2021-03-11 16:26:36,827 - mmaction - INFO - Environment info: ------------------------------------------------------------ sys.platform: linux Python: 3.7.6 (default, Jan 8 2020, 19:59:22) [GCC 7.3.0] CUDA available: True GPU 0,1,2,3,4,5,6,7: GeForce GTX 1080 Ti CUDA_HOME: /mnt/lustre/share/polaris/dep/cuda-9.0-cudnn7.6.5 NVCC: Cuda compilation tools, release 9.0, V9.0.176 GCC: gcc (GCC) 5.4.0 PyTorch: 1.5.0 PyTorch compiling details: PyTorch built with: - GCC 5.4 - C++ Version: 201402 - Intel(R) Math Kernel Library Version 2020.0.1 Product Build 20200208 for Intel(R) 64 architecture applications - Intel(R) MKL-DNN v0.21.1 (Git Hash 912ce228837d1ce28e1a61806118835de03f5751) - OpenMP 201307 (a.k.a. OpenMP 4.0) - NNPACK is enabled - CPU capability usage: AVX2 - CUDA Runtime 9.0 - NVCC architecture flags: -gencode;arch=compute_52,code=sm_52;-gencode;arch=compute_60,code=sm_60;-gencode;arch=compute_61,code=sm_61;-gencode;arch=compute_70,code=sm_70;-gencode;arch=compute_70,code=compute_70 - CuDNN 7.6.5 - Magma 2.5.0 - Build settings: BLAS=MKL, BUILD_TYPE=Release, CXX_FLAGS= -Wno-deprecated -fvisibility-inlines-hidden -fopenmp -DNDEBUG -DUSE_FBGEMM -DUSE_QNNPACK -DUSE_PYTORCH_QNNPACK -DUSE_XNNPACK -DUSE_INTERNAL_THREADPOOL_IMPL -O2 -fPIC -Wno-narrowing -Wall -Wextra -Werror=return-type -Wno-missing-field-initializers -Wno-type-limits -Wno-array-bounds -Wno-unknown-pragmas -Wno-sign-compare -Wno-unused-parameter -Wno-unused-variable -Wno-unused-function -Wno-unused-result -Wno-strict-overflow -Wno-strict-aliasing -Wno-error=deprecated-declarations -Wno-error=pedantic -Wno-error=redundant-decls -Wno-error=old-style-cast -fdiagnostics-color=always -Wno-unused-but-set-variable -Wno-maybe-uninitialized -fno-math-errno -fno-trapping-math -Werror=format, PERF_WITH_AVX=1, PERF_WITH_AVX2=1, PERF_WITH_AVX512=1, USE_CUDA=ON, USE_EXCEPTION_PTR=1, USE_GFLAGS=OFF, USE_GLOG=OFF, USE_MKL=ON, USE_MKLDNN=ON, USE_MPI=ON, USE_NCCL=ON, USE_NNPACK=ON, USE_OPENMP=ON, USE_STATIC_DISPATCH=OFF, TorchVision: 0.6.0 OpenCV: 4.2.0 MMCV: 1.2.5 MMCV Compiler: GCC 5.4 MMCV CUDA Compiler: not available MMAction2: 0.12.0+2ef59c8 ------------------------------------------------------------ 2021-03-11 16:26:36,828 - mmaction - INFO - Distributed training: True 2021-03-11 16:26:36,828 - mmaction - INFO - Config: /mnt/lustre/linjintao/try/mmaction2_tpn/configs/_base_/models/tpn_tsm_r50.py # model settings model = dict( type='Recognizer2D', backbone=dict( type='ResNetTSM', pretrained='torchvision://resnet50', depth=50, out_indices=(2, 3), norm_eval=False, shift_div=8), neck=dict( type='TPN', in_channels=(1024, 2048), out_channels=1024, spatial_modulation_cfg=dict( in_channels=(1024, 2048), out_channels=2048), temporal_modulation_cfg=dict(downsample_scales=(8, 8)), upsample_cfg=dict(scale_factor=(1, 1, 1)), downsample_cfg=dict(downsample_scale=(1, 1, 1)), level_fusion_cfg=dict( in_channels=(1024, 1024), mid_channels=(1024, 1024), out_channels=2048, downsample_scales=((1, 1, 1), (1, 1, 1))), aux_head_cfg=dict(out_channels=174, loss_weight=0.5)), cls_head=dict( type='TPNHead', num_classes=174, in_channels=2048, spatial_type='avg', consensus=dict(type='AvgConsensus', dim=1), dropout_ratio=0.5, init_std=0.01), # model training and testing settings train_cfg=None, test_cfg=dict(average_clips=None)) /mnt/lustre/linjintao/try/mmaction2_tpn/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/linjintao/try/mmaction2_tpn/configs/recognition/tpn/tpn_tsm_r50_1x1x8_150e_sthv1_rgb.py _base_ = [ '../../_base_/models/tpn_tsm_r50.py', '../../_base_/default_runtime.py' ] # dataset settings dataset_type = 'RawframeDataset' data_root = 'data/sth-v1/rawframes_train' data_root_val = 'data/sth-v1/rawframes_val' ann_file_train = 'data/sth-v1/sth-v1_train_list.txt' ann_file_val = 'data/sth-v1/sth-v1_val_list.txt' ann_file_test = 'data/sth-v1/sth-v1_val_list.txt' img_norm_cfg = dict( mean=[123.675, 116.28, 103.53], std=[58.395, 57.12, 57.375], to_bgr=False) mc_cfg = dict( server_list_cfg='/mnt/lustre/share/memcached_client/server_list.conf', client_cfg='/mnt/lustre/share/memcached_client/client.conf', sys_path='/mnt/lustre/share/pymc/py3') train_pipeline = [ dict(type='SampleFrames', clip_len=1, frame_interval=1, num_clips=8), dict(type='FrameSelector', io_backend='memcached', **mc_cfg), dict(type='RandomResizedCrop'), dict(type='Resize', scale=(224, 224), keep_ratio=False), dict(type='Flip', flip_ratio=0.5), dict(type='ColorJitter', color_space_aug=True), 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='FrameSelector', io_backend='memcached', **mc_cfg), dict(type='Resize', scale=(-1, 256)), dict(type='CenterCrop', crop_size=224), dict(type='ColorJitter', color_space_aug=True), 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=16, test_mode=True), dict(type='FrameSelector', io_backend='memcached', **mc_cfg), dict(type='Resize', scale=(-1, 256)), dict(type='ThreeCrop', crop_size=256), 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=8, train=dict( type=dataset_type, ann_file=ann_file_train, data_prefix=data_root, pipeline=train_pipeline, filename_tmpl='{:05}.jpg'), val=dict( type=dataset_type, ann_file=ann_file_val, data_prefix=data_root_val, pipeline=val_pipeline, filename_tmpl='{:05}.jpg'), test=dict( type=dataset_type, ann_file=ann_file_test, data_prefix=data_root_val, pipeline=test_pipeline, filename_tmpl='{:05}.jpg')) evaluation = dict( interval=5, metrics=['top_k_accuracy', 'mean_class_accuracy']) # optimizer optimizer = dict( type='SGD', lr=0.01 * 6, momentum=0.9, weight_decay=0.0005, nesterov=True) # this lr is used for 8 * 6 gpus optimizer_config = dict(grad_clip=dict(max_norm=20, norm_type=2)) # learning policy lr_config = dict(policy='step', step=[75, 125]) total_epochs = 150 # runtime settings work_dir = './work_dirs/tpn_tsm_r50_8x8x1_150e_kinetics400_rgb' 2021-03-11 16:26:44,163 - mmaction - INFO - These parameters in pretrained checkpoint are not loaded: {'fc.bias', 'fc.weight'} 2021-03-11 16:26:45,568 - mmaction - INFO - Start running, host: linjintao@SH-IDC2-172-20-21-221, work_dir: /mnt/lustre/linjintao/try/mmaction2_tpn/work_dirs/tpn_tsm_r50_8x8x1_150e_kinetics400_rgb 2021-03-11 16:26:45,568 - mmaction - INFO - workflow: [('train', 1)], max: 150 epochs 2021-03-11 16:27:55,600 - mmaction - INFO - Epoch [1][20/225] lr: 6.000e-02, eta: 1 day, 8:47:23, time: 3.500, data_time: 2.093, memory: 8227, loss_aux: 2.5650, top1_acc: 0.0143, top5_acc: 0.0552, loss_cls: 5.1291, loss: 7.6941, grad_norm: 2.2782 2021-03-11 16:28:16,763 - mmaction - INFO - Epoch [1][40/225] lr: 6.000e-02, eta: 21:20:29, time: 1.059, data_time: 0.004, memory: 8227, loss_aux: 2.5402, top1_acc: 0.0228, top5_acc: 0.0895, loss_cls: 4.9780, loss: 7.5182, grad_norm: 2.2568 2021-03-11 16:28:37,913 - mmaction - INFO - Epoch [1][60/225] lr: 6.000e-02, eta: 17:31:04, time: 1.057, data_time: 0.002, memory: 8227, loss_aux: 2.5071, top1_acc: 0.0355, top5_acc: 0.1353, loss_cls: 4.8156, loss: 7.3227, grad_norm: 2.3077 2021-03-11 16:28:59,204 - mmaction - INFO - Epoch [1][80/225] lr: 6.000e-02, eta: 15:37:04, time: 1.064, data_time: 0.004, memory: 8227, loss_aux: 2.4832, top1_acc: 0.0458, top5_acc: 0.1582, loss_cls: 4.7307, loss: 7.2140, grad_norm: 2.3476 2021-03-11 16:29:20,429 - mmaction - INFO - Epoch [1][100/225] lr: 6.000e-02, eta: 14:28:22, time: 1.062, data_time: 0.003, memory: 8227, loss_aux: 2.4494, top1_acc: 0.0527, top5_acc: 0.1720, loss_cls: 4.6531, loss: 7.1025, grad_norm: 2.3923 2021-03-11 16:29:41,643 - mmaction - INFO - Epoch [1][120/225] lr: 6.000e-02, eta: 13:42:14, time: 1.060, data_time: 0.002, memory: 8227, loss_aux: 2.4235, top1_acc: 0.0646, top5_acc: 0.2009, loss_cls: 4.5579, loss: 6.9814, grad_norm: 2.4738 2021-03-11 16:30:03,114 - mmaction - INFO - Epoch [1][140/225] lr: 6.000e-02, eta: 13:10:17, time: 1.074, data_time: 0.002, memory: 8227, loss_aux: 2.3981, top1_acc: 0.0757, top5_acc: 0.2234, loss_cls: 4.4738, loss: 6.8719, grad_norm: 2.5424 2021-03-11 16:30:24,459 - mmaction - INFO - Epoch [1][160/225] lr: 6.000e-02, eta: 12:45:48, time: 1.068, data_time: 0.002, memory: 8227, loss_aux: 2.3713, top1_acc: 0.0853, top5_acc: 0.2546, loss_cls: 4.3773, loss: 6.7485, grad_norm: 2.6297 2021-03-11 16:30:45,951 - mmaction - INFO - Epoch [1][180/225] lr: 6.000e-02, eta: 12:27:04, time: 1.074, data_time: 0.002, memory: 8227, loss_aux: 2.3427, top1_acc: 0.0974, top5_acc: 0.2779, loss_cls: 4.2487, loss: 6.5914, grad_norm: 2.6663 2021-03-11 16:31:07,538 - mmaction - INFO - Epoch [1][200/225] lr: 6.000e-02, eta: 12:12:20, time: 1.080, data_time: 0.002, memory: 8227, loss_aux: 2.3325, top1_acc: 0.1146, top5_acc: 0.3022, loss_cls: 4.1795, loss: 6.5120, grad_norm: 2.6942 2021-03-11 16:31:29,082 - mmaction - INFO - Epoch [1][220/225] lr: 6.000e-02, eta: 12:00:04, time: 1.077, data_time: 0.003, memory: 8227, loss_aux: 2.3121, top1_acc: 0.1262, top5_acc: 0.3264, loss_cls: 4.1008, loss: 6.4129, grad_norm: 2.7617 2021-03-11 16:31:36,327 - mmaction - INFO - Saving checkpoint at 1 epochs 2021-03-11 16:32:44,592 - mmaction - INFO - Epoch [2][20/225] lr: 6.000e-02, eta: 13:18:08, time: 3.335, data_time: 2.160, memory: 8232, loss_aux: 2.2961, top1_acc: 0.1357, top5_acc: 0.3497, loss_cls: 4.0090, loss: 6.3051, grad_norm: 2.8484 2021-03-11 16:33:05,750 - mmaction - INFO - Epoch [2][40/225] lr: 6.000e-02, eta: 13:02:01, time: 1.058, data_time: 0.005, memory: 8232, loss_aux: 2.2691, top1_acc: 0.1526, top5_acc: 0.3671, loss_cls: 3.9217, loss: 6.1908, grad_norm: 2.8683 2021-03-11 16:33:26,955 - mmaction - INFO - Epoch [2][60/225] lr: 6.000e-02, eta: 12:48:11, time: 1.060, data_time: 0.003, memory: 8232, loss_aux: 2.2538, top1_acc: 0.1583, top5_acc: 0.3803, loss_cls: 3.8808, loss: 6.1346, grad_norm: 2.8352 2021-03-11 16:33:48,207 - mmaction - INFO - Epoch [2][80/225] lr: 6.000e-02, eta: 12:36:14, time: 1.063, data_time: 0.002, memory: 8232, loss_aux: 2.2285, top1_acc: 0.1676, top5_acc: 0.3919, loss_cls: 3.8206, loss: 6.0491, grad_norm: 2.8650 2021-03-11 16:34:09,603 - mmaction - INFO - Epoch [2][100/225] lr: 6.000e-02, eta: 12:25:55, time: 1.069, data_time: 0.003, memory: 8232, loss_aux: 2.2096, top1_acc: 0.1672, top5_acc: 0.4079, loss_cls: 3.7630, loss: 5.9726, grad_norm: 2.8926 2021-03-11 16:34:31,075 - mmaction - INFO - Epoch [2][120/225] lr: 6.000e-02, eta: 12:16:56, time: 1.075, data_time: 0.003, memory: 8232, loss_aux: 2.1912, top1_acc: 0.1799, top5_acc: 0.4277, loss_cls: 3.7008, loss: 5.8920, grad_norm: 2.9317 2021-03-11 16:34:52,553 - mmaction - INFO - Epoch [2][140/225] lr: 6.000e-02, eta: 12:08:51, time: 1.073, data_time: 0.002, memory: 8232, loss_aux: 2.1961, top1_acc: 0.1818, top5_acc: 0.4115, loss_cls: 3.7398, loss: 5.9360, grad_norm: 2.9092 2021-03-11 16:35:14,232 - mmaction - INFO - Epoch [2][160/225] lr: 6.000e-02, eta: 12:01:55, time: 1.085, data_time: 0.002, memory: 8232, loss_aux: 2.1556, top1_acc: 0.1952, top5_acc: 0.4385, loss_cls: 3.6221, loss: 5.7777, grad_norm: 2.9062 2021-03-11 16:35:35,966 - mmaction - INFO - Epoch [2][180/225] lr: 6.000e-02, eta: 11:55:39, time: 1.086, data_time: 0.002, memory: 8232, loss_aux: 2.1492, top1_acc: 0.1980, top5_acc: 0.4417, loss_cls: 3.6262, loss: 5.7754, grad_norm: 2.9157 2021-03-11 16:35:57,582 - mmaction - INFO - Epoch [2][200/225] lr: 6.000e-02, eta: 11:49:50, time: 1.081, data_time: 0.002, memory: 8232, loss_aux: 2.1459, top1_acc: 0.2055, top5_acc: 0.4508, loss_cls: 3.5950, loss: 5.7410, grad_norm: 2.9341 2021-03-11 16:36:19,312 - mmaction - INFO - Epoch [2][220/225] lr: 6.000e-02, eta: 11:44:37, time: 1.086, data_time: 0.004, memory: 8232, loss_aux: 2.1267, top1_acc: 0.2086, top5_acc: 0.4566, loss_cls: 3.5596, loss: 5.6862, grad_norm: 2.9215 2021-03-11 16:36:30,794 - mmaction - INFO - Saving checkpoint at 2 epochs 2021-03-11 16:38:06,339 - mmaction - INFO - Epoch [3][20/225] lr: 6.000e-02, eta: 12:55:55, time: 4.630, data_time: 3.342, memory: 8232, loss_aux: 2.1040, top1_acc: 0.2125, top5_acc: 0.4693, loss_cls: 3.4992, loss: 5.6033, grad_norm: 2.9983 2021-03-11 16:38:27,510 - mmaction - INFO - Epoch [3][40/225] lr: 6.000e-02, eta: 12:47:45, time: 1.059, data_time: 0.004, memory: 8232, loss_aux: 2.0908, top1_acc: 0.2296, top5_acc: 0.4910, loss_cls: 3.4155, loss: 5.5062, grad_norm: 2.9707 2021-03-11 16:38:48,766 - mmaction - INFO - Epoch [3][60/225] lr: 6.000e-02, eta: 12:40:16, time: 1.062, data_time: 0.002, memory: 8232, loss_aux: 2.0696, top1_acc: 0.2290, top5_acc: 0.4826, loss_cls: 3.4205, loss: 5.4901, grad_norm: 2.9857 2021-03-11 16:39:10,112 - mmaction - INFO - Epoch [3][80/225] lr: 6.000e-02, eta: 12:33:25, time: 1.066, data_time: 0.002, memory: 8232, loss_aux: 2.0758, top1_acc: 0.2349, top5_acc: 0.4908, loss_cls: 3.4029, loss: 5.4787, grad_norm: 2.9948 2021-03-11 16:39:31,679 - mmaction - INFO - Epoch [3][100/225] lr: 6.000e-02, eta: 12:27:17, time: 1.079, data_time: 0.006, memory: 8232, loss_aux: 2.0612, top1_acc: 0.2362, top5_acc: 0.5010, loss_cls: 3.3691, loss: 5.4302, grad_norm: 2.9943 2021-03-11 16:39:53,039 - mmaction - INFO - Epoch [3][120/225] lr: 6.000e-02, eta: 12:21:22, time: 1.069, data_time: 0.003, memory: 8232, loss_aux: 2.0589, top1_acc: 0.2387, top5_acc: 0.4952, loss_cls: 3.3881, loss: 5.4470, grad_norm: 2.9594 2021-03-11 16:40:14,581 - mmaction - INFO - Epoch [3][140/225] lr: 6.000e-02, eta: 12:15:59, time: 1.077, data_time: 0.003, memory: 8232, loss_aux: 2.0424, top1_acc: 0.2411, top5_acc: 0.5049, loss_cls: 3.3403, loss: 5.3827, grad_norm: 2.9716 2021-03-11 16:40:36,471 - mmaction - INFO - Epoch [3][160/225] lr: 6.000e-02, eta: 12:11:15, time: 1.095, data_time: 0.002, memory: 8232, loss_aux: 2.0436, top1_acc: 0.2400, top5_acc: 0.4991, loss_cls: 3.3510, loss: 5.3946, grad_norm: 2.9825 2021-03-11 16:40:58,062 - mmaction - INFO - Epoch [3][180/225] lr: 6.000e-02, eta: 12:06:31, time: 1.079, data_time: 0.002, memory: 8232, loss_aux: 2.0359, top1_acc: 0.2503, top5_acc: 0.5062, loss_cls: 3.3335, loss: 5.3694, grad_norm: 2.9532 2021-03-11 16:41:19,645 - mmaction - INFO - Epoch [3][200/225] lr: 6.000e-02, eta: 12:02:04, time: 1.080, data_time: 0.002, memory: 8232, loss_aux: 2.0094, top1_acc: 0.2620, top5_acc: 0.5201, loss_cls: 3.2521, loss: 5.2616, grad_norm: 2.9359 2021-03-11 16:41:41,284 - mmaction - INFO - Epoch [3][220/225] lr: 6.000e-02, eta: 11:57:53, time: 1.081, data_time: 0.003, memory: 8232, loss_aux: 2.0036, top1_acc: 0.2483, top5_acc: 0.5206, loss_cls: 3.2706, loss: 5.2742, grad_norm: 2.9884 2021-03-11 16:41:49,066 - mmaction - INFO - Saving checkpoint at 3 epochs 2021-03-11 16:42:55,684 - mmaction - INFO - Epoch [4][20/225] lr: 6.000e-02, eta: 12:21:57, time: 3.179, data_time: 1.894, memory: 8232, loss_aux: 1.9947, top1_acc: 0.2694, top5_acc: 0.5247, loss_cls: 3.2458, loss: 5.2405, grad_norm: 2.9407 2021-03-11 16:43:16,859 - mmaction - INFO - Epoch [4][40/225] lr: 6.000e-02, eta: 12:17:04, time: 1.059, data_time: 0.005, memory: 8232, loss_aux: 1.9737, top1_acc: 0.2701, top5_acc: 0.5397, loss_cls: 3.1751, loss: 5.1488, grad_norm: 2.9713 2021-03-11 16:43:38,117 - mmaction - INFO - Epoch [4][60/225] lr: 6.000e-02, eta: 12:12:29, time: 1.062, data_time: 0.003, memory: 8232, loss_aux: 1.9739, top1_acc: 0.2723, top5_acc: 0.5389, loss_cls: 3.2027, loss: 5.1766, grad_norm: 2.9640 2021-03-11 16:43:59,395 - mmaction - INFO - Epoch [4][80/225] lr: 6.000e-02, eta: 12:08:09, time: 1.064, data_time: 0.002, memory: 8232, loss_aux: 1.9574, top1_acc: 0.2659, top5_acc: 0.5326, loss_cls: 3.2157, loss: 5.1730, grad_norm: 2.9790 2021-03-11 16:44:21,193 - mmaction - INFO - Epoch [4][100/225] lr: 6.000e-02, eta: 12:04:23, time: 1.089, data_time: 0.003, memory: 8232, loss_aux: 1.9595, top1_acc: 0.2664, top5_acc: 0.5435, loss_cls: 3.1704, loss: 5.1300, grad_norm: 2.9873 2021-03-11 16:44:42,681 - mmaction - INFO - Epoch [4][120/225] lr: 6.000e-02, eta: 12:00:35, time: 1.075, data_time: 0.002, memory: 8232, loss_aux: 1.9411, top1_acc: 0.2729, top5_acc: 0.5513, loss_cls: 3.1345, loss: 5.0756, grad_norm: 2.9409 2021-03-11 16:45:04,295 - mmaction - INFO - Epoch [4][140/225] lr: 6.000e-02, eta: 11:57:02, time: 1.081, data_time: 0.002, memory: 8232, loss_aux: 1.9333, top1_acc: 0.2742, top5_acc: 0.5548, loss_cls: 3.1180, loss: 5.0512, grad_norm: 2.9837 2021-03-11 16:45:25,842 - mmaction - INFO - Epoch [4][160/225] lr: 6.000e-02, eta: 11:53:35, time: 1.077, data_time: 0.001, memory: 8232, loss_aux: 1.9354, top1_acc: 0.2833, top5_acc: 0.5474, loss_cls: 3.1575, loss: 5.0929, grad_norm: 2.9419 2021-03-11 16:45:47,344 - mmaction - INFO - Epoch [4][180/225] lr: 6.000e-02, eta: 11:50:15, time: 1.075, data_time: 0.003, memory: 8232, loss_aux: 1.9326, top1_acc: 0.2764, top5_acc: 0.5503, loss_cls: 3.1313, loss: 5.0640, grad_norm: 2.9710 2021-03-11 16:46:08,987 - mmaction - INFO - Epoch [4][200/225] lr: 6.000e-02, eta: 11:47:09, time: 1.083, data_time: 0.002, memory: 8232, loss_aux: 1.9224, top1_acc: 0.2910, top5_acc: 0.5600, loss_cls: 3.0999, loss: 5.0223, grad_norm: 2.9284 2021-03-11 16:46:30,698 - mmaction - INFO - Epoch [4][220/225] lr: 6.000e-02, eta: 11:44:12, time: 1.085, data_time: 0.003, memory: 8232, loss_aux: 1.9209, top1_acc: 0.2923, top5_acc: 0.5553, loss_cls: 3.1002, loss: 5.0211, grad_norm: 2.9474 2021-03-11 16:46:37,065 - mmaction - INFO - Saving checkpoint at 4 epochs 2021-03-11 16:47:44,917 - mmaction - INFO - Epoch [5][20/225] lr: 6.000e-02, eta: 12:03:33, time: 3.278, data_time: 1.910, memory: 8232, loss_aux: 1.8868, top1_acc: 0.2999, top5_acc: 0.5676, loss_cls: 3.0180, loss: 4.9048, grad_norm: 2.9444 2021-03-11 16:48:06,059 - mmaction - INFO - Epoch [5][40/225] lr: 6.000e-02, eta: 12:00:01, time: 1.057, data_time: 0.003, memory: 8232, loss_aux: 1.8978, top1_acc: 0.3051, top5_acc: 0.5865, loss_cls: 2.9966, loss: 4.8944, grad_norm: 2.9519 2021-03-11 16:48:27,270 - mmaction - INFO - Epoch [5][60/225] lr: 6.000e-02, eta: 11:56:39, time: 1.060, data_time: 0.002, memory: 8232, loss_aux: 1.8751, top1_acc: 0.3048, top5_acc: 0.5777, loss_cls: 2.9867, loss: 4.8618, grad_norm: 2.9637 2021-03-11 16:48:48,611 - mmaction - INFO - Epoch [5][80/225] lr: 6.000e-02, eta: 11:53:30, time: 1.068, data_time: 0.002, memory: 8232, loss_aux: 1.8873, top1_acc: 0.2927, top5_acc: 0.5751, loss_cls: 3.0233, loss: 4.9106, grad_norm: 2.9688 2021-03-11 16:49:09,964 - mmaction - INFO - Epoch [5][100/225] lr: 6.000e-02, eta: 11:50:27, time: 1.067, data_time: 0.003, memory: 8232, loss_aux: 1.8821, top1_acc: 0.3033, top5_acc: 0.5786, loss_cls: 3.0082, loss: 4.8903, grad_norm: 2.9586 2021-03-11 16:49:31,441 - mmaction - INFO - Epoch [5][120/225] lr: 6.000e-02, eta: 11:47:35, time: 1.075, data_time: 0.002, memory: 8232, loss_aux: 1.8795, top1_acc: 0.2975, top5_acc: 0.5753, loss_cls: 3.0254, loss: 4.9049, grad_norm: 2.9790 2021-03-11 16:49:53,025 - mmaction - INFO - Epoch [5][140/225] lr: 6.000e-02, eta: 11:44:52, time: 1.078, data_time: 0.003, memory: 8232, loss_aux: 1.8646, top1_acc: 0.3038, top5_acc: 0.5680, loss_cls: 3.0245, loss: 4.8891, grad_norm: 2.9881 2021-03-11 16:50:14,732 - mmaction - INFO - Epoch [5][160/225] lr: 6.000e-02, eta: 11:42:19, time: 1.086, data_time: 0.002, memory: 8232, loss_aux: 1.8540, top1_acc: 0.3063, top5_acc: 0.5720, loss_cls: 2.9970, loss: 4.8510, grad_norm: 2.9369 2021-03-11 16:50:36,243 - mmaction - INFO - Epoch [5][180/225] lr: 6.000e-02, eta: 11:39:43, time: 1.075, data_time: 0.002, memory: 8232, loss_aux: 1.8488, top1_acc: 0.3096, top5_acc: 0.5861, loss_cls: 2.9695, loss: 4.8184, grad_norm: 2.9350 2021-03-11 16:50:57,796 - mmaction - INFO - Epoch [5][200/225] lr: 6.000e-02, eta: 11:37:15, time: 1.078, data_time: 0.002, memory: 8232, loss_aux: 1.8538, top1_acc: 0.3078, top5_acc: 0.5833, loss_cls: 2.9799, loss: 4.8336, grad_norm: 2.9374 2021-03-11 16:51:19,299 - mmaction - INFO - Epoch [5][220/225] lr: 6.000e-02, eta: 11:34:49, time: 1.075, data_time: 0.001, memory: 8232, loss_aux: 1.8361, top1_acc: 0.3079, top5_acc: 0.5887, loss_cls: 2.9654, loss: 4.8015, grad_norm: 2.9530 2021-03-11 16:51:27,010 - mmaction - INFO - Saving checkpoint at 5 epochs 2021-03-11 16:52:46,651 - mmaction - INFO - Epoch [6][20/225] lr: 6.000e-02, eta: 11:55:31, time: 3.835, data_time: 2.624, memory: 8232, loss_aux: 1.8179, top1_acc: 0.3297, top5_acc: 0.5993, loss_cls: 2.8928, loss: 4.7107, grad_norm: 2.9121 2021-03-11 16:53:07,851 - mmaction - INFO - Epoch [6][40/225] lr: 6.000e-02, eta: 11:52:42, time: 1.060, data_time: 0.005, memory: 8232, loss_aux: 1.8194, top1_acc: 0.3241, top5_acc: 0.5977, loss_cls: 2.8893, loss: 4.7087, grad_norm: 2.9132 2021-03-11 16:53:29,106 - mmaction - INFO - Epoch [6][60/225] lr: 6.000e-02, eta: 11:49:58, time: 1.062, data_time: 0.003, memory: 8232, loss_aux: 1.8144, top1_acc: 0.3283, top5_acc: 0.6057, loss_cls: 2.8796, loss: 4.6939, grad_norm: 2.9658 2021-03-11 16:53:50,332 - mmaction - INFO - Epoch [6][80/225] lr: 6.000e-02, eta: 11:47:19, time: 1.062, data_time: 0.002, memory: 8232, loss_aux: 1.8069, top1_acc: 0.3197, top5_acc: 0.6023, loss_cls: 2.8872, loss: 4.6942, grad_norm: 2.9610 2021-03-11 16:54:11,778 - mmaction - INFO - Epoch [6][100/225] lr: 6.000e-02, eta: 11:44:49, time: 1.072, data_time: 0.003, memory: 8232, loss_aux: 1.8107, top1_acc: 0.3201, top5_acc: 0.5960, loss_cls: 2.9126, loss: 4.7233, grad_norm: 2.9664 2021-03-11 16:54:33,234 - mmaction - INFO - Epoch [6][120/225] lr: 6.000e-02, eta: 11:42:25, time: 1.073, data_time: 0.002, memory: 8232, loss_aux: 1.8157, top1_acc: 0.3206, top5_acc: 0.5984, loss_cls: 2.9048, loss: 4.7206, grad_norm: 2.9554 2021-03-11 16:54:54,864 - mmaction - INFO - Epoch [6][140/225] lr: 6.000e-02, eta: 11:40:08, time: 1.081, data_time: 0.003, memory: 8232, loss_aux: 1.7991, top1_acc: 0.3215, top5_acc: 0.6033, loss_cls: 2.8776, loss: 4.6767, grad_norm: 3.0015 2021-03-11 16:55:16,539 - mmaction - INFO - Epoch [6][160/225] lr: 6.000e-02, eta: 11:37:57, time: 1.085, data_time: 0.002, memory: 8232, loss_aux: 1.7975, top1_acc: 0.3289, top5_acc: 0.5988, loss_cls: 2.8761, loss: 4.6735, grad_norm: 2.9653 2021-03-11 16:55:38,159 - mmaction - INFO - Epoch [6][180/225] lr: 6.000e-02, eta: 11:35:47, time: 1.080, data_time: 0.003, memory: 8232, loss_aux: 1.8080, top1_acc: 0.3314, top5_acc: 0.6105, loss_cls: 2.8688, loss: 4.6768, grad_norm: 2.9608 2021-03-11 16:55:59,741 - mmaction - INFO - Epoch [6][200/225] lr: 6.000e-02, eta: 11:33:40, time: 1.080, data_time: 0.002, memory: 8232, loss_aux: 1.7972, top1_acc: 0.3345, top5_acc: 0.5983, loss_cls: 2.8814, loss: 4.6786, grad_norm: 2.9287 2021-03-11 16:56:21,422 - mmaction - INFO - Epoch [6][220/225] lr: 6.000e-02, eta: 11:31:38, time: 1.083, data_time: 0.003, memory: 8232, loss_aux: 1.7984, top1_acc: 0.3306, top5_acc: 0.6095, loss_cls: 2.8582, loss: 4.6566, grad_norm: 2.9572 2021-03-11 16:56:28,049 - mmaction - INFO - Saving checkpoint at 6 epochs 2021-03-11 16:57:35,765 - mmaction - INFO - Epoch [7][20/225] lr: 6.000e-02, eta: 11:44:00, time: 3.240, data_time: 1.740, memory: 8232, loss_aux: 1.7759, top1_acc: 0.3355, top5_acc: 0.6152, loss_cls: 2.8302, loss: 4.6062, grad_norm: 2.9556 2021-03-11 16:57:56,953 - mmaction - INFO - Epoch [7][40/225] lr: 6.000e-02, eta: 11:41:40, time: 1.059, data_time: 0.004, memory: 8232, loss_aux: 1.7780, top1_acc: 0.3411, top5_acc: 0.6145, loss_cls: 2.8165, loss: 4.5945, grad_norm: 2.9904 2021-03-11 16:58:18,189 - mmaction - INFO - Epoch [7][60/225] lr: 6.000e-02, eta: 11:39:24, time: 1.061, data_time: 0.003, memory: 8232, loss_aux: 1.7520, top1_acc: 0.3482, top5_acc: 0.6309, loss_cls: 2.7451, loss: 4.4971, grad_norm: 2.9333 2021-03-11 16:58:39,549 - mmaction - INFO - Epoch [7][80/225] lr: 6.000e-02, eta: 11:37:15, time: 1.069, data_time: 0.002, memory: 8232, loss_aux: 1.7795, top1_acc: 0.3316, top5_acc: 0.6061, loss_cls: 2.8330, loss: 4.6125, grad_norm: 2.9858 2021-03-11 16:59:01,088 - mmaction - INFO - Epoch [7][100/225] lr: 6.000e-02, eta: 11:35:12, time: 1.076, data_time: 0.002, memory: 8232, loss_aux: 1.7638, top1_acc: 0.3497, top5_acc: 0.6246, loss_cls: 2.7890, loss: 4.5527, grad_norm: 2.9574 2021-03-11 16:59:22,618 - mmaction - INFO - Epoch [7][120/225] lr: 6.000e-02, eta: 11:33:12, time: 1.077, data_time: 0.002, memory: 8232, loss_aux: 1.7819, top1_acc: 0.3387, top5_acc: 0.6173, loss_cls: 2.8170, loss: 4.5989, grad_norm: 2.9299 2021-03-11 16:59:44,097 - mmaction - INFO - Epoch [7][140/225] lr: 6.000e-02, eta: 11:31:13, time: 1.073, data_time: 0.003, memory: 8232, loss_aux: 1.7454, top1_acc: 0.3484, top5_acc: 0.6202, loss_cls: 2.7716, loss: 4.5170, grad_norm: 2.9563 2021-03-11 17:00:05,724 - mmaction - INFO - Epoch [7][160/225] lr: 6.000e-02, eta: 11:29:20, time: 1.082, data_time: 0.002, memory: 8232, loss_aux: 1.7631, top1_acc: 0.3471, top5_acc: 0.6234, loss_cls: 2.7995, loss: 4.5626, grad_norm: 2.9641 2021-03-11 17:00:27,254 - mmaction - INFO - Epoch [7][180/225] lr: 6.000e-02, eta: 11:27:27, time: 1.077, data_time: 0.001, memory: 8232, loss_aux: 1.7475, top1_acc: 0.3457, top5_acc: 0.6207, loss_cls: 2.7922, loss: 4.5397, grad_norm: 2.9680 2021-03-11 17:00:48,956 - mmaction - INFO - Epoch [7][200/225] lr: 6.000e-02, eta: 11:25:40, time: 1.084, data_time: 0.002, memory: 8232, loss_aux: 1.7361, top1_acc: 0.3536, top5_acc: 0.6307, loss_cls: 2.7486, loss: 4.4846, grad_norm: 2.9139 2021-03-11 17:01:10,421 - mmaction - INFO - Epoch [7][220/225] lr: 6.000e-02, eta: 11:23:51, time: 1.074, data_time: 0.002, memory: 8232, loss_aux: 1.7507, top1_acc: 0.3327, top5_acc: 0.6174, loss_cls: 2.8079, loss: 4.5586, grad_norm: 2.9654 2021-03-11 17:01:18,789 - mmaction - INFO - Saving checkpoint at 7 epochs 2021-03-11 17:02:29,010 - mmaction - INFO - Epoch [8][20/225] lr: 6.000e-02, eta: 11:35:37, time: 3.423, data_time: 2.235, memory: 8232, loss_aux: 1.7401, top1_acc: 0.3542, top5_acc: 0.6309, loss_cls: 2.7558, loss: 4.4959, grad_norm: 2.9420 2021-03-11 17:02:50,216 - mmaction - INFO - Epoch [8][40/225] lr: 6.000e-02, eta: 11:33:36, time: 1.060, data_time: 0.004, memory: 8232, loss_aux: 1.7199, top1_acc: 0.3672, top5_acc: 0.6444, loss_cls: 2.6955, loss: 4.4154, grad_norm: 2.9561 2021-03-11 17:03:11,504 - mmaction - INFO - Epoch [8][60/225] lr: 6.000e-02, eta: 11:31:40, time: 1.064, data_time: 0.003, memory: 8232, loss_aux: 1.7200, top1_acc: 0.3714, top5_acc: 0.6460, loss_cls: 2.6817, loss: 4.4017, grad_norm: 2.8986 2021-03-11 17:03:32,859 - mmaction - INFO - Epoch [8][80/225] lr: 6.000e-02, eta: 11:29:47, time: 1.068, data_time: 0.002, memory: 8232, loss_aux: 1.7125, top1_acc: 0.3595, top5_acc: 0.6417, loss_cls: 2.7016, loss: 4.4141, grad_norm: 2.9495 2021-03-11 17:03:54,244 - mmaction - INFO - Epoch [8][100/225] lr: 6.000e-02, eta: 11:27:57, time: 1.069, data_time: 0.003, memory: 8232, loss_aux: 1.7345, top1_acc: 0.3469, top5_acc: 0.6212, loss_cls: 2.7896, loss: 4.5241, grad_norm: 3.0146 2021-03-11 17:04:15,780 - mmaction - INFO - Epoch [8][120/225] lr: 6.000e-02, eta: 11:26:12, time: 1.077, data_time: 0.003, memory: 8232, loss_aux: 1.7178, top1_acc: 0.3651, top5_acc: 0.6286, loss_cls: 2.7243, loss: 4.4421, grad_norm: 2.9215 2021-03-11 17:04:37,535 - mmaction - INFO - Epoch [8][140/225] lr: 6.000e-02, eta: 11:24:32, time: 1.087, data_time: 0.003, memory: 8232, loss_aux: 1.7211, top1_acc: 0.3499, top5_acc: 0.6320, loss_cls: 2.7330, loss: 4.4541, grad_norm: 2.9289 2021-03-11 17:04:59,275 - mmaction - INFO - Epoch [8][160/225] lr: 6.000e-02, eta: 11:22:55, time: 1.088, data_time: 0.002, memory: 8232, loss_aux: 1.6968, top1_acc: 0.3688, top5_acc: 0.6449, loss_cls: 2.6687, loss: 4.3656, grad_norm: 2.9005 2021-03-11 17:05:20,983 - mmaction - INFO - Epoch [8][180/225] lr: 6.000e-02, eta: 11:21:18, time: 1.085, data_time: 0.002, memory: 8232, loss_aux: 1.6907, top1_acc: 0.3598, top5_acc: 0.6398, loss_cls: 2.6872, loss: 4.3780, grad_norm: 2.9903 2021-03-11 17:05:42,539 - mmaction - INFO - Epoch [8][200/225] lr: 6.000e-02, eta: 11:19:41, time: 1.078, data_time: 0.002, memory: 8232, loss_aux: 1.7113, top1_acc: 0.3598, top5_acc: 0.6339, loss_cls: 2.7171, loss: 4.4283, grad_norm: 2.9511 2021-03-11 17:06:04,086 - mmaction - INFO - Epoch [8][220/225] lr: 6.000e-02, eta: 11:18:04, time: 1.077, data_time: 0.003, memory: 8232, loss_aux: 1.7162, top1_acc: 0.3525, top5_acc: 0.6340, loss_cls: 2.7503, loss: 4.4665, grad_norm: 2.9766 2021-03-11 17:06:10,362 - mmaction - INFO - Saving checkpoint at 8 epochs 2021-03-11 17:07:20,818 - mmaction - INFO - Epoch [9][20/225] lr: 6.000e-02, eta: 11:28:30, time: 3.463, data_time: 2.055, memory: 8232, loss_aux: 1.7190, top1_acc: 0.3582, top5_acc: 0.6405, loss_cls: 2.7118, loss: 4.4307, grad_norm: 2.9603 2021-03-11 17:07:41,986 - mmaction - INFO - Epoch [9][40/225] lr: 6.000e-02, eta: 11:26:42, time: 1.058, data_time: 0.004, memory: 8232, loss_aux: 1.6904, top1_acc: 0.3750, top5_acc: 0.6520, loss_cls: 2.6434, loss: 4.3338, grad_norm: 2.9335 2021-03-11 17:08:03,267 - mmaction - INFO - Epoch [9][60/225] lr: 6.000e-02, eta: 11:24:58, time: 1.064, data_time: 0.003, memory: 8232, loss_aux: 1.6759, top1_acc: 0.3721, top5_acc: 0.6526, loss_cls: 2.6451, loss: 4.3210, grad_norm: 2.9215 2021-03-11 17:08:24,599 - mmaction - INFO - Epoch [9][80/225] lr: 6.000e-02, eta: 11:23:17, time: 1.067, data_time: 0.002, memory: 8232, loss_aux: 1.6912, top1_acc: 0.3642, top5_acc: 0.6430, loss_cls: 2.6685, loss: 4.3597, grad_norm: 2.8927 2021-03-11 17:08:46,051 - mmaction - INFO - Epoch [9][100/225] lr: 6.000e-02, eta: 11:21:40, time: 1.072, data_time: 0.003, memory: 8232, loss_aux: 1.6839, top1_acc: 0.3686, top5_acc: 0.6491, loss_cls: 2.6649, loss: 4.3488, grad_norm: 2.9742 2021-03-11 17:09:07,586 - mmaction - INFO - Epoch [9][120/225] lr: 6.000e-02, eta: 11:20:05, time: 1.078, data_time: 0.002, memory: 8232, loss_aux: 1.6761, top1_acc: 0.3701, top5_acc: 0.6556, loss_cls: 2.6359, loss: 4.3120, grad_norm: 2.9563 2021-03-11 17:09:29,304 - mmaction - INFO - Epoch [9][140/225] lr: 6.000e-02, eta: 11:18:35, time: 1.085, data_time: 0.002, memory: 8232, loss_aux: 1.6786, top1_acc: 0.3749, top5_acc: 0.6570, loss_cls: 2.6336, loss: 4.3122, grad_norm: 2.9807 2021-03-11 17:09:50,972 - mmaction - INFO - Epoch [9][160/225] lr: 6.000e-02, eta: 11:17:06, time: 1.084, data_time: 0.003, memory: 8232, loss_aux: 1.6866, top1_acc: 0.3728, top5_acc: 0.6439, loss_cls: 2.6587, loss: 4.3453, grad_norm: 2.9496 2021-03-11 17:10:12,645 - mmaction - INFO - Epoch [9][180/225] lr: 6.000e-02, eta: 11:15:38, time: 1.083, data_time: 0.003, memory: 8232, loss_aux: 1.6744, top1_acc: 0.3725, top5_acc: 0.6527, loss_cls: 2.6378, loss: 4.3122, grad_norm: 2.9507 2021-03-11 17:10:34,351 - mmaction - INFO - Epoch [9][200/225] lr: 6.000e-02, eta: 11:14:12, time: 1.086, data_time: 0.002, memory: 8232, loss_aux: 1.6881, top1_acc: 0.3634, top5_acc: 0.6393, loss_cls: 2.6937, loss: 4.3819, grad_norm: 2.9917 2021-03-11 17:10:55,925 - mmaction - INFO - Epoch [9][220/225] lr: 6.000e-02, eta: 11:12:45, time: 1.078, data_time: 0.003, memory: 8232, loss_aux: 1.6738, top1_acc: 0.3680, top5_acc: 0.6467, loss_cls: 2.6665, loss: 4.3403, grad_norm: 3.0006 2021-03-11 17:11:02,234 - mmaction - INFO - Saving checkpoint at 9 epochs 2021-03-11 17:12:10,067 - mmaction - INFO - Epoch [10][20/225] lr: 6.000e-02, eta: 11:20:47, time: 3.249, data_time: 1.969, memory: 8232, loss_aux: 1.6680, top1_acc: 0.3763, top5_acc: 0.6602, loss_cls: 2.6059, loss: 4.2738, grad_norm: 2.9275 2021-03-11 17:12:31,236 - mmaction - INFO - Epoch [10][40/225] lr: 6.000e-02, eta: 11:19:11, time: 1.058, data_time: 0.003, memory: 8232, loss_aux: 1.6390, top1_acc: 0.3820, top5_acc: 0.6660, loss_cls: 2.5860, loss: 4.2250, grad_norm: 2.9240 2021-03-11 17:12:52,569 - mmaction - INFO - Epoch [10][60/225] lr: 6.000e-02, eta: 11:17:38, time: 1.066, data_time: 0.003, memory: 8232, loss_aux: 1.6755, top1_acc: 0.3777, top5_acc: 0.6500, loss_cls: 2.6431, loss: 4.3186, grad_norm: 2.9516 2021-03-11 17:13:13,931 - mmaction - INFO - Epoch [10][80/225] lr: 6.000e-02, eta: 11:16:08, time: 1.069, data_time: 0.002, memory: 8232, loss_aux: 1.6644, top1_acc: 0.3819, top5_acc: 0.6569, loss_cls: 2.6304, loss: 4.2948, grad_norm: 3.0065 2021-03-11 17:13:35,434 - mmaction - INFO - Epoch [10][100/225] lr: 6.000e-02, eta: 11:14:41, time: 1.075, data_time: 0.003, memory: 8232, loss_aux: 1.6573, top1_acc: 0.3767, top5_acc: 0.6523, loss_cls: 2.6249, loss: 4.2822, grad_norm: 2.9500 2021-03-11 17:13:56,963 - mmaction - INFO - Epoch [10][120/225] lr: 6.000e-02, eta: 11:13:15, time: 1.077, data_time: 0.002, memory: 8232, loss_aux: 1.6642, top1_acc: 0.3741, top5_acc: 0.6538, loss_cls: 2.6379, loss: 4.3021, grad_norm: 2.9951 2021-03-11 17:14:18,525 - mmaction - INFO - Epoch [10][140/225] lr: 6.000e-02, eta: 11:11:51, time: 1.077, data_time: 0.003, memory: 8232, loss_aux: 1.6507, top1_acc: 0.3729, top5_acc: 0.6620, loss_cls: 2.6337, loss: 4.2844, grad_norm: 3.0005 2021-03-11 17:14:40,164 - mmaction - INFO - Epoch [10][160/225] lr: 6.000e-02, eta: 11:10:30, time: 1.083, data_time: 0.002, memory: 8232, loss_aux: 1.6616, top1_acc: 0.3801, top5_acc: 0.6535, loss_cls: 2.6305, loss: 4.2921, grad_norm: 2.9775 2021-03-11 17:15:01,773 - mmaction - INFO - Epoch [10][180/225] lr: 6.000e-02, eta: 11:09:09, time: 1.080, data_time: 0.003, memory: 8232, loss_aux: 1.6459, top1_acc: 0.3876, top5_acc: 0.6604, loss_cls: 2.5911, loss: 4.2370, grad_norm: 2.9739 2021-03-11 17:15:23,453 - mmaction - INFO - Epoch [10][200/225] lr: 6.000e-02, eta: 11:07:50, time: 1.084, data_time: 0.002, memory: 8232, loss_aux: 1.6504, top1_acc: 0.3801, top5_acc: 0.6586, loss_cls: 2.6067, loss: 4.2572, grad_norm: 2.9715 2021-03-11 17:15:44,994 - mmaction - INFO - Epoch [10][220/225] lr: 6.000e-02, eta: 11:06:30, time: 1.076, data_time: 0.003, memory: 8232, loss_aux: 1.6264, top1_acc: 0.3888, top5_acc: 0.6586, loss_cls: 2.5736, loss: 4.2000, grad_norm: 2.9663 2021-03-11 17:15:51,302 - mmaction - INFO - Saving checkpoint at 10 epochs 2021-03-11 17:16:58,660 - mmaction - INFO - Epoch [11][20/225] lr: 6.000e-02, eta: 11:13:57, time: 3.313, data_time: 1.852, memory: 8232, loss_aux: 1.6528, top1_acc: 0.3861, top5_acc: 0.6552, loss_cls: 2.5887, loss: 4.2415, grad_norm: 2.9885 2021-03-11 17:17:19,883 - mmaction - INFO - Epoch [11][40/225] lr: 6.000e-02, eta: 11:12:30, time: 1.061, data_time: 0.004, memory: 8232, loss_aux: 1.6333, top1_acc: 0.3900, top5_acc: 0.6710, loss_cls: 2.5563, loss: 4.1895, grad_norm: 3.0069 2021-03-11 17:17:41,219 - mmaction - INFO - Epoch [11][60/225] lr: 6.000e-02, eta: 11:11:05, time: 1.066, data_time: 0.003, memory: 8232, loss_aux: 1.6430, top1_acc: 0.3844, top5_acc: 0.6562, loss_cls: 2.6038, loss: 4.2468, grad_norm: 3.0106 2021-03-11 17:18:02,555 - mmaction - INFO - Epoch [11][80/225] lr: 6.000e-02, eta: 11:09:42, time: 1.068, data_time: 0.002, memory: 8232, loss_aux: 1.6223, top1_acc: 0.3893, top5_acc: 0.6704, loss_cls: 2.5463, loss: 4.1686, grad_norm: 2.9885 2021-03-11 17:18:24,190 - mmaction - INFO - Epoch [11][100/225] lr: 6.000e-02, eta: 11:08:23, time: 1.081, data_time: 0.003, memory: 8232, loss_aux: 1.6241, top1_acc: 0.3956, top5_acc: 0.6699, loss_cls: 2.5650, loss: 4.1892, grad_norm: 3.0361 2021-03-11 17:18:45,715 - mmaction - INFO - Epoch [11][120/225] lr: 6.000e-02, eta: 11:07:05, time: 1.077, data_time: 0.003, memory: 8232, loss_aux: 1.6276, top1_acc: 0.3846, top5_acc: 0.6685, loss_cls: 2.5804, loss: 4.2079, grad_norm: 2.9853 2021-03-11 17:19:07,332 - mmaction - INFO - Epoch [11][140/225] lr: 6.000e-02, eta: 11:05:48, time: 1.080, data_time: 0.003, memory: 8232, loss_aux: 1.6179, top1_acc: 0.3941, top5_acc: 0.6697, loss_cls: 2.5455, loss: 4.1634, grad_norm: 2.9953 2021-03-11 17:19:29,023 - mmaction - INFO - Epoch [11][160/225] lr: 6.000e-02, eta: 11:04:34, time: 1.086, data_time: 0.003, memory: 8232, loss_aux: 1.6344, top1_acc: 0.3839, top5_acc: 0.6625, loss_cls: 2.5874, loss: 4.2218, grad_norm: 2.9819 2021-03-11 17:19:50,658 - mmaction - INFO - Epoch [11][180/225] lr: 6.000e-02, eta: 11:03:19, time: 1.081, data_time: 0.003, memory: 8232, loss_aux: 1.6272, top1_acc: 0.3880, top5_acc: 0.6609, loss_cls: 2.5891, loss: 4.2163, grad_norm: 2.9878 2021-03-11 17:20:12,474 - mmaction - INFO - Epoch [11][200/225] lr: 6.000e-02, eta: 11:02:08, time: 1.092, data_time: 0.003, memory: 8232, loss_aux: 1.6270, top1_acc: 0.3875, top5_acc: 0.6701, loss_cls: 2.5671, loss: 4.1941, grad_norm: 3.0139 2021-03-11 17:20:34,100 - mmaction - INFO - Epoch [11][220/225] lr: 6.000e-02, eta: 11:00:55, time: 1.080, data_time: 0.002, memory: 8232, loss_aux: 1.6221, top1_acc: 0.3897, top5_acc: 0.6604, loss_cls: 2.5761, loss: 4.1982, grad_norm: 2.9826 2021-03-11 17:20:40,574 - mmaction - INFO - Saving checkpoint at 11 epochs 2021-03-11 17:21:47,887 - mmaction - INFO - Epoch [12][20/225] lr: 6.000e-02, eta: 11:07:37, time: 3.316, data_time: 1.994, memory: 8232, loss_aux: 1.6143, top1_acc: 0.3958, top5_acc: 0.6645, loss_cls: 2.5411, loss: 4.1554, grad_norm: 2.9566 2021-03-11 17:22:09,178 - mmaction - INFO - Epoch [12][40/225] lr: 6.000e-02, eta: 11:06:17, time: 1.065, data_time: 0.003, memory: 8232, loss_aux: 1.6014, top1_acc: 0.3977, top5_acc: 0.6780, loss_cls: 2.5167, loss: 4.1180, grad_norm: 