memory: 7063, top1_acc: 0.7297, top5_acc: 0.9047, loss_cls: 1.0424, loss: 1.0424, grad_norm: 8.3532 2021-02-03 22:13:59,362 - mmaction - INFO - Saving checkpoint at 35 epochs 2021-02-03 22:14:31,263 - mmaction - INFO - Epoch [36][20/1345] lr: 1.000e-03, eta: 2:58:16, time: 1.535, data_time: 1.006, memory: 7063, top1_acc: 0.7305, top5_acc: 0.9242, loss_cls: 0.9484, loss: 0.9484, grad_norm: 8.4565 2021-02-03 22:14:41,473 - mmaction - INFO - Epoch [36][40/1345] lr: 1.000e-03, eta: 2:58:05, time: 0.511, data_time: 0.002, memory: 7063, top1_acc: 0.7352, top5_acc: 0.8992, loss_cls: 1.0149, loss: 1.0149, grad_norm: 8.4353 2021-02-03 22:14:51,701 - mmaction - INFO - Epoch [36][60/1345] lr: 1.000e-03, eta: 2:57:54, time: 0.511, data_time: 0.001, memory: 7063, top1_acc: 0.7180, top5_acc: 0.9055, loss_cls: 1.0511, loss: 1.0511, grad_norm: 8.7940 2021-02-03 22:15:01,948 - mmaction - INFO - Epoch [36][80/1345] lr: 1.000e-03, eta: 2:57:44, time: 0.512, data_time: 0.001, memory: 7063, top1_acc: 0.7188, top5_acc: 0.9148, loss_cls: 1.0261, loss: 1.0261, grad_norm: 8.5858 2021-02-03 22:15:12,212 - mmaction - INFO - Epoch [36][100/1345] lr: 1.000e-03, eta: 2:57:33, time: 0.513, data_time: 0.002, memory: 7063, top1_acc: 0.7312, top5_acc: 0.9047, loss_cls: 1.0542, loss: 1.0542, grad_norm: 8.9533 2021-02-03 22:15:22,690 - mmaction - INFO - Epoch [36][120/1345] lr: 1.000e-03, eta: 2:57:22, time: 0.524, data_time: 0.001, memory: 7063, top1_acc: 0.7281, top5_acc: 0.9148, loss_cls: 1.0256, loss: 1.0256, grad_norm: 8.6673 2021-02-03 22:15:33,120 - mmaction - INFO - Epoch [36][140/1345] lr: 1.000e-03, eta: 2:57:12, time: 0.522, data_time: 0.001, memory: 7063, top1_acc: 0.7125, top5_acc: 0.8992, loss_cls: 1.0893, loss: 1.0893, grad_norm: 8.9911 2021-02-03 22:15:43,494 - mmaction - INFO - Epoch [36][160/1345] lr: 1.000e-03, eta: 2:57:01, time: 0.519, data_time: 0.000, memory: 7063, top1_acc: 0.7367, top5_acc: 0.9266, loss_cls: 0.9876, loss: 0.9876, grad_norm: 8.6428 2021-02-03 22:15:53,883 - mmaction - INFO - Epoch [36][180/1345] lr: 1.000e-03, eta: 2:56:50, time: 0.519, data_time: 0.000, memory: 7063, top1_acc: 0.7320, top5_acc: 0.8859, loss_cls: 1.0874, loss: 1.0874, grad_norm: 8.8245 2021-02-03 22:16:04,236 - mmaction - INFO - Epoch [36][200/1345] lr: 1.000e-03, eta: 2:56:39, time: 0.518, data_time: 0.001, memory: 7063, top1_acc: 0.7188, top5_acc: 0.8969, loss_cls: 1.0921, loss: 1.0921, grad_norm: 8.7606 2021-02-03 22:16:14,581 - mmaction - INFO - Epoch [36][220/1345] lr: 1.000e-03, eta: 2:56:29, time: 0.517, data_time: 0.000, memory: 7063, top1_acc: 0.7289, top5_acc: 0.9094, loss_cls: 1.0281, loss: 1.0281, grad_norm: 8.7100 2021-02-03 22:16:24,931 - mmaction - INFO - Epoch [36][240/1345] lr: 1.000e-03, eta: 2:56:18, time: 0.518, data_time: 0.001, memory: 7063, top1_acc: 0.7211, top5_acc: 0.8992, loss_cls: 1.0713, loss: 1.0713, grad_norm: 9.0625 2021-02-03 22:16:35,360 - mmaction - INFO - Epoch [36][260/1345] lr: 1.000e-03, eta: 2:56:07, time: 0.521, data_time: 0.000, memory: 7063, top1_acc: 0.7164, top5_acc: 0.8914, loss_cls: 1.0936, loss: 1.0936, grad_norm: 9.0538 2021-02-03 22:16:45,620 - mmaction - INFO - Epoch [36][280/1345] lr: 1.000e-03, eta: 2:55:57, time: 0.513, data_time: 0.000, memory: 7063, top1_acc: 0.7406, top5_acc: 0.9117, loss_cls: 1.0021, loss: 1.0021, grad_norm: 8.3867 2021-02-03 22:16:56,109 - mmaction - INFO - Epoch [36][300/1345] lr: 1.000e-03, eta: 2:55:46, time: 0.524, data_time: 0.000, memory: 7063, top1_acc: 0.7078, top5_acc: 0.8945, loss_cls: 1.1285, loss: 1.1285, grad_norm: 9.1191 2021-02-03 22:17:06,396 - mmaction - INFO - Epoch [36][320/1345] lr: 1.000e-03, eta: 2:55:35, time: 0.514, data_time: 0.000, memory: 7063, top1_acc: 0.7234, top5_acc: 0.9164, loss_cls: 1.0354, loss: 1.0354, grad_norm: 8.5239 2021-02-03 22:17:16,814 - mmaction - INFO - Epoch [36][340/1345] lr: 1.000e-03, eta: 2:55:24, time: 0.521, data_time: 0.000, memory: 7063, top1_acc: 0.7195, top5_acc: 0.8977, loss_cls: 1.0995, loss: 1.0995, grad_norm: 8.7796 2021-02-03 22:17:27,167 - mmaction - INFO - Epoch [36][360/1345] lr: 1.000e-03, eta: 2:55:14, time: 0.517, data_time: 0.000, memory: 7063, top1_acc: 0.7156, top5_acc: 0.9062, loss_cls: 1.0552, loss: 1.0552, grad_norm: 8.9164 2021-02-03 22:17:37,518 - mmaction - INFO - Epoch [36][380/1345] lr: 1.000e-03, eta: 2:55:03, time: 0.517, data_time: 0.001, memory: 7063, top1_acc: 0.7203, top5_acc: 0.9094, loss_cls: 1.0459, loss: 1.0459, grad_norm: 8.3740 2021-02-03 22:17:47,880 - mmaction - INFO - Epoch [36][400/1345] lr: 1.000e-03, eta: 2:54:52, time: 0.518, data_time: 0.003, memory: 7063, top1_acc: 0.7086, top5_acc: 0.8930, loss_cls: 1.1286, loss: 1.1286, grad_norm: 8.7766 2021-02-03 22:17:58,150 - mmaction - INFO - Epoch [36][420/1345] lr: 1.000e-03, eta: 2:54:42, time: 0.514, data_time: 0.000, memory: 7063, top1_acc: 0.7352, top5_acc: 0.9055, loss_cls: 1.0166, loss: 1.0166, grad_norm: 8.8449 2021-02-03 22:18:08,610 - mmaction - INFO - Epoch [36][440/1345] lr: 1.000e-03, eta: 2:54:31, time: 0.523, data_time: 0.000, memory: 7063, top1_acc: 0.7273, top5_acc: 0.9117, loss_cls: 1.0420, loss: 1.0420, grad_norm: 8.9851 2021-02-03 22:18:18,993 - mmaction - INFO - Epoch [36][460/1345] lr: 1.000e-03, eta: 2:54:20, time: 0.519, data_time: 0.000, memory: 7063, top1_acc: 0.7305, top5_acc: 0.9164, loss_cls: 1.0272, loss: 1.0272, grad_norm: 8.7718 2021-02-03 22:18:29,260 - mmaction - INFO - Epoch [36][480/1345] lr: 1.000e-03, eta: 2:54:09, time: 0.513, data_time: 0.001, memory: 7063, top1_acc: 0.7242, top5_acc: 0.9047, loss_cls: 1.0834, loss: 1.0834, grad_norm: 8.9348 2021-02-03 22:18:39,686 - mmaction - INFO - Epoch [36][500/1345] lr: 1.000e-03, eta: 2:53:59, time: 0.521, data_time: 0.001, memory: 7063, top1_acc: 0.7352, top5_acc: 0.9102, loss_cls: 1.0367, loss: 1.0367, grad_norm: 8.6687 2021-02-03 22:18:49,954 - mmaction - INFO - Epoch [36][520/1345] lr: 1.000e-03, eta: 2:53:48, time: 0.513, data_time: 0.001, memory: 7063, top1_acc: 0.7352, top5_acc: 0.9109, loss_cls: 1.0242, loss: 1.0242, grad_norm: 8.8613 2021-02-03 22:19:00,465 - mmaction - INFO - Epoch [36][540/1345] lr: 1.000e-03, eta: 2:53:37, time: 0.525, data_time: 0.000, memory: 7063, top1_acc: 0.7039, top5_acc: 0.8984, loss_cls: 1.0926, loss: 1.0926, grad_norm: 9.1085 2021-02-03 22:19:10,715 - mmaction - INFO - Epoch [36][560/1345] lr: 1.000e-03, eta: 2:53:27, time: 0.513, data_time: 0.001, memory: 7063, top1_acc: 0.7164, top5_acc: 0.8961, loss_cls: 1.0938, loss: 1.0938, grad_norm: 9.2147 2021-02-03 22:19:21,067 - mmaction - INFO - Epoch [36][580/1345] lr: 1.000e-03, eta: 2:53:16, time: 0.517, data_time: 0.000, memory: 7063, top1_acc: 0.7219, top5_acc: 0.8992, loss_cls: 1.0741, loss: 1.0741, grad_norm: 8.9337 2021-02-03 22:19:31,392 - mmaction - INFO - Epoch [36][600/1345] lr: 1.000e-03, eta: 2:53:05, time: 0.517, data_time: 0.001, memory: 7063, top1_acc: 0.7406, top5_acc: 0.9227, loss_cls: 0.9782, loss: 0.9782, grad_norm: 8.6678 2021-02-03 22:19:41,738 - mmaction - INFO - Epoch [36][620/1345] lr: 1.000e-03, eta: 2:52:54, time: 0.517, data_time: 0.000, memory: 7063, top1_acc: 0.7297, top5_acc: 0.8992, loss_cls: 1.0702, loss: 1.0702, grad_norm: 8.9235 2021-02-03 22:19:52,108 - mmaction - INFO - Epoch [36][640/1345] lr: 1.000e-03, eta: 2:52:44, time: 0.519, data_time: 0.001, memory: 7063, top1_acc: 0.7148, top5_acc: 0.8891, loss_cls: 1.1374, loss: 1.1374, grad_norm: 8.8794 2021-02-03 22:20:02,468 - mmaction - INFO - Epoch [36][660/1345] lr: 1.000e-03, eta: 2:52:33, time: 0.518, data_time: 0.000, memory: 7063, top1_acc: 0.7273, top5_acc: 0.9047, loss_cls: 1.0709, loss: 1.0709, grad_norm: 9.0814 2021-02-03 22:20:12,868 - mmaction - INFO - Epoch [36][680/1345] lr: 1.000e-03, eta: 2:52:22, time: 0.520, data_time: 0.000, memory: 7063, top1_acc: 0.7109, top5_acc: 0.8969, loss_cls: 1.0938, loss: 1.0938, grad_norm: 9.1950 2021-02-03 22:20:23,332 - mmaction - INFO - Epoch [36][700/1345] lr: 1.000e-03, eta: 2:52:12, time: 0.523, data_time: 0.000, memory: 7063, top1_acc: 0.7164, top5_acc: 0.9148, loss_cls: 1.0515, loss: 1.0515, grad_norm: 8.8917 2021-02-03 22:20:33,678 - mmaction - INFO - Epoch [36][720/1345] lr: 1.000e-03, eta: 2:52:01, time: 0.517, data_time: 0.000, memory: 7063, top1_acc: 0.7391, top5_acc: 0.9023, loss_cls: 1.0078, loss: 1.0078, grad_norm: 8.7610 2021-02-03 22:20:44,135 - mmaction - INFO - Epoch [36][740/1345] lr: 1.000e-03, eta: 2:51:50, time: 0.523, data_time: 0.001, memory: 7063, top1_acc: 0.7344, top5_acc: 0.9078, loss_cls: 0.9961, loss: 0.9961, grad_norm: 8.5884 2021-02-03 22:20:54,562 - mmaction - INFO - Epoch [36][760/1345] lr: 1.000e-03, eta: 2:51:39, time: 0.521, data_time: 0.000, memory: 7063, top1_acc: 0.7156, top5_acc: 0.9008, loss_cls: 1.0576, loss: 1.0576, grad_norm: 8.7658 2021-02-03 22:21:04,868 - mmaction - INFO - Epoch [36][780/1345] lr: 1.000e-03, eta: 2:51:29, time: 0.516, data_time: 0.001, memory: 7063, top1_acc: 0.7125, top5_acc: 0.8898, loss_cls: 1.1190, loss: 1.1190, grad_norm: 9.0191 2021-02-03 22:21:15,241 - mmaction - INFO - Epoch [36][800/1345] lr: 1.000e-03, eta: 2:51:18, time: 0.519, data_time: 0.001, memory: 7063, top1_acc: 0.7250, top5_acc: 0.9070, loss_cls: 1.0566, loss: 1.0566, grad_norm: 8.8172 2021-02-03 22:21:25,593 - mmaction - INFO - Epoch [36][820/1345] lr: 1.000e-03, eta: 2:51:07, time: 0.517, data_time: 0.000, memory: 7063, top1_acc: 0.7227, top5_acc: 0.9109, loss_cls: 1.0584, loss: 1.0584, grad_norm: 8.9330 2021-02-03 22:21:35,999 - mmaction - INFO - Epoch [36][840/1345] lr: 1.000e-03, eta: 2:50:57, time: 0.521, data_time: 0.001, memory: 7063, top1_acc: 0.7273, top5_acc: 0.8883, loss_cls: 1.1321, loss: 1.1321, grad_norm: 9.0973 2021-02-03 22:21:46,311 - mmaction - INFO - Epoch [36][860/1345] lr: 1.000e-03, eta: 2:50:46, time: 0.515, data_time: 0.000, memory: 7063, top1_acc: 0.7227, top5_acc: 0.9031, loss_cls: 1.0370, loss: 1.0370, grad_norm: 8.6271 2021-02-03 22:21:56,804 - mmaction - INFO - Epoch [36][880/1345] lr: 1.000e-03, eta: 2:50:35, time: 0.525, data_time: 0.001, memory: 7063, top1_acc: 0.7281, top5_acc: 0.9125, loss_cls: 0.9968, loss: 0.9968, grad_norm: 8.7090 2021-02-03 22:22:07,125 - mmaction - INFO - Epoch [36][900/1345] lr: 1.000e-03, eta: 2:50:25, time: 0.516, data_time: 0.000, memory: 7063, top1_acc: 0.7242, top5_acc: 0.9125, loss_cls: 0.9982, loss: 0.9982, grad_norm: 8.7340 2021-02-03 22:22:17,475 - mmaction - INFO - Epoch [36][920/1345] lr: 1.000e-03, eta: 2:50:14, time: 0.518, data_time: 0.001, memory: 7063, top1_acc: 0.7109, top5_acc: 0.9031, loss_cls: 1.0758, loss: 1.0758, grad_norm: 8.8311 2021-02-03 22:22:27,979 - mmaction - INFO - Epoch [36][940/1345] lr: 1.000e-03, eta: 2:50:03, time: 0.525, data_time: 0.000, memory: 7063, top1_acc: 0.7117, top5_acc: 0.8953, loss_cls: 1.1146, loss: 1.1146, grad_norm: 9.1086 2021-02-03 22:22:38,337 - mmaction - INFO - Epoch [36][960/1345] lr: 1.000e-03, eta: 2:49:52, time: 0.518, data_time: 0.000, memory: 7063, top1_acc: 0.7234, top5_acc: 0.8836, loss_cls: 1.1028, loss: 1.1028, grad_norm: 8.7209 2021-02-03 22:22:48,801 - mmaction - INFO - Epoch [36][980/1345] lr: 1.000e-03, eta: 2:49:42, time: 0.523, data_time: 0.001, memory: 7063, top1_acc: 0.7219, top5_acc: 0.8984, loss_cls: 1.0740, loss: 1.0740, grad_norm: 8.9563 2021-02-03 22:22:59,195 - mmaction - INFO - Epoch [36][1000/1345] lr: 1.000e-03, eta: 2:49:31, time: 0.520, data_time: 0.001, memory: 7063, top1_acc: 0.7367, top5_acc: 0.9023, loss_cls: 1.0032, loss: 1.0032, grad_norm: 8.6129 2021-02-03 22:23:09,591 - mmaction - INFO - Epoch [36][1020/1345] lr: 1.000e-03, eta: 2:49:20, time: 0.520, data_time: 0.000, memory: 7063, top1_acc: 0.7203, top5_acc: 0.8953, loss_cls: 1.0893, loss: 1.0893, grad_norm: 8.8759 2021-02-03 22:23:20,092 - mmaction - INFO - Epoch [36][1040/1345] lr: 1.000e-03, eta: 2:49:10, time: 0.525, data_time: 0.000, memory: 7063, top1_acc: 0.7250, top5_acc: 0.9023, loss_cls: 1.0495, loss: 1.0495, grad_norm: 8.8312 2021-02-03 22:23:30,531 - mmaction - INFO - Epoch [36][1060/1345] lr: 1.000e-03, eta: 2:48:59, time: 0.522, data_time: 0.000, memory: 7063, top1_acc: 0.7211, top5_acc: 0.9062, loss_cls: 1.0559, loss: 1.0559, grad_norm: 8.7875 2021-02-03 22:23:40,948 - mmaction - INFO - Epoch [36][1080/1345] lr: 1.000e-03, eta: 2:48:48, time: 0.521, data_time: 0.001, memory: 7063, top1_acc: 0.7102, top5_acc: 0.8992, loss_cls: 1.0768, loss: 1.0768, grad_norm: 8.7469 2021-02-03 22:23:51,221 - mmaction - INFO - Epoch [36][1100/1345] lr: 1.000e-03, eta: 2:48:38, time: 0.514, data_time: 0.000, memory: 7063, top1_acc: 0.7094, top5_acc: 0.9031, loss_cls: 1.0795, loss: 1.0795, grad_norm: 9.0576 2021-02-03 22:24:01,724 - mmaction - INFO - Epoch [36][1120/1345] lr: 1.000e-03, eta: 2:48:27, time: 0.525, data_time: 0.001, memory: 7063, top1_acc: 0.7477, top5_acc: 0.9117, loss_cls: 0.9881, loss: 0.9881, grad_norm: 8.6118 2021-02-03 22:24:12,081 - mmaction - INFO - Epoch [36][1140/1345] lr: 1.000e-03, eta: 2:48:16, time: 0.518, data_time: 0.001, memory: 7063, top1_acc: 0.7180, top5_acc: 0.8961, loss_cls: 1.0895, loss: 1.0895, grad_norm: 8.8496 2021-02-03 22:24:22,523 - mmaction - INFO - Epoch [36][1160/1345] lr: 1.000e-03, eta: 2:48:06, time: 0.522, data_time: 0.001, memory: 7063, top1_acc: 0.7102, top5_acc: 0.9031, loss_cls: 1.0730, loss: 1.0730, grad_norm: 8.8683 2021-02-03 22:24:32,890 - mmaction - INFO - Epoch [36][1180/1345] lr: 1.000e-03, eta: 2:47:55, time: 0.518, data_time: 0.000, memory: 7063, top1_acc: 0.7289, top5_acc: 0.9031, loss_cls: 1.0534, loss: 1.0534, grad_norm: 8.8647 2021-02-03 22:24:43,305 - mmaction - INFO - Epoch [36][1200/1345] lr: 1.000e-03, eta: 2:47:44, time: 0.521, data_time: 0.000, memory: 7063, top1_acc: 0.7141, top5_acc: 0.9078, loss_cls: 1.0721, loss: 1.0721, grad_norm: 9.0864 2021-02-03 22:24:53,575 - mmaction - INFO - Epoch [36][1220/1345] lr: 1.000e-03, eta: 2:47:33, time: 0.514, data_time: 0.000, memory: 7063, top1_acc: 0.7164, top5_acc: 0.9109, loss_cls: 1.0546, loss: 1.0546, grad_norm: 9.0948 2021-02-03 22:25:03,930 - mmaction - INFO - Epoch [36][1240/1345] lr: 1.000e-03, eta: 2:47:23, time: 0.518, data_time: 0.000, memory: 7063, top1_acc: 0.7188, top5_acc: 0.8969, loss_cls: 1.1056, loss: 1.1056, grad_norm: 9.2955 2021-02-03 22:25:14,306 - mmaction - INFO - Epoch [36][1260/1345] lr: 1.000e-03, eta: 2:47:12, time: 0.518, data_time: 0.000, memory: 7063, top1_acc: 0.7336, top5_acc: 0.9078, loss_cls: 1.0279, loss: 1.0279, grad_norm: 8.8840 2021-02-03 22:25:24,626 - mmaction - INFO - Epoch [36][1280/1345] lr: 1.000e-03, eta: 2:47:01, time: 0.516, data_time: 0.001, memory: 7063, top1_acc: 0.7055, top5_acc: 0.9094, loss_cls: 1.0983, loss: 1.0983, grad_norm: 8.8690 2021-02-03 22:25:35,049 - mmaction - INFO - Epoch [36][1300/1345] lr: 1.000e-03, eta: 2:46:51, time: 0.521, data_time: 0.001, memory: 7063, top1_acc: 0.7039, top5_acc: 0.9070, loss_cls: 1.1184, loss: 1.1184, grad_norm: 9.1948 2021-02-03 22:25:45,355 - mmaction - INFO - Epoch [36][1320/1345] lr: 1.000e-03, eta: 2:46:40, time: 0.515, data_time: 0.001, memory: 7063, top1_acc: 0.7250, top5_acc: 0.9055, loss_cls: 1.0690, loss: 1.0690, grad_norm: 9.0162 2021-02-03 22:25:55,736 - mmaction - INFO - Epoch [36][1340/1345] lr: 1.000e-03, eta: 2:46:29, time: 0.519, data_time: 0.001, memory: 7063, top1_acc: 0.7211, top5_acc: 0.8953, loss_cls: 1.0791, loss: 1.0791, grad_norm: 8.8118 2021-02-03 22:25:59,659 - mmaction - INFO - Saving checkpoint at 36 epochs 2021-02-03 22:26:39,090 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-02-03 22:26:39,291 - mmaction - INFO - top1_acc 0.4435 top5_acc 0.7436 2021-02-03 22:26:39,291 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-02-03 22:26:39,303 - mmaction - INFO - mean_acc 0.4063 2021-02-03 22:26:39,307 - mmaction - INFO - Epoch(val) [36][1345] top1_acc: 0.4435, top5_acc: 0.7436, mean_class_accuracy: 0.4063 2021-02-03 22:27:11,787 - mmaction - INFO - Epoch [37][20/1345] lr: 1.000e-03, eta: 2:46:23, time: 1.624, data_time: 1.115, memory: 7063, top1_acc: 0.7500, top5_acc: 0.9195, loss_cls: 0.9714, loss: 0.9714, grad_norm: 8.4923 2021-02-03 22:27:22,019 - mmaction - INFO - Epoch [37][40/1345] lr: 1.000e-03, eta: 2:46:13, time: 0.512, data_time: 0.001, memory: 7063, top1_acc: 0.7367, top5_acc: 0.9133, loss_cls: 1.0158, loss: 1.0158, grad_norm: 8.6508 2021-02-03 22:27:32,293 - mmaction - INFO - Epoch [37][60/1345] lr: 1.000e-03, eta: 2:46:02, time: 0.514, data_time: 0.001, memory: 7063, top1_acc: 0.7422, top5_acc: 0.9109, loss_cls: 1.0072, loss: 1.0072, grad_norm: 8.7720 2021-02-03 22:27:42,517 - mmaction - INFO - Epoch [37][80/1345] lr: 1.000e-03, eta: 2:45:51, time: 0.511, data_time: 0.000, memory: 7063, top1_acc: 0.7375, top5_acc: 0.9047, loss_cls: 1.0394, loss: 1.0394, grad_norm: 8.7834 2021-02-03 22:27:52,792 - mmaction - INFO - Epoch [37][100/1345] lr: 1.000e-03, eta: 2:45:40, time: 0.514, data_time: 0.001, memory: 7063, top1_acc: 0.7422, top5_acc: 0.9125, loss_cls: 0.9894, loss: 0.9894, grad_norm: 8.5619 2021-02-03 22:28:03,105 - mmaction - INFO - Epoch [37][120/1345] lr: 1.000e-03, eta: 2:45:30, time: 0.515, data_time: 0.001, memory: 7063, top1_acc: 0.7375, top5_acc: 0.9125, loss_cls: 1.0081, loss: 1.0081, grad_norm: 8.5949 2021-02-03 22:28:13,467 - mmaction - INFO - Epoch [37][140/1345] lr: 1.000e-03, eta: 2:45:19, time: 0.518, data_time: 0.001, memory: 7063, top1_acc: 0.7258, top5_acc: 0.9133, loss_cls: 1.0245, loss: 1.0245, grad_norm: 8.8323 2021-02-03 22:28:23,701 - mmaction - INFO - Epoch [37][160/1345] lr: 1.000e-03, eta: 2:45:08, time: 0.512, data_time: 0.001, memory: 7063, top1_acc: 0.7352, top5_acc: 0.9156, loss_cls: 0.9982, loss: 0.9982, grad_norm: 8.8851 2021-02-03 22:28:33,952 - mmaction - INFO - Epoch [37][180/1345] lr: 1.000e-03, eta: 2:44:57, time: 0.512, data_time: 0.000, memory: 7063, top1_acc: 0.7297, top5_acc: 0.9070, loss_cls: 1.0684, loss: 1.0684, grad_norm: 8.9626 2021-02-03 22:28:44,284 - mmaction - INFO - Epoch [37][200/1345] lr: 1.000e-03, eta: 2:44:47, time: 0.517, data_time: 0.001, memory: 7063, top1_acc: 0.7289, top5_acc: 0.9070, loss_cls: 1.0389, loss: 1.0389, grad_norm: 9.0710 2021-02-03 22:28:54,606 - mmaction - INFO - Epoch [37][220/1345] lr: 1.000e-03, eta: 2:44:36, time: 0.516, data_time: 0.000, memory: 7063, top1_acc: 0.7516, top5_acc: 0.9133, loss_cls: 0.9412, loss: 0.9412, grad_norm: 8.6871 2021-02-03 22:29:04,913 - mmaction - INFO - Epoch [37][240/1345] lr: 1.000e-03, eta: 2:44:25, time: 0.516, data_time: 0.001, memory: 7063, top1_acc: 0.7477, top5_acc: 0.9062, loss_cls: 0.9673, loss: 0.9673, grad_norm: 8.8748 2021-02-03 22:29:15,289 - mmaction - INFO - Epoch [37][260/1345] lr: 1.000e-03, eta: 2:44:15, time: 0.519, data_time: 0.001, memory: 7063, top1_acc: 0.7203, top5_acc: 0.9039, loss_cls: 1.0646, loss: 1.0646, grad_norm: 9.3006 2021-02-03 22:29:25,622 - mmaction - INFO - Epoch [37][280/1345] lr: 1.000e-03, eta: 2:44:04, time: 0.517, data_time: 0.001, memory: 7063, top1_acc: 0.7063, top5_acc: 0.8875, loss_cls: 1.1162, loss: 1.1162, grad_norm: 9.3555 2021-02-03 22:29:35,883 - mmaction - INFO - Epoch [37][300/1345] lr: 1.000e-03, eta: 2:43:53, time: 0.513, data_time: 0.000, memory: 7063, top1_acc: 0.7219, top5_acc: 0.9055, loss_cls: 1.0715, loss: 1.0715, grad_norm: 9.3179 2021-02-03 22:29:46,245 - mmaction - INFO - Epoch [37][320/1345] lr: 1.000e-03, eta: 2:43:42, time: 0.518, data_time: 0.000, memory: 7063, top1_acc: 0.7188, top5_acc: 0.9187, loss_cls: 1.0267, loss: 1.0267, grad_norm: 8.9673 2021-02-03 22:29:56,589 - mmaction - INFO - Epoch [37][340/1345] lr: 1.000e-03, eta: 2:43:32, time: 0.517, data_time: 0.000, memory: 7063, top1_acc: 0.7336, top5_acc: 0.9039, loss_cls: 1.0573, loss: 1.0573, grad_norm: 8.8099 2021-02-03 22:30:07,057 - mmaction - INFO - Epoch [37][360/1345] lr: 1.000e-03, eta: 2:43:21, time: 0.523, data_time: 0.001, memory: 7063, top1_acc: 0.7266, top5_acc: 0.9008, loss_cls: 1.0507, loss: 1.0507, grad_norm: 8.7925 2021-02-03 22:30:17,380 - mmaction - INFO - Epoch [37][380/1345] lr: 1.000e-03, eta: 2:43:10, time: 0.516, data_time: 0.001, memory: 7063, top1_acc: 0.7289, top5_acc: 0.9102, loss_cls: 1.0013, loss: 1.0013, grad_norm: 9.1047 2021-02-03 22:30:27,831 - mmaction - INFO - Epoch [37][400/1345] lr: 1.000e-03, eta: 2:43:00, time: 0.523, data_time: 0.001, memory: 7063, top1_acc: 0.7344, top5_acc: 0.9109, loss_cls: 1.0237, loss: 1.0237, grad_norm: 8.9877 2021-02-03 22:30:38,235 - mmaction - INFO - Epoch [37][420/1345] lr: 1.000e-03, eta: 2:42:49, time: 0.520, data_time: 0.001, memory: 7063, top1_acc: 0.7312, top5_acc: 0.9102, loss_cls: 1.0048, loss: 1.0048, grad_norm: 8.9390 2021-02-03 22:30:48,470 - mmaction - INFO - Epoch [37][440/1345] lr: 1.000e-03, eta: 2:42:38, time: 0.512, data_time: 0.001, memory: 7063, top1_acc: 0.7398, top5_acc: 0.9102, loss_cls: 1.0027, loss: 1.0027, grad_norm: 9.0790 2021-02-03 22:30:58,874 - mmaction - INFO - Epoch [37][460/1345] lr: 1.000e-03, eta: 2:42:27, time: 0.520, data_time: 0.001, memory: 7063, top1_acc: 0.7398, top5_acc: 0.9094, loss_cls: 0.9915, loss: 0.9915, grad_norm: 9.0297 2021-02-03 22:31:09,250 - mmaction - INFO - Epoch [37][480/1345] lr: 1.000e-03, eta: 2:42:17, time: 0.519, data_time: 0.001, memory: 7063, top1_acc: 0.7289, top5_acc: 0.9180, loss_cls: 1.0268, loss: 1.0268, grad_norm: 9.1357 2021-02-03 22:31:19,494 - mmaction - INFO - Epoch [37][500/1345] lr: 1.000e-03, eta: 2:42:06, time: 0.512, data_time: 0.001, memory: 7063, top1_acc: 0.7219, top5_acc: 0.9031, loss_cls: 1.0284, loss: 1.0284, grad_norm: 8.7694 2021-02-03 22:31:29,911 - mmaction - INFO - Epoch [37][520/1345] lr: 1.000e-03, eta: 2:41:55, time: 0.521, data_time: 0.000, memory: 7063, top1_acc: 0.7312, top5_acc: 0.9187, loss_cls: 1.0206, loss: 1.0206, grad_norm: 9.1385 2021-02-03 22:31:40,186 - mmaction - INFO - Epoch [37][540/1345] lr: 1.000e-03, eta: 2:41:45, time: 0.513, data_time: 0.000, memory: 7063, top1_acc: 0.7039, top5_acc: 0.9031, loss_cls: 1.1039, loss: 1.1039, grad_norm: 9.2033 2021-02-03 22:31:50,569 - mmaction - INFO - Epoch [37][560/1345] lr: 1.000e-03, eta: 2:41:34, time: 0.520, data_time: 0.001, memory: 7063, top1_acc: 0.7203, top5_acc: 0.9227, loss_cls: 1.0020, loss: 1.0020, grad_norm: 9.0939 2021-02-03 22:32:00,868 - mmaction - INFO - Epoch [37][580/1345] lr: 1.000e-03, eta: 2:41:23, time: 0.515, data_time: 0.000, memory: 7063, top1_acc: 0.7312, top5_acc: 0.9047, loss_cls: 1.0312, loss: 1.0312, grad_norm: 8.9848 2021-02-03 22:32:11,087 - mmaction - INFO - Epoch [37][600/1345] lr: 1.000e-03, eta: 2:41:12, time: 0.511, data_time: 0.001, memory: 7063, top1_acc: 0.7398, top5_acc: 0.9289, loss_cls: 0.9715, loss: 0.9715, grad_norm: 8.9477 2021-02-03 22:32:21,330 - mmaction - INFO - Epoch [37][620/1345] lr: 1.000e-03, eta: 2:41:02, time: 0.512, data_time: 0.000, memory: 7063, top1_acc: 0.7320, top5_acc: 0.9109, loss_cls: 1.0401, loss: 1.0401, grad_norm: 9.1466 2021-02-03 22:32:31,683 - mmaction - INFO - Epoch [37][640/1345] lr: 1.000e-03, eta: 2:40:51, time: 0.517, data_time: 0.001, memory: 7063, top1_acc: 0.7258, top5_acc: 0.9023, loss_cls: 1.0589, loss: 1.0589, grad_norm: 9.1516 2021-02-03 22:32:41,921 - mmaction - INFO - Epoch [37][660/1345] lr: 1.000e-03, eta: 2:40:40, time: 0.512, data_time: 0.001, memory: 7063, top1_acc: 0.7117, top5_acc: 0.9102, loss_cls: 1.0431, loss: 1.0431, grad_norm: 9.1772 2021-02-03 22:32:52,308 - mmaction - INFO - Epoch [37][680/1345] lr: 1.000e-03, eta: 2:40:30, time: 0.520, data_time: 0.001, memory: 7063, top1_acc: 0.6906, top5_acc: 0.8891, loss_cls: 1.1471, loss: 1.1471, grad_norm: 9.2374 2021-02-03 22:33:02,738 - mmaction - INFO - Epoch [37][700/1345] lr: 1.000e-03, eta: 2:40:19, time: 0.521, data_time: 0.000, memory: 7063, top1_acc: 0.7266, top5_acc: 0.9117, loss_cls: 1.0168, loss: 1.0168, grad_norm: 9.0220 2021-02-03 22:33:13,033 - mmaction - INFO - Epoch [37][720/1345] lr: 1.000e-03, eta: 2:40:08, time: 0.515, data_time: 0.000, memory: 7063, top1_acc: 0.7086, top5_acc: 0.8977, loss_cls: 1.0726, loss: 1.0726, grad_norm: 9.0148 2021-02-03 22:33:23,303 - mmaction - INFO - Epoch [37][740/1345] lr: 1.000e-03, eta: 2:39:57, time: 0.513, data_time: 0.000, memory: 7063, top1_acc: 0.7016, top5_acc: 0.8953, loss_cls: 1.1328, loss: 1.1328, grad_norm: 9.3581 2021-02-03 22:33:33,618 - mmaction - INFO - Epoch [37][760/1345] lr: 1.000e-03, eta: 2:39:47, time: 0.516, data_time: 0.001, memory: 7063, top1_acc: 0.7039, top5_acc: 0.9000, loss_cls: 1.1011, loss: 1.1011, grad_norm: 9.5542 2021-02-03 22:33:43,876 - mmaction - INFO - Epoch [37][780/1345] lr: 1.000e-03, eta: 2:39:36, time: 0.513, data_time: 0.001, memory: 7063, top1_acc: 0.7312, top5_acc: 0.9109, loss_cls: 1.0313, loss: 1.0313, grad_norm: 9.2117 2021-02-03 22:33:54,087 - mmaction - INFO - Epoch [37][800/1345] lr: 1.000e-03, eta: 2:39:25, time: 0.510, data_time: 0.001, memory: 7063, top1_acc: 0.7211, top5_acc: 0.9133, loss_cls: 1.0166, loss: 1.0166, grad_norm: 8.9491 2021-02-03 22:34:04,431 - mmaction - INFO - Epoch [37][820/1345] lr: 1.000e-03, eta: 2:39:14, time: 0.517, data_time: 0.000, memory: 7063, top1_acc: 0.7383, top5_acc: 0.9055, loss_cls: 1.0222, loss: 1.0222, grad_norm: 9.1084 2021-02-03 22:34:14,745 - mmaction - INFO - Epoch [37][840/1345] lr: 1.000e-03, eta: 2:39:04, time: 0.516, data_time: 0.000, memory: 7063, top1_acc: 0.7352, top5_acc: 0.9031, loss_cls: 1.0390, loss: 1.0390, grad_norm: 8.6434 2021-02-03 22:34:25,158 - mmaction - INFO - Epoch [37][860/1345] lr: 1.000e-03, eta: 2:38:53, time: 0.521, data_time: 0.000, memory: 7063, top1_acc: 0.7180, top5_acc: 0.9078, loss_cls: 1.0644, loss: 1.0644, grad_norm: 9.3474 2021-02-03 22:34:35,522 - mmaction - INFO - Epoch [37][880/1345] lr: 1.000e-03, eta: 2:38:42, time: 0.518, data_time: 0.001, memory: 7063, top1_acc: 0.7117, top5_acc: 0.9016, loss_cls: 1.0685, loss: 1.0685, grad_norm: 9.1379 2021-02-03 22:34:45,809 - mmaction - INFO - Epoch [37][900/1345] lr: 1.000e-03, eta: 2:38:32, time: 0.514, data_time: 0.000, memory: 7063, top1_acc: 0.7422, top5_acc: 0.9125, loss_cls: 1.0005, loss: 1.0005, grad_norm: 9.0752 2021-02-03 22:34:56,084 - mmaction - INFO - Epoch [37][920/1345] lr: 1.000e-03, eta: 2:38:21, time: 0.514, data_time: 0.001, memory: 7063, top1_acc: 0.7250, top5_acc: 0.9062, loss_cls: 1.0762, loss: 1.0762, grad_norm: 9.3589 2021-02-03 22:35:06,478 - mmaction - INFO - Epoch [37][940/1345] lr: 1.000e-03, eta: 2:38:10, time: 0.520, data_time: 0.001, memory: 7063, top1_acc: 0.7164, top5_acc: 0.9070, loss_cls: 1.0651, loss: 1.0651, grad_norm: 9.2887 2021-02-03 22:35:16,916 - mmaction - INFO - Epoch [37][960/1345] lr: 1.000e-03, eta: 2:38:00, time: 0.522, data_time: 0.001, memory: 7063, top1_acc: 0.7297, top5_acc: 0.9055, loss_cls: 1.0595, loss: 1.0595, grad_norm: 9.3651 2021-02-03 22:35:27,219 - mmaction - INFO - Epoch [37][980/1345] lr: 1.000e-03, eta: 2:37:49, time: 0.515, data_time: 0.001, memory: 7063, top1_acc: 0.7445, top5_acc: 0.9195, loss_cls: 0.9659, loss: 0.9659, grad_norm: 8.7999 2021-02-03 22:35:37,553 - mmaction - INFO - Epoch [37][1000/1345] lr: 1.000e-03, eta: 2:37:38, time: 0.517, data_time: 0.001, memory: 7063, top1_acc: 0.7320, top5_acc: 0.9125, loss_cls: 1.0136, loss: 1.0136, grad_norm: 9.1133 2021-02-03 22:35:47,964 - mmaction - INFO - Epoch [37][1020/1345] lr: 1.000e-03, eta: 2:37:27, time: 0.521, data_time: 0.000, memory: 7063, top1_acc: 0.7266, top5_acc: 0.9055, loss_cls: 1.0380, loss: 1.0380, grad_norm: 9.2882 2021-02-03 22:35:58,304 - mmaction - INFO - Epoch [37][1040/1345] lr: 1.000e-03, eta: 2:37:17, time: 0.517, data_time: 0.001, memory: 7063, top1_acc: 0.7281, top5_acc: 0.9070, loss_cls: 1.0065, loss: 1.0065, grad_norm: 9.0460 2021-02-03 22:36:08,556 - mmaction - INFO - Epoch [37][1060/1345] lr: 1.000e-03, eta: 2:37:06, time: 0.513, data_time: 0.001, memory: 7063, top1_acc: 0.7273, top5_acc: 0.8992, loss_cls: 1.0674, loss: 1.0674, grad_norm: 9.0140 2021-02-03 22:36:18,842 - mmaction - INFO - Epoch [37][1080/1345] lr: 1.000e-03, eta: 2:36:55, time: 0.514, data_time: 0.001, memory: 7063, top1_acc: 0.7234, top5_acc: 0.8938, loss_cls: 1.0728, loss: 1.0728, grad_norm: 8.8413 2021-02-03 22:36:29,152 - mmaction - INFO - Epoch [37][1100/1345] lr: 1.000e-03, eta: 2:36:45, time: 0.515, data_time: 0.000, memory: 7063, top1_acc: 0.7250, top5_acc: 0.9102, loss_cls: 1.0193, loss: 1.0193, grad_norm: 8.9112 2021-02-03 22:36:39,502 - mmaction - INFO - Epoch [37][1120/1345] lr: 1.000e-03, eta: 2:36:34, time: 0.518, data_time: 0.000, memory: 7063, top1_acc: 0.7070, top5_acc: 0.8914, loss_cls: 1.1333, loss: 1.1333, grad_norm: 9.0205 2021-02-03 22:36:49,758 - mmaction - INFO - Epoch [37][1140/1345] lr: 1.000e-03, eta: 2:36:23, time: 0.512, data_time: 0.001, memory: 7063, top1_acc: 0.7359, top5_acc: 0.9258, loss_cls: 0.9593, loss: 0.9593, grad_norm: 8.5526 2021-02-03 22:37:00,065 - mmaction - INFO - Epoch [37][1160/1345] lr: 1.000e-03, eta: 2:36:12, time: 0.516, data_time: 0.001, memory: 7063, top1_acc: 0.7250, top5_acc: 0.9008, loss_cls: 1.0512, loss: 1.0512, grad_norm: 9.0625 2021-02-03 22:37:10,396 - mmaction - INFO - Epoch [37][1180/1345] lr: 