2.9705 2021-03-11 17:22:30,510 - mmaction - INFO - Epoch [12][60/225] lr: 6.000e-02, eta: 11:04:59, time: 1.066, data_time: 0.003, memory: 8232, loss_aux: 1.5984, top1_acc: 0.3988, top5_acc: 0.6839, loss_cls: 2.4950, loss: 4.0934, grad_norm: 2.9712 2021-03-11 17:22:51,829 - mmaction - INFO - Epoch [12][80/225] lr: 6.000e-02, eta: 11:03:41, time: 1.067, data_time: 0.002, memory: 8232, loss_aux: 1.5897, top1_acc: 0.4091, top5_acc: 0.6826, loss_cls: 2.4860, loss: 4.0757, grad_norm: 3.0162 2021-03-11 17:23:13,314 - mmaction - INFO - Epoch [12][100/225] lr: 6.000e-02, eta: 11:02:27, time: 1.074, data_time: 0.003, memory: 8232, loss_aux: 1.6159, top1_acc: 0.3893, top5_acc: 0.6746, loss_cls: 2.5462, loss: 4.1621, grad_norm: 3.0249 2021-03-11 17:23:34,948 - mmaction - INFO - Epoch [12][120/225] lr: 6.000e-02, eta: 11:01:15, time: 1.082, data_time: 0.002, memory: 8232, loss_aux: 1.6192, top1_acc: 0.3954, top5_acc: 0.6607, loss_cls: 2.5723, loss: 4.1915, grad_norm: 3.0355 2021-03-11 17:23:56,559 - mmaction - INFO - Epoch [12][140/225] lr: 6.000e-02, eta: 11:00:03, time: 1.080, data_time: 0.003, memory: 8232, loss_aux: 1.6155, top1_acc: 0.3875, top5_acc: 0.6651, loss_cls: 2.5731, loss: 4.1885, grad_norm: 3.0130 2021-03-11 17:24:18,237 - mmaction - INFO - Epoch [12][160/225] lr: 6.000e-02, eta: 10:58:54, time: 1.085, data_time: 0.002, memory: 8232, loss_aux: 1.6092, top1_acc: 0.3939, top5_acc: 0.6754, loss_cls: 2.5328, loss: 4.1420, grad_norm: 2.9797 2021-03-11 17:24:39,967 - mmaction - INFO - Epoch [12][180/225] lr: 6.000e-02, eta: 10:57:45, time: 1.086, data_time: 0.003, memory: 8232, loss_aux: 1.5934, top1_acc: 0.3887, top5_acc: 0.6746, loss_cls: 2.5319, loss: 4.1253, grad_norm: 2.9872 2021-03-11 17:25:01,683 - mmaction - INFO - Epoch [12][200/225] lr: 6.000e-02, eta: 10:56:37, time: 1.087, data_time: 0.002, memory: 8232, loss_aux: 1.6000, top1_acc: 0.4044, top5_acc: 0.6741, loss_cls: 2.5173, loss: 4.1173, grad_norm: 2.9776 2021-03-11 17:25:23,219 - mmaction - INFO - Epoch [12][220/225] lr: 6.000e-02, eta: 10:55:28, time: 1.076, data_time: 0.003, memory: 8232, loss_aux: 1.6019, top1_acc: 0.3990, top5_acc: 0.6734, loss_cls: 2.5315, loss: 4.1334, grad_norm: 2.9971 2021-03-11 17:25:29,435 - mmaction - INFO - Saving checkpoint at 12 epochs 2021-03-11 17:26:37,190 - mmaction - INFO - Epoch [13][20/225] lr: 6.000e-02, eta: 11:01:32, time: 3.320, data_time: 1.821, memory: 8232, loss_aux: 1.5861, top1_acc: 0.3980, top5_acc: 0.6850, loss_cls: 2.4779, loss: 4.0640, grad_norm: 3.0018 2021-03-11 17:26:58,494 - mmaction - INFO - Epoch [13][40/225] lr: 6.000e-02, eta: 11:00:18, time: 1.065, data_time: 0.003, memory: 8232, loss_aux: 1.5870, top1_acc: 0.4042, top5_acc: 0.6809, loss_cls: 2.4776, loss: 4.0647, grad_norm: 3.0242 2021-03-11 17:27:19,819 - mmaction - INFO - Epoch [13][60/225] lr: 6.000e-02, eta: 10:59:05, time: 1.066, data_time: 0.003, memory: 8232, loss_aux: 1.5658, top1_acc: 0.4072, top5_acc: 0.6897, loss_cls: 2.4464, loss: 4.0122, grad_norm: 2.9930 2021-03-11 17:27:41,179 - mmaction - INFO - Epoch [13][80/225] lr: 6.000e-02, eta: 10:57:53, time: 1.069, data_time: 0.002, memory: 8232, loss_aux: 1.5936, top1_acc: 0.3982, top5_acc: 0.6767, loss_cls: 2.4986, loss: 4.0923, grad_norm: 3.0153 2021-03-11 17:28:02,676 - mmaction - INFO - Epoch [13][100/225] lr: 6.000e-02, eta: 10:56:44, time: 1.074, data_time: 0.003, memory: 8232, loss_aux: 1.5678, top1_acc: 0.4167, top5_acc: 0.6906, loss_cls: 2.4494, loss: 4.0172, grad_norm: 3.0050 2021-03-11 17:28:24,344 - mmaction - INFO - Epoch [13][120/225] lr: 6.000e-02, eta: 10:55:37, time: 1.084, data_time: 0.002, memory: 8232, loss_aux: 1.6006, top1_acc: 0.3954, top5_acc: 0.6707, loss_cls: 2.5245, loss: 4.1251, grad_norm: 3.0223 2021-03-11 17:28:45,943 - mmaction - INFO - Epoch [13][140/225] lr: 6.000e-02, eta: 10:54:29, time: 1.079, data_time: 0.003, memory: 8232, loss_aux: 1.6027, top1_acc: 0.3957, top5_acc: 0.6715, loss_cls: 2.5315, loss: 4.1342, grad_norm: 3.0118 2021-03-11 17:29:07,565 - mmaction - INFO - Epoch [13][160/225] lr: 6.000e-02, eta: 10:53:23, time: 1.082, data_time: 0.002, memory: 8232, loss_aux: 1.5982, top1_acc: 0.3895, top5_acc: 0.6677, loss_cls: 2.5428, loss: 4.1410, grad_norm: 3.0521 2021-03-11 17:29:29,156 - mmaction - INFO - Epoch [13][180/225] lr: 6.000e-02, eta: 10:52:17, time: 1.079, data_time: 0.003, memory: 8232, loss_aux: 1.5685, top1_acc: 0.4142, top5_acc: 0.6816, loss_cls: 2.4467, loss: 4.0152, grad_norm: 2.9829 2021-03-11 17:29:51,894 - mmaction - INFO - Epoch [13][200/225] lr: 6.000e-02, eta: 10:51:24, time: 1.138, data_time: 0.002, memory: 8232, loss_aux: 1.5927, top1_acc: 0.4016, top5_acc: 0.6741, loss_cls: 2.5342, loss: 4.1269, grad_norm: 3.0235 2021-03-11 17:30:13,467 - mmaction - INFO - Epoch [13][220/225] lr: 6.000e-02, eta: 10:50:19, time: 1.078, data_time: 0.003, memory: 8232, loss_aux: 1.5706, top1_acc: 0.4038, top5_acc: 0.6737, loss_cls: 2.4973, loss: 4.0679, grad_norm: 3.0081 2021-03-11 17:30:20,567 - mmaction - INFO - Saving checkpoint at 13 epochs 2021-03-11 17:31:29,833 - mmaction - INFO - Epoch [14][20/225] lr: 6.000e-02, eta: 10:56:05, time: 3.388, data_time: 1.789, memory: 8232, loss_aux: 1.5796, top1_acc: 0.4087, top5_acc: 0.6832, loss_cls: 2.4650, loss: 4.0446, grad_norm: 3.0299 2021-03-11 17:31:51,087 - mmaction - INFO - Epoch [14][40/225] lr: 6.000e-02, eta: 10:54:55, time: 1.062, data_time: 0.004, memory: 8232, loss_aux: 1.5692, top1_acc: 0.4122, top5_acc: 0.6913, loss_cls: 2.4424, loss: 4.0116, grad_norm: 3.0103 2021-03-11 17:32:12,353 - mmaction - INFO - Epoch [14][60/225] lr: 6.000e-02, eta: 10:53:45, time: 1.063, data_time: 0.003, memory: 8232, loss_aux: 1.5834, top1_acc: 0.3970, top5_acc: 0.6831, loss_cls: 2.5027, loss: 4.0861, grad_norm: 3.0635 2021-03-11 17:32:33,654 - mmaction - INFO - Epoch [14][80/225] lr: 6.000e-02, eta: 10:52:37, time: 1.066, data_time: 0.002, memory: 8232, loss_aux: 1.5792, top1_acc: 0.4057, top5_acc: 0.6846, loss_cls: 2.4732, loss: 4.0524, grad_norm: 3.0613 2021-03-11 17:32:55,270 - mmaction - INFO - Epoch [14][100/225] lr: 6.000e-02, eta: 10:51:32, time: 1.080, data_time: 0.003, memory: 8232, loss_aux: 1.5758, top1_acc: 0.4133, top5_acc: 0.6845, loss_cls: 2.4688, loss: 4.0446, grad_norm: 2.9946 2021-03-11 17:33:16,820 - mmaction - INFO - Epoch [14][120/225] lr: 6.000e-02, eta: 10:50:27, time: 1.078, data_time: 0.002, memory: 8232, loss_aux: 1.5684, top1_acc: 0.4052, top5_acc: 0.6870, loss_cls: 2.4678, loss: 4.0362, grad_norm: 3.0769 2021-03-11 17:33:38,497 - mmaction - INFO - Epoch [14][140/225] lr: 6.000e-02, eta: 10:49:24, time: 1.083, data_time: 0.003, memory: 8232, loss_aux: 1.5700, top1_acc: 0.4079, top5_acc: 0.6792, loss_cls: 2.4915, loss: 4.0615, grad_norm: 3.0290 2021-03-11 17:34:00,189 - mmaction - INFO - Epoch [14][160/225] lr: 6.000e-02, eta: 10:48:22, time: 1.085, data_time: 0.002, memory: 8232, loss_aux: 1.5633, top1_acc: 0.4073, top5_acc: 0.6823, loss_cls: 2.4777, loss: 4.0410, grad_norm: 3.0143 2021-03-11 17:34:21,957 - mmaction - INFO - Epoch [14][180/225] lr: 6.000e-02, eta: 10:47:21, time: 1.088, data_time: 0.003, memory: 8232, loss_aux: 1.5712, top1_acc: 0.4105, top5_acc: 0.6828, loss_cls: 2.4758, loss: 4.0469, grad_norm: 3.0254 2021-03-11 17:34:43,546 - mmaction - INFO - Epoch [14][200/225] lr: 6.000e-02, eta: 10:46:19, time: 1.080, data_time: 0.002, memory: 8232, loss_aux: 1.5731, top1_acc: 0.4112, top5_acc: 0.6810, loss_cls: 2.4835, loss: 4.0566, grad_norm: 3.0196 2021-03-11 17:35:05,128 - mmaction - INFO - Epoch [14][220/225] lr: 6.000e-02, eta: 10:45:17, time: 1.079, data_time: 0.003, memory: 8232, loss_aux: 1.5638, top1_acc: 0.4049, top5_acc: 0.6796, loss_cls: 2.4881, loss: 4.0519, grad_norm: 3.0088 2021-03-11 17:35:11,449 - mmaction - INFO - Saving checkpoint at 14 epochs 2021-03-11 17:36:19,797 - mmaction - INFO - Epoch [15][20/225] lr: 6.000e-02, eta: 10:50:29, time: 3.361, data_time: 2.060, memory: 8232, loss_aux: 1.5465, top1_acc: 0.4262, top5_acc: 0.7004, loss_cls: 2.3953, loss: 3.9417, grad_norm: 3.0316 2021-03-11 17:36:41,074 - mmaction - INFO - Epoch [15][40/225] lr: 6.000e-02, eta: 10:49:23, time: 1.063, data_time: 0.004, memory: 8232, loss_aux: 1.5509, top1_acc: 0.4165, top5_acc: 0.6803, loss_cls: 2.4453, loss: 3.9962, grad_norm: 3.0404 2021-03-11 17:37:02,419 - mmaction - INFO - Epoch [15][60/225] lr: 6.000e-02, eta: 10:48:17, time: 1.066, data_time: 0.003, memory: 8232, loss_aux: 1.5472, top1_acc: 0.4268, top5_acc: 0.6904, loss_cls: 2.4267, loss: 3.9739, grad_norm: 3.0204 2021-03-11 17:37:23,795 - mmaction - INFO - Epoch [15][80/225] lr: 6.000e-02, eta: 10:47:13, time: 1.070, data_time: 0.002, memory: 8232, loss_aux: 1.5604, top1_acc: 0.4074, top5_acc: 0.6837, loss_cls: 2.4569, loss: 4.0173, grad_norm: 2.9871 2021-03-11 17:37:45,327 - mmaction - INFO - Epoch [15][100/225] lr: 6.000e-02, eta: 10:46:11, time: 1.076, data_time: 0.003, memory: 8232, loss_aux: 1.5631, top1_acc: 0.4132, top5_acc: 0.6858, loss_cls: 2.4439, loss: 4.0071, grad_norm: 3.0311 2021-03-11 17:38:06,917 - mmaction - INFO - Epoch [15][120/225] lr: 6.000e-02, eta: 10:45:10, time: 1.080, data_time: 0.002, memory: 8232, loss_aux: 1.5523, top1_acc: 0.4138, top5_acc: 0.6914, loss_cls: 2.4477, loss: 4.0000, grad_norm: 3.0856 2021-03-11 17:38:28,658 - mmaction - INFO - Epoch [15][140/225] lr: 6.000e-02, eta: 10:44:11, time: 1.086, data_time: 0.003, memory: 8232, loss_aux: 1.5644, top1_acc: 0.4042, top5_acc: 0.6810, loss_cls: 2.4750, loss: 4.0394, grad_norm: 3.0508 2021-03-11 17:38:50,294 - mmaction - INFO - Epoch [15][160/225] lr: 6.000e-02, eta: 10:43:11, time: 1.082, data_time: 0.002, memory: 8232, loss_aux: 1.5516, top1_acc: 0.4085, top5_acc: 0.6862, loss_cls: 2.4529, loss: 4.0046, grad_norm: 2.9957 2021-03-11 17:39:11,948 - mmaction - INFO - Epoch [15][180/225] lr: 6.000e-02, eta: 10:42:12, time: 1.082, data_time: 0.003, memory: 8232, loss_aux: 1.5534, top1_acc: 0.4089, top5_acc: 0.6809, loss_cls: 2.4618, loss: 4.0152, grad_norm: 3.0001 2021-03-11 17:39:33,753 - mmaction - INFO - Epoch [15][200/225] lr: 6.000e-02, eta: 10:41:14, time: 1.092, data_time: 0.002, memory: 8232, loss_aux: 1.5493, top1_acc: 0.4145, top5_acc: 0.6883, loss_cls: 2.4607, loss: 4.0100, grad_norm: 3.0354 2021-03-11 17:39:55,404 - mmaction - INFO - Epoch [15][220/225] lr: 6.000e-02, eta: 10:40:16, time: 1.082, data_time: 0.002, memory: 8232, loss_aux: 1.5489, top1_acc: 0.4216, top5_acc: 0.6888, loss_cls: 2.4451, loss: 3.9941, grad_norm: 3.0108 2021-03-11 17:40:01,913 - mmaction - INFO - Saving checkpoint at 15 epochs 2021-03-11 17:41:09,150 - mmaction - INFO - Epoch [16][20/225] lr: 6.000e-02, eta: 10:44:46, time: 3.267, data_time: 1.983, memory: 8232, loss_aux: 1.5426, top1_acc: 0.4255, top5_acc: 0.6952, loss_cls: 2.4026, loss: 3.9452, grad_norm: 2.9919 2021-03-11 17:41:30,417 - mmaction - INFO - Epoch [16][40/225] lr: 6.000e-02, eta: 10:43:43, time: 1.064, data_time: 0.002, memory: 8232, loss_aux: 1.5312, top1_acc: 0.4223, top5_acc: 0.6967, loss_cls: 2.4103, loss: 3.9416, grad_norm: 3.0485 2021-03-11 17:41:51,703 - mmaction - INFO - Epoch [16][60/225] lr: 6.000e-02, eta: 10:42:41, time: 1.064, data_time: 0.003, memory: 8232, loss_aux: 1.5369, top1_acc: 0.4217, top5_acc: 0.6941, loss_cls: 2.4161, loss: 3.9531, grad_norm: 3.0251 2021-03-11 17:42:13,065 - mmaction - INFO - Epoch [16][80/225] lr: 6.000e-02, eta: 10:41:40, time: 1.069, data_time: 0.002, memory: 8232, loss_aux: 1.5403, top1_acc: 0.4178, top5_acc: 0.6973, loss_cls: 2.3936, loss: 3.9339, grad_norm: 3.0251 2021-03-11 17:42:34,582 - mmaction - INFO - Epoch [16][100/225] lr: 6.000e-02, eta: 10:40:40, time: 1.075, data_time: 0.003, memory: 8232, loss_aux: 1.5372, top1_acc: 0.4211, top5_acc: 0.6931, loss_cls: 2.4089, loss: 3.9461, grad_norm: 3.0850 2021-03-11 17:42:56,262 - mmaction - INFO - Epoch [16][120/225] lr: 6.000e-02, eta: 10:39:43, time: 1.085, data_time: 0.002, memory: 8232, loss_aux: 1.5470, top1_acc: 0.4147, top5_acc: 0.6867, loss_cls: 2.4371, loss: 3.9841, grad_norm: 3.0822 2021-03-11 17:43:17,791 - mmaction - INFO - Epoch [16][140/225] lr: 6.000e-02, eta: 10:38:44, time: 1.076, data_time: 0.003, memory: 8232, loss_aux: 1.5399, top1_acc: 0.4152, top5_acc: 0.6923, loss_cls: 2.4329, loss: 3.9727, grad_norm: 3.0484 2021-03-11 17:43:39,462 - mmaction - INFO - Epoch [16][160/225] lr: 6.000e-02, eta: 10:37:47, time: 1.084, data_time: 0.002, memory: 8232, loss_aux: 1.5212, top1_acc: 0.4245, top5_acc: 0.7007, loss_cls: 2.4018, loss: 3.9231, grad_norm: 3.0256 2021-03-11 17:44:01,117 - mmaction - INFO - Epoch [16][180/225] lr: 6.000e-02, eta: 10:36:51, time: 1.082, data_time: 0.002, memory: 8232, loss_aux: 1.5379, top1_acc: 0.4181, top5_acc: 0.6906, loss_cls: 2.4113, loss: 3.9492, grad_norm: 3.0520 2021-03-11 17:44:22,717 - mmaction - INFO - Epoch [16][200/225] lr: 6.000e-02, eta: 10:35:54, time: 1.081, data_time: 0.002, memory: 8232, loss_aux: 1.5332, top1_acc: 0.4273, top5_acc: 0.6970, loss_cls: 2.4034, loss: 3.9366, grad_norm: 2.9965 2021-03-11 17:44:44,382 - mmaction - INFO - Epoch [16][220/225] lr: 6.000e-02, eta: 10:34:58, time: 1.083, data_time: 0.003, memory: 8232, loss_aux: 1.5300, top1_acc: 0.4245, top5_acc: 0.6980, loss_cls: 2.4104, loss: 3.9404, grad_norm: 3.0530 2021-03-11 17:44:50,995 - mmaction - INFO - Saving checkpoint at 16 epochs 2021-03-11 17:45:59,041 - mmaction - INFO - Epoch [17][20/225] lr: 6.000e-02, eta: 10:39:13, time: 3.297, data_time: 1.985, memory: 8232, loss_aux: 1.5074, top1_acc: 0.4329, top5_acc: 0.7060, loss_cls: 2.3415, loss: 3.8488, grad_norm: 3.0572 2021-03-11 17:46:20,274 - mmaction - INFO - Epoch [17][40/225] lr: 6.000e-02, eta: 10:38:12, time: 1.062, data_time: 0.004, memory: 8232, loss_aux: 1.4935, top1_acc: 0.4332, top5_acc: 0.7096, loss_cls: 2.3287, loss: 3.8222, grad_norm: 3.0699 2021-03-11 17:46:41,604 - mmaction - INFO - Epoch [17][60/225] lr: 6.000e-02, eta: 10:37:13, time: 1.065, data_time: 0.003, memory: 8232, loss_aux: 1.5101, top1_acc: 0.4318, top5_acc: 0.7051, loss_cls: 2.3519, loss: 3.8620, grad_norm: 3.0761 2021-03-11 17:47:02,931 - mmaction - INFO - Epoch [17][80/225] lr: 6.000e-02, eta: 10:36:14, time: 1.067, data_time: 0.003, memory: 8232, loss_aux: 1.5194, top1_acc: 0.4335, top5_acc: 0.7003, loss_cls: 2.3634, loss: 3.8828, grad_norm: 3.0366 2021-03-11 17:47:24,394 - mmaction - INFO - Epoch [17][100/225] lr: 6.000e-02, eta: 10:35:17, time: 1.072, data_time: 0.003, memory: 8232, loss_aux: 1.5258, top1_acc: 0.4280, top5_acc: 0.6928, loss_cls: 2.4008, loss: 3.9266, grad_norm: 3.0904 2021-03-11 17:47:46,033 - mmaction - INFO - Epoch [17][120/225] lr: 6.000e-02, eta: 10:34:22, time: 1.083, data_time: 0.003, memory: 8232, loss_aux: 1.5190, top1_acc: 0.4137, top5_acc: 0.6918, loss_cls: 2.4122, loss: 3.9312, grad_norm: 3.0955 2021-03-11 17:48:07,580 - mmaction - INFO - Epoch [17][140/225] lr: 6.000e-02, eta: 10:33:25, time: 1.076, data_time: 0.003, memory: 8232, loss_aux: 1.5361, top1_acc: 0.4186, top5_acc: 0.6902, loss_cls: 2.4367, loss: 3.9727, grad_norm: 3.1073 2021-03-11 17:48:29,252 - mmaction - INFO - Epoch [17][160/225] lr: 6.000e-02, eta: 10:32:31, time: 1.085, data_time: 0.003, memory: 8232, loss_aux: 1.5145, top1_acc: 0.4193, top5_acc: 0.7003, loss_cls: 2.3937, loss: 3.9082, grad_norm: 3.0320 2021-03-11 17:48:50,823 - mmaction - INFO - Epoch [17][180/225] lr: 6.000e-02, eta: 10:31:36, time: 1.078, data_time: 0.003, memory: 8232, loss_aux: 1.5218, top1_acc: 0.4238, top5_acc: 0.6983, loss_cls: 2.3916, loss: 3.9134, grad_norm: 3.0792 2021-03-11 17:49:12,651 - mmaction - INFO - Epoch [17][200/225] lr: 6.000e-02, eta: 10:30:44, time: 1.092, data_time: 0.002, memory: 8232, loss_aux: 1.5144, top1_acc: 0.4296, top5_acc: 0.6941, loss_cls: 2.3888, loss: 3.9032, grad_norm: 3.0470 2021-03-11 17:49:34,219 - mmaction - INFO - Epoch [17][220/225] lr: 6.000e-02, eta: 10:29:49, time: 1.078, data_time: 0.003, memory: 8232, loss_aux: 1.5235, top1_acc: 0.4160, top5_acc: 0.6948, loss_cls: 2.4177, loss: 3.9412, grad_norm: 3.0994 2021-03-11 17:49:41,002 - mmaction - INFO - Saving checkpoint at 17 epochs 2021-03-11 17:50:47,826 - mmaction - INFO - Epoch [18][20/225] lr: 6.000e-02, eta: 10:33:38, time: 3.249, data_time: 1.941, memory: 8232, loss_aux: 1.5138, top1_acc: 0.4238, top5_acc: 0.7001, loss_cls: 2.3814, loss: 3.8952, grad_norm: 3.0533 2021-03-11 17:51:09,052 - mmaction - INFO - Epoch [18][40/225] lr: 6.000e-02, eta: 10:32:40, time: 1.061, data_time: 0.003, memory: 8232, loss_aux: 1.5139, top1_acc: 0.4314, top5_acc: 0.7049, loss_cls: 2.3590, loss: 3.8730, grad_norm: 3.0809 2021-03-11 17:51:30,326 - mmaction - INFO - Epoch [18][60/225] lr: 6.000e-02, eta: 10:31:42, time: 1.064, data_time: 0.002, memory: 8232, loss_aux: 1.5100, top1_acc: 0.4276, top5_acc: 0.6943, loss_cls: 2.3853, loss: 3.8953, grad_norm: 3.0580 2021-03-11 17:51:51,701 - mmaction - INFO - Epoch [18][80/225] lr: 6.000e-02, eta: 10:30:46, time: 1.068, data_time: 0.003, memory: 8232, loss_aux: 1.5019, top1_acc: 0.4298, top5_acc: 0.7074, loss_cls: 2.3509, loss: 3.8528, grad_norm: 3.0936 2021-03-11 17:52:13,164 - mmaction - INFO - Epoch [18][100/225] lr: 6.000e-02, eta: 10:29:51, time: 1.074, data_time: 0.002, memory: 8232, loss_aux: 1.5243, top1_acc: 0.4223, top5_acc: 0.6993, loss_cls: 2.3940, loss: 3.9183, grad_norm: 3.0809 2021-03-11 17:52:34,813 - mmaction - INFO - Epoch [18][120/225] lr: 6.000e-02, eta: 10:28:58, time: 1.082, data_time: 0.003, memory: 8232, loss_aux: 1.5067, top1_acc: 0.4293, top5_acc: 0.6983, loss_cls: 2.3753, loss: 3.8820, grad_norm: 3.1013 2021-03-11 17:52:56,437 - mmaction - INFO - Epoch [18][140/225] lr: 6.000e-02, eta: 10:28:05, time: 1.082, data_time: 0.002, memory: 8232, loss_aux: 1.5089, top1_acc: 0.4270, top5_acc: 0.6995, loss_cls: 2.3905, loss: 3.8995, grad_norm: 3.0617 2021-03-11 17:53:18,037 - mmaction - INFO - Epoch [18][160/225] lr: 6.000e-02, eta: 10:27:12, time: 1.079, data_time: 0.003, memory: 8232, loss_aux: 1.5039, top1_acc: 0.4277, top5_acc: 0.7035, loss_cls: 2.3749, loss: 3.8788, grad_norm: 3.0241 2021-03-11 17:53:39,668 - mmaction - INFO - Epoch [18][180/225] lr: 6.000e-02, eta: 10:26:20, time: 1.083, data_time: 0.002, memory: 8232, loss_aux: 1.5247, top1_acc: 0.4286, top5_acc: 0.6986, loss_cls: 2.3820, loss: 3.9067, grad_norm: 3.0845 2021-03-11 17:54:01,456 - mmaction - INFO - Epoch [18][200/225] lr: 6.000e-02, eta: 10:25:29, time: 1.088, data_time: 0.003, memory: 8232, loss_aux: 1.5057, top1_acc: 0.4228, top5_acc: 0.7003, loss_cls: 2.3814, loss: 3.8872, grad_norm: 3.0985 2021-03-11 17:54:23,094 - mmaction - INFO - Epoch [18][220/225] lr: 6.000e-02, eta: 10:24:37, time: 1.083, data_time: 0.002, memory: 8232, loss_aux: 1.5099, top1_acc: 0.4210, top5_acc: 0.7021, loss_cls: 2.3809, loss: 3.8908, grad_norm: 3.0590 2021-03-11 17:54:29,367 - mmaction - INFO - Saving checkpoint at 18 epochs 2021-03-11 17:55:39,553 - mmaction - INFO - Epoch [19][20/225] lr: 6.000e-02, eta: 10:28:33, time: 3.410, data_time: 1.838, memory: 8232, loss_aux: 1.5016, top1_acc: 0.4336, top5_acc: 0.6996, loss_cls: 2.3668, loss: 3.8684, grad_norm: 3.0354 2021-03-11 17:56:00,762 - mmaction - INFO - Epoch [19][40/225] lr: 6.000e-02, eta: 10:27:37, time: 1.061, data_time: 0.004, memory: 8232, loss_aux: 1.5093, top1_acc: 0.4289, top5_acc: 0.6992, loss_cls: 2.3673, loss: 3.8766, grad_norm: 3.1096 2021-03-11 17:56:22,063 - mmaction - INFO - Epoch [19][60/225] lr: 6.000e-02, eta: 10:26:42, time: 1.064, data_time: 0.003, memory: 8232, loss_aux: 1.5022, top1_acc: 0.4349, top5_acc: 0.7025, loss_cls: 2.3639, loss: 3.8661, grad_norm: 3.0860 2021-03-11 17:56:43,416 - mmaction - INFO - Epoch [19][80/225] lr: 6.000e-02, eta: 10:25:48, time: 1.068, data_time: 0.002, memory: 8232, loss_aux: 1.4834, top1_acc: 0.4346, top5_acc: 0.7070, loss_cls: 2.3323, loss: 3.8158, grad_norm: 3.0541 2021-03-11 17:57:04,953 - mmaction - INFO - Epoch [19][100/225] lr: 6.000e-02, eta: 10:24:55, time: 1.076, data_time: 0.003, memory: 8232, loss_aux: 1.4922, top1_acc: 0.4393, top5_acc: 0.7036, loss_cls: 2.3421, loss: 3.8342, grad_norm: 3.1008 2021-03-11 17:57:26,622 - mmaction - INFO - Epoch [19][120/225] lr: 6.000e-02, eta: 10:24:04, time: 1.084, data_time: 0.003, memory: 8232, loss_aux: 1.4975, top1_acc: 0.4383, top5_acc: 0.7022, loss_cls: 2.3479, loss: 3.8454, grad_norm: 3.0721 2021-03-11 17:57:48,276 - mmaction - INFO - Epoch [19][140/225] lr: 6.000e-02, eta: 10:23:13, time: 1.082, data_time: 0.003, memory: 8232, loss_aux: 1.5110, top1_acc: 0.4246, top5_acc: 0.7064, loss_cls: 2.3651, loss: 3.8761, grad_norm: 3.1015 2021-03-11 17:58:09,948 - mmaction - INFO - Epoch [19][160/225] lr: 6.000e-02, eta: 10:22:22, time: 1.084, data_time: 0.002, memory: 8232, loss_aux: 1.5084, top1_acc: 0.4293, top5_acc: 0.7059, loss_cls: 2.3721, loss: 3.8805, grad_norm: 3.1427 2021-03-11 17:58:31,582 - mmaction - INFO - Epoch [19][180/225] lr: 6.000e-02, eta: 10:21:31, time: 1.081, data_time: 0.003, memory: 8232, loss_aux: 1.4873, top1_acc: 0.4366, top5_acc: 0.7104, loss_cls: 2.3331, loss: 3.8204, grad_norm: 3.0964 2021-03-11 17:58:53,311 - mmaction - INFO - Epoch [19][200/225] lr: 6.000e-02, eta: 10:20:41, time: 1.087, data_time: 0.002, memory: 8232, loss_aux: 1.5138, top1_acc: 0.4219, top5_acc: 0.6957, loss_cls: 2.3878, loss: 3.9017, grad_norm: 3.0983 2021-03-11 17:59:15,067 - mmaction - INFO - Epoch [19][220/225] lr: 6.000e-02, eta: 10:19:52, time: 1.087, data_time: 0.003, memory: 8232, loss_aux: 1.5077, top1_acc: 0.4267, top5_acc: 0.7027, loss_cls: 2.3718, loss: 3.8795, grad_norm: 3.1322 2021-03-11 17:59:21,304 - mmaction - INFO - Saving checkpoint at 19 epochs 2021-03-11 18:00:36,333 - mmaction - INFO - Epoch [20][20/225] lr: 6.000e-02, eta: 10:24:05, time: 3.651, data_time: 1.751, memory: 8232, loss_aux: 1.4858, top1_acc: 0.4378, top5_acc: 0.7124, loss_cls: 2.3206, loss: 3.8063, grad_norm: 3.0832 2021-03-11 18:00:57,613 - mmaction - INFO - Epoch [20][40/225] lr: 6.000e-02, eta: 10:23:11, time: 1.063, data_time: 0.004, memory: 8232, loss_aux: 1.4812, top1_acc: 0.4408, top5_acc: 0.7143, loss_cls: 2.3120, loss: 3.7932, grad_norm: 3.0990 2021-03-11 18:01:18,912 - mmaction - INFO - Epoch [20][60/225] lr: 6.000e-02, eta: 10:22:18, time: 1.066, data_time: 0.003, memory: 8232, loss_aux: 1.4819, top1_acc: 0.4470, top5_acc: 0.7060, loss_cls: 2.3208, loss: 3.8028, grad_norm: 3.1124 2021-03-11 18:01:40,294 - mmaction - INFO - Epoch [20][80/225] lr: 6.000e-02, eta: 10:21:25, time: 1.068, data_time: 0.003, memory: 8232, loss_aux: 1.4948, top1_acc: 0.4331, top5_acc: 0.7047, loss_cls: 2.3560, loss: 3.8508, grad_norm: 3.1822 2021-03-11 18:02:01,833 - mmaction - INFO - Epoch [20][100/225] lr: 6.000e-02, eta: 10:20:34, time: 1.077, data_time: 0.002, memory: 8232, loss_aux: 1.5027, top1_acc: 0.4297, top5_acc: 0.6984, loss_cls: 2.3759, loss: 3.8786, grad_norm: 3.1198 2021-03-11 18:02:23,431 - mmaction - INFO - Epoch [20][120/225] lr: 6.000e-02, eta: 10:19:44, time: 1.080, data_time: 0.002, memory: 8232, loss_aux: 1.4942, top1_acc: 0.4332, top5_acc: 0.7023, loss_cls: 2.3528, loss: 3.8470, grad_norm: 3.0962 2021-03-11 18:02:45,010 - mmaction - INFO - Epoch [20][140/225] lr: 6.000e-02, eta: 10:18:53, time: 1.078, data_time: 0.002, memory: 8232, loss_aux: 1.4743, top1_acc: 0.4443, top5_acc: 0.7098, loss_cls: 2.3206, loss: 3.7948, grad_norm: 3.0964 2021-03-11 18:03:06,788 - mmaction - INFO - Epoch [20][160/225] lr: 6.000e-02, eta: 10:18:05, time: 1.090, data_time: 0.003, memory: 8232, loss_aux: 1.4888, top1_acc: 0.4376, top5_acc: 0.7044, loss_cls: 2.3479, loss: 3.8367, grad_norm: 3.0540 2021-03-11 18:03:28,352 - mmaction - INFO - Epoch [20][180/225] lr: 6.000e-02, eta: 10:17:15, time: 1.077, data_time: 0.003, memory: 8232, loss_aux: 1.4925, top1_acc: 0.4336, top5_acc: 0.7031, loss_cls: 2.3582, loss: 3.8507, grad_norm: 3.0817 2021-03-11 18:03:50,136 - mmaction - INFO - Epoch [20][200/225] lr: 6.000e-02, eta: 10:16:27, time: 1.090, data_time: 0.002, memory: 8232, loss_aux: 1.4779, top1_acc: 0.4359, top5_acc: 0.7087, loss_cls: 2.3333, loss: 3.8112, grad_norm: 3.0947 2021-03-11 18:04:11,865 - mmaction - INFO - Epoch [20][220/225] lr: 6.000e-02, eta: 10:15:38, time: 1.086, data_time: 0.003, memory: 8232, loss_aux: 1.4959, top1_acc: 0.4299, top5_acc: 0.7031, loss_cls: 2.3542, loss: 3.8501, grad_norm: 3.1140 2021-03-11 18:04:20,348 - mmaction - INFO - Saving checkpoint at 20 epochs 2021-03-11 18:05:30,011 - mmaction - INFO - Epoch [21][20/225] lr: 6.000e-02, eta: 10:19:05, time: 3.417, data_time: 2.227, memory: 8232, loss_aux: 1.4720, top1_acc: 0.4443, top5_acc: 0.7165, loss_cls: 2.2862, loss: 3.7582, grad_norm: 3.1129 2021-03-11 18:05:51,186 - mmaction - INFO - Epoch [21][40/225] lr: 6.000e-02, eta: 10:18:12, time: 1.059, data_time: 0.003, memory: 8232, loss_aux: 1.4812, top1_acc: 0.4378, top5_acc: 0.7043, loss_cls: 2.3287, loss: 3.8100, grad_norm: 3.1265 2021-03-11 18:06:12,482 - mmaction - INFO - Epoch [21][60/225] lr: 6.000e-02, eta: 10:17:20, time: 1.064, data_time: 0.003, memory: 8232, loss_aux: 1.4751, top1_acc: 0.4441, top5_acc: 0.7138, loss_cls: 2.3042, loss: 3.7793, grad_norm: 3.1376 2021-03-11 18:06:33,826 - mmaction - INFO - Epoch [21][80/225] lr: 6.000e-02, eta: 10:16:29, time: 1.068, data_time: 0.002, memory: 8232, loss_aux: 1.4888, top1_acc: 0.4363, top5_acc: 0.7083, loss_cls: 2.3295, loss: 3.8183, grad_norm: 3.1044 2021-03-11 18:06:55,283 - mmaction - INFO - Epoch [21][100/225] lr: 6.000e-02, eta: 10:15:39, time: 1.072, data_time: 0.003, memory: 8232, loss_aux: 1.4701, top1_acc: 0.4362, top5_acc: 0.7096, loss_cls: 2.3189, loss: 3.7891, grad_norm: 3.1332 2021-03-11 18:07:16,838 - mmaction - INFO - Epoch [21][120/225] lr: 6.000e-02, eta: 10:14:50, time: 1.079, data_time: 0.003, memory: 8232, loss_aux: 1.4672, top1_acc: 0.4490, top5_acc: 0.7132, loss_cls: 2.3050, loss: 3.7722, grad_norm: 3.0553 2021-03-11 18:07:38,638 - mmaction - INFO - Epoch [21][140/225] lr: 6.000e-02, eta: 10:14:02, time: 1.089, data_time: 0.002, memory: 8232, loss_aux: 1.4720, top1_acc: 0.4469, top5_acc: 0.7124, loss_cls: 2.3000, loss: 3.7721, grad_norm: 3.1187 2021-03-11 18:08:00,278 - mmaction - INFO - Epoch [21][160/225] lr: 6.000e-02, eta: 10:13:14, time: 1.083, data_time: 0.002, memory: 8232, loss_aux: 1.4733, top1_acc: 0.4385, top5_acc: 0.7122, loss_cls: 2.3046, loss: 3.7779, grad_norm: 3.2042 2021-03-11 18:08:22,059 - mmaction - INFO - Epoch [21][180/225] lr: 6.000e-02, eta: 10:12:27, time: 1.088, data_time: 0.003, memory: 8232, loss_aux: 1.4686, top1_acc: 0.4428, top5_acc: 0.7126, loss_cls: 2.3163, loss: 3.7849, grad_norm: 3.0844 2021-03-11 18:08:43,649 - mmaction - INFO - Epoch [21][200/225] lr: 6.000e-02, eta: 10:11:39, time: 1.080, data_time: 0.002, memory: 8232, loss_aux: 1.4728, top1_acc: 0.4345, top5_acc: 0.7151, loss_cls: 2.3108, loss: 3.7837, grad_norm: 3.1249 2021-03-11 18:09:05,398 - mmaction - INFO - Epoch [21][220/225] lr: 6.000e-02, eta: 10:10:52, time: 1.087, data_time: 0.003, memory: 8232, loss_aux: 1.4822, top1_acc: 0.4358, top5_acc: 0.7076, loss_cls: 2.3362, loss: 3.8184, grad_norm: 3.1528 2021-03-11 18:09:11,972 - mmaction - INFO - Saving checkpoint at 21 epochs 2021-03-11 18:10:18,726 - mmaction - INFO - Epoch [22][20/225] lr: 6.000e-02, eta: 10:13:49, time: 3.283, data_time: 2.084, memory: 8232, loss_aux: 1.4562, top1_acc: 0.4451, top5_acc: 0.7240, loss_cls: 2.2606, loss: 3.7168, grad_norm: 3.1218 2021-03-11 18:10:39,978 - mmaction - INFO - Epoch [22][40/225] lr: 6.000e-02, eta: 10:12:58, time: 1.063, data_time: 0.005, memory: 8232, loss_aux: 1.4429, top1_acc: 0.4522, top5_acc: 0.7286, loss_cls: 2.2358, loss: 3.6787, grad_norm: 3.1259 2021-03-11 18:11:01,307 - mmaction - INFO - Epoch [22][60/225] lr: 6.000e-02, eta: 10:12:08, time: 1.066, data_time: 0.003, memory: 8232, loss_aux: 1.4576, top1_acc: 0.4536, top5_acc: 0.7230, loss_cls: 2.2568, loss: 3.7144, grad_norm: 3.1073 2021-03-11 18:11:22,686 - mmaction - INFO - Epoch [22][80/225] lr: 6.000e-02, eta: 10:11:19, time: 1.070, data_time: 0.002, memory: 8232, loss_aux: 1.4724, top1_acc: 0.4431, top5_acc: 0.7039, loss_cls: 2.3060, loss: 3.7785, grad_norm: 3.1792 2021-03-11 18:11:44,223 - mmaction - INFO - Epoch [22][100/225] lr: 6.000e-02, eta: 10:10:31, time: 1.076, data_time: 0.003, memory: 8232, loss_aux: 1.4659, top1_acc: 0.4397, top5_acc: 0.7116, loss_cls: 2.3069, loss: 3.7727, grad_norm: 3.1170 2021-03-11 18:12:05,900 - mmaction - INFO - Epoch [22][120/225] lr: 6.000e-02, eta: 10:09:44, time: 1.084, data_time: 0.002, memory: 8232, loss_aux: 1.4833, top1_acc: 0.4362, top5_acc: 0.7092, loss_cls: 2.3342, loss: 3.8175, grad_norm: 3.1679 2021-03-11 18:12:27,455 - mmaction - INFO - Epoch [22][140/225] lr: 6.000e-02, eta: 10:08:56, time: 1.078, data_time: 0.002, memory: 8232, loss_aux: 1.4638, top1_acc: 0.4396, top5_acc: 0.7083, loss_cls: 2.3100, loss: 3.7738, grad_norm: 3.1559 2021-03-11 18:12:49,033 - mmaction - INFO - Epoch [22][160/225] lr: 6.000e-02, eta: 10:08:09, time: 1.079, data_time: 0.003, memory: 8232, loss_aux: 1.4871, top1_acc: 0.4270, top5_acc: 0.6990, loss_cls: 2.3519, loss: 3.8391, grad_norm: 3.1717 2021-03-11 18:13:10,574 - mmaction - INFO - Epoch [22][180/225] lr: 6.000e-02, eta: 10:07:21, time: 1.077, data_time: 0.002, memory: 8232, loss_aux: 1.4723, top1_acc: 0.4451, top5_acc: 0.7132, loss_cls: 2.3114, loss: 3.7837, grad_norm: 3.1200 2021-03-11 18:13:32,408 - mmaction - INFO - Epoch [22][200/225] lr: 6.000e-02, eta: 10:06:36, time: 1.091, data_time: 0.003, memory: 8232, loss_aux: 1.4505, top1_acc: 0.4518, top5_acc: 0.7240, loss_cls: 2.2514, loss: 3.7019, grad_norm: 3.1315 2021-03-11 18:13:53,896 - mmaction - INFO - Epoch [22][220/225] lr: 6.000e-02, eta: 10:05:49, time: 1.075, data_time: 0.002, memory: 8232, loss_aux: 1.4590, top1_acc: 0.4424, top5_acc: 0.7146, loss_cls: 2.2959, loss: 3.7548, grad_norm: 3.1467 2021-03-11 18:14:00,319 - mmaction - INFO - Saving checkpoint at 22 epochs 2021-03-11 18:15:08,890 - mmaction - INFO - Epoch [23][20/225] lr: 6.000e-02, eta: 10:08:45, time: 3.374, data_time: 1.980, memory: 8232, loss_aux: 1.4635, top1_acc: 0.4458, top5_acc: 0.7208, loss_cls: 2.2656, loss: 3.7291, grad_norm: 3.1081 2021-03-11 18:15:30,131 - mmaction - INFO - Epoch [23][40/225] lr: 6.000e-02, eta: 10:07:56, time: 1.062, data_time: 0.003, memory: 8232, loss_aux: 1.4630, top1_acc: 0.4427, top5_acc: 0.7154, loss_cls: 2.2826, loss: 3.7456, grad_norm: 3.1141 2021-03-11 18:15:51,450 - mmaction - INFO - Epoch [23][60/225] lr: 6.000e-02, eta: 10:07:08, time: 1.065, data_time: 0.003, memory: 8232, loss_aux: 1.4660, top1_acc: 0.4461, top5_acc: 0.7102, loss_cls: 2.3038, loss: 3.7698, grad_norm: 3.1228 2021-03-11 18:16:12,853 - mmaction - INFO - Epoch [23][80/225] lr: 6.000e-02, eta: 10:06:20, time: 1.071, data_time: 0.002, memory: 8232, loss_aux: 1.4514, top1_acc: 0.4547, top5_acc: 0.7201, loss_cls: 2.2808, loss: 3.7322, grad_norm: 3.1127 2021-03-11 18:16:34,393 - mmaction - INFO - Epoch [23][100/225] lr: 6.000e-02, eta: 10:05:33, time: 1.076, data_time: 0.003, memory: 8232, loss_aux: 1.4599, top1_acc: 0.4427, top5_acc: 0.7168, loss_cls: 2.2967, loss: 3.7566, grad_norm: 3.1395 2021-03-11 18:16:56,044 - mmaction - INFO - Epoch [23][120/225] lr: 6.000e-02, eta: 10:04:47, time: 1.083, data_time: 0.002, memory: 8232, loss_aux: 1.4594, top1_acc: 0.4555, top5_acc: 0.7193, loss_cls: 2.2637, loss: 3.7231, grad_norm: 3.1346 2021-03-11 18:17:17,807 - mmaction - INFO - Epoch [23][140/225] lr: 6.000e-02, eta: 10:04:01, time: 1.087, data_time: 0.003, memory: 8232, loss_aux: 1.4686, top1_acc: 0.4466, top5_acc: 0.7091, loss_cls: 2.2982, loss: 3.7667, grad_norm: 3.1125 2021-03-11 18:17:39,561 - mmaction - INFO - Epoch [23][160/225] lr: 6.000e-02, eta: 10:03:16, time: 1.088, data_time: 0.002, memory: 8232, loss_aux: 1.4675, top1_acc: 0.4352, top5_acc: 0.7117, loss_cls: 2.3138, loss: 3.7812, grad_norm: 3.1795 2021-03-11 18:18:01,206 - mmaction - INFO - Epoch [23][180/225] lr: 6.000e-02, eta: 10:02:31, time: 1.081, data_time: 0.003, memory: 8232, loss_aux: 1.4569, top1_acc: 0.4453, top5_acc: 0.7186, loss_cls: 2.2880, loss: 3.7449, grad_norm: 3.1763 2021-03-11 18:18:22,754 - mmaction - INFO - Epoch [23][200/225] lr: 6.000e-02, eta: 10:01:45, time: 1.078, data_time: 0.002, memory: 8232, loss_aux: 1.4478, top1_acc: 0.4526, top5_acc: 0.7207, loss_cls: 2.2655, loss: 3.7133, grad_norm: 3.1544 2021-03-11 18:18:44,445 - mmaction - INFO - Epoch [23][220/225] lr: 6.000e-02, eta: 10:01:00, time: 1.084, data_time: 0.003, memory: 8232, loss_aux: 1.4454, top1_acc: 0.4594, top5_acc: 0.7160, loss_cls: 2.2643, loss: 3.7097, grad_norm: 3.1538 2021-03-11 18:18:51,371 - mmaction - INFO - Saving checkpoint at 23 epochs 2021-03-11 18:20:01,182 - mmaction - INFO - Epoch [24][20/225] lr: 6.000e-02, eta: 10:03:45, time: 3.368, data_time: 2.130, memory: 8232, loss_aux: 1.4532, top1_acc: 0.4535, top5_acc: 0.7234, loss_cls: 2.2522, loss: 3.7054, grad_norm: 3.1734 2021-03-11 18:20:22,406 - mmaction - INFO - Epoch [24][40/225] lr: 6.000e-02, eta: 10:02:57, time: 1.061, data_time: 0.003, memory: 8232, loss_aux: 1.4449, top1_acc: 0.4460, top5_acc: 0.7156, loss_cls: 2.2765, loss: 3.7214, grad_norm: 3.1344 2021-03-11 18:20:43,796 - mmaction - INFO - Epoch [24][60/225] lr: 6.000e-02, eta: 10:02:10, time: 1.069, data_time: 0.003, memory: 8232, loss_aux: 1.4255, top1_acc: 0.4587, top5_acc: 0.7323, loss_cls: 2.2100, loss: 3.6355, grad_norm: 3.1089 2021-03-11 18:21:05,237 - mmaction - INFO - Epoch [24][80/225] lr: 6.000e-02, eta: 10:01:24, time: 1.073, data_time: 0.002, memory: 8232, loss_aux: 1.4471, top1_acc: 0.4530, top5_acc: 0.7176, loss_cls: 2.2555, loss: 3.7026, grad_norm: 3.1454 2021-03-11 18:21:26,742 - mmaction - INFO - Epoch [24][100/225] lr: 6.000e-02, eta: 10:00:38, time: 1.075, data_time: 0.003, memory: 8232, loss_aux: 1.4542, top1_acc: 0.4522, top5_acc: 0.7215, loss_cls: 2.2656, loss: 3.7198, grad_norm: 3.1986 2021-03-11 18:21:48,408 - mmaction - INFO - Epoch [24][120/225] lr: 6.000e-02, eta: 9:59:53, time: 1.084, data_time: 0.002, memory: 8232, loss_aux: 1.4535, top1_acc: 0.4516, top5_acc: 0.7143, loss_cls: 2.2884, loss: 3.7419, grad_norm: 3.1297 2021-03-11 18:22:10,065 - mmaction - INFO - Epoch [24][140/225] lr: 6.000e-02, eta: 9:59:08, time: 1.082, data_time: 0.003, memory: 8232, loss_aux: 1.4581, top1_acc: 0.4516, top5_acc: 0.7207, loss_cls: 2.2764, loss: 3.7345, grad_norm: 3.1363 2021-03-11 18:22:31,734 - mmaction - INFO - Epoch [24][160/225] lr: 6.000e-02, eta: 9:58:24, time: 1.084, data_time: 0.003, memory: 8232, loss_aux: 1.4533, top1_acc: 0.4444, top5_acc: 0.7197, loss_cls: 2.2868, loss: 3.7400, grad_norm: 3.1840 2021-03-11 18:22:53,393 - mmaction - INFO - Epoch [24][180/225] lr: 6.000e-02, eta: 9:57:39, time: 1.082, data_time: 0.003, memory: 8232, loss_aux: 1.4649, top1_acc: 0.4453, top5_acc: 0.7118, loss_cls: 2.3066, loss: 3.7715, grad_norm: 3.1828 2021-03-11 18:23:15,078 - mmaction - INFO - Epoch [24][200/225] lr: 6.000e-02, eta: 9:56:55, time: 1.085, data_time: 0.002, memory: 8232, loss_aux: 1.4475, top1_acc: 0.4603, top5_acc: 0.7212, loss_cls: 2.2547, loss: 3.7022, grad_norm: 3.1748 2021-03-11 18:23:36,989 - mmaction - INFO - Epoch [24][220/225] lr: 6.000e-02, eta: 9:56:12, time: 1.095, data_time: 0.003, memory: 8232, loss_aux: 1.4492, top1_acc: 0.4496, top5_acc: 0.7133, loss_cls: 2.2806, loss: 3.7298, grad_norm: 3.1499 2021-03-11 18:23:43,173 - mmaction - INFO - Saving checkpoint at 24 epochs 2021-03-11 18:24:49,419 - mmaction - INFO - Epoch [25][20/225] lr: 6.000e-02, eta: 9:58:35, time: 3.241, data_time: 2.014, memory: 8232, loss_aux: 1.4472, top1_acc: 0.4525, top5_acc: 0.7190, loss_cls: 2.2629, loss: 3.7101, grad_norm: 3.1029 2021-03-11 18:25:10,680 - mmaction - INFO - Epoch [25][40/225] lr: 6.000e-02, eta: 9:57:48, time: 1.063, data_time: 0.004, memory: 8232, loss_aux: 1.4443, top1_acc: 0.4618, top5_acc: 0.7250, loss_cls: 2.2522, loss: 3.6964, grad_norm: 3.1309 2021-03-11 18:25:32,029 - mmaction - INFO - Epoch [25][60/225] lr: 6.000e-02, eta: 9:57:02, time: 1.067, data_time: 0.003, memory: 8232, loss_aux: 1.4075, top1_acc: 0.4595, top5_acc: 0.7328, loss_cls: 2.1903, loss: 3.5978, grad_norm: 3.1312 2021-03-11 18:25:53,480 - mmaction - INFO - Epoch [25][80/225] lr: 6.000e-02, eta: 9:56:17, time: 1.073, data_time: 0.002, memory: 8232, loss_aux: 1.4338, top1_acc: 0.4615, top5_acc: 0.7264, loss_cls: 2.2252, loss: 3.6590, grad_norm: 3.1630 2021-03-11 18:26:15,150 - mmaction - INFO - Epoch [25][100/225] lr: 6.000e-02, eta: 9:55:33, time: 1.083, data_time: 0.003, memory: 8232, loss_aux: 1.4418, top1_acc: 0.4521, top5_acc: 0.7160, loss_cls: 2.2647, loss: 3.7065, grad_norm: 3.1700 2021-03-11 18:26:36,758 - mmaction - INFO - Epoch [25][120/225] lr: 6.000e-02, eta: 9:54:48, time: 1.081, data_time: 0.002, memory: 8232, loss_aux: 1.4379, top1_acc: 0.4569, top5_acc: 0.7233, loss_cls: 2.2499, loss: 3.6878, grad_norm: 3.1696 2021-03-11 18:26:58,523 - mmaction - INFO - Epoch [25][140/225] lr: 6.000e-02, eta: 9:54:05, time: 1.088, data_time: 0.003, memory: 8232, loss_aux: 1.4288, top1_acc: 0.4591, top5_acc: 0.7246, loss_cls: 2.2381, loss: 3.6670, grad_norm: 3.1402 2021-03-11 18:27:20,044 - mmaction - INFO - Epoch [25][160/225] lr: 6.000e-02, eta: 9:53:21, time: 1.077, data_time: 0.002, memory: 8232, loss_aux: 1.4341, top1_acc: 0.4576, top5_acc: 0.7258, loss_cls: 2.2395, loss: 3.6737, grad_norm: 3.1467 2021-03-11 18:27:41,757 - mmaction - INFO - Epoch [25][180/225] lr: 6.000e-02, eta: 9:52:38, time: 1.085, data_time: 0.003, memory: 8232, loss_aux: 1.4354, top1_acc: 0.4477, top5_acc: 0.7181, loss_cls: 2.2711, loss: 3.7065, grad_norm: 3.2010 2021-03-11 18:28:03,353 - mmaction - INFO - Epoch [25][200/225] lr: 6.000e-02, eta: 9:51:54, time: 1.080, data_time: 0.002, memory: 8232, loss_aux: 1.4281, top1_acc: 0.4643, top5_acc: 0.7346, loss_cls: 2.2206, loss: 3.6487, grad_norm: 3.1861 2021-03-11 18:28:25,156 - mmaction - INFO - Epoch [25][220/225] lr: 6.000e-02, eta: 9:51:12, time: 1.090, data_time: 0.003, memory: 8232, loss_aux: 1.4405, top1_acc: 0.4497, top5_acc: 0.7198, loss_cls: 2.2718, loss: 3.7123, grad_norm: 3.1900 2021-03-11 18:28:31,449 - mmaction - INFO - Saving checkpoint at 25 epochs 2021-03-11 18:29:38,775 - mmaction - INFO - Epoch [26][20/225] lr: 6.000e-02, eta: 9:53:30, time: 3.284, data_time: 1.858, memory: 8232, loss_aux: 1.4398, top1_acc: 0.4556, top5_acc: 0.7273, loss_cls: 2.2347, loss: 3.6745, grad_norm: 3.1625 2021-03-11 18:29:59,969 - mmaction - INFO - Epoch [26][40/225] lr: 6.000e-02, eta: 9:52:44, time: 1.060, data_time: 0.004, memory: 8232, loss_aux: 1.4278, top1_acc: 0.4586, top5_acc: 0.7354, loss_cls: 2.2056, loss: 3.6334, grad_norm: 3.1707 2021-03-11 18:30:21,370 - mmaction - INFO - Epoch [26][60/225] lr: 6.000e-02, eta: 9:52:00, time: 1.069, data_time: 0.003, memory: 8232, loss_aux: 1.4198, top1_acc: 0.4630, top5_acc: 0.7350, loss_cls: 2.2086, loss: 3.6284, grad_norm: 3.2006 2021-03-11 18:30:42,807 - mmaction - INFO - Epoch [26][80/225] lr: 6.000e-02, eta: 9:51:15, time: 1.073, data_time: 0.002, memory: 8232, loss_aux: 1.4392, top1_acc: 0.4633, top5_acc: 0.7255, loss_cls: 2.2568, loss: 3.6959, grad_norm: 3.2123 2021-03-11 18:31:04,437 - mmaction - INFO - Epoch [26][100/225] lr: 6.000e-02, eta: 9:50:32, time: 1.081, data_time: 0.003, memory: 8232, loss_aux: 1.4438, top1_acc: 0.4599, top5_acc: 0.7198, loss_cls: 2.2512, loss: 3.6951, grad_norm: 3.1644 2021-03-11 18:31:26,015 - mmaction - INFO - Epoch [26][120/225] lr: 6.000e-02, eta: 9:49:49, time: 1.080, data_time: 0.002, memory: 8232, loss_aux: 1.4355, top1_acc: 0.4513, top5_acc: 0.7249, loss_cls: 2.2572, loss: 3.6927, grad_norm: 3.1892 2021-03-11 18:31:47,593 - mmaction - INFO - Epoch [26][140/225] lr: 6.000e-02, eta: 9:49:05, time: 1.078, data_time: 0.003, memory: 8232, loss_aux: 1.4285, top1_acc: 0.4612, top5_acc: 0.7275, loss_cls: 2.2178, loss: 3.6464, grad_norm: 3.1482 2021-03-11 18:32:09,460 - mmaction - INFO - Epoch [26][160/225] lr: 6.000e-02, eta: 9:48:24, time: 1.094, data_time: 0.003, memory: 8232, loss_aux: 1.4524, top1_acc: 0.4522, top5_acc: 0.7141, loss_cls: 2.2907, loss: 3.7430, grad_norm: 3.2087 2021-03-11 18:32:31,117 - mmaction - INFO - Epoch [26][180/225] lr: 6.000e-02, eta: 9:47:41, time: 1.082, data_time: 0.003, memory: 8232, loss_aux: 1.4240, top1_acc: 0.4618, top5_acc: 0.7220, loss_cls: 2.2513, loss: 3.6753, grad_norm: 3.1565 2021-03-11 18:32:52,919 - mmaction - INFO - Epoch [26][200/225] lr: 6.000e-02, eta: 9:47:00, time: 1.091, data_time: 0.003, memory: 8232, loss_aux: 1.4118, top1_acc: 0.4642, top5_acc: 0.7342, loss_cls: 2.1956, loss: 3.6074, grad_norm: 3.2033 2021-03-11 18:33:14,641 - mmaction - INFO - Epoch [26][220/225] lr: 6.000e-02, eta: 9:46:18, time: 1.086, data_time: 0.003, memory: 8232, loss_aux: 1.4374, top1_acc: 0.4503, top5_acc: 0.7194, loss_cls: 2.2695, loss: 3.7069, grad_norm: 3.1884 2021-03-11 18:33:21,025 - mmaction - INFO - Saving checkpoint at 26 epochs 2021-03-11 18:34:29,163 - mmaction - INFO - Epoch [27][20/225] lr: 6.000e-02, eta: 9:48:35, time: 3.355, data_time: 2.018, memory: 8232, loss_aux: 1.4296, top1_acc: 0.4663, top5_acc: 0.7312, loss_cls: 2.2122, loss: 3.6419, grad_norm: 3.0865 2021-03-11 18:34:50,366 - mmaction - INFO - Epoch [27][40/225] lr: 6.000e-02, eta: 9:47:50, time: 1.060, data_time: 0.003, memory: 8232, loss_aux: 1.4055, top1_acc: 0.4685, top5_acc: 0.7389, loss_cls: 2.1664, loss: 3.5720, grad_norm: 3.1864 2021-03-11 18:35:11,709 - mmaction - INFO - Epoch [27][60/225] lr: 6.000e-02, eta: 9:47:06, time: 1.066, data_time: 0.003, memory: 8232, loss_aux: 1.4121, top1_acc: 0.4749, top5_acc: 0.7346, loss_cls: 2.1817, loss: 3.5938, grad_norm: 3.1379 2021-03-11 18:35:33,139 - mmaction - INFO - Epoch [27][80/225] lr: 6.000e-02, eta: 9:46:23, time: 1.072, data_time: 0.002, memory: 8232, loss_aux: 1.4323, top1_acc: 0.4552, top5_acc: 0.7262, loss_cls: 2.2326, loss: 3.6650, grad_norm: 3.2379 2021-03-11 18:35:54,679 - mmaction - INFO - Epoch [27][100/225] lr: 6.000e-02, eta: 9:45:40, time: 1.076, data_time: 0.003, memory: 8232, loss_aux: 1.4103, top1_acc: 0.4549, top5_acc: 0.7318, loss_cls: 2.2144, loss: 3.6248, grad_norm: 3.1982 2021-03-11 18:36:16,434 - mmaction - INFO - Epoch [27][120/225] lr: 6.000e-02, eta: 9:44:58, time: 1.088, data_time: 0.002, memory: 8232, loss_aux: 1.4319, top1_acc: 0.4539, top5_acc: 0.7173, loss_cls: 2.2509, loss: 3.6829, grad_norm: 3.2174 2021-03-11 18:36:38,092 - mmaction - INFO - Epoch [27][140/225] lr: 6.000e-02, eta: 9:44:16, time: 1.082, data_time: 0.003, memory: 8232, loss_aux: 1.4189, top1_acc: 0.4596, top5_acc: 0.7262, loss_cls: 2.2259, loss: 3.6448, grad_norm: 3.2117 2021-03-11 18:36:59,757 - mmaction - INFO - Epoch [27][160/225] lr: 6.000e-02, eta: 9:43:34, time: 1.084, data_time: 0.002, memory: 8232, loss_aux: 1.4480, top1_acc: 0.4470, top5_acc: 0.7204, loss_cls: 2.2772, loss: 3.7252, grad_norm: 3.2074 2021-03-11 18:37:21,549 - mmaction - INFO - Epoch [27][180/225] lr: 6.000e-02, eta: 9:42:53, time: 1.089, data_time: 0.003, memory: 8232, loss_aux: 1.4327, top1_acc: 0.4487, top5_acc: 0.7242, loss_cls: 2.2529, loss: 3.6856, grad_norm: 3.2152 2021-03-11 18:37:43,223 - mmaction - INFO - Epoch [27][200/225] lr: 6.000e-02, eta: 9:42:12, time: 1.085, data_time: 0.002, memory: 8232, loss_aux: 1.4107, top1_acc: 0.4676, top5_acc: 0.7283, loss_cls: 2.2077, loss: 3.6184, grad_norm: 3.1601 2021-03-11 18:38:04,916 - mmaction - INFO - Epoch [27][220/225] lr: 6.000e-02, eta: 9:41:30, time: 1.084, data_time: 0.003, memory: 8232, loss_aux: 1.4451, top1_acc: 0.4461, top5_acc: 0.7128, loss_cls: 2.2981, loss: 3.7431, grad_norm: 3.2143 2021-03-11 18:38:11,174 - mmaction - INFO - Saving checkpoint at 27 epochs 2021-03-11 18:39:19,839 - mmaction - INFO - Epoch [28][20/225] lr: 6.000e-02, eta: 9:43:39, time: 3.344, data_time: 2.039, memory: 8232, loss_aux: 1.4230, top1_acc: 0.4605, top5_acc: 0.7299, loss_cls: 2.2107, loss: 3.6337, grad_norm: 3.1758 2021-03-11 18:39:41,089 - mmaction - INFO - Epoch [28][40/225] lr: 6.000e-02, eta: 9:42:56, time: 1.062, data_time: 0.004, memory: 8232, loss_aux: 1.4262, top1_acc: 0.4643, top5_acc: 0.7302, loss_cls: 2.1984, loss: 3.6246, grad_norm: 3.2009 2021-03-11 18:40:02,464 - mmaction - INFO - Epoch [28][60/225] lr: 6.000e-02, eta: 9:42:12, time: 1.068, data_time: 0.003, memory: 8232, loss_aux: 1.4177, top1_acc: 0.4652, top5_acc: 0.7327, loss_cls: 2.1964, loss: 3.6142, grad_norm: 3.1491 2021-03-11 18:40:23,925 - mmaction - INFO - Epoch [28][80/225] lr: 6.000e-02, eta: 9:41:30, time: 1.074, data_time: 0.002, memory: 8232, loss_aux: 1.4117, top1_acc: 0.4659, top5_acc: 0.7305, loss_cls: 2.1937, loss: 3.6054, grad_norm: 3.1991 2021-03-11 18:40:45,559 - mmaction - INFO - Epoch [28][100/225] lr: 6.000e-02, eta: 9:40:48, time: 1.081, data_time: 0.003, memory: 8232, loss_aux: 1.4138, top1_acc: 0.4654, top5_acc: 0.7305, loss_cls: 2.1997, loss: 3.6135, grad_norm: 3.2114 2021-03-11 18:41:07,227 - mmaction - INFO - Epoch [28][120/225] lr: 6.000e-02, eta: 9:40:07, time: 1.084, data_time: 0.002, memory: 8232, loss_aux: 1.4143, top1_acc: 0.4641, top5_acc: 0.7260, loss_cls: 2.2247, loss: 3.6390, grad_norm: 3.1865 2021-03-11 18:41:29,011 - mmaction - INFO - Epoch [28][140/225] lr: 6.000e-02, eta: 9:39:26, time: 1.089, data_time: 0.003, memory: 8232, loss_aux: 1.4355, top1_acc: 0.4538, top5_acc: 0.7181, loss_cls: 2.2682, loss: 3.7037, grad_norm: 3.2208 2021-03-11 18:41:50,775 - mmaction - INFO - Epoch [28][160/225] lr: 6.000e-02, eta: 9:38:46, time: 1.089, data_time: 0.002, memory: 8232, loss_aux: 1.4045, top1_acc: 0.4665, top5_acc: 0.7348, loss_cls: 2.1894, loss: 3.5939, grad_norm: 3.1451 2021-03-11 18:42:12,484 - mmaction - INFO - Epoch [28][180/225] lr: 6.000e-02, eta: 9:38:05, time: 1.085, data_time: 0.003, memory: 8232, loss_aux: 1.4188, top1_acc: 0.4647, top5_acc: 0.7277, loss_cls: 2.2109, loss: 3.6297, grad_norm: 3.1881 2021-03-11 18:42:34,203 - mmaction - INFO - Epoch [28][200/225] lr: 6.000e-02, eta: 9:37:24, time: 1.087, data_time: 0.002, memory: 8232, loss_aux: 1.4230, top1_acc: 0.4594, top5_acc: 0.7259, loss_cls: 2.2308, loss: 3.6537, grad_norm: 3.2587 2021-03-11 18:42:55,988 - mmaction - INFO - Epoch [28][220/225] lr: 6.000e-02, eta: 9:36:44, time: 1.088, data_time: 0.003, memory: 8232, loss_aux: 1.4218, top1_acc: 0.4556, top5_acc: 0.7224, loss_cls: 2.2308, loss: 3.6526, grad_norm: 3.2174 2021-03-11 18:43:02,596 - mmaction - INFO - Saving checkpoint at 28 epochs 2021-03-11 18:44:10,794 - mmaction - INFO - Epoch [29][20/225] lr: 6.000e-02, eta: 9:38:46, time: 3.337, data_time: 1.915, memory: 8232, loss_aux: 1.4024, top1_acc: 0.4781, top5_acc: 0.7418, loss_cls: 2.1578, loss: 3.5602, grad_norm: 3.1753 2021-03-11 18:44:32,061 - mmaction - INFO - Epoch [29][40/225] lr: 6.000e-02, eta: 9:38:03, time: 1.063, data_time: 0.003, memory: 8232, loss_aux: 1.4099, top1_acc: 0.4595, top5_acc: 0.7350, loss_cls: 2.2063, loss: 3.6162, grad_norm: 3.2153 2021-03-11 18:44:53,424 - mmaction - INFO - Epoch [29][60/225] lr: 6.000e-02, eta: 9:37:20, time: 1.067, data_time: 0.003, memory: 8232, loss_aux: 1.3985, top1_acc: 0.4686, top5_acc: 0.7388, loss_cls: 2.1709, loss: 3.5694, grad_norm: 3.1924 2021-03-11 18:45:14,885 - mmaction - INFO - Epoch [29][80/225] lr: 6.000e-02, eta: 9:36:39, time: 1.074, data_time: 0.002, memory: 8232, loss_aux: 1.4126, top1_acc: 0.4600, top5_acc: 0.7266, loss_cls: 2.2143, loss: 3.6269, grad_norm: 3.2061 2021-03-11 18:45:36,506 - mmaction - INFO - Epoch [29][100/225] lr: 6.000e-02, eta: 9:35:58, time: 1.080, data_time: 0.003, memory: 8232, loss_aux: 1.4073, top1_acc: 0.4664, top5_acc: 0.7326, loss_cls: 2.1939, loss: 3.6013, grad_norm: 3.1798 2021-03-11 18:45:58,187 - mmaction - INFO - Epoch [29][120/225] lr: 6.000e-02, eta: 9:35:17, time: 1.085, data_time: 0.002, memory: 8232, loss_aux: 1.4236, top1_acc: 0.4660, top5_acc: 0.7293, loss_cls: 2.2128, loss: 3.6363, grad_norm: 3.1949 2021-03-11 18:46:19,885 - mmaction - INFO - Epoch [29][140/225] lr: 6.000e-02, eta: 9:34:37, time: 1.084, data_time: 0.003, memory: 8232, loss_aux: 1.4243, top1_acc: 0.4638, top5_acc: 0.7329, loss_cls: 2.2181, loss: 3.6424, grad_norm: 3.2656 2021-03-11 18:46:41,608 - mmaction - INFO - Epoch [29][160/225] lr: 6.000e-02, eta: 9:33:57, time: 1.087, data_time: 0.002, memory: 8232, loss_aux: 1.4199, top1_acc: 0.4678, top5_acc: 0.7275, loss_cls: 2.2112, loss: 3.6311, grad_norm: 3.1882 2021-03-11 18:47:03,350 - mmaction - INFO - Epoch [29][180/225] lr: 6.000e-02, eta: 9:33:17, time: 1.087, data_time: 0.003, memory: 8232, loss_aux: 1.4217, top1_acc: 0.4612, top5_acc: 0.7201, loss_cls: 2.2501, loss: 3.6718, grad_norm: 3.2299 2021-03-11 18:47:25,062 - mmaction - INFO - Epoch [29][200/225] lr: 6.000e-02, eta: 9:32:37, time: 1.086, data_time: 0.002, memory: 8232, loss_aux: 1.4135, top1_acc: 0.4578, top5_acc: 0.7263, loss_cls: 2.2177, loss: 3.6312, grad_norm: 3.1772 2021-03-11 18:47:46,807 - mmaction - INFO - Epoch [29][220/225] lr: 6.000e-02, eta: 9:31:57, time: 1.087, data_time: 0.003, memory: 8232, loss_aux: 1.4227, top1_acc: 0.4622, top5_acc: 0.7262, loss_cls: 2.2295, loss: 3.6522, grad_norm: 3.2185 2021-03-11 18:47:53,272 - mmaction - INFO - Saving checkpoint at 29 epochs 2021-03-11 18:49:00,463 - mmaction - INFO - Epoch [30][20/225] lr: 6.000e-02, eta: 9:33:47, time: 3.279, data_time: 2.013, memory: 8232, loss_aux: 1.4180, top1_acc: 0.4684, top5_acc: 0.7333, loss_cls: 2.1959, loss: 3.6139, grad_norm: 3.2203 2021-03-11 18:49:21,743 - mmaction - INFO - Epoch [30][40/225] lr: 6.000e-02, eta: 9:33:05, time: 1.064, data_time: 0.004, memory: 8232, loss_aux: 1.4165, top1_acc: 0.4674, top5_acc: 0.7370, loss_cls: 2.1845, loss: 3.6010, grad_norm: 3.2250 2021-03-11 18:49:43,097 - mmaction - INFO - Epoch [30][60/225] lr: 6.000e-02, eta: 9:32:23, time: 1.067, data_time: 0.003, memory: 8232, loss_aux: 1.4047, top1_acc: 0.4691, top5_acc: 0.7344, loss_cls: 2.1891, loss: 3.5938, grad_norm: 3.1951 2021-03-11 18:50:04,879 - mmaction - INFO - Epoch [30][80/225] lr: 6.000e-02, eta: 9:31:44, time: 1.090, data_time: 0.003, memory: 8232, loss_aux: 1.4115, top1_acc: 0.4734, top5_acc: 0.7335, loss_cls: 2.1793, loss: 3.5909, grad_norm: 3.2509 2021-03-11 18:50:26,405 - mmaction - INFO - Epoch [30][100/225] lr: 6.000e-02, eta: 9:31:03, time: 1.076, data_time: 0.003, memory: 8232, loss_aux: 1.4009, top1_acc: 0.4672, top5_acc: 0.7393, loss_cls: 2.1665, loss: 3.5674, grad_norm: 3.1851 2021-03-11 18:50:48,028 - mmaction - INFO - Epoch [30][120/225] lr: 6.000e-02, eta: 9:30:23, time: 1.082, data_time: 0.002, memory: 8232, loss_aux: 1.3967, top1_acc: 0.4690, top5_acc: 0.7320, loss_cls: 2.1989, loss: 3.5957, grad_norm: 3.1823 2021-03-11 18:51:09,735 - mmaction - INFO - Epoch [30][140/225] lr: 6.000e-02, eta: 9:29:43, time: 1.085, data_time: 0.003, memory: 8232, loss_aux: 1.4168, top1_acc: 0.4602, top5_acc: 0.7270, loss_cls: 2.2192, loss: 3.6361, grad_norm: 3.2116 2021-03-11 18:51:31,418 - mmaction - INFO - Epoch [30][160/225] lr: 6.000e-02, eta: 9:29:04, time: 1.085, data_time: 0.002, memory: 8232, loss_aux: 1.4084, top1_acc: 0.4671, top5_acc: 0.7285, loss_cls: 2.1907, loss: 3.5992, grad_norm: 3.2327 2021-03-11 18:51:53,187 - mmaction - INFO - Epoch [30][180/225] lr: 6.000e-02, eta: 9:28:24, time: 1.087, data_time: 0.003, memory: 8232, loss_aux: 1.4081, top1_acc: 0.4648, top5_acc: 0.7327, loss_cls: 2.2148, loss: 3.6229, grad_norm: 3.2689 2021-03-11 18:52:15,044 - mmaction - INFO - Epoch [30][200/225] lr: 6.000e-02, eta: 9:27:46, time: 1.094, data_time: 0.002, memory: 8232, loss_aux: 1.4221, top1_acc: 0.4548, top5_acc: 0.7303, loss_cls: 2.2149, loss: 3.6369, grad_norm: 3.2179 2021-03-11 18:52:36,786 - mmaction - INFO - Epoch [30][220/225] lr: 6.000e-02, eta: 9:27:07, time: 1.086, data_time: 0.003, memory: 8232, loss_aux: 1.4132, top1_acc: 0.4594, top5_acc: 0.7276, loss_cls: 2.2200, loss: 3.6331, grad_norm: 3.2418 2021-03-11 18:52:42,973 - mmaction - INFO - Saving checkpoint at 30 epochs 2021-03-11 18:53:49,929 - mmaction - INFO - Epoch [31][20/225] lr: 6.000e-02, eta: 9:28:49, time: 3.253, data_time: 1.930, memory: 8232, loss_aux: 1.3996, top1_acc: 0.4742, top5_acc: 0.7430, loss_cls: 2.1643, loss: 3.5639, grad_norm: 3.1623 2021-03-11 18:54:11,166 - mmaction - INFO - Epoch [31][40/225] lr: 6.000e-02, eta: 9:28:07, time: 1.062, data_time: 0.003, memory: 8232, loss_aux: 1.3988, top1_acc: 0.4786, top5_acc: 0.7439, loss_cls: 2.1374, loss: 3.5362, grad_norm: 3.2390 2021-03-11 18:54:32,560 - mmaction - INFO - Epoch [31][60/225] lr: 6.000e-02, eta: 9:27:27, time: 1.069, data_time: 0.003, memory: 8232, loss_aux: 1.4245, top1_acc: 0.4702, top5_acc: 0.7236, loss_cls: 2.2227, loss: 3.6473, grad_norm: 3.2528 2021-03-11 18:54:54,174 - mmaction - INFO - Epoch [31][80/225] lr: 6.000e-02, eta: 9:26:47, time: 1.081, data_time: 0.002, memory: 8232, loss_aux: 1.3926, top1_acc: 0.4678, top5_acc: 0.7320, loss_cls: 2.1744, loss: 3.5670, grad_norm: 3.1780 2021-03-11 18:55:15,816 - mmaction - INFO - Epoch [31][100/225] lr: 6.000e-02, eta: 9:26:07, time: 1.081, data_time: 0.003, memory: 8232, loss_aux: 1.3930, top1_acc: 0.4733, top5_acc: 0.7357, loss_cls: 2.1542, loss: 3.5472, grad_norm: 3.2178 2021-03-11 18:55:37,535 - mmaction - INFO - Epoch [31][120/225] lr: 6.000e-02, eta: 9:25:28, time: 1.087, data_time: 0.002, memory: 8232, loss_aux: 1.3957, top1_acc: 0.4714, top5_acc: 0.7345, loss_cls: 2.1719, loss: 3.5676, grad_norm: 3.2444 2021-03-11 18:55:59,319 - mmaction - INFO - Epoch [31][140/225] lr: 6.000e-02, eta: 9:24:50, time: 1.089, data_time: 0.003, memory: 8232, loss_aux: 1.4091, top1_acc: 0.4738, top5_acc: 0.7361, loss_cls: 2.1898, loss: 3.5988, grad_norm: 3.2192 2021-03-11 18:56:21,139 - mmaction - INFO - Epoch [31][160/225] lr: 6.000e-02, eta: 9:24:11, time: 1.092, data_time: 0.002, memory: 8232, loss_aux: 1.3942, top1_acc: 0.4708, top5_acc: 0.7366, loss_cls: 2.1810, loss: 3.5753, grad_norm: 3.2052 2021-03-11 18:56:42,951 - mmaction - INFO - Epoch [31][180/225] lr: 6.000e-02, eta: 9:23:33, time: 1.090, data_time: 0.003, memory: 8232, loss_aux: 1.4092, top1_acc: 0.4734, top5_acc: 0.7310, loss_cls: 2.1862, loss: 3.5954, grad_norm: 3.2431 2021-03-11 18:57:04,577 - mmaction - INFO - Epoch [31][200/225] lr: 6.000e-02, eta: 9:22:54, time: 1.082, data_time: 0.002, memory: 8232, loss_aux: 1.4016, top1_acc: 0.4698, top5_acc: 0.7329, loss_cls: 2.1877, loss: 3.5893, grad_norm: 3.2485 2021-03-11 18:57:26,291 - mmaction - INFO - Epoch [31][220/225] lr: 6.000e-02, eta: 9:22:15, time: 1.085, data_time: 0.002, memory: 8232, loss_aux: 1.3976, top1_acc: 0.4725, top5_acc: 0.7329, loss_cls: 2.1775, loss: 3.5751, grad_norm: 3.2037 2021-03-11 18:57:32,534 - mmaction - INFO - Saving checkpoint at 31 epochs 2021-03-11 18:58:39,430 - mmaction - INFO - Epoch [32][20/225] lr: 6.000e-02, eta: 9:23:53, time: 3.267, data_time: 1.971, memory: 8232, loss_aux: 1.4023, top1_acc: 0.4650, top5_acc: 0.7365, loss_cls: 2.1912, loss: 3.5935, grad_norm: 3.2523 2021-03-11 18:59:00,712 - mmaction - INFO - Epoch [32][40/225] lr: 6.000e-02, eta: 9:23:12, time: 1.064, data_time: 0.004, memory: 8232, loss_aux: 1.3890, top1_acc: 0.4855, top5_acc: 0.7496, loss_cls: 2.1325, loss: 3.5215, grad_norm: 3.2025 2021-03-11 18:59:22,073 - mmaction - INFO - Epoch [32][60/225] lr: 6.000e-02, eta: 9:22:32, time: 1.067, data_time: 0.003, memory: 8232, loss_aux: 1.3772, top1_acc: 0.4885, top5_acc: 0.7512, loss_cls: 2.1011, loss: 3.4783, grad_norm: 3.1944 2021-03-11 18:59:43,529 - mmaction - INFO - Epoch [32][80/225] lr: 6.000e-02, eta: 9:21:53, time: 1.073, data_time: 0.002, memory: 8232, loss_aux: 1.3957, top1_acc: 0.4682, top5_acc: 0.7318, loss_cls: 2.1870, loss: 3.5827, grad_norm: 3.2945 2021-03-11 19:00:05,089 - mmaction - INFO - Epoch [32][100/225] lr: 6.000e-02, eta: 9:21:13, time: 1.078, data_time: 0.003, memory: 8232, loss_aux: 1.4086, top1_acc: 0.4678, top5_acc: 0.7314, loss_cls: 2.1937, loss: 3.6023, grad_norm: 3.3198 2021-03-11 19:00:26,687 - mmaction - INFO - Epoch [32][120/225] lr: 6.000e-02, eta: 9:20:34, time: 1.080, data_time: 0.001, memory: 8232, loss_aux: 1.4027, top1_acc: 0.4665, top5_acc: 0.7290, loss_cls: 2.1948, loss: 3.5975, grad_norm: 3.2317 2021-03-11 19:00:48,389 - mmaction - INFO - Epoch [32][140/225] lr: 6.000e-02, eta: 9:19:56, time: 1.084, data_time: 0.002, memory: 8232, loss_aux: 1.4021, top1_acc: 0.4753, top5_acc: 0.7366, loss_cls: 2.1802, loss: 3.5823, grad_norm: 3.2722 2021-03-11 19:01:10,163 - mmaction - INFO - Epoch [32][160/225] lr: 6.000e-02, eta: 9:19:18, time: 1.090, data_time: 0.002, memory: 8232, loss_aux: 1.3964, top1_acc: 0.4723, top5_acc: 0.7340, loss_cls: 2.1773, loss: 3.5737, grad_norm: 3.2660 2021-03-11 19:01:31,958 - mmaction - INFO - Epoch [32][180/225] lr: 6.000e-02, eta: 9:18:40, time: 1.090, data_time: 0.001, memory: 8232, loss_aux: 1.4067, top1_acc: 0.4690, top5_acc: 0.7331, loss_cls: 2.1980, loss: 3.6046, grad_norm: 3.2745 2021-03-11 19:01:53,747 - mmaction - INFO - Epoch [32][200/225] lr: 6.000e-02, eta: 9:18:02, time: 1.089, data_time: 0.002, memory: 8232, loss_aux: 1.4110, top1_acc: 0.4638, top5_acc: 0.7303, loss_cls: 2.2219, loss: 3.6329, grad_norm: 3.3091 2021-03-11 19:02:15,372 - mmaction - INFO - Epoch [32][220/225] lr: 6.000e-02, eta: 9:17:24, time: 1.082, data_time: 0.002, memory: 8232, loss_aux: 1.4079, top1_acc: 0.4598, top5_acc: 0.7276, loss_cls: 2.2177, loss: 3.6257, grad_norm: 3.2469 2021-03-11 19:02:21,641 - mmaction - INFO - Saving checkpoint at 32 epochs 2021-03-11 19:03:29,671 - mmaction - INFO - Epoch [33][20/225] lr: 6.000e-02, eta: 9:18:57, time: 3.273, data_time: 1.827, memory: 8232, loss_aux: 1.3929, top1_acc: 0.4829, top5_acc: 0.7327, loss_cls: 2.1486, loss: 3.5414, grad_norm: 3.2044 2021-03-11 19:03:50,923 - mmaction - INFO - Epoch [33][40/225] lr: 6.000e-02, eta: 9:18:17, time: 1.063, data_time: 0.003, memory: 8232, loss_aux: 1.3801, top1_acc: 0.4872, top5_acc: 0.7389, loss_cls: 2.1343, loss: 3.5144, grad_norm: 3.2412 2021-03-11 19:04:12,344 - mmaction - INFO - Epoch [33][60/225] lr: 6.000e-02, eta: 9:17:38, time: 1.070, data_time: 0.004, memory: 8232, loss_aux: 1.3874, top1_acc: 0.4827, top5_acc: 0.7410, loss_cls: 2.1279, loss: 3.5153, grad_norm: 3.2240 2021-03-11 19:04:33,895 - mmaction - INFO - Epoch [33][80/225] lr: 6.000e-02, eta: 9:16:59, time: 1.078, data_time: 0.002, memory: 8232, loss_aux: 1.4012, top1_acc: 0.4706, top5_acc: 0.7289, loss_cls: 2.1833, loss: 3.5845, grad_norm: 3.2568 2021-03-11 19:04:55,583 - mmaction - INFO - Epoch [33][100/225] lr: 6.000e-02, eta: 9:16:21, time: 1.084, data_time: 0.003, memory: 8232, loss_aux: 1.3796, top1_acc: 0.4807, top5_acc: 0.7414, loss_cls: 2.1337, loss: 3.5132, grad_norm: 3.2124 2021-03-11 19:05:17,438 - mmaction - INFO - Epoch [33][120/225] lr: 6.000e-02, eta: 9:15:43, time: 1.093, data_time: 0.002, memory: 8232, loss_aux: 1.3927, top1_acc: 0.4684, top5_acc: 0.7345, loss_cls: 2.1738, loss: 3.5665, grad_norm: 3.2821 2021-03-11 19:05:39,026 - mmaction - INFO - Epoch [33][140/225] lr: 6.000e-02, eta: 9:15:05, time: 1.078, data_time: 0.003, memory: 8232, loss_aux: 1.3983, top1_acc: 0.4698, top5_acc: 0.7329, loss_cls: 2.1846, loss: 3.5829, grad_norm: 3.3001 2021-03-11 19:06:00,766 - mmaction - INFO - Epoch [33][160/225] lr: 6.000e-02, eta: 9:14:27, time: 1.088, data_time: 0.003, memory: 8232, loss_aux: 1.4020, top1_acc: 0.4693, top5_acc: 0.7344, loss_cls: 2.1911, loss: 3.5931, grad_norm: 3.2430 2021-03-11 19:06:22,455 - mmaction - INFO - Epoch [33][180/225] lr: 6.000e-02, eta: 9:13:49, time: 1.084, data_time: 0.003, memory: 8232, loss_aux: 1.4068, top1_acc: 0.4634, top5_acc: 0.7299, loss_cls: 2.2145, loss: 3.6214, grad_norm: 3.2887 2021-03-11 19:06:44,243 - mmaction - INFO - Epoch [33][200/225] lr: 6.000e-02, eta: 9:13:12, time: 1.090, data_time: 0.002, memory: 8232, loss_aux: 1.3993, top1_acc: 0.4645, top5_acc: 0.7388, loss_cls: 2.1952, loss: 3.5945, grad_norm: 3.2709 2021-03-11 19:07:06,192 - mmaction - INFO - Epoch [33][220/225] lr: 6.000e-02, eta: 9:12:35, time: 1.097, data_time: 0.003, memory: 8232, loss_aux: 1.4201, top1_acc: 0.4555, top5_acc: 0.7296, loss_cls: 2.2464, loss: 3.6665, grad_norm: 3.3175 2021-03-11 19:07:12,302 - mmaction - INFO - Saving checkpoint at 33 epochs 2021-03-11 19:08:19,467 - mmaction - INFO - Epoch [34][20/225] lr: 6.000e-02, eta: 9:14:00, time: 3.214, data_time: 2.009, memory: 8232, loss_aux: 1.4041, top1_acc: 0.4764, top5_acc: 0.7378, loss_cls: 2.1641, loss: 3.5682, grad_norm: 3.2725 2021-03-11 19:08:40,748 - mmaction - INFO - Epoch [34][40/225] lr: 6.000e-02, eta: 9:13:20, time: 1.064, data_time: 0.004, memory: 8232, loss_aux: 1.3814, top1_acc: 0.4764, top5_acc: 0.7411, loss_cls: 2.1411, loss: 3.5224, grad_norm: 3.2782 2021-03-11 19:09:02,115 - mmaction - INFO - Epoch [34][60/225] lr: 6.000e-02, eta: 9:12:41, time: 1.067, data_time: 0.003, memory: 8232, loss_aux: 1.3820, top1_acc: 0.4728, top5_acc: 0.7449, loss_cls: 2.1266, loss: 3.5086, grad_norm: 3.2480 2021-03-11 19:09:23,567 - mmaction - INFO - Epoch [34][80/225] lr: 6.000e-02, eta: 9:12:03, time: 1.074, data_time: 0.002, memory: 8232, loss_aux: 1.4110, top1_acc: 0.4762, top5_acc: 0.7375, loss_cls: 2.1757, loss: 3.5866, grad_norm: 3.3161 2021-03-11 19:09:45,330 - mmaction - INFO - Epoch [34][100/225] lr: 6.000e-02, eta: 9:11:25, time: 1.087, data_time: 0.003, memory: 8232, loss_aux: 1.4033, top1_acc: 0.4717, top5_acc: 0.7395, loss_cls: 2.1700, loss: 3.5734, grad_norm: 3.2731 2021-03-11 19:10:06,870 - mmaction - INFO - Epoch [34][120/225] lr: 6.000e-02, eta: 9:10:47, time: 1.078, data_time: 0.002, memory: 8232, loss_aux: 1.3899, top1_acc: 0.4794, top5_acc: 0.7397, loss_cls: 2.1626, loss: 3.5525, grad_norm: 3.3317 2021-03-11 19:10:28,405 - mmaction - INFO - Epoch [34][140/225] lr: 6.000e-02, eta: 9:10:09, time: 1.076, data_time: 0.003, memory: 8232, loss_aux: 1.3984, top1_acc: 0.4633, top5_acc: 0.7318, loss_cls: 2.1943, loss: 3.5927, grad_norm: 3.2624 2021-03-11 19:10:50,266 - mmaction - INFO - Epoch [34][160/225] lr: 6.000e-02, eta: 9:09:33, time: 1.094, data_time: 0.002, memory: 8232, loss_aux: 1.3798, top1_acc: 0.4797, top5_acc: 0.7404, loss_cls: 2.1471, loss: 3.5269, grad_norm: 3.2979 2021-03-11 19:11:11,945 - mmaction - INFO - Epoch [34][180/225] lr: 6.000e-02, eta: 9:08:55, time: 1.083, data_time: 0.003, memory: 8232, loss_aux: 1.3804, top1_acc: 0.4763, top5_acc: 0.7427, loss_cls: 2.1374, loss: 3.5178, grad_norm: 3.1997 2021-03-11 19:11:33,723 - mmaction - INFO - Epoch [34][200/225] lr: 6.000e-02, eta: 9:08:18, time: 1.090, data_time: 0.002, memory: 8232, loss_aux: 1.3804, top1_acc: 0.4796, top5_acc: 0.7352, loss_cls: 2.1605, loss: 3.5409, grad_norm: 3.2807 2021-03-11 19:11:55,457 - mmaction - INFO - Epoch [34][220/225] lr: 6.000e-02, eta: 9:07:41, time: 1.086, data_time: 0.003, memory: 8232, loss_aux: 1.4058, top1_acc: 0.4578, top5_acc: 0.7299, loss_cls: 2.2141, loss: 3.6199, grad_norm: 3.2972 2021-03-11 19:12:01,653 - mmaction - INFO - Saving checkpoint at 34 epochs 2021-03-11 19:13:08,451 - mmaction - INFO - Epoch [35][20/225] lr: 6.000e-02, eta: 9:09:05, time: 3.262, data_time: 1.817, memory: 8232, loss_aux: 1.3697, top1_acc: 0.4919, top5_acc: 0.7503, loss_cls: 2.0916, loss: 3.4613, grad_norm: 3.2466 2021-03-11 19:13:29,682 - mmaction - INFO - Epoch [35][40/225] lr: 6.000e-02, eta: 9:08:26, time: 1.062, data_time: 0.004, memory: 8232, loss_aux: 1.3641, top1_acc: 0.4889, top5_acc: 0.7542, loss_cls: 2.0882, loss: 3.4523, grad_norm: 3.2312 2021-03-11 19:13:51,025 - mmaction - INFO - Epoch [35][60/225] lr: 6.000e-02, eta: 9:07:47, time: 1.067, data_time: 0.003, memory: 8232, loss_aux: 1.3771, top1_acc: 0.4809, top5_acc: 0.7423, loss_cls: 2.1338, loss: 3.5109, grad_norm: 3.2851 2021-03-11 19:14:12,492 - mmaction - INFO - Epoch [35][80/225] lr: 6.000e-02, eta: 9:07:09, time: 1.073, data_time: 0.001, memory: 8232, loss_aux: 1.4023, top1_acc: 0.4734, top5_acc: 0.7331, loss_cls: 2.1851, loss: 3.5874, grad_norm: 3.3008 2021-03-11 19:14:34,194 - mmaction - INFO - Epoch [35][100/225] lr: 6.000e-02, eta: 9:06:32, time: 1.084, data_time: 0.003, memory: 8232, loss_aux: 1.3868, top1_acc: 0.4810, top5_acc: 0.7397, loss_cls: 2.1508, loss: 3.5376, grad_norm: 3.3225 2021-03-11 19:14:55,842 - mmaction - INFO - Epoch [35][120/225] lr: 6.000e-02, eta: 9:05:55, time: 1.083, data_time: 0.002, memory: 8232, loss_aux: 1.3816, top1_acc: 0.4755, top5_acc: 0.7380, loss_cls: 2.1676, loss: 3.5493, grad_norm: 3.2772 2021-03-11 19:15:17,570 - mmaction - INFO - Epoch [35][140/225] lr: 6.000e-02, eta: 9:05:18, time: 1.086, data_time: 0.003, memory: 8232, loss_aux: 1.3825, top1_acc: 0.4793, top5_acc: 0.7417, loss_cls: 2.1463, loss: 3.5288, grad_norm: 3.3007 2021-03-11 19:15:39,451 - mmaction - INFO - Epoch [35][160/225] lr: 6.000e-02, eta: 9:04:42, time: 1.095, data_time: 0.002, memory: 8232, loss_aux: 1.3670, top1_acc: 0.4784, top5_acc: 0.7483, loss_cls: 2.1341, loss: 3.5011, grad_norm: 3.2962 2021-03-11 19:16:01,207 - mmaction - INFO - Epoch [35][180/225] lr: 6.000e-02, eta: 9:04:05, time: 1.087, data_time: 0.003, memory: 8232, loss_aux: 1.4000, top1_acc: 0.4730, top5_acc: 0.7340, loss_cls: 2.1806, loss: 3.5806, grad_norm: 3.3048 2021-03-11 19:16:23,115 - mmaction - INFO - Epoch [35][200/225] lr: 6.000e-02, eta: 9:03:29, time: 1.096, data_time: 0.002, memory: 8232, loss_aux: 1.3939, top1_acc: 0.4698, top5_acc: 0.7323, loss_cls: 2.1855, loss: 3.5794, grad_norm: 3.2789 2021-03-11 19:16:44,908 - mmaction - INFO - Epoch [35][220/225] lr: 6.000e-02, eta: 9:02:53, time: 1.089, data_time: 0.003, memory: 8232, loss_aux: 1.3960, top1_acc: 0.4706, top5_acc: 0.7320, loss_cls: 2.1839, loss: 3.5799, grad_norm: 3.2829 2021-03-11 19:16:51,138 - mmaction - INFO - Saving checkpoint at 35 epochs 2021-03-11 19:17:57,424 - mmaction - INFO - Epoch [36][20/225] lr: 6.000e-02, eta: 9:04:11, time: 3.246, data_time: 1.756, memory: 8232, loss_aux: 1.3557, top1_acc: 0.4897, top5_acc: 0.7534, loss_cls: 2.1007, loss: 3.4564, grad_norm: 3.2732 2021-03-11 19:18:18,683 - mmaction - INFO - Epoch [36][40/225] lr: 6.000e-02, eta: 9:03:33, time: 1.063, data_time: 0.004, memory: 8232, loss_aux: 1.3839, top1_acc: 0.4785, top5_acc: 0.7443, loss_cls: 2.1323, loss: 3.5163, grad_norm: 3.3224 2021-03-11 19:18:40,058 - mmaction - INFO - Epoch [36][60/225] lr: 6.000e-02, eta: 9:02:55, time: 1.068, data_time: 0.003, memory: 8232, loss_aux: 1.3757, top1_acc: 0.4818, top5_acc: 0.7415, loss_cls: 2.1403, loss: 3.5159, grad_norm: 3.3142 2021-03-11 19:19:01,613 - mmaction - INFO - Epoch [36][80/225] lr: 6.000e-02, eta: 9:02:18, time: 1.079, data_time: 0.002, memory: 8232, loss_aux: 1.3789, top1_acc: 0.4707, top5_acc: 0.7417, loss_cls: 2.1495, loss: 3.5284, grad_norm: 3.3169 2021-03-11 19:19:23,215 - mmaction - INFO - Epoch [36][100/225] lr: 6.000e-02, eta: 9:01:41, time: 1.080, data_time: 0.003, memory: 8232, loss_aux: 1.3825, top1_acc: 0.4839, top5_acc: 0.7422, loss_cls: 2.1305, loss: 3.5130, grad_norm: 3.2881 2021-03-11 19:19:44,995 - mmaction - INFO - Epoch [36][120/225] lr: 6.000e-02, eta: 9:01:05, time: 1.090, data_time: 0.002, memory: 8232, loss_aux: 1.3835, top1_acc: 0.4802, top5_acc: 0.7479, loss_cls: 2.1274, loss: 3.5109, grad_norm: 3.3122 2021-03-11 19:20:06,680 - mmaction - INFO - Epoch [36][140/225] lr: 6.000e-02, eta: 9:00:28, time: 1.084, data_time: 0.003, memory: 8232, loss_aux: 1.3821, top1_acc: 0.4823, top5_acc: 0.7422, loss_cls: 2.1437, loss: 3.5259, grad_norm: 3.2884 2021-03-11 19:20:28,490 - mmaction - INFO - Epoch [36][160/225] lr: 6.000e-02, eta: 8:59:52, time: 1.091, data_time: 0.002, memory: 8232, loss_aux: 1.3570, top1_acc: 0.4845, top5_acc: 0.7449, loss_cls: 2.1128, loss: 3.4699, grad_norm: 3.3053 2021-03-11 19:20:50,235 - mmaction - INFO - Epoch [36][180/225] lr: 6.000e-02, eta: 8:59:16, time: 1.087, data_time: 0.003, memory: 8232, loss_aux: 1.3833, top1_acc: 0.4738, top5_acc: 0.7393, loss_cls: 2.1675, loss: 3.5507, grad_norm: 3.3046 2021-03-11 19:21:11,990 - mmaction - INFO - Epoch [36][200/225] lr: 6.000e-02, eta: 8:58:40, time: 1.088, data_time: 0.001, memory: 8232, loss_aux: 1.3697, top1_acc: 0.4832, top5_acc: 0.7437, loss_cls: 2.1099, loss: 3.4796, grad_norm: 3.2670 2021-03-11 19:21:33,792 - mmaction - INFO - Epoch [36][220/225] lr: 6.000e-02, eta: 8:58:04, time: 1.089, data_time: 0.003, memory: 8232, loss_aux: 1.3698, top1_acc: 0.4822, top5_acc: 0.7432, loss_cls: 2.1210, loss: 3.4908, grad_norm: 3.2537 2021-03-11 19:21:40,080 - mmaction - INFO - Saving checkpoint at 36 epochs 2021-03-11 19:22:47,882 - mmaction - INFO - Epoch [37][20/225] lr: 6.000e-02, eta: 8:59:23, time: 3.334, data_time: 1.864, memory: 8232, loss_aux: 1.3616, top1_acc: 0.4822, top5_acc: 0.7505, loss_cls: 2.1116, loss: 3.4732, grad_norm: 3.2631 2021-03-11 19:23:09,174 - mmaction - INFO - Epoch [37][40/225] lr: 6.000e-02, eta: 8:58:46, time: 1.065, data_time: 0.005, memory: 8232, loss_aux: 1.3688, top1_acc: 0.4901, top5_acc: 0.7484, loss_cls: 2.1007, loss: 3.4694, grad_norm: 3.2881 2021-03-11 19:23:30,583 - mmaction - INFO - Epoch [37][60/225] lr: 6.000e-02, eta: 8:58:08, time: 1.070, data_time: 0.003, memory: 8232, loss_aux: 1.3859, top1_acc: 0.4775, top5_acc: 0.7426, loss_cls: 2.1345, loss: 3.5204, grad_norm: 3.3344 2021-03-11 19:23:52,069 - mmaction - INFO - Epoch [37][80/225] lr: 6.000e-02, eta: 8:57:32, time: 1.075, data_time: 0.002, memory: 8232, loss_aux: 1.3683, top1_acc: 0.4850, top5_acc: 0.7466, loss_cls: 2.0978, loss: 3.4661, grad_norm: 3.3343 2021-03-11 19:24:13,605 - mmaction - INFO - Epoch [37][100/225] lr: 6.000e-02, eta: 8:56:55, time: 1.076, data_time: 0.003, memory: 8232, loss_aux: 1.3697, top1_acc: 0.4910, top5_acc: 0.7418, loss_cls: 2.1192, loss: 3.4889, grad_norm: 3.2415 2021-03-11 19:24:35,373 - mmaction - INFO - Epoch [37][120/225] lr: 6.000e-02, eta: 8:56:19, time: 1.089, data_time: 0.002, memory: 8232, loss_aux: 1.3912, top1_acc: 0.4691, top5_acc: 0.7382, loss_cls: 2.1751, loss: 3.5664, grad_norm: 3.3627 2021-03-11 19:24:57,049 - mmaction - INFO - Epoch [37][140/225] lr: 6.000e-02, eta: 8:55:43, time: 1.083, data_time: 0.003, memory: 8232, loss_aux: 1.3952, top1_acc: 0.4779, top5_acc: 0.7380, loss_cls: 2.1745, loss: 3.5697, grad_norm: 3.3270 2021-03-11 19:25:18,695 - mmaction - INFO - Epoch [37][160/225] lr: 6.000e-02, eta: 8:55:07, time: 1.083, data_time: 0.003, memory: 8232, loss_aux: 1.3811, top1_acc: 0.4719, top5_acc: 0.7467, loss_cls: 2.1542, loss: 3.5353, grad_norm: 3.3133 2021-03-11 19:25:40,308 - mmaction - INFO - Epoch [37][180/225] lr: 6.000e-02, eta: 8:54:30, time: 1.080, data_time: 0.003, memory: 8232, loss_aux: 1.3626, top1_acc: 0.4878, top5_acc: 0.7462, loss_cls: 2.1080, loss: 3.4706, grad_norm: 3.3210 2021-03-11 19:26:01,902 - mmaction - INFO - Epoch [37][200/225] lr: 6.000e-02, eta: 8:53:54, time: 1.080, data_time: 0.002, memory: 8232, loss_aux: 1.3828, top1_acc: 0.4624, top5_acc: 0.7310, loss_cls: 2.1863, loss: 3.5690, grad_norm: 3.3614 2021-03-11 19:26:23,487 - mmaction - INFO - Epoch [37][220/225] lr: 6.000e-02, eta: 8:53:18, time: 1.079, data_time: 0.003, memory: 8232, loss_aux: 1.3678, top1_acc: 0.4729, top5_acc: 0.7464, loss_cls: 2.1436, loss: 3.5114, grad_norm: 3.3196 2021-03-11 19:26:29,837 - mmaction - INFO - Saving checkpoint at 37 epochs 2021-03-11 19:27:37,193 - mmaction - INFO - Epoch [38][20/225] lr: 6.000e-02, eta: 8:54:31, time: 3.292, data_time: 1.941, memory: 8232, loss_aux: 1.3602, top1_acc: 0.4939, top5_acc: 0.7473, loss_cls: 2.0724, loss: 3.4327, grad_norm: 3.2213 2021-03-11 19:27:58,493 - mmaction - INFO - Epoch [38][40/225] lr: 6.000e-02, eta: 8:53:54, time: 1.065, data_time: 0.004, memory: 8232, loss_aux: 1.3717, top1_acc: 0.4878, top5_acc: 0.7410, loss_cls: 2.1183, loss: 3.4899, grad_norm: 3.2609 2021-03-11 19:28:19,854 - mmaction - INFO - Epoch [38][60/225] lr: 6.000e-02, eta: 8:53:17, time: 1.067, data_time: 0.003, memory: 8232, loss_aux: 1.3729, top1_acc: 0.4846, top5_acc: 0.7422, loss_cls: 2.1340, loss: 3.5069, grad_norm: 3.3061 2021-03-11 19:28:41,394 - mmaction - INFO - Epoch [38][80/225] lr: 6.000e-02, eta: 8:52:41, time: 1.078, data_time: 0.002, memory: 8232, loss_aux: 1.3812, top1_acc: 0.4803, top5_acc: 0.7501, loss_cls: 2.1221, loss: 3.5033, grad_norm: 3.3344 2021-03-11 19:29:03,073 - mmaction - INFO - Epoch [38][100/225] lr: 6.000e-02, eta: 8:52:05, time: 1.083, data_time: 0.003, memory: 8232, loss_aux: 1.3591, top1_acc: 0.4789, top5_acc: 0.7406, loss_cls: 2.1351, loss: 3.4943, grad_norm: 3.3143 2021-03-11 19:29:24,838 - mmaction - INFO - Epoch [38][120/225] lr: 6.000e-02, eta: 8:51:29, time: 1.089, data_time: 0.002, memory: 8232, loss_aux: 1.3713, top1_acc: 0.4766, top5_acc: 0.7387, loss_cls: 2.1553, loss: 3.5266, grad_norm: 3.3162 2021-03-11 19:29:46,346 - mmaction - INFO - Epoch [38][140/225] lr: 6.000e-02, eta: 8:50:53, time: 1.074, data_time: 0.003, memory: 8232, loss_aux: 1.3810, top1_acc: 0.4741, top5_acc: 0.7318, loss_cls: 2.1737, loss: 3.5547, grad_norm: 3.3160 2021-03-11 19:30:07,985 - mmaction - INFO - Epoch [38][160/225] lr: 6.000e-02, eta: 8:50:17, time: 1.083, data_time: 0.003, memory: 8232, loss_aux: 1.3718, top1_acc: 0.4788, top5_acc: 0.7419, loss_cls: 2.1512, loss: 3.5231, grad_norm: 3.3051 2021-03-11 19:30:29,618 - mmaction - INFO - Epoch [38][180/225] lr: 6.000e-02, eta: 8:49:41, time: 1.082, data_time: 0.001, memory: 8232, loss_aux: 1.3658, top1_acc: 0.4858, top5_acc: 0.7435, loss_cls: 2.1295, loss: 3.4953, grad_norm: 3.3496 2021-03-11 19:30:51,394 - mmaction - INFO - Epoch [38][200/225] lr: 6.000e-02, eta: 8:49:06, time: 1.089, data_time: 0.003, memory: 8232, loss_aux: 1.3773, top1_acc: 0.4763, top5_acc: 0.7411, loss_cls: 2.1418, loss: 3.5192, grad_norm: 3.3070 2021-03-11 19:31:12,994 - mmaction - INFO - Epoch [38][220/225] lr: 6.000e-02, eta: 8:48:30, time: 1.079, data_time: 0.003, memory: 8232, loss_aux: 1.3710, top1_acc: 0.4780, top5_acc: 0.7486, loss_cls: 2.1309, loss: 3.5019, grad_norm: 3.3236 2021-03-11 19:31:20,119 - mmaction - INFO - Saving checkpoint at 38 epochs 2021-03-11 19:32:26,605 - mmaction - INFO - Epoch [39][20/225] lr: 6.000e-02, eta: 8:49:38, time: 