1.000e-03, eta: 2:36:02, time: 0.516, data_time: 0.000, memory: 7063, top1_acc: 0.7273, top5_acc: 0.8875, loss_cls: 1.0866, loss: 1.0866, grad_norm: 9.0452 2021-02-03 22:37:20,708 - mmaction - INFO - Epoch [37][1200/1345] lr: 1.000e-03, eta: 2:35:51, time: 0.516, data_time: 0.001, memory: 7063, top1_acc: 0.7000, top5_acc: 0.9055, loss_cls: 1.0932, loss: 1.0932, grad_norm: 9.5642 2021-02-03 22:37:31,006 - mmaction - INFO - Epoch [37][1220/1345] lr: 1.000e-03, eta: 2:35:40, time: 0.515, data_time: 0.000, memory: 7063, top1_acc: 0.7172, top5_acc: 0.9102, loss_cls: 1.0526, loss: 1.0526, grad_norm: 9.3430 2021-02-03 22:37:41,243 - mmaction - INFO - Epoch [37][1240/1345] lr: 1.000e-03, eta: 2:35:29, time: 0.512, data_time: 0.000, memory: 7063, top1_acc: 0.7117, top5_acc: 0.9039, loss_cls: 1.0955, loss: 1.0955, grad_norm: 9.0741 2021-02-03 22:37:51,499 - mmaction - INFO - Epoch [37][1260/1345] lr: 1.000e-03, eta: 2:35:19, time: 0.513, data_time: 0.000, memory: 7063, top1_acc: 0.7242, top5_acc: 0.9109, loss_cls: 1.0285, loss: 1.0285, grad_norm: 8.8474 2021-02-03 22:38:01,841 - mmaction - INFO - Epoch [37][1280/1345] lr: 1.000e-03, eta: 2:35:08, time: 0.517, data_time: 0.000, memory: 7063, top1_acc: 0.7336, top5_acc: 0.9094, loss_cls: 1.0348, loss: 1.0348, grad_norm: 8.6643 2021-02-03 22:38:12,181 - mmaction - INFO - Epoch [37][1300/1345] lr: 1.000e-03, eta: 2:34:57, time: 0.517, data_time: 0.000, memory: 7063, top1_acc: 0.7336, top5_acc: 0.9062, loss_cls: 1.0165, loss: 1.0165, grad_norm: 8.8974 2021-02-03 22:38:22,425 - mmaction - INFO - Epoch [37][1320/1345] lr: 1.000e-03, eta: 2:34:47, time: 0.512, data_time: 0.000, memory: 7063, top1_acc: 0.7336, top5_acc: 0.9125, loss_cls: 1.0083, loss: 1.0083, grad_norm: 8.8118 2021-02-03 22:38:32,865 - mmaction - INFO - Epoch [37][1340/1345] lr: 1.000e-03, eta: 2:34:36, time: 0.522, data_time: 0.000, memory: 7063, top1_acc: 0.6953, top5_acc: 0.8992, loss_cls: 1.1017, loss: 1.1017, grad_norm: 9.1355 2021-02-03 22:38:35,714 - mmaction - INFO - Saving checkpoint at 37 epochs 2021-02-03 22:39:02,138 - mmaction - INFO - Epoch [38][20/1345] lr: 1.000e-03, eta: 2:34:27, time: 1.226, data_time: 0.713, memory: 7063, top1_acc: 0.7141, top5_acc: 0.9070, loss_cls: 1.0866, loss: 1.0866, grad_norm: 9.3151 2021-02-03 22:39:12,371 - mmaction - INFO - Epoch [38][40/1345] lr: 1.000e-03, eta: 2:34:16, time: 0.512, data_time: 0.002, memory: 7063, top1_acc: 0.7156, top5_acc: 0.9242, loss_cls: 1.0306, loss: 1.0306, grad_norm: 9.0878 2021-02-03 22:39:22,642 - mmaction - INFO - Epoch [38][60/1345] lr: 1.000e-03, eta: 2:34:05, time: 0.514, data_time: 0.000, memory: 7063, top1_acc: 0.7492, top5_acc: 0.9117, loss_cls: 1.0009, loss: 1.0009, grad_norm: 8.8203 2021-02-03 22:39:32,924 - mmaction - INFO - Epoch [38][80/1345] lr: 1.000e-03, eta: 2:33:54, time: 0.514, data_time: 0.000, memory: 7063, top1_acc: 0.7344, top5_acc: 0.9031, loss_cls: 1.0185, loss: 1.0185, grad_norm: 9.0664 2021-02-03 22:39:43,215 - mmaction - INFO - Epoch [38][100/1345] lr: 1.000e-03, eta: 2:33:44, time: 0.515, data_time: 0.000, memory: 7063, top1_acc: 0.7477, top5_acc: 0.9227, loss_cls: 0.9399, loss: 0.9399, grad_norm: 8.8010 2021-02-03 22:39:53,544 - mmaction - INFO - Epoch [38][120/1345] lr: 1.000e-03, eta: 2:33:33, time: 0.516, data_time: 0.000, memory: 7063, top1_acc: 0.7266, top5_acc: 0.9117, loss_cls: 1.0331, loss: 1.0331, grad_norm: 8.9639 2021-02-03 22:40:03,793 - mmaction - INFO - Epoch [38][140/1345] lr: 1.000e-03, eta: 2:33:22, time: 0.513, data_time: 0.001, memory: 7063, top1_acc: 0.7242, top5_acc: 0.9055, loss_cls: 1.0477, loss: 1.0477, grad_norm: 9.1265 2021-02-03 22:40:14,026 - mmaction - INFO - Epoch [38][160/1345] lr: 1.000e-03, eta: 2:33:12, time: 0.512, data_time: 0.000, memory: 7063, top1_acc: 0.7430, top5_acc: 0.9219, loss_cls: 0.9761, loss: 0.9761, grad_norm: 8.9331 2021-02-03 22:40:24,258 - mmaction - INFO - Epoch [38][180/1345] lr: 1.000e-03, eta: 2:33:01, time: 0.512, data_time: 0.000, memory: 7063, top1_acc: 0.7359, top5_acc: 0.9187, loss_cls: 0.9695, loss: 0.9695, grad_norm: 8.5463 2021-02-03 22:40:34,515 - mmaction - INFO - Epoch [38][200/1345] lr: 1.000e-03, eta: 2:32:50, time: 0.513, data_time: 0.001, memory: 7063, top1_acc: 0.7406, top5_acc: 0.9156, loss_cls: 0.9780, loss: 0.9780, grad_norm: 8.7771 2021-02-03 22:40:45,004 - mmaction - INFO - Epoch [38][220/1345] lr: 1.000e-03, eta: 2:32:39, time: 0.524, data_time: 0.000, memory: 7063, top1_acc: 0.7227, top5_acc: 0.8992, loss_cls: 1.0476, loss: 1.0476, grad_norm: 9.0130 2021-02-03 22:40:55,295 - mmaction - INFO - Epoch [38][240/1345] lr: 1.000e-03, eta: 2:32:29, time: 0.514, data_time: 0.000, memory: 7063, top1_acc: 0.7359, top5_acc: 0.9148, loss_cls: 0.9852, loss: 0.9852, grad_norm: 8.7682 2021-02-03 22:41:05,660 - mmaction - INFO - Epoch [38][260/1345] lr: 1.000e-03, eta: 2:32:18, time: 0.519, data_time: 0.001, memory: 7063, top1_acc: 0.7273, top5_acc: 0.9141, loss_cls: 1.0284, loss: 1.0284, grad_norm: 9.0900 2021-02-03 22:41:15,889 - mmaction - INFO - Epoch [38][280/1345] lr: 1.000e-03, eta: 2:32:07, time: 0.511, data_time: 0.000, memory: 7063, top1_acc: 0.7039, top5_acc: 0.9023, loss_cls: 1.0710, loss: 1.0710, grad_norm: 9.5023 2021-02-03 22:41:26,231 - mmaction - INFO - Epoch [38][300/1345] lr: 1.000e-03, eta: 2:31:57, time: 0.517, data_time: 0.001, memory: 7063, top1_acc: 0.7516, top5_acc: 0.9047, loss_cls: 1.0004, loss: 1.0004, grad_norm: 8.9452 2021-02-03 22:41:36,587 - mmaction - INFO - Epoch [38][320/1345] lr: 1.000e-03, eta: 2:31:46, time: 0.518, data_time: 0.000, memory: 7063, top1_acc: 0.7398, top5_acc: 0.9047, loss_cls: 1.0452, loss: 1.0452, grad_norm: 9.0704 2021-02-03 22:41:46,816 - mmaction - INFO - Epoch [38][340/1345] lr: 1.000e-03, eta: 2:31:35, time: 0.511, data_time: 0.000, memory: 7063, top1_acc: 0.7430, top5_acc: 0.9055, loss_cls: 1.0045, loss: 1.0045, grad_norm: 9.0517 2021-02-03 22:41:57,078 - mmaction - INFO - Epoch [38][360/1345] lr: 1.000e-03, eta: 2:31:24, time: 0.513, data_time: 0.000, memory: 7063, top1_acc: 0.7438, top5_acc: 0.9062, loss_cls: 1.0138, loss: 1.0138, grad_norm: 9.1213 2021-02-03 22:42:07,481 - mmaction - INFO - Epoch [38][380/1345] lr: 1.000e-03, eta: 2:31:14, time: 0.520, data_time: 0.000, memory: 7063, top1_acc: 0.7320, top5_acc: 0.9133, loss_cls: 1.0213, loss: 1.0213, grad_norm: 9.1255 2021-02-03 22:42:17,829 - mmaction - INFO - Epoch [38][400/1345] lr: 1.000e-03, eta: 2:31:03, time: 0.517, data_time: 0.000, memory: 7063, top1_acc: 0.7266, top5_acc: 0.9117, loss_cls: 1.0309, loss: 1.0309, grad_norm: 9.0842 2021-02-03 22:42:28,121 - mmaction - INFO - Epoch [38][420/1345] lr: 1.000e-03, eta: 2:30:52, time: 0.514, data_time: 0.000, memory: 7063, top1_acc: 0.7383, top5_acc: 0.9156, loss_cls: 0.9685, loss: 0.9685, grad_norm: 8.9743 2021-02-03 22:42:38,441 - mmaction - INFO - Epoch [38][440/1345] lr: 1.000e-03, eta: 2:30:42, time: 0.516, data_time: 0.001, memory: 7063, top1_acc: 0.7336, top5_acc: 0.9023, loss_cls: 0.9990, loss: 0.9990, grad_norm: 8.9940 2021-02-03 22:42:48,806 - mmaction - INFO - Epoch [38][460/1345] lr: 1.000e-03, eta: 2:30:31, time: 0.518, data_time: 0.001, memory: 7063, top1_acc: 0.7312, top5_acc: 0.9070, loss_cls: 1.0052, loss: 1.0052, grad_norm: 9.0584 2021-02-03 22:42:59,300 - mmaction - INFO - Epoch [38][480/1345] lr: 1.000e-03, eta: 2:30:20, time: 0.525, data_time: 0.001, memory: 7063, top1_acc: 0.7383, top5_acc: 0.9023, loss_cls: 0.9815, loss: 0.9815, grad_norm: 8.9141 2021-02-03 22:43:09,653 - mmaction - INFO - Epoch [38][500/1345] lr: 1.000e-03, eta: 2:30:10, time: 0.518, data_time: 0.001, memory: 7063, top1_acc: 0.7094, top5_acc: 0.9148, loss_cls: 1.0415, loss: 1.0415, grad_norm: 9.0671 2021-02-03 22:43:19,924 - mmaction - INFO - Epoch [38][520/1345] lr: 1.000e-03, eta: 2:29:59, time: 0.513, data_time: 0.000, memory: 7063, top1_acc: 0.7203, top5_acc: 0.9156, loss_cls: 1.0140, loss: 1.0140, grad_norm: 9.2083 2021-02-03 22:43:30,333 - mmaction - INFO - Epoch [38][540/1345] lr: 1.000e-03, eta: 2:29:48, time: 0.521, data_time: 0.001, memory: 7063, top1_acc: 0.7250, top5_acc: 0.9070, loss_cls: 1.0584, loss: 1.0584, grad_norm: 9.3964 2021-02-03 22:43:40,589 - mmaction - INFO - Epoch [38][560/1345] lr: 1.000e-03, eta: 2:29:37, time: 0.513, data_time: 0.000, memory: 7063, top1_acc: 0.7188, top5_acc: 0.9039, loss_cls: 1.0686, loss: 1.0686, grad_norm: 9.2853 2021-02-03 22:43:50,929 - mmaction - INFO - Epoch [38][580/1345] lr: 1.000e-03, eta: 2:29:27, time: 0.517, data_time: 0.000, memory: 7063, top1_acc: 0.7242, top5_acc: 0.9078, loss_cls: 1.0649, loss: 1.0649, grad_norm: 9.2924 2021-02-03 22:44:01,180 - mmaction - INFO - Epoch [38][600/1345] lr: 1.000e-03, eta: 2:29:16, time: 0.512, data_time: 0.000, memory: 7063, top1_acc: 0.7383, top5_acc: 0.9180, loss_cls: 0.9926, loss: 0.9926, grad_norm: 9.2902 2021-02-03 22:44:11,437 - mmaction - INFO - Epoch [38][620/1345] lr: 1.000e-03, eta: 2:29:05, time: 0.513, data_time: 0.000, memory: 7063, top1_acc: 0.7273, top5_acc: 0.9195, loss_cls: 0.9851, loss: 0.9851, grad_norm: 8.7911 2021-02-03 22:44:21,824 - mmaction - INFO - Epoch [38][640/1345] lr: 1.000e-03, eta: 2:28:55, time: 0.520, data_time: 0.001, memory: 7063, top1_acc: 0.7219, top5_acc: 0.9047, loss_cls: 1.0640, loss: 1.0640, grad_norm: 9.4080 2021-02-03 22:44:32,104 - mmaction - INFO - Epoch [38][660/1345] lr: 1.000e-03, eta: 2:28:44, time: 0.514, data_time: 0.000, memory: 7063, top1_acc: 0.7156, top5_acc: 0.9070, loss_cls: 1.0670, loss: 1.0670, grad_norm: 9.6152 2021-02-03 22:44:42,374 - mmaction - INFO - Epoch [38][680/1345] lr: 1.000e-03, eta: 2:28:33, time: 0.514, data_time: 0.001, memory: 7063, top1_acc: 0.7344, top5_acc: 0.9078, loss_cls: 0.9997, loss: 0.9997, grad_norm: 9.4107 2021-02-03 22:44:52,767 - mmaction - INFO - Epoch [38][700/1345] lr: 1.000e-03, eta: 2:28:22, time: 0.520, data_time: 0.000, memory: 7063, top1_acc: 0.7258, top5_acc: 0.9164, loss_cls: 1.0007, loss: 1.0007, grad_norm: 9.2459 2021-02-03 22:45:03,038 - mmaction - INFO - Epoch [38][720/1345] lr: 1.000e-03, eta: 2:28:12, time: 0.513, data_time: 0.000, memory: 7063, top1_acc: 0.7492, top5_acc: 0.9141, loss_cls: 0.9609, loss: 0.9609, grad_norm: 8.9954 2021-02-03 22:45:13,451 - mmaction - INFO - Epoch [38][740/1345] lr: 1.000e-03, eta: 2:28:01, time: 0.520, data_time: 0.001, memory: 7063, top1_acc: 0.7219, top5_acc: 0.9078, loss_cls: 1.0249, loss: 1.0249, grad_norm: 9.3470 2021-02-03 22:45:23,910 - mmaction - INFO - Epoch [38][760/1345] lr: 1.000e-03, eta: 2:27:50, time: 0.523, data_time: 0.001, memory: 7063, top1_acc: 0.7352, top5_acc: 0.8992, loss_cls: 1.0283, loss: 1.0283, grad_norm: 9.1037 2021-02-03 22:45:34,154 - mmaction - INFO - Epoch [38][780/1345] lr: 1.000e-03, eta: 2:27:40, time: 0.512, data_time: 0.000, memory: 7063, top1_acc: 0.7375, top5_acc: 0.9117, loss_cls: 0.9900, loss: 0.9900, grad_norm: 8.9516 2021-02-03 22:45:44,509 - mmaction - INFO - Epoch [38][800/1345] lr: 1.000e-03, eta: 2:27:29, time: 0.518, data_time: 0.001, memory: 7063, top1_acc: 0.7063, top5_acc: 0.8906, loss_cls: 1.1343, loss: 1.1343, grad_norm: 9.5744 2021-02-03 22:45:54,846 - mmaction - INFO - Epoch [38][820/1345] lr: 1.000e-03, eta: 2:27:18, time: 0.517, data_time: 0.001, memory: 7063, top1_acc: 0.7164, top5_acc: 0.9008, loss_cls: 1.0581, loss: 1.0581, grad_norm: 9.5007 2021-02-03 22:46:05,093 - mmaction - INFO - Epoch [38][840/1345] lr: 1.000e-03, eta: 2:27:08, time: 0.512, data_time: 0.000, memory: 7063, top1_acc: 0.7461, top5_acc: 0.9133, loss_cls: 1.0040, loss: 1.0040, grad_norm: 9.1852 2021-02-03 22:46:15,421 - mmaction - INFO - Epoch [38][860/1345] lr: 1.000e-03, eta: 2:26:57, time: 0.516, data_time: 0.000, memory: 7063, top1_acc: 0.7203, top5_acc: 0.9000, loss_cls: 1.0704, loss: 1.0704, grad_norm: 9.4871 2021-02-03 22:46:25,786 - mmaction - INFO - Epoch [38][880/1345] lr: 1.000e-03, eta: 2:26:46, time: 0.518, data_time: 0.000, memory: 7063, top1_acc: 0.7414, top5_acc: 0.9039, loss_cls: 1.0134, loss: 1.0134, grad_norm: 9.0422 2021-02-03 22:46:36,210 - mmaction - INFO - Epoch [38][900/1345] lr: 1.000e-03, eta: 2:26:35, time: 0.521, data_time: 0.001, memory: 7063, top1_acc: 0.7133, top5_acc: 0.9047, loss_cls: 1.0813, loss: 1.0813, grad_norm: 9.4308 2021-02-03 22:46:46,456 - mmaction - INFO - Epoch [38][920/1345] lr: 1.000e-03, eta: 2:26:25, time: 0.512, data_time: 0.000, memory: 7063, top1_acc: 0.7141, top5_acc: 0.8906, loss_cls: 1.0773, loss: 1.0773, grad_norm: 9.0792 2021-02-03 22:46:56,804 - mmaction - INFO - Epoch [38][940/1345] lr: 1.000e-03, eta: 2:26:14, time: 0.517, data_time: 0.001, memory: 7063, top1_acc: 0.7555, top5_acc: 0.9156, loss_cls: 0.9911, loss: 0.9911, grad_norm: 9.1084 2021-02-03 22:47:07,110 - mmaction - INFO - Epoch [38][960/1345] lr: 1.000e-03, eta: 2:26:03, time: 0.516, data_time: 0.001, memory: 7063, top1_acc: 0.7133, top5_acc: 0.9016, loss_cls: 1.1112, loss: 1.1112, grad_norm: 9.6855 2021-02-03 22:47:17,479 - mmaction - INFO - Epoch [38][980/1345] lr: 1.000e-03, eta: 2:25:53, time: 0.518, data_time: 0.000, memory: 7063, top1_acc: 0.7398, top5_acc: 0.9164, loss_cls: 0.9745, loss: 0.9745, grad_norm: 9.0961 2021-02-03 22:47:27,812 - mmaction - INFO - Epoch [38][1000/1345] lr: 1.000e-03, eta: 2:25:42, time: 0.516, data_time: 0.000, memory: 7063, top1_acc: 0.7391, top5_acc: 0.9250, loss_cls: 0.9812, loss: 0.9812, grad_norm: 9.2297 2021-02-03 22:47:38,183 - mmaction - INFO - Epoch [38][1020/1345] lr: 1.000e-03, eta: 2:25:31, time: 0.519, data_time: 0.001, memory: 7063, top1_acc: 0.7578, top5_acc: 0.9164, loss_cls: 0.9526, loss: 0.9526, grad_norm: 8.9704 2021-02-03 22:47:48,540 - mmaction - INFO - Epoch [38][1040/1345] lr: 1.000e-03, eta: 2:25:21, time: 0.518, data_time: 0.000, memory: 7063, top1_acc: 0.7305, top5_acc: 0.9039, loss_cls: 1.0733, loss: 1.0733, grad_norm: 9.3890 2021-02-03 22:47:58,897 - mmaction - INFO - Epoch [38][1060/1345] lr: 1.000e-03, eta: 2:25:10, time: 0.518, data_time: 0.000, memory: 7063, top1_acc: 0.7375, top5_acc: 0.9070, loss_cls: 1.0129, loss: 1.0129, grad_norm: 9.1401 2021-02-03 22:48:09,230 - mmaction - INFO - Epoch [38][1080/1345] lr: 1.000e-03, eta: 2:24:59, time: 0.516, data_time: 0.001, memory: 7063, top1_acc: 0.7336, top5_acc: 0.9031, loss_cls: 1.0299, loss: 1.0299, grad_norm: 9.5325 2021-02-03 22:48:19,562 - mmaction - INFO - Epoch [38][1100/1345] lr: 1.000e-03, eta: 2:24:49, time: 0.517, data_time: 0.001, memory: 7063, top1_acc: 0.7289, top5_acc: 0.9172, loss_cls: 1.0047, loss: 1.0047, grad_norm: 9.1573 2021-02-03 22:48:29,966 - mmaction - INFO - Epoch [38][1120/1345] lr: 1.000e-03, eta: 2:24:38, time: 0.520, data_time: 0.001, memory: 7063, top1_acc: 0.7453, top5_acc: 0.9008, loss_cls: 1.0322, loss: 1.0322, grad_norm: 8.9431 2021-02-03 22:48:40,375 - mmaction - INFO - Epoch [38][1140/1345] lr: 1.000e-03, eta: 2:24:27, time: 0.520, data_time: 0.000, memory: 7063, top1_acc: 0.7328, top5_acc: 0.9156, loss_cls: 0.9870, loss: 0.9870, grad_norm: 9.2179 2021-02-03 22:48:50,675 - mmaction - INFO - Epoch [38][1160/1345] lr: 1.000e-03, eta: 2:24:17, time: 0.515, data_time: 0.000, memory: 7063, top1_acc: 0.7602, top5_acc: 0.9242, loss_cls: 0.9349, loss: 0.9349, grad_norm: 8.8265 2021-02-03 22:49:01,101 - mmaction - INFO - Epoch [38][1180/1345] lr: 1.000e-03, eta: 2:24:06, time: 0.521, data_time: 0.001, memory: 7063, top1_acc: 0.7344, top5_acc: 0.9141, loss_cls: 0.9851, loss: 0.9851, grad_norm: 9.1950 2021-02-03 22:49:11,369 - mmaction - INFO - Epoch [38][1200/1345] lr: 1.000e-03, eta: 2:23:55, time: 0.513, data_time: 0.000, memory: 7063, top1_acc: 0.7063, top5_acc: 0.9008, loss_cls: 1.1452, loss: 1.1452, grad_norm: 9.5218 2021-02-03 22:49:21,797 - mmaction - INFO - Epoch [38][1220/1345] lr: 1.000e-03, eta: 2:23:44, time: 0.521, data_time: 0.001, memory: 7063, top1_acc: 0.7039, top5_acc: 0.8969, loss_cls: 1.1235, loss: 1.1235, grad_norm: 9.8344 2021-02-03 22:49:32,132 - mmaction - INFO - Epoch [38][1240/1345] lr: 1.000e-03, eta: 2:23:34, time: 0.517, data_time: 0.001, memory: 7063, top1_acc: 0.7297, top5_acc: 0.9094, loss_cls: 1.0361, loss: 1.0361, grad_norm: 9.0519 2021-02-03 22:49:42,405 - mmaction - INFO - Epoch [38][1260/1345] lr: 1.000e-03, eta: 2:23:23, time: 0.514, data_time: 0.000, memory: 7063, top1_acc: 0.7258, top5_acc: 0.9195, loss_cls: 0.9945, loss: 0.9945, grad_norm: 9.3070 2021-02-03 22:49:52,646 - mmaction - INFO - Epoch [38][1280/1345] lr: 1.000e-03, eta: 2:23:12, time: 0.512, data_time: 0.000, memory: 7063, top1_acc: 0.7320, top5_acc: 0.9141, loss_cls: 0.9915, loss: 0.9915, grad_norm: 9.1117 2021-02-03 22:50:03,021 - mmaction - INFO - Epoch [38][1300/1345] lr: 1.000e-03, eta: 2:23:02, time: 0.519, data_time: 0.001, memory: 7063, top1_acc: 0.7273, top5_acc: 0.9016, loss_cls: 1.0311, loss: 1.0311, grad_norm: 8.9367 2021-02-03 22:50:13,492 - mmaction - INFO - Epoch [38][1320/1345] lr: 1.000e-03, eta: 2:22:51, time: 0.523, data_time: 0.000, memory: 7063, top1_acc: 0.7312, top5_acc: 0.9070, loss_cls: 1.0147, loss: 1.0147, grad_norm: 9.2746 2021-02-03 22:50:23,844 - mmaction - INFO - Epoch [38][1340/1345] lr: 1.000e-03, eta: 2:22:40, time: 0.518, data_time: 0.001, memory: 7063, top1_acc: 0.7203, top5_acc: 0.9156, loss_cls: 1.0310, loss: 1.0310, grad_norm: 9.3935 2021-02-03 22:50:26,663 - mmaction - INFO - Saving checkpoint at 38 epochs 2021-02-03 22:51:03,847 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-02-03 22:51:04,015 - mmaction - INFO - top1_acc 0.4422 top5_acc 0.7375 2021-02-03 22:51:04,015 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-02-03 22:51:04,026 - mmaction - INFO - mean_acc 0.4043 2021-02-03 22:51:04,029 - mmaction - INFO - Epoch(val) [38][1345] top1_acc: 0.4422, top5_acc: 0.7375, mean_class_accuracy: 0.4043 2021-02-03 22:51:37,882 - mmaction - INFO - Epoch [39][20/1345] lr: 1.000e-03, eta: 2:22:34, time: 1.692, data_time: 1.174, memory: 7063, top1_acc: 0.7469, top5_acc: 0.9148, loss_cls: 1.0031, loss: 1.0031, grad_norm: 9.0122 2021-02-03 22:51:48,157 - mmaction - INFO - Epoch [39][40/1345] lr: 1.000e-03, eta: 2:22:23, time: 0.514, data_time: 0.005, memory: 7063, top1_acc: 0.7305, top5_acc: 0.9195, loss_cls: 0.9651, loss: 0.9651, grad_norm: 9.0132 2021-02-03 22:51:58,382 - mmaction - INFO - Epoch [39][60/1345] lr: 1.000e-03, eta: 2:22:12, time: 0.511, data_time: 0.001, memory: 7063, top1_acc: 0.7695, top5_acc: 0.9164, loss_cls: 0.9284, loss: 0.9284, grad_norm: 8.8194 2021-02-03 22:52:08,734 - mmaction - INFO - Epoch [39][80/1345] lr: 1.000e-03, eta: 2:22:01, time: 0.518, data_time: 0.001, memory: 7063, top1_acc: 0.7234, top5_acc: 0.8938, loss_cls: 1.0770, loss: 1.0770, grad_norm: 9.3823 2021-02-03 22:52:18,976 - mmaction - INFO - Epoch [39][100/1345] lr: 1.000e-03, eta: 2:21:51, time: 0.512, data_time: 0.001, memory: 7063, top1_acc: 0.7570, top5_acc: 0.9125, loss_cls: 0.9706, loss: 0.9706, grad_norm: 8.7058 2021-02-03 22:52:29,352 - mmaction - INFO - Epoch [39][120/1345] lr: 1.000e-03, eta: 2:21:40, time: 0.519, data_time: 0.001, memory: 7063, top1_acc: 0.7570, top5_acc: 0.9219, loss_cls: 0.9538, loss: 0.9538, grad_norm: 8.9778 2021-02-03 22:52:39,658 - mmaction - INFO - Epoch [39][140/1345] lr: 1.000e-03, eta: 2:21:29, time: 0.515, data_time: 0.000, memory: 7063, top1_acc: 0.7375, top5_acc: 0.9031, loss_cls: 1.0445, loss: 1.0445, grad_norm: 9.2555 2021-02-03 22:52:49,906 - mmaction - INFO - Epoch [39][160/1345] lr: 1.000e-03, eta: 2:21:19, time: 0.512, data_time: 0.001, memory: 7063, top1_acc: 0.7477, top5_acc: 0.9180, loss_cls: 0.9572, loss: 0.9572, grad_norm: 8.9112 2021-02-03 22:53:00,255 - mmaction - INFO - Epoch [39][180/1345] lr: 1.000e-03, eta: 2:21:08, time: 0.518, data_time: 0.001, memory: 7063, top1_acc: 0.7438, top5_acc: 0.9133, loss_cls: 0.9974, loss: 0.9974, grad_norm: 9.4580 2021-02-03 22:53:10,577 - mmaction - INFO - Epoch [39][200/1345] lr: 1.000e-03, eta: 2:20:57, time: 0.516, data_time: 0.001, memory: 7063, top1_acc: 0.7047, top5_acc: 0.9000, loss_cls: 1.0970, loss: 1.0970, grad_norm: 9.5644 2021-02-03 22:53:20,822 - mmaction - INFO - Epoch [39][220/1345] lr: 1.000e-03, eta: 2:20:46, time: 0.512, data_time: 0.001, memory: 7063, top1_acc: 0.7539, top5_acc: 0.9203, loss_cls: 0.9273, loss: 0.9273, grad_norm: 9.0099 2021-02-03 22:53:31,154 - mmaction - INFO - Epoch [39][240/1345] lr: 1.000e-03, eta: 2:20:36, time: 0.517, data_time: 0.000, memory: 7063, top1_acc: 0.7211, top5_acc: 0.9039, loss_cls: 1.0381, loss: 1.0381, grad_norm: 9.1439 2021-02-03 22:53:41,504 - mmaction - INFO - Epoch [39][260/1345] lr: 1.000e-03, eta: 2:20:25, time: 0.517, data_time: 0.000, memory: 7063, top1_acc: 0.7148, top5_acc: 0.9055, loss_cls: 1.0841, loss: 1.0841, grad_norm: 9.7193 2021-02-03 22:53:51,810 - mmaction - INFO - Epoch [39][280/1345] lr: 1.000e-03, eta: 2:20:14, time: 0.515, data_time: 0.000, memory: 7063, top1_acc: 0.7289, top5_acc: 0.9211, loss_cls: 0.9914, loss: 0.9914, grad_norm: 9.3764 2021-02-03 22:54:02,125 - mmaction - INFO - Epoch [39][300/1345] lr: 1.000e-03, eta: 2:20:04, time: 0.516, data_time: 0.000, memory: 7063, top1_acc: 0.7188, top5_acc: 0.8992, loss_cls: 1.0586, loss: 1.0586, grad_norm: 9.2051 2021-02-03 22:54:12,535 - mmaction - INFO - Epoch [39][320/1345] lr: 1.000e-03, eta: 2:19:53, time: 0.520, data_time: 0.000, memory: 7063, top1_acc: 0.7523, top5_acc: 0.9211, loss_cls: 0.9133, loss: 0.9133, grad_norm: 8.6787 2021-02-03 22:54:22,880 - mmaction - INFO - Epoch [39][340/1345] lr: 1.000e-03, eta: 2:19:42, time: 0.517, data_time: 0.000, memory: 7063, top1_acc: 0.7383, top5_acc: 0.9125, loss_cls: 0.9598, loss: 0.9598, grad_norm: 8.9303 2021-02-03 22:54:33,241 - mmaction - INFO - Epoch [39][360/1345] lr: 1.000e-03, eta: 2:19:32, time: 0.518, data_time: 0.001, memory: 7063, top1_acc: 0.7438, top5_acc: 0.9086, loss_cls: 1.0070, loss: 1.0070, grad_norm: 9.0589 2021-02-03 22:54:43,550 - mmaction - INFO - Epoch [39][380/1345] lr: 1.000e-03, eta: 2:19:21, time: 0.516, data_time: 0.000, memory: 7063, top1_acc: 0.7570, top5_acc: 0.9289, loss_cls: 0.9200, loss: 0.9200, grad_norm: 9.2175 2021-02-03 22:54:53,812 - mmaction - INFO - Epoch [39][400/1345] lr: 1.000e-03, eta: 2:19:10, time: 0.513, data_time: 0.000, memory: 7063, top1_acc: 0.7297, top5_acc: 0.9086, loss_cls: 1.0309, loss: 1.0309, grad_norm: 9.3198 2021-02-03 22:55:04,200 - mmaction - INFO - Epoch [39][420/1345] lr: 1.000e-03, eta: 2:18:59, time: 0.519, data_time: 0.001, memory: 7063, top1_acc: 0.7430, top5_acc: 0.9117, loss_cls: 1.0165, loss: 1.0165, grad_norm: 9.2443 2021-02-03 22:55:14,587 - mmaction - INFO - Epoch [39][440/1345] lr: 1.000e-03, eta: 2:18:49, time: 0.520, data_time: 0.001, memory: 7063, top1_acc: 0.7422, top5_acc: 0.9125, loss_cls: 0.9980, loss: 0.9980, grad_norm: 9.4544 2021-02-03 22:55:25,034 - mmaction - INFO - Epoch [39][460/1345] lr: 1.000e-03, eta: 2:18:38, time: 0.522, data_time: 0.000, memory: 7063, top1_acc: 0.7328, top5_acc: 0.9219, loss_cls: 0.9597, loss: 0.9597, grad_norm: 9.3716 2021-02-03 22:55:35,294 - mmaction - INFO - Epoch [39][480/1345] lr: 1.000e-03, eta: 2:18:27, time: 0.513, data_time: 0.001, memory: 7063, top1_acc: 0.7328, top5_acc: 0.9125, loss_cls: 0.9977, loss: 0.9977, grad_norm: 9.2168 2021-02-03 22:55:45,628 - mmaction - INFO - Epoch [39][500/1345] lr: 1.000e-03, eta: 2:18:17, time: 0.517, data_time: 0.001, memory: 7063, top1_acc: 0.7492, top5_acc: 0.9242, loss_cls: 0.9286, loss: 0.9286, grad_norm: 9.0837 2021-02-03 22:55:55,855 - mmaction - INFO - Epoch [39][520/1345] lr: 1.000e-03, eta: 2:18:06, time: 0.511, data_time: 0.000, memory: 7063, top1_acc: 0.7281, top5_acc: 0.9023, loss_cls: 1.0514, loss: 1.0514, grad_norm: 9.6058 2021-02-03 22:56:06,212 - mmaction - INFO - Epoch [39][540/1345] lr: 1.000e-03, eta: 2:17:55, time: 0.518, data_time: 0.001, memory: 7063, top1_acc: 0.7383, top5_acc: 0.9148, loss_cls: 0.9794, loss: 0.9794, grad_norm: 9.2712 2021-02-03 22:56:16,435 - mmaction - INFO - Epoch [39][560/1345] lr: 1.000e-03, eta: 2:17:45, time: 0.511, data_time: 0.000, memory: 7063, top1_acc: 0.7039, top5_acc: 0.8945, loss_cls: 1.0762, loss: 1.0762, grad_norm: 9.7431 2021-02-03 22:56:26,726 - mmaction - INFO - Epoch [39][580/1345] lr: 1.000e-03, eta: 2:17:34, time: 0.515, data_time: 0.001, memory: 7063, top1_acc: 0.7242, top5_acc: 0.9125, loss_cls: 1.0018, loss: 1.0018, grad_norm: 9.1232 2021-02-03 22:56:37,174 - mmaction - INFO - Epoch [39][600/1345] lr: 1.000e-03, eta: 2:17:23, time: 0.522, data_time: 0.001, memory: 7063, top1_acc: 0.7289, top5_acc: 0.9078, loss_cls: 1.0271, loss: 1.0271, grad_norm: 9.1938 2021-02-03 22:56:47,582 - mmaction - INFO - Epoch [39][620/1345] lr: 1.000e-03, eta: 2:17:13, time: 0.521, data_time: 0.001, memory: 7063, top1_acc: 0.7430, top5_acc: 0.9172, loss_cls: 0.9885, loss: 0.9885, grad_norm: 9.2193 2021-02-03 22:56:57,981 - mmaction - INFO - Epoch [39][640/1345] lr: 1.000e-03, eta: 2:17:02, time: 0.520, data_time: 0.000, memory: 7063, top1_acc: 0.7234, top5_acc: 0.8953, loss_cls: 1.0508, loss: 1.0508, grad_norm: 9.3681 2021-02-03 22:57:08,250 - mmaction - INFO - Epoch [39][660/1345] lr: 1.000e-03, eta: 2:16:51, time: 0.513, data_time: 0.000, memory: 7063, top1_acc: 0.7328, top5_acc: 0.9187, loss_cls: 1.0025, loss: 1.0025, grad_norm: 9.1061 2021-02-03 22:57:18,566 - mmaction - INFO - Epoch [39][680/1345] lr: 1.000e-03, eta: 2:16:40, time: 0.516, data_time: 0.001, memory: 7063, top1_acc: 0.7148, top5_acc: 0.9078, loss_cls: 1.0622, loss: 1.0622, grad_norm: 9.5457 2021-02-03 22:57:28,860 - mmaction - INFO - Epoch [39][700/1345] lr: 1.000e-03, eta: 2:16:30, time: 0.515, data_time: 0.000, memory: 7063, top1_acc: 0.7078, top5_acc: 0.8977, loss_cls: 1.0747, loss: 1.0747, grad_norm: 9.3666 2021-02-03 22:57:39,255 - mmaction - INFO - Epoch [39][720/1345] lr: 1.000e-03, eta: 2:16:19, time: 0.520, data_time: 0.001, memory: 7063, top1_acc: 0.7531, top5_acc: 0.9172, loss_cls: 0.9899, loss: 0.9899, grad_norm: 9.2516 2021-02-03 22:57:49,578 - mmaction - INFO - Epoch [39][740/1345] lr: 1.000e-03, eta: 2:16:08, time: 0.516, data_time: 0.000, memory: 7063, top1_acc: 0.7266, top5_acc: 0.9086, loss_cls: 1.0139, loss: 1.0139, grad_norm: 9.4572 2021-02-03 22:57:59,897 - mmaction - INFO - Epoch [39][760/1345] lr: 1.000e-03, eta: 2:15:58, time: 0.516, data_time: 0.001, memory: 7063, top1_acc: 0.7188, top5_acc: 0.9102, loss_cls: 1.0296, loss: 1.0296, grad_norm: 9.9831 2021-02-03 22:58:10,206 - mmaction - INFO - Epoch [39][780/1345] lr: 1.000e-03, eta: 2:15:47, time: 0.515, data_time: 0.001, memory: 7063, top1_acc: 0.7312, top5_acc: 0.9141, loss_cls: 1.0172, loss: 1.0172, grad_norm: 9.7543 2021-02-03 22:58:20,616 - mmaction - INFO - Epoch [39][800/1345] lr: 1.000e-03, eta: 2:15:36, time: 0.521, data_time: 0.001, memory: 7063, top1_acc: 0.7383, top5_acc: 0.9117, loss_cls: 0.9926, loss: 0.9926, grad_norm: 9.4380 2021-02-03 22:58:30,933 - mmaction - INFO - Epoch [39][820/1345] lr: 1.000e-03, eta: 2:15:26, time: 0.516, data_time: 0.001, memory: 7063, top1_acc: 0.7328, top5_acc: 0.9148, loss_cls: 0.9924, loss: 0.9924, grad_norm: 9.4834 2021-02-03 22:58:41,359 - mmaction - INFO - Epoch [39][840/1345] lr: 1.000e-03, eta: 2:15:15, time: 0.521, data_time: 0.000, memory: 7063, top1_acc: 0.7188, top5_acc: 0.9055, loss_cls: 1.0715, loss: 1.0715, grad_norm: 9.8145 2021-02-03 22:58:51,634 - mmaction - INFO - Epoch [39][860/1345] lr: 1.000e-03, eta: 2:15:04, time: 0.514, data_time: 0.001, memory: 7063, top1_acc: 0.7242, top5_acc: 0.9055, loss_cls: 1.0290, loss: 1.0290, grad_norm: 9.7828 2021-02-03 22:59:02,026 - mmaction - INFO - Epoch [39][880/1345] lr: 1.000e-03, eta: 2:14:54, time: 0.520, data_time: 0.000, memory: 7063, top1_acc: 0.7477, top5_acc: 0.9156, loss_cls: 0.9853, loss: 0.9853, grad_norm: 9.5459 2021-02-03 22:59:12,412 - mmaction - INFO - Epoch [39][900/1345] lr: 1.000e-03, eta: 2:14:43, time: 0.519, data_time: 0.000, memory: 7063, top1_acc: 0.7281, top5_acc: 0.9070, loss_cls: 1.0127, loss: 1.0127, grad_norm: 9.5218 2021-02-03 22:59:22,788 - mmaction - INFO - Epoch [39][920/1345] lr: 1.000e-03, eta: 2:14:32, time: 0.519, data_time: 0.000, memory: 7063, top1_acc: 0.7203, top5_acc: 0.9031, loss_cls: 1.0922, loss: 1.0922, grad_norm: 9.8212 2021-02-03 22:59:33,131 - mmaction - INFO - Epoch [39][940/1345] lr: 1.000e-03, eta: 2:14:22, time: 0.517, data_time: 0.000, memory: 7063, top1_acc: 0.7289, top5_acc: 0.9070, loss_cls: 1.0273, loss: 1.0273, grad_norm: 9.4321 2021-02-03 22:59:43,397 - mmaction - INFO - Epoch [39][960/1345] lr: 1.000e-03, eta: 2:14:11, time: 0.513, data_time: 0.000, memory: 7063, top1_acc: 0.7438, top5_acc: 0.9156, loss_cls: 0.9975, loss: 0.9975, grad_norm: 9.5050 2021-02-03 22:59:53,647 - mmaction - INFO - Epoch [39][980/1345] lr: 1.000e-03, eta: 2:14:00, time: 0.512, data_time: 0.000, memory: 7063, top1_acc: 0.7500, top5_acc: 0.9148, loss_cls: 0.9948, loss: 0.9948, grad_norm: 9.4245 2021-02-03 23:00:04,029 - mmaction - INFO - Epoch [39][1000/1345] lr: 1.000e-03, eta: 2:13:49, time: 0.519, data_time: 0.001, memory: 7063, top1_acc: 0.7195, top5_acc: 0.9094, loss_cls: 1.0265, loss: 1.0265, grad_norm: 9.5725 2021-02-03 23:00:14,363 - mmaction - INFO - Epoch [39][1020/1345] lr: 1.000e-03, eta: 2:13:39, time: 0.517, data_time: 0.000, memory: 7063, top1_acc: 0.7383, top5_acc: 0.9141, loss_cls: 1.0164, loss: 1.0164, grad_norm: 9.3329 2021-02-03 23:00:24,667 - mmaction - INFO - Epoch [39][1040/1345] lr: 1.000e-03, eta: 2:13:28, time: 0.515, data_time: 0.001, memory: 7063, top1_acc: 0.7375, top5_acc: 0.9086, loss_cls: 1.0270, loss: 1.0270, grad_norm: 9.7283 2021-02-03 23:00:34,979 - mmaction - INFO - Epoch [39][1060/1345] lr: 1.000e-03, eta: 2:13:17, time: 0.516, data_time: 0.001, memory: 7063, top1_acc: 0.7297, top5_acc: 0.9180, loss_cls: 0.9864, loss: 0.9864, grad_norm: 9.1557 2021-02-03 23:00:45,358 - mmaction - INFO - Epoch [39][1080/1345] lr: 1.000e-03, eta: 2:13:07, time: 0.519, data_time: 0.000, memory: 7063, top1_acc: 0.7266, top5_acc: 0.8984, loss_cls: 1.0705, loss: 1.0705, grad_norm: 9.5549 2021-02-03 23:00:55,690 - mmaction - INFO - Epoch [39][1100/1345] lr: 1.000e-03, eta: 2:12:56, time: 0.516, data_time: 0.000, memory: 7063, top1_acc: 0.7398, top5_acc: 0.9141, loss_cls: 0.9634, loss: 0.9634, grad_norm: 9.2693 2021-02-03 23:01:06,028 - mmaction - INFO - Epoch [39][1120/1345] lr: 1.000e-03, eta: 2:12:45, time: 0.517, data_time: 0.001, memory: 7063, top1_acc: 0.7312, top5_acc: 0.9195, loss_cls: 1.0030, loss: 1.0030, grad_norm: 9.4791 2021-02-03 23:01:16,368 - mmaction - INFO - Epoch [39][1140/1345] lr: 1.000e-03, eta: 2:12:35, time: 0.517, data_time: 0.000, memory: 7063, top1_acc: 0.7438, top5_acc: 0.9203, loss_cls: 0.9437, loss: 0.9437, grad_norm: 8.8483 2021-02-03 23:01:26,734 - mmaction - INFO - Epoch [39][1160/1345] lr: 1.000e-03, eta: 2:12:24, time: 0.518, data_time: 0.000, memory: 7063, top1_acc: 0.7406, top5_acc: 0.9023, loss_cls: 1.0087, loss: 1.0087, grad_norm: 9.4088 2021-02-03 23:01:37,046 - mmaction - INFO - Epoch [39][1180/1345] lr: 1.000e-03, eta: 2:12:13, time: 0.516, data_time: 0.001, memory: 7063, top1_acc: 0.7211, top5_acc: 0.9164, loss_cls: 1.0197, loss: 1.0197, grad_norm: 9.6622 2021-02-03 23:01:47,323 - mmaction - INFO - Epoch [39][1200/1345] lr: 1.000e-03, eta: 2:12:03, time: 0.514, data_time: 0.000, memory: 7063, top1_acc: 0.7227, top5_acc: 0.9148, loss_cls: 1.0078, loss: 1.0078, grad_norm: 9.4724 2021-02-03 23:01:57,642 - mmaction - INFO - Epoch [39][1220/1345] lr: 1.000e-03, eta: 2:11:52, time: 0.516, data_time: 0.000, memory: 7063, top1_acc: 0.7344, top5_acc: 0.9187, loss_cls: 0.9838, loss: 0.9838, grad_norm: 9.5667 2021-02-03 23:02:08,058 - mmaction - INFO - Epoch [39][1240/1345] lr: 1.000e-03, eta: 2:11:41, time: 0.521, data_time: 0.000, memory: 7063, top1_acc: 0.7242, top5_acc: 0.9039, loss_cls: 1.0408, loss: 1.0408, grad_norm: 9.8398 2021-02-03 23:02:18,378 - mmaction - INFO - Epoch [39][1260/1345] lr: 1.000e-03, eta: 2:11:31, time: 0.516, data_time: 0.001, memory: 7063, top1_acc: 0.7094, top5_acc: 0.9055, loss_cls: 1.1130, loss: 1.1130, grad_norm: 9.8334 2021-02-03 23:02:28,769 - mmaction - INFO - Epoch [39][1280/1345] lr: 1.000e-03, eta: 2:11:20, time: 0.520, data_time: 0.001, memory: 7063, top1_acc: 0.7484, top5_acc: 0.9102, loss_cls: 0.9725, loss: 0.9725, grad_norm: 9.1499 2021-02-03 23:02:39,096 - mmaction - INFO - Epoch [39][1300/1345] lr: 1.000e-03, eta: 2:11:09, time: 0.516, data_time: 0.001, memory: 7063, top1_acc: 0.7398, top5_acc: 0.9125, loss_cls: 0.9982, loss: 0.9982, grad_norm: 9.2395 2021-02-03 23:02:49,403 - mmaction - INFO - Epoch [39][1320/1345] lr: 1.000e-03, eta: 2:10:59, time: 0.515, data_time: 0.000, memory: 7063, top1_acc: 0.7344, top5_acc: 0.9203, loss_cls: 0.9952, loss: 0.9952, grad_norm: 9.5465 2021-02-03 23:02:59,720 - mmaction - INFO - Epoch [39][1340/1345] lr: 1.000e-03, eta: 2:10:48, time: 0.516, data_time: 0.001, memory: 7063, top1_acc: 0.7328, top5_acc: 0.9125, loss_cls: 0.9792, loss: 0.9792, grad_norm: 9.3032 2021-02-03 23:03:02,674 - mmaction - INFO - Saving checkpoint at 39 epochs 2021-02-03 23:03:29,454 - mmaction - INFO - Epoch [40][20/1345] lr: 1.000e-03, eta: 2:10:38, time: 1.306, data_time: 0.765, memory: 7063, top1_acc: 0.7297, top5_acc: 0.9211, loss_cls: 1.0150, loss: 1.0150, grad_norm: 9.5616 2021-02-03 23:03:39,739 - mmaction - INFO - Epoch [40][40/1345] lr: 1.000e-03, eta: 2:10:28, time: 0.514, data_time: 0.003, memory: 7063, top1_acc: 0.7516, top5_acc: 0.9180, loss_cls: 0.9444, loss: 0.9444, grad_norm: 9.1706 2021-02-03 23:03:50,098 - mmaction - INFO - Epoch [40][60/1345] lr: 1.000e-03, eta: 2:10:17, time: 0.518, data_time: 0.001, memory: 7063, top1_acc: 0.7648, top5_acc: 0.9203, loss_cls: 0.9106, loss: 0.9106, grad_norm: 8.7866 2021-02-03 23:04:00,425 - mmaction - INFO - Epoch [40][80/1345] lr: 1.000e-03, eta: 2:10:06, time: 0.516, data_time: 0.001, memory: 7063, top1_acc: 0.7258, top5_acc: 0.8992, loss_cls: 1.0802, loss: 1.0802, grad_norm: 10.0490 2021-02-03 23:04:10,824 - mmaction - INFO - Epoch [40][100/1345] lr: 1.000e-03, eta: 2:09:55, time: 0.520, data_time: 0.001, memory: 7063, top1_acc: 0.7461, top5_acc: 0.9273, loss_cls: 0.9507, loss: 0.9507, grad_norm: 9.3768 2021-02-03 23:04:21,197 - mmaction - INFO - Epoch [40][120/1345] lr: 1.000e-03, eta: 2:09:45, time: 0.519, data_time: 0.000, memory: 7063, top1_acc: 0.7570, top5_acc: 0.9234, loss_cls: 0.9137, loss: 0.9137, grad_norm: 8.9914 2021-02-03 23:04:31,596 - mmaction - INFO - Epoch [40][140/1345] lr: 1.000e-03, eta: 2:09:34, time: 0.520, data_time: 0.000, memory: 7063, top1_acc: 0.7352, top5_acc: 0.9117, loss_cls: 0.9843, loss: 0.9843, grad_norm: 9.4532 2021-02-03 23:04:41,924 - mmaction - INFO - Epoch [40][160/1345] lr: 1.000e-03, eta: 2:09:23, time: 0.516, data_time: 0.001, memory: 7063, top1_acc: 0.7516, top5_acc: 0.9234, loss_cls: 0.9198, loss: 0.9198, grad_norm: 9.3706 2021-02-03 23:04:52,349 - mmaction - INFO - Epoch [40][180/1345] lr: 1.000e-03, eta: 2:09:13, time: 0.521, data_time: 0.001, memory: 7063, top1_acc: 0.7336, top5_acc: 0.9156, loss_cls: 0.9601, loss: 0.9601, grad_norm: 9.3483 2021-02-03 23:05:02,735 - mmaction - INFO - Epoch [40][200/1345] lr: 1.000e-03, eta: 2:09:02, time: 0.519, data_time: 0.000, memory: 7063, top1_acc: 0.7375, top5_acc: 0.9117, loss_cls: 0.9914, loss: 0.9914, grad_norm: 9.4497 2021-02-03 23:05:13,091 - mmaction - INFO - Epoch [40][220/1345] lr: 1.000e-03, eta: 2:08:51, time: 0.518, data_time: 0.001, memory: 7063, top1_acc: 0.7484, top5_acc: 0.9164, loss_cls: 0.9775, loss: 0.9775, grad_norm: 9.5208 2021-02-03 23:05:23,493 - mmaction - INFO - Epoch [40][240/1345] lr: 1.000e-03, eta: 2:08:41, time: 0.520, data_time: 0.000, memory: 7063, top1_acc: 0.7445, top5_acc: 0.9141, loss_cls: 0.9884, loss: 0.9884, grad_norm: 9.2183 2021-02-03 23:05:33,825 - mmaction - INFO - Epoch [40][260/1345] lr: 1.000e-03, eta: 2:08:30, time: 0.516, data_time: 0.000, memory: 7063, top1_acc: 0.7352, top5_acc: 0.9125, loss_cls: 0.9722, loss: 0.9722, grad_norm: 9.5777 2021-02-03 23:05:44,263 - mmaction - INFO - Epoch [40][280/1345] lr: 1.000e-03, eta: 2:08:19, time: 0.522, data_time: 0.001, memory: 7063, top1_acc: 0.7633, top5_acc: 0.9187, loss_cls: 0.9426, loss: 0.9426, grad_norm: 9.2908 2021-02-03 23:05:54,672 - mmaction - INFO - Epoch [40][300/1345] lr: 1.000e-03, eta: 2:08:09, time: 0.520, data_time: 0.000, memory: 7063, top1_acc: 0.7469, top5_acc: 0.9102, loss_cls: 0.9805, loss: 0.9805, grad_norm: 9.4281 2021-02-03 23:06:05,074 - mmaction - INFO - Epoch [40][320/1345] lr: 1.000e-03, eta: 2:07:58, time: 0.520, data_time: 0.000, memory: 7063, top1_acc: 0.7492, top5_acc: 0.9203, loss_cls: 0.9528, loss: 0.9528, grad_norm: 9.1504 2021-02-03 23:06:15,422 - mmaction - INFO - Epoch [40][340/1345] lr: 1.000e-03, eta: 2:07:47, time: 0.517, data_time: 0.000, memory: 7063, top1_acc: 0.7367, top5_acc: 0.9125, loss_cls: 0.9971, loss: 0.9971, grad_norm: 9.3795 2021-02-03 23:06:25,879 - mmaction - INFO - Epoch [40][360/1345] lr: 1.000e-03, eta: 2:07:37, time: 0.523, data_time: 0.001, memory: 7063, top1_acc: 0.7375, top5_acc: 0.9086, loss_cls: 0.9947, loss: 0.9947, grad_norm: 9.1897 2021-02-03 23:06:36,248 - mmaction - INFO - Epoch [40][380/1345] lr: 1.000e-03, eta: 2:07:26, time: 0.518, data_time: 0.000, memory: 7063, top1_acc: 0.7406, top5_acc: 0.9117, loss_cls: 0.9783, loss: 0.9783, grad_norm: 9.4400 2021-02-03 23:06:46,859 - mmaction - INFO - Epoch [40][400/1345] lr: 1.000e-03, eta: 2:07:15, time: 0.531, data_time: 0.007, memory: 7063, top1_acc: 0.7250, top5_acc: 0.9086, loss_cls: 1.0121, loss: 1.0121, grad_norm: 9.1683 2021-02-03 23:06:57,200 - mmaction - INFO - Epoch [40][420/1345] lr: 1.000e-03, eta: 2:07:05, time: 0.517, data_time: 0.000, memory: 7063, top1_acc: 0.7406, top5_acc: 0.9078, loss_cls: 0.9943, loss: 0.9943, grad_norm: 9.4056 2021-02-03 23:07:07,626 - mmaction - INFO - Epoch [40][440/1345] lr: 1.000e-03, eta: 2:06:54, time: 0.521, data_time: 0.001, memory: 7063, top1_acc: 0.7562, top5_acc: 0.9203, loss_cls: 0.9302, loss: 0.9302, grad_norm: 9.1660 2021-02-03 23:07:17,935 - mmaction - INFO - Epoch [40][460/1345] lr: 1.000e-03, eta: 2:06:43, time: 0.516, data_time: 0.001, memory: 7063, top1_acc: 0.7492, top5_acc: 0.9117, loss_cls: 0.9619, loss: 0.9619, grad_norm: 9.3854 2021-02-03 23:07:28,354 - mmaction - INFO - Epoch [40][480/1345] lr: 1.000e-03, eta: 2:06:33, time: 0.521, data_time: 0.000, memory: 7063, top1_acc: 0.7352, top5_acc: 0.9133, loss_cls: 0.9730, loss: 0.9730, grad_norm: 9.5275 2021-02-03 23:07:38,753 - mmaction - INFO - Epoch [40][500/1345] lr: 1.000e-03, eta: 2:06:22, time: 0.520, data_time: 0.000, memory: 7063, top1_acc: 0.7375, top5_acc: 0.9094, loss_cls: 1.0024, loss: 1.0024, grad_norm: 9.5780 2021-02-03 23:07:49,109 - mmaction - INFO - Epoch [40][520/1345] lr: 1.000e-03, eta: 2:06:11, time: 0.518, data_time: 0.000, memory: 7063, top1_acc: 0.7477, top5_acc: 0.9141, loss_cls: 0.9689, loss: 0.9689, grad_norm: 9.5279 2021-02-03 23:07:59,427 - mmaction - INFO - Epoch [40][540/1345] lr: 1.000e-03, eta: 2:06:01, time: 0.516, data_time: 0.000, memory: 7063, top1_acc: 0.7422, top5_acc: 0.9102, loss_cls: 1.0192, loss: 1.0192, grad_norm: 9.5207 2021-02-03 23:08:09,821 - mmaction - INFO - Epoch [40][560/1345] lr: 1.000e-03, eta: 2:05:50, time: 0.519, data_time: 0.000, memory: 7063, top1_acc: 0.7336, top5_acc: 0.9086, loss_cls: 1.0525, loss: 1.0525, grad_norm: 9.8399 2021-02-03 23:08:20,164 - mmaction - INFO - Epoch [40][580/1345] lr: 1.000e-03, eta: 2:05:39, time: 0.517, data_time: 0.001, memory: 7063, top1_acc: 0.7445, top5_acc: 0.9141, loss_cls: 1.0231, loss: 1.0231, grad_norm: 9.2903 2021-02-03 23:08:30,576 - mmaction - INFO - Epoch [40][600/1345] lr: 1.000e-03, eta: 2:05:29, time: 0.520, data_time: 0.001, memory: 7063, top1_acc: 0.7258, top5_acc: 0.8906, loss_cls: 1.0817, loss: 1.0817, grad_norm: 9.6148 2021-02-03 23:08:40,999 - mmaction - INFO - Epoch [40][620/1345] lr: 1.000e-03, eta: 2:05:18, time: 0.521, data_time: 0.001, memory: 7063, top1_acc: 0.7453, top5_acc: 0.9242, loss_cls: 0.9548, loss: 0.9548, grad_norm: 9.6034 2021-02-03 23:08:51,403 - mmaction - INFO - Epoch [40][640/1345] lr: 1.000e-03, eta: 2:05:07, time: 0.520, data_time: 0.001, memory: 7063, top1_acc: 0.7211, top5_acc: 0.9102, loss_cls: 1.0681, loss: 1.0681, grad_norm: 9.8801 2021-02-03 23:09:01,750 - mmaction - INFO - Epoch [40][660/1345] lr: 1.000e-03, eta: 2:04:57, time: 0.517, data_time: 0.001, memory: 7063, top1_acc: 0.7391, top5_acc: 0.9133, loss_cls: 0.9844, loss: 0.9844, grad_norm: 9.3901 2021-02-03 23:09:12,099 - mmaction - INFO - Epoch [40][680/1345] lr: 1.000e-03, eta: 2:04:46, time: 0.517, data_time: 0.000, memory: 7063, top1_acc: 0.7391, top5_acc: 0.9203, loss_cls: 1.0058, loss: 1.0058, grad_norm: 9.8222 2021-02-03 23:09:22,490 - mmaction - INFO - Epoch [40][700/1345] lr: 1.000e-03, eta: 2:04:35, time: 0.520, data_time: 0.001, memory: 7063, top1_acc: 0.7258, top5_acc: 0.9227, loss_cls: 1.0111, loss: 1.0111, grad_norm: 9.8977 2021-02-03 23:09:32,861 - mmaction - INFO - Epoch [40][720/1345] lr: 1.000e-03, eta: 2:04:25, time: 0.519, data_time: 0.000, memory: 7063, top1_acc: 0.7414, top5_acc: 0.9164, loss_cls: 0.9755, loss: 0.9755, grad_norm: 9.6338 2021-02-03 23:09:43,194 - mmaction - INFO - Epoch [40][740/1345] lr: 1.000e-03, eta: 2:04:14, time: 0.516, data_time: 0.000, memory: 7063, top1_acc: 0.7320, top5_acc: 0.9141, loss_cls: 1.0228, loss: 1.0228, grad_norm: 10.0052 2021-02-03 23:09:53,567 - mmaction - INFO - Epoch [40][760/1345] lr: 1.000e-03, eta: 2:04:03, time: 0.519, data_time: 0.001, memory: 7063, top1_acc: 0.7320, top5_acc: 0.9242, loss_cls: 0.9707, loss: 0.9707, grad_norm: 9.5487 2021-02-03 23:10:03,917 - mmaction - INFO - Epoch [40][780/1345] lr: 1.000e-03, eta: 2:03:53, time: 0.517, data_time: 0.000, memory: 7063, top1_acc: 0.7375, top5_acc: 0.9203, loss_cls: 0.9836, loss: 0.9836, grad_norm: 9.8463 2021-02-03 23:10:14,224 - mmaction - INFO - Epoch [40][800/1345] lr: 1.000e-03, eta: 2:03:42, time: 0.515, data_time: 0.001, memory: 7063, top1_acc: 0.7242, top5_acc: 0.9062, loss_cls: 1.0345, loss: 1.0345, grad_norm: 9.9262 2021-02-03 23:10:24,620 - mmaction - INFO - Epoch [40][820/1345] lr: 1.000e-03, eta: 2:03:31, time: 0.520, data_time: 0.001, memory: 7063, top1_acc: 0.7461, top5_acc: 0.9172, loss_cls: 0.9629, loss: 0.9629, grad_norm: 9.3879 2021-02-03 23:10:35,001 - mmaction - INFO - Epoch [40][840/1345] lr: 1.000e-03, eta: 2:03:21, time: 0.519, data_time: 0.000, memory: 7063, top1_acc: 0.7344, top5_acc: 0.9195, loss_cls: 0.9522, loss: 0.9522, grad_norm: 9.3043 2021-02-03 23:10:45,261 - mmaction - INFO - Epoch [40][860/1345] lr: 1.000e-03, eta: 2:03:10, time: 0.513, data_time: 0.000, memory: 7063, top1_acc: 0.7242, top5_acc: 0.8992, loss_cls: 1.0586, loss: 1.0586, grad_norm: 9.4910 2021-02-03 23:10:55,551 - mmaction - INFO - Epoch [40][880/1345] lr: 1.000e-03, eta: 2:02:59, time: 0.515, data_time: 0.001, memory: 7063, top1_acc: 0.7406, top5_acc: 0.9187, loss_cls: 0.9977, loss: 0.9977, grad_norm: 9.6261 2021-02-03 23:11:05,885 - mmaction - INFO - Epoch [40][900/1345] lr: 1.000e-03, eta: 2:02:49, time: 0.517, data_time: 0.001, memory: 7063, top1_acc: 0.7430, top5_acc: 0.9172, loss_cls: 0.9789, loss: 0.9789, grad_norm: 9.5630 2021-02-03 23:11:16,221 - mmaction - INFO - Epoch [40][920/1345] lr: 1.000e-03, eta: 2:02:38, time: 0.517, data_time: 0.001, memory: 7063, top1_acc: 0.7383, top5_acc: 0.9203, loss_cls: 0.9862, loss: 0.9862, grad_norm: 9.7626 2021-02-03 23:11:26,617 - mmaction - INFO - Epoch [40][940/1345] lr: 1.000e-03, eta: 2:02:27, time: 0.519, data_time: 0.001, memory: 7063, top1_acc: 0.7211, top5_acc: 0.8977, loss_cls: 1.0557, loss: 1.0557, grad_norm: 9.7625 2021-02-03 23:11:37,017 - mmaction - INFO - Epoch [40][960/1345] lr: 1.000e-03, eta: 2:02:17, time: 0.520, data_time: 0.001, memory: 7063, top1_acc: 0.7398, top5_acc: 0.9203, loss_cls: 0.9734, loss: 0.9734, grad_norm: 9.6486 2021-02-03 23:11:47,311 - mmaction - INFO - Epoch [40][980/1345] lr: 1.000e-03, eta: 2:02:06, time: 0.515, data_time: 0.001, memory: 7063, top1_acc: 0.7195, top5_acc: 0.8891, loss_cls: 1.0831, loss: 1.0831, grad_norm: 10.1119 2021-02-03 23:11:57,710 - mmaction - INFO - Epoch [40][1000/1345] lr: 1.000e-03, eta: 2:01:55, time: 0.520, data_time: 0.000, memory: 7063, top1_acc: 0.7211, top5_acc: 0.9055, loss_cls: 1.0436, loss: 1.0436, grad_norm: 9.8411 2021-02-03 23:12:07,971 - mmaction - INFO - Epoch [40][1020/1345] lr: 1.000e-03, eta: 2:01:45, time: 0.513, data_time: 0.000, memory: 7063, top1_acc: 0.7211, top5_acc: 0.8914, loss_cls: 1.0676, loss: 1.0676, grad_norm: 9.6508 2021-02-03 23:12:18,262 - mmaction - INFO - Epoch [40][1040/1345] lr: 1.000e-03, eta: 2:01:34, time: 0.514, data_time: 0.000, memory: 7063, top1_acc: 0.7289, top5_acc: 0.9125, loss_cls: 1.0216, loss: 1.0216, grad_norm: 9.8275 2021-02-03 23:12:28,714 - mmaction - INFO - Epoch [40][1060/1345] lr: 1.000e-03, eta: 2:01:23, time: 0.523, data_time: 0.000, memory: 7063, top1_acc: 0.7359, top5_acc: 0.9094, loss_cls: 1.0208, loss: 1.0208, grad_norm: 9.8231 2021-02-03 23:12:39,008 - mmaction - INFO - Epoch [40][1080/1345] lr: 1.000e-03, eta: 2:01:13, time: 0.514, data_time: 0.001, memory: 7063, top1_acc: 0.7375, top5_acc: 0.9180, loss_cls: 0.9847, loss: 0.9847, grad_norm: 9.6744 2021-02-03 23:12:49,445 - mmaction - INFO - Epoch [40][1100/1345] lr: 1.000e-03, eta: 2:01:02, time: 0.522, data_time: 0.001, memory: 7063, top1_acc: 0.7367, top5_acc: 0.9180, loss_cls: 0.9878, loss: 0.9878, grad_norm: 9.4346 2021-02-03 23:12:59,890 - mmaction - INFO - Epoch [40][1120/1345] lr: 1.000e-03, eta: 2:00:51, time: 0.523, data_time: 0.001, memory: 7063, top1_acc: 0.7484, top5_acc: 0.9180, loss_cls: 0.9633, loss: 0.9633, grad_norm: 9.3472 2021-02-03 23:13:10,241 - mmaction - INFO - Epoch [40][1140/1345] lr: 1.000e-03, eta: 2:00:41, time: 0.518, data_time: 0.001, memory: 7063, top1_acc: 0.7484, top5_acc: 0.9242, loss_cls: 0.9486, loss: 0.9486, grad_norm: 9.5877 2021-02-03 23:13:20,540 - mmaction - INFO - Epoch [40][1160/1345] lr: 1.000e-03, eta: 2:00:30, time: 0.515, data_time: 0.000, memory: 7063, top1_acc: 0.7430, top5_acc: 0.9156, loss_cls: 0.9818, loss: 0.9818, grad_norm: 9.8449 2021-02-03 23:13:30,887 - mmaction - INFO - Epoch [40][1180/1345] lr: 1.000e-03, eta: 2:00:19, time: 0.517, data_time: 0.001, memory: 7063, top1_acc: 0.7422, top5_acc: 0.9195, loss_cls: 0.9727, loss: 0.9727, grad_norm: 9.8276 2021-02-03 23:13:41,171 - mmaction - INFO - Epoch [40][1200/1345] lr: 1.000e-03, eta: 2:00:09, time: 0.515, data_time: 0.001, memory: 7063, top1_acc: 0.7344, top5_acc: 0.9148, loss_cls: 0.9913, loss: 0.9913, grad_norm: 9.7814 2021-02-03 23:13:51,545 - mmaction - INFO - Epoch [40][1220/1345] lr: 1.000e-03, eta: 1:59:58, time: 0.518, data_time: 0.001, memory: 7063, top1_acc: 0.7438, top5_acc: 0.9219, loss_cls: 0.9589, loss: 0.9589, grad_norm: 9.4348 2021-02-03 23:14:01,996 - mmaction - INFO - Epoch [40][1240/1345] lr: 1.000e-03, eta: 1:59:47, time: 0.523, data_time: 0.001, memory: 7063, top1_acc: 0.7297, top5_acc: 0.8938, loss_cls: 1.0445, loss: 1.0445, grad_norm: 9.6338 2021-02-03 23:14:12,375 - mmaction - INFO - Epoch [40][1260/1345] lr: 1.000e-03, eta: 1:59:37, time: 0.519, data_time: 0.001, memory: 7063, top1_acc: 0.7297, top5_acc: 0.9047, loss_cls: 1.0411, loss: 1.0411, grad_norm: 9.8372 2021-02-03 23:14:22,659 - mmaction - INFO - Epoch [40][1280/1345] lr: 1.000e-03, eta: 1:59:26, time: 0.514, data_time: 0.000, memory: 7063, top1_acc: 0.7234, top5_acc: 0.9109, loss_cls: 1.0464, loss: 1.0464, grad_norm: 10.0312 2021-02-03 23:14:33,087 - mmaction - INFO - Epoch [40][1300/1345] lr: 1.000e-03, eta: 1:59:15, time: 0.521, data_time: 0.000, memory: 7063, top1_acc: 0.7453, top5_acc: 0.9039, loss_cls: 1.0224, loss: 1.0224, grad_norm: 9.4197 2021-02-03 23:14:43,427 - mmaction - INFO - Epoch [40][1320/1345] lr: 1.000e-03, eta: 1:59:05, time: 0.517, data_time: 0.000, memory: 7063, top1_acc: 0.7453, top5_acc: 0.9070, loss_cls: 0.9889, loss: 0.9889, grad_norm: 9.0852 2021-02-03 23:14:53,793 - mmaction - INFO - Epoch [40][1340/1345] lr: 1.000e-03, eta: 1:58:54, time: 0.518, data_time: 0.001, memory: 7063, top1_acc: 0.7391, top5_acc: 0.9156, loss_cls: 0.9676, loss: 0.9676, grad_norm: 9.1290 2021-02-03 23:14:56,583 - mmaction - INFO - Saving checkpoint at 40 epochs 2021-02-03 23:15:35,880 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-02-03 23:15:36,313 - mmaction - INFO - top1_acc 0.4447 top5_acc 0.7391 2021-02-03 23:15:36,314 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-02-03 23:15:36,351 - mmaction - INFO - mean_acc 0.4028 2021-02-03 23:15:36,359 - mmaction - INFO - Epoch(val) [40][1345] top1_acc: 0.4447, top5_acc: 0.7391, mean_class_accuracy: 0.4028 2021-02-03 23:16:08,020 - mmaction - INFO - Epoch [41][20/1345] lr: 1.000e-04, eta: 1:58:45, time: 1.582, data_time: 1.066, memory: 7063, top1_acc: 0.7500, top5_acc: 0.9125, loss_cls: 0.9930, loss: 0.9930, grad_norm: 9.8605 2021-02-03 23:16:18,261 - mmaction - INFO - Epoch [41][40/1345] lr: 1.000e-04, eta: 1:58:35, time: 0.512, data_time: 0.005, memory: 7063, top1_acc: 0.7453, top5_acc: 0.9172, loss_cls: 0.9489, loss: 0.9489, grad_norm: 9.2700 2021-02-03 23:16:28,625 - mmaction - INFO - Epoch [41][60/1345] lr: 1.000e-04, eta: 1:58:24, time: 0.518, data_time: 0.001, memory: 7063, top1_acc: 0.7531, top5_acc: 0.9156, loss_cls: 0.9493, loss: 0.9493, grad_norm: 9.1730 2021-02-03 23:16:39,055 - mmaction - INFO - Epoch [41][80/1345] lr: 1.000e-04, eta: 1:58:13, time: 0.522, data_time: 0.005, memory: 7063, top1_acc: 0.7633, top5_acc: 0.9242, loss_cls: 0.9164, loss: 0.9164, grad_norm: 9.3532 2021-02-03 23:16:49,354 - mmaction - INFO - Epoch [41][100/1345] lr: 1.000e-04, eta: 1:58:03, time: 0.515, data_time: 0.001, memory: 7063, top1_acc: 0.7602, top5_acc: 0.9250, loss_cls: 0.9089, loss: 0.9089, grad_norm: 9.0161 2021-02-03 23:16:59,644 - mmaction - INFO - Epoch [41][120/1345] lr: 1.000e-04, eta: 1:57:52, time: 0.515, data_time: 0.001, memory: 7063, top1_acc: 0.7508, top5_acc: 0.9266, loss_cls: 0.9147, loss: 0.9147, grad_norm: 9.0380 2021-02-03 23:17:10,004 - mmaction - INFO - Epoch [41][140/1345] lr: 1.000e-04, eta: 1:57:41, time: 0.518, data_time: 0.000, memory: 7063, top1_acc: 0.7500, top5_acc: 0.9266, loss_cls: 0.9434, loss: 0.9434, grad_norm: 9.5949 2021-02-03 23:17:20,354 - mmaction - INFO - Epoch [41][160/1345] lr: 1.000e-04, eta: 1:57:30, time: 0.517, data_time: 0.000, memory: 7063, top1_acc: 0.7664, top5_acc: 0.9172, loss_cls: 0.8890, loss: 0.8890, grad_norm: 9.2091 2021-02-03 23:17:30,697 - mmaction - INFO - Epoch [41][180/1345] lr: 1.000e-04, eta: 1:57:20, time: 0.517, data_time: 0.001, memory: 7063, top1_acc: 0.7570, top5_acc: 0.9211, loss_cls: 0.9263, loss: 0.9263, grad_norm: 9.2172 2021-02-03 23:17:41,077 - mmaction - INFO - Epoch [41][200/1345] lr: 1.000e-04, eta: 1:57:09, time: 0.519, data_time: 0.000, memory: 7063, top1_acc: 0.7773, top5_acc: 0.9258, loss_cls: 0.8674, loss: 0.8674, grad_norm: 8.8330 2021-02-03 23:17:51,449 - mmaction - INFO - Epoch [41][220/1345] lr: 1.000e-04, eta: 1:56:58, time: 0.519, data_time: 0.000, memory: 7063, top1_acc: 0.7477, top5_acc: 0.9211, loss_cls: 0.9279, loss: 0.9279, grad_norm: 9.2179 2021-02-03 23:18:01,841 - mmaction - INFO - Epoch [41][240/1345] lr: 1.000e-04, eta: 1:56:48, time: 0.520, data_time: 0.000, memory: 7063, top1_acc: 0.7609, top5_acc: 0.9172, loss_cls: 0.9373, loss: 0.9373, grad_norm: 9.3801 2021-02-03 23:18:12,143 - mmaction - INFO - Epoch [41][260/1345] lr: 1.000e-04, eta: 1:56:37, time: 0.515, data_time: 0.000, memory: 7063, top1_acc: 0.7547, top5_acc: 0.9187, loss_cls: 0.9404, loss: 0.9404, grad_norm: 9.2116 2021-02-03 23:18:22,472 - mmaction - INFO - Epoch [41][280/1345] lr: 1.000e-04, eta: 1:56:26, time: 0.516, data_time: 0.000, memory: 7063, top1_acc: 0.7508, top5_acc: 0.9219, loss_cls: 0.9324, loss: 0.9324, grad_norm: 9.1659 2021-02-03 23:18:32,750 - mmaction - INFO - Epoch [41][300/1345] lr: 1.000e-04, eta: 1:56:16, time: 0.514, data_time: 0.000, memory: 7063, top1_acc: 0.7477, top5_acc: 0.9070, loss_cls: 1.0083, loss: 1.0083, grad_norm: 9.8306 2021-02-03 23:18:43,070 - mmaction - INFO - Epoch [41][320/1345] lr: 1.000e-04, eta: 1:56:05, time: 0.516, data_time: 0.001, memory: 7063, top1_acc: 0.7320, top5_acc: 0.9055, loss_cls: 1.0115, loss: 1.0115, grad_norm: 9.5364 2021-02-03 23:18:53,496 - mmaction - INFO - Epoch [41][340/1345] lr: 1.000e-04, eta: 1:55:54, time: 0.521, data_time: 0.000, memory: 7063, top1_acc: 0.7492, top5_acc: 0.9195, loss_cls: 0.9226, loss: 0.9226, grad_norm: 9.1894 2021-02-03 23:19:03,798 - mmaction - INFO - Epoch [41][360/1345] lr: 1.000e-04, eta: 1:55:44, time: 0.515, data_time: 0.000, memory: 7063, top1_acc: 0.7609, top5_acc: 0.9266, loss_cls: 0.9077, loss: 0.9077, grad_norm: 8.9852 2021-02-03 23:19:14,110 - mmaction - INFO - Epoch [41][380/1345] lr: 1.000e-04, eta: 1:55:33, time: 0.516, data_time: 0.000, memory: 7063, top1_acc: 0.7680, top5_acc: 0.9367, loss_cls: 0.8535, loss: 0.8535, grad_norm: 9.2382 2021-02-03 23:19:24,365 - mmaction - INFO - Epoch [41][400/1345] lr: 1.000e-04, eta: 1:55:22, time: 0.512, data_time: 0.000, memory: 7063, top1_acc: 0.7492, top5_acc: 0.9172, loss_cls: 0.9667, loss: 0.9667, grad_norm: 9.1514 2021-02-03 23:19:34,769 - mmaction - INFO - Epoch [41][420/1345] lr: 1.000e-04, eta: 1:55:12, time: 0.520, data_time: 0.001, memory: 7063, top1_acc: 0.7570, top5_acc: 0.9180, loss_cls: 0.9361, loss: 0.9361, grad_norm: 9.3323 2021-02-03 23:19:45,139 - mmaction - INFO - Epoch [41][440/1345] lr: 1.000e-04, eta: 1:55:01, time: 0.518, data_time: 0.000, memory: 7063, top1_acc: 0.7484, top5_acc: 0.9273, loss_cls: 0.9386, loss: 0.9386, grad_norm: 9.3107 2021-02-03 23:19:55,516 - mmaction - INFO - Epoch [41][460/1345] lr: 1.000e-04, eta: 1:54:50, time: 0.519, data_time: 0.001, memory: 7063, top1_acc: 0.7664, top5_acc: 0.9148, loss_cls: 0.9290, loss: 0.9290, grad_norm: 9.0752 2021-02-03 23:20:05,869 - mmaction - INFO - Epoch [41][480/1345] lr: 1.000e-04, eta: 1:54:40, time: 0.518, data_time: 0.000, memory: 7063, top1_acc: 0.7656, top5_acc: 0.9203, loss_cls: 0.9157, loss: 0.9157, grad_norm: 9.3467 2021-02-03 23:20:16,188 - mmaction - INFO - Epoch [41][500/1345] lr: 1.000e-04, eta: 1:54:29, time: 0.516, data_time: 0.000, memory: 7063, top1_acc: 0.7547, top5_acc: 0.9125, loss_cls: 0.9318, loss: 0.9318, grad_norm: 9.3973 2021-02-03 23:20:26,500 - mmaction - INFO - Epoch [41][520/1345] lr: 1.000e-04, eta: 1:54:18, time: 0.516, data_time: 0.000, memory: 7063, top1_acc: 0.7438, top5_acc: 0.9266, loss_cls: 0.9367, loss: 0.9367, grad_norm: 9.3853 2021-02-03 23:20:36,846 - mmaction - INFO - Epoch [41][540/1345] lr: 1.000e-04, eta: 1:54:08, time: 0.517, data_time: 0.001, memory: 7063, top1_acc: 0.7594, top5_acc: 0.9273, loss_cls: 0.8941, loss: 0.8941, grad_norm: 9.1893 2021-02-03 23:20:47,234 - mmaction - INFO - Epoch [41][560/1345] lr: 1.000e-04, eta: 1:53:57, time: 0.519, data_time: 0.000, memory: 7063, top1_acc: 0.7664, top5_acc: 0.9219, loss_cls: 0.9085, loss: 0.9085, grad_norm: 8.9691 2021-02-03 23:20:57,536 - mmaction - INFO - Epoch [41][580/1345] lr: 1.000e-04, eta: 1:53:46, time: 0.515, data_time: 0.000, memory: 7063, top1_acc: 0.7648, top5_acc: 0.9156, loss_cls: 0.9256, loss: 0.9256, grad_norm: 9.1335 2021-02-03 23:21:07,907 - mmaction - INFO - Epoch [41][600/1345] lr: 1.000e-04, eta: 1:53:36, time: 0.518, data_time: 0.000, memory: 7063, top1_acc: 0.7547, top5_acc: 0.9281, loss_cls: 0.8976, loss: 0.8976, grad_norm: 9.1963 2021-02-03 23:21:18,255 - mmaction - INFO - Epoch [41][620/1345] lr: 1.000e-04, eta: 1:53:25, time: 0.517, data_time: 0.000, memory: 7063, top1_acc: 0.7953, top5_acc: 0.9383, loss_cls: 0.8198, loss: 0.8198, grad_norm: 8.5308 2021-02-03 23:21:28,576 - mmaction - INFO - Epoch [41][640/1345] lr: 1.000e-04, eta: 1:53:14, time: 0.516, data_time: 0.001, memory: 7063, top1_acc: 0.7562, top5_acc: 0.9234, loss_cls: 0.9016, loss: 0.9016, grad_norm: 9.1875 2021-02-03 23:21:38,992 - mmaction - INFO - Epoch [41][660/1345] lr: 1.000e-04, eta: 1:53:04, time: 0.521, data_time: 0.000, memory: 7063, top1_acc: 0.7727, top5_acc: 0.9219, loss_cls: 0.8888, loss: 0.8888, grad_norm: 8.8732 2021-02-03 23:21:49,417 - mmaction - INFO - Epoch [41][680/1345] lr: 1.000e-04, eta: 1:52:53, time: 0.521, data_time: 0.001, memory: 7063, top1_acc: 0.7734, top5_acc: 0.9062, loss_cls: 0.9058, loss: 0.9058, grad_norm: 8.7188 2021-02-03 23:21:59,804 - mmaction - INFO - Epoch [41][700/1345] lr: 1.000e-04, eta: 1:52:42, time: 0.519, data_time: 0.000, memory: 7063, top1_acc: 0.7625, top5_acc: 0.9266, loss_cls: 0.9067, loss: 0.9067, grad_norm: 9.1747 2021-02-03 23:22:10,224 - mmaction - INFO - Epoch [41][720/1345] lr: 1.000e-04, eta: 1:52:32, time: 0.521, data_time: 0.000, memory: 7063, top1_acc: 0.7445, top5_acc: 0.9016, loss_cls: 0.9751, loss: 0.9751, grad_norm: 9.1229 2021-02-03 23:22:20,696 - mmaction - INFO - Epoch [41][740/1345] lr: 1.000e-04, eta: 1:52:21, time: 0.524, data_time: 0.000, memory: 7063, top1_acc: 0.7531, top5_acc: 0.9211, loss_cls: 0.9282, loss: 0.9282, grad_norm: 9.1079 2021-02-03 23:22:31,017 - mmaction - INFO - Epoch [41][760/1345] lr: 1.000e-04, eta: 1:52:10, time: 0.516, data_time: 0.001, memory: 7063, top1_acc: 0.7734, top5_acc: 0.9219, loss_cls: 0.9163, loss: 0.9163, grad_norm: 9.2635 2021-02-03 23:22:41,405 - mmaction - INFO - Epoch [41][780/1345] lr: 1.000e-04, eta: 1:52:00, time: 0.519, data_time: 0.000, memory: 7063, top1_acc: 0.7602, top5_acc: 0.9203, loss_cls: 0.9457, loss: 0.9457, grad_norm: 9.3207 2021-02-03 23:22:51,692 - mmaction - INFO - Epoch [41][800/1345] lr: 1.000e-04, eta: 1:51:49, time: 0.514, data_time: 0.001, memory: 7063, top1_acc: 0.7336, top5_acc: 0.9125, loss_cls: 1.0075, loss: 1.0075, grad_norm: 9.9453 2021-02-03 23:23:02,068 - mmaction - INFO - Epoch [41][820/1345] lr: 1.000e-04, eta: 1:51:38, time: 0.519, data_time: 0.000, memory: 7063, top1_acc: 0.7891, top5_acc: 0.9211, loss_cls: 0.8857, loss: 0.8857, grad_norm: 8.8221 2021-02-03 23:23:12,392 - mmaction - INFO - Epoch [41][840/1345] lr: 1.000e-04, eta: 1:51:28, time: 0.516, data_time: 0.000, memory: 7063, top1_acc: 