3.265, data_time: 2.014, memory: 8232, loss_aux: 1.3756, top1_acc: 0.4785, top5_acc: 0.7449, loss_cls: 2.1426, loss: 3.5182, grad_norm: 3.3438 2021-03-11 19:32:47,895 - mmaction - INFO - Epoch [39][40/225] lr: 6.000e-02, eta: 8:49:02, time: 1.064, data_time: 0.006, memory: 8232, loss_aux: 1.3546, top1_acc: 0.4944, top5_acc: 0.7510, loss_cls: 2.0941, loss: 3.4486, grad_norm: 3.3492 2021-03-11 19:33:09,255 - mmaction - INFO - Epoch [39][60/225] lr: 6.000e-02, eta: 8:48:25, time: 1.067, data_time: 0.003, memory: 8232, loss_aux: 1.3664, top1_acc: 0.4922, top5_acc: 0.7441, loss_cls: 2.1134, loss: 3.4798, grad_norm: 3.2623 2021-03-11 19:33:30,623 - mmaction - INFO - Epoch [39][80/225] lr: 6.000e-02, eta: 8:47:49, time: 1.069, data_time: 0.002, memory: 8232, loss_aux: 1.3627, top1_acc: 0.4897, top5_acc: 0.7440, loss_cls: 2.1207, loss: 3.4833, grad_norm: 3.3359 2021-03-11 19:33:52,235 - mmaction - INFO - Epoch [39][100/225] lr: 6.000e-02, eta: 8:47:13, time: 1.079, data_time: 0.002, memory: 8232, loss_aux: 1.3565, top1_acc: 0.4827, top5_acc: 0.7436, loss_cls: 2.1091, loss: 3.4656, grad_norm: 3.2742 2021-03-11 19:34:13,998 - mmaction - INFO - Epoch [39][120/225] lr: 6.000e-02, eta: 8:46:38, time: 1.089, data_time: 0.002, memory: 8232, loss_aux: 1.3725, top1_acc: 0.4870, top5_acc: 0.7483, loss_cls: 2.1354, loss: 3.5079, grad_norm: 3.3032 2021-03-11 19:34:35,618 - mmaction - INFO - Epoch [39][140/225] lr: 6.000e-02, eta: 8:46:02, time: 1.080, data_time: 0.003, memory: 8232, loss_aux: 1.3683, top1_acc: 0.4844, top5_acc: 0.7432, loss_cls: 2.1241, loss: 3.4924, grad_norm: 3.3408 2021-03-11 19:34:57,218 - mmaction - INFO - Epoch [39][160/225] lr: 6.000e-02, eta: 8:45:27, time: 1.081, data_time: 0.002, memory: 8232, loss_aux: 1.3728, top1_acc: 0.4773, top5_acc: 0.7439, loss_cls: 2.1371, loss: 3.5099, grad_norm: 3.3290 2021-03-11 19:35:19,095 - mmaction - INFO - Epoch [39][180/225] lr: 6.000e-02, eta: 8:44:52, time: 1.093, data_time: 0.002, memory: 8232, loss_aux: 1.3629, top1_acc: 0.4904, top5_acc: 0.7525, loss_cls: 2.0891, loss: 3.4520, grad_norm: 3.2832 2021-03-11 19:35:40,899 - mmaction - INFO - Epoch [39][200/225] lr: 6.000e-02, eta: 8:44:17, time: 1.091, data_time: 0.002, memory: 8232, loss_aux: 1.3507, top1_acc: 0.4866, top5_acc: 0.7501, loss_cls: 2.1014, loss: 3.4521, grad_norm: 3.3547 2021-03-11 19:36:02,608 - mmaction - INFO - Epoch [39][220/225] lr: 6.000e-02, eta: 8:43:42, time: 1.084, data_time: 0.003, memory: 8232, loss_aux: 1.3729, top1_acc: 0.4794, top5_acc: 0.7398, loss_cls: 2.1444, loss: 3.5173, grad_norm: 3.3466 2021-03-11 19:36:09,506 - mmaction - INFO - Saving checkpoint at 39 epochs 2021-03-11 19:37:16,301 - mmaction - INFO - Epoch [40][20/225] lr: 6.000e-02, eta: 8:44:48, time: 3.284, data_time: 1.947, memory: 8232, loss_aux: 1.3438, top1_acc: 0.4940, top5_acc: 0.7547, loss_cls: 2.0584, loss: 3.4022, grad_norm: 3.2793 2021-03-11 19:37:37,543 - mmaction - INFO - Epoch [40][40/225] lr: 6.000e-02, eta: 8:44:11, time: 1.062, data_time: 0.004, memory: 8232, loss_aux: 1.3612, top1_acc: 0.4870, top5_acc: 0.7486, loss_cls: 2.0977, loss: 3.4588, grad_norm: 3.3578 2021-03-11 19:37:58,911 - mmaction - INFO - Epoch [40][60/225] lr: 6.000e-02, eta: 8:43:35, time: 1.067, data_time: 0.003, memory: 8232, loss_aux: 1.3595, top1_acc: 0.4956, top5_acc: 0.7465, loss_cls: 2.0879, loss: 3.4474, grad_norm: 3.3560 2021-03-11 19:38:20,471 - mmaction - INFO - Epoch [40][80/225] lr: 6.000e-02, eta: 8:43:00, time: 1.080, data_time: 0.003, memory: 8232, loss_aux: 1.3710, top1_acc: 0.4824, top5_acc: 0.7480, loss_cls: 2.1267, loss: 3.4978, grad_norm: 3.3753 2021-03-11 19:38:42,174 - mmaction - INFO - Epoch [40][100/225] lr: 6.000e-02, eta: 8:42:25, time: 1.084, data_time: 0.002, memory: 8232, loss_aux: 1.3717, top1_acc: 0.4829, top5_acc: 0.7456, loss_cls: 2.1188, loss: 3.4905, grad_norm: 3.3287 2021-03-11 19:39:04,004 - mmaction - INFO - Epoch [40][120/225] lr: 6.000e-02, eta: 8:41:50, time: 1.092, data_time: 0.002, memory: 8232, loss_aux: 1.3661, top1_acc: 0.4801, top5_acc: 0.7499, loss_cls: 2.1209, loss: 3.4870, grad_norm: 3.3302 2021-03-11 19:39:25,612 - mmaction - INFO - Epoch [40][140/225] lr: 6.000e-02, eta: 8:41:15, time: 1.080, data_time: 0.001, memory: 8232, loss_aux: 1.3624, top1_acc: 0.4793, top5_acc: 0.7484, loss_cls: 2.1188, loss: 3.4812, grad_norm: 3.3592 2021-03-11 19:39:47,316 - mmaction - INFO - Epoch [40][160/225] lr: 6.000e-02, eta: 8:40:40, time: 1.084, data_time: 0.003, memory: 8232, loss_aux: 1.3708, top1_acc: 0.4759, top5_acc: 0.7418, loss_cls: 2.1470, loss: 3.5178, grad_norm: 3.3448 2021-03-11 19:40:09,160 - mmaction - INFO - Epoch [40][180/225] lr: 6.000e-02, eta: 8:40:06, time: 1.093, data_time: 0.002, memory: 8232, loss_aux: 1.3627, top1_acc: 0.4840, top5_acc: 0.7478, loss_cls: 2.1178, loss: 3.4805, grad_norm: 3.3348 2021-03-11 19:40:31,084 - mmaction - INFO - Epoch [40][200/225] lr: 6.000e-02, eta: 8:39:31, time: 1.095, data_time: 0.003, memory: 8232, loss_aux: 1.3491, top1_acc: 0.4837, top5_acc: 0.7557, loss_cls: 2.1076, loss: 3.4567, grad_norm: 3.3079 2021-03-11 19:40:52,917 - mmaction - INFO - Epoch [40][220/225] lr: 6.000e-02, eta: 8:38:57, time: 1.093, data_time: 0.003, memory: 8232, loss_aux: 1.3820, top1_acc: 0.4789, top5_acc: 0.7388, loss_cls: 2.1744, loss: 3.5565, grad_norm: 3.3609 2021-03-11 19:40:59,701 - mmaction - INFO - Saving checkpoint at 40 epochs 2021-03-11 19:42:09,009 - mmaction - INFO - Epoch [41][20/225] lr: 6.000e-02, eta: 8:40:07, time: 3.415, data_time: 2.009, memory: 8232, loss_aux: 1.3607, top1_acc: 0.4905, top5_acc: 0.7490, loss_cls: 2.0905, loss: 3.4512, grad_norm: 3.3137 2021-03-11 19:42:30,306 - mmaction - INFO - Epoch [41][40/225] lr: 6.000e-02, eta: 8:39:31, time: 1.065, data_time: 0.005, memory: 8232, loss_aux: 1.3535, top1_acc: 0.4885, top5_acc: 0.7539, loss_cls: 2.0776, loss: 3.4311, grad_norm: 3.3189 2021-03-11 19:42:51,620 - mmaction - INFO - Epoch [41][60/225] lr: 6.000e-02, eta: 8:38:55, time: 1.066, data_time: 0.001, memory: 8232, loss_aux: 1.3643, top1_acc: 0.4854, top5_acc: 0.7434, loss_cls: 2.1306, loss: 3.4949, grad_norm: 3.3106 2021-03-11 19:43:13,079 - mmaction - INFO - Epoch [41][80/225] lr: 6.000e-02, eta: 8:38:19, time: 1.072, data_time: 0.003, memory: 8232, loss_aux: 1.3585, top1_acc: 0.4952, top5_acc: 0.7500, loss_cls: 2.0851, loss: 3.4435, grad_norm: 3.3001 2021-03-11 19:43:34,797 - mmaction - INFO - Epoch [41][100/225] lr: 6.000e-02, eta: 8:37:45, time: 1.086, data_time: 0.002, memory: 8232, loss_aux: 1.3499, top1_acc: 0.4957, top5_acc: 0.7520, loss_cls: 2.0757, loss: 3.4256, grad_norm: 3.3109 2021-03-11 19:43:56,538 - mmaction - INFO - Epoch [41][120/225] lr: 6.000e-02, eta: 8:37:10, time: 1.087, data_time: 0.004, memory: 8232, loss_aux: 1.3466, top1_acc: 0.4906, top5_acc: 0.7547, loss_cls: 2.0893, loss: 3.4359, grad_norm: 3.3464 2021-03-11 19:44:18,263 - mmaction - INFO - Epoch [41][140/225] lr: 6.000e-02, eta: 8:36:36, time: 1.087, data_time: 0.002, memory: 8232, loss_aux: 1.3648, top1_acc: 0.4909, top5_acc: 0.7507, loss_cls: 2.1121, loss: 3.4769, grad_norm: 3.3343 2021-03-11 19:44:40,112 - mmaction - INFO - Epoch [41][160/225] lr: 6.000e-02, eta: 8:36:01, time: 1.091, data_time: 0.003, memory: 8232, loss_aux: 1.3778, top1_acc: 0.4846, top5_acc: 0.7388, loss_cls: 2.1445, loss: 3.5223, grad_norm: 3.3353 2021-03-11 19:45:01,879 - mmaction - INFO - Epoch [41][180/225] lr: 6.000e-02, eta: 8:35:27, time: 1.087, data_time: 0.002, memory: 8232, loss_aux: 1.3705, top1_acc: 0.4823, top5_acc: 0.7475, loss_cls: 2.1297, loss: 3.5002, grad_norm: 3.3791 2021-03-11 19:45:23,399 - mmaction - INFO - Epoch [41][200/225] lr: 6.000e-02, eta: 8:34:52, time: 1.078, data_time: 0.003, memory: 8232, loss_aux: 1.3722, top1_acc: 0.4807, top5_acc: 0.7404, loss_cls: 2.1374, loss: 3.5096, grad_norm: 3.3544 2021-03-11 19:45:45,223 - mmaction - INFO - Epoch [41][220/225] lr: 6.000e-02, eta: 8:34:18, time: 1.090, data_time: 0.003, memory: 8232, loss_aux: 1.3594, top1_acc: 0.4759, top5_acc: 0.7426, loss_cls: 2.1314, loss: 3.4908, grad_norm: 3.3397 2021-03-11 19:45:53,129 - mmaction - INFO - Saving checkpoint at 41 epochs 2021-03-11 19:47:07,343 - mmaction - INFO - Epoch [42][20/225] lr: 6.000e-02, eta: 8:35:36, time: 3.630, data_time: 2.244, memory: 8232, loss_aux: 1.3480, top1_acc: 0.4924, top5_acc: 0.7535, loss_cls: 2.0777, loss: 3.4257, grad_norm: 3.3509 2021-03-11 19:47:28,604 - mmaction - INFO - Epoch [42][40/225] lr: 6.000e-02, eta: 8:35:00, time: 1.063, data_time: 0.004, memory: 8232, loss_aux: 1.3514, top1_acc: 0.4868, top5_acc: 0.7495, loss_cls: 2.0677, loss: 3.4191, grad_norm: 3.3366 2021-03-11 19:47:49,979 - mmaction - INFO - Epoch [42][60/225] lr: 6.000e-02, eta: 8:34:24, time: 1.068, data_time: 0.003, memory: 8232, loss_aux: 1.3467, top1_acc: 0.4944, top5_acc: 0.7508, loss_cls: 2.0888, loss: 3.4355, grad_norm: 3.3234 2021-03-11 19:48:11,468 - mmaction - INFO - Epoch [42][80/225] lr: 6.000e-02, eta: 8:33:49, time: 1.075, data_time: 0.002, memory: 8232, loss_aux: 1.3592, top1_acc: 0.4852, top5_acc: 0.7500, loss_cls: 2.1116, loss: 3.4708, grad_norm: 3.3672 2021-03-11 19:48:33,175 - mmaction - INFO - Epoch [42][100/225] lr: 6.000e-02, eta: 8:33:15, time: 1.085, data_time: 0.003, memory: 8232, loss_aux: 1.3616, top1_acc: 0.4823, top5_acc: 0.7460, loss_cls: 2.1242, loss: 3.4858, grad_norm: 3.3323 2021-03-11 19:48:54,867 - mmaction - INFO - Epoch [42][120/225] lr: 6.000e-02, eta: 8:32:41, time: 1.086, data_time: 0.002, memory: 8232, loss_aux: 1.3486, top1_acc: 0.4967, top5_acc: 0.7466, loss_cls: 2.0935, loss: 3.4421, grad_norm: 3.3003 2021-03-11 19:49:16,720 - mmaction - INFO - Epoch [42][140/225] lr: 6.000e-02, eta: 8:32:07, time: 1.091, data_time: 0.002, memory: 8232, loss_aux: 1.3672, top1_acc: 0.4793, top5_acc: 0.7397, loss_cls: 2.1447, loss: 3.5119, grad_norm: 3.3586 2021-03-11 19:49:38,386 - mmaction - INFO - Epoch [42][160/225] lr: 6.000e-02, eta: 8:31:32, time: 1.085, data_time: 0.002, memory: 8232, loss_aux: 1.3618, top1_acc: 0.4832, top5_acc: 0.7434, loss_cls: 2.1331, loss: 3.4949, grad_norm: 3.3382 2021-03-11 19:50:00,421 - mmaction - INFO - Epoch [42][180/225] lr: 6.000e-02, eta: 8:30:59, time: 1.101, data_time: 0.002, memory: 8232, loss_aux: 1.3619, top1_acc: 0.4849, top5_acc: 0.7533, loss_cls: 2.1087, loss: 3.4706, grad_norm: 3.3330 2021-03-11 19:50:22,112 - mmaction - INFO - Epoch [42][200/225] lr: 6.000e-02, eta: 8:30:25, time: 1.085, data_time: 0.002, memory: 8232, loss_aux: 1.3552, top1_acc: 0.4876, top5_acc: 0.7464, loss_cls: 2.1237, loss: 3.4789, grad_norm: 3.3490 2021-03-11 19:50:43,757 - mmaction - INFO - Epoch [42][220/225] lr: 6.000e-02, eta: 8:29:50, time: 1.082, data_time: 0.003, memory: 8232, loss_aux: 1.3520, top1_acc: 0.4846, top5_acc: 0.7439, loss_cls: 2.1158, loss: 3.4677, grad_norm: 3.3069 2021-03-11 19:50:50,290 - mmaction - INFO - Saving checkpoint at 42 epochs 2021-03-11 19:51:57,888 - mmaction - INFO - Epoch [43][20/225] lr: 6.000e-02, eta: 8:30:49, time: 3.330, data_time: 2.065, memory: 8232, loss_aux: 1.3588, top1_acc: 0.4969, top5_acc: 0.7557, loss_cls: 2.0749, loss: 3.4337, grad_norm: 3.3450 2021-03-11 19:52:19,122 - mmaction - INFO - Epoch [43][40/225] lr: 6.000e-02, eta: 8:30:13, time: 1.062, data_time: 0.003, memory: 8232, loss_aux: 1.3563, top1_acc: 0.4997, top5_acc: 0.7595, loss_cls: 2.0586, loss: 3.4148, grad_norm: 3.3520 2021-03-11 19:52:40,456 - mmaction - INFO - Epoch [43][60/225] lr: 6.000e-02, eta: 8:29:38, time: 1.067, data_time: 0.003, memory: 8232, loss_aux: 1.3507, top1_acc: 0.4939, top5_acc: 0.7581, loss_cls: 2.0690, loss: 3.4197, grad_norm: 3.3535 2021-03-11 19:53:01,915 - mmaction - INFO - Epoch [43][80/225] lr: 6.000e-02, eta: 8:29:03, time: 1.072, data_time: 0.004, memory: 8232, loss_aux: 1.3541, top1_acc: 0.4986, top5_acc: 0.7549, loss_cls: 2.0732, loss: 3.4273, grad_norm: 3.3360 2021-03-11 19:53:23,624 - mmaction - INFO - Epoch [43][100/225] lr: 6.000e-02, eta: 8:28:29, time: 1.086, data_time: 0.002, memory: 8232, loss_aux: 1.3486, top1_acc: 0.4902, top5_acc: 0.7505, loss_cls: 2.0783, loss: 3.4269, grad_norm: 3.4028 2021-03-11 19:53:45,362 - mmaction - INFO - Epoch [43][120/225] lr: 6.000e-02, eta: 8:27:55, time: 1.086, data_time: 0.003, memory: 8232, loss_aux: 1.3362, top1_acc: 0.4948, top5_acc: 0.7615, loss_cls: 2.0641, loss: 3.4003, grad_norm: 3.3365 2021-03-11 19:54:06,879 - mmaction - INFO - Epoch [43][140/225] lr: 6.000e-02, eta: 8:27:21, time: 1.077, data_time: 0.002, memory: 8232, loss_aux: 1.3578, top1_acc: 0.4823, top5_acc: 0.7408, loss_cls: 2.1288, loss: 3.4866, grad_norm: 3.3385 2021-03-11 19:54:28,737 - mmaction - INFO - Epoch [43][160/225] lr: 6.000e-02, eta: 8:26:47, time: 1.092, data_time: 0.003, memory: 8232, loss_aux: 1.3519, top1_acc: 0.4859, top5_acc: 0.7465, loss_cls: 2.1149, loss: 3.4668, grad_norm: 3.3319 2021-03-11 19:54:50,452 - mmaction - INFO - Epoch [43][180/225] lr: 6.000e-02, eta: 8:26:13, time: 1.087, data_time: 0.002, memory: 8232, loss_aux: 1.3417, top1_acc: 0.4867, top5_acc: 0.7482, loss_cls: 2.1054, loss: 3.4472, grad_norm: 3.3093 2021-03-11 19:55:12,047 - mmaction - INFO - Epoch [43][200/225] lr: 6.000e-02, eta: 8:25:39, time: 1.079, data_time: 0.002, memory: 8232, loss_aux: 1.3453, top1_acc: 0.4973, top5_acc: 0.7522, loss_cls: 2.0804, loss: 3.4257, grad_norm: 3.3272 2021-03-11 19:55:33,831 - mmaction - INFO - Epoch [43][220/225] lr: 6.000e-02, eta: 8:25:06, time: 1.090, data_time: 0.002, memory: 8232, loss_aux: 1.3531, top1_acc: 0.4915, top5_acc: 0.7478, loss_cls: 2.0932, loss: 3.4463, grad_norm: 3.3505 2021-03-11 19:55:39,937 - mmaction - INFO - Saving checkpoint at 43 epochs 2021-03-11 19:56:48,142 - mmaction - INFO - Epoch [44][20/225] lr: 6.000e-02, eta: 8:25:59, time: 3.294, data_time: 1.934, memory: 8232, loss_aux: 1.3446, top1_acc: 0.4928, top5_acc: 0.7572, loss_cls: 2.0694, loss: 3.4140, grad_norm: 3.3132 2021-03-11 19:57:09,460 - mmaction - INFO - Epoch [44][40/225] lr: 6.000e-02, eta: 8:25:25, time: 1.066, data_time: 0.005, memory: 8232, loss_aux: 1.3233, top1_acc: 0.5090, top5_acc: 0.7538, loss_cls: 2.0282, loss: 3.3515, grad_norm: 3.3469 2021-03-11 19:57:30,870 - mmaction - INFO - Epoch [44][60/225] lr: 6.000e-02, eta: 8:24:50, time: 1.070, data_time: 0.003, memory: 8232, loss_aux: 1.3421, top1_acc: 0.5004, top5_acc: 0.7561, loss_cls: 2.0750, loss: 3.4171, grad_norm: 3.3607 2021-03-11 19:57:52,400 - mmaction - INFO - Epoch [44][80/225] lr: 6.000e-02, eta: 8:24:16, time: 1.077, data_time: 0.002, memory: 8232, loss_aux: 1.3459, top1_acc: 0.4975, top5_acc: 0.7534, loss_cls: 2.0721, loss: 3.4181, grad_norm: 3.3223 2021-03-11 19:58:13,974 - mmaction - INFO - Epoch [44][100/225] lr: 6.000e-02, eta: 8:23:41, time: 1.078, data_time: 0.003, memory: 8232, loss_aux: 1.3220, top1_acc: 0.5056, top5_acc: 0.7656, loss_cls: 2.0187, loss: 3.3407, grad_norm: 3.3230 2021-03-11 19:58:35,750 - mmaction - INFO - Epoch [44][120/225] lr: 6.000e-02, eta: 8:23:08, time: 1.089, data_time: 0.002, memory: 8232, loss_aux: 1.3579, top1_acc: 0.4944, top5_acc: 0.7432, loss_cls: 2.1177, loss: 3.4756, grad_norm: 3.3832 2021-03-11 19:58:57,362 - mmaction - INFO - Epoch [44][140/225] lr: 6.000e-02, eta: 8:22:34, time: 1.080, data_time: 0.003, memory: 8232, loss_aux: 1.3517, top1_acc: 0.4871, top5_acc: 0.7432, loss_cls: 2.1165, loss: 3.4682, grad_norm: 3.3405 2021-03-11 19:59:19,097 - mmaction - INFO - Epoch [44][160/225] lr: 6.000e-02, eta: 8:22:00, time: 1.087, data_time: 0.002, memory: 8232, loss_aux: 1.3342, top1_acc: 0.4908, top5_acc: 0.7572, loss_cls: 2.0862, loss: 3.4204, grad_norm: 3.3712 2021-03-11 19:59:40,889 - mmaction - INFO - Epoch [44][180/225] lr: 6.000e-02, eta: 8:21:27, time: 1.089, data_time: 0.003, memory: 8232, loss_aux: 1.3553, top1_acc: 0.4841, top5_acc: 0.7436, loss_cls: 2.1201, loss: 3.4754, grad_norm: 3.3475 2021-03-11 20:00:02,739 - mmaction - INFO - Epoch [44][200/225] lr: 6.000e-02, eta: 8:20:53, time: 1.092, data_time: 0.002, memory: 8232, loss_aux: 1.3628, top1_acc: 0.4757, top5_acc: 0.7418, loss_cls: 2.1468, loss: 3.5096, grad_norm: 3.3525 2021-03-11 20:00:24,460 - mmaction - INFO - Epoch [44][220/225] lr: 6.000e-02, eta: 8:20:20, time: 1.087, data_time: 0.002, memory: 8232, loss_aux: 1.3505, top1_acc: 0.4911, top5_acc: 0.7477, loss_cls: 2.1066, loss: 3.4571, grad_norm: 3.3270 2021-03-11 20:00:30,772 - mmaction - INFO - Saving checkpoint at 44 epochs 2021-03-11 20:01:37,820 - mmaction - INFO - Epoch [45][20/225] lr: 6.000e-02, eta: 8:21:10, time: 3.277, data_time: 1.966, memory: 8232, loss_aux: 1.3398, top1_acc: 0.4983, top5_acc: 0.7557, loss_cls: 2.0422, loss: 3.3820, grad_norm: 3.3092 2021-03-11 20:01:59,140 - mmaction - INFO - Epoch [45][40/225] lr: 6.000e-02, eta: 8:20:36, time: 1.066, data_time: 0.006, memory: 8232, loss_aux: 1.3382, top1_acc: 0.4971, top5_acc: 0.7566, loss_cls: 2.0586, loss: 3.3968, grad_norm: 3.3484 2021-03-11 20:02:20,493 - mmaction - INFO - Epoch [45][60/225] lr: 6.000e-02, eta: 8:20:01, time: 1.068, data_time: 0.001, memory: 8232, loss_aux: 1.3329, top1_acc: 0.4937, top5_acc: 0.7527, loss_cls: 2.0755, loss: 3.4084, grad_norm: 3.3847 2021-03-11 20:02:41,919 - mmaction - INFO - Epoch [45][80/225] lr: 6.000e-02, eta: 8:19:27, time: 1.070, data_time: 0.003, memory: 8232, loss_aux: 1.3422, top1_acc: 0.4951, top5_acc: 0.7559, loss_cls: 2.0705, loss: 3.4127, grad_norm: 3.3552 2021-03-11 20:03:03,621 - mmaction - INFO - Epoch [45][100/225] lr: 6.000e-02, eta: 8:18:54, time: 1.086, data_time: 0.002, memory: 8232, loss_aux: 1.3426, top1_acc: 0.4922, top5_acc: 0.7569, loss_cls: 2.0771, loss: 3.4197, grad_norm: 3.3632 2021-03-11 20:03:25,286 - mmaction - INFO - Epoch [45][120/225] lr: 6.000e-02, eta: 8:18:20, time: 1.082, data_time: 0.002, memory: 8232, loss_aux: 1.3494, top1_acc: 0.4945, top5_acc: 0.7513, loss_cls: 2.0794, loss: 3.4288, grad_norm: 3.3712 2021-03-11 20:03:46,861 - mmaction - INFO - Epoch [45][140/225] lr: 6.000e-02, eta: 8:17:46, time: 1.080, data_time: 0.003, memory: 8232, loss_aux: 1.3356, top1_acc: 0.4962, top5_acc: 0.7600, loss_cls: 2.0601, loss: 3.3956, grad_norm: 3.4231 2021-03-11 20:04:08,569 - mmaction - INFO - Epoch [45][160/225] lr: 6.000e-02, eta: 8:17:13, time: 1.085, data_time: 0.003, memory: 8232, loss_aux: 1.3719, top1_acc: 0.4796, top5_acc: 0.7355, loss_cls: 2.1495, loss: 3.5215, grad_norm: 3.3661 2021-03-11 20:04:30,530 - mmaction - INFO - Epoch [45][180/225] lr: 6.000e-02, eta: 8:16:40, time: 1.098, data_time: 0.002, memory: 8232, loss_aux: 1.3639, top1_acc: 0.4794, top5_acc: 0.7366, loss_cls: 2.1467, loss: 3.5106, grad_norm: 3.3525 2021-03-11 20:04:52,315 - mmaction - INFO - Epoch [45][200/225] lr: 6.000e-02, eta: 8:16:07, time: 1.090, data_time: 0.002, memory: 8232, loss_aux: 1.3515, top1_acc: 0.4836, top5_acc: 0.7436, loss_cls: 2.1328, loss: 3.4843, grad_norm: 3.3612 2021-03-11 20:05:14,033 - mmaction - INFO - Epoch [45][220/225] lr: 6.000e-02, eta: 8:15:34, time: 1.086, data_time: 0.003, memory: 8232, loss_aux: 1.3455, top1_acc: 0.4928, top5_acc: 0.7486, loss_cls: 2.1090, loss: 3.4544, grad_norm: 3.2973 2021-03-11 20:05:20,590 - mmaction - INFO - Saving checkpoint at 45 epochs 2021-03-11 20:06:27,091 - mmaction - INFO - Epoch [46][20/225] lr: 6.000e-02, eta: 8:16:19, time: 3.233, data_time: 1.909, memory: 8232, loss_aux: 1.3263, top1_acc: 0.5057, top5_acc: 0.7620, loss_cls: 2.0331, loss: 3.3595, grad_norm: 3.2974 2021-03-11 20:06:48,449 - mmaction - INFO - Epoch [46][40/225] lr: 6.000e-02, eta: 8:15:45, time: 1.068, data_time: 0.005, memory: 8232, loss_aux: 1.3251, top1_acc: 0.5115, top5_acc: 0.7660, loss_cls: 2.0025, loss: 3.3277, grad_norm: 3.3341 2021-03-11 20:07:09,837 - mmaction - INFO - Epoch [46][60/225] lr: 6.000e-02, eta: 8:15:11, time: 1.069, data_time: 0.003, memory: 8232, loss_aux: 1.3380, top1_acc: 0.4969, top5_acc: 0.7578, loss_cls: 2.0547, loss: 3.3928, grad_norm: 3.3723 2021-03-11 20:07:31,270 - mmaction - INFO - Epoch [46][80/225] lr: 6.000e-02, eta: 8:14:37, time: 1.072, data_time: 0.002, memory: 8232, loss_aux: 1.3489, top1_acc: 0.4923, top5_acc: 0.7577, loss_cls: 2.0778, loss: 3.4267, grad_norm: 3.3464 2021-03-11 20:07:53,009 - mmaction - INFO - Epoch [46][100/225] lr: 6.000e-02, eta: 8:14:04, time: 1.086, data_time: 0.003, memory: 8232, loss_aux: 1.3341, top1_acc: 0.4913, top5_acc: 0.7513, loss_cls: 2.0792, loss: 3.4133, grad_norm: 3.3950 2021-03-11 20:08:14,677 - mmaction - INFO - Epoch [46][120/225] lr: 6.000e-02, eta: 8:13:31, time: 1.085, data_time: 0.003, memory: 8232, loss_aux: 1.3530, top1_acc: 0.4940, top5_acc: 0.7509, loss_cls: 2.0812, loss: 3.4342, grad_norm: 3.4073 2021-03-11 20:08:36,510 - mmaction - INFO - Epoch [46][140/225] lr: 6.000e-02, eta: 8:12:58, time: 1.091, data_time: 0.003, memory: 8232, loss_aux: 1.3312, top1_acc: 0.4997, top5_acc: 0.7556, loss_cls: 2.0559, loss: 3.3872, grad_norm: 3.3584 2021-03-11 20:08:58,135 - mmaction - INFO - Epoch [46][160/225] lr: 6.000e-02, eta: 8:12:24, time: 1.082, data_time: 0.002, memory: 8232, loss_aux: 1.3371, top1_acc: 0.4854, top5_acc: 0.7514, loss_cls: 2.0821, loss: 3.4192, grad_norm: 3.3984 2021-03-11 20:09:19,904 - mmaction - INFO - Epoch [46][180/225] lr: 6.000e-02, eta: 8:11:51, time: 1.088, data_time: 0.003, memory: 8232, loss_aux: 1.3489, top1_acc: 0.4893, top5_acc: 0.7538, loss_cls: 2.0834, loss: 3.4323, grad_norm: 3.3421 2021-03-11 20:09:41,634 - mmaction - INFO - Epoch [46][200/225] lr: 6.000e-02, eta: 8:11:18, time: 1.087, data_time: 0.003, memory: 8232, loss_aux: 1.3378, top1_acc: 0.4853, top5_acc: 0.7530, loss_cls: 2.0947, loss: 3.4326, grad_norm: 3.4137 2021-03-11 20:10:03,607 - mmaction - INFO - Epoch [46][220/225] lr: 6.000e-02, eta: 8:10:46, time: 1.098, data_time: 0.003, memory: 8232, loss_aux: 1.3436, top1_acc: 0.4833, top5_acc: 0.7503, loss_cls: 2.1028, loss: 3.4464, grad_norm: 3.3646 2021-03-11 20:10:09,702 - mmaction - INFO - Saving checkpoint at 46 epochs 2021-03-11 20:11:17,656 - mmaction - INFO - Epoch [47][20/225] lr: 6.000e-02, eta: 8:11:34, time: 3.329, data_time: 1.979, memory: 8232, loss_aux: 1.3342, top1_acc: 0.5039, top5_acc: 0.7599, loss_cls: 2.0463, loss: 3.3805, grad_norm: 3.3182 2021-03-11 20:11:38,983 - mmaction - INFO - Epoch [47][40/225] lr: 6.000e-02, eta: 8:11:00, time: 1.066, data_time: 0.004, memory: 8232, loss_aux: 1.3348, top1_acc: 0.5061, top5_acc: 0.7572, loss_cls: 2.0323, loss: 3.3672, grad_norm: 3.3567 2021-03-11 20:12:00,413 - mmaction - INFO - Epoch [47][60/225] lr: 6.000e-02, eta: 8:10:26, time: 1.071, data_time: 0.003, memory: 8232, loss_aux: 1.3184, top1_acc: 0.5068, top5_acc: 0.7616, loss_cls: 2.0273, loss: 3.3457, grad_norm: 3.3177 2021-03-11 20:12:21,981 - mmaction - INFO - Epoch [47][80/225] lr: 6.000e-02, eta: 8:09:53, time: 1.079, data_time: 0.002, memory: 8232, loss_aux: 1.3479, top1_acc: 0.5031, top5_acc: 0.7555, loss_cls: 2.0541, loss: 3.4020, grad_norm: 3.3658 2021-03-11 20:12:43,645 - mmaction - INFO - Epoch [47][100/225] lr: 6.000e-02, eta: 8:09:19, time: 1.083, data_time: 0.003, memory: 8232, loss_aux: 1.3321, top1_acc: 0.4971, top5_acc: 0.7594, loss_cls: 2.0562, loss: 3.3882, grad_norm: 3.3652 2021-03-11 20:13:05,265 - mmaction - INFO - Epoch [47][120/225] lr: 6.000e-02, eta: 8:08:46, time: 1.082, data_time: 0.002, memory: 8232, loss_aux: 1.3465, top1_acc: 0.4905, top5_acc: 0.7493, loss_cls: 2.0923, loss: 3.4388, grad_norm: 3.3813 2021-03-11 20:13:27,027 - mmaction - INFO - Epoch [47][140/225] lr: 6.000e-02, eta: 8:08:14, time: 1.087, data_time: 0.003, memory: 8232, loss_aux: 1.3451, top1_acc: 0.4931, top5_acc: 0.7509, loss_cls: 2.0680, loss: 3.4131, grad_norm: 3.3925 2021-03-11 20:13:48,722 - mmaction - INFO - Epoch [47][160/225] lr: 6.000e-02, eta: 8:07:41, time: 1.085, data_time: 0.002, memory: 8232, loss_aux: 1.3335, top1_acc: 0.4979, top5_acc: 0.7548, loss_cls: 2.0641, loss: 3.3976, grad_norm: 3.3564 2021-03-11 20:14:10,546 - mmaction - INFO - Epoch [47][180/225] lr: 6.000e-02, eta: 8:07:08, time: 1.090, data_time: 0.003, memory: 8232, loss_aux: 1.3352, top1_acc: 0.4926, top5_acc: 0.7534, loss_cls: 2.0844, loss: 3.4196, grad_norm: 3.3521 2021-03-11 20:14:32,393 - mmaction - INFO - Epoch [47][200/225] lr: 6.000e-02, eta: 8:06:36, time: 1.093, data_time: 0.002, memory: 8232, loss_aux: 1.3328, top1_acc: 0.5007, top5_acc: 0.7520, loss_cls: 2.0705, loss: 3.4033, grad_norm: 3.3608 2021-03-11 20:14:53,946 - mmaction - INFO - Epoch [47][220/225] lr: 6.000e-02, eta: 8:06:02, time: 1.077, data_time: 0.003, memory: 8232, loss_aux: 1.3500, top1_acc: 0.4951, top5_acc: 0.7517, loss_cls: 2.0939, loss: 3.4439, grad_norm: 3.3783 2021-03-11 20:15:01,371 - mmaction - INFO - Saving checkpoint at 47 epochs 2021-03-11 20:16:08,488 - mmaction - INFO - Epoch [48][20/225] lr: 6.000e-02, eta: 8:06:46, time: 3.282, data_time: 1.955, memory: 8232, loss_aux: 1.3285, top1_acc: 0.5047, top5_acc: 0.7629, loss_cls: 2.0239, loss: 3.3525, grad_norm: 3.3435 2021-03-11 20:16:29,767 - mmaction - INFO - Epoch [48][40/225] lr: 6.000e-02, eta: 8:06:12, time: 1.064, data_time: 0.004, memory: 8232, loss_aux: 1.3185, top1_acc: 0.4993, top5_acc: 0.7659, loss_cls: 2.0170, loss: 3.3355, grad_norm: 3.3729 2021-03-11 20:16:51,146 - mmaction - INFO - Epoch [48][60/225] lr: 6.000e-02, eta: 8:05:38, time: 1.068, data_time: 0.003, memory: 8232, loss_aux: 1.3263, top1_acc: 0.4956, top5_acc: 0.7531, loss_cls: 2.0701, loss: 3.3964, grad_norm: 3.3442 2021-03-11 20:17:12,800 - mmaction - INFO - Epoch [48][80/225] lr: 6.000e-02, eta: 8:05:05, time: 1.083, data_time: 0.002, memory: 8232, loss_aux: 1.3264, top1_acc: 0.5031, top5_acc: 0.7581, loss_cls: 2.0431, loss: 3.3695, grad_norm: 3.3531 2021-03-11 20:17:34,424 - mmaction - INFO - Epoch [48][100/225] lr: 6.000e-02, eta: 8:04:32, time: 1.081, data_time: 0.003, memory: 8232, loss_aux: 1.3294, top1_acc: 0.5039, top5_acc: 0.7568, loss_cls: 2.0543, loss: 3.3837, grad_norm: 3.3464 2021-03-11 20:17:56,179 - mmaction - INFO - Epoch [48][120/225] lr: 6.000e-02, eta: 8:04:00, time: 1.088, data_time: 0.002, memory: 8232, loss_aux: 1.3385, top1_acc: 0.5005, top5_acc: 0.7531, loss_cls: 2.0677, loss: 3.4063, grad_norm: 3.3464 2021-03-11 20:18:17,983 - mmaction - INFO - Epoch [48][140/225] lr: 6.000e-02, eta: 8:03:27, time: 1.090, data_time: 0.003, memory: 8232, loss_aux: 1.3467, top1_acc: 0.4889, top5_acc: 0.7452, loss_cls: 2.0913, loss: 3.4381, grad_norm: 3.3675 2021-03-11 20:18:39,732 - mmaction - INFO - Epoch [48][160/225] lr: 6.000e-02, eta: 8:02:55, time: 1.088, data_time: 0.002, memory: 8232, loss_aux: 1.3351, top1_acc: 0.4936, top5_acc: 0.7555, loss_cls: 2.0688, loss: 3.4038, grad_norm: 3.3775 2021-03-11 20:19:01,578 - mmaction - INFO - Epoch [48][180/225] lr: 6.000e-02, eta: 8:02:22, time: 1.091, data_time: 0.003, memory: 8232, loss_aux: 1.3337, top1_acc: 0.4839, top5_acc: 0.7523, loss_cls: 2.0998, loss: 3.4334, grad_norm: 3.3836 2021-03-11 20:19:23,327 - mmaction - INFO - Epoch [48][200/225] lr: 6.000e-02, eta: 8:01:50, time: 1.089, data_time: 0.002, memory: 8232, loss_aux: 1.3340, top1_acc: 0.4918, top5_acc: 0.7470, loss_cls: 2.0931, loss: 3.4271, grad_norm: 3.3772 2021-03-11 20:19:45,118 - mmaction - INFO - Epoch [48][220/225] lr: 6.000e-02, eta: 8:01:18, time: 1.089, data_time: 0.003, memory: 8232, loss_aux: 1.3462, top1_acc: 0.4900, top5_acc: 0.7526, loss_cls: 2.0881, loss: 3.4343, grad_norm: 3.3610 2021-03-11 20:19:51,525 - mmaction - INFO - Saving checkpoint at 48 epochs 2021-03-11 20:20:59,511 - mmaction - INFO - Epoch [49][20/225] lr: 6.000e-02, eta: 8:02:01, time: 3.344, data_time: 2.075, memory: 8232, loss_aux: 1.3236, top1_acc: 0.5087, top5_acc: 0.7650, loss_cls: 2.0227, loss: 3.3463, grad_norm: 3.3458 2021-03-11 20:21:20,820 - mmaction - INFO - Epoch [49][40/225] lr: 6.000e-02, eta: 8:01:28, time: 1.065, data_time: 0.005, memory: 8232, loss_aux: 1.3178, top1_acc: 0.5159, top5_acc: 0.7650, loss_cls: 1.9996, loss: 3.3174, grad_norm: 3.3873 2021-03-11 20:21:42,276 - mmaction - INFO - Epoch [49][60/225] lr: 6.000e-02, eta: 8:00:55, time: 1.072, data_time: 0.003, memory: 8232, loss_aux: 1.3173, top1_acc: 0.5043, top5_acc: 0.7629, loss_cls: 2.0225, loss: 3.3397, grad_norm: 3.3434 2021-03-11 20:22:03,850 - mmaction - INFO - Epoch [49][80/225] lr: 6.000e-02, eta: 8:00:22, time: 1.079, data_time: 0.002, memory: 8232, loss_aux: 1.3256, top1_acc: 0.5042, top5_acc: 0.7630, loss_cls: 2.0243, loss: 3.3499, grad_norm: 3.3659 2021-03-11 20:22:25,440 - mmaction - INFO - Epoch [49][100/225] lr: 6.000e-02, eta: 7:59:49, time: 1.079, data_time: 0.003, memory: 8232, loss_aux: 1.3194, top1_acc: 0.5034, top5_acc: 0.7564, loss_cls: 2.0329, loss: 3.3523, grad_norm: 3.4089 2021-03-11 20:22:47,193 - mmaction - INFO - Epoch [49][120/225] lr: 6.000e-02, eta: 7:59:17, time: 1.088, data_time: 0.002, memory: 8232, loss_aux: 1.3470, top1_acc: 0.4891, top5_acc: 0.7509, loss_cls: 2.0886, loss: 3.4356, grad_norm: 3.4086 2021-03-11 20:23:08,907 - mmaction - INFO - Epoch [49][140/225] lr: 6.000e-02, eta: 7:58:44, time: 1.085, data_time: 0.003, memory: 8232, loss_aux: 1.3418, top1_acc: 0.4988, top5_acc: 0.7562, loss_cls: 2.0722, loss: 3.4141, grad_norm: 3.4071 2021-03-11 20:23:30,618 - mmaction - INFO - Epoch [49][160/225] lr: 6.000e-02, eta: 7:58:12, time: 1.086, data_time: 0.002, memory: 8232, loss_aux: 1.3440, top1_acc: 0.4953, top5_acc: 0.7553, loss_cls: 2.0861, loss: 3.4300, grad_norm: 3.4229 2021-03-11 20:23:52,433 - mmaction - INFO - Epoch [49][180/225] lr: 6.000e-02, eta: 7:57:39, time: 1.090, data_time: 0.003, memory: 8232, loss_aux: 1.3500, top1_acc: 0.4896, top5_acc: 0.7552, loss_cls: 2.0873, loss: 3.4373, grad_norm: 3.4179 2021-03-11 20:24:14,163 - mmaction - INFO - Epoch [49][200/225] lr: 6.000e-02, eta: 7:57:07, time: 1.087, data_time: 0.002, memory: 8232, loss_aux: 1.3266, top1_acc: 0.4993, top5_acc: 0.7634, loss_cls: 2.0427, loss: 3.3693, grad_norm: 3.3697 2021-03-11 20:24:35,869 - mmaction - INFO - Epoch [49][220/225] lr: 6.000e-02, eta: 7:56:35, time: 1.084, data_time: 0.003, memory: 8232, loss_aux: 1.3490, top1_acc: 0.4859, top5_acc: 0.7508, loss_cls: 2.1045, loss: 3.4535, grad_norm: 3.3654 2021-03-11 20:24:43,780 - mmaction - INFO - Saving checkpoint at 49 epochs 2021-03-11 20:25:49,914 - mmaction - INFO - Epoch [50][20/225] lr: 6.000e-02, eta: 7:57:11, time: 3.211, data_time: 1.993, memory: 8232, loss_aux: 1.3202, top1_acc: 0.5086, top5_acc: 0.7599, loss_cls: 2.0260, loss: 3.3462, grad_norm: 3.3479 2021-03-11 20:26:11,246 - mmaction - INFO - Epoch [50][40/225] lr: 6.000e-02, eta: 7:56:38, time: 1.067, data_time: 0.004, memory: 8232, loss_aux: 1.3254, top1_acc: 0.4995, top5_acc: 0.7613, loss_cls: 2.0443, loss: 3.3697, grad_norm: 3.3685 2021-03-11 20:26:32,695 - mmaction - INFO - Epoch [50][60/225] lr: 6.000e-02, eta: 7:56:05, time: 1.072, data_time: 0.003, memory: 8232, loss_aux: 1.3327, top1_acc: 0.5008, top5_acc: 0.7574, loss_cls: 2.0495, loss: 3.3823, grad_norm: 3.3771 2021-03-11 20:26:54,270 - mmaction - INFO - Epoch [50][80/225] lr: 6.000e-02, eta: 7:55:32, time: 1.079, data_time: 0.002, memory: 8232, loss_aux: 1.3439, top1_acc: 0.4965, top5_acc: 0.7522, loss_cls: 2.0829, loss: 3.4268, grad_norm: 3.3733 2021-03-11 20:27:15,947 - mmaction - INFO - Epoch [50][100/225] lr: 6.000e-02, eta: 7:55:00, time: 1.083, data_time: 0.003, memory: 8232, loss_aux: 1.3229, top1_acc: 0.5099, top5_acc: 0.7582, loss_cls: 2.0323, loss: 3.3552, grad_norm: 3.3611 2021-03-11 20:27:37,730 - mmaction - INFO - Epoch [50][120/225] lr: 6.000e-02, eta: 7:54:28, time: 1.090, data_time: 0.002, memory: 8232, loss_aux: 1.3318, top1_acc: 0.4999, top5_acc: 0.7598, loss_cls: 2.0479, loss: 3.3797, grad_norm: 3.3877 2021-03-11 20:27:59,438 - mmaction - INFO - Epoch [50][140/225] lr: 6.000e-02, eta: 7:53:55, time: 1.085, data_time: 0.003, memory: 8232, loss_aux: 1.3116, top1_acc: 0.4970, top5_acc: 0.7655, loss_cls: 2.0286, loss: 3.3402, grad_norm: 3.4003 2021-03-11 20:28:21,044 - mmaction - INFO - Epoch [50][160/225] lr: 6.000e-02, eta: 7:53:23, time: 1.081, data_time: 0.002, memory: 8232, loss_aux: 1.3327, top1_acc: 0.4993, top5_acc: 0.7604, loss_cls: 2.0638, loss: 3.3965, grad_norm: 3.3963 2021-03-11 20:28:42,999 - mmaction - INFO - Epoch [50][180/225] lr: 6.000e-02, eta: 7:52:51, time: 1.097, data_time: 0.003, memory: 8232, loss_aux: 1.3158, top1_acc: 0.5001, top5_acc: 0.7603, loss_cls: 2.0273, loss: 3.3432, grad_norm: 3.3541 2021-03-11 20:29:04,650 - mmaction - INFO - Epoch [50][200/225] lr: 6.000e-02, eta: 7:52:19, time: 1.083, data_time: 0.002, memory: 8232, loss_aux: 1.3470, top1_acc: 0.4909, top5_acc: 0.7530, loss_cls: 2.0888, loss: 3.4358, grad_norm: 3.4364 2021-03-11 20:29:26,401 - mmaction - INFO - Epoch [50][220/225] lr: 6.000e-02, eta: 7:51:47, time: 1.087, data_time: 0.003, memory: 8232, loss_aux: 1.3098, top1_acc: 0.5026, top5_acc: 0.7586, loss_cls: 2.0230, loss: 3.3329, grad_norm: 3.3588 2021-03-11 20:29:32,663 - mmaction - INFO - Saving checkpoint at 50 epochs 2021-03-11 20:30:40,188 - mmaction - INFO - Epoch [51][20/225] lr: 6.000e-02, eta: 7:52:25, time: 3.322, data_time: 1.981, memory: 8232, loss_aux: 1.3178, top1_acc: 0.5079, top5_acc: 0.7549, loss_cls: 2.0338, loss: 3.3516, grad_norm: 3.3241 2021-03-11 20:31:01,452 - mmaction - INFO - Epoch [51][40/225] lr: 6.000e-02, eta: 7:51:52, time: 1.063, data_time: 0.003, memory: 8232, loss_aux: 1.3257, top1_acc: 0.5120, top5_acc: 0.7617, loss_cls: 2.0202, loss: 3.3460, grad_norm: 3.4305 2021-03-11 20:31:22,854 - mmaction - INFO - Epoch [51][60/225] lr: 6.000e-02, eta: 7:51:20, time: 1.069, data_time: 0.003, memory: 8232, loss_aux: 1.3109, top1_acc: 0.5039, top5_acc: 0.7620, loss_cls: 2.0144, loss: 3.3253, grad_norm: 3.3712 2021-03-11 20:31:44,384 - mmaction - INFO - Epoch [51][80/225] lr: 6.000e-02, eta: 7:50:47, time: 1.077, data_time: 0.002, memory: 8232, loss_aux: 1.3300, top1_acc: 0.4941, top5_acc: 0.7551, loss_cls: 2.0378, loss: 3.3678, grad_norm: 3.3711 2021-03-11 20:32:06,104 - mmaction - INFO - Epoch [51][100/225] lr: 6.000e-02, eta: 7:50:15, time: 1.085, data_time: 0.003, memory: 8232, loss_aux: 1.3276, top1_acc: 0.5052, top5_acc: 0.7586, loss_cls: 2.0264, loss: 3.3540, grad_norm: 3.4205 2021-03-11 20:32:27,938 - mmaction - INFO - Epoch [51][120/225] lr: 6.000e-02, eta: 7:49:43, time: 1.093, data_time: 0.002, memory: 8232, loss_aux: 1.3354, top1_acc: 0.4980, top5_acc: 0.7557, loss_cls: 2.0687, loss: 3.4041, grad_norm: 3.4189 2021-03-11 20:32:49,654 - mmaction - INFO - Epoch [51][140/225] lr: 6.000e-02, eta: 7:49:11, time: 1.085, data_time: 0.003, memory: 8232, loss_aux: 1.3232, top1_acc: 0.5039, top5_acc: 0.7596, loss_cls: 2.0500, loss: 3.3732, grad_norm: 3.3371 2021-03-11 20:33:11,362 - mmaction - INFO - Epoch [51][160/225] lr: 6.000e-02, eta: 7:48:39, time: 1.086, data_time: 0.002, memory: 8232, loss_aux: 1.3203, top1_acc: 0.4960, top5_acc: 0.7561, loss_cls: 2.0685, loss: 3.3888, grad_norm: 3.3360 2021-03-11 20:33:33,113 - mmaction - INFO - Epoch [51][180/225] lr: 6.000e-02, eta: 7:48:07, time: 1.087, data_time: 0.003, memory: 8232, loss_aux: 1.3314, top1_acc: 0.4984, top5_acc: 0.7579, loss_cls: 2.0489, loss: 3.3803, grad_norm: 3.3858 2021-03-11 20:33:55,006 - mmaction - INFO - Epoch [51][200/225] lr: 6.000e-02, eta: 7:47:36, time: 1.095, data_time: 0.002, memory: 8232, loss_aux: 1.3486, top1_acc: 0.4914, top5_acc: 0.7445, loss_cls: 2.0999, loss: 3.4485, grad_norm: 3.4216 2021-03-11 20:34:16,809 - mmaction - INFO - Epoch [51][220/225] lr: 6.000e-02, eta: 7:47:04, time: 1.089, data_time: 0.003, memory: 8232, loss_aux: 1.3310, top1_acc: 0.4918, top5_acc: 0.7577, loss_cls: 2.0790, loss: 3.4100, grad_norm: 3.3701 2021-03-11 20:34:23,660 - mmaction - INFO - Saving checkpoint at 51 epochs 2021-03-11 20:35:40,556 - mmaction - INFO - Epoch [52][20/225] lr: 6.000e-02, eta: 7:47:56, time: 3.723, data_time: 2.162, memory: 8232, loss_aux: 1.3360, top1_acc: 0.5008, top5_acc: 0.7557, loss_cls: 2.0508, loss: 3.3868, grad_norm: 3.4127 2021-03-11 20:36:01,954 - mmaction - INFO - Epoch [52][40/225] lr: 6.000e-02, eta: 7:47:23, time: 1.070, data_time: 0.004, memory: 8232, loss_aux: 1.3217, top1_acc: 0.5124, top5_acc: 0.7609, loss_cls: 2.0162, loss: 3.3379, grad_norm: 3.3500 2021-03-11 20:36:23,358 - mmaction - INFO - Epoch [52][60/225] lr: 6.000e-02, eta: 7:46:51, time: 1.070, data_time: 0.003, memory: 8232, loss_aux: 1.3244, top1_acc: 0.5064, top5_acc: 0.7592, loss_cls: 2.0346, loss: 3.3590, grad_norm: 3.4282 2021-03-11 20:36:44,812 - mmaction - INFO - Epoch [52][80/225] lr: 6.000e-02, eta: 7:46:18, time: 1.073, data_time: 0.002, memory: 8232, loss_aux: 1.3334, top1_acc: 0.4979, top5_acc: 0.7581, loss_cls: 2.0531, loss: 3.3865, grad_norm: 3.4201 2021-03-11 20:37:06,348 - mmaction - INFO - Epoch [52][100/225] lr: 6.000e-02, eta: 7:45:46, time: 1.076, data_time: 0.003, memory: 8232, loss_aux: 1.3295, top1_acc: 0.4879, top5_acc: 0.7564, loss_cls: 2.0657, loss: 3.3951, grad_norm: 3.4085 2021-03-11 20:37:28,091 - mmaction - INFO - Epoch [52][120/225] lr: 6.000e-02, eta: 7:45:14, time: 1.088, data_time: 0.002, memory: 8232, loss_aux: 