0.7727, top5_acc: 0.9266, loss_cls: 0.8911, loss: 0.8911, grad_norm: 9.1389 2021-02-03 23:23:22,796 - mmaction - INFO - Epoch [41][860/1345] lr: 1.000e-04, eta: 1:51:17, time: 0.520, data_time: 0.001, memory: 7063, top1_acc: 0.7586, top5_acc: 0.9227, loss_cls: 0.9018, loss: 0.9018, grad_norm: 9.2014 2021-02-03 23:23:33,236 - mmaction - INFO - Epoch [41][880/1345] lr: 1.000e-04, eta: 1:51:06, time: 0.522, data_time: 0.000, memory: 7063, top1_acc: 0.7547, top5_acc: 0.9187, loss_cls: 0.9214, loss: 0.9214, grad_norm: 9.2510 2021-02-03 23:23:43,585 - mmaction - INFO - Epoch [41][900/1345] lr: 1.000e-04, eta: 1:50:56, time: 0.517, data_time: 0.000, memory: 7063, top1_acc: 0.7477, top5_acc: 0.9180, loss_cls: 0.9409, loss: 0.9409, grad_norm: 9.3175 2021-02-03 23:23:53,957 - mmaction - INFO - Epoch [41][920/1345] lr: 1.000e-04, eta: 1:50:45, time: 0.519, data_time: 0.001, memory: 7063, top1_acc: 0.7453, top5_acc: 0.9187, loss_cls: 0.9293, loss: 0.9293, grad_norm: 9.6305 2021-02-03 23:24:04,346 - mmaction - INFO - Epoch [41][940/1345] lr: 1.000e-04, eta: 1:50:34, time: 0.519, data_time: 0.000, memory: 7063, top1_acc: 0.7711, top5_acc: 0.9258, loss_cls: 0.8838, loss: 0.8838, grad_norm: 9.0703 2021-02-03 23:24:14,674 - mmaction - INFO - Epoch [41][960/1345] lr: 1.000e-04, eta: 1:50:24, time: 0.517, data_time: 0.001, memory: 7063, top1_acc: 0.7688, top5_acc: 0.9203, loss_cls: 0.9010, loss: 0.9010, grad_norm: 9.1110 2021-02-03 23:24:25,051 - mmaction - INFO - Epoch [41][980/1345] lr: 1.000e-04, eta: 1:50:13, time: 0.519, data_time: 0.000, memory: 7063, top1_acc: 0.7422, top5_acc: 0.9234, loss_cls: 0.9474, loss: 0.9474, grad_norm: 9.7273 2021-02-03 23:24:35,291 - mmaction - INFO - Epoch [41][1000/1345] lr: 1.000e-04, eta: 1:50:02, time: 0.512, data_time: 0.001, memory: 7063, top1_acc: 0.7695, top5_acc: 0.9203, loss_cls: 0.8833, loss: 0.8833, grad_norm: 9.3770 2021-02-03 23:24:45,637 - mmaction - INFO - Epoch [41][1020/1345] lr: 1.000e-04, eta: 1:49:52, time: 0.517, data_time: 0.000, memory: 7063, top1_acc: 0.7781, top5_acc: 0.9258, loss_cls: 0.8654, loss: 0.8654, grad_norm: 9.1432 2021-02-03 23:24:55,900 - mmaction - INFO - Epoch [41][1040/1345] lr: 1.000e-04, eta: 1:49:41, time: 0.513, data_time: 0.000, memory: 7063, top1_acc: 0.7680, top5_acc: 0.9281, loss_cls: 0.9066, loss: 0.9066, grad_norm: 9.4018 2021-02-03 23:25:06,187 - mmaction - INFO - Epoch [41][1060/1345] lr: 1.000e-04, eta: 1:49:30, time: 0.514, data_time: 0.001, memory: 7063, top1_acc: 0.7531, top5_acc: 0.9148, loss_cls: 0.9504, loss: 0.9504, grad_norm: 9.4431 2021-02-03 23:25:16,461 - mmaction - INFO - Epoch [41][1080/1345] lr: 1.000e-04, eta: 1:49:20, time: 0.513, data_time: 0.000, memory: 7063, top1_acc: 0.7461, top5_acc: 0.9187, loss_cls: 0.9196, loss: 0.9196, grad_norm: 9.2563 2021-02-03 23:25:26,826 - mmaction - INFO - Epoch [41][1100/1345] lr: 1.000e-04, eta: 1:49:09, time: 0.519, data_time: 0.001, memory: 7063, top1_acc: 0.7758, top5_acc: 0.9133, loss_cls: 0.8970, loss: 0.8970, grad_norm: 9.0014 2021-02-03 23:25:37,083 - mmaction - INFO - Epoch [41][1120/1345] lr: 1.000e-04, eta: 1:48:58, time: 0.513, data_time: 0.000, memory: 7063, top1_acc: 0.7562, top5_acc: 0.9242, loss_cls: 0.8977, loss: 0.8977, grad_norm: 8.9542 2021-02-03 23:25:47,345 - mmaction - INFO - Epoch [41][1140/1345] lr: 1.000e-04, eta: 1:48:48, time: 0.513, data_time: 0.000, memory: 7063, top1_acc: 0.7719, top5_acc: 0.9344, loss_cls: 0.8541, loss: 0.8541, grad_norm: 9.1336 2021-02-03 23:25:57,674 - mmaction - INFO - Epoch [41][1160/1345] lr: 1.000e-04, eta: 1:48:37, time: 0.516, data_time: 0.000, memory: 7063, top1_acc: 0.7656, top5_acc: 0.9156, loss_cls: 0.9151, loss: 0.9151, grad_norm: 9.2551 2021-02-03 23:26:07,978 - mmaction - INFO - Epoch [41][1180/1345] lr: 1.000e-04, eta: 1:48:26, time: 0.515, data_time: 0.000, memory: 7063, top1_acc: 0.7508, top5_acc: 0.9250, loss_cls: 0.9236, loss: 0.9236, grad_norm: 9.1967 2021-02-03 23:26:18,256 - mmaction - INFO - Epoch [41][1200/1345] lr: 1.000e-04, eta: 1:48:16, time: 0.514, data_time: 0.001, memory: 7063, top1_acc: 0.7664, top5_acc: 0.9227, loss_cls: 0.9175, loss: 0.9175, grad_norm: 9.4969 2021-02-03 23:26:28,575 - mmaction - INFO - Epoch [41][1220/1345] lr: 1.000e-04, eta: 1:48:05, time: 0.516, data_time: 0.000, memory: 7063, top1_acc: 0.7617, top5_acc: 0.9391, loss_cls: 0.8563, loss: 0.8563, grad_norm: 9.3958 2021-02-03 23:26:38,925 - mmaction - INFO - Epoch [41][1240/1345] lr: 1.000e-04, eta: 1:47:54, time: 0.518, data_time: 0.001, memory: 7063, top1_acc: 0.7609, top5_acc: 0.9227, loss_cls: 0.9076, loss: 0.9076, grad_norm: 9.3626 2021-02-03 23:26:49,375 - mmaction - INFO - Epoch [41][1260/1345] lr: 1.000e-04, eta: 1:47:44, time: 0.522, data_time: 0.000, memory: 7063, top1_acc: 0.7727, top5_acc: 0.9109, loss_cls: 0.9217, loss: 0.9217, grad_norm: 9.3876 2021-02-03 23:26:59,755 - mmaction - INFO - Epoch [41][1280/1345] lr: 1.000e-04, eta: 1:47:33, time: 0.519, data_time: 0.000, memory: 7063, top1_acc: 0.7664, top5_acc: 0.9211, loss_cls: 0.9312, loss: 0.9312, grad_norm: 9.1801 2021-02-03 23:27:10,128 - mmaction - INFO - Epoch [41][1300/1345] lr: 1.000e-04, eta: 1:47:22, time: 0.518, data_time: 0.001, memory: 7063, top1_acc: 0.7672, top5_acc: 0.9203, loss_cls: 0.9025, loss: 0.9025, grad_norm: 9.1398 2021-02-03 23:27:20,535 - mmaction - INFO - Epoch [41][1320/1345] lr: 1.000e-04, eta: 1:47:12, time: 0.520, data_time: 0.001, memory: 7063, top1_acc: 0.7867, top5_acc: 0.9344, loss_cls: 0.8144, loss: 0.8144, grad_norm: 8.6354 2021-02-03 23:27:30,890 - mmaction - INFO - Epoch [41][1340/1345] lr: 1.000e-04, eta: 1:47:01, time: 0.518, data_time: 0.001, memory: 7063, top1_acc: 0.7539, top5_acc: 0.9258, loss_cls: 0.9045, loss: 0.9045, grad_norm: 8.9230 2021-02-03 23:27:33,807 - mmaction - INFO - Saving checkpoint at 41 epochs 2021-02-03 23:28:00,524 - mmaction - INFO - Epoch [42][20/1345] lr: 1.000e-04, eta: 1:46:51, time: 1.317, data_time: 0.783, memory: 7063, top1_acc: 0.7867, top5_acc: 0.9281, loss_cls: 0.8510, loss: 0.8510, grad_norm: 9.2599 2021-02-03 23:28:10,833 - mmaction - INFO - Epoch [42][40/1345] lr: 1.000e-04, eta: 1:46:40, time: 0.515, data_time: 0.001, memory: 7063, top1_acc: 0.7750, top5_acc: 0.9305, loss_cls: 0.8724, loss: 0.8724, grad_norm: 9.3159 2021-02-03 23:28:21,075 - mmaction - INFO - Epoch [42][60/1345] lr: 1.000e-04, eta: 1:46:29, time: 0.513, data_time: 0.003, memory: 7063, top1_acc: 0.7625, top5_acc: 0.9187, loss_cls: 0.8789, loss: 0.8789, grad_norm: 9.3048 2021-02-03 23:28:31,331 - mmaction - INFO - Epoch [42][80/1345] lr: 1.000e-04, eta: 1:46:19, time: 0.513, data_time: 0.000, memory: 7063, top1_acc: 0.7531, top5_acc: 0.9203, loss_cls: 0.9136, loss: 0.9136, grad_norm: 9.3360 2021-02-03 23:28:41,677 - mmaction - INFO - Epoch [42][100/1345] lr: 1.000e-04, eta: 1:46:08, time: 0.517, data_time: 0.000, memory: 7063, top1_acc: 0.7734, top5_acc: 0.9375, loss_cls: 0.8454, loss: 0.8454, grad_norm: 8.9229 2021-02-03 23:28:52,106 - mmaction - INFO - Epoch [42][120/1345] lr: 1.000e-04, eta: 1:45:57, time: 0.522, data_time: 0.001, memory: 7063, top1_acc: 0.7641, top5_acc: 0.9266, loss_cls: 0.8906, loss: 0.8906, grad_norm: 9.5620 2021-02-03 23:29:02,460 - mmaction - INFO - Epoch [42][140/1345] lr: 1.000e-04, eta: 1:45:47, time: 0.518, data_time: 0.001, memory: 7063, top1_acc: 0.7688, top5_acc: 0.9180, loss_cls: 0.9092, loss: 0.9092, grad_norm: 9.3181 2021-02-03 23:29:12,775 - mmaction - INFO - Epoch [42][160/1345] lr: 1.000e-04, eta: 1:45:36, time: 0.516, data_time: 0.001, memory: 7063, top1_acc: 0.7750, top5_acc: 0.9219, loss_cls: 0.8722, loss: 0.8722, grad_norm: 8.9268 2021-02-03 23:29:23,113 - mmaction - INFO - Epoch [42][180/1345] lr: 1.000e-04, eta: 1:45:25, time: 0.517, data_time: 0.001, memory: 7063, top1_acc: 0.7484, top5_acc: 0.9133, loss_cls: 0.9840, loss: 0.9840, grad_norm: 9.5653 2021-02-03 23:29:33,481 - mmaction - INFO - Epoch [42][200/1345] lr: 1.000e-04, eta: 1:45:15, time: 0.518, data_time: 0.000, memory: 7063, top1_acc: 0.7594, top5_acc: 0.9289, loss_cls: 0.9020, loss: 0.9020, grad_norm: 9.4444 2021-02-03 23:29:43,841 - mmaction - INFO - Epoch [42][220/1345] lr: 1.000e-04, eta: 1:45:04, time: 0.518, data_time: 0.000, memory: 7063, top1_acc: 0.7789, top5_acc: 0.9289, loss_cls: 0.8293, loss: 0.8293, grad_norm: 8.8547 2021-02-03 23:29:54,318 - mmaction - INFO - Epoch [42][240/1345] lr: 1.000e-04, eta: 1:44:53, time: 0.524, data_time: 0.001, memory: 7063, top1_acc: 0.7625, top5_acc: 0.9148, loss_cls: 0.9213, loss: 0.9213, grad_norm: 9.3524 2021-02-03 23:30:04,755 - mmaction - INFO - Epoch [42][260/1345] lr: 1.000e-04, eta: 1:44:43, time: 0.522, data_time: 0.001, memory: 7063, top1_acc: 0.7758, top5_acc: 0.9250, loss_cls: 0.8836, loss: 0.8836, grad_norm: 9.2368 2021-02-03 23:30:15,199 - mmaction - INFO - Epoch [42][280/1345] lr: 1.000e-04, eta: 1:44:32, time: 0.522, data_time: 0.001, memory: 7063, top1_acc: 0.7664, top5_acc: 0.9133, loss_cls: 0.9213, loss: 0.9213, grad_norm: 9.0196 2021-02-03 23:30:25,545 - mmaction - INFO - Epoch [42][300/1345] lr: 1.000e-04, eta: 1:44:21, time: 0.518, data_time: 0.001, memory: 7063, top1_acc: 0.7648, top5_acc: 0.9242, loss_cls: 0.9031, loss: 0.9031, grad_norm: 9.1442 2021-02-03 23:30:35,996 - mmaction - INFO - Epoch [42][320/1345] lr: 1.000e-04, eta: 1:44:11, time: 0.522, data_time: 0.001, memory: 7063, top1_acc: 0.7625, top5_acc: 0.9328, loss_cls: 0.8850, loss: 0.8850, grad_norm: 9.2824 2021-02-03 23:30:46,436 - mmaction - INFO - Epoch [42][340/1345] lr: 1.000e-04, eta: 1:44:00, time: 0.522, data_time: 0.001, memory: 7063, top1_acc: 0.7727, top5_acc: 0.9227, loss_cls: 0.8677, loss: 0.8677, grad_norm: 9.2533 2021-02-03 23:30:56,754 - mmaction - INFO - Epoch [42][360/1345] lr: 1.000e-04, eta: 1:43:49, time: 0.516, data_time: 0.001, memory: 7063, top1_acc: 0.7430, top5_acc: 0.9164, loss_cls: 0.9379, loss: 0.9379, grad_norm: 9.5422 2021-02-03 23:31:07,167 - mmaction - INFO - Epoch [42][380/1345] lr: 1.000e-04, eta: 1:43:39, time: 0.521, data_time: 0.001, memory: 7063, top1_acc: 0.7625, top5_acc: 0.9266, loss_cls: 0.8936, loss: 0.8936, grad_norm: 9.3691 2021-02-03 23:31:17,580 - mmaction - INFO - Epoch [42][400/1345] lr: 1.000e-04, eta: 1:43:28, time: 0.520, data_time: 0.000, memory: 7063, top1_acc: 0.7609, top5_acc: 0.9125, loss_cls: 0.9170, loss: 0.9170, grad_norm: 9.3644 2021-02-03 23:31:27,986 - mmaction - INFO - Epoch [42][420/1345] lr: 1.000e-04, eta: 1:43:17, time: 0.520, data_time: 0.001, memory: 7063, top1_acc: 0.7695, top5_acc: 0.9164, loss_cls: 0.9235, loss: 0.9235, grad_norm: 9.2254 2021-02-03 23:31:38,286 - mmaction - INFO - Epoch [42][440/1345] lr: 1.000e-04, eta: 1:43:07, time: 0.515, data_time: 0.001, memory: 7063, top1_acc: 0.7656, top5_acc: 0.9289, loss_cls: 0.8672, loss: 0.8672, grad_norm: 9.3712 2021-02-03 23:31:48,757 - mmaction - INFO - Epoch [42][460/1345] lr: 1.000e-04, eta: 1:42:56, time: 0.523, data_time: 0.001, memory: 7063, top1_acc: 0.7797, top5_acc: 0.9250, loss_cls: 0.8784, loss: 0.8784, grad_norm: 9.2746 2021-02-03 23:31:59,207 - mmaction - INFO - Epoch [42][480/1345] lr: 1.000e-04, eta: 1:42:45, time: 0.523, data_time: 0.001, memory: 7063, top1_acc: 0.7641, top5_acc: 0.9227, loss_cls: 0.8875, loss: 0.8875, grad_norm: 9.0550 2021-02-03 23:32:09,549 - mmaction - INFO - Epoch [42][500/1345] lr: 1.000e-04, eta: 1:42:35, time: 0.517, data_time: 0.000, memory: 7063, top1_acc: 0.7539, top5_acc: 0.9305, loss_cls: 0.9036, loss: 0.9036, grad_norm: 9.2472 2021-02-03 23:32:19,965 - mmaction - INFO - Epoch [42][520/1345] lr: 1.000e-04, eta: 1:42:24, time: 0.521, data_time: 0.001, memory: 7063, top1_acc: 0.7531, top5_acc: 0.9125, loss_cls: 0.9484, loss: 0.9484, grad_norm: 9.4115 2021-02-03 23:32:30,447 - mmaction - INFO - Epoch [42][540/1345] lr: 1.000e-04, eta: 1:42:14, time: 0.524, data_time: 0.001, memory: 7063, top1_acc: 0.7531, top5_acc: 0.9203, loss_cls: 0.9540, loss: 0.9540, grad_norm: 9.3974 2021-02-03 23:32:40,804 - mmaction - INFO - Epoch [42][560/1345] lr: 1.000e-04, eta: 1:42:03, time: 0.518, data_time: 0.001, memory: 7063, top1_acc: 0.7656, top5_acc: 0.9328, loss_cls: 0.8796, loss: 0.8796, grad_norm: 9.1902 2021-02-03 23:32:51,142 - mmaction - INFO - Epoch [42][580/1345] lr: 1.000e-04, eta: 1:41:52, time: 0.517, data_time: 0.000, memory: 7063, top1_acc: 0.7859, top5_acc: 0.9164, loss_cls: 0.8973, loss: 0.8973, grad_norm: 9.1098 2021-02-03 23:33:01,408 - mmaction - INFO - Epoch [42][600/1345] lr: 1.000e-04, eta: 1:41:42, time: 0.513, data_time: 0.001, memory: 7063, top1_acc: 0.7625, top5_acc: 0.9117, loss_cls: 0.9407, loss: 0.9407, grad_norm: 9.4940 2021-02-03 23:33:11,835 - mmaction - INFO - Epoch [42][620/1345] lr: 1.000e-04, eta: 1:41:31, time: 0.522, data_time: 0.001, memory: 7063, top1_acc: 0.7500, top5_acc: 0.9164, loss_cls: 0.9583, loss: 0.9583, grad_norm: 9.4017 2021-02-03 23:33:22,199 - mmaction - INFO - Epoch [42][640/1345] lr: 1.000e-04, eta: 1:41:20, time: 0.518, data_time: 0.000, memory: 7063, top1_acc: 0.7617, top5_acc: 0.9125, loss_cls: 0.9165, loss: 0.9165, grad_norm: 9.3620 2021-02-03 23:33:32,636 - mmaction - INFO - Epoch [42][660/1345] lr: 1.000e-04, eta: 1:41:10, time: 0.522, data_time: 0.000, memory: 7063, top1_acc: 0.7750, top5_acc: 0.9289, loss_cls: 0.8798, loss: 0.8798, grad_norm: 9.2183 2021-02-03 23:33:42,919 - mmaction - INFO - Epoch [42][680/1345] lr: 1.000e-04, eta: 1:40:59, time: 0.514, data_time: 0.001, memory: 7063, top1_acc: 0.7820, top5_acc: 0.9320, loss_cls: 0.8630, loss: 0.8630, grad_norm: 9.1198 2021-02-03 23:33:53,335 - mmaction - INFO - Epoch [42][700/1345] lr: 1.000e-04, eta: 1:40:48, time: 0.520, data_time: 0.000, memory: 7063, top1_acc: 0.7539, top5_acc: 0.9133, loss_cls: 0.9539, loss: 0.9539, grad_norm: 9.2674 2021-02-03 23:34:03,676 - mmaction - INFO - Epoch [42][720/1345] lr: 1.000e-04, eta: 1:40:38, time: 0.517, data_time: 0.001, memory: 7063, top1_acc: 0.7656, top5_acc: 0.9297, loss_cls: 0.8777, loss: 0.8777, grad_norm: 9.2962 2021-02-03 23:34:14,099 - mmaction - INFO - Epoch [42][740/1345] lr: 1.000e-04, eta: 1:40:27, time: 0.521, data_time: 0.000, memory: 7063, top1_acc: 0.7484, top5_acc: 0.9109, loss_cls: 0.9513, loss: 0.9513, grad_norm: 9.4569 2021-02-03 23:34:24,702 - mmaction - INFO - Epoch [42][760/1345] lr: 1.000e-04, eta: 1:40:16, time: 0.531, data_time: 0.010, memory: 7063, top1_acc: 0.7602, top5_acc: 0.9180, loss_cls: 0.9028, loss: 0.9028, grad_norm: 9.2662 2021-02-03 23:34:35,115 - mmaction - INFO - Epoch [42][780/1345] lr: 1.000e-04, eta: 1:40:06, time: 0.521, data_time: 0.000, memory: 7063, top1_acc: 0.7852, top5_acc: 0.9320, loss_cls: 0.8421, loss: 0.8421, grad_norm: 9.2575 2021-02-03 23:34:45,444 - mmaction - INFO - Epoch [42][800/1345] lr: 1.000e-04, eta: 1:39:55, time: 0.516, data_time: 0.000, memory: 7063, top1_acc: 0.7570, top5_acc: 0.9250, loss_cls: 0.8954, loss: 0.8954, grad_norm: 9.5562 2021-02-03 23:34:55,869 - mmaction - INFO - Epoch [42][820/1345] lr: 1.000e-04, eta: 1:39:44, time: 0.521, data_time: 0.001, memory: 7063, top1_acc: 0.7641, top5_acc: 0.9242, loss_cls: 0.8955, loss: 0.8955, grad_norm: 9.2140 2021-02-03 23:35:06,229 - mmaction - INFO - Epoch [42][840/1345] lr: 1.000e-04, eta: 1:39:34, time: 0.518, data_time: 0.001, memory: 7063, top1_acc: 0.7812, top5_acc: 0.9305, loss_cls: 0.8929, loss: 0.8929, grad_norm: 9.2159 2021-02-03 23:35:16,684 - mmaction - INFO - Epoch [42][860/1345] lr: 1.000e-04, eta: 1:39:23, time: 0.523, data_time: 0.000, memory: 7063, top1_acc: 0.7438, top5_acc: 0.9164, loss_cls: 0.9393, loss: 0.9393, grad_norm: 9.5607 2021-02-03 23:35:26,954 - mmaction - INFO - Epoch [42][880/1345] lr: 1.000e-04, eta: 1:39:12, time: 0.513, data_time: 0.000, memory: 7063, top1_acc: 0.7906, top5_acc: 0.9313, loss_cls: 0.8319, loss: 0.8319, grad_norm: 8.7717 2021-02-03 23:35:37,341 - mmaction - INFO - Epoch [42][900/1345] lr: 1.000e-04, eta: 1:39:02, time: 0.519, data_time: 0.000, memory: 7063, top1_acc: 0.7594, top5_acc: 0.9250, loss_cls: 0.9010, loss: 0.9010, grad_norm: 9.3112 2021-02-03 23:35:47,711 - mmaction - INFO - Epoch [42][920/1345] lr: 1.000e-04, eta: 1:38:51, time: 0.518, data_time: 0.000, memory: 7063, top1_acc: 0.7500, top5_acc: 0.9148, loss_cls: 0.9555, loss: 0.9555, grad_norm: 9.9494 2021-02-03 23:35:58,150 - mmaction - INFO - Epoch [42][940/1345] lr: 1.000e-04, eta: 1:38:40, time: 0.522, data_time: 0.001, memory: 7063, top1_acc: 0.7641, top5_acc: 0.9250, loss_cls: 0.9126, loss: 0.9126, grad_norm: 9.3871 2021-02-03 23:36:08,495 - mmaction - INFO - Epoch [42][960/1345] lr: 1.000e-04, eta: 1:38:30, time: 0.517, data_time: 0.001, memory: 7063, top1_acc: 0.7680, top5_acc: 0.9164, loss_cls: 0.9218, loss: 0.9218, grad_norm: 9.3930 2021-02-03 23:36:18,815 - mmaction - INFO - Epoch [42][980/1345] lr: 1.000e-04, eta: 1:38:19, time: 0.516, data_time: 0.000, memory: 7063, top1_acc: 0.7602, top5_acc: 0.9398, loss_cls: 0.8603, loss: 0.8603, grad_norm: 9.3740 2021-02-03 23:36:29,123 - mmaction - INFO - Epoch [42][1000/1345] lr: 1.000e-04, eta: 1:38:09, time: 0.515, data_time: 0.000, memory: 7063, top1_acc: 0.7625, top5_acc: 0.9242, loss_cls: 0.9037, loss: 0.9037, grad_norm: 9.3782 2021-02-03 23:36:39,581 - mmaction - INFO - Epoch [42][1020/1345] lr: 1.000e-04, eta: 1:37:58, time: 0.523, data_time: 0.001, memory: 7063, top1_acc: 0.7609, top5_acc: 0.9297, loss_cls: 0.8947, loss: 0.8947, grad_norm: 9.2552 2021-02-03 23:36:50,001 - mmaction - INFO - Epoch [42][1040/1345] lr: 1.000e-04, eta: 1:37:47, time: 0.521, data_time: 0.001, memory: 7063, top1_acc: 0.7844, top5_acc: 0.9336, loss_cls: 0.8082, loss: 0.8082, grad_norm: 9.0530 2021-02-03 23:37:00,406 - mmaction - INFO - Epoch [42][1060/1345] lr: 1.000e-04, eta: 1:37:37, time: 0.520, data_time: 0.001, memory: 7063, top1_acc: 0.7516, top5_acc: 0.9219, loss_cls: 0.9110, loss: 0.9110, grad_norm: 9.4168 2021-02-03 23:37:10,711 - mmaction - INFO - Epoch [42][1080/1345] lr: 1.000e-04, eta: 1:37:26, time: 0.515, data_time: 0.001, memory: 7063, top1_acc: 0.7555, top5_acc: 0.9211, loss_cls: 0.9103, loss: 0.9103, grad_norm: 9.2669 2021-02-03 23:37:21,136 - mmaction - INFO - Epoch [42][1100/1345] lr: 1.000e-04, eta: 1:37:15, time: 0.521, data_time: 0.001, memory: 7063, top1_acc: 0.7734, top5_acc: 0.9313, loss_cls: 0.8532, loss: 0.8532, grad_norm: 9.1901 2021-02-03 23:37:31,550 - mmaction - INFO - Epoch [42][1120/1345] lr: 1.000e-04, eta: 1:37:05, time: 0.521, data_time: 0.001, memory: 7063, top1_acc: 0.7734, top5_acc: 0.9336, loss_cls: 0.8178, loss: 0.8178, grad_norm: 9.0201 2021-02-03 23:37:42,000 - mmaction - INFO - Epoch [42][1140/1345] lr: 1.000e-04, eta: 1:36:54, time: 0.523, data_time: 0.001, memory: 7063, top1_acc: 0.7703, top5_acc: 0.9234, loss_cls: 0.8816, loss: 0.8816, grad_norm: 9.1298 2021-02-03 23:37:52,375 - mmaction - INFO - Epoch [42][1160/1345] lr: 1.000e-04, eta: 1:36:43, time: 0.518, data_time: 0.000, memory: 7063, top1_acc: 0.7438, top5_acc: 0.9125, loss_cls: 0.9640, loss: 0.9640, grad_norm: 9.8764 2021-02-03 23:38:02,603 - mmaction - INFO - Epoch [42][1180/1345] lr: 1.000e-04, eta: 1:36:33, time: 0.512, data_time: 0.001, memory: 7063, top1_acc: 0.7672, top5_acc: 0.9289, loss_cls: 0.8883, loss: 0.8883, grad_norm: 9.2564 2021-02-03 23:38:12,881 - mmaction - INFO - Epoch [42][1200/1345] lr: 1.000e-04, eta: 1:36:22, time: 0.514, data_time: 0.000, memory: 7063, top1_acc: 0.7383, top5_acc: 0.9141, loss_cls: 0.9974, loss: 0.9974, grad_norm: 9.7492 2021-02-03 23:38:23,282 - mmaction - INFO - Epoch [42][1220/1345] lr: 1.000e-04, eta: 1:36:11, time: 0.520, data_time: 0.001, memory: 7063, top1_acc: 0.7555, top5_acc: 0.9070, loss_cls: 0.9497, loss: 0.9497, grad_norm: 9.3373 2021-02-03 23:38:33,610 - mmaction - INFO - Epoch [42][1240/1345] lr: 1.000e-04, eta: 1:36:01, time: 0.517, data_time: 0.001, memory: 7063, top1_acc: 0.7602, top5_acc: 0.9289, loss_cls: 0.8568, loss: 0.8568, grad_norm: 9.4134 2021-02-03 23:38:44,024 - mmaction - INFO - Epoch [42][1260/1345] lr: 1.000e-04, eta: 1:35:50, time: 0.521, data_time: 0.000, memory: 7063, top1_acc: 0.7570, top5_acc: 0.9172, loss_cls: 0.9148, loss: 0.9148, grad_norm: 9.5308 2021-02-03 23:38:54,321 - mmaction - INFO - Epoch [42][1280/1345] lr: 1.000e-04, eta: 1:35:39, time: 0.514, data_time: 0.000, memory: 7063, top1_acc: 0.7875, top5_acc: 0.9258, loss_cls: 0.8443, loss: 0.8443, grad_norm: 8.9466 2021-02-03 23:39:04,751 - mmaction - INFO - Epoch [42][1300/1345] lr: 1.000e-04, eta: 1:35:29, time: 0.522, data_time: 0.001, memory: 7063, top1_acc: 0.7656, top5_acc: 0.9281, loss_cls: 0.8855, loss: 0.8855, grad_norm: 9.4907 2021-02-03 23:39:15,115 - mmaction - INFO - Epoch [42][1320/1345] lr: 1.000e-04, eta: 1:35:18, time: 0.518, data_time: 0.000, memory: 7063, top1_acc: 0.7438, top5_acc: 0.9180, loss_cls: 0.9414, loss: 0.9414, grad_norm: 9.6695 2021-02-03 23:39:25,449 - mmaction - INFO - Epoch [42][1340/1345] lr: 1.000e-04, eta: 1:35:07, time: 0.517, data_time: 0.001, memory: 7063, top1_acc: 0.7633, top5_acc: 0.9273, loss_cls: 0.9015, loss: 0.9015, grad_norm: 9.0546 2021-02-03 23:39:28,215 - mmaction - INFO - Saving checkpoint at 42 epochs 2021-02-03 23:40:05,990 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-02-03 23:40:06,158 - mmaction - INFO - top1_acc 0.4526 top5_acc 0.7497 2021-02-03 23:40:06,158 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-02-03 23:40:06,170 - mmaction - INFO - mean_acc 0.4144 2021-02-03 23:40:06,173 - mmaction - INFO - Epoch(val) [42][1345] top1_acc: 0.4526, top5_acc: 0.7497, mean_class_accuracy: 0.4144 2021-02-03 23:40:39,415 - mmaction - INFO - Epoch [43][20/1345] lr: 1.000e-04, eta: 1:34:58, time: 1.660, data_time: 1.113, memory: 7063, top1_acc: 0.7594, top5_acc: 0.9156, loss_cls: 0.9146, loss: 0.9146, grad_norm: 9.2235 2021-02-03 23:40:49,586 - mmaction - INFO - Epoch [43][40/1345] lr: 1.000e-04, eta: 1:34:47, time: 0.509, data_time: 0.001, memory: 7063, top1_acc: 0.7516, top5_acc: 0.9180, loss_cls: 0.9289, loss: 0.9289, grad_norm: 9.4209 2021-02-03 23:40:59,845 - mmaction - INFO - Epoch [43][60/1345] lr: 1.000e-04, eta: 1:34:37, time: 0.513, data_time: 0.001, memory: 7063, top1_acc: 0.7719, top5_acc: 0.9234, loss_cls: 0.8849, loss: 0.8849, grad_norm: 9.2635 2021-02-03 23:41:10,143 - mmaction - INFO - Epoch [43][80/1345] lr: 1.000e-04, eta: 1:34:26, time: 0.515, data_time: 0.001, memory: 7063, top1_acc: 0.7617, top5_acc: 0.9273, loss_cls: 0.8944, loss: 0.8944, grad_norm: 9.1725 2021-02-03 23:41:20,453 - mmaction - INFO - Epoch [43][100/1345] lr: 1.000e-04, eta: 1:34:15, time: 0.516, data_time: 0.001, memory: 7063, top1_acc: 0.7719, top5_acc: 0.9297, loss_cls: 0.8732, loss: 0.8732, grad_norm: 9.2429 2021-02-03 23:41:30,857 - mmaction - INFO - Epoch [43][120/1345] lr: 1.000e-04, eta: 1:34:05, time: 0.520, data_time: 0.000, memory: 7063, top1_acc: 0.7539, top5_acc: 0.9141, loss_cls: 0.9294, loss: 0.9294, grad_norm: 9.4494 2021-02-03 23:41:41,247 - mmaction - INFO - Epoch [43][140/1345] lr: 1.000e-04, eta: 1:33:54, time: 0.520, data_time: 0.001, memory: 7063, top1_acc: 0.7695, top5_acc: 0.9336, loss_cls: 0.8266, loss: 0.8266, grad_norm: 9.2620 2021-02-03 23:41:51,495 - mmaction - INFO - Epoch [43][160/1345] lr: 1.000e-04, eta: 1:33:43, time: 0.512, data_time: 0.000, memory: 7063, top1_acc: 0.7633, top5_acc: 0.9211, loss_cls: 0.8970, loss: 0.8970, grad_norm: 9.4046 2021-02-03 23:42:01,728 - mmaction - INFO - Epoch [43][180/1345] lr: 1.000e-04, eta: 1:33:33, time: 0.512, data_time: 0.001, memory: 7063, top1_acc: 0.7742, top5_acc: 0.9234, loss_cls: 0.8532, loss: 0.8532, grad_norm: 9.1881 2021-02-03 23:42:12,004 - mmaction - INFO - Epoch [43][200/1345] lr: 1.000e-04, eta: 1:33:22, time: 0.514, data_time: 0.000, memory: 7063, top1_acc: 0.7656, top5_acc: 0.9141, loss_cls: 0.9592, loss: 0.9592, grad_norm: 9.5494 2021-02-03 23:42:22,513 - mmaction - INFO - Epoch [43][220/1345] lr: 1.000e-04, eta: 1:33:11, time: 0.525, data_time: 0.000, memory: 7063, top1_acc: 0.7688, top5_acc: 0.9203, loss_cls: 0.8961, loss: 0.8961, grad_norm: 9.4206 2021-02-03 23:42:32,937 - mmaction - INFO - Epoch [43][240/1345] lr: 1.000e-04, eta: 1:33:01, time: 0.521, data_time: 0.001, memory: 7063, top1_acc: 0.7656, top5_acc: 0.9281, loss_cls: 0.8844, loss: 0.8844, grad_norm: 9.1836 2021-02-03 23:42:43,292 - mmaction - INFO - Epoch [43][260/1345] lr: 1.000e-04, eta: 1:32:50, time: 0.518, data_time: 0.001, memory: 7063, top1_acc: 0.7820, top5_acc: 0.9281, loss_cls: 0.8740, loss: 0.8740, grad_norm: 9.2814 2021-02-03 23:42:53,662 - mmaction - INFO - Epoch [43][280/1345] lr: 1.000e-04, eta: 1:32:39, time: 0.518, data_time: 0.000, memory: 7063, top1_acc: 0.7602, top5_acc: 0.9164, loss_cls: 0.8844, loss: 0.8844, grad_norm: 8.8701 2021-02-03 23:43:04,048 - mmaction - INFO - Epoch [43][300/1345] lr: 1.000e-04, eta: 1:32:29, time: 0.520, data_time: 0.001, memory: 7063, top1_acc: 0.7500, top5_acc: 0.9109, loss_cls: 0.9922, loss: 0.9922, grad_norm: 9.8112 2021-02-03 23:43:14,292 - mmaction - INFO - Epoch [43][320/1345] lr: 1.000e-04, eta: 1:32:18, time: 0.512, data_time: 0.000, memory: 7063, top1_acc: 0.7727, top5_acc: 0.9281, loss_cls: 0.8525, loss: 0.8525, grad_norm: 9.0175 2021-02-03 23:43:24,691 - mmaction - INFO - Epoch [43][340/1345] lr: 1.000e-04, eta: 1:32:07, time: 0.520, data_time: 0.000, memory: 7063, top1_acc: 0.7734, top5_acc: 0.9367, loss_cls: 0.8362, loss: 0.8362, grad_norm: 9.2592 2021-02-03 23:43:35,140 - mmaction - INFO - Epoch [43][360/1345] lr: 1.000e-04, eta: 1:31:57, time: 0.522, data_time: 0.001, memory: 7063, top1_acc: 0.7852, top5_acc: 0.9320, loss_cls: 0.8582, loss: 0.8582, grad_norm: 9.7380 2021-02-03 23:43:45,437 - mmaction - INFO - Epoch [43][380/1345] lr: 1.000e-04, eta: 1:31:46, time: 0.515, data_time: 0.001, memory: 7063, top1_acc: 0.7672, top5_acc: 0.9281, loss_cls: 0.8897, loss: 0.8897, grad_norm: 9.4231 2021-02-03 23:43:55,945 - mmaction - INFO - Epoch [43][400/1345] lr: 1.000e-04, eta: 1:31:35, time: 0.525, data_time: 0.001, memory: 7063, top1_acc: 0.7672, top5_acc: 0.9336, loss_cls: 0.8579, loss: 0.8579, grad_norm: 9.1172 2021-02-03 23:44:06,256 - mmaction - INFO - Epoch [43][420/1345] lr: 1.000e-04, eta: 1:31:25, time: 0.516, data_time: 0.001, memory: 7063, top1_acc: 0.7703, top5_acc: 0.9266, loss_cls: 0.8738, loss: 0.8738, grad_norm: 9.2958 2021-02-03 23:44:16,643 - mmaction - INFO - Epoch [43][440/1345] lr: 1.000e-04, eta: 1:31:14, time: 0.519, data_time: 0.001, memory: 7063, top1_acc: 0.7703, top5_acc: 0.9281, loss_cls: 0.8814, loss: 0.8814, grad_norm: 9.3887 2021-02-03 23:44:27,098 - mmaction - INFO - Epoch [43][460/1345] lr: 1.000e-04, eta: 1:31:03, time: 0.523, data_time: 0.000, memory: 7063, top1_acc: 0.7727, top5_acc: 0.9172, loss_cls: 0.9221, loss: 0.9221, grad_norm: 9.7712 2021-02-03 23:44:37,352 - mmaction - INFO - Epoch [43][480/1345] lr: 1.000e-04, eta: 1:30:53, time: 0.512, data_time: 0.000, memory: 7063, top1_acc: 0.7805, top5_acc: 0.9281, loss_cls: 0.8642, loss: 0.8642, grad_norm: 9.1285 2021-02-03 23:44:47,717 - mmaction - INFO - Epoch [43][500/1345] lr: 1.000e-04, eta: 1:30:42, time: 0.519, data_time: 0.001, memory: 7063, top1_acc: 0.7477, top5_acc: 0.9234, loss_cls: 0.9194, loss: 0.9194, grad_norm: 9.3657 2021-02-03 23:44:58,024 - mmaction - INFO - Epoch [43][520/1345] lr: 1.000e-04, eta: 1:30:31, time: 0.516, data_time: 0.001, memory: 7063, top1_acc: 0.7742, top5_acc: 0.9242, loss_cls: 0.8814, loss: 0.8814, grad_norm: 9.5349 2021-02-03 23:45:08,345 - mmaction - INFO - Epoch [43][540/1345] lr: 1.000e-04, eta: 1:30:21, time: 0.516, data_time: 0.000, memory: 7063, top1_acc: 0.7836, top5_acc: 0.9383, loss_cls: 0.8254, loss: 0.8254, grad_norm: 9.2153 2021-02-03 23:45:18,743 - mmaction - INFO - Epoch [43][560/1345] lr: 1.000e-04, eta: 1:30:10, time: 0.520, data_time: 0.001, memory: 7063, top1_acc: 0.7719, top5_acc: 0.9242, loss_cls: 0.8727, loss: 0.8727, grad_norm: 9.4827 2021-02-03 23:45:29,071 - mmaction - INFO - Epoch [43][580/1345] lr: 1.000e-04, eta: 1:30:00, time: 0.516, data_time: 0.001, memory: 7063, top1_acc: 0.7766, top5_acc: 0.9281, loss_cls: 0.8678, loss: 0.8678, grad_norm: 9.2914 2021-02-03 23:45:39,452 - mmaction - INFO - Epoch [43][600/1345] lr: 1.000e-04, eta: 1:29:49, time: 0.519, data_time: 0.001, memory: 7063, top1_acc: 0.7695, top5_acc: 0.9320, loss_cls: 0.8455, loss: 0.8455, grad_norm: 9.0663 2021-02-03 23:45:49,754 - mmaction - INFO - Epoch [43][620/1345] lr: 1.000e-04, eta: 1:29:38, time: 0.515, data_time: 0.000, memory: 7063, top1_acc: 0.7719, top5_acc: 0.9266, loss_cls: 0.8879, loss: 0.8879, grad_norm: 9.2634 2021-02-03 23:46:00,131 - mmaction - INFO - Epoch [43][640/1345] lr: 1.000e-04, eta: 1:29:28, time: 0.519, data_time: 0.001, memory: 7063, top1_acc: 0.7734, top5_acc: 0.9258, loss_cls: 0.8586, loss: 0.8586, grad_norm: 8.9710 2021-02-03 23:46:10,573 - mmaction - INFO - Epoch [43][660/1345] lr: 1.000e-04, eta: 1:29:17, time: 0.522, data_time: 0.001, memory: 7063, top1_acc: 0.7820, top5_acc: 0.9211, loss_cls: 0.8393, loss: 0.8393, grad_norm: 9.0258 2021-02-03 23:46:20,900 - mmaction - INFO - Epoch [43][680/1345] lr: 1.000e-04, eta: 1:29:06, time: 0.516, data_time: 0.000, memory: 7063, top1_acc: 0.7578, top5_acc: 0.9195, loss_cls: 0.9093, loss: 0.9093, grad_norm: 9.4579 2021-02-03 23:46:31,353 - mmaction - INFO - Epoch [43][700/1345] lr: 1.000e-04, eta: 1:28:56, time: 0.523, data_time: 0.001, memory: 7063, top1_acc: 0.7664, top5_acc: 0.9289, loss_cls: 0.9213, loss: 0.9213, grad_norm: 9.6730 2021-02-03 23:46:41,616 - mmaction - INFO - Epoch [43][720/1345] lr: 1.000e-04, eta: 1:28:45, time: 0.513, data_time: 0.000, memory: 7063, top1_acc: 0.7586, top5_acc: 0.9172, loss_cls: 0.8904, loss: 0.8904, grad_norm: 9.1700 2021-02-03 23:46:52,107 - mmaction - INFO - Epoch [43][740/1345] lr: 1.000e-04, eta: 1:28:34, time: 0.525, data_time: 0.001, memory: 7063, top1_acc: 0.7594, top5_acc: 0.9133, loss_cls: 0.9297, loss: 0.9297, grad_norm: 9.3782 2021-02-03 23:47:02,558 - mmaction - INFO - Epoch [43][760/1345] lr: 1.000e-04, eta: 1:28:24, time: 0.522, data_time: 0.000, memory: 7063, top1_acc: 0.7719, top5_acc: 0.9219, loss_cls: 0.8843, loss: 0.8843, grad_norm: 9.2736 2021-02-03 23:47:12,905 - mmaction - INFO - Epoch [43][780/1345] lr: 1.000e-04, eta: 1:28:13, time: 0.518, data_time: 0.001, memory: 7063, top1_acc: 0.7812, top5_acc: 0.9406, loss_cls: 0.8118, loss: 0.8118, grad_norm: 9.1015 2021-02-03 23:47:23,332 - mmaction - INFO - Epoch [43][800/1345] lr: 1.000e-04, eta: 1:28:02, time: 0.521, data_time: 0.001, memory: 7063, top1_acc: 0.7680, top5_acc: 0.9187, loss_cls: 0.8948, loss: 0.8948, grad_norm: 9.1434 2021-02-03 23:47:33,731 - mmaction - INFO - Epoch [43][820/1345] lr: 1.000e-04, eta: 1:27:52, time: 0.520, data_time: 0.000, memory: 7063, top1_acc: 0.7750, top5_acc: 0.9227, loss_cls: 0.8830, loss: 0.8830, grad_norm: 9.3703 2021-02-03 23:47:44,057 - mmaction - INFO - Epoch [43][840/1345] lr: 1.000e-04, eta: 1:27:41, time: 0.516, data_time: 0.000, memory: 7063, top1_acc: 0.7633, top5_acc: 0.9133, loss_cls: 0.9489, loss: 0.9489, grad_norm: 9.3800 2021-02-03 23:47:54,351 - mmaction - INFO - Epoch [43][860/1345] lr: 1.000e-04, eta: 1:27:30, time: 0.514, data_time: 0.001, memory: 7063, top1_acc: 0.7719, top5_acc: 0.9297, loss_cls: 0.8754, loss: 0.8754, grad_norm: 9.3308 2021-02-03 23:48:04,835 - mmaction - INFO - Epoch [43][880/1345] lr: 1.000e-04, eta: 1:27:20, time: 0.525, data_time: 0.001, memory: 7063, top1_acc: 0.7617, top5_acc: 0.9195, loss_cls: 0.9275, loss: 0.9275, grad_norm: 9.6499 2021-02-03 23:48:15,216 - mmaction - INFO - Epoch [43][900/1345] lr: 1.000e-04, eta: 1:27:09, time: 0.519, data_time: 0.000, memory: 7063, top1_acc: 0.7773, top5_acc: 0.9227, loss_cls: 0.9065, loss: 0.9065, grad_norm: 9.1188 2021-02-03 23:48:25,617 - mmaction - INFO - Epoch [43][920/1345] lr: 1.000e-04, eta: 1:26:59, time: 0.520, data_time: 0.001, memory: 7063, top1_acc: 0.7844, top5_acc: 0.9289, loss_cls: 0.8276, loss: 0.8276, grad_norm: 9.0906 2021-02-03 23:48:35,978 - mmaction - INFO - Epoch [43][940/1345] lr: 1.000e-04, eta: 1:26:48, time: 0.518, data_time: 0.000, memory: 7063, top1_acc: 0.7516, top5_acc: 0.9211, loss_cls: 0.9035, loss: 0.9035, grad_norm: 9.2579 2021-02-03 23:48:46,380 - mmaction - INFO - Epoch [43][960/1345] lr: 1.000e-04, eta: 1:26:37, time: 0.520, data_time: 0.000, memory: 7063, top1_acc: 0.7695, top5_acc: 0.9250, loss_cls: 0.8842, loss: 0.8842, grad_norm: 9.3681 2021-02-03 23:48:56,868 - mmaction - INFO - Epoch [43][980/1345] lr: 1.000e-04, eta: 1:26:27, time: 0.524, data_time: 0.000, memory: 7063, top1_acc: 0.7594, top5_acc: 0.9273, loss_cls: 0.8803, loss: 0.8803, grad_norm: 9.3033 2021-02-03 23:49:07,292 - mmaction - INFO - Epoch [43][1000/1345] lr: 1.000e-04, eta: 1:26:16, time: 0.521, data_time: 0.001, memory: 7063, top1_acc: 0.7539, top5_acc: 0.9250, loss_cls: 0.8989, loss: 0.8989, grad_norm: 9.5232 2021-02-03 23:49:17,643 - mmaction - INFO - Epoch [43][1020/1345] lr: 1.000e-04, eta: 1:26:05, time: 0.517, data_time: 0.000, memory: 7063, top1_acc: 0.7719, top5_acc: 0.9203, loss_cls: 0.8588, loss: 0.8588, grad_norm: 9.2943 2021-02-03 23:49:27,877 - mmaction - INFO - Epoch [43][1040/1345] lr: 1.000e-04, eta: 1:25:55, time: 0.512, data_time: 0.001, memory: 7063, top1_acc: 0.7484, top5_acc: 0.9172, loss_cls: 0.9523, loss: 0.9523, grad_norm: 9.7529 2021-02-03 23:49:38,210 - mmaction - INFO - Epoch [43][1060/1345] lr: 1.000e-04, eta: 1:25:44, time: 0.517, data_time: 0.000, memory: 7063, top1_acc: 0.7609, top5_acc: 0.9234, loss_cls: 0.8961, loss: 0.8961, grad_norm: 9.4818 2021-02-03 23:49:48,609 - mmaction - INFO - Epoch [43][1080/1345] lr: 1.000e-04, eta: 1:25:33, time: 0.520, data_time: 0.000, memory: 7063, top1_acc: 0.7508, top5_acc: 0.9297, loss_cls: 0.9213, loss: 0.9213, grad_norm: 9.7587 2021-02-03 23:49:59,115 - mmaction - INFO - Epoch [43][1100/1345] lr: 1.000e-04, eta: 1:25:23, time: 0.525, data_time: 0.001, memory: 7063, top1_acc: 0.7844, top5_acc: 0.9281, loss_cls: 0.8497, loss: 0.8497, grad_norm: 9.0895 2021-02-03 23:50:09,481 - mmaction - INFO - Epoch [43][1120/1345] lr: 1.000e-04, eta: 1:25:12, time: 0.518, data_time: 0.001, memory: 7063, top1_acc: 0.7820, top5_acc: 0.9391, loss_cls: 0.8136, loss: 0.8136, grad_norm: 9.2770 2021-02-03 23:50:19,811 - mmaction - INFO - Epoch [43][1140/1345] lr: 1.000e-04, eta: 1:25:01, time: 0.517, data_time: 0.001, memory: 7063, top1_acc: 0.7789, top5_acc: 0.9289, loss_cls: 0.8490, loss: 0.8490, grad_norm: 9.0317 2021-02-03 23:50:30,241 - mmaction - INFO - Epoch [43][1160/1345] lr: 1.000e-04, eta: 1:24:51, time: 0.521, data_time: 0.001, memory: 7063, top1_acc: 0.7617, top5_acc: 0.9258, loss_cls: 0.8814, loss: 0.8814, grad_norm: 9.5451 2021-02-03 23:50:40,622 - mmaction - INFO - Epoch [43][1180/1345] lr: 1.000e-04, eta: 1:24:40, time: 0.519, data_time: 0.001, memory: 7063, top1_acc: 0.7656, top5_acc: 0.9352, loss_cls: 0.8801, loss: 0.8801, grad_norm: 9.3714 2021-02-03 23:50:50,948 - mmaction - INFO - Epoch [43][1200/1345] lr: 1.000e-04, eta: 1:24:29, time: 0.517, data_time: 0.001, memory: 7063, top1_acc: 0.7602, top5_acc: 0.9141, loss_cls: 0.9280, loss: 0.9280, grad_norm: 9.2498 2021-02-03 23:51:01,474 - mmaction - INFO - Epoch [43][1220/1345] lr: 1.000e-04, eta: 1:24:19, time: 0.526, data_time: 0.000, memory: 7063, top1_acc: 0.7547, top5_acc: 0.9203, loss_cls: 0.9132, loss: 0.9132, grad_norm: 9.3710 2021-02-03 23:51:11,917 - mmaction - INFO - Epoch [43][1240/1345] lr: 1.000e-04, eta: 1:24:08, time: 0.522, data_time: 0.000, memory: 7063, top1_acc: 0.7617, top5_acc: 0.9109, loss_cls: 0.8944, loss: 0.8944, grad_norm: 9.1895 2021-02-03 23:51:22,282 - mmaction - INFO - Epoch [43][1260/1345] lr: 1.000e-04, eta: 1:23:58, time: 0.518, data_time: 0.000, memory: 7063, top1_acc: 0.7641, top5_acc: 0.9102, loss_cls: 0.9049, loss: 0.9049, grad_norm: 9.3710 2021-02-03 23:51:32,630 - mmaction - INFO - Epoch [43][1280/1345] lr: 1.000e-04, eta: 1:23:47, time: 0.517, data_time: 0.000, memory: 7063, top1_acc: 0.7891, top5_acc: 0.9258, loss_cls: 0.8393, loss: 0.8393, grad_norm: 9.1305 2021-02-03 23:51:43,078 - mmaction - INFO - Epoch [43][1300/1345] lr: 1.000e-04, eta: 1:23:36, time: 0.523, data_time: 0.001, memory: 7063, top1_acc: 0.7688, top5_acc: 0.9273, loss_cls: 0.8774, loss: 0.8774, grad_norm: 9.4606 2021-02-03 23:51:53,318 - mmaction - INFO - Epoch [43][1320/1345] lr: 1.000e-04, eta: 1:23:26, time: 0.512, data_time: 0.001, memory: 7063, top1_acc: 0.7805, top5_acc: 0.9305, loss_cls: 0.8512, loss: 0.8512, grad_norm: 9.4817 2021-02-03 23:52:03,567 - mmaction - INFO - Epoch [43][1340/1345] lr: 1.000e-04, eta: 1:23:15, time: 0.512, data_time: 0.001, memory: 7063, top1_acc: 0.7656, top5_acc: 0.9328, loss_cls: 0.8471, loss: 0.8471, grad_norm: 9.2916 2021-02-03 23:52:09,319 - mmaction - INFO - Saving checkpoint at 43 epochs 2021-02-03 23:52:39,080 - mmaction - INFO - Epoch [44][20/1345] lr: 1.000e-04, eta: 1:23:04, time: 1.452, data_time: 0.873, memory: 7063, top1_acc: 0.7766, top5_acc: 0.9258, loss_cls: 0.8832, loss: 0.8832, grad_norm: 9.2511 2021-02-03 23:52:49,397 - mmaction - INFO - Epoch [44][40/1345] lr: 1.000e-04, eta: 1:22:54, time: 0.516, data_time: 0.006, memory: 7063, top1_acc: 0.7602, top5_acc: 0.9281, loss_cls: 0.9082, loss: 0.9082, grad_norm: 9.7124 2021-02-03 23:52:59,651 - mmaction - INFO - Epoch [44][60/1345] lr: 1.000e-04, eta: 1:22:43, time: 0.513, data_time: 0.001, memory: 7063, top1_acc: 0.7617, top5_acc: 0.9180, loss_cls: 0.8884, loss: 0.8884, grad_norm: 9.2337 2021-02-03 23:53:10,000 - mmaction - INFO - Epoch [44][80/1345] lr: 1.000e-04, eta: 1:22:32, time: 0.517, data_time: 0.001, memory: 7063, top1_acc: 0.7633, top5_acc: 0.9281, loss_cls: 0.8866, loss: 0.8866, grad_norm: 9.4857 2021-02-03 23:53:20,250 - mmaction - INFO - Epoch [44][100/1345] lr: 1.000e-04, eta: 1:22:22, time: 0.512, data_time: 0.000, memory: 7063, top1_acc: 0.7781, top5_acc: 0.9352, loss_cls: 0.8506, loss: 0.8506, grad_norm: 9.2657 2021-02-03 23:53:30,662 - mmaction - INFO - Epoch [44][120/1345] lr: 1.000e-04, eta: 1:22:11, time: 0.520, data_time: 0.001, memory: 7063, top1_acc: 0.7828, top5_acc: 0.9336, loss_cls: 0.8108, loss: 0.8108, grad_norm: 8.9186 2021-02-03 23:53:41,039 - mmaction - INFO - Epoch [44][140/1345] lr: 1.000e-04, eta: 1:22:00, time: 0.519, data_time: 0.001, memory: 7063, top1_acc: 0.7477, top5_acc: 0.9141, loss_cls: 0.9514, loss: 0.9514, grad_norm: 9.5119 2021-02-03 23:53:51,498 - mmaction - INFO - Epoch [44][160/1345] lr: 1.000e-04, eta: 1:21:50, time: 0.523, data_time: 0.000, memory: 7063, top1_acc: 0.7617, top5_acc: 0.9250, loss_cls: 0.8951, loss: 0.8951, grad_norm: 9.5014 2021-02-03 23:54:01,811 - mmaction - INFO - Epoch [44][180/1345] lr: 1.000e-04, eta: 1:21:39, time: 0.515, data_time: 0.000, memory: 7063, top1_acc: 0.7531, top5_acc: 0.9187, loss_cls: 0.9091, loss: 0.9091, grad_norm: 9.2418 2021-02-03 23:54:12,195 - mmaction - INFO - Epoch [44][200/1345] lr: 1.000e-04, eta: 1:21:28, time: 0.519, data_time: 0.001, memory: 7063, top1_acc: 0.7930, top5_acc: 0.9398, loss_cls: 0.8196, loss: 0.8196, grad_norm: 8.7724 2021-02-03 23:54:22,511 - mmaction - INFO - Epoch [44][220/1345] lr: 1.000e-04, eta: 1:21:18, time: 0.516, data_time: 0.000, memory: 7063, top1_acc: 0.7820, top5_acc: 0.9266, loss_cls: 0.8419, loss: 0.8419, grad_norm: 9.0846 2021-02-03 23:54:32,877 - mmaction - INFO - Epoch [44][240/1345] lr: 1.000e-04, eta: 1:21:07, time: 0.518, data_time: 0.001, memory: 7063, top1_acc: 0.7852, top5_acc: 0.9258, loss_cls: 0.8236, loss: 0.8236, grad_norm: 8.9118 2021-02-03 23:54:43,214 - mmaction - INFO - Epoch [44][260/1345] lr: 1.000e-04, eta: 1:20:56, time: 0.517, data_time: 0.001, memory: 7063, top1_acc: 0.7734, top5_acc: 0.9172, loss_cls: 0.8983, loss: 0.8983, grad_norm: 9.1569 2021-02-03 23:54:53,617 - mmaction - INFO - Epoch [44][280/1345] lr: 1.000e-04, eta: 1:20:46, time: 0.520, data_time: 0.001, memory: 7063, top1_acc: 0.7625, top5_acc: 0.9219, loss_cls: 0.9005, loss: 0.9005, grad_norm: 9.4324 2021-02-03 23:55:04,019 - mmaction - INFO - Epoch [44][300/1345] lr: 1.000e-04, eta: 1:20:35, time: 0.520, data_time: 0.001, memory: 7063, top1_acc: 0.7641, top5_acc: 0.9398, loss_cls: 0.8707, loss: 0.8707, grad_norm: 9.2790 2021-02-03 23:55:14,450 - mmaction - INFO - Epoch [44][320/1345] lr: 1.000e-04, eta: 1:20:25, time: 0.522, data_time: 0.001, memory: 7063, top1_acc: 0.7703, top5_acc: 0.9344, loss_cls: 0.8594, loss: 0.8594, grad_norm: 9.2701 2021-02-03 23:55:24,871 - mmaction - INFO - Epoch [44][340/1345] lr: 1.000e-04, eta: 1:20:14, time: 0.521, data_time: 0.001, memory: 7063, top1_acc: 0.7852, top5_acc: 0.9180, loss_cls: 0.8831, loss: 0.8831, grad_norm: 8.8888 2021-02-03 23:55:35,256 - mmaction - INFO - Epoch [44][360/1345] lr: 1.000e-04, eta: 1:20:03, time: 0.519, data_time: 0.000, memory: 7063, top1_acc: 0.7734, top5_acc: 0.9203, loss_cls: 0.8917, loss: 0.8917, grad_norm: 9.5631 2021-02-03 23:55:45,617 - mmaction - INFO - Epoch [44][380/1345] lr: 1.000e-04, eta: 1:19:53, time: 0.518, data_time: 0.001, memory: 7063, top1_acc: 0.7906, top5_acc: 0.9289, loss_cls: 0.7956, loss: 0.7956, grad_norm: 8.8567 2021-02-03 23:55:56,000 - mmaction - INFO - Epoch [44][400/1345] lr: 1.000e-04, eta: 1:19:42, time: 0.519, data_time: 0.000, memory: 7063, top1_acc: 0.7625, top5_acc: 0.9180, loss_cls: 0.9158, loss: 0.9158, grad_norm: 9.6244 2021-02-03 23:56:06,370 - mmaction - INFO - Epoch [44][420/1345] lr: 1.000e-04, eta: 1:19:31, time: 0.518, data_time: 0.001, memory: 7063, top1_acc: 0.7484, top5_acc: 0.9305, loss_cls: 0.9032, loss: 0.9032, grad_norm: 9.7186 2021-02-03 23:56:16,666 - mmaction - INFO - Epoch [44][440/1345] lr: 1.000e-04, eta: 1:19:21, time: 0.515, data_time: 0.001, memory: 7063, top1_acc: 0.7469, top5_acc: 0.9281, loss_cls: 0.8848, loss: 0.8848, grad_norm: 9.8120 2021-02-03 23:56:27,035 - mmaction - INFO - Epoch [44][460/1345] lr: 1.000e-04, eta: 1:19:10, time: 0.518, data_time: 0.000, memory: 7063, top1_acc: 0.7516, top5_acc: 0.9141, loss_cls: 0.9618, loss: 0.9618, grad_norm: 9.7139 2021-02-03 23:56:37,411 - mmaction - INFO - Epoch [44][480/1345] lr: 1.000e-04, eta: 1:18:59, time: 0.519, data_time: 0.001, memory: 7063, top1_acc: 0.7500, top5_acc: 0.9117, loss_cls: 0.9384, loss: 0.9384, grad_norm: 9.4849 2021-02-03 23:56:47,818 - mmaction - INFO - Epoch [44][500/1345] lr: 1.000e-04, eta: 1:18:49, time: 0.520, data_time: 0.000, memory: 7063, top1_acc: 0.7492, top5_acc: 0.9156, loss_cls: 0.9345, loss: 0.9345, grad_norm: 9.5355 2021-02-03 23:56:58,091 - mmaction - INFO - Epoch [44][520/1345] lr: 1.000e-04, eta: 1:18:38, time: 0.514, data_time: 0.001, memory: 7063, top1_acc: 0.7695, top5_acc: 0.9344, loss_cls: 0.8674, loss: 0.8674, grad_norm: 9.3502 2021-02-03 23:57:08,426 - mmaction - INFO - Epoch [44][540/1345] lr: 1.000e-04, eta: 1:18:27, time: 0.517, data_time: 0.001, memory: 7063, top1_acc: 0.7680, top5_acc: 0.9289, loss_cls: 0.8806, loss: 0.8806, grad_norm: 9.5586 2021-02-03 23:57:18,737 - mmaction - INFO - Epoch [44][560/1345] lr: 1.000e-04, eta: 1:18:17, time: 0.515, data_time: 0.000, memory: 7063, top1_acc: 0.7797, top5_acc: 0.9250, loss_cls: 0.8583, loss: 0.8583, grad_norm: 9.2467 2021-02-03 23:57:29,018 - mmaction - INFO - Epoch [44][580/1345] lr: 1.000e-04, eta: 1:18:06, time: 0.514, data_time: 0.001, memory: 7063, top1_acc: 0.7766, top5_acc: 0.9227, loss_cls: 0.8791, loss: 0.8791, grad_norm: 9.3068 2021-02-03 23:57:39,249 - mmaction - INFO - Epoch [44][600/1345] lr: 1.000e-04, eta: 1:17:55, time: 0.512, data_time: 0.001, memory: 7063, top1_acc: 0.7711, top5_acc: 0.9242, loss_cls: 0.8597, loss: 0.8597, grad_norm: 9.2498 2021-02-03 23:57:49,482 - mmaction - INFO - Epoch [44][620/1345] lr: 1.000e-04, eta: 1:17:45, time: 0.512, data_time: 0.000, memory: 7063, top1_acc: 0.7766, top5_acc: 0.9219, loss_cls: 0.8856, loss: 0.8856, grad_norm: 9.4682 2021-02-03 23:57:59,812 - mmaction - INFO - Epoch [44][640/1345] lr: 1.000e-04, eta: 1:17:34, time: 0.516, data_time: 0.000, memory: 7063, top1_acc: 0.7547, top5_acc: 0.9180, loss_cls: 0.9174, loss: 0.9174, grad_norm: 9.6275 2021-02-03 23:58:10,196 - mmaction - INFO - Epoch [44][660/1345] lr: 1.000e-04, eta: 1:17:23, time: 0.519, data_time: 0.001, memory: 7063, top1_acc: 0.7594, top5_acc: 0.9234, loss_cls: 0.8840, loss: 0.8840, grad_norm: 9.4730 2021-02-03 23:58:20,416 - mmaction - INFO - Epoch [44][680/1345] lr: 1.000e-04, eta: 1:17:13, time: 0.511, data_time: 0.001, memory: 7063, top1_acc: 0.7734, top5_acc: 0.9234, loss_cls: 0.9010, loss: 0.9010, grad_norm: 9.5375 2021-02-03 23:58:30,759 - mmaction - INFO - Epoch [44][700/1345] lr: 1.000e-04, eta: 1:17:02, time: 0.517, data_time: 0.001, memory: 7063, top1_acc: 0.7773, top5_acc: 0.9375, loss_cls: 0.8780, loss: 0.8780, grad_norm: 9.3799 2021-02-03 23:58:40,989 - mmaction - INFO - Epoch [44][720/1345] lr: 1.000e-04, eta: 1:16:51, time: 0.512, data_time: 0.001, memory: 7063, top1_acc: 0.7781, top5_acc: 0.9305, loss_cls: 0.8410, loss: 0.8410, grad_norm: 9.3301 2021-02-03 23:58:51,323 - mmaction - INFO - Epoch [44][740/1345] lr: 1.000e-04, eta: 1:16:41, time: 0.516, data_time: 0.000, memory: 7063, top1_acc: 0.7852, top5_acc: 0.9250, loss_cls: 0.8356, loss: 0.8356, grad_norm: 9.0170 2021-02-03 23:59:01,688 - mmaction - INFO - Epoch [44][760/1345] lr: 1.000e-04, eta: 1:16:30, time: 0.519, data_time: 0.001, memory: 7063, top1_acc: 0.7508, top5_acc: 0.9219, loss_cls: 0.9196, loss: 0.9196, grad_norm: 9.3896 2021-02-03 23:59:11,932 - mmaction - INFO - Epoch [44][780/1345] lr: 1.000e-04, eta: 1:16:20, time: 0.512, data_time: 0.000, memory: 7063, top1_acc: 0.7781, top5_acc: 0.9328, loss_cls: 0.8794, loss: 0.8794, grad_norm: 9.2986 2021-02-03 23:59:22,359 - mmaction - INFO - Epoch [44][800/1345] lr: 1.000e-04, eta: 1:16:09, time: 0.521, data_time: 0.001, memory: 7063, top1_acc: 0.7828, top5_acc: 0.9234, loss_cls: 0.8359, loss: 0.8359, grad_norm: 9.1402 2021-02-03 23:59:32,620 - mmaction - INFO - Epoch [44][820/1345] lr: 1.000e-04, eta: 1:15:58, time: 0.513, data_time: 0.001, memory: 7063, top1_acc: 0.7617, top5_acc: 0.9344, loss_cls: 0.8782, loss: 0.8782, grad_norm: 9.4731 2021-02-03 23:59:42,856 - mmaction - INFO - Epoch [44][840/1345] lr: 1.000e-04, eta: 1:15:48, time: 0.511, data_time: 0.001, memory: 7063, top1_acc: 0.7555, top5_acc: 0.9289, loss_cls: 0.8654, loss: 0.8654, grad_norm: 9.2770 2021-02-03 23:59:53,145 - mmaction - INFO - Epoch [44][860/1345] lr: 1.000e-04, eta: 1:15:37, time: 0.515, data_time: 0.001, memory: 7063, top1_acc: 0.7719, top5_acc: 0.9273, loss_cls: 0.8717, loss: 0.8717, grad_norm: 9.2236 2021-02-04 00:00:03,992 - mmaction - INFO - Epoch [44][880/1345] lr: 1.000e-04, eta: 1:15:26, time: 0.532, data_time: 0.000, memory: 7063, top1_acc: 0.7789, top5_acc: 0.9266, loss_cls: 0.8550, loss: 0.8550, grad_norm: 9.3492 2021-02-04 00:00:20,190 - mmaction - INFO - Epoch [44][900/1345] lr: 1.000e-04, eta: 1:15:16, time: 0.806, data_time: 0.025, memory: 7063, top1_acc: 0.7609, top5_acc: 0.9313, loss_cls: 0.8739, loss: 0.8739, grad_norm: 9.4301 2021-02-04 00:00:30,419 - mmaction - INFO - Epoch [44][920/1345] lr: 1.000e-04, eta: 1:15:06, time: 0.526, data_time: 0.015, memory: 7063, top1_acc: 0.7570, top5_acc: 0.9219, loss_cls: 0.9078, loss: 0.9078, grad_norm: 9.7000 2021-02-04 00:00:40,693 - mmaction - INFO - Epoch [44][940/1345] lr: 1.000e-04, eta: 1:14:55, time: 0.513, data_time: 0.001, memory: 7063, top1_acc: 0.7750, top5_acc: 0.9211, loss_cls: 0.8889, loss: 0.8889, grad_norm: 9.3057 2021-02-04 00:00:50,983 - mmaction - INFO - Epoch [44][960/1345] lr: 1.000e-04, eta: 1:14:45, time: 0.515, data_time: 0.001, memory: 7063, top1_acc: 0.7562, top5_acc: 0.9234, loss_cls: 0.8914, loss: 0.8914, grad_norm: 9.4756 2021-02-04 00:01:01,284 - mmaction - INFO - Epoch [44][980/1345] lr: 1.000e-04, eta: 1:14:34, time: 0.515, data_time: 0.001, memory: 7063, top1_acc: 0.7586, top5_acc: 0.9242, loss_cls: 0.8788, loss: 0.8788, grad_norm: 9.5305 2021-02-04 00:01:11,712 - mmaction - INFO - Epoch [44][1000/1345] lr: 1.000e-04, eta: 1:14:23, time: 0.521, data_time: 0.001, memory: 7063, top1_acc: 0.7914, top5_acc: 0.9320, loss_cls: 0.8170, loss: 0.8170, grad_norm: 9.1130 2021-02-04 00:01:22,032 - mmaction - INFO - Epoch [44][1020/1345] lr: 1.000e-04, eta: 1:14:13, time: 0.516, data_time: 0.001, memory: 7063, top1_acc: 0.7586, top5_acc: 0.9141, loss_cls: 0.9250, loss: 0.9250, grad_norm: 9.4040 2021-02-04 00:01:32,370 - mmaction - INFO - Epoch [44][1040/1345] lr: 1.000e-04, eta: 1:14:02, time: 0.517, data_time: 0.001, memory: 7063, top1_acc: 0.7633, top5_acc: 0.9109, loss_cls: 0.9189, loss: 0.9189, grad_norm: 9.5380 2021-02-04 00:01:42,662 - mmaction - INFO - Epoch [44][1060/1345] lr: 1.000e-04, eta: 1:13:51, time: 0.515, data_time: 0.000, memory: 7063, top1_acc: 0.7844, top5_acc: 0.9281, loss_cls: 0.8525, loss: 0.8525, grad_norm: 9.4318 2021-02-04 00:01:52,998 - mmaction - INFO - Epoch [44][1080/1345] lr: 1.000e-04, eta: 1:13:41, time: 0.517, data_time: 0.000, memory: 7063, top1_acc: 0.7898, top5_acc: 0.9320, loss_cls: 0.8134, loss: 0.8134, grad_norm: 8.9788 2021-02-04 00:02:03,321 - mmaction - INFO - Epoch [44][1100/1345] lr: 1.000e-04, eta: 1:13:30, time: 0.516, data_time: 0.002, memory: 7063, top1_acc: 0.7406, top5_acc: 0.9094, loss_cls: 0.9880, loss: 0.9880, grad_norm: 10.1491 2021-02-04 00:02:13,677 - mmaction - INFO - Epoch [44][1120/1345] lr: 1.000e-04, eta: 1:13:19, time: 0.518, data_time: 0.001, memory: 7063, top1_acc: 0.7797, top5_acc: 0.9281, loss_cls: 0.8511, loss: 0.8511, grad_norm: 9.2413 2021-02-04 00:02:24,020 - mmaction - INFO - Epoch [44][1140/1345] lr: 1.000e-04, eta: 1:13:09, time: 0.517, data_time: 0.000, memory: 7063, top1_acc: 0.7688, top5_acc: 0.9391, loss_cls: 0.8511, loss: 0.8511, grad_norm: 9.2481 2021-02-04 00:02:34,426 - mmaction - INFO - Epoch [44][1160/1345] lr: 1.000e-04, eta: 1:12:58, time: 0.520, data_time: 0.000, memory: 7063, top1_acc: 0.7695, top5_acc: 0.9258, loss_cls: 0.8791, loss: 0.8791, grad_norm: 9.3567 2021-02-04 00:02:44,707 - mmaction - INFO - Epoch [44][1180/1345] lr: 1.000e-04, eta: 1:12:47, time: 0.514, data_time: 0.001, memory: 7063, top1_acc: 0.7609, top5_acc: 0.9320, loss_cls: 0.9025, loss: 0.9025, grad_norm: 9.7066 2021-02-04 00:02:54,993 - mmaction - INFO - Epoch [44][1200/1345] lr: 1.000e-04, eta: 1:12:37, time: 0.515, data_time: 0.001, memory: 7063, top1_acc: 0.7703, top5_acc: 0.9297, loss_cls: 0.8458, loss: 0.8458, grad_norm: 9.2831 2021-02-04 00:03:05,254 - mmaction - INFO - Epoch [44][1220/1345] lr: 1.000e-04, eta: 1:12:26, time: 0.513, data_time: 0.000, memory: 7063, top1_acc: 0.7594, top5_acc: 0.9328, loss_cls: 0.8600, loss: 0.8600, grad_norm: 9.2240 2021-02-04 00:03:15,535 - mmaction - INFO - Epoch [44][1240/1345] lr: 1.000e-04, eta: 1:12:15, time: 0.514, data_time: 0.000, memory: 7063, top1_acc: 0.7555, top5_acc: 0.9328, loss_cls: 0.8738, loss: 0.8738, grad_norm: 9.3130 2021-02-04 00:03:25,921 - mmaction - INFO - Epoch [44][1260/1345] lr: 1.000e-04, eta: 1:12:05, time: 0.520, data_time: 0.001, memory: 7063, top1_acc: 0.7680, top5_acc: 0.9172, loss_cls: 0.8987, loss: 0.8987, grad_norm: 9.6330 2021-02-04 00:03:36,334 - mmaction - INFO - Epoch [44][1280/1345] lr: 1.000e-04, eta: 1:11:54, time: 0.521, data_time: 0.000, memory: 7063, top1_acc: 0.7594, top5_acc: 0.9227, loss_cls: 0.8955, loss: 0.8955, grad_norm: 9.4151 2021-02-04 00:03:46,750 - mmaction - INFO - Epoch [44][1300/1345] lr: 1.000e-04, eta: 1:11:44, time: 0.520, data_time: 0.006, memory: 7063, top1_acc: 0.7688, top5_acc: 0.9281, loss_cls: 0.8644, loss: 0.8644, grad_norm: 9.2218 2021-02-04 00:03:57,096 - mmaction - INFO - Epoch [44][1320/1345] lr: 1.000e-04, eta: 1:11:33, time: 0.518, data_time: 0.004, memory: 7063, top1_acc: 0.7867, top5_acc: 0.9211, loss_cls: 0.8845, loss: 0.8845, grad_norm: 9.4465 2021-02-04 00:04:07,501 - mmaction - INFO - Epoch [44][1340/1345] lr: 1.000e-04, eta: 1:11:22, time: 0.520, data_time: 0.003, memory: 7063, top1_acc: 0.7703, top5_acc: 0.9281, loss_cls: 0.8957, loss: 0.8957, grad_norm: 9.6630 2021-02-04 00:04:33,662 - mmaction - INFO - Saving checkpoint at 44 epochs 2021-02-04 00:06:13,968 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-02-04 00:06:14,145 - mmaction - INFO - top1_acc 0.4558 top5_acc 0.7502 2021-02-04 00:06:14,145 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-02-04 00:06:14,159 - mmaction - INFO - mean_acc 0.4144 2021-02-04 00:06:14,161 - mmaction - INFO - Epoch(val) [44][1345] top1_acc: 0.4558, top5_acc: 0.7502, mean_class_accuracy: 0.4144 2021-02-04 00:06:40,791 - mmaction - INFO - Epoch [45][20/1345] lr: 1.000e-04, eta: 1:11:11, time: 1.331, data_time: 0.807, memory: 7063, top1_acc: 0.7672, top5_acc: 0.9258, loss_cls: 0.8945, loss: 0.8945, grad_norm: 9.4577 2021-02-04 00:06:51,043 - mmaction - INFO - Epoch [45][40/1345] lr: 1.000e-04, eta: 1:11:00, time: 0.513, data_time: 0.004, memory: 7063, top1_acc: 0.7633, top5_acc: 0.9281, loss_cls: 0.8604, loss: 0.8604, grad_norm: 9.4277 2021-02-04 00:07:01,281 - mmaction - INFO - Epoch [45][60/1345] lr: 1.000e-04, eta: 1:10:50, time: 0.512, data_time: 0.001, memory: 7063, top1_acc: 0.7734, top5_acc: 0.9281, loss_cls: 0.8957, loss: 0.8957, grad_norm: 9.5491 2021-02-04 00:07:11,547 - mmaction - INFO - Epoch [45][80/1345] lr: 1.000e-04, eta: 1:10:39, time: 0.513, data_time: 0.000, memory: 7063, top1_acc: 0.7500, top5_acc: 0.9203, loss_cls: 0.9218, loss: 0.9218, grad_norm: 9.6591 2021-02-04 00:07:21,872 - mmaction - INFO - Epoch [45][100/1345] lr: 1.000e-04, eta: 1:10:28, time: 0.516, data_time: 0.001, memory: 7063, top1_acc: 0.7781, top5_acc: 0.9219, loss_cls: 0.8712, loss: 0.8712, grad_norm: 9.3890 2021-02-04 00:07:32,098 - mmaction - INFO - Epoch [45][120/1345] lr: 1.000e-04, eta: 1:10:18, time: 0.511, data_time: 0.001, memory: 7063, top1_acc: 0.7891, top5_acc: 0.9336, loss_cls: 0.8199, loss: 0.8199, grad_norm: 9.1629 2021-02-04 00:07:42,420 - mmaction - INFO - Epoch [45][140/1345] lr: 1.000e-04, eta: 1:10:07, time: 0.516, data_time: 0.000, memory: 7063, top1_acc: 0.7531, top5_acc: 0.9250, loss_cls: 0.9064, loss: 0.9064, grad_norm: 9.6653 2021-02-04 00:07:52,779 - mmaction - INFO - Epoch [45][160/1345] lr: 1.000e-04, eta: 1:09:56, time: 0.518, data_time: 0.000, memory: 7063, top1_acc: 0.7820, top5_acc: 0.9437, loss_cls: 0.7842, loss: 0.7842, grad_norm: 9.0941 2021-02-04 00:08:03,149 - mmaction - INFO - Epoch [45][180/1345] lr: 1.000e-04, eta: 1:09:46, time: 0.518, data_time: 0.000, memory: 7063, top1_acc: 0.7867, top5_acc: 0.9453, loss_cls: 0.7882, loss: 0.7882, grad_norm: 8.9565 2021-02-04 00:08:13,413 - mmaction - INFO - Epoch [45][200/1345] lr: 1.000e-04, eta: 1:09:35, time: 0.513, data_time: 0.001, memory: 7063, top1_acc: 0.7586, top5_acc: 0.9219, loss_cls: 0.9034, loss: 0.9034, grad_norm: 9.5657 2021-02-04 00:08:23,660 - mmaction - INFO - Epoch [45][220/1345] lr: 1.000e-04, eta: 1:09:24, time: 0.512, data_time: 0.001, memory: 7063, top1_acc: 0.7516, top5_acc: 0.9187, loss_cls: 0.9438, loss: 0.9438, grad_norm: 9.7505 2021-02-04 00:08:33,912 - mmaction - INFO - Epoch [45][240/1345] lr: 1.000e-04, eta: 1:09:14, time: 0.513, data_time: 0.001, memory: 7063, top1_acc: 0.7805, top5_acc: 0.9258, loss_cls: 0.8423, loss: 0.8423, grad_norm: 9.1527 2021-02-04 00:08:44,309 - mmaction - INFO - Epoch [45][260/1345] lr: 1.000e-04, eta: 1:09:03, time: 0.520, data_time: 0.000, memory: 7063, top1_acc: 0.7828, top5_acc: 0.9344, loss_cls: 0.8244, loss: 0.8244, grad_norm: 9.2112 2021-02-04 00:08:54,587 - mmaction - INFO - Epoch [45][280/1345] lr: 1.000e-04, eta: 1:08:52, time: 0.514, data_time: 0.000, memory: 7063, top1_acc: 0.7727, top5_acc: 0.9234, loss_cls: 0.8747, loss: 0.8747, grad_norm: 9.2728 2021-02-04 00:09:04,840 - mmaction - INFO - Epoch [45][300/1345] lr: 1.000e-04, eta: 1:08:42, time: 0.512, data_time: 0.000, memory: 7063, top1_acc: 0.7672, top5_acc: 0.9211, loss_cls: 0.8864, loss: 0.8864, grad_norm: 9.5871 2021-02-04 00:09:15,152 - mmaction - INFO - Epoch [45][320/1345] lr: 1.000e-04, eta: 1:08:31, time: 0.516, data_time: 0.001, memory: 7063, top1_acc: 0.7758, top5_acc: 0.9281, loss_cls: 0.8383, loss: 0.8383, grad_norm: 9.1355 2021-02-04 00:09:25,504 - mmaction - INFO - Epoch [45][340/1345] lr: 1.000e-04, eta: 1:08:20, time: 0.518, data_time: 0.001, memory: 7063, top1_acc: 0.7781, top5_acc: 0.9281, loss_cls: 0.8318, loss: 0.8318, grad_norm: 9.0417 2021-02-04 00:09:35,766 - mmaction - INFO - Epoch [45][360/1345] lr: 1.000e-04, eta: 1:08:10, time: 0.513, data_time: 0.000, memory: 7063, top1_acc: 0.7711, top5_acc: 0.9227, loss_cls: 0.8704, loss: 0.8704, grad_norm: 9.2623 2021-02-04 00:09:46,181 - mmaction - INFO - Epoch [45][380/1345] lr: 1.000e-04, eta: 1:07:59, time: 0.521, data_time: 0.001, memory: 7063, top1_acc: 0.7711, top5_acc: 0.9187, loss_cls: 0.8972, loss: 0.8972, grad_norm: 9.6755 2021-02-04 00:09:56,532 - mmaction - INFO - Epoch [45][400/1345] lr: 1.000e-04, eta: 1:07:48, time: 0.518, data_time: 0.001, memory: 7063, top1_acc: 0.7617, top5_acc: 0.9187, loss_cls: 0.9018, loss: 0.9018, grad_norm: 9.8575 2021-02-04 00:10:06,807 - mmaction - INFO - Epoch [45][420/1345] lr: 1.000e-04, eta: 1:07:38, time: 0.514, data_time: 0.001, memory: 7063, top1_acc: 0.7578, top5_acc: 0.9281, loss_cls: 0.9035, loss: 0.9035, grad_norm: 9.6508 2021-02-04 00:10:17,240 - mmaction - INFO - Epoch [45][440/1345] lr: 1.000e-04, eta: 1:07:27, time: 0.522, data_time: 0.001, memory: 7063, top1_acc: 0.7508, top5_acc: 0.9281, loss_cls: 0.9023, loss: 0.9023, grad_norm: 9.5398 2021-02-04 00:10:27,575 - mmaction - INFO - Epoch [45][460/1345] lr: 1.000e-04, eta: 1:07:17, time: 0.516, data_time: 0.000, memory: 7063, top1_acc: 0.7828, top5_acc: 0.9187, loss_cls: 0.8972, loss: 0.8972, grad_norm: 9.3637 2021-02-04 00:10:38,093 - mmaction - INFO - Epoch [45][480/1345] lr: 1.000e-04, eta: 1:07:06, time: 0.526, data_time: 0.001, memory: 7063, top1_acc: 0.7680, top5_acc: 0.9297, loss_cls: 0.8580, loss: 0.8580, grad_norm: 9.3747 2021-02-04 00:10:48,657 - mmaction - INFO - Epoch [45][500/1345] lr: 1.000e-04, eta: 1:06:55, time: 0.528, data_time: 0.000, memory: 7063, top1_acc: 0.7711, top5_acc: 0.9266, loss_cls: 0.8592, loss: 0.8592, grad_norm: 9.4082 2021-02-04 