1.3175, top1_acc: 0.5066, top5_acc: 0.7616, loss_cls: 2.0351, loss: 3.3526, grad_norm: 3.3927 2021-03-11 20:37:49,951 - mmaction - INFO - Epoch [52][140/225] lr: 6.000e-02, eta: 7:44:43, time: 1.092, data_time: 0.003, memory: 8232, loss_aux: 1.3291, top1_acc: 0.5003, top5_acc: 0.7560, loss_cls: 2.0582, loss: 3.3874, grad_norm: 3.3680 2021-03-11 20:38:11,703 - mmaction - INFO - Epoch [52][160/225] lr: 6.000e-02, eta: 7:44:11, time: 1.088, data_time: 0.002, memory: 8232, loss_aux: 1.3288, top1_acc: 0.5009, top5_acc: 0.7664, loss_cls: 2.0278, loss: 3.3566, grad_norm: 3.3656 2021-03-11 20:38:33,549 - mmaction - INFO - Epoch [52][180/225] lr: 6.000e-02, eta: 7:43:39, time: 1.092, data_time: 0.003, memory: 8232, loss_aux: 1.3336, top1_acc: 0.4961, top5_acc: 0.7538, loss_cls: 2.0676, loss: 3.4012, grad_norm: 3.3971 2021-03-11 20:38:55,232 - mmaction - INFO - Epoch [52][200/225] lr: 6.000e-02, eta: 7:43:08, time: 1.085, data_time: 0.002, memory: 8232, loss_aux: 1.3233, top1_acc: 0.5030, top5_acc: 0.7531, loss_cls: 2.0629, loss: 3.3862, grad_norm: 3.3546 2021-03-11 20:39:16,954 - mmaction - INFO - Epoch [52][220/225] lr: 6.000e-02, eta: 7:42:36, time: 1.086, data_time: 0.003, memory: 8232, loss_aux: 1.3180, top1_acc: 0.4945, top5_acc: 0.7562, loss_cls: 2.0652, loss: 3.3832, grad_norm: 3.3890 2021-03-11 20:39:23,122 - mmaction - INFO - Saving checkpoint at 52 epochs 2021-03-11 20:40:30,409 - mmaction - INFO - Epoch [53][20/225] lr: 6.000e-02, eta: 7:43:09, time: 3.298, data_time: 1.827, memory: 8232, loss_aux: 1.3081, top1_acc: 0.5159, top5_acc: 0.7659, loss_cls: 1.9970, loss: 3.3051, grad_norm: 3.3196 2021-03-11 20:40:51,683 - mmaction - INFO - Epoch [53][40/225] lr: 6.000e-02, eta: 7:42:37, time: 1.064, data_time: 0.003, memory: 8232, loss_aux: 1.3066, top1_acc: 0.5185, top5_acc: 0.7682, loss_cls: 1.9815, loss: 3.2881, grad_norm: 3.3665 2021-03-11 20:41:13,106 - mmaction - INFO - Epoch [53][60/225] lr: 6.000e-02, eta: 7:42:04, time: 1.071, data_time: 0.003, memory: 8232, loss_aux: 1.3122, top1_acc: 0.5095, top5_acc: 0.7638, loss_cls: 2.0161, loss: 3.3283, grad_norm: 3.3764 2021-03-11 20:41:34,642 - mmaction - INFO - Epoch [53][80/225] lr: 6.000e-02, eta: 7:41:32, time: 1.077, data_time: 0.002, memory: 8232, loss_aux: 1.3038, top1_acc: 0.5154, top5_acc: 0.7685, loss_cls: 1.9936, loss: 3.2974, grad_norm: 3.3852 2021-03-11 20:41:56,403 - mmaction - INFO - Epoch [53][100/225] lr: 6.000e-02, eta: 7:41:01, time: 1.087, data_time: 0.003, memory: 8232, loss_aux: 1.3242, top1_acc: 0.4961, top5_acc: 0.7602, loss_cls: 2.0494, loss: 3.3736, grad_norm: 3.4123 2021-03-11 20:42:18,172 - mmaction - INFO - Epoch [53][120/225] lr: 6.000e-02, eta: 7:40:29, time: 1.089, data_time: 0.003, memory: 8232, loss_aux: 1.3449, top1_acc: 0.4910, top5_acc: 0.7547, loss_cls: 2.0849, loss: 3.4298, grad_norm: 3.4601 2021-03-11 20:42:39,947 - mmaction - INFO - Epoch [53][140/225] lr: 6.000e-02, eta: 7:39:57, time: 1.088, data_time: 0.003, memory: 8232, loss_aux: 1.3209, top1_acc: 0.5072, top5_acc: 0.7641, loss_cls: 2.0234, loss: 3.3443, grad_norm: 3.4471 2021-03-11 20:43:01,815 - mmaction - INFO - Epoch [53][160/225] lr: 6.000e-02, eta: 7:39:26, time: 1.094, data_time: 0.002, memory: 8232, loss_aux: 1.3194, top1_acc: 0.5047, top5_acc: 0.7590, loss_cls: 2.0408, loss: 3.3601, grad_norm: 3.3961 2021-03-11 20:43:23,659 - mmaction - INFO - Epoch [53][180/225] lr: 6.000e-02, eta: 7:38:55, time: 1.092, data_time: 0.003, memory: 8232, loss_aux: 1.3175, top1_acc: 0.5026, top5_acc: 0.7579, loss_cls: 2.0331, loss: 3.3506, grad_norm: 3.4003 2021-03-11 20:43:45,541 - mmaction - INFO - Epoch [53][200/225] lr: 6.000e-02, eta: 7:38:24, time: 1.095, data_time: 0.002, memory: 8232, loss_aux: 1.3196, top1_acc: 0.4971, top5_acc: 0.7607, loss_cls: 2.0414, loss: 3.3610, grad_norm: 3.3599 2021-03-11 20:44:07,367 - mmaction - INFO - Epoch [53][220/225] lr: 6.000e-02, eta: 7:37:52, time: 1.091, data_time: 0.003, memory: 8232, loss_aux: 1.3266, top1_acc: 0.4949, top5_acc: 0.7613, loss_cls: 2.0483, loss: 3.3749, grad_norm: 3.4603 2021-03-11 20:44:13,984 - mmaction - INFO - Saving checkpoint at 53 epochs 2021-03-11 20:45:20,221 - mmaction - INFO - Epoch [54][20/225] lr: 6.000e-02, eta: 7:38:21, time: 3.230, data_time: 1.863, memory: 8232, loss_aux: 1.3034, top1_acc: 0.5135, top5_acc: 0.7717, loss_cls: 1.9676, loss: 3.2710, grad_norm: 3.3282 2021-03-11 20:45:41,474 - mmaction - INFO - Epoch [54][40/225] lr: 6.000e-02, eta: 7:37:49, time: 1.063, data_time: 0.004, memory: 8232, loss_aux: 1.3153, top1_acc: 0.5126, top5_acc: 0.7667, loss_cls: 1.9976, loss: 3.3129, grad_norm: 3.4006 2021-03-11 20:46:02,870 - mmaction - INFO - Epoch [54][60/225] lr: 6.000e-02, eta: 7:37:17, time: 1.069, data_time: 0.003, memory: 8232, loss_aux: 1.3137, top1_acc: 0.5099, top5_acc: 0.7646, loss_cls: 2.0012, loss: 3.3149, grad_norm: 3.3792 2021-03-11 20:46:24,378 - mmaction - INFO - Epoch [54][80/225] lr: 6.000e-02, eta: 7:36:45, time: 1.076, data_time: 0.002, memory: 8232, loss_aux: 1.3037, top1_acc: 0.5096, top5_acc: 0.7632, loss_cls: 1.9998, loss: 3.3036, grad_norm: 3.3664 2021-03-11 20:46:45,997 - mmaction - INFO - Epoch [54][100/225] lr: 6.000e-02, eta: 7:36:13, time: 1.080, data_time: 0.003, memory: 8232, loss_aux: 1.3108, top1_acc: 0.5042, top5_acc: 0.7581, loss_cls: 2.0358, loss: 3.3465, grad_norm: 3.4025 2021-03-11 20:47:07,707 - mmaction - INFO - Epoch [54][120/225] lr: 6.000e-02, eta: 7:35:42, time: 1.086, data_time: 0.002, memory: 8232, loss_aux: 1.3429, top1_acc: 0.4996, top5_acc: 0.7512, loss_cls: 2.0747, loss: 3.4176, grad_norm: 3.4425 2021-03-11 20:47:29,300 - mmaction - INFO - Epoch [54][140/225] lr: 6.000e-02, eta: 7:35:10, time: 1.079, data_time: 0.003, memory: 8232, loss_aux: 1.3182, top1_acc: 0.5107, top5_acc: 0.7634, loss_cls: 2.0245, loss: 3.3427, grad_norm: 3.4294 2021-03-11 20:47:51,031 - mmaction - INFO - Epoch [54][160/225] lr: 6.000e-02, eta: 7:34:38, time: 1.087, data_time: 0.002, memory: 8232, loss_aux: 1.3271, top1_acc: 0.4983, top5_acc: 0.7520, loss_cls: 2.0551, loss: 3.3822, grad_norm: 3.3709 2021-03-11 20:48:12,644 - mmaction - INFO - Epoch [54][180/225] lr: 6.000e-02, eta: 7:34:07, time: 1.080, data_time: 0.003, memory: 8232, loss_aux: 1.3243, top1_acc: 0.4928, top5_acc: 0.7568, loss_cls: 2.0851, loss: 3.4094, grad_norm: 3.4298 2021-03-11 20:48:34,281 - mmaction - INFO - Epoch [54][200/225] lr: 6.000e-02, eta: 7:33:35, time: 1.083, data_time: 0.002, memory: 8232, loss_aux: 1.3257, top1_acc: 0.5051, top5_acc: 0.7576, loss_cls: 2.0513, loss: 3.3770, grad_norm: 3.4018 2021-03-11 20:48:56,115 - mmaction - INFO - Epoch [54][220/225] lr: 6.000e-02, eta: 7:33:04, time: 1.091, data_time: 0.003, memory: 8232, loss_aux: 1.3438, top1_acc: 0.4837, top5_acc: 0.7486, loss_cls: 2.0928, loss: 3.4366, grad_norm: 3.4064 2021-03-11 20:49:02,545 - mmaction - INFO - Saving checkpoint at 54 epochs 2021-03-11 20:50:09,569 - mmaction - INFO - Epoch [55][20/225] lr: 6.000e-02, eta: 7:33:34, time: 3.295, data_time: 2.015, memory: 8232, loss_aux: 1.3320, top1_acc: 0.5026, top5_acc: 0.7555, loss_cls: 2.0393, loss: 3.3713, grad_norm: 3.3851 2021-03-11 20:50:30,898 - mmaction - INFO - Epoch [55][40/225] lr: 6.000e-02, eta: 7:33:02, time: 1.066, data_time: 0.004, memory: 8232, loss_aux: 1.3224, top1_acc: 0.5124, top5_acc: 0.7694, loss_cls: 2.0086, loss: 3.3310, grad_norm: 3.3863 2021-03-11 20:50:52,315 - mmaction - INFO - Epoch [55][60/225] lr: 6.000e-02, eta: 7:32:30, time: 1.070, data_time: 0.003, memory: 8232, loss_aux: 1.3217, top1_acc: 0.5076, top5_acc: 0.7626, loss_cls: 2.0347, loss: 3.3564, grad_norm: 3.3949 2021-03-11 20:51:13,938 - mmaction - INFO - Epoch [55][80/225] lr: 6.000e-02, eta: 7:31:58, time: 1.082, data_time: 0.002, memory: 8232, loss_aux: 1.3036, top1_acc: 0.5078, top5_acc: 0.7673, loss_cls: 2.0178, loss: 3.3214, grad_norm: 3.2982 2021-03-11 20:51:35,522 - mmaction - INFO - Epoch [55][100/225] lr: 6.000e-02, eta: 7:31:27, time: 1.079, data_time: 0.003, memory: 8232, loss_aux: 1.3199, top1_acc: 0.5096, top5_acc: 0.7621, loss_cls: 2.0204, loss: 3.3403, grad_norm: 3.4144 2021-03-11 20:51:57,324 - mmaction - INFO - Epoch [55][120/225] lr: 6.000e-02, eta: 7:30:56, time: 1.091, data_time: 0.002, memory: 8232, loss_aux: 1.2956, top1_acc: 0.5105, top5_acc: 0.7698, loss_cls: 1.9847, loss: 3.2804, grad_norm: 3.4188 2021-03-11 20:52:19,177 - mmaction - INFO - Epoch [55][140/225] lr: 6.000e-02, eta: 7:30:25, time: 1.093, data_time: 0.001, memory: 8232, loss_aux: 1.3243, top1_acc: 0.4909, top5_acc: 0.7574, loss_cls: 2.0637, loss: 3.3880, grad_norm: 3.3911 2021-03-11 20:52:40,968 - mmaction - INFO - Epoch [55][160/225] lr: 6.000e-02, eta: 7:29:54, time: 1.089, data_time: 0.002, memory: 8232, loss_aux: 1.2990, top1_acc: 0.5085, top5_acc: 0.7693, loss_cls: 1.9865, loss: 3.2855, grad_norm: 3.3445 2021-03-11 20:53:02,828 - mmaction - INFO - Epoch [55][180/225] lr: 6.000e-02, eta: 7:29:23, time: 1.094, data_time: 0.002, memory: 8232, loss_aux: 1.3143, top1_acc: 0.5038, top5_acc: 0.7581, loss_cls: 2.0331, loss: 3.3475, grad_norm: 3.3520 2021-03-11 20:53:24,828 - mmaction - INFO - Epoch [55][200/225] lr: 6.000e-02, eta: 7:28:52, time: 1.099, data_time: 0.003, memory: 8232, loss_aux: 1.3205, top1_acc: 0.5031, top5_acc: 0.7611, loss_cls: 2.0355, loss: 3.3560, grad_norm: 3.4100 2021-03-11 20:53:46,756 - mmaction - INFO - Epoch [55][220/225] lr: 6.000e-02, eta: 7:28:21, time: 1.097, data_time: 0.002, memory: 8232, loss_aux: 1.3091, top1_acc: 0.5026, top5_acc: 0.7633, loss_cls: 2.0399, loss: 3.3491, grad_norm: 3.4140 2021-03-11 20:53:53,279 - mmaction - INFO - Saving checkpoint at 55 epochs 2021-03-11 20:55:00,081 - mmaction - INFO - Epoch [56][20/225] lr: 6.000e-02, eta: 7:28:49, time: 3.288, data_time: 1.866, memory: 8232, loss_aux: 1.3197, top1_acc: 0.5062, top5_acc: 0.7654, loss_cls: 2.0132, loss: 3.3329, grad_norm: 3.3844 2021-03-11 20:55:21,401 - mmaction - INFO - Epoch [56][40/225] lr: 6.000e-02, eta: 7:28:17, time: 1.066, data_time: 0.003, memory: 8232, loss_aux: 1.3198, top1_acc: 0.5051, top5_acc: 0.7647, loss_cls: 2.0091, loss: 3.3288, grad_norm: 3.3762 2021-03-11 20:55:42,806 - mmaction - INFO - Epoch [56][60/225] lr: 6.000e-02, eta: 7:27:45, time: 1.070, data_time: 0.003, memory: 8232, loss_aux: 1.3094, top1_acc: 0.5113, top5_acc: 0.7654, loss_cls: 2.0089, loss: 3.3183, grad_norm: 3.3943 2021-03-11 20:56:04,346 - mmaction - INFO - Epoch [56][80/225] lr: 6.000e-02, eta: 7:27:14, time: 1.078, data_time: 0.002, memory: 8232, loss_aux: 1.3139, top1_acc: 0.5121, top5_acc: 0.7634, loss_cls: 2.0218, loss: 3.3357, grad_norm: 3.3884 2021-03-11 20:56:25,889 - mmaction - INFO - Epoch [56][100/225] lr: 6.000e-02, eta: 7:26:42, time: 1.076, data_time: 0.003, memory: 8232, loss_aux: 1.3102, top1_acc: 0.5060, top5_acc: 0.7630, loss_cls: 2.0107, loss: 3.3210, grad_norm: 3.4248 2021-03-11 20:56:47,677 - mmaction - INFO - Epoch [56][120/225] lr: 6.000e-02, eta: 7:26:11, time: 1.090, data_time: 0.002, memory: 8232, loss_aux: 1.3121, top1_acc: 0.5026, top5_acc: 0.7633, loss_cls: 2.0212, loss: 3.3333, grad_norm: 3.4048 2021-03-11 20:57:09,320 - mmaction - INFO - Epoch [56][140/225] lr: 6.000e-02, eta: 7:25:40, time: 1.082, data_time: 0.003, memory: 8232, loss_aux: 1.3366, top1_acc: 0.4944, top5_acc: 0.7520, loss_cls: 2.0764, loss: 3.4130, grad_norm: 3.4304 2021-03-11 20:57:31,150 - mmaction - INFO - Epoch [56][160/225] lr: 6.000e-02, eta: 7:25:09, time: 1.092, data_time: 0.002, memory: 8232, loss_aux: 1.2908, top1_acc: 0.5126, top5_acc: 0.7659, loss_cls: 1.9942, loss: 3.2849, grad_norm: 3.3376 2021-03-11 20:57:52,838 - mmaction - INFO - Epoch [56][180/225] lr: 6.000e-02, eta: 7:24:38, time: 1.084, data_time: 0.003, memory: 8232, loss_aux: 1.3037, top1_acc: 0.5085, top5_acc: 0.7650, loss_cls: 2.0058, loss: 3.3095, grad_norm: 3.4400 2021-03-11 20:58:14,705 - mmaction - INFO - Epoch [56][200/225] lr: 6.000e-02, eta: 7:24:07, time: 1.094, data_time: 0.002, memory: 8232, loss_aux: 1.3396, top1_acc: 0.4926, top5_acc: 0.7518, loss_cls: 2.0755, loss: 3.4151, grad_norm: 3.4225 2021-03-11 20:58:36,393 - mmaction - INFO - Epoch [56][220/225] lr: 6.000e-02, eta: 7:23:36, time: 1.084, data_time: 0.003, memory: 8232, loss_aux: 1.3462, top1_acc: 0.4909, top5_acc: 0.7512, loss_cls: 2.1037, loss: 3.4499, grad_norm: 3.3915 2021-03-11 20:58:43,483 - mmaction - INFO - Saving checkpoint at 56 epochs 2021-03-11 20:59:49,640 - mmaction - INFO - Epoch [57][20/225] lr: 6.000e-02, eta: 7:24:01, time: 3.243, data_time: 1.931, memory: 8232, loss_aux: 1.3118, top1_acc: 0.5108, top5_acc: 0.7661, loss_cls: 2.0119, loss: 3.3237, grad_norm: 3.4065 2021-03-11 21:00:10,998 - mmaction - INFO - Epoch [57][40/225] lr: 6.000e-02, eta: 7:23:29, time: 1.068, data_time: 0.005, memory: 8232, loss_aux: 1.3018, top1_acc: 0.5185, top5_acc: 0.7652, loss_cls: 1.9707, loss: 3.2725, grad_norm: 3.3643 2021-03-11 21:00:32,381 - mmaction - INFO - Epoch [57][60/225] lr: 6.000e-02, eta: 7:22:58, time: 1.069, data_time: 0.001, memory: 8232, loss_aux: 1.2995, top1_acc: 0.5228, top5_acc: 0.7686, loss_cls: 1.9748, loss: 3.2742, grad_norm: 3.4024 2021-03-11 21:00:54,040 - mmaction - INFO - Epoch [57][80/225] lr: 6.000e-02, eta: 7:22:26, time: 1.083, data_time: 0.003, memory: 8232, loss_aux: 1.2971, top1_acc: 0.5124, top5_acc: 0.7737, loss_cls: 1.9761, loss: 3.2732, grad_norm: 3.3880 2021-03-11 21:01:15,568 - mmaction - INFO - Epoch [57][100/225] lr: 6.000e-02, eta: 7:21:55, time: 1.076, data_time: 0.001, memory: 8232, loss_aux: 1.3090, top1_acc: 0.5138, top5_acc: 0.7659, loss_cls: 2.0075, loss: 3.3164, grad_norm: 3.4373 2021-03-11 21:01:37,321 - mmaction - INFO - Epoch [57][120/225] lr: 6.000e-02, eta: 7:21:24, time: 1.087, data_time: 0.003, memory: 8232, loss_aux: 1.3065, top1_acc: 0.5135, top5_acc: 0.7615, loss_cls: 2.0190, loss: 3.3255, grad_norm: 3.4356 2021-03-11 21:01:59,124 - mmaction - INFO - Epoch [57][140/225] lr: 6.000e-02, eta: 7:20:53, time: 1.091, data_time: 0.002, memory: 8232, loss_aux: 1.3172, top1_acc: 0.4997, top5_acc: 0.7629, loss_cls: 2.0239, loss: 3.3411, grad_norm: 3.3708 2021-03-11 21:02:21,008 - mmaction - INFO - Epoch [57][160/225] lr: 6.000e-02, eta: 7:20:23, time: 1.093, data_time: 0.003, memory: 8232, loss_aux: 1.3244, top1_acc: 0.4975, top5_acc: 0.7585, loss_cls: 2.0550, loss: 3.3794, grad_norm: 3.3590 2021-03-11 21:02:42,886 - mmaction - INFO - Epoch [57][180/225] lr: 6.000e-02, eta: 7:19:52, time: 1.095, data_time: 0.002, memory: 8232, loss_aux: 1.3172, top1_acc: 0.5108, top5_acc: 0.7605, loss_cls: 2.0228, loss: 3.3400, grad_norm: 3.3971 2021-03-11 21:03:04,700 - mmaction - INFO - Epoch [57][200/225] lr: 6.000e-02, eta: 7:19:22, time: 1.090, data_time: 0.003, memory: 8232, loss_aux: 1.3210, top1_acc: 0.5020, top5_acc: 0.7559, loss_cls: 2.0423, loss: 3.3633, grad_norm: 3.3884 2021-03-11 21:03:26,522 - mmaction - INFO - Epoch [57][220/225] lr: 6.000e-02, eta: 7:18:51, time: 1.092, data_time: 0.002, memory: 8232, loss_aux: 1.3118, top1_acc: 0.5087, top5_acc: 0.7620, loss_cls: 2.0274, loss: 3.3392, grad_norm: 3.3957 2021-03-11 21:03:33,465 - mmaction - INFO - Saving checkpoint at 57 epochs 2021-03-11 21:04:40,571 - mmaction - INFO - Epoch [58][20/225] lr: 6.000e-02, eta: 7:19:14, time: 3.232, data_time: 1.970, memory: 8232, loss_aux: 1.3200, top1_acc: 0.5048, top5_acc: 0.7620, loss_cls: 2.0288, loss: 3.3488, grad_norm: 3.4244 2021-03-11 21:05:01,899 - mmaction - INFO - Epoch [58][40/225] lr: 6.000e-02, eta: 7:18:42, time: 1.065, data_time: 0.004, memory: 8232, loss_aux: 1.2925, top1_acc: 0.5103, top5_acc: 0.7788, loss_cls: 1.9617, loss: 3.2542, grad_norm: 3.3698 2021-03-11 21:05:23,277 - mmaction - INFO - Epoch [58][60/225] lr: 6.000e-02, eta: 7:18:11, time: 1.069, data_time: 0.004, memory: 8232, loss_aux: 1.3060, top1_acc: 0.5176, top5_acc: 0.7673, loss_cls: 1.9805, loss: 3.2866, grad_norm: 3.4081 2021-03-11 21:05:44,787 - mmaction - INFO - Epoch [58][80/225] lr: 6.000e-02, eta: 7:17:39, time: 1.076, data_time: 0.002, memory: 8232, loss_aux: 1.3137, top1_acc: 0.5091, top5_acc: 0.7609, loss_cls: 2.0215, loss: 3.3353, grad_norm: 3.4380 2021-03-11 21:06:06,517 - mmaction - INFO - Epoch [58][100/225] lr: 6.000e-02, eta: 7:17:09, time: 1.086, data_time: 0.003, memory: 8232, loss_aux: 1.3062, top1_acc: 0.5100, top5_acc: 0.7658, loss_cls: 2.0069, loss: 3.3132, grad_norm: 3.4005 2021-03-11 21:06:28,282 - mmaction - INFO - Epoch [58][120/225] lr: 6.000e-02, eta: 7:16:38, time: 1.089, data_time: 0.002, memory: 8232, loss_aux: 1.3243, top1_acc: 0.5016, top5_acc: 0.7560, loss_cls: 2.0456, loss: 3.3699, grad_norm: 3.4853 2021-03-11 21:06:50,004 - mmaction - INFO - Epoch [58][140/225] lr: 6.000e-02, eta: 7:16:07, time: 1.085, data_time: 0.003, memory: 8232, loss_aux: 1.3062, top1_acc: 0.5061, top5_acc: 0.7578, loss_cls: 2.0330, loss: 3.3392, grad_norm: 3.3978 2021-03-11 21:07:11,779 - mmaction - INFO - Epoch [58][160/225] lr: 6.000e-02, eta: 7:15:37, time: 1.089, data_time: 0.002, memory: 8232, loss_aux: 1.2981, top1_acc: 0.5051, top5_acc: 0.7714, loss_cls: 1.9974, loss: 3.2954, grad_norm: 3.3909 2021-03-11 21:07:33,603 - mmaction - INFO - Epoch [58][180/225] lr: 6.000e-02, eta: 7:15:06, time: 1.091, data_time: 0.003, memory: 8232, loss_aux: 1.3207, top1_acc: 0.5023, top5_acc: 0.7591, loss_cls: 2.0362, loss: 3.3569, grad_norm: 3.4333 2021-03-11 21:07:55,564 - mmaction - INFO - Epoch [58][200/225] lr: 6.000e-02, eta: 7:14:36, time: 1.099, data_time: 0.002, memory: 8232, loss_aux: 1.3239, top1_acc: 0.5060, top5_acc: 0.7645, loss_cls: 2.0269, loss: 3.3508, grad_norm: 3.4076 2021-03-11 21:08:17,349 - mmaction - INFO - Epoch [58][220/225] lr: 6.000e-02, eta: 7:14:05, time: 1.088, data_time: 0.003, memory: 8232, loss_aux: 1.3224, top1_acc: 0.4977, top5_acc: 0.7573, loss_cls: 2.0659, loss: 3.3883, grad_norm: 3.4334 2021-03-11 21:08:24,183 - mmaction - INFO - Saving checkpoint at 58 epochs 2021-03-11 21:09:32,861 - mmaction - INFO - Epoch [59][20/225] lr: 6.000e-02, eta: 7:14:29, time: 3.301, data_time: 1.887, memory: 8232, loss_aux: 1.2933, top1_acc: 0.5227, top5_acc: 0.7710, loss_cls: 1.9742, loss: 3.2675, grad_norm: 3.3546 2021-03-11 21:09:54,174 - mmaction - INFO - Epoch [59][40/225] lr: 6.000e-02, eta: 7:13:57, time: 1.066, data_time: 0.003, memory: 8232, loss_aux: 1.2874, top1_acc: 0.5176, top5_acc: 0.7766, loss_cls: 1.9582, loss: 3.2456, grad_norm: 3.3954 2021-03-11 21:10:15,683 - mmaction - INFO - Epoch [59][60/225] lr: 6.000e-02, eta: 7:13:26, time: 1.074, data_time: 0.003, memory: 8232, loss_aux: 1.3130, top1_acc: 0.5113, top5_acc: 0.7712, loss_cls: 1.9835, loss: 3.2965, grad_norm: 3.3756 2021-03-11 21:10:37,229 - mmaction - INFO - Epoch [59][80/225] lr: 6.000e-02, eta: 7:12:55, time: 1.078, data_time: 0.002, memory: 8232, loss_aux: 1.2996, top1_acc: 0.5095, top5_acc: 0.7678, loss_cls: 1.9752, loss: 3.2748, grad_norm: 3.4550 2021-03-11 21:10:59,099 - mmaction - INFO - Epoch [59][100/225] lr: 6.000e-02, eta: 7:12:25, time: 1.093, data_time: 0.003, memory: 8232, loss_aux: 1.2907, top1_acc: 0.5107, top5_acc: 0.7682, loss_cls: 1.9781, loss: 3.2688, grad_norm: 3.4439 2021-03-11 21:11:20,938 - mmaction - INFO - Epoch [59][120/225] lr: 6.000e-02, eta: 7:11:54, time: 1.093, data_time: 0.002, memory: 8232, loss_aux: 1.2956, top1_acc: 0.5115, top5_acc: 0.7655, loss_cls: 1.9813, loss: 3.2769, grad_norm: 3.3976 2021-03-11 21:11:42,852 - mmaction - INFO - Epoch [59][140/225] lr: 6.000e-02, eta: 7:11:24, time: 1.095, data_time: 0.003, memory: 8232, loss_aux: 1.3113, top1_acc: 0.5077, top5_acc: 0.7641, loss_cls: 2.0167, loss: 3.3280, grad_norm: 3.4202 2021-03-11 21:12:04,728 - mmaction - INFO - Epoch [59][160/225] lr: 6.000e-02, eta: 7:10:54, time: 1.095, data_time: 0.002, memory: 8232, loss_aux: 1.3019, top1_acc: 0.5092, top5_acc: 0.7642, loss_cls: 1.9884, loss: 3.2903, grad_norm: 3.3638 2021-03-11 21:12:26,582 - mmaction - INFO - Epoch [59][180/225] lr: 6.000e-02, eta: 7:10:23, time: 1.092, data_time: 0.003, memory: 8232, loss_aux: 1.3191, top1_acc: 0.5008, top5_acc: 0.7611, loss_cls: 2.0447, loss: 3.3638, grad_norm: 3.4274 2021-03-11 21:12:48,479 - mmaction - INFO - Epoch [59][200/225] lr: 6.000e-02, eta: 7:09:53, time: 1.095, data_time: 0.002, memory: 8232, loss_aux: 1.3092, top1_acc: 0.5087, top5_acc: 0.7667, loss_cls: 2.0102, loss: 3.3194, grad_norm: 3.3869 2021-03-11 21:13:10,401 - mmaction - INFO - Epoch [59][220/225] lr: 6.000e-02, eta: 7:09:23, time: 1.095, data_time: 0.003, memory: 8232, loss_aux: 1.3217, top1_acc: 0.5023, top5_acc: 0.7592, loss_cls: 2.0407, loss: 3.3624, grad_norm: 3.4046 2021-03-11 21:13:16,510 - mmaction - INFO - Saving checkpoint at 59 epochs 2021-03-11 21:14:24,526 - mmaction - INFO - Epoch [60][20/225] lr: 6.000e-02, eta: 7:09:45, time: 3.305, data_time: 2.016, memory: 8232, loss_aux: 1.3150, top1_acc: 0.5116, top5_acc: 0.7646, loss_cls: 2.0029, loss: 3.3179, grad_norm: 3.4061 2021-03-11 21:14:45,864 - mmaction - INFO - Epoch [60][40/225] lr: 6.000e-02, eta: 7:09:14, time: 1.067, data_time: 0.004, memory: 8232, loss_aux: 1.3049, top1_acc: 0.5167, top5_acc: 0.7654, loss_cls: 1.9869, loss: 3.2918, grad_norm: 3.4050 2021-03-11 21:15:07,295 - mmaction - INFO - Epoch [60][60/225] lr: 6.000e-02, eta: 7:08:43, time: 1.071, data_time: 0.003, memory: 8232, loss_aux: 1.3112, top1_acc: 0.5133, top5_acc: 0.7618, loss_cls: 2.0050, loss: 3.3162, grad_norm: 3.4541 2021-03-11 21:15:28,909 - mmaction - INFO - Epoch [60][80/225] lr: 6.000e-02, eta: 7:08:12, time: 1.081, data_time: 0.002, memory: 8232, loss_aux: 1.2971, top1_acc: 0.5142, top5_acc: 0.7650, loss_cls: 1.9836, loss: 3.2807, grad_norm: 3.4148 2021-03-11 21:15:50,588 - mmaction - INFO - Epoch [60][100/225] lr: 6.000e-02, eta: 7:07:42, time: 1.083, data_time: 0.003, memory: 8232, loss_aux: 1.3004, top1_acc: 0.5112, top5_acc: 0.7684, loss_cls: 1.9908, loss: 3.2912, grad_norm: 3.4286 2021-03-11 21:16:12,359 - mmaction - INFO - Epoch [60][120/225] lr: 6.000e-02, eta: 7:07:11, time: 1.089, data_time: 0.002, memory: 8232, loss_aux: 1.2951, top1_acc: 0.5188, top5_acc: 0.7693, loss_cls: 1.9734, loss: 3.2686, grad_norm: 3.4566 2021-03-11 21:16:34,288 - mmaction - INFO - Epoch [60][140/225] lr: 6.000e-02, eta: 7:06:41, time: 1.096, data_time: 0.003, memory: 8232, loss_aux: 1.3235, top1_acc: 0.4982, top5_acc: 0.7625, loss_cls: 2.0394, loss: 3.3629, grad_norm: 3.4580 2021-03-11 21:16:56,224 - mmaction - INFO - Epoch [60][160/225] lr: 6.000e-02, eta: 7:06:11, time: 1.097, data_time: 0.002, memory: 8232, loss_aux: 1.3042, top1_acc: 0.5195, top5_acc: 0.7686, loss_cls: 2.0028, loss: 3.3070, grad_norm: 3.4636 2021-03-11 21:17:18,087 - mmaction - INFO - Epoch [60][180/225] lr: 6.000e-02, eta: 7:05:41, time: 1.093, data_time: 0.003, memory: 8232, loss_aux: 1.3163, top1_acc: 0.4983, top5_acc: 0.7643, loss_cls: 2.0415, loss: 3.3578, grad_norm: 3.4415 2021-03-11 21:17:39,734 - mmaction - INFO - Epoch [60][200/225] lr: 6.000e-02, eta: 7:05:10, time: 1.083, data_time: 0.002, memory: 8232, loss_aux: 1.3343, top1_acc: 0.4997, top5_acc: 0.7559, loss_cls: 2.0644, loss: 3.3986, grad_norm: 3.4418 2021-03-11 21:18:01,699 - mmaction - INFO - Epoch [60][220/225] lr: 6.000e-02, eta: 7:04:40, time: 1.097, data_time: 0.003, memory: 8232, loss_aux: 1.3049, top1_acc: 0.5079, top5_acc: 0.7668, loss_cls: 2.0088, loss: 3.3137, grad_norm: 3.4037 2021-03-11 21:18:08,707 - mmaction - INFO - Saving checkpoint at 60 epochs 2021-03-11 21:19:14,253 - mmaction - INFO - Epoch [61][20/225] lr: 6.000e-02, eta: 7:04:58, time: 3.215, data_time: 1.897, memory: 8232, loss_aux: 1.2842, top1_acc: 0.5288, top5_acc: 0.7647, loss_cls: 1.9484, loss: 3.2326, grad_norm: 3.3111 2021-03-11 21:19:35,595 - mmaction - INFO - Epoch [61][40/225] lr: 6.000e-02, eta: 7:04:27, time: 1.067, data_time: 0.004, memory: 8232, loss_aux: 1.3068, top1_acc: 0.5079, top5_acc: 0.7669, loss_cls: 2.0028, loss: 3.3095, grad_norm: 3.4048 2021-03-11 21:19:57,030 - mmaction - INFO - Epoch [61][60/225] lr: 6.000e-02, eta: 7:03:56, time: 1.071, data_time: 0.003, memory: 8232, loss_aux: 1.2917, top1_acc: 0.5180, top5_acc: 0.7745, loss_cls: 1.9749, loss: 3.2666, grad_norm: 3.3670 2021-03-11 21:20:18,549 - mmaction - INFO - Epoch [61][80/225] lr: 6.000e-02, eta: 7:03:26, time: 1.076, data_time: 0.002, memory: 8232, loss_aux: 1.2833, top1_acc: 0.5212, top5_acc: 0.7699, loss_cls: 1.9543, loss: 3.2376, grad_norm: 3.3597 2021-03-11 21:20:40,177 - mmaction - INFO - Epoch [61][100/225] lr: 6.000e-02, eta: 7:02:55, time: 1.081, data_time: 0.003, memory: 8232, loss_aux: 1.3166, top1_acc: 0.5090, top5_acc: 0.7674, loss_cls: 2.0092, loss: 3.3259, grad_norm: 3.4426 2021-03-11 21:21:01,772 - mmaction - INFO - Epoch [61][120/225] lr: 6.000e-02, eta: 7:02:25, time: 1.080, data_time: 0.002, memory: 8232, loss_aux: 1.3042, top1_acc: 0.5076, top5_acc: 0.7613, loss_cls: 2.0106, loss: 3.3148, grad_norm: 3.4144 2021-03-11 21:21:23,396 - mmaction - INFO - Epoch [61][140/225] lr: 6.000e-02, eta: 7:01:54, time: 1.080, data_time: 0.003, memory: 8232, loss_aux: 1.2993, top1_acc: 0.5176, top5_acc: 0.7652, loss_cls: 1.9838, loss: 3.2831, grad_norm: 3.4344 2021-03-11 21:21:45,143 - mmaction - INFO - Epoch [61][160/225] lr: 6.000e-02, eta: 7:01:24, time: 1.088, data_time: 0.002, memory: 8232, loss_aux: 1.3118, top1_acc: 0.5116, top5_acc: 0.7693, loss_cls: 2.0120, loss: 3.3238, grad_norm: 3.4533 2021-03-11 21:22:06,916 - mmaction - INFO - Epoch [61][180/225] lr: 6.000e-02, eta: 7:00:54, time: 1.088, data_time: 0.003, memory: 8232, loss_aux: 1.3084, top1_acc: 0.5094, top5_acc: 0.7680, loss_cls: 1.9963, loss: 3.3047, grad_norm: 3.4906 2021-03-11 21:22:28,796 - mmaction - INFO - Epoch [61][200/225] lr: 6.000e-02, eta: 7:00:24, time: 1.095, data_time: 0.002, memory: 8232, loss_aux: 1.3151, top1_acc: 0.5053, top5_acc: 0.7617, loss_cls: 2.0361, loss: 3.3513, grad_norm: 3.4387 2021-03-11 21:22:50,495 - mmaction - INFO - Epoch [61][220/225] lr: 6.000e-02, eta: 6:59:54, time: 1.084, data_time: 0.003, memory: 8232, loss_aux: 1.3129, top1_acc: 0.5086, top5_acc: 0.7607, loss_cls: 2.0273, loss: 3.3402, grad_norm: 3.4295 2021-03-11 21:22:56,798 - mmaction - INFO - Saving checkpoint at 61 epochs 2021-03-11 21:24:04,468 - mmaction - INFO - Epoch [62][20/225] lr: 6.000e-02, eta: 7:00:12, time: 3.295, data_time: 1.943, memory: 8232, loss_aux: 1.3018, top1_acc: 0.5152, top5_acc: 0.7634, loss_cls: 1.9964, loss: 3.2982, grad_norm: 3.4237 2021-03-11 21:24:25,763 - mmaction - INFO - Epoch [62][40/225] lr: 6.000e-02, eta: 6:59:41, time: 1.065, data_time: 0.003, memory: 8232, loss_aux: 1.2823, top1_acc: 0.5237, top5_acc: 0.7747, loss_cls: 1.9414, loss: 3.2238, grad_norm: 3.4158 2021-03-11 21:24:47,185 - mmaction - INFO - Epoch [62][60/225] lr: 6.000e-02, eta: 6:59:11, time: 1.070, data_time: 0.003, memory: 8232, loss_aux: 1.3077, top1_acc: 0.5109, top5_acc: 0.7625, loss_cls: 2.0068, loss: 3.3145, grad_norm: 3.3934 2021-03-11 21:25:08,758 - mmaction - INFO - Epoch [62][80/225] lr: 6.000e-02, eta: 6:58:40, time: 1.079, data_time: 0.002, memory: 8232, loss_aux: 1.3041, top1_acc: 0.5182, top5_acc: 0.7725, loss_cls: 1.9926, loss: 3.2967, grad_norm: 3.4610 2021-03-11 21:25:30,511 - mmaction - INFO - Epoch [62][100/225] lr: 6.000e-02, eta: 6:58:10, time: 1.087, data_time: 0.003, memory: 8232, loss_aux: 1.3065, top1_acc: 0.5171, top5_acc: 0.7676, loss_cls: 1.9838, loss: 3.2903, grad_norm: 3.4536 2021-03-11 21:25:52,372 - mmaction - INFO - Epoch [62][120/225] lr: 6.000e-02, eta: 6:57:40, time: 1.094, data_time: 0.002, memory: 8232, loss_aux: 1.3189, top1_acc: 0.5009, top5_acc: 0.7592, loss_cls: 2.0439, loss: 3.3629, grad_norm: 3.4600 2021-03-11 21:26:14,302 - mmaction - INFO - Epoch [62][140/225] lr: 6.000e-02, eta: 6:57:10, time: 1.096, data_time: 0.003, memory: 8232, loss_aux: 1.3165, top1_acc: 0.5060, top5_acc: 0.7574, loss_cls: 2.0266, loss: 3.3431, grad_norm: 3.3894 2021-03-11 21:26:36,062 - mmaction - INFO - Epoch [62][160/225] lr: 6.000e-02, eta: 6:56:40, time: 1.089, data_time: 0.002, memory: 8232, loss_aux: 1.2980, top1_acc: 0.5092, top5_acc: 0.7629, loss_cls: 2.0136, loss: 3.3117, grad_norm: 3.4369 2021-03-11 21:26:57,926 - mmaction - INFO - Epoch [62][180/225] lr: 6.000e-02, eta: 6:56:10, time: 1.093, data_time: 0.003, memory: 8232, loss_aux: 1.3044, top1_acc: 0.5138, top5_acc: 0.7720, loss_cls: 1.9986, loss: 3.3029, grad_norm: 3.4741 2021-03-11 21:27:19,753 - mmaction - INFO - Epoch [62][200/225] lr: 6.000e-02, eta: 6:55:40, time: 1.092, data_time: 0.002, memory: 8232, loss_aux: 1.3214, top1_acc: 0.4975, top5_acc: 0.7629, loss_cls: 2.0470, loss: 3.3683, grad_norm: 3.4922 2021-03-11 21:27:41,398 - mmaction - INFO - Epoch [62][220/225] lr: 6.000e-02, eta: 6:55:10, time: 1.082, data_time: 0.003, memory: 8232, loss_aux: 1.3153, top1_acc: 0.4975, top5_acc: 0.7566, loss_cls: 2.0478, loss: 3.3631, grad_norm: 3.4204 2021-03-11 21:27:47,918 - mmaction - INFO - Saving checkpoint at 62 epochs 2021-03-11 21:28:54,993 - mmaction - INFO - Epoch [63][20/225] lr: 6.000e-02, eta: 6:55:28, time: 3.303, data_time: 1.887, memory: 8232, loss_aux: 1.2972, top1_acc: 0.5189, top5_acc: 0.7710, loss_cls: 1.9710, loss: 3.2682, grad_norm: 3.4030 2021-03-11 21:29:16,273 - mmaction - INFO - Epoch [63][40/225] lr: 6.000e-02, eta: 6:54:57, time: 1.064, data_time: 0.003, memory: 8232, loss_aux: 1.2876, top1_acc: 0.5212, top5_acc: 0.7784, loss_cls: 1.9438, loss: 3.2315, grad_norm: 3.4502 2021-03-11 21:29:37,712 - mmaction - INFO - Epoch [63][60/225] lr: 6.000e-02, eta: 6:54:27, time: 1.071, data_time: 0.003, memory: 8232, loss_aux: 1.3003, top1_acc: 0.5237, top5_acc: 0.7698, loss_cls: 1.9682, loss: 3.2685, grad_norm: 3.4346 2021-03-11 21:29:59,356 - mmaction - INFO - Epoch [63][80/225] lr: 6.000e-02, eta: 6:53:56, time: 1.083, data_time: 0.002, memory: 8232, loss_aux: 1.2962, top1_acc: 0.5145, top5_acc: 0.7702, loss_cls: 1.9707, loss: 3.2670, grad_norm: 3.3968 2021-03-11 21:30:21,240 - mmaction - INFO - Epoch [63][100/225] lr: 6.000e-02, eta: 6:53:27, time: 1.093, data_time: 0.003, memory: 8232, loss_aux: 1.2912, top1_acc: 0.5053, top5_acc: 0.7738, loss_cls: 1.9879, loss: 3.2791, grad_norm: 3.3908 2021-03-11 21:30:42,921 - mmaction - INFO - Epoch [63][120/225] lr: 6.000e-02, eta: 6:52:57, time: 1.085, data_time: 0.003, memory: 8232, loss_aux: 1.3051, top1_acc: 0.5141, top5_acc: 0.7645, loss_cls: 2.0070, loss: 3.3121, grad_norm: 3.4364 2021-03-11 21:31:04,708 - mmaction - INFO - Epoch [63][140/225] lr: 6.000e-02, eta: 6:52:27, time: 1.088, data_time: 0.002, memory: 8232, loss_aux: 1.2779, top1_acc: 0.5148, top5_acc: 0.7654, loss_cls: 1.9763, loss: 3.2542, grad_norm: 3.4471 2021-03-11 21:31:26,542 - mmaction - INFO - Epoch [63][160/225] lr: 6.000e-02, eta: 6:51:57, time: 1.093, data_time: 0.003, memory: 8232, loss_aux: 1.3087, top1_acc: 0.5040, top5_acc: 0.7638, loss_cls: 2.0180, loss: 3.3267, grad_norm: 3.4561 2021-03-11 21:31:48,361 - mmaction - INFO - Epoch [63][180/225] lr: 6.000e-02, eta: 6:51:27, time: 1.090, data_time: 0.003, memory: 8232, loss_aux: 1.3053, top1_acc: 0.5073, top5_acc: 0.7698, loss_cls: 2.0051, loss: 3.3103, grad_norm: 3.4237 2021-03-11 21:32:10,198 - mmaction - INFO - Epoch [63][200/225] lr: 6.000e-02, eta: 6:50:57, time: 1.093, data_time: 0.002, memory: 8232, loss_aux: 1.2931, top1_acc: 0.5086, top5_acc: 0.7707, loss_cls: 1.9859, loss: 3.2790, grad_norm: 3.4285 2021-03-11 21:32:32,092 - mmaction - INFO - Epoch [63][220/225] lr: 6.000e-02, eta: 6:50:27, time: 1.094, data_time: 0.001, memory: 8232, loss_aux: 1.3027, top1_acc: 0.5132, top5_acc: 0.7664, loss_cls: 1.9974, loss: 3.3001, grad_norm: 3.3940 2021-03-11 21:32:39,552 - mmaction - INFO - Saving checkpoint at 63 epochs 2021-03-11 21:33:45,952 - mmaction - INFO - Epoch [64][20/225] lr: 6.000e-02, eta: 6:50:43, time: 3.269, data_time: 1.944, memory: 8232, loss_aux: 1.2988, top1_acc: 0.5158, top5_acc: 0.7741, loss_cls: 1.9705, loss: 3.2693, grad_norm: 3.4426 2021-03-11 21:34:07,267 - mmaction - INFO - Epoch [64][40/225] lr: 6.000e-02, eta: 6:50:12, time: 1.066, data_time: 0.003, memory: 8232, loss_aux: 1.2854, top1_acc: 0.5232, top5_acc: 0.7707, loss_cls: 1.9532, loss: 3.2387, grad_norm: 3.3936 2021-03-11 21:34:28,715 - mmaction - INFO - Epoch [64][60/225] lr: 6.000e-02, eta: 6:49:42, time: 1.072, data_time: 0.003, memory: 8232, loss_aux: 1.2881, top1_acc: 0.5098, top5_acc: 0.7725, loss_cls: 1.9772, loss: 3.2653, grad_norm: 3.3805 2021-03-11 21:34:50,298 - mmaction - INFO - Epoch [64][80/225] lr: 6.000e-02, eta: 6:49:12, time: 1.080, data_time: 0.002, memory: 8232, loss_aux: 1.2993, top1_acc: 0.5145, top5_acc: 0.7721, loss_cls: 1.9725, loss: 3.2718, grad_norm: 3.4364 2021-03-11 21:35:11,930 - mmaction - INFO - Epoch [64][100/225] lr: 6.000e-02, eta: 6:48:42, time: 1.081, data_time: 0.003, memory: 8232, loss_aux: 1.2943, top1_acc: 0.5189, top5_acc: 0.7672, loss_cls: 1.9665, loss: 3.2608, grad_norm: 3.3945 2021-03-11 21:35:33,690 - mmaction - INFO - Epoch [64][120/225] lr: 6.000e-02, eta: 6:48:12, time: 1.089, data_time: 0.002, memory: 8232, loss_aux: 1.2719, top1_acc: 0.5237, top5_acc: 0.7732, loss_cls: 1.9421, loss: 3.2141, grad_norm: 3.3938 2021-03-11 21:35:55,607 - mmaction - INFO - Epoch [64][140/225] lr: 6.000e-02, eta: 6:47:42, time: 1.095, data_time: 0.003, memory: 8232, loss_aux: 1.3031, top1_acc: 0.5134, top5_acc: 0.7707, loss_cls: 1.9933, loss: 3.2964, grad_norm: 3.5329 2021-03-11 21:36:17,282 - mmaction - INFO - Epoch [64][160/225] lr: 6.000e-02, eta: 6:47:12, time: 1.085, data_time: 0.002, memory: 8232, loss_aux: 1.2938, top1_acc: 0.5076, top5_acc: 0.7609, loss_cls: 2.0062, loss: 3.2999, grad_norm: 3.4362 2021-03-11 21:36:39,281 - mmaction - INFO - Epoch [64][180/225] lr: 6.000e-02, eta: 6:46:43, time: 1.099, data_time: 0.003, memory: 8232, loss_aux: 1.3082, top1_acc: 0.5068, top5_acc: 0.7607, loss_cls: 2.0328, loss: 3.3410, grad_norm: 3.4543 2021-03-11 21:37:01,240 - mmaction - INFO - Epoch [64][200/225] lr: 6.000e-02, eta: 6:46:13, time: 1.099, data_time: 0.002, memory: 8232, loss_aux: 1.2984, top1_acc: 0.5160, top5_acc: 0.7664, loss_cls: 2.0014, loss: 3.2998, grad_norm: 3.4030 2021-03-11 21:37:23,108 - mmaction - INFO - Epoch [64][220/225] lr: 6.000e-02, eta: 6:45:44, time: 1.092, data_time: 0.003, memory: 8232, loss_aux: 1.3044, top1_acc: 0.5122, top5_acc: 0.7609, loss_cls: 2.0091, loss: 3.3135, grad_norm: 3.4058 2021-03-11 21:37:29,510 - mmaction - INFO - Saving checkpoint at 64 epochs 2021-03-11 21:38:36,802 - mmaction - INFO - Epoch [65][20/225] lr: 6.000e-02, eta: 6:45:59, time: 3.298, data_time: 1.995, memory: 8232, loss_aux: 1.2901, top1_acc: 0.5299, top5_acc: 0.7715, loss_cls: 1.9540, loss: 3.2441, grad_norm: 3.3840 2021-03-11 21:38:58,159 - mmaction - INFO - Epoch [65][40/225] lr: 6.000e-02, eta: 6:45:28, time: 1.068, data_time: 0.005, memory: 8232, loss_aux: 1.2893, top1_acc: 0.5165, top5_acc: 0.7725, loss_cls: 1.9562, loss: 3.2456, grad_norm: 3.4294 2021-03-11 21:39:19,618 - mmaction - INFO - Epoch [65][60/225] lr: 6.000e-02, eta: 6:44:58, time: 1.072, data_time: 0.003, memory: 8232, loss_aux: 1.2845, top1_acc: 0.5240, top5_acc: 0.7803, loss_cls: 1.9304, loss: 3.2149, grad_norm: 3.4201 2021-03-11 21:39:41,295 - mmaction - INFO - Epoch [65][80/225] lr: 6.000e-02, eta: 6:44:28, time: 1.084, data_time: 0.002, memory: 8232, loss_aux: 1.3064, top1_acc: 0.5121, top5_acc: 0.7661, loss_cls: 1.9924, loss: 3.2988, grad_norm: 3.4898 2021-03-11 21:40:02,941 - mmaction - INFO - Epoch [65][100/225] lr: 6.000e-02, eta: 6:43:58, time: 1.082, data_time: 0.003, memory: 8232, loss_aux: 1.2777, top1_acc: 0.5152, top5_acc: 0.7690, loss_cls: 1.9648, loss: 3.2425, grad_norm: 3.4243 2021-03-11 21:40:24,799 - mmaction - INFO - Epoch [65][120/225] lr: 6.000e-02, eta: 6:43:29, time: 1.093, data_time: 0.002, memory: 8232, loss_aux: 1.3174, top1_acc: 0.5060, top5_acc: 0.7561, loss_cls: 2.0351, loss: 3.3525, grad_norm: 3.4387 2021-03-11 21:40:46,696 - mmaction - INFO - Epoch [65][140/225] lr: 6.000e-02, eta: 6:42:59, time: 1.094, data_time: 0.003, memory: 8232, loss_aux: 1.2926, top1_acc: 0.5108, top5_acc: 0.7682, loss_cls: 1.9888, loss: 3.2814, grad_norm: 3.4416 2021-03-11 21:41:08,578 - mmaction - INFO - Epoch [65][160/225] lr: 6.000e-02, eta: 6:42:30, time: 1.095, data_time: 0.002, memory: 8232, loss_aux: 1.2889, top1_acc: 0.5146, top5_acc: 0.7753, loss_cls: 1.9749, loss: 3.2637, grad_norm: 3.4971 2021-03-11 21:41:30,469 - mmaction - INFO - Epoch [65][180/225] lr: 6.000e-02, eta: 6:42:00, time: 1.094, data_time: 0.002, memory: 8232, loss_aux: 1.2951, top1_acc: 0.5128, top5_acc: 0.7719, loss_cls: 1.9856, loss: 3.2807, grad_norm: 3.4332 2021-03-11 21:41:52,267 - mmaction - INFO - Epoch [65][200/225] lr: 6.000e-02, eta: 6:41:31, time: 1.091, data_time: 0.002, memory: 8232, loss_aux: 1.3004, top1_acc: 0.5092, top5_acc: 0.7572, loss_cls: 2.0280, loss: 3.3284, grad_norm: 3.4444 2021-03-11 21:42:14,096 - mmaction - INFO - Epoch [65][220/225] lr: 6.000e-02, eta: 6:41:01, time: 1.091, data_time: 0.003, memory: 8232, loss_aux: 1.3126, top1_acc: 0.4991, top5_acc: 0.7592, loss_cls: 