00:10:59,074 - mmaction - INFO - Epoch [45][520/1345] lr: 1.000e-04, eta: 1:06:45, time: 0.521, data_time: 0.001, memory: 7063, top1_acc: 0.7852, top5_acc: 0.9313, loss_cls: 0.8131, loss: 0.8131, grad_norm: 9.1507 2021-02-04 00:11:09,433 - mmaction - INFO - Epoch [45][540/1345] lr: 1.000e-04, eta: 1:06:34, time: 0.518, data_time: 0.000, memory: 7063, top1_acc: 0.7898, top5_acc: 0.9391, loss_cls: 0.8164, loss: 0.8164, grad_norm: 9.0150 2021-02-04 00:11:19,693 - mmaction - INFO - Epoch [45][560/1345] lr: 1.000e-04, eta: 1:06:23, time: 0.513, data_time: 0.000, memory: 7063, top1_acc: 0.7836, top5_acc: 0.9227, loss_cls: 0.8425, loss: 0.8425, grad_norm: 9.0591 2021-02-04 00:11:30,159 - mmaction - INFO - Epoch [45][580/1345] lr: 1.000e-04, eta: 1:06:13, time: 0.523, data_time: 0.001, memory: 7063, top1_acc: 0.7828, top5_acc: 0.9250, loss_cls: 0.8416, loss: 0.8416, grad_norm: 9.1819 2021-02-04 00:11:40,539 - mmaction - INFO - Epoch [45][600/1345] lr: 1.000e-04, eta: 1:06:02, time: 0.519, data_time: 0.001, memory: 7063, top1_acc: 0.7875, top5_acc: 0.9305, loss_cls: 0.8296, loss: 0.8296, grad_norm: 9.2711 2021-02-04 00:11:50,916 - mmaction - INFO - Epoch [45][620/1345] lr: 1.000e-04, eta: 1:05:51, time: 0.518, data_time: 0.000, memory: 7063, top1_acc: 0.7625, top5_acc: 0.9203, loss_cls: 0.9110, loss: 0.9110, grad_norm: 9.7322 2021-02-04 00:12:01,306 - mmaction - INFO - Epoch [45][640/1345] lr: 1.000e-04, eta: 1:05:41, time: 0.520, data_time: 0.001, memory: 7063, top1_acc: 0.7656, top5_acc: 0.9273, loss_cls: 0.8870, loss: 0.8870, grad_norm: 9.8474 2021-02-04 00:12:11,715 - mmaction - INFO - Epoch [45][660/1345] lr: 1.000e-04, eta: 1:05:30, time: 0.520, data_time: 0.000, memory: 7063, top1_acc: 0.7758, top5_acc: 0.9297, loss_cls: 0.8520, loss: 0.8520, grad_norm: 9.3967 2021-02-04 00:12:22,030 - mmaction - INFO - Epoch [45][680/1345] lr: 1.000e-04, eta: 1:05:20, time: 0.516, data_time: 0.001, memory: 7063, top1_acc: 0.7719, top5_acc: 0.9313, loss_cls: 0.8562, loss: 0.8562, grad_norm: 9.5271 2021-02-04 00:12:32,354 - mmaction - INFO - Epoch [45][700/1345] lr: 1.000e-04, eta: 1:05:09, time: 0.517, data_time: 0.001, memory: 7063, top1_acc: 0.7805, top5_acc: 0.9305, loss_cls: 0.8119, loss: 0.8119, grad_norm: 9.3227 2021-02-04 00:12:42,814 - mmaction - INFO - Epoch [45][720/1345] lr: 1.000e-04, eta: 1:04:58, time: 0.523, data_time: 0.000, memory: 7063, top1_acc: 0.7414, top5_acc: 0.9227, loss_cls: 0.9601, loss: 0.9601, grad_norm: 10.1226 2021-02-04 00:12:53,285 - mmaction - INFO - Epoch [45][740/1345] lr: 1.000e-04, eta: 1:04:48, time: 0.524, data_time: 0.001, memory: 7063, top1_acc: 0.7820, top5_acc: 0.9187, loss_cls: 0.8757, loss: 0.8757, grad_norm: 9.3702 2021-02-04 00:13:03,531 - mmaction - INFO - Epoch [45][760/1345] lr: 1.000e-04, eta: 1:04:37, time: 0.512, data_time: 0.000, memory: 7063, top1_acc: 0.7820, top5_acc: 0.9414, loss_cls: 0.8038, loss: 0.8038, grad_norm: 9.0246 2021-02-04 00:13:13,797 - mmaction - INFO - Epoch [45][780/1345] lr: 1.000e-04, eta: 1:04:26, time: 0.513, data_time: 0.000, memory: 7063, top1_acc: 0.7852, top5_acc: 0.9313, loss_cls: 0.8266, loss: 0.8266, grad_norm: 9.2341 2021-02-04 00:13:24,222 - mmaction - INFO - Epoch [45][800/1345] lr: 1.000e-04, eta: 1:04:16, time: 0.521, data_time: 0.001, memory: 7063, top1_acc: 0.7805, top5_acc: 0.9281, loss_cls: 0.8423, loss: 0.8423, grad_norm: 9.0964 2021-02-04 00:13:34,581 - mmaction - INFO - Epoch [45][820/1345] lr: 1.000e-04, eta: 1:04:05, time: 0.518, data_time: 0.001, memory: 7063, top1_acc: 0.7781, top5_acc: 0.9242, loss_cls: 0.8392, loss: 0.8392, grad_norm: 9.1409 2021-02-04 00:13:44,915 - mmaction - INFO - Epoch [45][840/1345] lr: 1.000e-04, eta: 1:03:54, time: 0.517, data_time: 0.001, memory: 7063, top1_acc: 0.7875, top5_acc: 0.9375, loss_cls: 0.8173, loss: 0.8173, grad_norm: 9.3890 2021-02-04 00:13:55,255 - mmaction - INFO - Epoch [45][860/1345] lr: 1.000e-04, eta: 1:03:44, time: 0.517, data_time: 0.000, memory: 7063, top1_acc: 0.7797, top5_acc: 0.9227, loss_cls: 0.8596, loss: 0.8596, grad_norm: 9.4694 2021-02-04 00:14:05,595 - mmaction - INFO - Epoch [45][880/1345] lr: 1.000e-04, eta: 1:03:33, time: 0.517, data_time: 0.000, memory: 7063, top1_acc: 0.7688, top5_acc: 0.9242, loss_cls: 0.8818, loss: 0.8818, grad_norm: 9.4903 2021-02-04 00:14:15,939 - mmaction - INFO - Epoch [45][900/1345] lr: 1.000e-04, eta: 1:03:23, time: 0.517, data_time: 0.001, memory: 7063, top1_acc: 0.7664, top5_acc: 0.9156, loss_cls: 0.9196, loss: 0.9196, grad_norm: 9.5629 2021-02-04 00:14:26,279 - mmaction - INFO - Epoch [45][920/1345] lr: 1.000e-04, eta: 1:03:12, time: 0.517, data_time: 0.001, memory: 7063, top1_acc: 0.7672, top5_acc: 0.9156, loss_cls: 0.9036, loss: 0.9036, grad_norm: 9.6368 2021-02-04 00:14:36,637 - mmaction - INFO - Epoch [45][940/1345] lr: 1.000e-04, eta: 1:03:01, time: 0.518, data_time: 0.001, memory: 7063, top1_acc: 0.7781, top5_acc: 0.9273, loss_cls: 0.8780, loss: 0.8780, grad_norm: 9.5617 2021-02-04 00:14:47,001 - mmaction - INFO - Epoch [45][960/1345] lr: 1.000e-04, eta: 1:02:51, time: 0.518, data_time: 0.001, memory: 7063, top1_acc: 0.7641, top5_acc: 0.9141, loss_cls: 0.9151, loss: 0.9151, grad_norm: 9.6248 2021-02-04 00:14:57,416 - mmaction - INFO - Epoch [45][980/1345] lr: 1.000e-04, eta: 1:02:40, time: 0.521, data_time: 0.000, memory: 7063, top1_acc: 0.7703, top5_acc: 0.9117, loss_cls: 0.8868, loss: 0.8868, grad_norm: 9.2528 2021-02-04 00:15:07,729 - mmaction - INFO - Epoch [45][1000/1345] lr: 1.000e-04, eta: 1:02:29, time: 0.516, data_time: 0.001, memory: 7063, top1_acc: 0.7555, top5_acc: 0.9164, loss_cls: 0.9133, loss: 0.9133, grad_norm: 9.7226 2021-02-04 00:15:18,124 - mmaction - INFO - Epoch [45][1020/1345] lr: 1.000e-04, eta: 1:02:19, time: 0.520, data_time: 0.000, memory: 7063, top1_acc: 0.7648, top5_acc: 0.9266, loss_cls: 0.8704, loss: 0.8704, grad_norm: 9.2884 2021-02-04 00:15:28,460 - mmaction - INFO - Epoch [45][1040/1345] lr: 1.000e-04, eta: 1:02:08, time: 0.517, data_time: 0.000, memory: 7063, top1_acc: 0.7727, top5_acc: 0.9297, loss_cls: 0.8449, loss: 0.8449, grad_norm: 9.5136 2021-02-04 00:15:38,858 - mmaction - INFO - Epoch [45][1060/1345] lr: 1.000e-04, eta: 1:01:57, time: 0.520, data_time: 0.001, memory: 7063, top1_acc: 0.7734, top5_acc: 0.9234, loss_cls: 0.8730, loss: 0.8730, grad_norm: 9.3994 2021-02-04 00:15:49,142 - mmaction - INFO - Epoch [45][1080/1345] lr: 1.000e-04, eta: 1:01:47, time: 0.514, data_time: 0.000, memory: 7063, top1_acc: 0.7711, top5_acc: 0.9328, loss_cls: 0.8688, loss: 0.8688, grad_norm: 9.6088 2021-02-04 00:15:59,551 - mmaction - INFO - Epoch [45][1100/1345] lr: 1.000e-04, eta: 1:01:36, time: 0.521, data_time: 0.001, memory: 7063, top1_acc: 0.7695, top5_acc: 0.9227, loss_cls: 0.8835, loss: 0.8835, grad_norm: 9.5876 2021-02-04 00:16:09,899 - mmaction - INFO - Epoch [45][1120/1345] lr: 1.000e-04, eta: 1:01:25, time: 0.517, data_time: 0.000, memory: 7063, top1_acc: 0.7781, top5_acc: 0.9289, loss_cls: 0.8511, loss: 0.8511, grad_norm: 9.4331 2021-02-04 00:16:20,164 - mmaction - INFO - Epoch [45][1140/1345] lr: 1.000e-04, eta: 1:01:15, time: 0.513, data_time: 0.000, memory: 7063, top1_acc: 0.7781, top5_acc: 0.9336, loss_cls: 0.8112, loss: 0.8112, grad_norm: 9.1092 2021-02-04 00:16:31,329 - mmaction - INFO - Epoch [45][1160/1345] lr: 1.000e-04, eta: 1:01:04, time: 0.558, data_time: 0.036, memory: 7063, top1_acc: 0.7891, top5_acc: 0.9359, loss_cls: 0.8119, loss: 0.8119, grad_norm: 9.2333 2021-02-04 00:16:41,767 - mmaction - INFO - Epoch [45][1180/1345] lr: 1.000e-04, eta: 1:00:54, time: 0.522, data_time: 0.000, memory: 7063, top1_acc: 0.7664, top5_acc: 0.9266, loss_cls: 0.8581, loss: 0.8581, grad_norm: 9.3367 2021-02-04 00:16:52,024 - mmaction - INFO - Epoch [45][1200/1345] lr: 1.000e-04, eta: 1:00:43, time: 0.513, data_time: 0.000, memory: 7063, top1_acc: 0.7727, top5_acc: 0.9313, loss_cls: 0.8535, loss: 0.8535, grad_norm: 9.5301 2021-02-04 00:17:02,343 - mmaction - INFO - Epoch [45][1220/1345] lr: 1.000e-04, eta: 1:00:32, time: 0.516, data_time: 0.000, memory: 7063, top1_acc: 0.7703, top5_acc: 0.9266, loss_cls: 0.8473, loss: 0.8473, grad_norm: 9.4158 2021-02-04 00:17:12,615 - mmaction - INFO - Epoch [45][1240/1345] lr: 1.000e-04, eta: 1:00:22, time: 0.514, data_time: 0.000, memory: 7063, top1_acc: 0.7680, top5_acc: 0.9289, loss_cls: 0.8668, loss: 0.8668, grad_norm: 9.7327 2021-02-04 00:17:23,046 - mmaction - INFO - Epoch [45][1260/1345] lr: 1.000e-04, eta: 1:00:11, time: 0.522, data_time: 0.000, memory: 7063, top1_acc: 0.7773, top5_acc: 0.9297, loss_cls: 0.8443, loss: 0.8443, grad_norm: 9.4967 2021-02-04 00:17:33,483 - mmaction - INFO - Epoch [45][1280/1345] lr: 1.000e-04, eta: 1:00:00, time: 0.522, data_time: 0.000, memory: 7063, top1_acc: 0.7797, top5_acc: 0.9305, loss_cls: 0.8529, loss: 0.8529, grad_norm: 9.4713 2021-02-04 00:17:43,816 - mmaction - INFO - Epoch [45][1300/1345] lr: 1.000e-04, eta: 0:59:50, time: 0.516, data_time: 0.000, memory: 7063, top1_acc: 0.7883, top5_acc: 0.9227, loss_cls: 0.8311, loss: 0.8311, grad_norm: 9.0858 2021-02-04 00:17:54,212 - mmaction - INFO - Epoch [45][1320/1345] lr: 1.000e-04, eta: 0:59:39, time: 0.520, data_time: 0.001, memory: 7063, top1_acc: 0.7680, top5_acc: 0.9227, loss_cls: 0.8725, loss: 0.8725, grad_norm: 9.3278 2021-02-04 00:18:04,602 - mmaction - INFO - Epoch [45][1340/1345] lr: 1.000e-04, eta: 0:59:29, time: 0.519, data_time: 0.001, memory: 7063, top1_acc: 0.7758, top5_acc: 0.9273, loss_cls: 0.8636, loss: 0.8636, grad_norm: 9.5976 2021-02-04 00:18:07,389 - mmaction - INFO - Saving checkpoint at 45 epochs 2021-02-04 00:18:33,603 - mmaction - INFO - Epoch [46][20/1345] lr: 1.000e-04, eta: 0:59:17, time: 1.201, data_time: 0.693, memory: 7063, top1_acc: 0.7734, top5_acc: 0.9391, loss_cls: 0.8311, loss: 0.8311, grad_norm: 9.4201 2021-02-04 00:18:43,783 - mmaction - INFO - Epoch [46][40/1345] lr: 1.000e-04, eta: 0:59:06, time: 0.509, data_time: 0.001, memory: 7063, top1_acc: 0.7812, top5_acc: 0.9336, loss_cls: 0.8120, loss: 0.8120, grad_norm: 9.1248 2021-02-04 00:18:54,066 - mmaction - INFO - Epoch [46][60/1345] lr: 1.000e-04, eta: 0:58:55, time: 0.514, data_time: 0.003, memory: 7063, top1_acc: 0.7969, top5_acc: 0.9359, loss_cls: 0.8151, loss: 0.8151, grad_norm: 8.7130 2021-02-04 00:19:04,346 - mmaction - INFO - Epoch [46][80/1345] lr: 1.000e-04, eta: 0:58:45, time: 0.514, data_time: 0.001, memory: 7063, top1_acc: 0.7773, top5_acc: 0.9203, loss_cls: 0.8443, loss: 0.8443, grad_norm: 9.1643 2021-02-04 00:19:14,638 - mmaction - INFO - Epoch [46][100/1345] lr: 1.000e-04, eta: 0:58:34, time: 0.515, data_time: 0.001, memory: 7063, top1_acc: 0.7797, top5_acc: 0.9219, loss_cls: 0.8466, loss: 0.8466, grad_norm: 9.2601 2021-02-04 00:19:24,875 - mmaction - INFO - Epoch [46][120/1345] lr: 1.000e-04, eta: 0:58:23, time: 0.512, data_time: 0.001, memory: 7063, top1_acc: 0.7734, top5_acc: 0.9266, loss_cls: 0.8310, loss: 0.8310, grad_norm: 9.3542 2021-02-04 00:19:35,200 - mmaction - INFO - Epoch [46][140/1345] lr: 1.000e-04, eta: 0:58:13, time: 0.516, data_time: 0.000, memory: 7063, top1_acc: 0.7805, top5_acc: 0.9234, loss_cls: 0.8364, loss: 0.8364, grad_norm: 9.1274 2021-02-04 00:19:45,474 - mmaction - INFO - Epoch [46][160/1345] lr: 1.000e-04, eta: 0:58:02, time: 0.514, data_time: 0.000, memory: 7063, top1_acc: 0.7898, top5_acc: 0.9352, loss_cls: 0.8237, loss: 0.8237, grad_norm: 9.0743 2021-02-04 00:19:55,833 - mmaction - INFO - Epoch [46][180/1345] lr: 1.000e-04, eta: 0:57:51, time: 0.518, data_time: 0.000, memory: 7063, top1_acc: 0.7656, top5_acc: 0.9281, loss_cls: 0.8441, loss: 0.8441, grad_norm: 9.5259 2021-02-04 00:20:06,170 - mmaction - INFO - Epoch [46][200/1345] lr: 1.000e-04, eta: 0:57:41, time: 0.517, data_time: 0.001, memory: 7063, top1_acc: 0.7602, top5_acc: 0.9187, loss_cls: 0.9010, loss: 0.9010, grad_norm: 9.4295 2021-02-04 00:20:16,500 - mmaction - INFO - Epoch [46][220/1345] lr: 1.000e-04, eta: 0:57:30, time: 0.516, data_time: 0.001, memory: 7063, top1_acc: 0.7719, top5_acc: 0.9320, loss_cls: 0.8433, loss: 0.8433, grad_norm: 9.4826 2021-02-04 00:20:26,843 - mmaction - INFO - Epoch [46][240/1345] lr: 1.000e-04, eta: 0:57:19, time: 0.517, data_time: 0.001, memory: 7063, top1_acc: 0.7836, top5_acc: 0.9336, loss_cls: 0.8324, loss: 0.8324, grad_norm: 9.3707 2021-02-04 00:20:37,209 - mmaction - INFO - Epoch [46][260/1345] lr: 1.000e-04, eta: 0:57:09, time: 0.519, data_time: 0.001, memory: 7063, top1_acc: 0.7898, top5_acc: 0.9266, loss_cls: 0.8333, loss: 0.8333, grad_norm: 9.2998 2021-02-04 00:20:47,525 - mmaction - INFO - Epoch [46][280/1345] lr: 1.000e-04, eta: 0:56:58, time: 0.515, data_time: 0.000, memory: 7063, top1_acc: 0.7812, top5_acc: 0.9242, loss_cls: 0.8447, loss: 0.8447, grad_norm: 8.9057 2021-02-04 00:20:57,770 - mmaction - INFO - Epoch [46][300/1345] lr: 1.000e-04, eta: 0:56:48, time: 0.512, data_time: 0.001, memory: 7063, top1_acc: 0.7828, top5_acc: 0.9352, loss_cls: 0.8184, loss: 0.8184, grad_norm: 9.3749 2021-02-04 00:21:08,011 - mmaction - INFO - Epoch [46][320/1345] lr: 1.000e-04, eta: 0:56:37, time: 0.512, data_time: 0.001, memory: 7063, top1_acc: 0.7992, top5_acc: 0.9422, loss_cls: 0.7565, loss: 0.7565, grad_norm: 8.9691 2021-02-04 00:21:18,446 - mmaction - INFO - Epoch [46][340/1345] lr: 1.000e-04, eta: 0:56:26, time: 0.522, data_time: 0.001, memory: 7063, top1_acc: 0.7695, top5_acc: 0.9211, loss_cls: 0.8939, loss: 0.8939, grad_norm: 9.3789 2021-02-04 00:21:28,692 - mmaction - INFO - Epoch [46][360/1345] lr: 1.000e-04, eta: 0:56:16, time: 0.512, data_time: 0.001, memory: 7063, top1_acc: 0.7633, top5_acc: 0.9164, loss_cls: 0.9377, loss: 0.9377, grad_norm: 9.7599 2021-02-04 00:21:39,131 - mmaction - INFO - Epoch [46][380/1345] lr: 1.000e-04, eta: 0:56:05, time: 0.522, data_time: 0.000, memory: 7063, top1_acc: 0.7812, top5_acc: 0.9211, loss_cls: 0.8498, loss: 0.8498, grad_norm: 9.1936 2021-02-04 00:21:49,405 - mmaction - INFO - Epoch [46][400/1345] lr: 1.000e-04, eta: 0:55:54, time: 0.513, data_time: 0.000, memory: 7063, top1_acc: 0.7617, top5_acc: 0.9133, loss_cls: 0.9651, loss: 0.9651, grad_norm: 9.7130 2021-02-04 00:21:59,746 - mmaction - INFO - Epoch [46][420/1345] lr: 1.000e-04, eta: 0:55:44, time: 0.518, data_time: 0.001, memory: 7063, top1_acc: 0.7523, top5_acc: 0.9219, loss_cls: 0.9056, loss: 0.9056, grad_norm: 9.6723 2021-02-04 00:22:10,094 - mmaction - INFO - Epoch [46][440/1345] lr: 1.000e-04, eta: 0:55:33, time: 0.517, data_time: 0.000, memory: 7063, top1_acc: 0.7562, top5_acc: 0.9180, loss_cls: 0.9253, loss: 0.9253, grad_norm: 9.8114 2021-02-04 00:22:20,513 - mmaction - INFO - Epoch [46][460/1345] lr: 1.000e-04, eta: 0:55:22, time: 0.521, data_time: 0.001, memory: 7063, top1_acc: 0.7859, top5_acc: 0.9281, loss_cls: 0.8594, loss: 0.8594, grad_norm: 9.5142 2021-02-04 00:22:30,762 - mmaction - INFO - Epoch [46][480/1345] lr: 1.000e-04, eta: 0:55:12, time: 0.512, data_time: 0.000, memory: 7063, top1_acc: 0.7703, top5_acc: 0.9328, loss_cls: 0.8431, loss: 0.8431, grad_norm: 9.2891 2021-02-04 00:22:41,071 - mmaction - INFO - Epoch [46][500/1345] lr: 1.000e-04, eta: 0:55:01, time: 0.516, data_time: 0.001, memory: 7063, top1_acc: 0.7664, top5_acc: 0.9258, loss_cls: 0.8697, loss: 0.8697, grad_norm: 9.6247 2021-02-04 00:22:51,411 - mmaction - INFO - Epoch [46][520/1345] lr: 1.000e-04, eta: 0:54:51, time: 0.517, data_time: 0.001, memory: 7063, top1_acc: 0.7852, top5_acc: 0.9273, loss_cls: 0.8351, loss: 0.8351, grad_norm: 9.1087 2021-02-04 00:23:01,774 - mmaction - INFO - Epoch [46][540/1345] lr: 1.000e-04, eta: 0:54:40, time: 0.518, data_time: 0.001, memory: 7063, top1_acc: 0.7555, top5_acc: 0.9227, loss_cls: 0.8755, loss: 0.8755, grad_norm: 9.5663 2021-02-04 00:23:12,026 - mmaction - INFO - Epoch [46][560/1345] lr: 1.000e-04, eta: 0:54:29, time: 0.512, data_time: 0.001, memory: 7063, top1_acc: 0.7734, top5_acc: 0.9219, loss_cls: 0.8547, loss: 0.8547, grad_norm: 9.0175 2021-02-04 00:23:22,255 - mmaction - INFO - Epoch [46][580/1345] lr: 1.000e-04, eta: 0:54:19, time: 0.512, data_time: 0.001, memory: 7063, top1_acc: 0.7758, top5_acc: 0.9469, loss_cls: 0.7901, loss: 0.7901, grad_norm: 9.1803 2021-02-04 00:23:32,638 - mmaction - INFO - Epoch [46][600/1345] lr: 1.000e-04, eta: 0:54:08, time: 0.519, data_time: 0.000, memory: 7063, top1_acc: 0.7695, top5_acc: 0.9227, loss_cls: 0.8854, loss: 0.8854, grad_norm: 9.4449 2021-02-04 00:23:43,045 - mmaction - INFO - Epoch [46][620/1345] lr: 1.000e-04, eta: 0:53:57, time: 0.521, data_time: 0.001, memory: 7063, top1_acc: 0.7945, top5_acc: 0.9336, loss_cls: 0.8174, loss: 0.8174, grad_norm: 9.3752 2021-02-04 00:23:53,362 - mmaction - INFO - Epoch [46][640/1345] lr: 1.000e-04, eta: 0:53:47, time: 0.516, data_time: 0.000, memory: 7063, top1_acc: 0.7625, top5_acc: 0.9164, loss_cls: 0.9352, loss: 0.9352, grad_norm: 9.6176 2021-02-04 00:24:03,660 - mmaction - INFO - Epoch [46][660/1345] lr: 1.000e-04, eta: 0:53:36, time: 0.515, data_time: 0.000, memory: 7063, top1_acc: 0.7867, top5_acc: 0.9313, loss_cls: 0.8297, loss: 0.8297, grad_norm: 9.4909 2021-02-04 00:24:13,980 - mmaction - INFO - Epoch [46][680/1345] lr: 1.000e-04, eta: 0:53:25, time: 0.516, data_time: 0.000, memory: 7063, top1_acc: 0.7719, top5_acc: 0.9258, loss_cls: 0.8679, loss: 0.8679, grad_norm: 9.5001 2021-02-04 00:24:24,324 - mmaction - INFO - Epoch [46][700/1345] lr: 1.000e-04, eta: 0:53:15, time: 0.517, data_time: 0.001, memory: 7063, top1_acc: 0.7586, top5_acc: 0.9195, loss_cls: 0.8989, loss: 0.8989, grad_norm: 9.5108 2021-02-04 00:24:34,777 - mmaction - INFO - Epoch [46][720/1345] lr: 1.000e-04, eta: 0:53:04, time: 0.522, data_time: 0.001, memory: 7063, top1_acc: 0.7570, top5_acc: 0.9195, loss_cls: 0.9109, loss: 0.9109, grad_norm: 9.6464 2021-02-04 00:24:45,120 - mmaction - INFO - Epoch [46][740/1345] lr: 1.000e-04, eta: 0:52:54, time: 0.517, data_time: 0.001, memory: 7063, top1_acc: 0.7766, top5_acc: 0.9359, loss_cls: 0.8458, loss: 0.8458, grad_norm: 9.4653 2021-02-04 00:24:55,438 - mmaction - INFO - Epoch [46][760/1345] lr: 1.000e-04, eta: 0:52:43, time: 0.516, data_time: 0.001, memory: 7063, top1_acc: 0.7875, top5_acc: 0.9336, loss_cls: 0.8356, loss: 0.8356, grad_norm: 9.2835 2021-02-04 00:25:05,699 - mmaction - INFO - Epoch [46][780/1345] lr: 1.000e-04, eta: 0:52:32, time: 0.513, data_time: 0.000, memory: 7063, top1_acc: 0.7734, top5_acc: 0.9336, loss_cls: 0.8431, loss: 0.8431, grad_norm: 9.3894 2021-02-04 00:25:15,958 - mmaction - INFO - Epoch [46][800/1345] lr: 1.000e-04, eta: 0:52:22, time: 0.513, data_time: 0.001, memory: 7063, top1_acc: 0.7555, top5_acc: 0.9164, loss_cls: 0.9182, loss: 0.9182, grad_norm: 9.6907 2021-02-04 00:25:26,276 - mmaction - INFO - Epoch [46][820/1345] lr: 1.000e-04, eta: 0:52:11, time: 0.516, data_time: 0.001, memory: 7063, top1_acc: 0.7672, top5_acc: 0.9266, loss_cls: 0.8710, loss: 0.8710, grad_norm: 9.5653 2021-02-04 00:25:36,694 - mmaction - INFO - Epoch [46][840/1345] lr: 1.000e-04, eta: 0:52:00, time: 0.521, data_time: 0.001, memory: 7063, top1_acc: 0.7914, top5_acc: 0.9258, loss_cls: 0.8291, loss: 0.8291, grad_norm: 9.1976 2021-02-04 00:25:46,986 - mmaction - INFO - Epoch [46][860/1345] lr: 1.000e-04, eta: 0:51:50, time: 0.515, data_time: 0.001, memory: 7063, top1_acc: 0.7852, top5_acc: 0.9289, loss_cls: 0.8147, loss: 0.8147, grad_norm: 9.1598 2021-02-04 00:25:57,321 - mmaction - INFO - Epoch [46][880/1345] lr: 1.000e-04, eta: 0:51:39, time: 0.516, data_time: 0.001, memory: 7063, top1_acc: 0.7812, top5_acc: 0.9297, loss_cls: 0.8577, loss: 0.8577, grad_norm: 9.5018 2021-02-04 00:26:07,637 - mmaction - INFO - Epoch [46][900/1345] lr: 1.000e-04, eta: 0:51:28, time: 0.516, data_time: 0.001, memory: 7063, top1_acc: 0.7648, top5_acc: 0.9141, loss_cls: 0.9060, loss: 0.9060, grad_norm: 9.3096 2021-02-04 00:26:17,871 - mmaction - INFO - Epoch [46][920/1345] lr: 1.000e-04, eta: 0:51:18, time: 0.512, data_time: 0.001, memory: 7063, top1_acc: 0.7695, top5_acc: 0.9227, loss_cls: 0.8898, loss: 0.8898, grad_norm: 9.5251 2021-02-04 00:26:28,207 - mmaction - INFO - Epoch [46][940/1345] lr: 1.000e-04, eta: 0:51:07, time: 0.517, data_time: 0.001, memory: 7063, top1_acc: 0.7453, top5_acc: 0.9219, loss_cls: 0.9356, loss: 0.9356, grad_norm: 9.7260 2021-02-04 00:26:38,575 - mmaction - INFO - Epoch [46][960/1345] lr: 1.000e-04, eta: 0:50:57, time: 0.518, data_time: 0.000, memory: 7063, top1_acc: 0.7766, top5_acc: 0.9195, loss_cls: 0.8784, loss: 0.8784, grad_norm: 9.4473 2021-02-04 00:26:48,811 - mmaction - INFO - Epoch [46][980/1345] lr: 1.000e-04, eta: 0:50:46, time: 0.512, data_time: 0.001, memory: 7063, top1_acc: 0.7961, top5_acc: 0.9398, loss_cls: 0.7940, loss: 0.7940, grad_norm: 9.1320 2021-02-04 00:26:59,069 - mmaction - INFO - Epoch [46][1000/1345] lr: 1.000e-04, eta: 0:50:35, time: 0.512, data_time: 0.000, memory: 7063, top1_acc: 0.7672, top5_acc: 0.9242, loss_cls: 0.8527, loss: 0.8527, grad_norm: 9.4562 2021-02-04 00:27:09,300 - mmaction - INFO - Epoch [46][1020/1345] lr: 1.000e-04, eta: 0:50:25, time: 0.512, data_time: 0.001, memory: 7063, top1_acc: 0.7828, top5_acc: 0.9313, loss_cls: 0.8357, loss: 0.8357, grad_norm: 9.4485 2021-02-04 00:27:19,659 - mmaction - INFO - Epoch [46][1040/1345] lr: 1.000e-04, eta: 0:50:14, time: 0.518, data_time: 0.001, memory: 7063, top1_acc: 0.7836, top5_acc: 0.9406, loss_cls: 0.8020, loss: 0.8020, grad_norm: 9.0819 2021-02-04 00:27:29,989 - mmaction - INFO - Epoch [46][1060/1345] lr: 1.000e-04, eta: 0:50:03, time: 0.517, data_time: 0.000, memory: 7063, top1_acc: 0.7633, top5_acc: 0.9305, loss_cls: 0.8771, loss: 0.8771, grad_norm: 9.5019 2021-02-04 00:27:40,310 - mmaction - INFO - Epoch [46][1080/1345] lr: 1.000e-04, eta: 0:49:53, time: 0.516, data_time: 0.000, memory: 7063, top1_acc: 0.7664, top5_acc: 0.9187, loss_cls: 0.8859, loss: 0.8859, grad_norm: 9.4198 2021-02-04 00:27:50,588 - mmaction - INFO - Epoch [46][1100/1345] lr: 1.000e-04, eta: 0:49:42, time: 0.514, data_time: 0.001, memory: 7063, top1_acc: 0.7602, top5_acc: 0.9305, loss_cls: 0.8823, loss: 0.8823, grad_norm: 9.7232 2021-02-04 00:28:00,857 - mmaction - INFO - Epoch [46][1120/1345] lr: 1.000e-04, eta: 0:49:31, time: 0.513, data_time: 0.000, memory: 7063, top1_acc: 0.7766, top5_acc: 0.9180, loss_cls: 0.8880, loss: 0.8880, grad_norm: 9.4934 2021-02-04 00:28:11,183 - mmaction - INFO - Epoch [46][1140/1345] lr: 1.000e-04, eta: 0:49:21, time: 0.517, data_time: 0.001, memory: 7063, top1_acc: 0.7820, top5_acc: 0.9344, loss_cls: 0.8083, loss: 0.8083, grad_norm: 9.1659 2021-02-04 00:28:21,596 - mmaction - INFO - Epoch [46][1160/1345] lr: 1.000e-04, eta: 0:49:10, time: 0.521, data_time: 0.000, memory: 7063, top1_acc: 0.7789, top5_acc: 0.9352, loss_cls: 0.8566, loss: 0.8566, grad_norm: 9.6501 2021-02-04 00:28:31,868 - mmaction - INFO - Epoch [46][1180/1345] lr: 1.000e-04, eta: 0:49:00, time: 0.514, data_time: 0.000, memory: 7063, top1_acc: 0.7703, top5_acc: 0.9313, loss_cls: 0.8527, loss: 0.8527, grad_norm: 9.6625 2021-02-04 00:28:42,173 - mmaction - INFO - Epoch [46][1200/1345] lr: 1.000e-04, eta: 0:48:49, time: 0.515, data_time: 0.001, memory: 7063, top1_acc: 0.7828, top5_acc: 0.9352, loss_cls: 0.8290, loss: 0.8290, grad_norm: 9.1875 2021-02-04 00:28:52,551 - mmaction - INFO - Epoch [46][1220/1345] lr: 1.000e-04, eta: 0:48:38, time: 0.519, data_time: 0.000, memory: 7063, top1_acc: 0.7820, top5_acc: 0.9359, loss_cls: 0.8219, loss: 0.8219, grad_norm: 9.3025 2021-02-04 00:29:02,888 - mmaction - INFO - Epoch [46][1240/1345] lr: 1.000e-04, eta: 0:48:28, time: 0.517, data_time: 0.001, memory: 7063, top1_acc: 0.7758, top5_acc: 0.9336, loss_cls: 0.8278, loss: 0.8278, grad_norm: 9.6929 2021-02-04 00:29:13,302 - mmaction - INFO - Epoch [46][1260/1345] lr: 1.000e-04, eta: 0:48:17, time: 0.521, data_time: 0.001, memory: 7063, top1_acc: 0.7719, top5_acc: 0.9273, loss_cls: 0.8835, loss: 0.8835, grad_norm: 9.6703 2021-02-04 00:29:23,558 - mmaction - INFO - Epoch [46][1280/1345] lr: 1.000e-04, eta: 0:48:06, time: 0.513, data_time: 0.001, memory: 7063, top1_acc: 0.7875, top5_acc: 0.9352, loss_cls: 0.7959, loss: 0.7959, grad_norm: 9.4249 2021-02-04 00:29:33,787 - mmaction - INFO - Epoch [46][1300/1345] lr: 1.000e-04, eta: 0:47:56, time: 0.512, data_time: 0.001, memory: 7063, top1_acc: 0.7484, top5_acc: 0.9141, loss_cls: 0.9393, loss: 0.9393, grad_norm: 9.6819 2021-02-04 00:29:44,158 - mmaction - INFO - Epoch [46][1320/1345] lr: 1.000e-04, eta: 0:47:45, time: 0.519, data_time: 0.000, memory: 7063, top1_acc: 0.7844, top5_acc: 0.9172, loss_cls: 0.8721, loss: 0.8721, grad_norm: 9.2337 2021-02-04 00:29:54,575 - mmaction - INFO - Epoch [46][1340/1345] lr: 1.000e-04, eta: 0:47:35, time: 0.521, data_time: 0.000, memory: 7063, top1_acc: 0.7742, top5_acc: 0.9367, loss_cls: 0.8586, loss: 0.8586, grad_norm: 9.3115 2021-02-04 00:29:57,365 - mmaction - INFO - Saving checkpoint at 46 epochs 2021-02-04 00:30:34,194 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-02-04 00:30:34,377 - mmaction - INFO - top1_acc 0.4543 top5_acc 0.7474 2021-02-04 00:30:34,377 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-02-04 00:30:34,389 - mmaction - INFO - mean_acc 0.4106 2021-02-04 00:30:34,393 - mmaction - INFO - Epoch(val) [46][1345] top1_acc: 0.4543, top5_acc: 0.7474, mean_class_accuracy: 0.4106 2021-02-04 00:31:04,661 - mmaction - INFO - Epoch [47][20/1345] lr: 1.000e-04, eta: 0:47:23, time: 1.513, data_time: 0.969, memory: 7063, top1_acc: 0.7852, top5_acc: 0.9352, loss_cls: 0.8554, loss: 0.8554, grad_norm: 9.4353 2021-02-04 00:31:14,894 - mmaction - INFO - Epoch [47][40/1345] lr: 1.000e-04, eta: 0:47:12, time: 0.511, data_time: 0.001, memory: 7063, top1_acc: 0.7836, top5_acc: 0.9320, loss_cls: 0.8260, loss: 0.8260, grad_norm: 9.1164 2021-02-04 00:31:25,143 - mmaction - INFO - Epoch [47][60/1345] lr: 1.000e-04, eta: 0:47:02, time: 0.513, data_time: 0.001, memory: 7063, top1_acc: 0.7711, top5_acc: 0.9250, loss_cls: 0.8857, loss: 0.8857, grad_norm: 9.3554 2021-02-04 00:31:35,408 - mmaction - INFO - Epoch [47][80/1345] lr: 1.000e-04, eta: 0:46:51, time: 0.513, data_time: 0.001, memory: 7063, top1_acc: 0.7641, top5_acc: 0.9195, loss_cls: 0.9002, loss: 0.9002, grad_norm: 9.5338 2021-02-04 00:31:45,641 - mmaction - INFO - Epoch [47][100/1345] lr: 1.000e-04, eta: 0:46:40, time: 0.512, data_time: 0.000, memory: 7063, top1_acc: 0.7617, top5_acc: 0.9367, loss_cls: 0.8618, loss: 0.8618, grad_norm: 9.7629 2021-02-04 00:31:55,882 - mmaction - INFO - Epoch [47][120/1345] lr: 1.000e-04, eta: 0:46:30, time: 0.512, data_time: 0.000, memory: 7063, top1_acc: 0.7852, top5_acc: 0.9219, loss_cls: 0.8443, loss: 0.8443, grad_norm: 9.3438 2021-02-04 00:32:06,147 - mmaction - INFO - Epoch [47][140/1345] lr: 1.000e-04, eta: 0:46:19, time: 0.513, data_time: 0.001, memory: 7063, top1_acc: 0.7688, top5_acc: 0.9383, loss_cls: 0.8257, loss: 0.8257, grad_norm: 9.2888 2021-02-04 00:32:16,564 - mmaction - INFO - Epoch [47][160/1345] lr: 1.000e-04, eta: 0:46:08, time: 0.521, data_time: 0.001, memory: 7063, top1_acc: 0.7648, top5_acc: 0.9273, loss_cls: 0.8561, loss: 0.8561, grad_norm: 9.4140 2021-02-04 00:32:26,823 - mmaction - INFO - Epoch [47][180/1345] lr: 1.000e-04, eta: 0:45:58, time: 0.513, data_time: 0.001, memory: 7063, top1_acc: 0.7758, top5_acc: 0.9352, loss_cls: 0.8344, loss: 0.8344, grad_norm: 9.2313 2021-02-04 00:32:37,173 - mmaction - INFO - Epoch [47][200/1345] lr: 1.000e-04, eta: 0:45:47, time: 0.517, data_time: 0.001, memory: 7063, top1_acc: 0.7750, top5_acc: 0.9180, loss_cls: 0.8714, loss: 0.8714, grad_norm: 9.5828 2021-02-04 00:32:47,425 - mmaction - INFO - Epoch [47][220/1345] lr: 1.000e-04, eta: 0:45:36, time: 0.513, data_time: 0.001, memory: 7063, top1_acc: 0.7781, top5_acc: 0.9219, loss_cls: 0.8712, loss: 0.8712, grad_norm: 9.6286 2021-02-04 00:32:57,842 - mmaction - INFO - Epoch [47][240/1345] lr: 1.000e-04, eta: 0:45:26, time: 0.521, data_time: 0.001, memory: 7063, top1_acc: 0.7641, top5_acc: 0.9227, loss_cls: 0.8952, loss: 0.8952, grad_norm: 9.4752 2021-02-04 00:33:08,141 - mmaction - INFO - Epoch [47][260/1345] lr: 1.000e-04, eta: 0:45:15, time: 0.515, data_time: 0.000, memory: 7063, top1_acc: 0.7742, top5_acc: 0.9359, loss_cls: 0.8173, loss: 0.8173, grad_norm: 9.4773 2021-02-04 00:33:18,501 - mmaction - INFO - Epoch [47][280/1345] lr: 1.000e-04, eta: 0:45:05, time: 0.518, data_time: 0.001, memory: 7063, top1_acc: 0.7680, top5_acc: 0.9258, loss_cls: 0.8644, loss: 0.8644, grad_norm: 9.4750 2021-02-04 00:33:28,789 - mmaction - INFO - Epoch [47][300/1345] lr: 1.000e-04, eta: 0:44:54, time: 0.514, data_time: 0.001, memory: 7063, top1_acc: 0.7680, top5_acc: 0.9359, loss_cls: 0.8467, loss: 0.8467, grad_norm: 9.5572 2021-02-04 00:33:39,165 - mmaction - INFO - Epoch [47][320/1345] lr: 1.000e-04, eta: 0:44:43, time: 0.519, data_time: 0.001, memory: 7063, top1_acc: 0.8086, top5_acc: 0.9375, loss_cls: 0.7850, loss: 0.7850, grad_norm: 9.1497 2021-02-04 00:33:49,523 - mmaction - INFO - Epoch [47][340/1345] lr: 1.000e-04, eta: 0:44:33, time: 0.518, data_time: 0.001, memory: 7063, top1_acc: 0.7688, top5_acc: 