2.0382, loss: 3.3508, grad_norm: 3.4127 2021-03-11 21:42:20,399 - mmaction - INFO - Saving checkpoint at 65 epochs 2021-03-11 21:43:30,050 - mmaction - INFO - Epoch [66][20/225] lr: 6.000e-02, eta: 6:41:18, time: 3.410, data_time: 2.032, memory: 8232, loss_aux: 1.2942, top1_acc: 0.5163, top5_acc: 0.7772, loss_cls: 1.9613, loss: 3.2556, grad_norm: 3.4611 2021-03-11 21:43:51,341 - mmaction - INFO - Epoch [66][40/225] lr: 6.000e-02, eta: 6:40:47, time: 1.065, data_time: 0.004, memory: 8232, loss_aux: 1.2928, top1_acc: 0.5182, top5_acc: 0.7707, loss_cls: 1.9626, loss: 3.2554, grad_norm: 3.4070 2021-03-11 21:44:12,739 - mmaction - INFO - Epoch [66][60/225] lr: 6.000e-02, eta: 6:40:17, time: 1.069, data_time: 0.002, memory: 8232, loss_aux: 1.2846, top1_acc: 0.5145, top5_acc: 0.7764, loss_cls: 1.9507, loss: 3.2353, grad_norm: 3.4431 2021-03-11 21:44:34,367 - mmaction - INFO - Epoch [66][80/225] lr: 6.000e-02, eta: 6:39:47, time: 1.082, data_time: 0.002, memory: 8232, loss_aux: 1.2841, top1_acc: 0.5155, top5_acc: 0.7738, loss_cls: 1.9497, loss: 3.2338, grad_norm: 3.4611 2021-03-11 21:44:56,055 - mmaction - INFO - Epoch [66][100/225] lr: 6.000e-02, eta: 6:39:18, time: 1.084, data_time: 0.003, memory: 8232, loss_aux: 1.2766, top1_acc: 0.5190, top5_acc: 0.7730, loss_cls: 1.9641, loss: 3.2407, grad_norm: 3.4842 2021-03-11 21:45:18,014 - mmaction - INFO - Epoch [66][120/225] lr: 6.000e-02, eta: 6:38:48, time: 1.099, data_time: 0.003, memory: 8232, loss_aux: 1.2901, top1_acc: 0.5171, top5_acc: 0.7704, loss_cls: 1.9769, loss: 3.2670, grad_norm: 3.4359 2021-03-11 21:45:39,712 - mmaction - INFO - Epoch [66][140/225] lr: 6.000e-02, eta: 6:38:19, time: 1.084, data_time: 0.003, memory: 8232, loss_aux: 1.3047, top1_acc: 0.5000, top5_acc: 0.7629, loss_cls: 2.0187, loss: 3.3234, grad_norm: 3.4718 2021-03-11 21:46:01,567 - mmaction - INFO - Epoch [66][160/225] lr: 6.000e-02, eta: 6:37:49, time: 1.093, data_time: 0.002, memory: 8232, loss_aux: 1.3035, top1_acc: 0.5145, top5_acc: 0.7698, loss_cls: 2.0031, loss: 3.3067, grad_norm: 3.4768 2021-03-11 21:46:23,400 - mmaction - INFO - Epoch [66][180/225] lr: 6.000e-02, eta: 6:37:20, time: 1.091, data_time: 0.003, memory: 8232, loss_aux: 1.3007, top1_acc: 0.5096, top5_acc: 0.7699, loss_cls: 2.0025, loss: 3.3032, grad_norm: 3.4360 2021-03-11 21:46:45,136 - mmaction - INFO - Epoch [66][200/225] lr: 6.000e-02, eta: 6:36:50, time: 1.087, data_time: 0.002, memory: 8232, loss_aux: 1.3033, top1_acc: 0.5078, top5_acc: 0.7727, loss_cls: 1.9937, loss: 3.2969, grad_norm: 3.4526 2021-03-11 21:47:07,060 - mmaction - INFO - Epoch [66][220/225] lr: 6.000e-02, eta: 6:36:21, time: 1.095, data_time: 0.003, memory: 8232, loss_aux: 1.3193, top1_acc: 0.5072, top5_acc: 0.7582, loss_cls: 2.0452, loss: 3.3645, grad_norm: 3.4379 2021-03-11 21:47:13,282 - mmaction - INFO - Saving checkpoint at 66 epochs 2021-03-11 21:48:21,241 - mmaction - INFO - Epoch [67][20/225] lr: 6.000e-02, eta: 6:36:33, time: 3.274, data_time: 1.938, memory: 8232, loss_aux: 1.2862, top1_acc: 0.5172, top5_acc: 0.7775, loss_cls: 1.9471, loss: 3.2334, grad_norm: 3.4318 2021-03-11 21:48:42,604 - mmaction - INFO - Epoch [67][40/225] lr: 6.000e-02, eta: 6:36:03, time: 1.068, data_time: 0.004, memory: 8232, loss_aux: 1.2968, top1_acc: 0.5225, top5_acc: 0.7714, loss_cls: 1.9751, loss: 3.2719, grad_norm: 3.4418 2021-03-11 21:49:04,080 - mmaction - INFO - Epoch [67][60/225] lr: 6.000e-02, eta: 6:35:33, time: 1.073, data_time: 0.003, memory: 8232, loss_aux: 1.2678, top1_acc: 0.5275, top5_acc: 0.7839, loss_cls: 1.9219, loss: 3.1896, grad_norm: 3.4226 2021-03-11 21:49:25,810 - mmaction - INFO - Epoch [67][80/225] lr: 6.000e-02, eta: 6:35:03, time: 1.087, data_time: 0.002, memory: 8232, loss_aux: 1.2893, top1_acc: 0.5168, top5_acc: 0.7714, loss_cls: 1.9690, loss: 3.2584, grad_norm: 3.4650 2021-03-11 21:49:47,552 - mmaction - INFO - Epoch [67][100/225] lr: 6.000e-02, eta: 6:34:34, time: 1.086, data_time: 0.003, memory: 8232, loss_aux: 1.2771, top1_acc: 0.5271, top5_acc: 0.7760, loss_cls: 1.9427, loss: 3.2198, grad_norm: 3.4473 2021-03-11 21:50:09,490 - mmaction - INFO - Epoch [67][120/225] lr: 6.000e-02, eta: 6:34:04, time: 1.098, data_time: 0.002, memory: 8232, loss_aux: 1.2804, top1_acc: 0.5206, top5_acc: 0.7702, loss_cls: 1.9568, loss: 3.2371, grad_norm: 3.4025 2021-03-11 21:50:31,116 - mmaction - INFO - Epoch [67][140/225] lr: 6.000e-02, eta: 6:33:35, time: 1.080, data_time: 0.003, memory: 8232, loss_aux: 1.2915, top1_acc: 0.5120, top5_acc: 0.7667, loss_cls: 1.9851, loss: 3.2766, grad_norm: 3.4361 2021-03-11 21:50:53,045 - mmaction - INFO - Epoch [67][160/225] lr: 6.000e-02, eta: 6:33:06, time: 1.097, data_time: 0.003, memory: 8232, loss_aux: 1.2892, top1_acc: 0.5163, top5_acc: 0.7754, loss_cls: 1.9711, loss: 3.2603, grad_norm: 3.4663 2021-03-11 21:51:14,766 - mmaction - INFO - Epoch [67][180/225] lr: 6.000e-02, eta: 6:32:36, time: 1.085, data_time: 0.003, memory: 8232, loss_aux: 1.2943, top1_acc: 0.5125, top5_acc: 0.7642, loss_cls: 1.9967, loss: 3.2910, grad_norm: 3.4217 2021-03-11 21:51:36,571 - mmaction - INFO - Epoch [67][200/225] lr: 6.000e-02, eta: 6:32:07, time: 1.091, data_time: 0.002, memory: 8232, loss_aux: 1.2909, top1_acc: 0.5096, top5_acc: 0.7646, loss_cls: 2.0061, loss: 3.2970, grad_norm: 3.4690 2021-03-11 21:51:58,377 - mmaction - INFO - Epoch [67][220/225] lr: 6.000e-02, eta: 6:31:37, time: 1.089, data_time: 0.003, memory: 8232, loss_aux: 1.3122, top1_acc: 0.5043, top5_acc: 0.7632, loss_cls: 2.0165, loss: 3.3288, grad_norm: 3.4211 2021-03-11 21:52:04,668 - mmaction - INFO - Saving checkpoint at 67 epochs 2021-03-11 21:53:13,178 - mmaction - INFO - Epoch [68][20/225] lr: 6.000e-02, eta: 6:31:50, time: 3.374, data_time: 2.057, memory: 8232, loss_aux: 1.2796, top1_acc: 0.5224, top5_acc: 0.7793, loss_cls: 1.9452, loss: 3.2248, grad_norm: 3.4091 2021-03-11 21:53:34,523 - mmaction - INFO - Epoch [68][40/225] lr: 6.000e-02, eta: 6:31:20, time: 1.067, data_time: 0.004, memory: 8232, loss_aux: 1.2835, top1_acc: 0.5217, top5_acc: 0.7732, loss_cls: 1.9542, loss: 3.2377, grad_norm: 3.3988 2021-03-11 21:53:55,919 - mmaction - INFO - Epoch [68][60/225] lr: 6.000e-02, eta: 6:30:51, time: 1.069, data_time: 0.003, memory: 8232, loss_aux: 1.2885, top1_acc: 0.5152, top5_acc: 0.7677, loss_cls: 1.9655, loss: 3.2540, grad_norm: 3.4778 2021-03-11 21:54:17,542 - mmaction - INFO - Epoch [68][80/225] lr: 6.000e-02, eta: 6:30:21, time: 1.082, data_time: 0.002, memory: 8232, loss_aux: 1.2851, top1_acc: 0.5240, top5_acc: 0.7764, loss_cls: 1.9460, loss: 3.2311, grad_norm: 3.4117 2021-03-11 21:54:39,364 - mmaction - INFO - Epoch [68][100/225] lr: 6.000e-02, eta: 6:29:52, time: 1.091, data_time: 0.003, memory: 8232, loss_aux: 1.2814, top1_acc: 0.5242, top5_acc: 0.7725, loss_cls: 1.9565, loss: 3.2380, grad_norm: 3.4139 2021-03-11 21:55:01,063 - mmaction - INFO - Epoch [68][120/225] lr: 6.000e-02, eta: 6:29:22, time: 1.085, data_time: 0.002, memory: 8232, loss_aux: 1.2813, top1_acc: 0.5208, top5_acc: 0.7682, loss_cls: 1.9695, loss: 3.2508, grad_norm: 3.4544 2021-03-11 21:55:22,887 - mmaction - INFO - Epoch [68][140/225] lr: 6.000e-02, eta: 6:28:53, time: 1.091, data_time: 0.003, memory: 8232, loss_aux: 1.2965, top1_acc: 0.5142, top5_acc: 0.7783, loss_cls: 1.9749, loss: 3.2713, grad_norm: 3.5034 2021-03-11 21:55:44,828 - mmaction - INFO - Epoch [68][160/225] lr: 6.000e-02, eta: 6:28:24, time: 1.098, data_time: 0.002, memory: 8232, loss_aux: 1.2962, top1_acc: 0.5134, top5_acc: 0.7682, loss_cls: 1.9971, loss: 3.2933, grad_norm: 3.4825 2021-03-11 21:56:06,467 - mmaction - INFO - Epoch [68][180/225] lr: 6.000e-02, eta: 6:27:54, time: 1.081, data_time: 0.002, memory: 8232, loss_aux: 1.2872, top1_acc: 0.5236, top5_acc: 0.7654, loss_cls: 1.9711, loss: 3.2583, grad_norm: 3.4517 2021-03-11 21:56:28,223 - mmaction - INFO - Epoch [68][200/225] lr: 6.000e-02, eta: 6:27:25, time: 1.088, data_time: 0.002, memory: 8232, loss_aux: 1.2966, top1_acc: 0.5125, top5_acc: 0.7641, loss_cls: 2.0058, loss: 3.3024, grad_norm: 3.4310 2021-03-11 21:56:50,112 - mmaction - INFO - Epoch [68][220/225] lr: 6.000e-02, eta: 6:26:56, time: 1.094, data_time: 0.003, memory: 8232, loss_aux: 1.2876, top1_acc: 0.5051, top5_acc: 0.7699, loss_cls: 1.9892, loss: 3.2768, grad_norm: 3.3970 2021-03-11 21:56:56,363 - mmaction - INFO - Saving checkpoint at 68 epochs 2021-03-11 21:58:04,178 - mmaction - INFO - Epoch [69][20/225] lr: 6.000e-02, eta: 6:27:06, time: 3.317, data_time: 1.970, memory: 8232, loss_aux: 1.2768, top1_acc: 0.5243, top5_acc: 0.7742, loss_cls: 1.9322, loss: 3.2090, grad_norm: 3.4246 2021-03-11 21:58:25,512 - mmaction - INFO - Epoch [69][40/225] lr: 6.000e-02, eta: 6:26:37, time: 1.067, data_time: 0.005, memory: 8232, loss_aux: 1.2767, top1_acc: 0.5242, top5_acc: 0.7760, loss_cls: 1.9358, loss: 3.2125, grad_norm: 3.3821 2021-03-11 21:58:46,981 - mmaction - INFO - Epoch [69][60/225] lr: 6.000e-02, eta: 6:26:07, time: 1.073, data_time: 0.003, memory: 8232, loss_aux: 1.2740, top1_acc: 0.5150, top5_acc: 0.7776, loss_cls: 1.9449, loss: 3.2188, grad_norm: 3.4150 2021-03-11 21:59:08,535 - mmaction - INFO - Epoch [69][80/225] lr: 6.000e-02, eta: 6:25:37, time: 1.078, data_time: 0.002, memory: 8232, loss_aux: 1.2914, top1_acc: 0.5180, top5_acc: 0.7720, loss_cls: 1.9731, loss: 3.2645, grad_norm: 3.4246 2021-03-11 21:59:30,226 - mmaction - INFO - Epoch [69][100/225] lr: 6.000e-02, eta: 6:25:08, time: 1.084, data_time: 0.003, memory: 8232, loss_aux: 1.2721, top1_acc: 0.5329, top5_acc: 0.7806, loss_cls: 1.9327, loss: 3.2048, grad_norm: 3.4479 2021-03-11 21:59:51,930 - mmaction - INFO - Epoch [69][120/225] lr: 6.000e-02, eta: 6:24:39, time: 1.086, data_time: 0.002, memory: 8232, loss_aux: 1.2900, top1_acc: 0.5228, top5_acc: 0.7751, loss_cls: 1.9416, loss: 3.2316, grad_norm: 3.4589 2021-03-11 22:00:13,918 - mmaction - INFO - Epoch [69][140/225] lr: 6.000e-02, eta: 6:24:10, time: 1.099, data_time: 0.003, memory: 8232, loss_aux: 1.2908, top1_acc: 0.5125, top5_acc: 0.7733, loss_cls: 1.9728, loss: 3.2636, grad_norm: 3.5117 2021-03-11 22:00:35,572 - mmaction - INFO - Epoch [69][160/225] lr: 6.000e-02, eta: 6:23:40, time: 1.083, data_time: 0.002, memory: 8232, loss_aux: 1.2757, top1_acc: 0.5206, top5_acc: 0.7693, loss_cls: 1.9670, loss: 3.2427, grad_norm: 3.4204 2021-03-11 22:00:57,209 - mmaction - INFO - Epoch [69][180/225] lr: 6.000e-02, eta: 6:23:11, time: 1.081, data_time: 0.003, memory: 8232, loss_aux: 1.3024, top1_acc: 0.5063, top5_acc: 0.7716, loss_cls: 1.9877, loss: 3.2902, grad_norm: 3.4563 2021-03-11 22:01:18,996 - mmaction - INFO - Epoch [69][200/225] lr: 6.000e-02, eta: 6:22:42, time: 1.090, data_time: 0.002, memory: 8232, loss_aux: 1.2730, top1_acc: 0.5137, top5_acc: 0.7677, loss_cls: 1.9650, loss: 3.2380, grad_norm: 3.3879 2021-03-11 22:01:40,918 - mmaction - INFO - Epoch [69][220/225] lr: 6.000e-02, eta: 6:22:13, time: 1.096, data_time: 0.003, memory: 8232, loss_aux: 1.2699, top1_acc: 0.5173, top5_acc: 0.7688, loss_cls: 1.9749, loss: 3.2447, grad_norm: 3.4817 2021-03-11 22:01:47,224 - mmaction - INFO - Saving checkpoint at 69 epochs 2021-03-11 22:02:56,542 - mmaction - INFO - Epoch [70][20/225] lr: 6.000e-02, eta: 6:22:24, time: 3.379, data_time: 1.978, memory: 8232, loss_aux: 1.2807, top1_acc: 0.5219, top5_acc: 0.7772, loss_cls: 1.9369, loss: 3.2177, grad_norm: 3.4773 2021-03-11 22:03:17,888 - mmaction - INFO - Epoch [70][40/225] lr: 6.000e-02, eta: 6:21:54, time: 1.067, data_time: 0.005, memory: 8232, loss_aux: 1.2584, top1_acc: 0.5359, top5_acc: 0.7775, loss_cls: 1.8918, loss: 3.1502, grad_norm: 3.4198 2021-03-11 22:03:39,332 - mmaction - INFO - Epoch [70][60/225] lr: 6.000e-02, eta: 6:21:24, time: 1.072, data_time: 0.003, memory: 8232, loss_aux: 1.2827, top1_acc: 0.5232, top5_acc: 0.7738, loss_cls: 1.9365, loss: 3.2192, grad_norm: 3.4573 2021-03-11 22:04:00,953 - mmaction - INFO - Epoch [70][80/225] lr: 6.000e-02, eta: 6:20:55, time: 1.082, data_time: 0.002, memory: 8232, loss_aux: 1.2761, top1_acc: 0.5212, top5_acc: 0.7754, loss_cls: 1.9326, loss: 3.2087, grad_norm: 3.4512 2021-03-11 22:04:22,663 - mmaction - INFO - Epoch [70][100/225] lr: 6.000e-02, eta: 6:20:26, time: 1.085, data_time: 0.003, memory: 8232, loss_aux: 1.2813, top1_acc: 0.5215, top5_acc: 0.7664, loss_cls: 1.9574, loss: 3.2387, grad_norm: 3.4247 2021-03-11 22:04:44,512 - mmaction - INFO - Epoch [70][120/225] lr: 6.000e-02, eta: 6:19:57, time: 1.093, data_time: 0.002, memory: 8232, loss_aux: 1.2888, top1_acc: 0.5169, top5_acc: 0.7660, loss_cls: 1.9794, loss: 3.2682, grad_norm: 3.4308 2021-03-11 22:05:06,315 - mmaction - INFO - Epoch [70][140/225] lr: 6.000e-02, eta: 6:19:28, time: 1.089, data_time: 0.003, memory: 8232, loss_aux: 1.2917, top1_acc: 0.5066, top5_acc: 0.7672, loss_cls: 1.9882, loss: 3.2799, grad_norm: 3.4747 2021-03-11 22:05:28,156 - mmaction - INFO - Epoch [70][160/225] lr: 6.000e-02, eta: 6:18:59, time: 1.092, data_time: 0.002, memory: 8232, loss_aux: 1.2865, top1_acc: 0.5094, top5_acc: 0.7723, loss_cls: 1.9765, loss: 3.2630, grad_norm: 3.4393 2021-03-11 22:05:49,959 - mmaction - INFO - Epoch [70][180/225] lr: 6.000e-02, eta: 6:18:30, time: 1.090, data_time: 0.003, memory: 8232, loss_aux: 1.2972, top1_acc: 0.5113, top5_acc: 0.7621, loss_cls: 2.0149, loss: 3.3120, grad_norm: 3.4106 2021-03-11 22:06:11,706 - mmaction - INFO - Epoch [70][200/225] lr: 6.000e-02, eta: 6:18:01, time: 1.088, data_time: 0.002, memory: 8232, loss_aux: 1.2943, top1_acc: 0.5078, top5_acc: 0.7612, loss_cls: 1.9982, loss: 3.2926, grad_norm: 3.5388 2021-03-11 22:06:33,576 - mmaction - INFO - Epoch [70][220/225] lr: 6.000e-02, eta: 6:17:32, time: 1.093, data_time: 0.003, memory: 8232, loss_aux: 1.3038, top1_acc: 0.5223, top5_acc: 0.7690, loss_cls: 1.9706, loss: 3.2744, grad_norm: 3.4945 2021-03-11 22:06:39,906 - mmaction - INFO - Saving checkpoint at 70 epochs 2021-03-11 22:07:48,196 - mmaction - INFO - Epoch [71][20/225] lr: 6.000e-02, eta: 6:17:39, time: 3.264, data_time: 1.820, memory: 8232, loss_aux: 1.2753, top1_acc: 0.5202, top5_acc: 0.7691, loss_cls: 1.9511, loss: 3.2264, grad_norm: 3.3998 2021-03-11 22:08:09,494 - mmaction - INFO - Epoch [71][40/225] lr: 6.000e-02, eta: 6:17:09, time: 1.065, data_time: 0.004, memory: 8232, loss_aux: 1.2889, top1_acc: 0.5150, top5_acc: 0.7720, loss_cls: 1.9711, loss: 3.2600, grad_norm: 3.4603 2021-03-11 22:08:30,902 - mmaction - INFO - Epoch [71][60/225] lr: 6.000e-02, eta: 6:16:40, time: 1.070, data_time: 0.003, memory: 8232, loss_aux: 1.2759, top1_acc: 0.5240, top5_acc: 0.7802, loss_cls: 1.9293, loss: 3.2053, grad_norm: 3.4214 2021-03-11 22:08:52,383 - mmaction - INFO - Epoch [71][80/225] lr: 6.000e-02, eta: 6:16:10, time: 1.075, data_time: 0.002, memory: 8232, loss_aux: 1.2764, top1_acc: 0.5266, top5_acc: 0.7738, loss_cls: 1.9258, loss: 3.2022, grad_norm: 3.4921 2021-03-11 22:09:14,127 - mmaction - INFO - Epoch [71][100/225] lr: 6.000e-02, eta: 6:15:41, time: 1.086, data_time: 0.003, memory: 8232, loss_aux: 1.2959, top1_acc: 0.5118, top5_acc: 0.7669, loss_cls: 1.9781, loss: 3.2740, grad_norm: 3.4897 2021-03-11 22:09:35,840 - mmaction - INFO - Epoch [71][120/225] lr: 6.000e-02, eta: 6:15:12, time: 1.087, data_time: 0.002, memory: 8232, loss_aux: 1.2844, top1_acc: 0.5033, top5_acc: 0.7651, loss_cls: 2.0012, loss: 3.2856, grad_norm: 3.4756 2021-03-11 22:09:57,669 - mmaction - INFO - Epoch [71][140/225] lr: 6.000e-02, eta: 6:14:43, time: 1.091, data_time: 0.003, memory: 8232, loss_aux: 1.3025, top1_acc: 0.5198, top5_acc: 0.7668, loss_cls: 2.0022, loss: 3.3047, grad_norm: 3.4488 2021-03-11 22:10:19,450 - mmaction - INFO - Epoch [71][160/225] lr: 6.000e-02, eta: 6:14:14, time: 1.090, data_time: 0.002, memory: 8232, loss_aux: 1.2825, top1_acc: 0.5130, top5_acc: 0.7712, loss_cls: 1.9784, loss: 3.2609, grad_norm: 3.4163 2021-03-11 22:10:41,228 - mmaction - INFO - Epoch [71][180/225] lr: 6.000e-02, eta: 6:13:45, time: 1.088, data_time: 0.003, memory: 8232, loss_aux: 1.2945, top1_acc: 0.5148, top5_acc: 0.7699, loss_cls: 1.9958, loss: 3.2903, grad_norm: 3.4995 2021-03-11 22:11:03,014 - mmaction - INFO - Epoch [71][200/225] lr: 6.000e-02, eta: 6:13:16, time: 1.090, data_time: 0.002, memory: 8232, loss_aux: 1.2969, top1_acc: 0.5100, top5_acc: 0.7682, loss_cls: 1.9949, loss: 3.2917, grad_norm: 3.4683 2021-03-11 22:11:24,775 - mmaction - INFO - Epoch [71][220/225] lr: 6.000e-02, eta: 6:12:47, time: 1.088, data_time: 0.001, memory: 8232, loss_aux: 1.3038, top1_acc: 0.5091, top5_acc: 0.7613, loss_cls: 2.0195, loss: 3.3233, grad_norm: 3.4841 2021-03-11 22:11:31,046 - mmaction - INFO - Saving checkpoint at 71 epochs 2021-03-11 22:12:38,602 - mmaction - INFO - Epoch [72][20/225] lr: 6.000e-02, eta: 6:12:55, time: 3.323, data_time: 1.986, memory: 8232, loss_aux: 1.2837, top1_acc: 0.5237, top5_acc: 0.7702, loss_cls: 1.9661, loss: 3.2498, grad_norm: 3.4271 2021-03-11 22:12:59,876 - mmaction - INFO - Epoch [72][40/225] lr: 6.000e-02, eta: 6:12:25, time: 1.064, data_time: 0.004, memory: 8232, loss_aux: 1.2870, top1_acc: 0.5159, top5_acc: 0.7717, loss_cls: 1.9542, loss: 3.2411, grad_norm: 3.4202 2021-03-11 22:13:21,274 - mmaction - INFO - Epoch [72][60/225] lr: 6.000e-02, eta: 6:11:56, time: 1.069, data_time: 0.003, memory: 8232, loss_aux: 1.2811, top1_acc: 0.5286, top5_acc: 0.7788, loss_cls: 1.9161, loss: 3.1972, grad_norm: 3.4094 2021-03-11 22:13:42,770 - mmaction - INFO - Epoch [72][80/225] lr: 6.000e-02, eta: 6:11:26, time: 1.075, data_time: 0.002, memory: 8232, loss_aux: 1.2684, top1_acc: 0.5275, top5_acc: 0.7814, loss_cls: 1.9106, loss: 3.1790, grad_norm: 3.4533 2021-03-11 22:14:04,486 - mmaction - INFO - Epoch [72][100/225] lr: 6.000e-02, eta: 6:10:57, time: 1.085, data_time: 0.003, memory: 8232, loss_aux: 1.2671, top1_acc: 0.5288, top5_acc: 0.7746, loss_cls: 1.9205, loss: 3.1876, grad_norm: 3.4420 2021-03-11 22:14:26,102 - mmaction - INFO - Epoch [72][120/225] lr: 6.000e-02, eta: 6:10:28, time: 1.081, data_time: 0.002, memory: 8232, loss_aux: 1.2829, top1_acc: 0.5233, top5_acc: 0.7729, loss_cls: 1.9497, loss: 3.2327, grad_norm: 3.5011 2021-03-11 22:14:47,735 - mmaction - INFO - Epoch [72][140/225] lr: 6.000e-02, eta: 6:09:59, time: 1.081, data_time: 0.003, memory: 8232, loss_aux: 1.2878, top1_acc: 0.5230, top5_acc: 0.7712, loss_cls: 1.9643, loss: 3.2522, grad_norm: 3.4559 2021-03-11 22:15:09,643 - mmaction - INFO - Epoch [72][160/225] lr: 6.000e-02, eta: 6:09:30, time: 1.096, data_time: 0.003, memory: 8232, loss_aux: 1.2838, top1_acc: 0.5253, top5_acc: 0.7729, loss_cls: 1.9578, loss: 3.2416, grad_norm: 3.4730 2021-03-11 22:15:31,353 - mmaction - INFO - Epoch [72][180/225] lr: 6.000e-02, eta: 6:09:02, time: 1.086, data_time: 0.001, memory: 8232, loss_aux: 1.2633, top1_acc: 0.5191, top5_acc: 0.7790, loss_cls: 1.9364, loss: 3.1997, grad_norm: 3.4701 2021-03-11 22:15:53,032 - mmaction - INFO - Epoch [72][200/225] lr: 6.000e-02, eta: 6:08:33, time: 1.083, data_time: 0.003, memory: 8232, loss_aux: 1.2973, top1_acc: 0.5154, top5_acc: 0.7651, loss_cls: 1.9949, loss: 3.2922, grad_norm: 3.4275 2021-03-11 22:16:14,677 - mmaction - INFO - Epoch [72][220/225] lr: 6.000e-02, eta: 6:08:04, time: 1.083, data_time: 0.002, memory: 8232, loss_aux: 1.2790, top1_acc: 0.5156, top5_acc: 0.7711, loss_cls: 1.9695, loss: 3.2485, grad_norm: 3.4626 2021-03-11 22:16:20,968 - mmaction - INFO - Saving checkpoint at 72 epochs 2021-03-11 22:17:31,099 - mmaction - INFO - Epoch [73][20/225] lr: 6.000e-02, eta: 6:08:13, time: 3.447, data_time: 1.923, memory: 8232, loss_aux: 1.2858, top1_acc: 0.5301, top5_acc: 0.7772, loss_cls: 1.9267, loss: 3.2125, grad_norm: 3.4866 2021-03-11 22:17:52,466 - mmaction - INFO - Epoch [73][40/225] lr: 6.000e-02, eta: 6:07:43, time: 1.069, data_time: 0.004, memory: 8232, loss_aux: 1.2684, top1_acc: 0.5293, top5_acc: 0.7796, loss_cls: 1.9135, loss: 3.1819, grad_norm: 3.4046 2021-03-11 22:18:13,923 - mmaction - INFO - Epoch [73][60/225] lr: 6.000e-02, eta: 6:07:14, time: 1.072, data_time: 0.003, memory: 8232, loss_aux: 1.2723, top1_acc: 0.5206, top5_acc: 0.7775, loss_cls: 1.9283, loss: 3.2006, grad_norm: 3.4524 2021-03-11 22:18:35,489 - mmaction - INFO - Epoch [73][80/225] lr: 6.000e-02, eta: 6:06:45, time: 1.079, data_time: 0.002, memory: 8232, loss_aux: 1.2892, top1_acc: 0.5197, top5_acc: 0.7712, loss_cls: 1.9723, loss: 3.2615, grad_norm: 3.4636 2021-03-11 22:18:57,249 - mmaction - INFO - Epoch [73][100/225] lr: 6.000e-02, eta: 6:06:16, time: 1.087, data_time: 0.003, memory: 8232, loss_aux: 1.2708, top1_acc: 0.5234, top5_acc: 0.7706, loss_cls: 1.9428, loss: 3.2136, grad_norm: 3.4432 2021-03-11 22:19:19,008 - mmaction - INFO - Epoch [73][120/225] lr: 6.000e-02, eta: 6:05:47, time: 1.088, data_time: 0.002, memory: 8232, loss_aux: 1.2803, top1_acc: 0.5201, top5_acc: 0.7723, loss_cls: 1.9742, loss: 3.2545, grad_norm: 3.4569 2021-03-11 22:19:40,840 - mmaction - INFO - Epoch [73][140/225] lr: 6.000e-02, eta: 6:05:18, time: 1.091, data_time: 0.003, memory: 8232, loss_aux: 1.2691, top1_acc: 0.5285, top5_acc: 0.7754, loss_cls: 1.9321, loss: 3.2012, grad_norm: 3.4337 2021-03-11 22:20:02,782 - mmaction - INFO - Epoch [73][160/225] lr: 6.000e-02, eta: 6:04:50, time: 1.098, data_time: 0.002, memory: 8232, loss_aux: 1.2573, top1_acc: 0.5294, top5_acc: 0.7764, loss_cls: 1.9320, loss: 3.1893, grad_norm: 3.4321 2021-03-11 22:20:24,623 - mmaction - INFO - Epoch [73][180/225] lr: 6.000e-02, eta: 6:04:21, time: 1.091, data_time: 0.003, memory: 8232, loss_aux: 1.3011, top1_acc: 0.5126, top5_acc: 0.7612, loss_cls: 2.0046, loss: 3.3057, grad_norm: 3.4704 2021-03-11 22:20:46,587 - mmaction - INFO - Epoch [73][200/225] lr: 6.000e-02, eta: 6:03:53, time: 1.099, data_time: 0.002, memory: 8232, loss_aux: 1.2570, top1_acc: 0.5319, top5_acc: 0.7711, loss_cls: 1.9311, loss: 3.1881, grad_norm: 3.4087 2021-03-11 22:21:08,415 - mmaction - INFO - Epoch [73][220/225] lr: 6.000e-02, eta: 6:03:24, time: 1.091, data_time: 0.003, memory: 8232, loss_aux: 1.2840, top1_acc: 0.5204, top5_acc: 0.7672, loss_cls: 1.9730, loss: 3.2570, grad_norm: 3.4480 2021-03-11 22:21:14,630 - mmaction - INFO - Saving checkpoint at 73 epochs 2021-03-11 22:22:22,585 - mmaction - INFO - Epoch [74][20/225] lr: 6.000e-02, eta: 6:03:30, time: 3.340, data_time: 1.962, memory: 8232, loss_aux: 1.2781, top1_acc: 0.5315, top5_acc: 0.7753, loss_cls: 1.9241, loss: 3.2022, grad_norm: 3.4338 2021-03-11 22:22:43,960 - mmaction - INFO - Epoch [74][40/225] lr: 6.000e-02, eta: 6:03:00, time: 1.069, data_time: 0.004, memory: 8232, loss_aux: 1.2694, top1_acc: 0.5316, top5_acc: 0.7868, loss_cls: 1.9040, loss: 3.1734, grad_norm: 3.4298 2021-03-11 22:23:05,326 - mmaction - INFO - Epoch [74][60/225] lr: 6.000e-02, eta: 6:02:31, time: 1.068, data_time: 0.001, memory: 8232, loss_aux: 1.2518, top1_acc: 0.5408, top5_acc: 0.7852, loss_cls: 1.8801, loss: 3.1319, grad_norm: 3.4056 2021-03-11 22:23:26,926 - mmaction - INFO - Epoch [74][80/225] lr: 6.000e-02, eta: 6:02:02, time: 1.079, data_time: 0.002, memory: 8232, loss_aux: 1.2634, top1_acc: 0.5277, top5_acc: 0.7823, loss_cls: 1.9225, loss: 3.1859, grad_norm: 3.4128 2021-03-11 22:23:48,756 - mmaction - INFO - Epoch [74][100/225] lr: 6.000e-02, eta: 6:01:34, time: 1.093, data_time: 0.003, memory: 8232, loss_aux: 1.2776, top1_acc: 0.5271, top5_acc: 0.7737, loss_cls: 1.9464, loss: 3.2240, grad_norm: 3.4353 2021-03-11 22:24:10,470 - mmaction - INFO - Epoch [74][120/225] lr: 6.000e-02, eta: 6:01:05, time: 1.085, data_time: 0.003, memory: 8232, loss_aux: 1.3031, top1_acc: 0.5072, top5_acc: 0.7617, loss_cls: 2.0185, loss: 3.3216, grad_norm: 3.5253 2021-03-11 22:24:32,295 - mmaction - INFO - Epoch [74][140/225] lr: 6.000e-02, eta: 6:00:36, time: 1.092, data_time: 0.003, memory: 8232, loss_aux: 1.2843, top1_acc: 0.5207, top5_acc: 0.7742, loss_cls: 1.9667, loss: 3.2509, grad_norm: 3.4903 2021-03-11 22:24:54,107 - mmaction - INFO - Epoch [74][160/225] lr: 6.000e-02, eta: 6:00:07, time: 1.090, data_time: 0.003, memory: 8232, loss_aux: 1.2760, top1_acc: 0.5298, top5_acc: 0.7768, loss_cls: 1.9226, loss: 3.1986, grad_norm: 3.4885 2021-03-11 22:25:16,099 - mmaction - INFO - Epoch [74][180/225] lr: 6.000e-02, eta: 5:59:39, time: 1.101, data_time: 0.003, memory: 8232, loss_aux: 1.2924, top1_acc: 0.5103, top5_acc: 0.7594, loss_cls: 2.0045, loss: 3.2969, grad_norm: 3.5215 2021-03-11 22:25:38,191 - mmaction - INFO - Epoch [74][200/225] lr: 6.000e-02, eta: 5:59:11, time: 1.104, data_time: 0.003, memory: 8232, loss_aux: 1.2772, top1_acc: 0.5227, top5_acc: 0.7676, loss_cls: 1.9794, loss: 3.2567, grad_norm: 3.4596 2021-03-11 22:25:59,905 - mmaction - INFO - Epoch [74][220/225] lr: 6.000e-02, eta: 5:58:42, time: 1.087, data_time: 0.002, memory: 8232, loss_aux: 1.2731, top1_acc: 0.5141, top5_acc: 0.7704, loss_cls: 1.9753, loss: 3.2484, grad_norm: 3.4469 2021-03-11 22:26:06,314 - mmaction - INFO - Saving checkpoint at 74 epochs 2021-03-11 22:27:13,250 - mmaction - INFO - Epoch [75][20/225] lr: 6.000e-02, eta: 5:58:46, time: 3.291, data_time: 2.077, memory: 8232, loss_aux: 1.2746, top1_acc: 0.5262, top5_acc: 0.7857, loss_cls: 1.9148, loss: 3.1894, grad_norm: 3.4060 2021-03-11 22:27:34,598 - mmaction - INFO - Epoch [75][40/225] lr: 6.000e-02, eta: 5:58:16, time: 1.067, data_time: 0.004, memory: 8232, loss_aux: 1.2690, top1_acc: 0.5303, top5_acc: 0.7824, loss_cls: 1.9249, loss: 3.1939, grad_norm: 3.4957 2021-03-11 22:27:55,996 - mmaction - INFO - Epoch [75][60/225] lr: 6.000e-02, eta: 5:57:47, time: 1.069, data_time: 0.003, memory: 8232, loss_aux: 1.2985, top1_acc: 0.5197, top5_acc: 0.7652, loss_cls: 1.9886, loss: 3.2871, grad_norm: 3.5441 2021-03-11 22:28:17,457 - mmaction - INFO - Epoch [75][80/225] lr: 6.000e-02, eta: 5:57:18, time: 1.074, data_time: 0.002, memory: 8232, loss_aux: 1.2722, top1_acc: 0.5237, top5_acc: 0.7779, loss_cls: 1.9311, loss: 3.2034, grad_norm: 3.4879 2021-03-11 22:28:39,172 - mmaction - INFO - Epoch [75][100/225] lr: 6.000e-02, eta: 5:56:50, time: 1.085, data_time: 0.003, memory: 8232, loss_aux: 1.2688, top1_acc: 0.5367, top5_acc: 0.7846, loss_cls: 1.9163, loss: 3.1851, grad_norm: 3.4945 2021-03-11 22:29:00,991 - mmaction - INFO - Epoch [75][120/225] lr: 6.000e-02, eta: 5:56:21, time: 1.091, data_time: 0.002, memory: 8232, loss_aux: 1.2705, top1_acc: 0.5215, top5_acc: 0.7760, loss_cls: 1.9397, loss: 3.2102, grad_norm: 3.4580 2021-03-11 22:29:22,583 - mmaction - INFO - Epoch [75][140/225] lr: 6.000e-02, eta: 5:55:52, time: 1.079, data_time: 0.003, memory: 8232, loss_aux: 1.2779, top1_acc: 0.5225, top5_acc: 0.7710, loss_cls: 1.9567, loss: 3.2346, grad_norm: 3.4635 2021-03-11 22:29:44,326 - mmaction - INFO - Epoch [75][160/225] lr: 6.000e-02, eta: 5:55:24, time: 1.088, data_time: 0.002, memory: 8232, loss_aux: 1.2673, top1_acc: 0.5228, top5_acc: 0.7798, loss_cls: 1.9283, loss: 3.1956, grad_norm: 3.4603 2021-03-11 22:30:06,012 - mmaction - INFO - Epoch [75][180/225] lr: 6.000e-02, eta: 5:54:55, time: 1.084, data_time: 0.003, memory: 8232, loss_aux: 1.3020, top1_acc: 0.5090, top5_acc: 0.7673, loss_cls: 2.0056, loss: 3.3077, grad_norm: 3.5050 2021-03-11 22:30:27,769 - mmaction - INFO - Epoch [75][200/225] lr: 6.000e-02, eta: 5:54:26, time: 1.088, data_time: 0.002, memory: 8232, loss_aux: 1.2803, top1_acc: 0.5206, top5_acc: 0.7766, loss_cls: 1.9573, loss: 3.2376, grad_norm: 3.5004 2021-03-11 22:30:49,659 - mmaction - INFO - Epoch [75][220/225] lr: 6.000e-02, eta: 5:53:58, time: 1.094, data_time: 0.002, memory: 8232, loss_aux: 1.2774, top1_acc: 0.5212, top5_acc: 0.7747, loss_cls: 1.9591, loss: 3.2364, grad_norm: 3.4538 2021-03-11 22:30:55,927 - mmaction - INFO - Saving checkpoint at 75 epochs 2021-03-11 22:32:02,917 - mmaction - INFO - Epoch [76][20/225] lr: 6.000e-03, eta: 5:54:01, time: 3.286, data_time: 1.927, memory: 8232, loss_aux: 1.2256, top1_acc: 0.5566, top5_acc: 0.8018, loss_cls: 1.7935, loss: 3.0191, grad_norm: 3.2766 2021-03-11 22:32:24,227 - mmaction - INFO - Epoch [76][40/225] lr: 6.000e-03, eta: 5:53:32, time: 1.065, data_time: 0.005, memory: 8232, loss_aux: 1.2089, top1_acc: 0.5716, top5_acc: 0.8061, loss_cls: 1.7279, loss: 2.9368, grad_norm: 3.1782 2021-03-11 22:32:45,690 - mmaction - INFO - Epoch [76][60/225] lr: 6.000e-03, eta: 5:53:03, time: 1.073, data_time: 0.003, memory: 8232, loss_aux: 1.1603, top1_acc: 0.5954, top5_acc: 0.8267, loss_cls: 1.6165, loss: 2.7769, grad_norm: 3.1502 2021-03-11 22:33:07,166 - mmaction - INFO - Epoch [76][80/225] lr: 6.000e-03, eta: 5:52:34, time: 1.074, data_time: 0.002, memory: 8232, loss_aux: 1.1499, top1_acc: 0.5990, top5_acc: 0.8277, loss_cls: 1.5988, loss: 2.7486, grad_norm: 3.1354 2021-03-11 22:33:28,792 - mmaction - INFO - Epoch [76][100/225] lr: 6.000e-03, eta: 5:52:05, time: 1.081, data_time: 0.003, memory: 8232, loss_aux: 1.1355, top1_acc: 0.6137, top5_acc: 0.8345, loss_cls: 1.5502, loss: 2.6857, grad_norm: 3.1219 2021-03-11 22:33:50,585 - mmaction - INFO - Epoch [76][120/225] lr: 6.000e-03, eta: 5:51:36, time: 1.090, data_time: 0.002, memory: 8232, loss_aux: 1.1480, top1_acc: 0.5990, top5_acc: 0.8335, loss_cls: 1.5859, loss: 2.7338, grad_norm: 3.1913 2021-03-11 22:34:12,390 - mmaction - INFO - Epoch [76][140/225] lr: 6.000e-03, eta: 5:51:08, time: 1.090, data_time: 0.003, memory: 8232, loss_aux: 1.1392, top1_acc: 0.6100, top5_acc: 0.8391, loss_cls: 1.5546, loss: 2.6938, grad_norm: 3.2290 2021-03-11 22:34:34,169 - mmaction - INFO - Epoch [76][160/225] lr: 6.000e-03, eta: 5:50:39, time: 1.090, data_time: 0.002, memory: 8232, loss_aux: 1.1206, top1_acc: 0.6151, top5_acc: 0.8418, loss_cls: 1.5121, loss: 2.6326, grad_norm: 3.2176 2021-03-11 22:34:55,856 - mmaction - INFO - Epoch [76][180/225] lr: 6.000e-03, eta: 5:50:11, time: 1.084, data_time: 0.003, memory: 8232, loss_aux: 1.1179, top1_acc: 0.6219, top5_acc: 0.8428, loss_cls: 1.5109, loss: 2.6287, grad_norm: 3.2240 2021-03-11 22:35:17,757 - mmaction - INFO - Epoch [76][200/225] lr: 6.000e-03, eta: 5:49:43, time: 1.096, data_time: 0.002, memory: 8232, loss_aux: 1.0912, top1_acc: 0.6306, top5_acc: 0.8410, loss_cls: 1.4810, loss: 2.5723, grad_norm: 3.1873 2021-03-11 22:35:39,612 - mmaction - INFO - Epoch [76][220/225] lr: 6.000e-03, eta: 5:49:14, time: 1.092, data_time: 0.003, memory: 8232, loss_aux: 1.1073, top1_acc: 0.6268, top5_acc: 0.8470, loss_cls: 1.4865, loss: 2.5938, grad_norm: 3.2480 2021-03-11 22:35:45,896 - mmaction - INFO - Saving checkpoint at 76 epochs 2021-03-11 22:36:53,549 - mmaction - INFO - Epoch [77][20/225] lr: 6.000e-03, eta: 5:49:17, time: 3.320, data_time: 1.920, memory: 8232, loss_aux: 1.1124, top1_acc: 0.6391, top5_acc: 0.8543, loss_cls: 1.4374, loss: 2.5499, grad_norm: 3.2356 2021-03-11 22:37:14,859 - mmaction - INFO - Epoch [77][40/225] lr: 6.000e-03, eta: 5:48:48, time: 1.066, data_time: 0.003, memory: 8232, loss_aux: 1.0920, top1_acc: 0.6366, top5_acc: 0.8480, loss_cls: 1.4604, loss: 2.5524, grad_norm: 3.2610 2021-03-11 22:37:36,275 - mmaction - INFO - Epoch [77][60/225] lr: 6.000e-03, eta: 5:48:19, time: 1.070, data_time: 0.003, memory: 8232, loss_aux: 1.1008, top1_acc: 0.6280, top5_acc: 0.8480, loss_cls: 1.4671, loss: 2.5679, grad_norm: 3.2392 2021-03-11 22:37:57,793 - mmaction - INFO - Epoch [77][80/225] lr: 6.000e-03, eta: 5:47:50, time: 1.077, data_time: 0.002, memory: 8232, loss_aux: 1.1115, top1_acc: 0.6271, top5_acc: 0.8443, loss_cls: 1.4832, loss: 2.5946, grad_norm: 3.3267 2021-03-11 22:38:19,487 - mmaction - INFO - Epoch [77][100/225] lr: 6.000e-03, eta: 5:47:21, time: 1.084, data_time: 0.003, memory: 8232, loss_aux: 1.1094, top1_acc: 0.6341, top5_acc: 0.8474, loss_cls: 1.4780, loss: 2.5874, grad_norm: 3.3610 2021-03-11 22:38:41,270 - mmaction - INFO - Epoch [77][120/225] lr: 6.000e-03, eta: 5:46:53, time: 1.090, data_time: 0.002, memory: 8232, loss_aux: 1.1001, top1_acc: 0.6332, top5_acc: 0.8458, loss_cls: 1.4592, loss: 2.5593, grad_norm: 3.3068 2021-03-11 22:39:02,987 - mmaction - INFO - Epoch [77][140/225] lr: 6.000e-03, eta: 5:46:24, time: 1.085, data_time: 0.002, memory: 8232, loss_aux: 1.0942, top1_acc: 0.6324, top5_acc: 0.8496, loss_cls: 1.4570, loss: 2.5512, grad_norm: 3.3115 2021-03-11 22:39:24,706 - mmaction - INFO - Epoch [77][160/225] lr: 6.000e-03, eta: 5:45:56, time: 1.087, data_time: 0.002, memory: 8232, loss_aux: 1.0926, top1_acc: 0.6342, top5_acc: 0.8504, loss_cls: 1.4390, loss: 2.5316, grad_norm: 3.3015 2021-03-11 22:39:46,465 - mmaction - INFO - Epoch [77][180/225] lr: 6.000e-03, eta: 5:45:28, time: 1.087, data_time: 0.003, memory: 8232, loss_aux: 1.0866, top1_acc: 0.6359, top5_acc: 0.8569, loss_cls: 1.4349, loss: 2.5215, grad_norm: 3.3391 2021-03-11 22:40:08,389 - mmaction - INFO - Epoch [77][200/225] lr: 6.000e-03, eta: 5:44:59, time: 1.097, data_time: 0.002, memory: 8232, loss_aux: 1.0662, top1_acc: 0.6457, top5_acc: 0.8599, loss_cls: 1.3946, loss: 2.4608, grad_norm: 3.3234 2021-03-11 22:40:30,175 - mmaction - INFO - Epoch [77][220/225] lr: 6.000e-03, eta: 5:44:31, time: 1.088, data_time: 0.003, memory: 8232, loss_aux: 1.0849, top1_acc: 0.6365, top5_acc: 0.8562, loss_cls: 1.4189, loss: 2.5038, grad_norm: 3.3105 2021-03-11 22:40:36,489 - mmaction - INFO - Saving checkpoint at 77 epochs 2021-03-11 22:41:43,328 - mmaction - INFO - Epoch [78][20/225] lr: 6.000e-03, eta: 5:44:32, time: 3.272, data_time: 2.023, memory: 8232, loss_aux: 1.0625, top1_acc: 0.6544, top5_acc: 0.8625, loss_cls: 1.3676, loss: 2.4301, grad_norm: 3.2657 2021-03-11 22:42:04,656 - mmaction - INFO - Epoch [78][40/225] lr: 6.000e-03, eta: 5:44:03, time: 1.066, data_time: 0.004, memory: 8232, loss_aux: 1.0894, top1_acc: 0.6478, top5_acc: 0.8585, loss_cls: 1.4172, loss: 2.5066, grad_norm: 3.3827 2021-03-11 22:42:25,995 - mmaction - INFO - Epoch [78][60/225] lr: 6.000e-03, eta: 5:43:34, time: 1.067, data_time: 0.001, memory: 8232, loss_aux: 1.0934, top1_acc: 0.6396, top5_acc: 0.8460, loss_cls: 1.4450, loss: 2.5384, grad_norm: 3.3797 2021-03-11 22:42:47,627 - mmaction - INFO - Epoch [78][80/225] lr: 6.000e-03, eta: 5:43:05, time: 1.081, data_time: 0.003, memory: 8232, loss_aux: 1.0715, top1_acc: 0.6527, top5_acc: 0.8581, loss_cls: 1.3733, loss: 2.4448, grad_norm: 3.3177 2021-03-11 22:43:09,412 - mmaction - INFO - Epoch [78][100/225] lr: 6.000e-03, eta: 5:42:37, time: 1.090, data_time: 0.002, memory: 8232, loss_aux: 1.0893, top1_acc: 0.6408, top5_acc: 0.8589, loss_cls: 1.4130, loss: 2.5023, grad_norm: 3.4237 2021-03-11 22:43:31,214 - mmaction - INFO - Epoch [78][120/225] lr: 6.000e-03, eta: 5:42:09, time: 1.089, data_time: 0.003, memory: 8232, loss_aux: 1.0562, top1_acc: 0.6568, top5_acc: 0.8629, loss_cls: 1.3557, loss: 2.4118, grad_norm: 3.3427 2021-03-11 22:43:52,984 - mmaction - INFO - Epoch [78][140/225] lr: 6.000e-03, eta: 5:41:40, time: 1.089, data_time: 0.002, memory: 8232, loss_aux: 1.0768, top1_acc: 0.6417, top5_acc: 0.8591, loss_cls: 1.3999, loss: 2.4767, grad_norm: 3.3948 2021-03-11 22:44:14,706 - mmaction - INFO - Epoch [78][160/225] lr: 6.000e-03, eta: 5:41:12, time: 1.085, data_time: 0.003, memory: 8232, loss_aux: 1.0729, top1_acc: 0.6467, top5_acc: 0.8592, loss_cls: 1.3862, loss: 2.4591, grad_norm: 3.3999 2021-03-11 22:44:36,388 - mmaction - INFO - Epoch [78][180/225] lr: 6.000e-03, eta: 5:40:44, time: 1.085, data_time: 0.002, memory: 8232, loss_aux: 1.0728, top1_acc: 0.6456, top5_acc: 0.8576, loss_cls: 1.4082, loss: 2.4810, grad_norm: 3.4616 2021-03-11 22:44:58,191 - mmaction - INFO - Epoch [78][200/225] lr: 6.000e-03, eta: 5:40:15, time: 1.089, data_time: 0.003, memory: 8232, loss_aux: 1.0740, top1_acc: 0.6483, top5_acc: 0.8553, loss_cls: 1.3887, loss: 2.4627, grad_norm: 3.4166 2021-03-11 22:45:20,019 - mmaction - INFO - Epoch [78][220/225] lr: 6.000e-03, eta: 5:39:47, time: 1.092, data_time: 0.002, memory: 8232, loss_aux: 1.0724, top1_acc: 0.6456, top5_acc: 0.8594, loss_cls: 1.4023, loss: 2.4747, grad_norm: 3.4573 2021-03-11 22:45:26,588 - mmaction - INFO - Saving checkpoint at 78 epochs 2021-03-11 22:46:33,397 - mmaction - INFO - Epoch [79][20/225] lr: 6.000e-03, eta: 5:39:46, time: 3.243, data_time: 1.765, memory: 8232, loss_aux: 1.0661, top1_acc: 0.6510, top5_acc: 0.8590, loss_cls: 1.3741, loss: 2.4401, grad_norm: 3.4426 2021-03-11 22:46:54,718 - mmaction - INFO - Epoch [79][40/225] lr: 6.000e-03, eta: 5:39:18, time: 1.066, data_time: 0.004, memory: 8232, loss_aux: 1.0724, top1_acc: 0.6509, top5_acc: 0.8650, loss_cls: 1.3665, loss: 2.4389, grad_norm: 3.4430 2021-03-11 22:47:16,125 - mmaction - INFO - Epoch [79][60/225] lr: 6.000e-03, eta: 5:38:49, time: 1.070, data_time: 0.003, memory: 8232, loss_aux: 1.0457, top1_acc: 0.6635, top5_acc: 0.8673, loss_cls: 1.3340, loss: 2.3796, grad_norm: 3.3973 2021-03-11 22:47:37,765 - mmaction - INFO - Epoch [79][80/225] lr: 6.000e-03, eta: 5:38:20, time: 1.083, data_time: 0.002, memory: 8232, loss_aux: 1.0411, top1_acc: 0.6635, top5_acc: 0.8719, loss_cls: 1.3113, loss: 2.3524, grad_norm: 3.4121 2021-03-11 22:47:59,384 - mmaction - INFO - Epoch [79][100/225] lr: 6.000e-03, eta: 5:37:52, time: 1.080, data_time: 0.003, memory: 8232, loss_aux: 1.0696, top1_acc: 