0.9445, loss_cls: 0.8353, loss: 0.8353, grad_norm: 9.5874 2021-02-04 00:33:59,930 - mmaction - INFO - Epoch [47][360/1345] lr: 1.000e-04, eta: 0:44:22, time: 0.520, data_time: 0.001, memory: 7063, top1_acc: 0.7664, top5_acc: 0.9367, loss_cls: 0.8408, loss: 0.8408, grad_norm: 9.6462 2021-02-04 00:34:10,247 - mmaction - INFO - Epoch [47][380/1345] lr: 1.000e-04, eta: 0:44:11, time: 0.516, data_time: 0.001, memory: 7063, top1_acc: 0.7812, top5_acc: 0.9289, loss_cls: 0.8458, loss: 0.8458, grad_norm: 9.3182 2021-02-04 00:34:20,520 - mmaction - INFO - Epoch [47][400/1345] lr: 1.000e-04, eta: 0:44:01, time: 0.514, data_time: 0.000, memory: 7063, top1_acc: 0.7766, top5_acc: 0.9313, loss_cls: 0.8232, loss: 0.8232, grad_norm: 8.8541 2021-02-04 00:34:30,912 - mmaction - INFO - Epoch [47][420/1345] lr: 1.000e-04, eta: 0:43:50, time: 0.519, data_time: 0.000, memory: 7063, top1_acc: 0.7812, top5_acc: 0.9297, loss_cls: 0.8467, loss: 0.8467, grad_norm: 9.1839 2021-02-04 00:34:41,188 - mmaction - INFO - Epoch [47][440/1345] lr: 1.000e-04, eta: 0:43:40, time: 0.514, data_time: 0.001, memory: 7063, top1_acc: 0.7680, top5_acc: 0.9242, loss_cls: 0.9001, loss: 0.9001, grad_norm: 9.7193 2021-02-04 00:34:51,537 - mmaction - INFO - Epoch [47][460/1345] lr: 1.000e-04, eta: 0:43:29, time: 0.518, data_time: 0.001, memory: 7063, top1_acc: 0.7969, top5_acc: 0.9422, loss_cls: 0.7654, loss: 0.7654, grad_norm: 8.8617 2021-02-04 00:35:01,976 - mmaction - INFO - Epoch [47][480/1345] lr: 1.000e-04, eta: 0:43:18, time: 0.522, data_time: 0.000, memory: 7063, top1_acc: 0.7867, top5_acc: 0.9203, loss_cls: 0.8455, loss: 0.8455, grad_norm: 9.4096 2021-02-04 00:35:12,341 - mmaction - INFO - Epoch [47][500/1345] lr: 1.000e-04, eta: 0:43:08, time: 0.518, data_time: 0.000, memory: 7063, top1_acc: 0.7875, top5_acc: 0.9336, loss_cls: 0.8015, loss: 0.8015, grad_norm: 9.2488 2021-02-04 00:35:22,651 - mmaction - INFO - Epoch [47][520/1345] lr: 1.000e-04, eta: 0:42:57, time: 0.515, data_time: 0.000, memory: 7063, top1_acc: 0.7664, top5_acc: 0.9258, loss_cls: 0.8797, loss: 0.8797, grad_norm: 9.7912 2021-02-04 00:35:32,990 - mmaction - INFO - Epoch [47][540/1345] lr: 1.000e-04, eta: 0:42:46, time: 0.517, data_time: 0.000, memory: 7063, top1_acc: 0.7609, top5_acc: 0.9250, loss_cls: 0.8907, loss: 0.8907, grad_norm: 9.7302 2021-02-04 00:35:43,349 - mmaction - INFO - Epoch [47][560/1345] lr: 1.000e-04, eta: 0:42:36, time: 0.518, data_time: 0.001, memory: 7063, top1_acc: 0.7633, top5_acc: 0.9367, loss_cls: 0.8723, loss: 0.8723, grad_norm: 9.5492 2021-02-04 00:35:53,709 - mmaction - INFO - Epoch [47][580/1345] lr: 1.000e-04, eta: 0:42:25, time: 0.518, data_time: 0.001, memory: 7063, top1_acc: 0.7664, top5_acc: 0.9250, loss_cls: 0.8710, loss: 0.8710, grad_norm: 9.6359 2021-02-04 00:36:04,039 - mmaction - INFO - Epoch [47][600/1345] lr: 1.000e-04, eta: 0:42:14, time: 0.517, data_time: 0.001, memory: 7063, top1_acc: 0.7852, top5_acc: 0.9359, loss_cls: 0.8099, loss: 0.8099, grad_norm: 9.2859 2021-02-04 00:36:14,356 - mmaction - INFO - Epoch [47][620/1345] lr: 1.000e-04, eta: 0:42:04, time: 0.516, data_time: 0.001, memory: 7063, top1_acc: 0.7828, top5_acc: 0.9203, loss_cls: 0.8934, loss: 0.8934, grad_norm: 9.6227 2021-02-04 00:36:24,715 - mmaction - INFO - Epoch [47][640/1345] lr: 1.000e-04, eta: 0:41:53, time: 0.518, data_time: 0.002, memory: 7063, top1_acc: 0.7672, top5_acc: 0.9320, loss_cls: 0.8634, loss: 0.8634, grad_norm: 9.3654 2021-02-04 00:36:35,034 - mmaction - INFO - Epoch [47][660/1345] lr: 1.000e-04, eta: 0:41:43, time: 0.516, data_time: 0.000, memory: 7063, top1_acc: 0.7789, top5_acc: 0.9258, loss_cls: 0.8662, loss: 0.8662, grad_norm: 9.4401 2021-02-04 00:36:45,306 - mmaction - INFO - Epoch [47][680/1345] lr: 1.000e-04, eta: 0:41:32, time: 0.514, data_time: 0.001, memory: 7063, top1_acc: 0.7664, top5_acc: 0.9172, loss_cls: 0.9043, loss: 0.9043, grad_norm: 9.8389 2021-02-04 00:36:55,657 - mmaction - INFO - Epoch [47][700/1345] lr: 1.000e-04, eta: 0:41:21, time: 0.517, data_time: 0.000, memory: 7063, top1_acc: 0.7750, top5_acc: 0.9266, loss_cls: 0.8496, loss: 0.8496, grad_norm: 9.5288 2021-02-04 00:37:05,996 - mmaction - INFO - Epoch [47][720/1345] lr: 1.000e-04, eta: 0:41:11, time: 0.517, data_time: 0.000, memory: 7063, top1_acc: 0.7719, top5_acc: 0.9273, loss_cls: 0.8424, loss: 0.8424, grad_norm: 9.3336 2021-02-04 00:37:16,328 - mmaction - INFO - Epoch [47][740/1345] lr: 1.000e-04, eta: 0:41:00, time: 0.517, data_time: 0.000, memory: 7063, top1_acc: 0.7852, top5_acc: 0.9289, loss_cls: 0.8300, loss: 0.8300, grad_norm: 9.4196 2021-02-04 00:37:26,735 - mmaction - INFO - Epoch [47][760/1345] lr: 1.000e-04, eta: 0:40:49, time: 0.520, data_time: 0.000, memory: 7063, top1_acc: 0.7750, top5_acc: 0.9273, loss_cls: 0.8563, loss: 0.8563, grad_norm: 9.4747 2021-02-04 00:37:37,109 - mmaction - INFO - Epoch [47][780/1345] lr: 1.000e-04, eta: 0:40:39, time: 0.519, data_time: 0.000, memory: 7063, top1_acc: 0.7758, top5_acc: 0.9242, loss_cls: 0.8822, loss: 0.8822, grad_norm: 9.7047 2021-02-04 00:37:47,364 - mmaction - INFO - Epoch [47][800/1345] lr: 1.000e-04, eta: 0:40:28, time: 0.513, data_time: 0.000, memory: 7063, top1_acc: 0.7789, top5_acc: 0.9289, loss_cls: 0.8596, loss: 0.8596, grad_norm: 9.3836 2021-02-04 00:37:57,683 - mmaction - INFO - Epoch [47][820/1345] lr: 1.000e-04, eta: 0:40:18, time: 0.516, data_time: 0.000, memory: 7063, top1_acc: 0.7742, top5_acc: 0.9266, loss_cls: 0.8798, loss: 0.8798, grad_norm: 10.0086 2021-02-04 00:38:07,912 - mmaction - INFO - Epoch [47][840/1345] lr: 1.000e-04, eta: 0:40:07, time: 0.511, data_time: 0.000, memory: 7063, top1_acc: 0.7625, top5_acc: 0.9289, loss_cls: 0.8811, loss: 0.8811, grad_norm: 9.6715 2021-02-04 00:38:18,260 - mmaction - INFO - Epoch [47][860/1345] lr: 1.000e-04, eta: 0:39:56, time: 0.517, data_time: 0.000, memory: 7063, top1_acc: 0.7648, top5_acc: 0.9227, loss_cls: 0.8964, loss: 0.8964, grad_norm: 9.7342 2021-02-04 00:38:28,563 - mmaction - INFO - Epoch [47][880/1345] lr: 1.000e-04, eta: 0:39:46, time: 0.515, data_time: 0.001, memory: 7063, top1_acc: 0.7797, top5_acc: 0.9320, loss_cls: 0.8309, loss: 0.8309, grad_norm: 9.2722 2021-02-04 00:38:38,854 - mmaction - INFO - Epoch [47][900/1345] lr: 1.000e-04, eta: 0:39:35, time: 0.515, data_time: 0.001, memory: 7063, top1_acc: 0.7859, top5_acc: 0.9250, loss_cls: 0.8436, loss: 0.8436, grad_norm: 9.0269 2021-02-04 00:38:49,178 - mmaction - INFO - Epoch [47][920/1345] lr: 1.000e-04, eta: 0:39:24, time: 0.516, data_time: 0.001, memory: 7063, top1_acc: 0.7828, top5_acc: 0.9250, loss_cls: 0.8366, loss: 0.8366, grad_norm: 9.1597 2021-02-04 00:38:59,440 - mmaction - INFO - Epoch [47][940/1345] lr: 1.000e-04, eta: 0:39:14, time: 0.513, data_time: 0.001, memory: 7063, top1_acc: 0.7773, top5_acc: 0.9258, loss_cls: 0.8821, loss: 0.8821, grad_norm: 9.6165 2021-02-04 00:39:09,788 - mmaction - INFO - Epoch [47][960/1345] lr: 1.000e-04, eta: 0:39:03, time: 0.517, data_time: 0.000, memory: 7063, top1_acc: 0.7648, top5_acc: 0.9250, loss_cls: 0.8807, loss: 0.8807, grad_norm: 9.6813 2021-02-04 00:39:20,195 - mmaction - INFO - Epoch [47][980/1345] lr: 1.000e-04, eta: 0:38:53, time: 0.520, data_time: 0.001, memory: 7063, top1_acc: 0.7789, top5_acc: 0.9211, loss_cls: 0.8715, loss: 0.8715, grad_norm: 9.5489 2021-02-04 00:39:30,477 - mmaction - INFO - Epoch [47][1000/1345] lr: 1.000e-04, eta: 0:38:42, time: 0.514, data_time: 0.000, memory: 7063, top1_acc: 0.7781, top5_acc: 0.9297, loss_cls: 0.8425, loss: 0.8425, grad_norm: 9.4558 2021-02-04 00:39:40,846 - mmaction - INFO - Epoch [47][1020/1345] lr: 1.000e-04, eta: 0:38:31, time: 0.518, data_time: 0.001, memory: 7063, top1_acc: 0.7852, top5_acc: 0.9281, loss_cls: 0.8615, loss: 0.8615, grad_norm: 9.6134 2021-02-04 00:39:51,152 - mmaction - INFO - Epoch [47][1040/1345] lr: 1.000e-04, eta: 0:38:21, time: 0.515, data_time: 0.001, memory: 7063, top1_acc: 0.7656, top5_acc: 0.9172, loss_cls: 0.8989, loss: 0.8989, grad_norm: 9.6464 2021-02-04 00:40:01,409 - mmaction - INFO - Epoch [47][1060/1345] lr: 1.000e-04, eta: 0:38:10, time: 0.513, data_time: 0.000, memory: 7063, top1_acc: 0.7477, top5_acc: 0.9125, loss_cls: 0.9410, loss: 0.9410, grad_norm: 9.8511 2021-02-04 00:40:11,961 - mmaction - INFO - Epoch [47][1080/1345] lr: 1.000e-04, eta: 0:37:59, time: 0.528, data_time: 0.004, memory: 7063, top1_acc: 0.7852, top5_acc: 0.9328, loss_cls: 0.8019, loss: 0.8019, grad_norm: 9.3736 2021-02-04 00:40:22,186 - mmaction - INFO - Epoch [47][1100/1345] lr: 1.000e-04, eta: 0:37:49, time: 0.511, data_time: 0.000, memory: 7063, top1_acc: 0.7867, top5_acc: 0.9305, loss_cls: 0.8340, loss: 0.8340, grad_norm: 9.8173 2021-02-04 00:40:32,447 - mmaction - INFO - Epoch [47][1120/1345] lr: 1.000e-04, eta: 0:37:38, time: 0.513, data_time: 0.000, memory: 7063, top1_acc: 0.7688, top5_acc: 0.9250, loss_cls: 0.8672, loss: 0.8672, grad_norm: 9.4131 2021-02-04 00:40:42,770 - mmaction - INFO - Epoch [47][1140/1345] lr: 1.000e-04, eta: 0:37:28, time: 0.516, data_time: 0.001, memory: 7063, top1_acc: 0.7867, top5_acc: 0.9359, loss_cls: 0.8292, loss: 0.8292, grad_norm: 9.3588 2021-02-04 00:40:53,015 - mmaction - INFO - Epoch [47][1160/1345] lr: 1.000e-04, eta: 0:37:17, time: 0.512, data_time: 0.001, memory: 7063, top1_acc: 0.7742, top5_acc: 0.9266, loss_cls: 0.8680, loss: 0.8680, grad_norm: 9.6135 2021-02-04 00:41:03,343 - mmaction - INFO - Epoch [47][1180/1345] lr: 1.000e-04, eta: 0:37:06, time: 0.516, data_time: 0.001, memory: 7063, top1_acc: 0.7797, top5_acc: 0.9336, loss_cls: 0.8499, loss: 0.8499, grad_norm: 9.4704 2021-02-04 00:41:13,608 - mmaction - INFO - Epoch [47][1200/1345] lr: 1.000e-04, eta: 0:36:56, time: 0.514, data_time: 0.001, memory: 7063, top1_acc: 0.7695, top5_acc: 0.9273, loss_cls: 0.8803, loss: 0.8803, grad_norm: 9.6823 2021-02-04 00:41:23,886 - mmaction - INFO - Epoch [47][1220/1345] lr: 1.000e-04, eta: 0:36:45, time: 0.514, data_time: 0.000, memory: 7063, top1_acc: 0.7930, top5_acc: 0.9391, loss_cls: 0.8017, loss: 0.8017, grad_norm: 9.1939 2021-02-04 00:41:34,295 - mmaction - INFO - Epoch [47][1240/1345] lr: 1.000e-04, eta: 0:36:34, time: 0.520, data_time: 0.000, memory: 7063, top1_acc: 0.7742, top5_acc: 0.9180, loss_cls: 0.8755, loss: 0.8755, grad_norm: 9.5547 2021-02-04 00:41:44,531 - mmaction - INFO - Epoch [47][1260/1345] lr: 1.000e-04, eta: 0:36:24, time: 0.512, data_time: 0.000, memory: 7063, top1_acc: 0.7719, top5_acc: 0.9289, loss_cls: 0.8871, loss: 0.8871, grad_norm: 9.5086 2021-02-04 00:41:54,753 - mmaction - INFO - Epoch [47][1280/1345] lr: 1.000e-04, eta: 0:36:13, time: 0.511, data_time: 0.001, memory: 7063, top1_acc: 0.7719, top5_acc: 0.9180, loss_cls: 0.8708, loss: 0.8708, grad_norm: 9.9300 2021-02-04 00:42:05,076 - mmaction - INFO - Epoch [47][1300/1345] lr: 1.000e-04, eta: 0:36:03, time: 0.517, data_time: 0.001, memory: 7063, top1_acc: 0.7617, top5_acc: 0.9273, loss_cls: 0.8933, loss: 0.8933, grad_norm: 9.5369 2021-02-04 00:42:15,446 - mmaction - INFO - Epoch [47][1320/1345] lr: 1.000e-04, eta: 0:35:52, time: 0.518, data_time: 0.000, memory: 7063, top1_acc: 0.7664, top5_acc: 0.9242, loss_cls: 0.8904, loss: 0.8904, grad_norm: 9.5247 2021-02-04 00:42:25,686 - mmaction - INFO - Epoch [47][1340/1345] lr: 1.000e-04, eta: 0:35:41, time: 0.512, data_time: 0.001, memory: 7063, top1_acc: 0.7953, top5_acc: 0.9266, loss_cls: 0.8052, loss: 0.8052, grad_norm: 9.0683 2021-02-04 00:42:28,538 - mmaction - INFO - Saving checkpoint at 47 epochs 2021-02-04 00:42:55,793 - mmaction - INFO - Epoch [48][20/1345] lr: 1.000e-04, eta: 0:35:29, time: 1.347, data_time: 0.835, memory: 7063, top1_acc: 0.7781, top5_acc: 0.9234, loss_cls: 0.8573, loss: 0.8573, grad_norm: 9.2747 2021-02-04 00:43:06,020 - mmaction - INFO - Epoch [48][40/1345] lr: 1.000e-04, eta: 0:35:18, time: 0.511, data_time: 0.000, memory: 7063, top1_acc: 0.8055, top5_acc: 0.9445, loss_cls: 0.7568, loss: 0.7568, grad_norm: 9.2417 2021-02-04 00:43:16,273 - mmaction - INFO - Epoch [48][60/1345] lr: 1.000e-04, eta: 0:35:08, time: 0.513, data_time: 0.001, memory: 7063, top1_acc: 0.7859, top5_acc: 0.9375, loss_cls: 0.8407, loss: 0.8407, grad_norm: 9.5445 2021-02-04 00:43:26,606 - mmaction - INFO - Epoch [48][80/1345] lr: 1.000e-04, eta: 0:34:57, time: 0.517, data_time: 0.000, memory: 7063, top1_acc: 0.7773, top5_acc: 0.9313, loss_cls: 0.8684, loss: 0.8684, grad_norm: 9.8889 2021-02-04 00:43:36,861 - mmaction - INFO - Epoch [48][100/1345] lr: 1.000e-04, eta: 0:34:46, time: 0.513, data_time: 0.000, memory: 7063, top1_acc: 0.8000, top5_acc: 0.9375, loss_cls: 0.7967, loss: 0.7967, grad_norm: 9.1101 2021-02-04 00:43:47,197 - mmaction - INFO - Epoch [48][120/1345] lr: 1.000e-04, eta: 0:34:36, time: 0.517, data_time: 0.001, memory: 7063, top1_acc: 0.7695, top5_acc: 0.9273, loss_cls: 0.8580, loss: 0.8580, grad_norm: 9.5118 2021-02-04 00:43:57,568 - mmaction - INFO - Epoch [48][140/1345] lr: 1.000e-04, eta: 0:34:25, time: 0.518, data_time: 0.000, memory: 7063, top1_acc: 0.7562, top5_acc: 0.9313, loss_cls: 0.8839, loss: 0.8839, grad_norm: 10.0625 2021-02-04 00:44:07,884 - mmaction - INFO - Epoch [48][160/1345] lr: 1.000e-04, eta: 0:34:15, time: 0.516, data_time: 0.001, memory: 7063, top1_acc: 0.7719, top5_acc: 0.9320, loss_cls: 0.8351, loss: 0.8351, grad_norm: 9.4995 2021-02-04 00:44:18,246 - mmaction - INFO - Epoch [48][180/1345] lr: 1.000e-04, eta: 0:34:04, time: 0.518, data_time: 0.000, memory: 7063, top1_acc: 0.7820, top5_acc: 0.9430, loss_cls: 0.7998, loss: 0.7998, grad_norm: 9.3490 2021-02-04 00:44:28,678 - mmaction - INFO - Epoch [48][200/1345] lr: 1.000e-04, eta: 0:33:53, time: 0.522, data_time: 0.000, memory: 7063, top1_acc: 0.7828, top5_acc: 0.9281, loss_cls: 0.8489, loss: 0.8489, grad_norm: 9.6534 2021-02-04 00:44:38,949 - mmaction - INFO - Epoch [48][220/1345] lr: 1.000e-04, eta: 0:33:43, time: 0.513, data_time: 0.000, memory: 7063, top1_acc: 0.7766, top5_acc: 0.9359, loss_cls: 0.8266, loss: 0.8266, grad_norm: 9.5186 2021-02-04 00:44:49,286 - mmaction - INFO - Epoch [48][240/1345] lr: 1.000e-04, eta: 0:33:32, time: 0.517, data_time: 0.000, memory: 7063, top1_acc: 0.7719, top5_acc: 0.9219, loss_cls: 0.8738, loss: 0.8738, grad_norm: 9.5033 2021-02-04 00:44:59,616 - mmaction - INFO - Epoch [48][260/1345] lr: 1.000e-04, eta: 0:33:21, time: 0.517, data_time: 0.001, memory: 7063, top1_acc: 0.7609, top5_acc: 0.9102, loss_cls: 0.9101, loss: 0.9101, grad_norm: 9.6253 2021-02-04 00:45:10,033 - mmaction - INFO - Epoch [48][280/1345] lr: 1.000e-04, eta: 0:33:11, time: 0.520, data_time: 0.000, memory: 7063, top1_acc: 0.7547, top5_acc: 0.9320, loss_cls: 0.8867, loss: 0.8867, grad_norm: 9.8829 2021-02-04 00:45:20,391 - mmaction - INFO - Epoch [48][300/1345] lr: 1.000e-04, eta: 0:33:00, time: 0.518, data_time: 0.001, memory: 7063, top1_acc: 0.7852, top5_acc: 0.9219, loss_cls: 0.8652, loss: 0.8652, grad_norm: 9.5729 2021-02-04 00:45:30,729 - mmaction - INFO - Epoch [48][320/1345] lr: 1.000e-04, eta: 0:32:50, time: 0.517, data_time: 0.000, memory: 7063, top1_acc: 0.7914, top5_acc: 0.9320, loss_cls: 0.8148, loss: 0.8148, grad_norm: 9.1846 2021-02-04 00:45:41,090 - mmaction - INFO - Epoch [48][340/1345] lr: 1.000e-04, eta: 0:32:39, time: 0.518, data_time: 0.000, memory: 7063, top1_acc: 0.7734, top5_acc: 0.9250, loss_cls: 0.8606, loss: 0.8606, grad_norm: 9.5013 2021-02-04 00:45:51,404 - mmaction - INFO - Epoch [48][360/1345] lr: 1.000e-04, eta: 0:32:28, time: 0.516, data_time: 0.001, memory: 7063, top1_acc: 0.7906, top5_acc: 0.9289, loss_cls: 0.8044, loss: 0.8044, grad_norm: 9.3524 2021-02-04 00:46:01,833 - mmaction - INFO - Epoch [48][380/1345] lr: 1.000e-04, eta: 0:32:18, time: 0.521, data_time: 0.000, memory: 7063, top1_acc: 0.7703, top5_acc: 0.9187, loss_cls: 0.8867, loss: 0.8867, grad_norm: 9.5537 2021-02-04 00:46:12,144 - mmaction - INFO - Epoch [48][400/1345] lr: 1.000e-04, eta: 0:32:07, time: 0.515, data_time: 0.001, memory: 7063, top1_acc: 0.7805, top5_acc: 0.9219, loss_cls: 0.8491, loss: 0.8491, grad_norm: 9.6560 2021-02-04 00:46:22,569 - mmaction - INFO - Epoch [48][420/1345] lr: 1.000e-04, eta: 0:31:57, time: 0.521, data_time: 0.001, memory: 7063, top1_acc: 0.7828, top5_acc: 0.9328, loss_cls: 0.8275, loss: 0.8275, grad_norm: 9.5438 2021-02-04 00:46:32,925 - mmaction - INFO - Epoch [48][440/1345] lr: 1.000e-04, eta: 0:31:46, time: 0.518, data_time: 0.001, memory: 7063, top1_acc: 0.7977, top5_acc: 0.9281, loss_cls: 0.8217, loss: 0.8217, grad_norm: 9.2642 2021-02-04 00:46:43,312 - mmaction - INFO - Epoch [48][460/1345] lr: 1.000e-04, eta: 0:31:35, time: 0.520, data_time: 0.001, memory: 7063, top1_acc: 0.7703, top5_acc: 0.9172, loss_cls: 0.8985, loss: 0.8985, grad_norm: 9.6762 2021-02-04 00:46:53,672 - mmaction - INFO - Epoch [48][480/1345] lr: 1.000e-04, eta: 0:31:25, time: 0.518, data_time: 0.000, memory: 7063, top1_acc: 0.7609, top5_acc: 0.9227, loss_cls: 0.8946, loss: 0.8946, grad_norm: 9.8176 2021-02-04 00:47:04,038 - mmaction - INFO - Epoch [48][500/1345] lr: 1.000e-04, eta: 0:31:14, time: 0.518, data_time: 0.000, memory: 7063, top1_acc: 0.7852, top5_acc: 0.9383, loss_cls: 0.8178, loss: 0.8178, grad_norm: 9.3314 2021-02-04 00:47:14,439 - mmaction - INFO - Epoch [48][520/1345] lr: 1.000e-04, eta: 0:31:03, time: 0.520, data_time: 0.000, memory: 7063, top1_acc: 0.7633, top5_acc: 0.9242, loss_cls: 0.8655, loss: 0.8655, grad_norm: 9.6747 2021-02-04 00:47:24,731 - mmaction - INFO - Epoch [48][540/1345] lr: 1.000e-04, eta: 0:30:53, time: 0.515, data_time: 0.001, memory: 7063, top1_acc: 0.7922, top5_acc: 0.9266, loss_cls: 0.8176, loss: 0.8176, grad_norm: 9.3017 2021-02-04 00:47:35,192 - mmaction - INFO - Epoch [48][560/1345] lr: 1.000e-04, eta: 0:30:42, time: 0.523, data_time: 0.001, memory: 7063, top1_acc: 0.7773, top5_acc: 0.9281, loss_cls: 0.8420, loss: 0.8420, grad_norm: 9.5984 2021-02-04 00:47:45,529 - mmaction - INFO - Epoch [48][580/1345] lr: 1.000e-04, eta: 0:30:32, time: 0.517, data_time: 0.001, memory: 7063, top1_acc: 0.7742, top5_acc: 0.9219, loss_cls: 0.8862, loss: 0.8862, grad_norm: 9.4813 2021-02-04 00:47:56,046 - mmaction - INFO - Epoch [48][600/1345] lr: 1.000e-04, eta: 0:30:21, time: 0.526, data_time: 0.001, memory: 7063, top1_acc: 0.7719, top5_acc: 0.9297, loss_cls: 0.8981, loss: 0.8981, grad_norm: 9.6768 2021-02-04 00:48:06,390 - mmaction - INFO - Epoch [48][620/1345] lr: 1.000e-04, eta: 0:30:10, time: 0.518, data_time: 0.001, memory: 7063, top1_acc: 0.7625, top5_acc: 0.9344, loss_cls: 0.8831, loss: 0.8831, grad_norm: 9.6269 2021-02-04 00:48:16,717 - mmaction - INFO - Epoch [48][640/1345] lr: 1.000e-04, eta: 0:30:00, time: 0.516, data_time: 0.000, memory: 7063, top1_acc: 0.7805, top5_acc: 0.9281, loss_cls: 0.8432, loss: 0.8432, grad_norm: 9.3614 2021-02-04 00:48:27,106 - mmaction - INFO - Epoch [48][660/1345] lr: 1.000e-04, eta: 0:29:49, time: 0.519, data_time: 0.000, memory: 7063, top1_acc: 0.7914, top5_acc: 0.9297, loss_cls: 0.8349, loss: 0.8349, grad_norm: 9.3530 2021-02-04 00:48:37,417 - mmaction - INFO - Epoch [48][680/1345] lr: 1.000e-04, eta: 0:29:38, time: 0.516, data_time: 0.001, memory: 7063, top1_acc: 0.7664, top5_acc: 0.9227, loss_cls: 0.9336, loss: 0.9336, grad_norm: 10.1011 2021-02-04 00:48:47,652 - mmaction - INFO - Epoch [48][700/1345] lr: 1.000e-04, eta: 0:29:28, time: 0.512, data_time: 0.000, memory: 7063, top1_acc: 0.7766, top5_acc: 0.9336, loss_cls: 0.8406, loss: 0.8406, grad_norm: 9.5391 2021-02-04 00:48:57,958 - mmaction - INFO - Epoch [48][720/1345] lr: 1.000e-04, eta: 0:29:17, time: 0.515, data_time: 0.000, memory: 7063, top1_acc: 0.7703, top5_acc: 0.9406, loss_cls: 0.8370, loss: 0.8370, grad_norm: 9.5485 2021-02-04 00:49:08,442 - mmaction - INFO - Epoch [48][740/1345] lr: 1.000e-04, eta: 0:29:07, time: 0.524, data_time: 0.000, memory: 7063, top1_acc: 0.7711, top5_acc: 0.9273, loss_cls: 0.8495, loss: 0.8495, grad_norm: 9.2963 2021-02-04 00:49:18,715 - mmaction - INFO - Epoch [48][760/1345] lr: 1.000e-04, eta: 0:28:56, time: 0.513, data_time: 0.000, memory: 7063, top1_acc: 0.7836, top5_acc: 0.9289, loss_cls: 0.8441, loss: 0.8441, grad_norm: 9.2909 2021-02-04 00:49:29,122 - mmaction - INFO - Epoch [48][780/1345] lr: 1.000e-04, eta: 0:28:45, time: 0.521, data_time: 0.001, memory: 7063, top1_acc: 0.7734, top5_acc: 0.9398, loss_cls: 0.8173, loss: 0.8173, grad_norm: 9.4943 2021-02-04 00:49:39,533 - mmaction - INFO - Epoch [48][800/1345] lr: 1.000e-04, eta: 0:28:35, time: 0.520, data_time: 0.000, memory: 7063, top1_acc: 0.7648, top5_acc: 0.9258, loss_cls: 0.8832, loss: 0.8832, grad_norm: 9.7353 2021-02-04 00:49:49,826 - mmaction - INFO - Epoch [48][820/1345] lr: 1.000e-04, eta: 0:28:24, time: 0.515, data_time: 0.001, memory: 7063, top1_acc: 0.7781, top5_acc: 0.9273, loss_cls: 0.8926, loss: 0.8926, grad_norm: 9.5927 2021-02-04 00:50:00,057 - mmaction - INFO - Epoch [48][840/1345] lr: 1.000e-04, eta: 0:28:14, time: 0.511, data_time: 0.001, memory: 7063, top1_acc: 0.7641, top5_acc: 0.9313, loss_cls: 0.8858, loss: 0.8858, grad_norm: 9.7563 2021-02-04 00:50:10,294 - mmaction - INFO - Epoch [48][860/1345] lr: 1.000e-04, eta: 0:28:03, time: 0.512, data_time: 0.001, memory: 7063, top1_acc: 0.7875, top5_acc: 0.9289, loss_cls: 0.8120, loss: 0.8120, grad_norm: 9.4418 2021-02-04 00:50:20,573 - mmaction - INFO - Epoch [48][880/1345] lr: 1.000e-04, eta: 0:27:52, time: 0.513, data_time: 0.000, memory: 7063, top1_acc: 0.7812, top5_acc: 0.9352, loss_cls: 0.8467, loss: 0.8467, grad_norm: 9.3379 2021-02-04 00:50:30,796 - mmaction - INFO - Epoch [48][900/1345] lr: 1.000e-04, eta: 0:27:42, time: 0.511, data_time: 0.001, memory: 7063, top1_acc: 0.7969, top5_acc: 0.9367, loss_cls: 0.7989, loss: 0.7989, grad_norm: 9.3128 2021-02-04 00:50:41,035 - mmaction - INFO - Epoch [48][920/1345] lr: 1.000e-04, eta: 0:27:31, time: 0.512, data_time: 0.001, memory: 7063, top1_acc: 0.7836, top5_acc: 0.9266, loss_cls: 0.8495, loss: 0.8495, grad_norm: 9.7178 2021-02-04 00:50:51,374 - mmaction - INFO - Epoch [48][940/1345] lr: 1.000e-04, eta: 0:27:20, time: 0.517, data_time: 0.000, memory: 7063, top1_acc: 0.7875, top5_acc: 0.9313, loss_cls: 0.8128, loss: 0.8128, grad_norm: 9.1440 2021-02-04 00:51:01,603 - mmaction - INFO - Epoch [48][960/1345] lr: 1.000e-04, eta: 0:27:10, time: 0.511, data_time: 0.000, memory: 7063, top1_acc: 0.7727, top5_acc: 0.9234, loss_cls: 0.8611, loss: 0.8611, grad_norm: 9.7054 2021-02-04 00:51:11,861 - mmaction - INFO - Epoch [48][980/1345] lr: 1.000e-04, eta: 0:26:59, time: 0.513, data_time: 0.001, memory: 7063, top1_acc: 0.7992, top5_acc: 0.9359, loss_cls: 0.7957, loss: 0.7957, grad_norm: 9.4738 2021-02-04 00:51:22,144 - mmaction - INFO - Epoch [48][1000/1345] lr: 1.000e-04, eta: 0:26:49, time: 0.514, data_time: 0.000, memory: 7063, top1_acc: 0.7695, top5_acc: 0.9352, loss_cls: 0.8630, loss: 0.8630, grad_norm: 9.9542 2021-02-04 00:51:32,422 - mmaction - INFO - Epoch [48][1020/1345] lr: 1.000e-04, eta: 0:26:38, time: 0.514, data_time: 0.001, memory: 7063, top1_acc: 0.7641, top5_acc: 0.9305, loss_cls: 0.8530, loss: 0.8530, grad_norm: 9.6338 2021-02-04 00:51:42,653 - mmaction - INFO - Epoch [48][1040/1345] lr: 1.000e-04, eta: 0:26:27, time: 0.511, data_time: 0.001, memory: 7063, top1_acc: 0.7820, top5_acc: 0.9219, loss_cls: 0.8915, loss: 0.8915, grad_norm: 9.5592 2021-02-04 00:51:52,903 - mmaction - INFO - Epoch [48][1060/1345] lr: 1.000e-04, eta: 0:26:17, time: 0.513, data_time: 0.001, memory: 7063, top1_acc: 0.7562, top5_acc: 0.9258, loss_cls: 0.9338, loss: 0.9338, grad_norm: 10.2066 2021-02-04 00:52:03,146 - mmaction - INFO - Epoch [48][1080/1345] lr: 1.000e-04, eta: 0:26:06, time: 0.512, data_time: 0.000, memory: 7063, top1_acc: 0.7930, top5_acc: 0.9336, loss_cls: 0.8154, loss: 0.8154, grad_norm: 9.4520 2021-02-04 00:52:13,389 - mmaction - INFO - Epoch [48][1100/1345] lr: 1.000e-04, eta: 0:25:55, time: 0.512, data_time: 0.000, memory: 7063, top1_acc: 0.7906, top5_acc: 0.9344, loss_cls: 0.8296, loss: 0.8296, grad_norm: 9.3016 2021-02-04 00:52:23,627 - mmaction - INFO - Epoch [48][1120/1345] lr: 1.000e-04, eta: 0:25:45, time: 0.512, data_time: 0.001, memory: 7063, top1_acc: 0.7789, top5_acc: 0.9289, loss_cls: 0.8419, loss: 0.8419, grad_norm: 9.5329 2021-02-04 00:52:33,976 - mmaction - INFO - Epoch [48][1140/1345] lr: 1.000e-04, eta: 0:25:34, time: 0.517, data_time: 0.001, memory: 7063, top1_acc: 0.7859, top5_acc: 0.9320, loss_cls: 0.8144, loss: 0.8144, grad_norm: 9.4074 2021-02-04 00:52:44,353 - mmaction - INFO - Epoch [48][1160/1345] lr: 1.000e-04, eta: 0:25:24, time: 0.519, data_time: 0.000, memory: 7063, top1_acc: 0.7797, top5_acc: 0.9414, loss_cls: 0.8038, loss: 0.8038, grad_norm: 9.5131 2021-02-04 00:52:54,645 - mmaction - INFO - Epoch [48][1180/1345] lr: 1.000e-04, eta: 0:25:13, time: 0.515, data_time: 0.001, memory: 7063, top1_acc: 0.7758, top5_acc: 0.9305, loss_cls: 0.8500, loss: 0.8500, grad_norm: 9.7194 2021-02-04 00:53:04,902 - mmaction - INFO - Epoch [48][1200/1345] lr: 1.000e-04, eta: 0:25:02, time: 0.513, data_time: 0.000, memory: 7063, top1_acc: 0.7797, top5_acc: 0.9266, loss_cls: 0.8320, loss: 0.8320, grad_norm: 9.2319 2021-02-04 00:53:15,252 - mmaction - INFO - Epoch [48][1220/1345] lr: 1.000e-04, eta: 0:24:52, time: 0.518, data_time: 0.001, memory: 7063, top1_acc: 0.7984, top5_acc: 0.9328, loss_cls: 0.8000, loss: 0.8000, grad_norm: 9.1259 2021-02-04 00:53:25,589 - mmaction - INFO - Epoch [48][1240/1345] lr: 1.000e-04, eta: 0:24:41, time: 0.517, data_time: 0.000, memory: 7063, top1_acc: 0.7688, top5_acc: 0.9164, loss_cls: 0.9134, loss: 0.9134, grad_norm: 9.6902 2021-02-04 00:53:35,875 - mmaction - INFO - Epoch [48][1260/1345] lr: 1.000e-04, eta: 0:24:31, time: 0.514, data_time: 0.000, memory: 7063, top1_acc: 0.7688, top5_acc: 0.9156, loss_cls: 0.8742, loss: 0.8742, grad_norm: 9.5135 2021-02-04 00:53:46,284 - mmaction - INFO - Epoch [48][1280/1345] lr: 1.000e-04, eta: 0:24:20, time: 0.520, data_time: 0.001, memory: 7063, top1_acc: 0.7875, top5_acc: 0.9367, loss_cls: 0.8124, loss: 0.8124, grad_norm: 9.1692 2021-02-04 00:53:56,530 - mmaction - INFO - Epoch [48][1300/1345] lr: 1.000e-04, eta: 0:24:09, time: 0.512, data_time: 0.001, memory: 7063, top1_acc: 0.7758, top5_acc: 0.9211, loss_cls: 0.8687, loss: 0.8687, grad_norm: 9.4068 2021-02-04 00:54:06,764 - mmaction - INFO - Epoch [48][1320/1345] lr: 1.000e-04, eta: 0:23:59, time: 0.511, data_time: 0.000, memory: 7063, top1_acc: 0.7812, top5_acc: 0.9180, loss_cls: 0.8584, loss: 0.8584, grad_norm: 9.4460 2021-02-04 00:54:17,000 - mmaction - INFO - Epoch [48][1340/1345] lr: 1.000e-04, eta: 0:23:48, time: 0.512, data_time: 0.001, memory: 7063, top1_acc: 0.7578, top5_acc: 0.9172, loss_cls: 0.9224, loss: 0.9224, grad_norm: 9.8469 2021-02-04 00:54:19,775 - mmaction - INFO - Saving checkpoint at 48 epochs 2021-02-04 00:54:58,025 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-02-04 00:54:58,199 - mmaction - INFO - top1_acc 0.4517 top5_acc 0.7487 2021-02-04 00:54:58,199 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-02-04 00:54:58,212 - mmaction - INFO - mean_acc 0.4108 2021-02-04 00:54:58,218 - mmaction - INFO - Epoch(val) [48][1345] top1_acc: 0.4517, top5_acc: 0.7487, mean_class_accuracy: 0.4108 2021-02-04 00:55:30,426 - mmaction - INFO - Epoch [49][20/1345] lr: 1.000e-04, eta: 0:23:36, time: 1.610, data_time: 1.030, memory: 7063, top1_acc: 0.7828, top5_acc: 0.9344, loss_cls: 0.8419, loss: 0.8419, grad_norm: 9.6251 2021-02-04 00:55:40,740 - mmaction - INFO - Epoch [49][40/1345] lr: 1.000e-04, eta: 0:23:25, time: 0.516, data_time: 0.004, memory: 7063, top1_acc: 0.7641, top5_acc: 0.9313, loss_cls: 0.8961, loss: 0.8961, grad_norm: 9.8006 2021-02-04 00:55:51,005 - mmaction - INFO - Epoch [49][60/1345] lr: 1.000e-04, eta: 0:23:14, time: 0.513, data_time: 0.001, memory: 7063, top1_acc: 0.7852, top5_acc: 0.9289, loss_cls: 0.8326, loss: 0.8326, grad_norm: 9.3334 2021-02-04 00:56:01,266 - mmaction - INFO - Epoch [49][80/1345] lr: 1.000e-04, eta: 0:23:04, time: 0.513, data_time: 0.001, memory: 7063, top1_acc: 0.7703, top5_acc: 0.9211, loss_cls: 0.9132, loss: 0.9132, grad_norm: 9.8808 2021-02-04 00:56:11,505 - mmaction - INFO - Epoch [49][100/1345] lr: 1.000e-04, eta: 0:22:53, time: 0.512, data_time: 0.000, memory: 7063, top1_acc: 0.7766, top5_acc: 0.9352, loss_cls: 0.8311, loss: 0.8311, grad_norm: 9.5193 2021-02-04 00:56:21,834 - mmaction - INFO - Epoch [49][120/1345] lr: 1.000e-04, eta: 0:22:43, time: 0.516, data_time: 0.001, memory: 7063, top1_acc: 0.7633, top5_acc: 0.9141, loss_cls: 0.8914, loss: 0.8914, grad_norm: 9.5074 2021-02-04 00:56:32,056 - mmaction - INFO - Epoch [49][140/1345] lr: 1.000e-04, eta: 0:22:32, time: 0.512, data_time: 0.001, memory: 7063, top1_acc: 0.7773, top5_acc: 0.9250, loss_cls: 0.8610, loss: 0.8610, grad_norm: 9.7046 2021-02-04 00:56:42,347 - mmaction - INFO - Epoch [49][160/1345] lr: 1.000e-04, eta: 0:22:21, time: 0.514, data_time: 0.000, memory: 7063, top1_acc: 0.7969, top5_acc: 0.9367, loss_cls: 0.8070, loss: 0.8070, grad_norm: 9.5276 2021-02-04 00:56:52,682 - mmaction - INFO - Epoch [49][180/1345] lr: 1.000e-04, eta: 