0.6566, top5_acc: 0.8600, loss_cls: 1.3693, loss: 2.4389, grad_norm: 3.4775 2021-03-11 22:48:21,151 - mmaction - INFO - Epoch [79][120/225] lr: 6.000e-03, eta: 5:37:24, time: 1.089, data_time: 0.002, memory: 8232, loss_aux: 1.0677, top1_acc: 0.6530, top5_acc: 0.8663, loss_cls: 1.3525, loss: 2.4202, grad_norm: 3.4659 2021-03-11 22:48:42,866 - mmaction - INFO - Epoch [79][140/225] lr: 6.000e-03, eta: 5:36:55, time: 1.085, data_time: 0.003, memory: 8232, loss_aux: 1.0591, top1_acc: 0.6564, top5_acc: 0.8609, loss_cls: 1.3578, loss: 2.4169, grad_norm: 3.4933 2021-03-11 22:49:04,565 - mmaction - INFO - Epoch [79][160/225] lr: 6.000e-03, eta: 5:36:27, time: 1.086, data_time: 0.002, memory: 8232, loss_aux: 1.0671, top1_acc: 0.6477, top5_acc: 0.8581, loss_cls: 1.3731, loss: 2.4402, grad_norm: 3.5082 2021-03-11 22:49:26,437 - mmaction - INFO - Epoch [79][180/225] lr: 6.000e-03, eta: 5:35:59, time: 1.093, data_time: 0.003, memory: 8232, loss_aux: 1.0609, top1_acc: 0.6642, top5_acc: 0.8590, loss_cls: 1.3575, loss: 2.4184, grad_norm: 3.4275 2021-03-11 22:49:48,020 - mmaction - INFO - Epoch [79][200/225] lr: 6.000e-03, eta: 5:35:30, time: 1.080, data_time: 0.002, memory: 8232, loss_aux: 1.0612, top1_acc: 0.6561, top5_acc: 0.8652, loss_cls: 1.3537, loss: 2.4149, grad_norm: 3.4896 2021-03-11 22:50:10,083 - mmaction - INFO - Epoch [79][220/225] lr: 6.000e-03, eta: 5:35:03, time: 1.102, data_time: 0.003, memory: 8232, loss_aux: 1.0721, top1_acc: 0.6591, top5_acc: 0.8648, loss_cls: 1.3558, loss: 2.4278, grad_norm: 3.5212 2021-03-11 22:50:16,296 - mmaction - INFO - Saving checkpoint at 79 epochs 2021-03-11 22:51:23,155 - mmaction - INFO - Epoch [80][20/225] lr: 6.000e-03, eta: 5:35:02, time: 3.278, data_time: 1.728, memory: 8232, loss_aux: 1.0401, top1_acc: 0.6725, top5_acc: 0.8706, loss_cls: 1.3011, loss: 2.3411, grad_norm: 3.4647 2021-03-11 22:51:44,541 - mmaction - INFO - Epoch [80][40/225] lr: 6.000e-03, eta: 5:34:33, time: 1.069, data_time: 0.005, memory: 8232, loss_aux: 1.0441, top1_acc: 0.6605, top5_acc: 0.8634, loss_cls: 1.3295, loss: 2.3736, grad_norm: 3.4762 2021-03-11 22:52:05,926 - mmaction - INFO - Epoch [80][60/225] lr: 6.000e-03, eta: 5:34:04, time: 1.069, data_time: 0.003, memory: 8232, loss_aux: 1.0516, top1_acc: 0.6608, top5_acc: 0.8654, loss_cls: 1.3209, loss: 2.3724, grad_norm: 3.4854 2021-03-11 22:52:27,551 - mmaction - INFO - Epoch [80][80/225] lr: 6.000e-03, eta: 5:33:36, time: 1.082, data_time: 0.002, memory: 8232, loss_aux: 1.0381, top1_acc: 0.6660, top5_acc: 0.8656, loss_cls: 1.3183, loss: 2.3564, grad_norm: 3.4640 2021-03-11 22:52:49,422 - mmaction - INFO - Epoch [80][100/225] lr: 6.000e-03, eta: 5:33:08, time: 1.093, data_time: 0.003, memory: 8232, loss_aux: 1.0398, top1_acc: 0.6674, top5_acc: 0.8689, loss_cls: 1.3174, loss: 2.3572, grad_norm: 3.5496 2021-03-11 22:53:11,165 - mmaction - INFO - Epoch [80][120/225] lr: 6.000e-03, eta: 5:32:40, time: 1.088, data_time: 0.002, memory: 8232, loss_aux: 1.0619, top1_acc: 0.6574, top5_acc: 0.8654, loss_cls: 1.3509, loss: 2.4128, grad_norm: 3.5710 2021-03-11 22:53:33,126 - mmaction - INFO - Epoch [80][140/225] lr: 6.000e-03, eta: 5:32:12, time: 1.097, data_time: 0.003, memory: 8232, loss_aux: 1.0431, top1_acc: 0.6660, top5_acc: 0.8693, loss_cls: 1.3164, loss: 2.3596, grad_norm: 3.5466 2021-03-11 22:53:54,982 - mmaction - INFO - Epoch [80][160/225] lr: 6.000e-03, eta: 5:31:44, time: 1.094, data_time: 0.002, memory: 8232, loss_aux: 1.0675, top1_acc: 0.6585, top5_acc: 0.8602, loss_cls: 1.3610, loss: 2.4285, grad_norm: 3.6144 2021-03-11 22:54:16,815 - mmaction - INFO - Epoch [80][180/225] lr: 6.000e-03, eta: 5:31:15, time: 1.091, data_time: 0.003, memory: 8232, loss_aux: 1.0371, top1_acc: 0.6695, top5_acc: 0.8690, loss_cls: 1.2941, loss: 2.3312, grad_norm: 3.5684 2021-03-11 22:54:38,568 - mmaction - INFO - Epoch [80][200/225] lr: 6.000e-03, eta: 5:30:47, time: 1.088, data_time: 0.002, memory: 8232, loss_aux: 1.0455, top1_acc: 0.6630, top5_acc: 0.8677, loss_cls: 1.3219, loss: 2.3675, grad_norm: 3.5430 2021-03-11 22:55:00,579 - mmaction - INFO - Epoch [80][220/225] lr: 6.000e-03, eta: 5:30:19, time: 1.100, data_time: 0.003, memory: 8232, loss_aux: 1.0494, top1_acc: 0.6615, top5_acc: 0.8637, loss_cls: 1.3351, loss: 2.3844, grad_norm: 3.5829 2021-03-11 22:55:07,078 - mmaction - INFO - Saving checkpoint at 80 epochs 2021-03-11 22:56:14,998 - mmaction - INFO - Epoch [81][20/225] lr: 6.000e-03, eta: 5:30:19, time: 3.336, data_time: 1.954, memory: 8232, loss_aux: 1.0406, top1_acc: 0.6658, top5_acc: 0.8660, loss_cls: 1.3102, loss: 2.3507, grad_norm: 3.5822 2021-03-11 22:56:36,397 - mmaction - INFO - Epoch [81][40/225] lr: 6.000e-03, eta: 5:29:50, time: 1.070, data_time: 0.004, memory: 8232, loss_aux: 1.0269, top1_acc: 0.6814, top5_acc: 0.8759, loss_cls: 1.2636, loss: 2.2905, grad_norm: 3.5337 2021-03-11 22:56:57,852 - mmaction - INFO - Epoch [81][60/225] lr: 6.000e-03, eta: 5:29:22, time: 1.072, data_time: 0.003, memory: 8232, loss_aux: 1.0428, top1_acc: 0.6677, top5_acc: 0.8708, loss_cls: 1.2945, loss: 2.3372, grad_norm: 3.5842 2021-03-11 22:57:19,466 - mmaction - INFO - Epoch [81][80/225] lr: 6.000e-03, eta: 5:28:53, time: 1.081, data_time: 0.002, memory: 8232, loss_aux: 1.0285, top1_acc: 0.6694, top5_acc: 0.8710, loss_cls: 1.2996, loss: 2.3281, grad_norm: 3.5598 2021-03-11 22:57:41,213 - mmaction - INFO - Epoch [81][100/225] lr: 6.000e-03, eta: 5:28:25, time: 1.087, data_time: 0.003, memory: 8232, loss_aux: 1.0394, top1_acc: 0.6628, top5_acc: 0.8690, loss_cls: 1.3167, loss: 2.3561, grad_norm: 3.6131 2021-03-11 22:58:02,841 - mmaction - INFO - Epoch [81][120/225] lr: 6.000e-03, eta: 5:27:57, time: 1.082, data_time: 0.002, memory: 8232, loss_aux: 1.0556, top1_acc: 0.6546, top5_acc: 0.8660, loss_cls: 1.3419, loss: 2.3974, grad_norm: 3.6936 2021-03-11 22:58:24,770 - mmaction - INFO - Epoch [81][140/225] lr: 6.000e-03, eta: 5:27:29, time: 1.096, data_time: 0.003, memory: 8232, loss_aux: 1.0308, top1_acc: 0.6729, top5_acc: 0.8708, loss_cls: 1.2756, loss: 2.3064, grad_norm: 3.6038 2021-03-11 22:58:46,572 - mmaction - INFO - Epoch [81][160/225] lr: 6.000e-03, eta: 5:27:01, time: 1.091, data_time: 0.002, memory: 8232, loss_aux: 1.0608, top1_acc: 0.6639, top5_acc: 0.8647, loss_cls: 1.3385, loss: 2.3994, grad_norm: 3.6771 2021-03-11 22:59:08,383 - mmaction - INFO - Epoch [81][180/225] lr: 6.000e-03, eta: 5:26:33, time: 1.090, data_time: 0.003, memory: 8232, loss_aux: 1.0349, top1_acc: 0.6733, top5_acc: 0.8691, loss_cls: 1.2990, loss: 2.3339, grad_norm: 3.6608 2021-03-11 22:59:30,278 - mmaction - INFO - Epoch [81][200/225] lr: 6.000e-03, eta: 5:26:05, time: 1.096, data_time: 0.002, memory: 8232, loss_aux: 1.0535, top1_acc: 0.6647, top5_acc: 0.8638, loss_cls: 1.3259, loss: 2.3794, grad_norm: 3.6503 2021-03-11 22:59:52,208 - mmaction - INFO - Epoch [81][220/225] lr: 6.000e-03, eta: 5:25:37, time: 1.096, data_time: 0.003, memory: 8232, loss_aux: 1.0395, top1_acc: 0.6677, top5_acc: 0.8740, loss_cls: 1.3028, loss: 2.3423, grad_norm: 3.7009 2021-03-11 22:59:58,765 - mmaction - INFO - Saving checkpoint at 81 epochs 2021-03-11 23:01:05,356 - mmaction - INFO - Epoch [82][20/225] lr: 6.000e-03, eta: 5:25:35, time: 3.278, data_time: 1.973, memory: 8232, loss_aux: 1.0196, top1_acc: 0.6812, top5_acc: 0.8730, loss_cls: 1.2602, loss: 2.2798, grad_norm: 3.5998 2021-03-11 23:01:26,676 - mmaction - INFO - Epoch [82][40/225] lr: 6.000e-03, eta: 5:25:06, time: 1.066, data_time: 0.004, memory: 8232, loss_aux: 1.0374, top1_acc: 0.6733, top5_acc: 0.8706, loss_cls: 1.2796, loss: 2.3170, grad_norm: 3.6689 2021-03-11 23:01:48,141 - mmaction - INFO - Epoch [82][60/225] lr: 6.000e-03, eta: 5:24:38, time: 1.073, data_time: 0.003, memory: 8232, loss_aux: 1.0225, top1_acc: 0.6742, top5_acc: 0.8727, loss_cls: 1.2804, loss: 2.3029, grad_norm: 3.6770 2021-03-11 23:02:09,682 - mmaction - INFO - Epoch [82][80/225] lr: 6.000e-03, eta: 5:24:10, time: 1.077, data_time: 0.001, memory: 8232, loss_aux: 1.0312, top1_acc: 0.6719, top5_acc: 0.8695, loss_cls: 1.2943, loss: 2.3255, grad_norm: 3.6382 2021-03-11 23:02:31,510 - mmaction - INFO - Epoch [82][100/225] lr: 6.000e-03, eta: 5:23:41, time: 1.090, data_time: 0.003, memory: 8232, loss_aux: 1.0358, top1_acc: 0.6793, top5_acc: 0.8716, loss_cls: 1.2774, loss: 2.3132, grad_norm: 3.6715 2021-03-11 23:02:53,133 - mmaction - INFO - Epoch [82][120/225] lr: 6.000e-03, eta: 5:23:13, time: 1.082, data_time: 0.002, memory: 8232, loss_aux: 1.0365, top1_acc: 0.6663, top5_acc: 0.8664, loss_cls: 1.2982, loss: 2.3347, grad_norm: 3.7085 2021-03-11 23:03:15,071 - mmaction - INFO - Epoch [82][140/225] lr: 6.000e-03, eta: 5:22:45, time: 1.096, data_time: 0.003, memory: 8232, loss_aux: 1.0206, top1_acc: 0.6725, top5_acc: 0.8759, loss_cls: 1.2629, loss: 2.2835, grad_norm: 3.6912 2021-03-11 23:03:36,746 - mmaction - INFO - Epoch [82][160/225] lr: 6.000e-03, eta: 5:22:17, time: 1.085, data_time: 0.002, memory: 8232, loss_aux: 1.0485, top1_acc: 0.6641, top5_acc: 0.8711, loss_cls: 1.3186, loss: 2.3671, grad_norm: 3.8033 2021-03-11 23:03:58,495 - mmaction - INFO - Epoch [82][180/225] lr: 6.000e-03, eta: 5:21:49, time: 1.087, data_time: 0.003, memory: 8232, loss_aux: 1.0393, top1_acc: 0.6663, top5_acc: 0.8714, loss_cls: 1.2973, loss: 2.3366, grad_norm: 3.7202 2021-03-11 23:04:20,494 - mmaction - INFO - Epoch [82][200/225] lr: 6.000e-03, eta: 5:21:21, time: 1.101, data_time: 0.002, memory: 8232, loss_aux: 1.0278, top1_acc: 0.6689, top5_acc: 0.8676, loss_cls: 1.2971, loss: 2.3248, grad_norm: 3.6870 2021-03-11 23:04:42,263 - mmaction - INFO - Epoch [82][220/225] lr: 6.000e-03, eta: 5:20:54, time: 1.088, data_time: 0.003, memory: 8232, loss_aux: 1.0337, top1_acc: 0.6664, top5_acc: 0.8720, loss_cls: 1.2906, loss: 2.3243, grad_norm: 3.7076 2021-03-11 23:04:48,896 - mmaction - INFO - Saving checkpoint at 82 epochs 2021-03-11 23:05:54,813 - mmaction - INFO - Epoch [83][20/225] lr: 6.000e-03, eta: 5:20:49, time: 3.230, data_time: 1.838, memory: 8232, loss_aux: 1.0365, top1_acc: 0.6751, top5_acc: 0.8732, loss_cls: 1.2900, loss: 2.3265, grad_norm: 3.7630 2021-03-11 23:06:16,120 - mmaction - INFO - Epoch [83][40/225] lr: 6.000e-03, eta: 5:20:21, time: 1.065, data_time: 0.005, memory: 8232, loss_aux: 1.0301, top1_acc: 0.6753, top5_acc: 0.8750, loss_cls: 1.2589, loss: 2.2889, grad_norm: 3.7044 2021-03-11 23:06:37,572 - mmaction - INFO - Epoch [83][60/225] lr: 6.000e-03, eta: 5:19:53, time: 1.072, data_time: 0.003, memory: 8232, loss_aux: 1.0286, top1_acc: 0.6742, top5_acc: 0.8764, loss_cls: 1.2612, loss: 2.2898, grad_norm: 3.7424 2021-03-11 23:06:59,116 - mmaction - INFO - Epoch [83][80/225] lr: 6.000e-03, eta: 5:19:25, time: 1.078, data_time: 0.002, memory: 8232, loss_aux: 1.0310, top1_acc: 0.6801, top5_acc: 0.8799, loss_cls: 1.2466, loss: 2.2776, grad_norm: 3.7464 2021-03-11 23:07:20,856 - mmaction - INFO - Epoch [83][100/225] lr: 6.000e-03, eta: 5:18:57, time: 1.086, data_time: 0.003, memory: 8232, loss_aux: 1.0307, top1_acc: 0.6691, top5_acc: 0.8715, loss_cls: 1.2923, loss: 2.3229, grad_norm: 3.8104 2021-03-11 23:07:42,668 - mmaction - INFO - Epoch [83][120/225] lr: 6.000e-03, eta: 5:18:29, time: 1.091, data_time: 0.002, memory: 8232, loss_aux: 1.0367, top1_acc: 0.6775, top5_acc: 0.8754, loss_cls: 1.2813, loss: 2.3180, grad_norm: 3.7408 2021-03-11 23:08:04,477 - mmaction - INFO - Epoch [83][140/225] lr: 6.000e-03, eta: 5:18:01, time: 1.090, data_time: 0.003, memory: 8232, loss_aux: 1.0230, top1_acc: 0.6751, top5_acc: 0.8760, loss_cls: 1.2665, loss: 2.2895, grad_norm: 3.7917 2021-03-11 23:08:26,228 - mmaction - INFO - Epoch [83][160/225] lr: 6.000e-03, eta: 5:17:33, time: 1.088, data_time: 0.002, memory: 8232, loss_aux: 1.0119, top1_acc: 0.6858, top5_acc: 0.8828, loss_cls: 1.2407, loss: 2.2526, grad_norm: 3.7425 2021-03-11 23:08:48,108 - mmaction - INFO - Epoch [83][180/225] lr: 6.000e-03, eta: 5:17:05, time: 1.093, data_time: 0.003, memory: 8232, loss_aux: 1.0278, top1_acc: 0.6684, top5_acc: 0.8738, loss_cls: 1.2743, loss: 2.3021, grad_norm: 3.7751 2021-03-11 23:09:09,874 - mmaction - INFO - Epoch [83][200/225] lr: 6.000e-03, eta: 5:16:37, time: 1.089, data_time: 0.002, memory: 8232, loss_aux: 1.0126, top1_acc: 0.6802, top5_acc: 0.8802, loss_cls: 1.2497, loss: 2.2623, grad_norm: 3.7947 2021-03-11 23:09:31,692 - mmaction - INFO - Epoch [83][220/225] lr: 6.000e-03, eta: 5:16:09, time: 1.090, data_time: 0.003, memory: 8232, loss_aux: 1.0181, top1_acc: 0.6772, top5_acc: 0.8767, loss_cls: 1.2609, loss: 2.2790, grad_norm: 3.8338 2021-03-11 23:09:37,954 - mmaction - INFO - Saving checkpoint at 83 epochs 2021-03-11 23:10:45,407 - mmaction - INFO - Epoch [84][20/225] lr: 6.000e-03, eta: 5:16:06, time: 3.321, data_time: 1.777, memory: 8232, loss_aux: 1.0222, top1_acc: 0.6846, top5_acc: 0.8764, loss_cls: 1.2504, loss: 2.2726, grad_norm: 3.7854 2021-03-11 23:11:06,744 - mmaction - INFO - Epoch [84][40/225] lr: 6.000e-03, eta: 5:15:38, time: 1.067, data_time: 0.003, memory: 8232, loss_aux: 1.0169, top1_acc: 0.6859, top5_acc: 0.8780, loss_cls: 1.2381, loss: 2.2550, grad_norm: 3.7934 2021-03-11 23:11:28,227 - mmaction - INFO - Epoch [84][60/225] lr: 6.000e-03, eta: 5:15:09, time: 1.074, data_time: 0.003, memory: 8232, loss_aux: 1.0238, top1_acc: 0.6794, top5_acc: 0.8796, loss_cls: 1.2566, loss: 2.2805, grad_norm: 3.8531 2021-03-11 23:11:49,706 - mmaction - INFO - Epoch [84][80/225] lr: 6.000e-03, eta: 5:14:41, time: 1.075, data_time: 0.002, memory: 8232, loss_aux: 1.0221, top1_acc: 0.6824, top5_acc: 0.8807, loss_cls: 1.2284, loss: 2.2505, grad_norm: 3.8293 2021-03-11 23:12:11,329 - mmaction - INFO - Epoch [84][100/225] lr: 6.000e-03, eta: 5:14:13, time: 1.081, data_time: 0.001, memory: 8232, loss_aux: 1.0084, top1_acc: 0.6913, top5_acc: 0.8807, loss_cls: 1.2304, loss: 2.2388, grad_norm: 3.8137 2021-03-11 23:12:32,999 - mmaction - INFO - Epoch [84][120/225] lr: 6.000e-03, eta: 5:13:45, time: 1.082, data_time: 0.003, memory: 8232, loss_aux: 1.0152, top1_acc: 0.6853, top5_acc: 0.8855, loss_cls: 1.2274, loss: 2.2426, grad_norm: 3.8765 2021-03-11 23:12:54,778 - mmaction - INFO - Epoch [84][140/225] lr: 6.000e-03, eta: 5:13:17, time: 1.090, data_time: 0.003, memory: 8232, loss_aux: 1.0164, top1_acc: 0.6799, top5_acc: 0.8784, loss_cls: 1.2457, loss: 2.2621, grad_norm: 3.8398 2021-03-11 23:13:16,670 - mmaction - INFO - Epoch [84][160/225] lr: 6.000e-03, eta: 5:12:50, time: 1.094, data_time: 0.003, memory: 8232, loss_aux: 1.0222, top1_acc: 0.6699, top5_acc: 0.8784, loss_cls: 1.2652, loss: 2.2874, grad_norm: 3.9073 2021-03-11 23:13:38,358 - mmaction - INFO - Epoch [84][180/225] lr: 6.000e-03, eta: 5:12:22, time: 1.085, data_time: 0.002, memory: 8232, loss_aux: 1.0223, top1_acc: 0.6844, top5_acc: 0.8743, loss_cls: 1.2446, loss: 2.2669, grad_norm: 3.8407 2021-03-11 23:14:00,130 - mmaction - INFO - Epoch [84][200/225] lr: 6.000e-03, eta: 5:11:54, time: 1.088, data_time: 0.003, memory: 8232, loss_aux: 1.0173, top1_acc: 0.6839, top5_acc: 0.8757, loss_cls: 1.2342, loss: 2.2516, grad_norm: 3.8504 2021-03-11 23:14:21,835 - mmaction - INFO - Epoch [84][220/225] lr: 6.000e-03, eta: 5:11:26, time: 1.086, data_time: 0.003, memory: 8232, loss_aux: 1.0352, top1_acc: 0.6743, top5_acc: 0.8716, loss_cls: 1.2751, loss: 2.3103, grad_norm: 3.8538 2021-03-11 23:14:28,166 - mmaction - INFO - Saving checkpoint at 84 epochs 2021-03-11 23:15:35,348 - mmaction - INFO - Epoch [85][20/225] lr: 6.000e-03, eta: 5:11:21, time: 3.292, data_time: 2.008, memory: 8232, loss_aux: 0.9990, top1_acc: 0.6934, top5_acc: 0.8820, loss_cls: 1.1993, loss: 2.1984, grad_norm: 3.8057 2021-03-11 23:15:56,643 - mmaction - INFO - Epoch [85][40/225] lr: 6.000e-03, eta: 5:10:53, time: 1.065, data_time: 0.003, memory: 8232, loss_aux: 1.0223, top1_acc: 0.6823, top5_acc: 0.8754, loss_cls: 1.2545, loss: 2.2768, grad_norm: 3.8669 2021-03-11 23:16:18,069 - mmaction - INFO - Epoch [85][60/225] lr: 6.000e-03, eta: 5:10:25, time: 1.071, data_time: 0.003, memory: 8232, loss_aux: 1.0183, top1_acc: 0.6854, top5_acc: 0.8792, loss_cls: 1.2308, loss: 2.2491, grad_norm: 3.8815 2021-03-11 23:16:39,566 - mmaction - INFO - Epoch [85][80/225] lr: 6.000e-03, eta: 5:09:57, time: 1.075, data_time: 0.002, memory: 8232, loss_aux: 1.0284, top1_acc: 0.6823, top5_acc: 0.8750, loss_cls: 1.2562, loss: 2.2847, grad_norm: 3.8968 2021-03-11 23:17:01,297 - mmaction - INFO - Epoch [85][100/225] lr: 6.000e-03, eta: 5:09:29, time: 1.086, data_time: 0.003, memory: 8232, loss_aux: 1.0225, top1_acc: 0.6896, top5_acc: 0.8781, loss_cls: 1.2369, loss: 2.2594, grad_norm: 3.9401 2021-03-11 23:17:23,070 - mmaction - INFO - Epoch [85][120/225] lr: 6.000e-03, eta: 5:09:01, time: 1.090, data_time: 0.002, memory: 8232, loss_aux: 1.0155, top1_acc: 0.6839, top5_acc: 0.8762, loss_cls: 1.2347, loss: 2.2502, grad_norm: 3.8834 2021-03-11 23:17:44,912 - mmaction - INFO - Epoch [85][140/225] lr: 6.000e-03, eta: 5:08:34, time: 1.092, data_time: 0.003, memory: 8232, loss_aux: 1.0029, top1_acc: 0.6940, top5_acc: 0.8871, loss_cls: 1.1970, loss: 2.1999, grad_norm: 3.8553 2021-03-11 23:18:06,782 - mmaction - INFO - Epoch [85][160/225] lr: 6.000e-03, eta: 5:08:06, time: 1.093, data_time: 0.003, memory: 8232, loss_aux: 1.0148, top1_acc: 0.6921, top5_acc: 0.8777, loss_cls: 1.2271, loss: 2.2420, grad_norm: 3.9391 2021-03-11 23:18:28,598 - mmaction - INFO - Epoch [85][180/225] lr: 6.000e-03, eta: 5:07:38, time: 1.092, data_time: 0.002, memory: 8232, loss_aux: 1.0114, top1_acc: 0.6841, top5_acc: 0.8766, loss_cls: 1.2330, loss: 2.2444, grad_norm: 3.9117 2021-03-11 23:18:50,457 - mmaction - INFO - Epoch [85][200/225] lr: 6.000e-03, eta: 5:07:10, time: 1.092, data_time: 0.003, memory: 8232, loss_aux: 1.0043, top1_acc: 0.6861, top5_acc: 0.8801, loss_cls: 1.2079, loss: 2.2122, grad_norm: 3.8614 2021-03-11 23:19:12,169 - mmaction - INFO - Epoch [85][220/225] lr: 6.000e-03, eta: 5:06:43, time: 1.086, data_time: 0.002, memory: 8232, loss_aux: 1.0247, top1_acc: 0.6801, top5_acc: 0.8717, loss_cls: 1.2619, loss: 2.2866, grad_norm: 3.9728 2021-03-11 23:19:18,754 - mmaction - INFO - Saving checkpoint at 85 epochs 2021-03-11 23:20:26,121 - mmaction - INFO - Epoch [86][20/225] lr: 6.000e-03, eta: 5:06:37, time: 3.234, data_time: 1.714, memory: 8232, loss_aux: 1.0132, top1_acc: 0.6879, top5_acc: 0.8807, loss_cls: 1.2208, loss: 2.2340, grad_norm: 3.9416 2021-03-11 23:20:47,492 - mmaction - INFO - Epoch [86][40/225] lr: 6.000e-03, eta: 5:06:08, time: 1.069, data_time: 0.004, memory: 8232, loss_aux: 0.9918, top1_acc: 0.6986, top5_acc: 0.8883, loss_cls: 1.1747, loss: 2.1665, grad_norm: 3.8766 2021-03-11 23:21:08,903 - mmaction - INFO - Epoch [86][60/225] lr: 6.000e-03, eta: 5:05:40, time: 1.070, data_time: 0.003, memory: 8232, loss_aux: 1.0107, top1_acc: 0.6911, top5_acc: 0.8822, loss_cls: 1.2137, loss: 2.2244, grad_norm: 3.9508 2021-03-11 23:21:30,443 - mmaction - INFO - Epoch [86][80/225] lr: 6.000e-03, eta: 5:05:12, time: 1.078, data_time: 0.002, memory: 8232, loss_aux: 0.9988, top1_acc: 0.6868, top5_acc: 0.8835, loss_cls: 1.2117, loss: 2.2105, grad_norm: 3.9930 2021-03-11 23:21:52,274 - mmaction - INFO - Epoch [86][100/225] lr: 6.000e-03, eta: 5:04:45, time: 1.091, data_time: 0.003, memory: 8232, loss_aux: 1.0047, top1_acc: 0.6906, top5_acc: 0.8845, loss_cls: 1.2125, loss: 2.2172, grad_norm: 4.0397 2021-03-11 23:22:13,855 - mmaction - INFO - Epoch [86][120/225] lr: 6.000e-03, eta: 5:04:17, time: 1.080, data_time: 0.002, memory: 8232, loss_aux: 0.9987, top1_acc: 0.6944, top5_acc: 0.8833, loss_cls: 1.1950, loss: 2.1936, grad_norm: 3.9506 2021-03-11 23:22:35,630 - mmaction - INFO - Epoch [86][140/225] lr: 6.000e-03, eta: 5:03:49, time: 1.088, data_time: 0.003, memory: 8232, loss_aux: 1.0159, top1_acc: 0.6844, top5_acc: 0.8803, loss_cls: 1.2236, loss: 2.2395, grad_norm: 4.0242 2021-03-11 23:22:57,290 - mmaction - INFO - Epoch [86][160/225] lr: 6.000e-03, eta: 5:03:21, time: 1.084, data_time: 0.002, memory: 8232, loss_aux: 0.9892, top1_acc: 0.7031, top5_acc: 0.8906, loss_cls: 1.1686, loss: 2.1578, grad_norm: 3.9876 2021-03-11 23:23:19,014 - mmaction - INFO - Epoch [86][180/225] lr: 6.000e-03, eta: 5:02:54, time: 1.086, data_time: 0.003, memory: 8232, loss_aux: 0.9909, top1_acc: 0.6878, top5_acc: 0.8852, loss_cls: 1.2049, loss: 2.1958, grad_norm: 4.1015 2021-03-11 23:23:40,787 - mmaction - INFO - Epoch [86][200/225] lr: 6.000e-03, eta: 5:02:26, time: 1.090, data_time: 0.002, memory: 8232, loss_aux: 1.0094, top1_acc: 0.6839, top5_acc: 0.8820, loss_cls: 1.2276, loss: 2.2370, grad_norm: 4.0397 2021-03-11 23:24:02,591 - mmaction - INFO - Epoch [86][220/225] lr: 6.000e-03, eta: 5:01:58, time: 1.089, data_time: 0.003, memory: 8232, loss_aux: 1.0156, top1_acc: 0.6905, top5_acc: 0.8790, loss_cls: 1.2416, loss: 2.2572, grad_norm: 4.0424 2021-03-11 23:24:08,811 - mmaction - INFO - Saving checkpoint at 86 epochs 2021-03-11 23:25:15,309 - mmaction - INFO - Epoch [87][20/225] lr: 6.000e-03, eta: 5:01:52, time: 3.266, data_time: 1.857, memory: 8232, loss_aux: 1.0078, top1_acc: 0.6948, top5_acc: 0.8845, loss_cls: 1.2012, loss: 2.2090, grad_norm: 3.9673 2021-03-11 23:25:36,663 - mmaction - INFO - Epoch [87][40/225] lr: 6.000e-03, eta: 5:01:24, time: 1.068, data_time: 0.004, memory: 8232, loss_aux: 0.9929, top1_acc: 0.6979, top5_acc: 0.8875, loss_cls: 1.1788, loss: 2.1717, grad_norm: 4.0271 2021-03-11 23:25:58,083 - mmaction - INFO - Epoch [87][60/225] lr: 6.000e-03, eta: 5:00:56, time: 1.070, data_time: 0.003, memory: 8232, loss_aux: 1.0137, top1_acc: 0.6901, top5_acc: 0.8797, loss_cls: 1.2121, loss: 2.2258, grad_norm: 4.0466 2021-03-11 23:26:19,545 - mmaction - INFO - Epoch [87][80/225] lr: 6.000e-03, eta: 5:00:28, time: 1.074, data_time: 0.002, memory: 8232, loss_aux: 0.9892, top1_acc: 0.6944, top5_acc: 0.8845, loss_cls: 1.1776, loss: 2.1668, grad_norm: 4.0139 2021-03-11 23:26:41,224 - mmaction - INFO - Epoch [87][100/225] lr: 6.000e-03, eta: 5:00:00, time: 1.083, data_time: 0.003, memory: 8232, loss_aux: 0.9941, top1_acc: 0.7022, top5_acc: 0.8849, loss_cls: 1.1823, loss: 2.1764, grad_norm: 4.0050 2021-03-11 23:27:03,035 - mmaction - INFO - Epoch [87][120/225] lr: 6.000e-03, eta: 4:59:33, time: 1.091, data_time: 0.002, memory: 8232, loss_aux: 0.9995, top1_acc: 0.6954, top5_acc: 0.8850, loss_cls: 1.1883, loss: 2.1878, grad_norm: 4.0756 2021-03-11 23:27:24,865 - mmaction - INFO - Epoch [87][140/225] lr: 6.000e-03, eta: 4:59:05, time: 1.091, data_time: 0.003, memory: 8232, loss_aux: 1.0033, top1_acc: 0.6966, top5_acc: 0.8865, loss_cls: 1.1850, loss: 2.1884, grad_norm: 4.0000 2021-03-11 23:27:46,582 - mmaction - INFO - Epoch [87][160/225] lr: 6.000e-03, eta: 4:58:37, time: 1.087, data_time: 0.002, memory: 8232, loss_aux: 1.0152, top1_acc: 0.6924, top5_acc: 0.8823, loss_cls: 1.2084, loss: 2.2236, grad_norm: 4.0395 2021-03-11 23:28:08,288 - mmaction - INFO - Epoch [87][180/225] lr: 6.000e-03, eta: 4:58:10, time: 1.084, data_time: 0.003, memory: 8232, loss_aux: 1.0141, top1_acc: 0.6879, top5_acc: 0.8780, loss_cls: 1.2170, loss: 2.2311, grad_norm: 4.1047 2021-03-11 23:28:30,218 - mmaction - INFO - Epoch [87][200/225] lr: 6.000e-03, eta: 4:57:42, time: 1.097, data_time: 0.002, memory: 8232, loss_aux: 1.0071, top1_acc: 0.6857, top5_acc: 0.8865, loss_cls: 1.2142, loss: 2.2212, grad_norm: 4.1654 2021-03-11 23:28:52,076 - mmaction - INFO - Epoch [87][220/225] lr: 6.000e-03, eta: 4:57:15, time: 1.092, data_time: 0.003, memory: 8232, loss_aux: 1.0004, top1_acc: 0.6978, top5_acc: 0.8868, loss_cls: 1.1837, loss: 2.1841, grad_norm: 4.0506 2021-03-11 23:28:58,416 - mmaction - INFO - Saving checkpoint at 87 epochs 2021-03-11 23:30:07,143 - mmaction - INFO - Epoch [88][20/225] lr: 6.000e-03, eta: 4:57:09, time: 3.359, data_time: 1.936, memory: 8232, loss_aux: 1.0089, top1_acc: 0.6999, top5_acc: 0.8904, loss_cls: 1.1735, loss: 2.1824, grad_norm: 4.0889 2021-03-11 23:30:28,475 - mmaction - INFO - Epoch [88][40/225] lr: 6.000e-03, eta: 4:56:41, time: 1.067, data_time: 0.003, memory: 8232, loss_aux: 0.9953, top1_acc: 0.6987, top5_acc: 0.8859, loss_cls: 1.1824, loss: 2.1777, grad_norm: 4.1246 2021-03-11 23:30:49,885 - mmaction - INFO - Epoch [88][60/225] lr: 6.000e-03, eta: 4:56:13, time: 1.070, data_time: 0.003, memory: 8232, loss_aux: 1.0032, top1_acc: 0.6991, top5_acc: 0.8853, loss_cls: 1.1720, loss: 2.1752, grad_norm: 4.0607 2021-03-11 23:31:11,404 - mmaction - INFO - Epoch [88][80/225] lr: 6.000e-03, eta: 4:55:45, time: 1.077, data_time: 0.002, memory: 8232, loss_aux: 1.0016, top1_acc: 0.6974, top5_acc: 0.8865, loss_cls: 1.1714, loss: 2.1730, grad_norm: 4.0881 2021-03-11 23:31:33,035 - mmaction - INFO - Epoch [88][100/225] lr: 6.000e-03, eta: 4:55:17, time: 1.081, data_time: 0.003, memory: 8232, loss_aux: 0.9864, top1_acc: 0.6958, top5_acc: 0.8928, loss_cls: 1.1614, loss: 2.1479, grad_norm: 4.0708 2021-03-11 23:31:54,761 - mmaction - INFO - Epoch [88][120/225] lr: 6.000e-03, eta: 4:54:50, time: 1.087, data_time: 0.002, memory: 8232, loss_aux: 1.0000, top1_acc: 0.6978, top5_acc: 0.8904, loss_cls: 1.1734, loss: 2.1735, grad_norm: 4.0817 2021-03-11 23:32:16,361 - mmaction - INFO - Epoch [88][140/225] lr: 6.000e-03, eta: 4:54:22, time: 1.079, data_time: 0.003, memory: 8232, loss_aux: 0.9955, top1_acc: 0.6986, top5_acc: 0.8832, loss_cls: 1.1830, loss: 2.1785, grad_norm: 4.1031 2021-03-11 23:32:37,934 - mmaction - INFO - Epoch [88][160/225] lr: 6.000e-03, eta: 4:53:54, time: 1.080, data_time: 0.002, memory: 8232, loss_aux: 0.9954, top1_acc: 0.7021, top5_acc: 0.8829, loss_cls: 1.1752, loss: 2.1706, grad_norm: 4.1263 2021-03-11 23:32:59,611 - mmaction - INFO - Epoch [88][180/225] lr: 6.000e-03, eta: 4:53:27, time: 1.083, data_time: 0.003, memory: 8232, loss_aux: 1.0088, top1_acc: 0.6913, top5_acc: 0.8827, loss_cls: 1.1985, loss: 2.2073, grad_norm: 4.1946 2021-03-11 23:33:21,568 - mmaction - INFO - Epoch [88][200/225] lr: 6.000e-03, eta: 4:52:59, time: 1.099, data_time: 0.002, memory: 8232, loss_aux: 0.9969, top1_acc: 0.6951, top5_acc: 0.8812, loss_cls: 1.1803, loss: 2.1772, grad_norm: 4.0922 2021-03-11 23:33:43,306 - mmaction - INFO - Epoch [88][220/225] lr: 6.000e-03, eta: 4:52:32, time: 1.086, data_time: 0.003, memory: 8232, loss_aux: 0.9984, top1_acc: 0.6988, top5_acc: 0.8844, loss_cls: 1.1898, loss: 2.1882, grad_norm: 4.1243 2021-03-11 23:33:49,528 - mmaction - INFO - Saving checkpoint at 88 epochs 2021-03-11 23:34:55,524 - mmaction - INFO - Epoch [89][20/225] lr: 6.000e-03, eta: 4:52:24, time: 3.249, data_time: 1.967, memory: 8232, loss_aux: 0.9774, top1_acc: 0.7121, top5_acc: 0.8913, loss_cls: 1.1418, loss: 2.1193, grad_norm: 4.1005 2021-03-11 23:35:16,821 - mmaction - INFO - Epoch [89][40/225] lr: 6.000e-03, eta: 4:51:56, time: 1.065, data_time: 0.004, memory: 8232, loss_aux: 0.9822, top1_acc: 0.6971, top5_acc: 0.8889, loss_cls: 1.1614, loss: 2.1436, grad_norm: 4.1448 2021-03-11 23:35:38,216 - mmaction - INFO - Epoch [89][60/225] lr: 6.000e-03, eta: 4:51:28, time: 1.069, data_time: 0.003, memory: 8232, loss_aux: 0.9918, top1_acc: 0.6977, top5_acc: 0.8876, loss_cls: 1.1585, loss: 2.1503, grad_norm: 4.1263 2021-03-11 23:35:59,776 - mmaction - INFO - Epoch [89][80/225] lr: 6.000e-03, eta: 4:51:00, time: 1.079, data_time: 0.002, memory: 8232, loss_aux: 1.0048, top1_acc: 0.7026, top5_acc: 0.8897, loss_cls: 1.1692, loss: 2.1741, grad_norm: 4.1727 2021-03-11 23:36:21,543 - mmaction - INFO - Epoch [89][100/225] lr: 6.000e-03, eta: 4:50:33, time: 1.088, data_time: 0.003, memory: 8232, loss_aux: 0.9813, top1_acc: 0.7022, top5_acc: 0.8850, loss_cls: 1.1659, loss: 2.1472, grad_norm: 4.1430 2021-03-11 23:36:43,183 - mmaction - INFO - Epoch [89][120/225] lr: 6.000e-03, eta: 4:50:05, time: 1.082, data_time: 0.002, memory: 8232, loss_aux: 0.9862, top1_acc: 0.7017, top5_acc: 0.8897, loss_cls: 1.1527, loss: 2.1389, grad_norm: 4.1731 2021-03-11 23:37:04,800 - mmaction - INFO - Epoch [89][140/225] lr: 6.000e-03, eta: 4:49:38, time: 1.080, data_time: 0.003, memory: 8232, loss_aux: 1.0002, top1_acc: 0.7021, top5_acc: 0.8850, loss_cls: 1.1729, loss: 2.1731, grad_norm: 4.1957 2021-03-11 23:37:26,421 - mmaction - INFO - Epoch [89][160/225] lr: 6.000e-03, eta: 4:49:10, time: 1.082, data_time: 0.002, memory: 8232, loss_aux: 1.0006, top1_acc: 0.7005, top5_acc: 0.8893, loss_cls: 1.1641, loss: 2.1647, grad_norm: 4.1958 2021-03-11 23:37:48,303 - mmaction - INFO - Epoch [89][180/225] lr: 6.000e-03, eta: 4:48:43, time: 1.093, data_time: 0.003, memory: 8232, loss_aux: 0.9630, top1_acc: 0.7049, top5_acc: 0.8934, loss_cls: 1.1415, loss: 2.1044, grad_norm: 4.1837 2021-03-11 23:38:10,322 - mmaction - INFO - Epoch [89][200/225] lr: 6.000e-03, eta: 4:48:15, time: 1.102, data_time: 0.002, memory: 8232, loss_aux: 1.0008, top1_acc: 0.6962, top5_acc: 0.8824, loss_cls: 1.1733, loss: 2.1740, grad_norm: 4.2395 2021-03-11 23:38:31,994 - mmaction - INFO - Epoch [89][220/225] lr: 6.000e-03, eta: 4:47:48, time: 1.083, data_time: 0.003, memory: 8232, loss_aux: 0.9888, top1_acc: 0.6970, top5_acc: 0.8879, loss_cls: 1.1731, loss: 2.1619, grad_norm: 4.3256 2021-03-11 23:38:38,162 - mmaction - INFO - Saving checkpoint at 89 epochs 2021-03-11 23:39:46,638 - mmaction - INFO - Epoch [90][20/225] lr: 6.000e-03, eta: 4:47:41, time: 3.367, data_time: 2.012, memory: 8232, loss_aux: 0.9903, top1_acc: 0.7111, top5_acc: 0.8865, loss_cls: 1.1642, loss: 2.1545, grad_norm: 4.2446 2021-03-11 23:40:08,066 - mmaction - INFO - Epoch [90][40/225] lr: 6.000e-03, eta: 4:47:13, time: 1.071, data_time: 0.004, memory: 8232, loss_aux: 1.0088, top1_acc: 0.6948, top5_acc: 0.8844, loss_cls: 1.1800, loss: 2.1888, grad_norm: 4.2626 2021-03-11 23:40:29,488 - mmaction - INFO - Epoch [90][60/225] lr: 6.000e-03, eta: 4:46:45, time: 1.070, data_time: 0.003, memory: 8232, loss_aux: 0.9753, top1_acc: 0.7154, top5_acc: 0.8953, loss_cls: 1.1200, loss: 2.0953, grad_norm: 4.2037 2021-03-11 23:40:51,106 - mmaction - INFO - Epoch [90][80/225] lr: 6.000e-03, eta: 4:46:18, time: 1.082, data_time: 0.002, memory: 8232, loss_aux: 0.9993, top1_acc: 0.7049, top5_acc: 0.8893, loss_cls: 1.1568, loss: 2.1561, grad_norm: 4.2298 2021-03-11 23:41:12,771 - mmaction - INFO - Epoch [90][100/225] lr: 6.000e-03, eta: 4:45:50, time: 1.083, data_time: 0.003, memory: 8232, loss_aux: 0.9913, top1_acc: 0.7090, top5_acc: 0.8927, loss_cls: 1.1509, loss: 2.1422, grad_norm: 4.2429 2021-03-11 23:41:34,565 - mmaction - INFO - Epoch [90][120/225] lr: 6.000e-03, eta: 4:45:23, time: 1.090, data_time: 0.002, memory: 8232, loss_aux: 0.9845, top1_acc: 0.7092, top5_acc: 0.8939, loss_cls: 1.1241, loss: 2.1086, grad_norm: 4.2250 2021-03-11 23:41:56,322 - mmaction - INFO - Epoch [90][140/225] lr: 6.000e-03, eta: 4:44:55, time: 1.087, data_time: 0.003, memory: 8232, loss_aux: 0.9812, top1_acc: 0.7070, top5_acc: 0.8900, loss_cls: 1.1409, loss: 2.1221, grad_norm: 4.2591 2021-03-11 23:42:18,175 - mmaction - INFO - Epoch [90][160/225] lr: 6.000e-03, eta: 4:44:28, time: 1.093, data_time: 0.002, memory: 8232, loss_aux: 0.9968, top1_acc: 0.7043, top5_acc: 0.8870, loss_cls: 1.1563, loss: 2.1531, grad_norm: 4.2708 2021-03-11 23:42:39,883 - mmaction - INFO - Epoch [90][180/225] lr: 6.000e-03, eta: 4:44:00, time: 1.085, data_time: 0.003, memory: 8232, loss_aux: 0.9949, top1_acc: 0.6977, top5_acc: 0.8876, loss_cls: 1.1756, loss: 2.1706, grad_norm: 4.2972 2021-03-11 23:43:01,550 - mmaction - INFO - Epoch [90][200/225] lr: 6.000e-03, eta: 4:43:33, time: 1.084, data_time: 0.002, memory: 8232, loss_aux: 0.9818, top1_acc: 0.7061, top5_acc: 0.8935, loss_cls: 1.1319, loss: 2.1138, grad_norm: 4.2555 2021-03-11 23:43:23,372 - mmaction - INFO - Epoch [90][220/225] lr: 6.000e-03, eta: 4:43:05, time: 1.091, data_time: 0.003, memory: 8232, loss_aux: 0.9801, top1_acc: 0.7044, top5_acc: 0.8913, loss_cls: 1.1449, loss: 2.1250, grad_norm: 4.2307 2021-03-11 23:43:29,685 - mmaction - INFO - Saving checkpoint at 90 epochs 2021-03-11 23:44:38,217 - mmaction - INFO - Epoch [91][20/225] lr: 6.000e-03, eta: 4:42:58, time: 3.377, data_time: 1.883, memory: 8232, loss_aux: 0.9933, top1_acc: 0.6993, top5_acc: 0.8868, loss_cls: 1.1599, loss: 2.1531, grad_norm: 4.2528 2021-03-11 23:44:59,515 - mmaction - INFO - Epoch [91][40/225] lr: 6.000e-03, eta: 4:42:30, time: 1.065, data_time: 0.004, memory: 8232, loss_aux: 0.9739, top1_acc: 0.7112, top5_acc: 0.8960, loss_cls: 1.1172, loss: 2.0911, grad_norm: 4.2492 2021-03-11 23:45:21,028 - mmaction - INFO - Epoch [91][60/225] lr: 6.000e-03, eta: 4:42:03, time: 1.075, data_time: 0.003, memory: 8232, loss_aux: 0.9832, top1_acc: 0.7083, top5_acc: 0.8926, loss_cls: 1.1261, loss: 2.1093, grad_norm: 4.2832 2021-03-11 23:45:42,534 - mmaction - INFO - Epoch [91][80/225] lr: 6.000e-03, eta: 4:41:35, time: 1.076, data_time: 0.002, memory: 8232, loss_aux: 0.9858, top1_acc: 0.7118, top5_acc: 0.8913, loss_cls: 1.1359, loss: 2.1217, grad_norm: 4.3024 2021-03-11 23:46:04,313 - mmaction - INFO - Epoch [91][100/225] lr: 6.000e-03, eta: 4:41:08, time: 1.088, data_time: 0.003, memory: 8232, loss_aux: 0.9904, top1_acc: 0.7064, top5_acc: 0.8901, loss_cls: 1.1468, loss: 2.1371, grad_norm: 4.2887 2021-03-11 23:46:26,105 - mmaction - INFO - Epoch [91][120/225] lr: 6.000e-03, eta: 4:40:40, time: 1.090, data_time: 0.002, memory: 8232, loss_aux: 0.9968, top1_acc: 0.7100, top5_acc: 0.8875, loss_cls: 1.1611, loss: 2.1578, grad_norm: 4.3544 2021-03-11 23:46:47,884 - mmaction - INFO - Epoch [91][140/225] lr: 6.000e-03, eta: 4:40:13, time: 1.088, data_time: 0.003, memory: 8232, loss_aux: 0.9860, top1_acc: 0.7112, top5_acc: 0.8954, loss_cls: 1.1253, loss: 2.1113, grad_norm: 4.3037 2021-03-11 23:47:09,614 - mmaction - INFO - Epoch [91][160/225] lr: 6.000e-03, eta: 4:39:45, time: 1.087, data_time: 0.002, memory: 8232, loss_aux: 0.9915, top1_acc: 0.6995, top5_acc: 0.8884, loss_cls: 1.1478, loss: 2.1393, grad_norm: 4.3422 2021-03-11 23:47:31,491 - mmaction - INFO - Epoch [91][180/225] lr: 6.000e-03, eta: 4:39:18, time: 1.093, data_time: 0.003, memory: 8232, loss_aux: 0.9884, top1_acc: 0.7027, top5_acc: 0.8868, loss_cls: 1.1582, loss: 2.1466, grad_norm: 4.3641 2021-03-11 23:47:53,161 - mmaction - INFO - Epoch [91][200/225] lr: 6.000e-03, eta: 4:38:51, time: 1.084, data_time: 0.002, memory: 8232, loss_aux: 0.9799, top1_acc: 0.7068, top5_acc: 0.8913, loss_cls: 1.1323, loss: 2.1122, grad_norm: 4.3350 2021-03-11 23:48:14,826 - mmaction - INFO - Epoch [91][220/225] lr: 6.000e-03, eta: 4:38:23, time: 1.083, data_time: 0.003, memory: 8232, loss_aux: 0.9831, top1_acc: 0.7086, top5_acc: 0.8892, loss_cls: 1.1518, loss: 2.1349, grad_norm: 4.3440 2021-03-11 23:48:21,105 - mmaction - INFO - Saving checkpoint at 91 epochs 2021-03-11 23:49:28,454 - mmaction - INFO - Epoch [92][20/225] lr: 6.000e-03, eta: 4:38:13, time: 3.211, data_time: 1.726, memory: 8232, loss_aux: 0.9778, top1_acc: 0.7113, top5_acc: 0.8924, loss_cls: 1.1369, loss: 2.1147, grad_norm: 4.3408 2021-03-11 23:49:49,747 - mmaction - INFO - Epoch [92][40/225] lr: 6.000e-03, eta: 4:37:45, time: 1.065, data_time: 0.004, memory: 8232, loss_aux: 0.9741, top1_acc: 0.7202, top5_acc: 0.8924, loss_cls: 1.1000, loss: 2.0742, grad_norm: 4.3034 2021-03-11 23:50:11,173 - mmaction - INFO - Epoch [92][60/225] lr: 6.000e-03, eta: 4:37:18, time: 1.071, data_time: 0.003, memory: 8232, loss_aux: 0.9903, top1_acc: 0.7074, top5_acc: 0.8952, loss_cls: 1.1263, loss: 2.1166, grad_norm: 4.4087 2021-03-11 23:50:32,760 - mmaction - INFO - Epoch [92][80/225] lr: 6.000e-03, eta: 4:36:50, time: 1.080, data_time: 0.002, memory: 8232, loss_aux: 0.9826, top1_acc: 0.7116, top5_acc: 0.8895, loss_cls: 1.1305, loss: 2.1131, grad_norm: 4.3899 2021-03-11 23:50:54,604 - mmaction - INFO - Epoch [92][100/225] lr: 6.000e-03, eta: 4:36:23, time: 1.092, data_time: 0.003, memory: 8232, loss_aux: 0.9649, top1_acc: 0.7193, top5_acc: 0.8941, loss_cls: 1.1020, loss: 2.0669, grad_norm: 4.3434 2021-03-11 23:51:16,287 - mmaction - INFO - Epoch [92][120/225] lr: 6.000e-03, eta: 4:35:55, time: 1.085, data_time: 0.002, memory: 8232, loss_aux: 0.9897, top1_acc: 0.7060, top5_acc: 0.8867, loss_cls: 1.1408, loss: 2.1305, grad_norm: 4.4193 2021-03-11 23:51:38,161 - mmaction - INFO - Epoch [92][140/225] lr: 6.000e-03, eta: 4:35:28, time: 1.093, data_time: 0.003, memory: 8232, loss_aux: 0.9731, top1_acc: 0.7096, top5_acc: 0.8913, loss_cls: 1.1324, loss: 2.1055, grad_norm: 4.4163 2021-03-11 23:52:00,009 - mmaction - INFO - Epoch [92][160/225] lr: 6.000e-03, eta: 4:35:01, time: 1.093, data_time: 0.002, memory: 8232, loss_aux: 0.9831, top1_acc: 0.7070, top5_acc: 0.8918, loss_cls: 1.1388, loss: 2.1220, grad_norm: 4.4541 2021-03-11 23:52:21,881 - mmaction - INFO - Epoch [92][180/225] lr: 6.000e-03, eta: 4:34:34, time: 1.093, data_time: 0.003, memory: 8232, loss_aux: 1.0002, top1_acc: 0.7083, top5_acc: 0.8892, loss_cls: 1.1374, loss: 2.1376, grad_norm: 4.4339 2021-03-11 23:52:43,664 - mmaction - INFO - Epoch [92][200/225] lr: 6.000e-03, eta: 4:34:06, time: 1.090, data_time: 0.003, memory: 8232, loss_aux: 0.9788, top1_acc: 0.7091, top5_acc: 0.8928, loss_cls: 