0:22:11, time: 0.517, data_time: 0.001, memory: 7063, top1_acc: 0.7750, top5_acc: 0.9211, loss_cls: 0.8776, loss: 0.8776, grad_norm: 9.5839 2021-02-04 00:57:03,105 - mmaction - INFO - Epoch [49][200/1345] lr: 1.000e-04, eta: 0:22:00, time: 0.521, data_time: 0.001, memory: 7063, top1_acc: 0.7859, top5_acc: 0.9219, loss_cls: 0.8640, loss: 0.8640, grad_norm: 9.6902 2021-02-04 00:57:13,331 - mmaction - INFO - Epoch [49][220/1345] lr: 1.000e-04, eta: 0:21:49, time: 0.512, data_time: 0.001, memory: 7063, top1_acc: 0.7758, top5_acc: 0.9359, loss_cls: 0.8333, loss: 0.8333, grad_norm: 9.6952 2021-02-04 00:57:23,758 - mmaction - INFO - Epoch [49][240/1345] lr: 1.000e-04, eta: 0:21:39, time: 0.521, data_time: 0.000, memory: 7063, top1_acc: 0.7828, top5_acc: 0.9398, loss_cls: 0.8368, loss: 0.8368, grad_norm: 9.8532 2021-02-04 00:57:34,088 - mmaction - INFO - Epoch [49][260/1345] lr: 1.000e-04, eta: 0:21:28, time: 0.516, data_time: 0.001, memory: 7063, top1_acc: 0.7844, top5_acc: 0.9414, loss_cls: 0.8106, loss: 0.8106, grad_norm: 9.3261 2021-02-04 00:57:44,561 - mmaction - INFO - Epoch [49][280/1345] lr: 1.000e-04, eta: 0:21:18, time: 0.524, data_time: 0.001, memory: 7063, top1_acc: 0.7789, top5_acc: 0.9320, loss_cls: 0.8162, loss: 0.8162, grad_norm: 9.3563 2021-02-04 00:57:54,858 - mmaction - INFO - Epoch [49][300/1345] lr: 1.000e-04, eta: 0:21:07, time: 0.515, data_time: 0.001, memory: 7063, top1_acc: 0.7828, top5_acc: 0.9297, loss_cls: 0.8530, loss: 0.8530, grad_norm: 9.3953 2021-02-04 00:58:05,254 - mmaction - INFO - Epoch [49][320/1345] lr: 1.000e-04, eta: 0:20:56, time: 0.520, data_time: 0.001, memory: 7063, top1_acc: 0.7758, top5_acc: 0.9289, loss_cls: 0.8357, loss: 0.8357, grad_norm: 9.6162 2021-02-04 00:58:15,683 - mmaction - INFO - Epoch [49][340/1345] lr: 1.000e-04, eta: 0:20:46, time: 0.521, data_time: 0.000, memory: 7063, top1_acc: 0.7758, top5_acc: 0.9359, loss_cls: 0.7899, loss: 0.7899, grad_norm: 9.2168 2021-02-04 00:58:25,990 - mmaction - INFO - Epoch [49][360/1345] lr: 1.000e-04, eta: 0:20:35, time: 0.515, data_time: 0.001, memory: 7063, top1_acc: 0.7930, top5_acc: 0.9352, loss_cls: 0.7858, loss: 0.7858, grad_norm: 9.1705 2021-02-04 00:58:36,501 - mmaction - INFO - Epoch [49][380/1345] lr: 1.000e-04, eta: 0:20:25, time: 0.526, data_time: 0.000, memory: 7063, top1_acc: 0.7836, top5_acc: 0.9367, loss_cls: 0.8173, loss: 0.8173, grad_norm: 9.4759 2021-02-04 00:58:46,724 - mmaction - INFO - Epoch [49][400/1345] lr: 1.000e-04, eta: 0:20:14, time: 0.511, data_time: 0.000, memory: 7063, top1_acc: 0.7641, top5_acc: 0.9297, loss_cls: 0.8768, loss: 0.8768, grad_norm: 9.7743 2021-02-04 00:58:57,038 - mmaction - INFO - Epoch [49][420/1345] lr: 1.000e-04, eta: 0:20:03, time: 0.515, data_time: 0.000, memory: 7063, top1_acc: 0.7875, top5_acc: 0.9406, loss_cls: 0.8247, loss: 0.8247, grad_norm: 9.5782 2021-02-04 00:59:07,361 - mmaction - INFO - Epoch [49][440/1345] lr: 1.000e-04, eta: 0:19:53, time: 0.516, data_time: 0.001, memory: 7063, top1_acc: 0.7711, top5_acc: 0.9344, loss_cls: 0.8383, loss: 0.8383, grad_norm: 9.6839 2021-02-04 00:59:17,708 - mmaction - INFO - Epoch [49][460/1345] lr: 1.000e-04, eta: 0:19:42, time: 0.517, data_time: 0.001, memory: 7063, top1_acc: 0.7984, top5_acc: 0.9422, loss_cls: 0.7643, loss: 0.7643, grad_norm: 9.2679 2021-02-04 00:59:28,028 - mmaction - INFO - Epoch [49][480/1345] lr: 1.000e-04, eta: 0:19:31, time: 0.516, data_time: 0.001, memory: 7063, top1_acc: 0.7719, top5_acc: 0.9219, loss_cls: 0.8666, loss: 0.8666, grad_norm: 9.5165 2021-02-04 00:59:38,351 - mmaction - INFO - Epoch [49][500/1345] lr: 1.000e-04, eta: 0:19:21, time: 0.516, data_time: 0.000, memory: 7063, top1_acc: 0.7844, top5_acc: 0.9383, loss_cls: 0.8244, loss: 0.8244, grad_norm: 9.6323 2021-02-04 00:59:48,602 - mmaction - INFO - Epoch [49][520/1345] lr: 1.000e-04, eta: 0:19:10, time: 0.513, data_time: 0.000, memory: 7063, top1_acc: 0.8039, top5_acc: 0.9461, loss_cls: 0.7531, loss: 0.7531, grad_norm: 9.2585 2021-02-04 00:59:58,939 - mmaction - INFO - Epoch [49][540/1345] lr: 1.000e-04, eta: 0:19:00, time: 0.516, data_time: 0.000, memory: 7063, top1_acc: 0.7891, top5_acc: 0.9258, loss_cls: 0.8507, loss: 0.8507, grad_norm: 9.2614 2021-02-04 01:00:09,328 - mmaction - INFO - Epoch [49][560/1345] lr: 1.000e-04, eta: 0:18:49, time: 0.519, data_time: 0.001, memory: 7063, top1_acc: 0.7773, top5_acc: 0.9328, loss_cls: 0.8433, loss: 0.8433, grad_norm: 9.6352 2021-02-04 01:00:19,660 - mmaction - INFO - Epoch [49][580/1345] lr: 1.000e-04, eta: 0:18:38, time: 0.517, data_time: 0.001, memory: 7063, top1_acc: 0.7828, top5_acc: 0.9328, loss_cls: 0.8294, loss: 0.8294, grad_norm: 9.5275 2021-02-04 01:00:30,047 - mmaction - INFO - Epoch [49][600/1345] lr: 1.000e-04, eta: 0:18:28, time: 0.520, data_time: 0.001, memory: 7063, top1_acc: 0.8055, top5_acc: 0.9391, loss_cls: 0.7669, loss: 0.7669, grad_norm: 9.2413 2021-02-04 01:00:40,404 - mmaction - INFO - Epoch [49][620/1345] lr: 1.000e-04, eta: 0:18:17, time: 0.518, data_time: 0.000, memory: 7063, top1_acc: 0.7773, top5_acc: 0.9250, loss_cls: 0.8537, loss: 0.8537, grad_norm: 9.7153 2021-02-04 01:00:50,743 - mmaction - INFO - Epoch [49][640/1345] lr: 1.000e-04, eta: 0:18:07, time: 0.517, data_time: 0.000, memory: 7063, top1_acc: 0.7641, top5_acc: 0.9211, loss_cls: 0.8994, loss: 0.8994, grad_norm: 9.8136 2021-02-04 01:01:01,146 - mmaction - INFO - Epoch [49][660/1345] lr: 1.000e-04, eta: 0:17:56, time: 0.520, data_time: 0.001, memory: 7063, top1_acc: 0.7867, top5_acc: 0.9352, loss_cls: 0.8222, loss: 0.8222, grad_norm: 9.6363 2021-02-04 01:01:11,557 - mmaction - INFO - Epoch [49][680/1345] lr: 1.000e-04, eta: 0:17:45, time: 0.520, data_time: 0.000, memory: 7063, top1_acc: 0.7703, top5_acc: 0.9187, loss_cls: 0.9051, loss: 0.9051, grad_norm: 9.9725 2021-02-04 01:01:21,862 - mmaction - INFO - Epoch [49][700/1345] lr: 1.000e-04, eta: 0:17:35, time: 0.516, data_time: 0.001, memory: 7063, top1_acc: 0.7742, top5_acc: 0.9250, loss_cls: 0.8799, loss: 0.8799, grad_norm: 9.5289 2021-02-04 01:01:32,192 - mmaction - INFO - Epoch [49][720/1345] lr: 1.000e-04, eta: 0:17:24, time: 0.516, data_time: 0.000, memory: 7063, top1_acc: 0.7734, top5_acc: 0.9320, loss_cls: 0.8658, loss: 0.8658, grad_norm: 9.6917 2021-02-04 01:01:42,530 - mmaction - INFO - Epoch [49][740/1345] lr: 1.000e-04, eta: 0:17:13, time: 0.517, data_time: 0.001, memory: 7063, top1_acc: 0.7828, top5_acc: 0.9328, loss_cls: 0.8415, loss: 0.8415, grad_norm: 9.5758 2021-02-04 01:01:52,839 - mmaction - INFO - Epoch [49][760/1345] lr: 1.000e-04, eta: 0:17:03, time: 0.515, data_time: 0.000, memory: 7063, top1_acc: 0.7570, top5_acc: 0.9203, loss_cls: 0.9219, loss: 0.9219, grad_norm: 9.8381 2021-02-04 01:02:03,137 - mmaction - INFO - Epoch [49][780/1345] lr: 1.000e-04, eta: 0:16:52, time: 0.515, data_time: 0.001, memory: 7063, top1_acc: 0.7594, top5_acc: 0.9227, loss_cls: 0.8927, loss: 0.8927, grad_norm: 9.8356 2021-02-04 01:02:13,483 - mmaction - INFO - Epoch [49][800/1345] lr: 1.000e-04, eta: 0:16:42, time: 0.517, data_time: 0.001, memory: 7063, top1_acc: 0.8063, top5_acc: 0.9406, loss_cls: 0.7718, loss: 0.7718, grad_norm: 9.3629 2021-02-04 01:02:23,786 - mmaction - INFO - Epoch [49][820/1345] lr: 1.000e-04, eta: 0:16:31, time: 0.515, data_time: 0.000, memory: 7063, top1_acc: 0.7641, top5_acc: 0.9211, loss_cls: 0.9226, loss: 0.9226, grad_norm: 10.1589 2021-02-04 01:02:34,199 - mmaction - INFO - Epoch [49][840/1345] lr: 1.000e-04, eta: 0:16:20, time: 0.521, data_time: 0.001, memory: 7063, top1_acc: 0.7977, top5_acc: 0.9383, loss_cls: 0.7814, loss: 0.7814, grad_norm: 9.3491 2021-02-04 01:02:44,622 - mmaction - INFO - Epoch [49][860/1345] lr: 1.000e-04, eta: 0:16:10, time: 0.521, data_time: 0.000, memory: 7063, top1_acc: 0.7711, top5_acc: 0.9227, loss_cls: 0.8750, loss: 0.8750, grad_norm: 9.4993 2021-02-04 01:02:54,965 - mmaction - INFO - Epoch [49][880/1345] lr: 1.000e-04, eta: 0:15:59, time: 0.518, data_time: 0.001, memory: 7063, top1_acc: 0.7844, top5_acc: 0.9344, loss_cls: 0.8255, loss: 0.8255, grad_norm: 9.5503 2021-02-04 01:03:05,281 - mmaction - INFO - Epoch [49][900/1345] lr: 1.000e-04, eta: 0:15:49, time: 0.515, data_time: 0.000, memory: 7063, top1_acc: 0.7695, top5_acc: 0.9242, loss_cls: 0.8576, loss: 0.8576, grad_norm: 9.6150 2021-02-04 01:03:15,599 - mmaction - INFO - Epoch [49][920/1345] lr: 1.000e-04, eta: 0:15:38, time: 0.516, data_time: 0.001, memory: 7063, top1_acc: 0.7805, top5_acc: 0.9289, loss_cls: 0.8324, loss: 0.8324, grad_norm: 9.5162 2021-02-04 01:03:26,011 - mmaction - INFO - Epoch [49][940/1345] lr: 1.000e-04, eta: 0:15:27, time: 0.520, data_time: 0.001, memory: 7063, top1_acc: 0.7633, top5_acc: 0.9164, loss_cls: 0.9207, loss: 0.9207, grad_norm: 9.9980 2021-02-04 01:03:36,296 - mmaction - INFO - Epoch [49][960/1345] lr: 1.000e-04, eta: 0:15:17, time: 0.515, data_time: 0.001, memory: 7063, top1_acc: 0.7789, top5_acc: 0.9313, loss_cls: 0.8359, loss: 0.8359, grad_norm: 9.5914 2021-02-04 01:03:46,663 - mmaction - INFO - Epoch [49][980/1345] lr: 1.000e-04, eta: 0:15:06, time: 0.518, data_time: 0.001, memory: 7063, top1_acc: 0.7750, top5_acc: 0.9289, loss_cls: 0.8311, loss: 0.8311, grad_norm: 9.3929 2021-02-04 01:03:57,222 - mmaction - INFO - Epoch [49][1000/1345] lr: 1.000e-04, eta: 0:14:56, time: 0.528, data_time: 0.001, memory: 7063, top1_acc: 0.7805, top5_acc: 0.9281, loss_cls: 0.8471, loss: 0.8471, grad_norm: 9.5353 2021-02-04 01:04:07,658 - mmaction - INFO - Epoch [49][1020/1345] lr: 1.000e-04, eta: 0:14:45, time: 0.522, data_time: 0.001, memory: 7063, top1_acc: 0.7898, top5_acc: 0.9305, loss_cls: 0.8154, loss: 0.8154, grad_norm: 9.5553 2021-02-04 01:04:17,969 - mmaction - INFO - Epoch [49][1040/1345] lr: 1.000e-04, eta: 0:14:34, time: 0.516, data_time: 0.001, memory: 7063, top1_acc: 0.7633, top5_acc: 0.9242, loss_cls: 0.8877, loss: 0.8877, grad_norm: 9.8465 2021-02-04 01:04:28,412 - mmaction - INFO - Epoch [49][1060/1345] lr: 1.000e-04, eta: 0:14:24, time: 0.522, data_time: 0.000, memory: 7063, top1_acc: 0.7703, top5_acc: 0.9242, loss_cls: 0.8708, loss: 0.8708, grad_norm: 9.5721 2021-02-04 01:04:38,712 - mmaction - INFO - Epoch [49][1080/1345] lr: 1.000e-04, eta: 0:14:13, time: 0.515, data_time: 0.000, memory: 7063, top1_acc: 0.7812, top5_acc: 0.9219, loss_cls: 0.8714, loss: 0.8714, grad_norm: 9.5622 2021-02-04 01:04:49,000 - mmaction - INFO - Epoch [49][1100/1345] lr: 1.000e-04, eta: 0:14:02, time: 0.514, data_time: 0.001, memory: 7063, top1_acc: 0.7844, top5_acc: 0.9375, loss_cls: 0.7902, loss: 0.7902, grad_norm: 9.0588 2021-02-04 01:04:59,358 - mmaction - INFO - Epoch [49][1120/1345] lr: 1.000e-04, eta: 0:13:52, time: 0.518, data_time: 0.001, memory: 7063, top1_acc: 0.7734, top5_acc: 0.9352, loss_cls: 0.8042, loss: 0.8042, grad_norm: 9.5519 2021-02-04 01:05:09,810 - mmaction - INFO - Epoch [49][1140/1345] lr: 1.000e-04, eta: 0:13:41, time: 0.522, data_time: 0.000, memory: 7063, top1_acc: 0.7742, top5_acc: 0.9203, loss_cls: 0.8545, loss: 0.8545, grad_norm: 9.6234 2021-02-04 01:05:20,145 - mmaction - INFO - Epoch [49][1160/1345] lr: 1.000e-04, eta: 0:13:31, time: 0.517, data_time: 0.001, memory: 7063, top1_acc: 0.7820, top5_acc: 0.9320, loss_cls: 0.8220, loss: 0.8220, grad_norm: 9.5962 2021-02-04 01:05:30,434 - mmaction - INFO - Epoch [49][1180/1345] lr: 1.000e-04, eta: 0:13:20, time: 0.515, data_time: 0.001, memory: 7063, top1_acc: 0.7789, top5_acc: 0.9375, loss_cls: 0.8401, loss: 0.8401, grad_norm: 9.2732 2021-02-04 01:05:40,717 - mmaction - INFO - Epoch [49][1200/1345] lr: 1.000e-04, eta: 0:13:09, time: 0.514, data_time: 0.000, memory: 7063, top1_acc: 0.7695, top5_acc: 0.9305, loss_cls: 0.8581, loss: 0.8581, grad_norm: 9.5096 2021-02-04 01:05:51,064 - mmaction - INFO - Epoch [49][1220/1345] lr: 1.000e-04, eta: 0:12:59, time: 0.518, data_time: 0.001, memory: 7063, top1_acc: 0.7906, top5_acc: 0.9273, loss_cls: 0.8424, loss: 0.8424, grad_norm: 9.7235 2021-02-04 01:06:01,316 - mmaction - INFO - Epoch [49][1240/1345] lr: 1.000e-04, eta: 0:12:48, time: 0.513, data_time: 0.000, memory: 7063, top1_acc: 0.7781, top5_acc: 0.9227, loss_cls: 0.8575, loss: 0.8575, grad_norm: 9.7201 2021-02-04 01:06:11,745 - mmaction - INFO - Epoch [49][1260/1345] lr: 1.000e-04, eta: 0:12:38, time: 0.521, data_time: 0.000, memory: 7063, top1_acc: 0.7750, top5_acc: 0.9273, loss_cls: 0.8453, loss: 0.8453, grad_norm: 10.0702 2021-02-04 01:06:22,014 - mmaction - INFO - Epoch [49][1280/1345] lr: 1.000e-04, eta: 0:12:27, time: 0.513, data_time: 0.000, memory: 7063, top1_acc: 0.7937, top5_acc: 0.9320, loss_cls: 0.8256, loss: 0.8256, grad_norm: 9.6627 2021-02-04 01:06:32,458 - mmaction - INFO - Epoch [49][1300/1345] lr: 1.000e-04, eta: 0:12:16, time: 0.522, data_time: 0.000, memory: 7063, top1_acc: 0.7539, top5_acc: 0.9109, loss_cls: 0.9387, loss: 0.9387, grad_norm: 10.0025 2021-02-04 01:06:42,794 - mmaction - INFO - Epoch [49][1320/1345] lr: 1.000e-04, eta: 0:12:06, time: 0.517, data_time: 0.001, memory: 7063, top1_acc: 0.7578, top5_acc: 0.9250, loss_cls: 0.8801, loss: 0.8801, grad_norm: 10.0877 2021-02-04 01:06:53,131 - mmaction - INFO - Epoch [49][1340/1345] lr: 1.000e-04, eta: 0:11:55, time: 0.517, data_time: 0.000, memory: 7063, top1_acc: 0.7906, top5_acc: 0.9266, loss_cls: 0.8229, loss: 0.8229, grad_norm: 9.4333 2021-02-04 01:06:56,082 - mmaction - INFO - Saving checkpoint at 49 epochs 2021-02-04 01:07:22,562 - mmaction - INFO - Epoch [50][20/1345] lr: 1.000e-04, eta: 0:11:42, time: 1.276, data_time: 0.758, memory: 7063, top1_acc: 0.7852, top5_acc: 0.9234, loss_cls: 0.8549, loss: 0.8549, grad_norm: 9.3061 2021-02-04 01:07:32,863 - mmaction - INFO - Epoch [50][40/1345] lr: 1.000e-04, eta: 0:11:32, time: 0.515, data_time: 0.005, memory: 7063, top1_acc: 0.7680, top5_acc: 0.9187, loss_cls: 0.8729, loss: 0.8729, grad_norm: 9.7268 2021-02-04 01:07:43,079 - mmaction - INFO - Epoch [50][60/1345] lr: 1.000e-04, eta: 0:11:21, time: 0.511, data_time: 0.001, memory: 7063, top1_acc: 0.7914, top5_acc: 0.9430, loss_cls: 0.7936, loss: 0.7936, grad_norm: 9.0940 2021-02-04 01:07:53,341 - mmaction - INFO - Epoch [50][80/1345] lr: 1.000e-04, eta: 0:11:10, time: 0.513, data_time: 0.000, memory: 7063, top1_acc: 0.7750, top5_acc: 0.9195, loss_cls: 0.8721, loss: 0.8721, grad_norm: 9.6831 2021-02-04 01:08:03,704 - mmaction - INFO - Epoch [50][100/1345] lr: 1.000e-04, eta: 0:11:00, time: 0.518, data_time: 0.000, memory: 7063, top1_acc: 0.7805, top5_acc: 0.9227, loss_cls: 0.8552, loss: 0.8552, grad_norm: 9.7833 2021-02-04 01:08:14,025 - mmaction - INFO - Epoch [50][120/1345] lr: 1.000e-04, eta: 0:10:49, time: 0.516, data_time: 0.001, memory: 7063, top1_acc: 0.7609, top5_acc: 0.9195, loss_cls: 0.9361, loss: 0.9361, grad_norm: 10.1805 2021-02-04 01:08:24,353 - mmaction - INFO - Epoch [50][140/1345] lr: 1.000e-04, eta: 0:10:38, time: 0.516, data_time: 0.000, memory: 7063, top1_acc: 0.7875, top5_acc: 0.9352, loss_cls: 0.8252, loss: 0.8252, grad_norm: 9.4155 2021-02-04 01:08:34,735 - mmaction - INFO - Epoch [50][160/1345] lr: 1.000e-04, eta: 0:10:28, time: 0.519, data_time: 0.000, memory: 7063, top1_acc: 0.7891, top5_acc: 0.9320, loss_cls: 0.7942, loss: 0.7942, grad_norm: 9.4077 2021-02-04 01:08:45,097 - mmaction - INFO - Epoch [50][180/1345] lr: 1.000e-04, eta: 0:10:17, time: 0.518, data_time: 0.001, memory: 7063, top1_acc: 0.7875, top5_acc: 0.9297, loss_cls: 0.8223, loss: 0.8223, grad_norm: 9.4712 2021-02-04 01:08:55,458 - mmaction - INFO - Epoch [50][200/1345] lr: 1.000e-04, eta: 0:10:07, time: 0.518, data_time: 0.000, memory: 7063, top1_acc: 0.7797, top5_acc: 0.9320, loss_cls: 0.8417, loss: 0.8417, grad_norm: 9.5047 2021-02-04 01:09:05,936 - mmaction - INFO - Epoch [50][220/1345] lr: 1.000e-04, eta: 0:09:56, time: 0.524, data_time: 0.001, memory: 7063, top1_acc: 0.7688, top5_acc: 0.9281, loss_cls: 0.8738, loss: 0.8738, grad_norm: 9.7977 2021-02-04 01:09:16,301 - mmaction - INFO - Epoch [50][240/1345] lr: 1.000e-04, eta: 0:09:45, time: 0.518, data_time: 0.000, memory: 7063, top1_acc: 0.7695, top5_acc: 0.9242, loss_cls: 0.8720, loss: 0.8720, grad_norm: 9.6143 2021-02-04 01:09:26,665 - mmaction - INFO - Epoch [50][260/1345] lr: 1.000e-04, eta: 0:09:35, time: 0.518, data_time: 0.001, memory: 7063, top1_acc: 0.7672, top5_acc: 0.9203, loss_cls: 0.8915, loss: 0.8915, grad_norm: 9.8131 2021-02-04 01:09:37,067 - mmaction - INFO - Epoch [50][280/1345] lr: 1.000e-04, eta: 0:09:24, time: 0.520, data_time: 0.001, memory: 7063, top1_acc: 0.7805, top5_acc: 0.9289, loss_cls: 0.8425, loss: 0.8425, grad_norm: 9.2825 2021-02-04 01:09:47,443 - mmaction - INFO - Epoch [50][300/1345] lr: 1.000e-04, eta: 0:09:14, time: 0.518, data_time: 0.000, memory: 7063, top1_acc: 0.7438, top5_acc: 0.9141, loss_cls: 0.9605, loss: 0.9605, grad_norm: 10.1392 2021-02-04 01:09:57,788 - mmaction - INFO - Epoch [50][320/1345] lr: 1.000e-04, eta: 0:09:03, time: 0.518, data_time: 0.001, memory: 7063, top1_acc: 0.7828, top5_acc: 0.9398, loss_cls: 0.7912, loss: 0.7912, grad_norm: 9.4874 2021-02-04 01:10:08,281 - mmaction - INFO - Epoch [50][340/1345] lr: 1.000e-04, eta: 0:08:52, time: 0.525, data_time: 0.000, memory: 7063, top1_acc: 0.7812, top5_acc: 0.9336, loss_cls: 0.8457, loss: 0.8457, grad_norm: 9.7829 2021-02-04 01:10:18,541 - mmaction - INFO - Epoch [50][360/1345] lr: 1.000e-04, eta: 0:08:42, time: 0.513, data_time: 0.000, memory: 7063, top1_acc: 0.7484, top5_acc: 0.9242, loss_cls: 0.9130, loss: 0.9130, grad_norm: 9.9644 2021-02-04 01:10:28,944 - mmaction - INFO - Epoch [50][380/1345] lr: 1.000e-04, eta: 0:08:31, time: 0.520, data_time: 0.000, memory: 7063, top1_acc: 0.7812, top5_acc: 0.9297, loss_cls: 0.8466, loss: 0.8466, grad_norm: 9.4799 2021-02-04 01:10:39,367 - mmaction - INFO - Epoch [50][400/1345] lr: 1.000e-04, eta: 0:08:21, time: 0.521, data_time: 0.000, memory: 7063, top1_acc: 0.7641, top5_acc: 0.9242, loss_cls: 0.9161, loss: 0.9161, grad_norm: 10.0663 2021-02-04 01:10:49,733 - mmaction - INFO - Epoch [50][420/1345] lr: 1.000e-04, eta: 0:08:10, time: 0.519, data_time: 0.001, memory: 7063, top1_acc: 0.7836, top5_acc: 0.9344, loss_cls: 0.8462, loss: 0.8462, grad_norm: 9.7069 2021-02-04 01:11:00,049 - mmaction - INFO - Epoch [50][440/1345] lr: 1.000e-04, eta: 0:07:59, time: 0.515, data_time: 0.000, memory: 7063, top1_acc: 0.7883, top5_acc: 0.9273, loss_cls: 0.8412, loss: 0.8412, grad_norm: 9.4287 2021-02-04 01:11:10,340 - mmaction - INFO - Epoch [50][460/1345] lr: 1.000e-04, eta: 0:07:49, time: 0.515, data_time: 0.001, memory: 7063, top1_acc: 0.7906, top5_acc: 0.9367, loss_cls: 0.8083, loss: 0.8083, grad_norm: 9.3653 2021-02-04 01:11:20,814 - mmaction - INFO - Epoch [50][480/1345] lr: 1.000e-04, eta: 0:07:38, time: 0.523, data_time: 0.001, memory: 7063, top1_acc: 0.7758, top5_acc: 0.9328, loss_cls: 0.8354, loss: 0.8354, grad_norm: 9.5468 2021-02-04 01:11:31,125 - mmaction - INFO - Epoch [50][500/1345] lr: 1.000e-04, eta: 0:07:28, time: 0.516, data_time: 0.001, memory: 7063, top1_acc: 0.8008, top5_acc: 0.9391, loss_cls: 0.7644, loss: 0.7644, grad_norm: 9.5232 2021-02-04 01:11:41,488 - mmaction - INFO - Epoch [50][520/1345] lr: 1.000e-04, eta: 0:07:17, time: 0.518, data_time: 0.000, memory: 7063, top1_acc: 0.7562, top5_acc: 0.9203, loss_cls: 0.9158, loss: 0.9158, grad_norm: 10.1992 2021-02-04 01:11:51,846 - mmaction - INFO - Epoch [50][540/1345] lr: 1.000e-04, eta: 0:07:06, time: 0.518, data_time: 0.001, memory: 7063, top1_acc: 0.7688, top5_acc: 0.9203, loss_cls: 0.8945, loss: 0.8945, grad_norm: 9.6759 2021-02-04 01:12:02,212 - mmaction - INFO - Epoch [50][560/1345] lr: 1.000e-04, eta: 0:06:56, time: 0.518, data_time: 0.001, memory: 7063, top1_acc: 0.7758, top5_acc: 0.9289, loss_cls: 0.8600, loss: 0.8600, grad_norm: 9.7425 2021-02-04 01:12:12,579 - mmaction - INFO - Epoch [50][580/1345] lr: 1.000e-04, eta: 0:06:45, time: 0.518, data_time: 0.000, memory: 7063, top1_acc: 0.7711, top5_acc: 0.9344, loss_cls: 0.8537, loss: 0.8537, grad_norm: 9.5370 2021-02-04 01:12:22,960 - mmaction - INFO - Epoch [50][600/1345] lr: 1.000e-04, eta: 0:06:34, time: 0.519, data_time: 0.001, memory: 7063, top1_acc: 0.7898, top5_acc: 0.9414, loss_cls: 0.7798, loss: 0.7798, grad_norm: 9.2423 2021-02-04 01:12:33,335 - mmaction - INFO - Epoch [50][620/1345] lr: 1.000e-04, eta: 0:06:24, time: 0.519, data_time: 0.001, memory: 7063, top1_acc: 0.7727, top5_acc: 0.9266, loss_cls: 0.8746, loss: 0.8746, grad_norm: 9.8113 2021-02-04 01:12:43,825 - mmaction - INFO - Epoch [50][640/1345] lr: 1.000e-04, eta: 0:06:13, time: 0.525, data_time: 0.001, memory: 7063, top1_acc: 0.7703, top5_acc: 0.9219, loss_cls: 0.8600, loss: 0.8600, grad_norm: 9.7213 2021-02-04 01:12:54,258 - mmaction - INFO - Epoch [50][660/1345] lr: 1.000e-04, eta: 0:06:03, time: 0.521, data_time: 0.000, memory: 7063, top1_acc: 0.7695, top5_acc: 0.9344, loss_cls: 0.8407, loss: 0.8407, grad_norm: 9.9649 2021-02-04 01:13:04,655 - mmaction - INFO - Epoch [50][680/1345] lr: 1.000e-04, eta: 0:05:52, time: 0.520, data_time: 0.001, memory: 7063, top1_acc: 0.7883, top5_acc: 0.9180, loss_cls: 0.8856, loss: 0.8856, grad_norm: 9.8128 2021-02-04 01:13:14,964 - mmaction - INFO - Epoch [50][700/1345] lr: 1.000e-04, eta: 0:05:41, time: 0.515, data_time: 0.000, memory: 7063, top1_acc: 0.7773, top5_acc: 0.9320, loss_cls: 0.8603, loss: 0.8603, grad_norm: 9.8688 2021-02-04 01:13:25,293 - mmaction - INFO - Epoch [50][720/1345] lr: 1.000e-04, eta: 0:05:31, time: 0.517, data_time: 0.001, memory: 7063, top1_acc: 0.7914, top5_acc: 0.9289, loss_cls: 0.8168, loss: 0.8168, grad_norm: 9.4318 2021-02-04 01:13:35,730 - mmaction - INFO - Epoch [50][740/1345] lr: 1.000e-04, eta: 0:05:20, time: 0.522, data_time: 0.000, memory: 7063, top1_acc: 0.7859, top5_acc: 0.9297, loss_cls: 0.8245, loss: 0.8245, grad_norm: 9.3115 2021-02-04 01:13:46,123 - mmaction - INFO - Epoch [50][760/1345] lr: 1.000e-04, eta: 0:05:10, time: 0.519, data_time: 0.000, memory: 7063, top1_acc: 0.7828, top5_acc: 0.9297, loss_cls: 0.8514, loss: 0.8514, grad_norm: 9.7328 2021-02-04 01:13:56,449 - mmaction - INFO - Epoch [50][780/1345] lr: 1.000e-04, eta: 0:04:59, time: 0.517, data_time: 0.001, memory: 7063, top1_acc: 0.7883, top5_acc: 0.9336, loss_cls: 0.8062, loss: 0.8062, grad_norm: 9.6015 2021-02-04 01:14:06,902 - mmaction - INFO - Epoch [50][800/1345] lr: 1.000e-04, eta: 0:04:48, time: 0.523, data_time: 0.001, memory: 7063, top1_acc: 0.7727, top5_acc: 0.9242, loss_cls: 0.8717, loss: 0.8717, grad_norm: 9.7494 2021-02-04 01:14:17,245 - mmaction - INFO - Epoch [50][820/1345] lr: 1.000e-04, eta: 0:04:38, time: 0.517, data_time: 0.001, memory: 7063, top1_acc: 0.7648, top5_acc: 0.9109, loss_cls: 0.9200, loss: 0.9200, grad_norm: 9.7730 2021-02-04 01:14:27,632 - mmaction - INFO - Epoch [50][840/1345] lr: 1.000e-04, eta: 0:04:27, time: 0.520, data_time: 0.001, memory: 7063, top1_acc: 0.8031, top5_acc: 0.9297, loss_cls: 0.8120, loss: 0.8120, grad_norm: 9.4611 2021-02-04 01:14:37,990 - mmaction - INFO - Epoch [50][860/1345] lr: 1.000e-04, eta: 0:04:17, time: 0.518, data_time: 0.001, memory: 7063, top1_acc: 0.7695, top5_acc: 0.9187, loss_cls: 0.8969, loss: 0.8969, grad_norm: 9.6165 2021-02-04 01:14:48,288 - mmaction - INFO - Epoch [50][880/1345] lr: 1.000e-04, eta: 0:04:06, time: 0.515, data_time: 0.000, memory: 7063, top1_acc: 0.7844, top5_acc: 0.9430, loss_cls: 0.8118, loss: 0.8118, grad_norm: 9.9813 2021-02-04 01:14:58,649 - mmaction - INFO - Epoch [50][900/1345] lr: 1.000e-04, eta: 0:03:55, time: 0.518, data_time: 0.000, memory: 7063, top1_acc: 0.7742, top5_acc: 0.9297, loss_cls: 0.8477, loss: 0.8477, grad_norm: 9.7652 2021-02-04 01:15:08,971 - mmaction - INFO - Epoch [50][920/1345] lr: 1.000e-04, eta: 0:03:45, time: 0.516, data_time: 0.001, memory: 7063, top1_acc: 0.7617, top5_acc: 0.9180, loss_cls: 0.9203, loss: 0.9203, grad_norm: 10.1103 2021-02-04 01:15:19,246 - mmaction - INFO - Epoch [50][940/1345] lr: 1.000e-04, eta: 0:03:34, time: 0.514, data_time: 0.001, memory: 7063, top1_acc: 0.7688, top5_acc: 0.9156, loss_cls: 0.8848, loss: 0.8848, grad_norm: 9.5734 2021-02-04 01:15:29,655 - mmaction - INFO - Epoch [50][960/1345] lr: 1.000e-04, eta: 0:03:24, time: 0.521, data_time: 0.001, memory: 7063, top1_acc: 0.7758, top5_acc: 0.9313, loss_cls: 0.8584, loss: 0.8584, grad_norm: 9.5958 2021-02-04 01:15:39,891 - mmaction - INFO - Epoch [50][980/1345] lr: 1.000e-04, eta: 0:03:13, time: 0.511, data_time: 0.000, memory: 7063, top1_acc: 0.7805, top5_acc: 0.9383, loss_cls: 0.7985, loss: 0.7985, grad_norm: 9.5496 2021-02-04 01:15:50,205 - mmaction - INFO - Epoch [50][1000/1345] lr: 1.000e-04, eta: 0:03:02, time: 0.516, data_time: 0.001, memory: 7063, top1_acc: 0.7961, top5_acc: 0.9313, loss_cls: 0.8127, loss: 0.8127, grad_norm: 9.4278 2021-02-04 01:16:00,580 - mmaction - INFO - Epoch [50][1020/1345] lr: 1.000e-04, eta: 0:02:52, time: 0.519, data_time: 0.001, memory: 7063, top1_acc: 0.7625, top5_acc: 0.9320, loss_cls: 0.8895, loss: 0.8895, grad_norm: 9.9044 2021-02-04 01:16:10,833 - mmaction - INFO - Epoch [50][1040/1345] lr: 1.000e-04, eta: 0:02:41, time: 0.513, data_time: 0.001, memory: 7063, top1_acc: 0.7914, top5_acc: 0.9414, loss_cls: 0.8144, loss: 0.8144, grad_norm: 9.8221 2021-02-04 01:16:21,154 - mmaction - INFO - Epoch [50][1060/1345] lr: 1.000e-04, eta: 0:02:31, time: 0.516, data_time: 0.000, memory: 7063, top1_acc: 0.8047, top5_acc: 0.9383, loss_cls: 0.7629, loss: 0.7629, grad_norm: 9.0412 2021-02-04 01:16:31,405 - mmaction - INFO - Epoch [50][1080/1345] lr: 1.000e-04, eta: 0:02:20, time: 0.512, data_time: 0.000, memory: 7063, top1_acc: 0.7617, top5_acc: 0.9234, loss_cls: 0.8786, loss: 0.8786, grad_norm: 10.0155 2021-02-04 01:16:41,677 - mmaction - INFO - Epoch [50][1100/1345] lr: 1.000e-04, eta: 0:02:09, time: 0.514, data_time: 0.000, memory: 7063, top1_acc: 0.7836, top5_acc: 0.9258, loss_cls: 0.8555, loss: 0.8555, grad_norm: 9.4137 2021-02-04 01:16:51,978 - mmaction - INFO - Epoch [50][1120/1345] lr: 1.000e-04, eta: 0:01:59, time: 0.515, data_time: 0.000, memory: 7063, top1_acc: 0.7562, top5_acc: 0.9187, loss_cls: 0.8890, loss: 0.8890, grad_norm: 9.9861 2021-02-04 01:17:02,375 - mmaction - INFO - Epoch [50][1140/1345] lr: 1.000e-04, eta: 0:01:48, time: 0.520, data_time: 0.000, memory: 7063, top1_acc: 0.7945, top5_acc: 0.9414, loss_cls: 0.7907, loss: 0.7907, grad_norm: 9.5691 2021-02-04 01:17:12,677 - mmaction - INFO - Epoch [50][1160/1345] lr: 1.000e-04, eta: 0:01:38, time: 0.515, data_time: 0.000, memory: 7063, top1_acc: 0.7711, top5_acc: 0.9328, loss_cls: 0.8657, loss: 0.8657, grad_norm: 9.6959 2021-02-04 01:17:22,916 - mmaction - INFO - Epoch [50][1180/1345] lr: 1.000e-04, eta: 0:01:27, time: 0.512, data_time: 0.000, memory: 7063, top1_acc: 0.7844, top5_acc: 0.9336, loss_cls: 0.8158, loss: 0.8158, grad_norm: 9.7272 2021-02-04 01:17:33,170 - mmaction - INFO - Epoch [50][1200/1345] lr: 1.000e-04, eta: 0:01:16, time: 0.513, data_time: 0.000, memory: 7063, top1_acc: 0.7852, top5_acc: 0.9305, loss_cls: 0.8280, loss: 0.8280, grad_norm: 9.5650 2021-02-04 01:17:43,392 - mmaction - INFO - Epoch [50][1220/1345] lr: 1.000e-04, eta: 0:01:06, time: 0.511, data_time: 0.001, memory: 7063, top1_acc: 0.8016, top5_acc: 0.9375, loss_cls: 0.8060, loss: 0.8060, grad_norm: 9.3980 2021-02-04 01:17:53,668 - mmaction - INFO - Epoch [50][1240/1345] lr: 1.000e-04, eta: 0:00:55, time: 0.514, data_time: 0.001, memory: 7063, top1_acc: 0.7766, top5_acc: 0.9266, loss_cls: 0.8494, loss: 0.8494, grad_norm: 9.3296 2021-02-04 01:18:03,981 - mmaction - INFO - Epoch [50][1260/1345] lr: 1.000e-04, eta: 0:00:45, time: 0.516, data_time: 0.000, memory: 7063, top1_acc: 0.7820, top5_acc: 0.9266, loss_cls: 0.8570, loss: 0.8570, grad_norm: 9.5816 2021-02-04 01:18:14,240 - mmaction - INFO - Epoch [50][1280/1345] lr: 1.000e-04, eta: 0:00:34, time: 0.513, data_time: 0.001, memory: 7063, top1_acc: 0.7977, top5_acc: 0.9414, loss_cls: 0.7765, loss: 0.7765, grad_norm: 9.4100 2021-02-04 01:18:24,557 - mmaction - INFO - Epoch [50][1300/1345] lr: 1.000e-04, eta: 0:00:23, time: 0.515, data_time: 0.000, memory: 7063, top1_acc: 0.7789, top5_acc: 0.9211, loss_cls: 0.8627, loss: 0.8627, grad_norm: 9.7567 2021-02-04 01:18:34,793 - mmaction - INFO - Epoch [50][1320/1345] lr: 1.000e-04, eta: 0:00:13, time: 0.512, data_time: 0.001, memory: 7063, top1_acc: 0.7867, top5_acc: 0.9375, loss_cls: 0.8102, loss: 0.8102, grad_norm: 9.2549 2021-02-04 01:18:45,303 - mmaction - INFO - Epoch [50][1340/1345] lr: 1.000e-04, eta: 0:00:02, time: 0.525, data_time: 0.000, memory: 7063, top1_acc: 0.7703, top5_acc: 0.9258, loss_cls: 0.8686, loss: 0.8686, grad_norm: 9.6765 2021-02-04 01:18:48,149 - mmaction - INFO - Saving checkpoint at 50 epochs 2021-02-04 01:19:26,322 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-02-04 01:19:26,647 - mmaction - INFO - top1_acc 0.4495 top5_acc 0.7479 2021-02-04 01:19:26,647 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-02-04 01:19:26,679 - mmaction - INFO - mean_acc 0.4077 2021-02-04 01:19:26,692 - mmaction - INFO - Epoch(val) [50][1345] top1_acc: 0.4495, top5_acc: 0.7479, mean_class_accuracy: 0.4077