1.1318, loss: 2.1106, grad_norm: 4.3642 2021-03-11 23:53:05,552 - mmaction - INFO - Epoch [92][220/225] lr: 6.000e-03, eta: 4:33:39, time: 1.094, data_time: 0.003, memory: 8232, loss_aux: 1.0053, top1_acc: 0.7051, top5_acc: 0.8884, loss_cls: 1.1577, loss: 2.1631, grad_norm: 4.4674 2021-03-11 23:53:12,136 - mmaction - INFO - Saving checkpoint at 92 epochs 2021-03-11 23:54:19,150 - mmaction - INFO - Epoch [93][20/225] lr: 6.000e-03, eta: 4:33:29, time: 3.285, data_time: 1.804, memory: 8232, loss_aux: 0.9847, top1_acc: 0.7195, top5_acc: 0.8924, loss_cls: 1.1120, loss: 2.0967, grad_norm: 4.3523 2021-03-11 23:54:40,498 - mmaction - INFO - Epoch [93][40/225] lr: 6.000e-03, eta: 4:33:02, time: 1.068, data_time: 0.004, memory: 8232, loss_aux: 0.9743, top1_acc: 0.7107, top5_acc: 0.8909, loss_cls: 1.1269, loss: 2.1012, grad_norm: 4.4468 2021-03-11 23:55:02,021 - mmaction - INFO - Epoch [93][60/225] lr: 6.000e-03, eta: 4:32:34, time: 1.073, data_time: 0.003, memory: 8232, loss_aux: 0.9693, top1_acc: 0.7177, top5_acc: 0.9014, loss_cls: 1.0914, loss: 2.0606, grad_norm: 4.3954 2021-03-11 23:55:23,608 - mmaction - INFO - Epoch [93][80/225] lr: 6.000e-03, eta: 4:32:07, time: 1.082, data_time: 0.004, memory: 8232, loss_aux: 0.9726, top1_acc: 0.7194, top5_acc: 0.8958, loss_cls: 1.0965, loss: 2.0692, grad_norm: 4.4096 2021-03-11 23:55:45,331 - mmaction - INFO - Epoch [93][100/225] lr: 6.000e-03, eta: 4:31:39, time: 1.086, data_time: 0.003, memory: 8232, loss_aux: 0.9632, top1_acc: 0.7154, top5_acc: 0.8983, loss_cls: 1.1033, loss: 2.0666, grad_norm: 4.4684 2021-03-11 23:56:07,094 - mmaction - INFO - Epoch [93][120/225] lr: 6.000e-03, eta: 4:31:12, time: 1.089, data_time: 0.002, memory: 8232, loss_aux: 0.9672, top1_acc: 0.7180, top5_acc: 0.8980, loss_cls: 1.1028, loss: 2.0700, grad_norm: 4.4130 2021-03-11 23:56:28,953 - mmaction - INFO - Epoch [93][140/225] lr: 6.000e-03, eta: 4:30:45, time: 1.092, data_time: 0.003, memory: 8232, loss_aux: 0.9929, top1_acc: 0.7118, top5_acc: 0.8896, loss_cls: 1.1445, loss: 2.1374, grad_norm: 4.4586 2021-03-11 23:56:50,830 - mmaction - INFO - Epoch [93][160/225] lr: 6.000e-03, eta: 4:30:18, time: 1.095, data_time: 0.002, memory: 8232, loss_aux: 0.9783, top1_acc: 0.7188, top5_acc: 0.8936, loss_cls: 1.1142, loss: 2.0924, grad_norm: 4.4772 2021-03-11 23:57:12,553 - mmaction - INFO - Epoch [93][180/225] lr: 6.000e-03, eta: 4:29:50, time: 1.085, data_time: 0.003, memory: 8232, loss_aux: 0.9824, top1_acc: 0.7161, top5_acc: 0.8943, loss_cls: 1.1041, loss: 2.0865, grad_norm: 4.4156 2021-03-11 23:57:34,226 - mmaction - INFO - Epoch [93][200/225] lr: 6.000e-03, eta: 4:29:23, time: 1.084, data_time: 0.002, memory: 8232, loss_aux: 0.9967, top1_acc: 0.6973, top5_acc: 0.8855, loss_cls: 1.1688, loss: 2.1655, grad_norm: 4.5287 2021-03-11 23:57:55,928 - mmaction - INFO - Epoch [93][220/225] lr: 6.000e-03, eta: 4:28:56, time: 1.084, data_time: 0.003, memory: 8232, loss_aux: 0.9942, top1_acc: 0.7017, top5_acc: 0.8898, loss_cls: 1.1502, loss: 2.1444, grad_norm: 4.5242 2021-03-11 23:58:02,344 - mmaction - INFO - Saving checkpoint at 93 epochs 2021-03-11 23:59:08,386 - mmaction - INFO - Epoch [94][20/225] lr: 6.000e-03, eta: 4:28:45, time: 3.250, data_time: 1.992, memory: 8232, loss_aux: 0.9492, top1_acc: 0.7284, top5_acc: 0.9025, loss_cls: 1.0695, loss: 2.0187, grad_norm: 4.3649 2021-03-11 23:59:29,745 - mmaction - INFO - Epoch [94][40/225] lr: 6.000e-03, eta: 4:28:17, time: 1.068, data_time: 0.004, memory: 8232, loss_aux: 0.9682, top1_acc: 0.7236, top5_acc: 0.8980, loss_cls: 1.0791, loss: 2.0473, grad_norm: 4.4328 2021-03-11 23:59:51,193 - mmaction - INFO - Epoch [94][60/225] lr: 6.000e-03, eta: 4:27:50, time: 1.072, data_time: 0.003, memory: 8232, loss_aux: 0.9543, top1_acc: 0.7240, top5_acc: 0.9021, loss_cls: 1.0624, loss: 2.0167, grad_norm: 4.4514 2021-03-12 00:00:13,799 - mmaction - INFO - Epoch [94][80/225] lr: 6.000e-03, eta: 4:27:23, time: 1.130, data_time: 0.002, memory: 8232, loss_aux: 0.9786, top1_acc: 0.7092, top5_acc: 0.8943, loss_cls: 1.1121, loss: 2.0907, grad_norm: 4.5487 2021-03-12 00:00:35,493 - mmaction - INFO - Epoch [94][100/225] lr: 6.000e-03, eta: 4:26:56, time: 1.086, data_time: 0.003, memory: 8232, loss_aux: 0.9877, top1_acc: 0.7116, top5_acc: 0.8940, loss_cls: 1.1194, loss: 2.1071, grad_norm: 4.5321 2021-03-12 00:00:57,310 - mmaction - INFO - Epoch [94][120/225] lr: 6.000e-03, eta: 4:26:29, time: 1.090, data_time: 0.003, memory: 8232, loss_aux: 0.9718, top1_acc: 0.7227, top5_acc: 0.8979, loss_cls: 1.0932, loss: 2.0650, grad_norm: 4.4851 2021-03-12 00:01:19,204 - mmaction - INFO - Epoch [94][140/225] lr: 6.000e-03, eta: 4:26:02, time: 1.095, data_time: 0.002, memory: 8232, loss_aux: 0.9742, top1_acc: 0.7159, top5_acc: 0.8977, loss_cls: 1.1071, loss: 2.0813, grad_norm: 4.5456 2021-03-12 00:01:41,054 - mmaction - INFO - Epoch [94][160/225] lr: 6.000e-03, eta: 4:25:34, time: 1.092, data_time: 0.003, memory: 8232, loss_aux: 0.9702, top1_acc: 0.7128, top5_acc: 0.8999, loss_cls: 1.0986, loss: 2.0688, grad_norm: 4.5304 2021-03-12 00:02:02,744 - mmaction - INFO - Epoch [94][180/225] lr: 6.000e-03, eta: 4:25:07, time: 1.085, data_time: 0.002, memory: 8232, loss_aux: 0.9889, top1_acc: 0.7081, top5_acc: 0.8908, loss_cls: 1.1373, loss: 2.1263, grad_norm: 4.5701 2021-03-12 00:02:24,662 - mmaction - INFO - Epoch [94][200/225] lr: 6.000e-03, eta: 4:24:40, time: 1.095, data_time: 0.003, memory: 8232, loss_aux: 0.9703, top1_acc: 0.7193, top5_acc: 0.8984, loss_cls: 1.0897, loss: 2.0601, grad_norm: 4.4564 2021-03-12 00:02:46,396 - mmaction - INFO - Epoch [94][220/225] lr: 6.000e-03, eta: 4:24:13, time: 1.087, data_time: 0.003, memory: 8232, loss_aux: 0.9872, top1_acc: 0.7137, top5_acc: 0.8954, loss_cls: 1.1129, loss: 2.1001, grad_norm: 4.5207 2021-03-12 00:02:54,629 - mmaction - INFO - Saving checkpoint at 94 epochs 2021-03-12 00:04:03,094 - mmaction - INFO - Epoch [95][20/225] lr: 6.000e-03, eta: 4:24:02, time: 3.306, data_time: 1.912, memory: 8232, loss_aux: 0.9700, top1_acc: 0.7177, top5_acc: 0.8958, loss_cls: 1.1062, loss: 2.0762, grad_norm: 4.5088 2021-03-12 00:04:24,389 - mmaction - INFO - Epoch [95][40/225] lr: 6.000e-03, eta: 4:23:34, time: 1.065, data_time: 0.005, memory: 8232, loss_aux: 0.9687, top1_acc: 0.7270, top5_acc: 0.8962, loss_cls: 1.0856, loss: 2.0543, grad_norm: 4.5649 2021-03-12 00:04:45,869 - mmaction - INFO - Epoch [95][60/225] lr: 6.000e-03, eta: 4:23:07, time: 1.073, data_time: 0.003, memory: 8232, loss_aux: 0.9695, top1_acc: 0.7233, top5_acc: 0.8991, loss_cls: 1.0722, loss: 2.0416, grad_norm: 4.4713 2021-03-12 00:05:07,511 - mmaction - INFO - Epoch [95][80/225] lr: 6.000e-03, eta: 4:22:40, time: 1.083, data_time: 0.002, memory: 8232, loss_aux: 0.9715, top1_acc: 0.7262, top5_acc: 0.8952, loss_cls: 1.0862, loss: 2.0576, grad_norm: 4.5719 2021-03-12 00:05:29,182 - mmaction - INFO - Epoch [95][100/225] lr: 6.000e-03, eta: 4:22:13, time: 1.083, data_time: 0.003, memory: 8232, loss_aux: 0.9669, top1_acc: 0.7258, top5_acc: 0.9016, loss_cls: 1.0688, loss: 2.0356, grad_norm: 4.5689 2021-03-12 00:05:50,894 - mmaction - INFO - Epoch [95][120/225] lr: 6.000e-03, eta: 4:21:45, time: 1.086, data_time: 0.002, memory: 8232, loss_aux: 0.9778, top1_acc: 0.7186, top5_acc: 0.8960, loss_cls: 1.0986, loss: 2.0764, grad_norm: 4.5895 2021-03-12 00:06:12,768 - mmaction - INFO - Epoch [95][140/225] lr: 6.000e-03, eta: 4:21:18, time: 1.093, data_time: 0.003, memory: 8232, loss_aux: 0.9611, top1_acc: 0.7167, top5_acc: 0.8964, loss_cls: 1.1058, loss: 2.0669, grad_norm: 4.5723 2021-03-12 00:06:34,608 - mmaction - INFO - Epoch [95][160/225] lr: 6.000e-03, eta: 4:20:51, time: 1.092, data_time: 0.002, memory: 8232, loss_aux: 0.9693, top1_acc: 0.7201, top5_acc: 0.8986, loss_cls: 1.0815, loss: 2.0508, grad_norm: 4.5944 2021-03-12 00:06:56,490 - mmaction - INFO - Epoch [95][180/225] lr: 6.000e-03, eta: 4:20:24, time: 1.093, data_time: 0.003, memory: 8232, loss_aux: 0.9782, top1_acc: 0.7164, top5_acc: 0.8965, loss_cls: 1.1009, loss: 2.0791, grad_norm: 4.5895 2021-03-12 00:07:18,219 - mmaction - INFO - Epoch [95][200/225] lr: 6.000e-03, eta: 4:19:57, time: 1.088, data_time: 0.002, memory: 8232, loss_aux: 0.9754, top1_acc: 0.7147, top5_acc: 0.8945, loss_cls: 1.1146, loss: 2.0900, grad_norm: 4.6488 2021-03-12 00:07:40,191 - mmaction - INFO - Epoch [95][220/225] lr: 6.000e-03, eta: 4:19:30, time: 1.098, data_time: 0.002, memory: 8232, loss_aux: 0.9747, top1_acc: 0.7146, top5_acc: 0.8991, loss_cls: 1.1045, loss: 2.0792, grad_norm: 4.6467 2021-03-12 00:07:46,454 - mmaction - INFO - Saving checkpoint at 95 epochs 2021-03-12 00:08:54,185 - mmaction - INFO - Epoch [96][20/225] lr: 6.000e-03, eta: 4:19:19, time: 3.333, data_time: 1.866, memory: 8232, loss_aux: 0.9683, top1_acc: 0.7190, top5_acc: 0.9007, loss_cls: 1.0795, loss: 2.0478, grad_norm: 4.6541 2021-03-12 00:09:15,574 - mmaction - INFO - Epoch [96][40/225] lr: 6.000e-03, eta: 4:18:51, time: 1.069, data_time: 0.004, memory: 8232, loss_aux: 0.9758, top1_acc: 0.7253, top5_acc: 0.8975, loss_cls: 1.0728, loss: 2.0485, grad_norm: 4.6104 2021-03-12 00:09:37,052 - mmaction - INFO - Epoch [96][60/225] lr: 6.000e-03, eta: 4:18:24, time: 1.073, data_time: 0.003, memory: 8232, loss_aux: 0.9697, top1_acc: 0.7238, top5_acc: 0.8951, loss_cls: 1.0933, loss: 2.0630, grad_norm: 4.6181 2021-03-12 00:09:58,670 - mmaction - INFO - Epoch [96][80/225] lr: 6.000e-03, eta: 4:17:57, time: 1.082, data_time: 0.002, memory: 8232, loss_aux: 0.9568, top1_acc: 0.7249, top5_acc: 0.8986, loss_cls: 1.0789, loss: 2.0358, grad_norm: 4.5557 2021-03-12 00:10:20,440 - mmaction - INFO - Epoch [96][100/225] lr: 6.000e-03, eta: 4:17:30, time: 1.088, data_time: 0.003, memory: 8232, loss_aux: 0.9732, top1_acc: 0.7232, top5_acc: 0.9003, loss_cls: 1.0768, loss: 2.0500, grad_norm: 4.6275 2021-03-12 00:10:42,230 - mmaction - INFO - Epoch [96][120/225] lr: 6.000e-03, eta: 4:17:03, time: 1.090, data_time: 0.002, memory: 8232, loss_aux: 0.9754, top1_acc: 0.7217, top5_acc: 0.8961, loss_cls: 1.0977, loss: 2.0732, grad_norm: 4.6217 2021-03-12 00:11:04,100 - mmaction - INFO - Epoch [96][140/225] lr: 6.000e-03, eta: 4:16:36, time: 1.094, data_time: 0.001, memory: 8232, loss_aux: 0.9632, top1_acc: 0.7187, top5_acc: 0.8965, loss_cls: 1.0985, loss: 2.0617, grad_norm: 4.6452 2021-03-12 00:11:26,096 - mmaction - INFO - Epoch [96][160/225] lr: 6.000e-03, eta: 4:16:09, time: 1.099, data_time: 0.003, memory: 8232, loss_aux: 0.9648, top1_acc: 0.7220, top5_acc: 0.8984, loss_cls: 1.0735, loss: 2.0382, grad_norm: 4.5753 2021-03-12 00:11:47,950 - mmaction - INFO - Epoch [96][180/225] lr: 6.000e-03, eta: 4:15:42, time: 1.094, data_time: 0.003, memory: 8232, loss_aux: 0.9711, top1_acc: 0.7182, top5_acc: 0.8997, loss_cls: 1.0933, loss: 2.0644, grad_norm: 4.7163 2021-03-12 00:12:09,820 - mmaction - INFO - Epoch [96][200/225] lr: 6.000e-03, eta: 4:15:15, time: 1.093, data_time: 0.001, memory: 8232, loss_aux: 0.9708, top1_acc: 0.7168, top5_acc: 0.8927, loss_cls: 1.1005, loss: 2.0713, grad_norm: 4.6467 2021-03-12 00:12:31,607 - mmaction - INFO - Epoch [96][220/225] lr: 6.000e-03, eta: 4:14:48, time: 1.089, data_time: 0.003, memory: 8232, loss_aux: 0.9610, top1_acc: 0.7214, top5_acc: 0.8967, loss_cls: 1.0904, loss: 2.0515, grad_norm: 4.6044 2021-03-12 00:12:37,924 - mmaction - INFO - Saving checkpoint at 96 epochs 2021-03-12 00:13:44,731 - mmaction - INFO - Epoch [97][20/225] lr: 6.000e-03, eta: 4:14:35, time: 3.286, data_time: 1.988, memory: 8232, loss_aux: 0.9577, top1_acc: 0.7353, top5_acc: 0.9025, loss_cls: 1.0470, loss: 2.0047, grad_norm: 4.5740 2021-03-12 00:14:06,093 - mmaction - INFO - Epoch [97][40/225] lr: 6.000e-03, eta: 4:14:08, time: 1.068, data_time: 0.004, memory: 8232, loss_aux: 0.9671, top1_acc: 0.7191, top5_acc: 0.9031, loss_cls: 1.0709, loss: 2.0380, grad_norm: 4.6213 2021-03-12 00:14:27,557 - mmaction - INFO - Epoch [97][60/225] lr: 6.000e-03, eta: 4:13:41, time: 1.073, data_time: 0.003, memory: 8232, loss_aux: 0.9582, top1_acc: 0.7294, top5_acc: 0.8986, loss_cls: 1.0581, loss: 2.0163, grad_norm: 4.6754 2021-03-12 00:14:49,034 - mmaction - INFO - Epoch [97][80/225] lr: 6.000e-03, eta: 4:13:14, time: 1.074, data_time: 0.002, memory: 8232, loss_aux: 0.9735, top1_acc: 0.7161, top5_acc: 0.8941, loss_cls: 1.1034, loss: 2.0769, grad_norm: 4.6632 2021-03-12 00:15:10,738 - mmaction - INFO - Epoch [97][100/225] lr: 6.000e-03, eta: 4:12:46, time: 1.085, data_time: 0.003, memory: 8232, loss_aux: 0.9706, top1_acc: 0.7285, top5_acc: 0.8974, loss_cls: 1.0773, loss: 2.0479, grad_norm: 4.6843 2021-03-12 00:15:32,327 - mmaction - INFO - Epoch [97][120/225] lr: 6.000e-03, eta: 4:12:19, time: 1.079, data_time: 0.001, memory: 8232, loss_aux: 0.9719, top1_acc: 0.7306, top5_acc: 0.8984, loss_cls: 1.0646, loss: 2.0365, grad_norm: 4.7119 2021-03-12 00:15:54,105 - mmaction - INFO - Epoch [97][140/225] lr: 6.000e-03, eta: 4:11:52, time: 1.088, data_time: 0.002, memory: 8232, loss_aux: 0.9512, top1_acc: 0.7258, top5_acc: 0.9021, loss_cls: 1.0627, loss: 2.0139, grad_norm: 4.6802 2021-03-12 00:16:15,954 - mmaction - INFO - Epoch [97][160/225] lr: 6.000e-03, eta: 4:11:25, time: 1.093, data_time: 0.002, memory: 8232, loss_aux: 0.9733, top1_acc: 0.7225, top5_acc: 0.8924, loss_cls: 1.0954, loss: 2.0687, grad_norm: 4.7421 2021-03-12 00:16:37,577 - mmaction - INFO - Epoch [97][180/225] lr: 6.000e-03, eta: 4:10:58, time: 1.081, data_time: 0.003, memory: 8232, loss_aux: 0.9691, top1_acc: 0.7277, top5_acc: 0.9017, loss_cls: 1.0677, loss: 2.0368, grad_norm: 4.7023 2021-03-12 00:16:59,222 - mmaction - INFO - Epoch [97][200/225] lr: 6.000e-03, eta: 4:10:31, time: 1.083, data_time: 0.002, memory: 8232, loss_aux: 0.9476, top1_acc: 0.7250, top5_acc: 0.8982, loss_cls: 1.0697, loss: 2.0173, grad_norm: 4.6993 2021-03-12 00:17:21,157 - mmaction - INFO - Epoch [97][220/225] lr: 6.000e-03, eta: 4:10:04, time: 1.096, data_time: 0.003, memory: 8232, loss_aux: 0.9771, top1_acc: 0.7132, top5_acc: 0.8958, loss_cls: 1.1024, loss: 2.0796, grad_norm: 4.7788 2021-03-12 00:17:27,517 - mmaction - INFO - Saving checkpoint at 97 epochs 2021-03-12 00:18:34,297 - mmaction - INFO - Epoch [98][20/225] lr: 6.000e-03, eta: 4:09:51, time: 3.280, data_time: 2.002, memory: 8232, loss_aux: 0.9539, top1_acc: 0.7298, top5_acc: 0.9046, loss_cls: 1.0373, loss: 1.9912, grad_norm: 4.6686 2021-03-12 00:18:55,639 - mmaction - INFO - Epoch [98][40/225] lr: 6.000e-03, eta: 4:09:24, time: 1.067, data_time: 0.004, memory: 8232, loss_aux: 0.9491, top1_acc: 0.7379, top5_acc: 0.9055, loss_cls: 1.0317, loss: 1.9807, grad_norm: 4.6629 2021-03-12 00:19:17,104 - mmaction - INFO - Epoch [98][60/225] lr: 6.000e-03, eta: 4:08:57, time: 1.073, data_time: 0.003, memory: 8232, loss_aux: 0.9342, top1_acc: 0.7326, top5_acc: 0.9026, loss_cls: 1.0387, loss: 1.9729, grad_norm: 4.7034 2021-03-12 00:19:38,611 - mmaction - INFO - Epoch [98][80/225] lr: 6.000e-03, eta: 4:08:30, time: 1.076, data_time: 0.002, memory: 8232, loss_aux: 0.9539, top1_acc: 0.7279, top5_acc: 0.9038, loss_cls: 1.0448, loss: 1.9987, grad_norm: 4.7081 2021-03-12 00:20:00,219 - mmaction - INFO - Epoch [98][100/225] lr: 6.000e-03, eta: 4:08:03, time: 1.080, data_time: 0.003, memory: 8232, loss_aux: 0.9494, top1_acc: 0.7307, top5_acc: 0.9036, loss_cls: 1.0434, loss: 1.9929, grad_norm: 4.7034 2021-03-12 00:20:22,130 - mmaction - INFO - Epoch [98][120/225] lr: 6.000e-03, eta: 4:07:36, time: 1.096, data_time: 0.002, memory: 8232, loss_aux: 0.9728, top1_acc: 0.7254, top5_acc: 0.8992, loss_cls: 1.0785, loss: 2.0513, grad_norm: 4.7940 2021-03-12 00:20:44,008 - mmaction - INFO - Epoch [98][140/225] lr: 6.000e-03, eta: 4:07:09, time: 1.093, data_time: 0.003, memory: 8232, loss_aux: 0.9507, top1_acc: 0.7336, top5_acc: 0.9057, loss_cls: 1.0396, loss: 1.9904, grad_norm: 4.7600 2021-03-12 00:21:05,806 - mmaction - INFO - Epoch [98][160/225] lr: 6.000e-03, eta: 4:06:42, time: 1.091, data_time: 0.002, memory: 8232, loss_aux: 0.9695, top1_acc: 0.7221, top5_acc: 0.9003, loss_cls: 1.0817, loss: 2.0512, grad_norm: 4.7700 2021-03-12 00:21:27,544 - mmaction - INFO - Epoch [98][180/225] lr: 6.000e-03, eta: 4:06:15, time: 1.086, data_time: 0.003, memory: 8232, loss_aux: 0.9530, top1_acc: 0.7297, top5_acc: 0.9043, loss_cls: 1.0500, loss: 2.0030, grad_norm: 4.7997 2021-03-12 00:21:49,398 - mmaction - INFO - Epoch [98][200/225] lr: 6.000e-03, eta: 4:05:48, time: 1.093, data_time: 0.002, memory: 8232, loss_aux: 0.9646, top1_acc: 0.7263, top5_acc: 0.8988, loss_cls: 1.0766, loss: 2.0412, grad_norm: 4.8000 2021-03-12 00:22:11,262 - mmaction - INFO - Epoch [98][220/225] lr: 6.000e-03, eta: 4:05:21, time: 1.093, data_time: 0.003, memory: 8232, loss_aux: 0.9770, top1_acc: 0.7174, top5_acc: 0.8957, loss_cls: 1.0950, loss: 2.0720, grad_norm: 4.8583 2021-03-12 00:22:17,583 - mmaction - INFO - Saving checkpoint at 98 epochs 2021-03-12 00:23:24,662 - mmaction - INFO - Epoch [99][20/225] lr: 6.000e-03, eta: 4:05:08, time: 3.286, data_time: 1.990, memory: 8232, loss_aux: 0.9446, top1_acc: 0.7365, top5_acc: 0.9104, loss_cls: 1.0161, loss: 1.9606, grad_norm: 4.6967 2021-03-12 00:23:45,995 - mmaction - INFO - Epoch [99][40/225] lr: 6.000e-03, eta: 4:04:40, time: 1.067, data_time: 0.004, memory: 8232, loss_aux: 0.9637, top1_acc: 0.7221, top5_acc: 0.8996, loss_cls: 1.0640, loss: 2.0277, grad_norm: 4.7707 2021-03-12 00:24:07,475 - mmaction - INFO - Epoch [99][60/225] lr: 6.000e-03, eta: 4:04:13, time: 1.073, data_time: 0.003, memory: 8232, loss_aux: 0.9475, top1_acc: 0.7310, top5_acc: 0.9057, loss_cls: 1.0341, loss: 1.9816, grad_norm: 4.7835 2021-03-12 00:24:29,049 - mmaction - INFO - Epoch [99][80/225] lr: 6.000e-03, eta: 4:03:46, time: 1.079, data_time: 0.002, memory: 8232, loss_aux: 0.9482, top1_acc: 0.7355, top5_acc: 0.9069, loss_cls: 1.0279, loss: 1.9760, grad_norm: 4.7699 2021-03-12 00:24:50,913 - mmaction - INFO - Epoch [99][100/225] lr: 6.000e-03, eta: 4:03:19, time: 1.092, data_time: 0.003, memory: 8232, loss_aux: 0.9458, top1_acc: 0.7327, top5_acc: 0.9062, loss_cls: 1.0480, loss: 1.9938, grad_norm: 4.8027 2021-03-12 00:25:12,755 - mmaction - INFO - Epoch [99][120/225] lr: 6.000e-03, eta: 4:02:52, time: 1.093, data_time: 0.003, memory: 8232, loss_aux: 0.9598, top1_acc: 0.7310, top5_acc: 0.9057, loss_cls: 1.0384, loss: 1.9982, grad_norm: 4.7794 2021-03-12 00:25:34,550 - mmaction - INFO - Epoch [99][140/225] lr: 6.000e-03, eta: 4:02:25, time: 1.089, data_time: 0.003, memory: 8232, loss_aux: 0.9477, top1_acc: 0.7314, top5_acc: 0.9049, loss_cls: 1.0312, loss: 1.9789, grad_norm: 4.7901 2021-03-12 00:25:56,463 - mmaction - INFO - Epoch [99][160/225] lr: 6.000e-03, eta: 4:01:59, time: 1.096, data_time: 0.002, memory: 8232, loss_aux: 0.9755, top1_acc: 0.7238, top5_acc: 0.8987, loss_cls: 1.0809, loss: 2.0565, grad_norm: 4.9543 2021-03-12 00:26:18,188 - mmaction - INFO - Epoch [99][180/225] lr: 6.000e-03, eta: 4:01:32, time: 1.085, data_time: 0.003, memory: 8232, loss_aux: 0.9619, top1_acc: 0.7315, top5_acc: 0.9004, loss_cls: 1.0567, loss: 2.0186, grad_norm: 4.8183 2021-03-12 00:26:39,862 - mmaction - INFO - Epoch [99][200/225] lr: 6.000e-03, eta: 4:01:05, time: 1.085, data_time: 0.002, memory: 8232, loss_aux: 0.9562, top1_acc: 0.7292, top5_acc: 0.9001, loss_cls: 1.0676, loss: 2.0238, grad_norm: 4.8799 2021-03-12 00:27:01,693 - mmaction - INFO - Epoch [99][220/225] lr: 6.000e-03, eta: 4:00:38, time: 1.091, data_time: 0.002, memory: 8232, loss_aux: 0.9694, top1_acc: 0.7284, top5_acc: 0.9040, loss_cls: 1.0520, loss: 2.0213, grad_norm: 4.8991 2021-03-12 00:27:07,966 - mmaction - INFO - Saving checkpoint at 99 epochs 2021-03-12 00:28:14,925 - mmaction - INFO - Epoch [100][20/225] lr: 6.000e-03, eta: 4:00:24, time: 3.266, data_time: 1.774, memory: 8232, loss_aux: 0.9516, top1_acc: 0.7392, top5_acc: 0.9005, loss_cls: 1.0314, loss: 1.9830, grad_norm: 4.7629 2021-03-12 00:28:36,235 - mmaction - INFO - Epoch [100][40/225] lr: 6.000e-03, eta: 3:59:57, time: 1.066, data_time: 0.004, memory: 8232, loss_aux: 0.9560, top1_acc: 0.7326, top5_acc: 0.8995, loss_cls: 1.0468, loss: 2.0028, grad_norm: 4.7484 2021-03-12 00:28:57,681 - mmaction - INFO - Epoch [100][60/225] lr: 6.000e-03, eta: 3:59:29, time: 1.072, data_time: 0.003, memory: 8232, loss_aux: 0.9412, top1_acc: 0.7422, top5_acc: 0.9094, loss_cls: 1.0113, loss: 1.9526, grad_norm: 4.7854 2021-03-12 00:29:19,276 - mmaction - INFO - Epoch [100][80/225] lr: 6.000e-03, eta: 3:59:02, time: 1.081, data_time: 0.002, memory: 8232, loss_aux: 0.9434, top1_acc: 0.7380, top5_acc: 0.9064, loss_cls: 1.0264, loss: 1.9698, grad_norm: 4.7875 2021-03-12 00:29:40,926 - mmaction - INFO - Epoch [100][100/225] lr: 6.000e-03, eta: 3:58:36, time: 1.082, data_time: 0.001, memory: 8232, loss_aux: 0.9492, top1_acc: 0.7307, top5_acc: 0.9038, loss_cls: 1.0352, loss: 1.9844, grad_norm: 4.8310 2021-03-12 00:30:02,798 - mmaction - INFO - Epoch [100][120/225] lr: 6.000e-03, eta: 3:58:09, time: 1.094, data_time: 0.003, memory: 8232, loss_aux: 0.9555, top1_acc: 0.7370, top5_acc: 0.9036, loss_cls: 1.0241, loss: 1.9796, grad_norm: 4.8208 2021-03-12 00:30:24,639 - mmaction - INFO - Epoch [100][140/225] lr: 6.000e-03, eta: 3:57:42, time: 1.092, data_time: 0.001, memory: 8232, loss_aux: 0.9450, top1_acc: 0.7296, top5_acc: 0.9081, loss_cls: 1.0352, loss: 1.9802, grad_norm: 4.9174 2021-03-12 00:30:46,570 - mmaction - INFO - Epoch [100][160/225] lr: 6.000e-03, eta: 3:57:15, time: 1.096, data_time: 0.002, memory: 8232, loss_aux: 0.9621, top1_acc: 0.7331, top5_acc: 0.9025, loss_cls: 1.0509, loss: 2.0130, grad_norm: 4.9742 2021-03-12 00:31:08,372 - mmaction - INFO - Epoch [100][180/225] lr: 6.000e-03, eta: 3:56:48, time: 1.091, data_time: 0.002, memory: 8232, loss_aux: 0.9636, top1_acc: 0.7249, top5_acc: 0.9033, loss_cls: 1.0645, loss: 2.0281, grad_norm: 4.9242 2021-03-12 00:31:30,217 - mmaction - INFO - Epoch [100][200/225] lr: 6.000e-03, eta: 3:56:21, time: 1.091, data_time: 0.003, memory: 8232, loss_aux: 0.9583, top1_acc: 0.7267, top5_acc: 0.8974, loss_cls: 1.0682, loss: 2.0266, grad_norm: 4.8772 2021-03-12 00:31:52,066 - mmaction - INFO - Epoch [100][220/225] lr: 6.000e-03, eta: 3:55:55, time: 1.093, data_time: 0.003, memory: 8232, loss_aux: 0.9640, top1_acc: 0.7296, top5_acc: 0.9020, loss_cls: 1.0589, loss: 2.0229, grad_norm: 4.8985 2021-03-12 00:31:58,393 - mmaction - INFO - Saving checkpoint at 100 epochs 2021-03-12 00:33:06,118 - mmaction - INFO - Epoch [101][20/225] lr: 6.000e-03, eta: 3:55:40, time: 3.314, data_time: 1.798, memory: 8232, loss_aux: 0.9643, top1_acc: 0.7348, top5_acc: 0.8987, loss_cls: 1.0516, loss: 2.0160, grad_norm: 4.9164 2021-03-12 00:33:27,425 - mmaction - INFO - Epoch [101][40/225] lr: 6.000e-03, eta: 3:55:13, time: 1.065, data_time: 0.003, memory: 8232, loss_aux: 0.9450, top1_acc: 0.7346, top5_acc: 0.9073, loss_cls: 1.0113, loss: 1.9563, grad_norm: 4.8385 2021-03-12 00:33:48,877 - mmaction - INFO - Epoch [101][60/225] lr: 6.000e-03, eta: 3:54:46, time: 1.072, data_time: 0.003, memory: 8232, loss_aux: 0.9673, top1_acc: 0.7281, top5_acc: 0.9040, loss_cls: 1.0374, loss: 2.0047, grad_norm: 4.9579 2021-03-12 00:34:10,370 - mmaction - INFO - Epoch [101][80/225] lr: 6.000e-03, eta: 3:54:19, time: 1.075, data_time: 0.002, memory: 8232, loss_aux: 0.9403, top1_acc: 0.7443, top5_acc: 0.9074, loss_cls: 1.0113, loss: 1.9516, grad_norm: 4.8842 2021-03-12 00:34:32,128 - mmaction - INFO - Epoch [101][100/225] lr: 6.000e-03, eta: 3:53:52, time: 1.087, data_time: 0.003, memory: 8232, loss_aux: 0.9502, top1_acc: 0.7333, top5_acc: 0.9023, loss_cls: 1.0460, loss: 1.9963, grad_norm: 5.0025 2021-03-12 00:34:53,701 - mmaction - INFO - Epoch [101][120/225] lr: 6.000e-03, eta: 3:53:26, time: 1.079, data_time: 0.002, memory: 8232, loss_aux: 0.9498, top1_acc: 0.7326, top5_acc: 0.9004, loss_cls: 1.0461, loss: 1.9960, grad_norm: 4.9250 2021-03-12 00:35:15,528 - mmaction - INFO - Epoch [101][140/225] lr: 6.000e-03, eta: 3:52:59, time: 1.091, data_time: 0.003, memory: 8232, loss_aux: 0.9642, top1_acc: 0.7337, top5_acc: 0.9057, loss_cls: 1.0493, loss: 2.0135, grad_norm: 4.9025 2021-03-12 00:35:37,311 - mmaction - INFO - Epoch [101][160/225] lr: 6.000e-03, eta: 3:52:32, time: 1.090, data_time: 0.002, memory: 8232, loss_aux: 0.9385, top1_acc: 0.7410, top5_acc: 0.9076, loss_cls: 1.0193, loss: 1.9578, grad_norm: 4.9562 2021-03-12 00:35:59,032 - mmaction - INFO - Epoch [101][180/225] lr: 6.000e-03, eta: 3:52:05, time: 1.085, data_time: 0.003, memory: 8232, loss_aux: 0.9586, top1_acc: 0.7331, top5_acc: 0.9040, loss_cls: 1.0579, loss: 2.0165, grad_norm: 4.9909 2021-03-12 00:36:20,849 - mmaction - INFO - Epoch [101][200/225] lr: 6.000e-03, eta: 3:51:38, time: 1.092, data_time: 0.002, memory: 8232, loss_aux: 0.9693, top1_acc: 0.7289, top5_acc: 0.9046, loss_cls: 1.0573, loss: 2.0266, grad_norm: 5.0217 2021-03-12 00:36:42,644 - mmaction - INFO - Epoch [101][220/225] lr: 6.000e-03, eta: 3:51:11, time: 1.089, data_time: 0.003, memory: 8232, loss_aux: 0.9647, top1_acc: 0.7305, top5_acc: 0.8965, loss_cls: 1.0665, loss: 2.0312, grad_norm: 4.9526 2021-03-12 00:36:48,814 - mmaction - INFO - Saving checkpoint at 101 epochs 2021-03-12 00:37:56,043 - mmaction - INFO - Epoch [102][20/225] lr: 6.000e-03, eta: 3:50:56, time: 3.247, data_time: 1.738, memory: 8232, loss_aux: 0.9393, top1_acc: 0.7421, top5_acc: 0.9076, loss_cls: 1.0031, loss: 1.9424, grad_norm: 4.8837 2021-03-12 00:38:17,331 - mmaction - INFO - Epoch [102][40/225] lr: 6.000e-03, eta: 3:50:29, time: 1.064, data_time: 0.003, memory: 8232, loss_aux: 0.9442, top1_acc: 0.7465, top5_acc: 0.9125, loss_cls: 0.9816, loss: 1.9258, grad_norm: 4.8511 2021-03-12 00:38:38,782 - mmaction - INFO - Epoch [102][60/225] lr: 6.000e-03, eta: 3:50:02, time: 1.072, data_time: 0.003, memory: 8232, loss_aux: 0.9467, top1_acc: 0.7447, top5_acc: 0.9035, loss_cls: 1.0097, loss: 1.9564, grad_norm: 4.9016 2021-03-12 00:39:00,354 - mmaction - INFO - Epoch [102][80/225] lr: 6.000e-03, eta: 3:49:35, time: 1.080, data_time: 0.002, memory: 8232, loss_aux: 0.9494, top1_acc: 0.7406, top5_acc: 0.9087, loss_cls: 1.0138, loss: 1.9632, grad_norm: 4.9792 2021-03-12 00:39:22,079 - mmaction - INFO - Epoch [102][100/225] lr: 6.000e-03, eta: 3:49:08, time: 1.086, data_time: 0.003, memory: 8232, loss_aux: 0.9431, top1_acc: 0.7339, top5_acc: 0.9052, loss_cls: 1.0399, loss: 1.9830, grad_norm: 4.9933 2021-03-12 00:39:43,814 - mmaction - INFO - Epoch [102][120/225] lr: 6.000e-03, eta: 3:48:42, time: 1.088, data_time: 0.003, memory: 8232, loss_aux: 0.9608, top1_acc: 0.7375, top5_acc: 0.8984, loss_cls: 1.0363, loss: 1.9972, grad_norm: 4.9032 2021-03-12 00:40:05,704 - mmaction - INFO - Epoch [102][140/225] lr: 6.000e-03, eta: 3:48:15, time: 1.094, data_time: 0.003, memory: 8232, loss_aux: 0.9510, top1_acc: 0.7354, top5_acc: 0.9044, loss_cls: 1.0432, loss: 1.9942, grad_norm: 5.0682 2021-03-12 00:40:27,511 - mmaction - INFO - Epoch [102][160/225] lr: 6.000e-03, eta: 3:47:48, time: 1.091, data_time: 0.002, memory: 8232, loss_aux: 0.9479, top1_acc: 0.7361, top5_acc: 0.9082, loss_cls: 1.0221, loss: 1.9700, grad_norm: 5.0100 2021-03-12 00:40:49,292 - mmaction - INFO - Epoch [102][180/225] lr: 6.000e-03, eta: 3:47:21, time: 1.088, data_time: 0.003, memory: 8232, loss_aux: 0.9585, top1_acc: 0.7391, top5_acc: 0.9046, loss_cls: 1.0328, loss: 1.9914, grad_norm: 5.0291 2021-03-12 00:41:10,887 - mmaction - INFO - Epoch [102][200/225] lr: 6.000e-03, eta: 3:46:55, time: 1.080, data_time: 0.002, memory: 8232, loss_aux: 0.9541, top1_acc: 0.7335, top5_acc: 0.9021, loss_cls: 1.0415, loss: 1.9956, grad_norm: 5.0810 2021-03-12 00:41:32,788 - mmaction - INFO - Epoch [102][220/225] lr: 6.000e-03, eta: 3:46:28, time: 1.095, data_time: 0.003, memory: 8232, loss_aux: 0.9560, top1_acc: 0.7255, top5_acc: 0.8993, loss_cls: 1.0575, loss: 2.0135, grad_norm: 5.0578 2021-03-12 00:41:39,201 - mmaction - INFO - Saving checkpoint at 102 epochs 2021-03-12 00:42:45,832 - mmaction - INFO - Epoch [103][20/225] lr: 6.000e-03, eta: 3:46:12, time: 3.279, data_time: 1.938, memory: 8232, loss_aux: 0.9260, top1_acc: 0.7551, top5_acc: 0.9142, loss_cls: 0.9639, loss: 1.8899, grad_norm: 4.8293 2021-03-12 00:43:07,149 - mmaction - INFO - Epoch [103][40/225] lr: 6.000e-03, eta: 3:45:46, time: 1.066, data_time: 0.003, memory: 8232, loss_aux: 0.9408, top1_acc: 0.7422, top5_acc: 0.9023, loss_cls: 1.0072, loss: 1.9480, grad_norm: 5.0319 2021-03-12 00:43:28,589 - mmaction - INFO - Epoch [103][60/225] lr: 6.000e-03, eta: 3:45:19, time: 1.071, data_time: 0.003, memory: 8232, loss_aux: 0.9503, top1_acc: 0.7341, top5_acc: 0.9079, loss_cls: 1.0262, loss: 1.9765, grad_norm: 5.0828 2021-03-12 00:43:50,085 - mmaction - INFO - Epoch [103][80/225] lr: 6.000e-03, eta: 3:44:52, time: 1.075, data_time: 0.002, memory: 8232, loss_aux: 0.9652, top1_acc: 0.7342, top5_acc: 0.9003, loss_cls: 1.0455, loss: 2.0107, grad_norm: 5.1000 2021-03-12 00:44:11,920 - mmaction - INFO - Epoch [103][100/225] lr: 6.000e-03, eta: 3:44:25, time: 1.091, data_time: 0.003, memory: 8232, loss_aux: 0.9576, top1_acc: 0.7427, top5_acc: 0.9020, loss_cls: 1.0409, loss: 1.9985, grad_norm: 5.0496 2021-03-12 00:44:33,642 - mmaction - INFO - Epoch [103][120/225] lr: 6.000e-03, eta: 3:43:58, time: 1.087, data_time: 0.002, memory: 8232, loss_aux: 0.9392, top1_acc: 0.7430, top5_acc: 0.9113, loss_cls: 0.9986, loss: 1.9378, grad_norm: 5.0624 2021-03-12 00:44:55,468 - mmaction - INFO - Epoch [103][140/225] lr: 6.000e-03, eta: 3:43:31, time: 1.091, data_time: 0.003, memory: 8232, loss_aux: 0.9562, top1_acc: 0.7410, top5_acc: 0.9027, loss_cls: 1.0162, loss: 1.9724, grad_norm: 5.0309 2021-03-12 00:45:17,345 - mmaction - INFO - Epoch [103][160/225] lr: 6.000e-03, eta: 3:43:05, time: 1.094, data_time: 0.002, memory: 8232, loss_aux: 0.9480, top1_acc: 0.7409, top5_acc: 0.9035, loss_cls: 1.0253, loss: 1.9733, grad_norm: 5.0615 2021-03-12 00:45:39,286 - mmaction - INFO - Epoch [103][180/225] lr: 6.000e-03, eta: 3:42:38, time: 1.096, data_time: 0.003, memory: 8232, loss_aux: 0.9527, top1_acc: 0.7405, top5_acc: 0.9082, loss_cls: 1.0167, loss: 1.9694, grad_norm: 5.1027 2021-03-12 00:46:01,145 - mmaction - INFO - Epoch [103][200/225] lr: 6.000e-03, eta: 3:42:12, time: 1.094, data_time: 0.002, memory: 8232, loss_aux: 0.9499, top1_acc: 0.7341, top5_acc: 0.9012, loss_cls: 1.0308, loss: 1.9808, grad_norm: 5.0295 2021-03-12 00:46:22,981 - mmaction - INFO - Epoch [103][220/225] lr: 6.000e-03, eta: 3:41:45, time: 1.091, data_time: 0.003, memory: 8232, loss_aux: 0.9653, top1_acc: 0.7409, top5_acc: 0.9022, loss_cls: 1.0373, loss: 2.0027, grad_norm: 5.1216 2021-03-12 00:46:29,403 - mmaction - INFO - Saving checkpoint at 103 epochs 2021-03-12 00:47:35,956 - mmaction - INFO - Epoch [104][20/225] lr: 6.000e-03, eta: 3:41:29, time: 3.266, data_time: 2.002, memory: 8232, loss_aux: 0.9325, top1_acc: 0.7576, top5_acc: 0.9146, loss_cls: 0.9534, loss: 1.8859, grad_norm: 4.9815 2021-03-12 00:47:57,292 - mmaction - INFO - Epoch [104][40/225] lr: 6.000e-03, eta: 3:41:02, time: 1.067, data_time: 0.004, memory: 8232, loss_aux: 0.9388, top1_acc: 0.7491, top5_acc: 0.9104, loss_cls: 0.9834, loss: 1.9222, grad_norm: 5.0355 2021-03-12 00:48:18,787 - mmaction - INFO - Epoch [104][60/225] lr: 6.000e-03, eta: 3:40:35, time: 1.074, data_time: 0.003, memory: 8232, loss_aux: 0.9306, top1_acc: 0.7473, top5_acc: 0.9090, loss_cls: 0.9944, loss: 1.9250, grad_norm: 5.0788 2021-03-12 00:48:40,257 - mmaction - INFO - Epoch [104][80/225] lr: 6.000e-03, eta: 3:40:08, time: 1.074, data_time: 0.002, memory: 8232, loss_aux: 0.9367, top1_acc: 0.7443, top5_acc: 0.9079, loss_cls: 1.0016, loss: 1.9383, grad_norm: 5.1301 2021-03-12 00:49:01,938 - mmaction - INFO - Epoch [104][100/225] lr: 6.000e-03, eta: 3:39:41, time: 1.083, data_time: 0.003, memory: 8232, loss_aux: 0.9634, top1_acc: 0.7384, top5_acc: 0.9051, loss_cls: 1.0178, loss: 1.9813, grad_norm: 5.1580 2021-03-12 00:49:23,578 - mmaction - INFO - Epoch [104][120/225] lr: 6.000e-03, eta: 3:39:15, time: 1.083, data_time: 0.002, memory: 8232, loss_aux: 0.9336, top1_acc: 0.7421, top5_acc: 0.9070, loss_cls: 0.9929, loss: 1.9266, grad_norm: 5.0869 2021-03-12 00:49:45,167 - mmaction - INFO - Epoch [104][140/225] lr: 6.000e-03, eta: 3:38:48, time: 1.079, data_time: 0.003, memory: 8232, loss_aux: 0.9652, top1_acc: 0.7290, top5_acc: 0.8991, loss_cls: 1.0608, loss: 2.0260, grad_norm: 5.1776 2021-03-12 00:50:06,851 - mmaction - INFO - Epoch [104][160/225] lr: 6.000e-03, eta: 3:38:21, time: 1.085, data_time: 0.002, memory: 8232, loss_aux: 0.9516, top1_acc: 0.7405, top5_acc: 0.9091, loss_cls: 1.0036, loss: 1.9552, grad_norm: 5.0644 2021-03-12 00:50:28,732 - mmaction - INFO - Epoch [104][180/225] lr: 6.000e-03, eta: 3:37:55, time: 1.093, data_time: 0.003, memory: 8232, loss_aux: 0.9543, top1_acc: 0.7423, top5_acc: 0.9029, loss_cls: 1.0323, loss: 1.9867, grad_norm: 5.1349 2021-03-12 00:50:50,393 - mmaction - INFO - Epoch [104][200/225] lr: 6.000e-03, eta: 3:37:28, time: 1.084, data_time: 0.002, memory: 8232, loss_aux: 0.9378, top1_acc: 0.7512, top5_acc: 0.9121, loss_cls: 0.9772, loss: 1.9150, grad_norm: 5.1046 2021-03-12 00:51:12,239 - mmaction - INFO - Epoch [104][220/225] lr: 6.000e-03, eta: 3:37:01, time: 1.092, data_time: 0.003, memory: 8232, loss_aux: 0.9478, top1_acc: 0.7368, top5_acc: 0.9049, loss_cls: 1.0262, loss: 1.9740, grad_norm: 5.1933 2021-03-12 00:51:18,509 - mmaction - INFO - Saving checkpoint at 104 epochs 2021-03-12 00:52:25,495 - mmaction - INFO - Epoch [105][20/225] lr: 6.000e-03, eta: 3:36:44, time: 3.231, data_time: 1.986, memory: 8232, loss_aux: 0.9237, top1_acc: 0.7536, top5_acc: 0.9129, loss_cls: 0.9558, loss: 1.8794, grad_norm: 5.0298 2021-03-12 00:52:46,766 - mmaction - INFO - Epoch [105][40/225] lr: 6.000e-03, eta: 3:36:18, time: 1.063, data_time: 0.001, memory: 8232, loss_aux: 0.9203, top1_acc: 0.7569, top5_acc: 0.9147, loss_cls: 0.9514, loss: 1.8717, grad_norm: 5.0438 2021-03-12 00:53:08,191 - mmaction - INFO - Epoch [105][60/225] lr: 6.000e-03, eta: 3:35:51, time: 1.070, data_time: 0.003, memory: 8232, loss_aux: 0.9452, top1_acc: 0.7415, top5_acc: 0.9105, loss_cls: 1.0032, loss: 1.9483, grad_norm: 5.1616 2021-03-12 00:53:29,715 - mmaction - INFO - Epoch [105][80/225] lr: 6.000e-03, eta: 3:35:24, time: 1.077, data_time: 0.002, memory: 8232, loss_aux: 0.9509, top1_acc: 0.7418, top5_acc: 0.9087, loss_cls: 1.0014, loss: 1.9522, grad_norm: 5.2199 2021-03-12 00:53:51,393 - mmaction - INFO - Epoch [105][100/225] lr: 6.000e-03, eta: 3:34:57, time: 1.083, data_time: 0.003, memory: 8232, loss_aux: 0.9274, top1_acc: 0.7496, top5_acc: 0.9085, loss_cls: 0.9882, loss: 1.9156, grad_norm: 5.1186 2021-03-12 00:54:13,170 - mmaction - INFO - Epoch [105][120/225] lr: 6.000e-03, eta: 3:34:31, time: 1.090, data_time: 0.002, memory: 8232, loss_aux: 0.9425, top1_acc: 0.7388, top5_acc: 0.9072, loss_cls: 1.0090, loss: 1.9515, grad_norm: 5.2176 2021-03-12 00:54:34,971 - mmaction - INFO - Epoch [105][140/225] lr: 6.000e-03, eta: 3:34:04, time: 1.090, data_time: 0.003, memory: 8232, loss_aux: 0.9479, top1_acc: 0.7408, top5_acc: 0.9082, loss_cls: 1.0152, loss: 1.9632, grad_norm: 5.2268 2021-03-12 00:54:56,791 - mmaction - INFO - Epoch [105][160/225] lr: 6.000e-03, eta: 3:33:37, time: 1.092, data_time: 0.002, memory: 8232, loss_aux: 0.9581, top1_acc: 0.7340, top5_acc: 0.9022, loss_cls: 1.0359, loss: 1.9941, grad_norm: 5.2241 2021-03-12 00:55:18,511 - mmaction - INFO - Epoch [105][180/225] lr: 6.000e-03, eta: 3:33:11, time: 1.085, data_time: 0.003, memory: 8232, loss_aux: 0.9347, top1_acc: 0.7470, top5_acc: 0.9109, loss_cls: 0.9816, loss: 1.9162, grad_norm: 5.1352 2021-03-12 00:55:40,585 - mmaction - INFO - Epoch [105][200/225] lr: 6.000e-03, eta: 3:32:44, time: 1.105, data_time: 0.002, memory: 8232, loss_aux: 0.9317, top1_acc: 0.7464, top5_acc: 0.9122, loss_cls: 1.0017, loss: 1.9334, grad_norm: 5.1607 2021-03-12 00:56:02,277 - mmaction - INFO - Epoch [105][220/225] lr: 6.000e-03, eta: 3:32:18, time: 1.084, data_time: 0.003, memory: 8232, loss_aux: 0.9625, top1_acc: 0.7402, top5_acc: 0.9059, loss_cls: 1.0220, loss: 1.9845, grad_norm: 5.1636 2021-03-12 00:56:08,568 - mmaction - INFO - Saving checkpoint at 105 epochs 2021-03-12 00:57:16,525 - mmaction - INFO - Epoch [106][20/225] lr: 6.000e-03, eta: 3:32:01, time: 3.347, data_time: 2.014, memory: 8232, loss_aux: 0.9373, top1_acc: 0.7454, top5_acc: 0.9077, loss_cls: 0.9987, loss: 1.9360, grad_norm: 5.1609 2021-03-12 00:57:37,866 - mmaction - INFO - Epoch [106][40/225] lr: 6.000e-03, eta: 3:31:35, time: 1.067, data_time: 0.003, memory: 8232, loss_aux: 0.9475, top1_acc: 0.7415, top5_acc: 0.9068, loss_cls: 1.0065, loss: 1.9539, grad_norm: 5.2001 2021-03-12 00:57:59,288 - mmaction - INFO - Epoch [106][60/225] lr: 6.000e-03, eta: 3:31:08, time: 1.070, data_time: 0.003, memory: 8232, loss_aux: 0.9538, top1_acc: 0.7397, top5_acc: 0.9066, loss_cls: 1.0143, loss: 1.9681, grad_norm: 5.2220 2021-03-12 00:58:20,849 - mmaction - INFO - Epoch [106][80/225] lr: 6.000e-03, eta: 3:30:41, time: 1.079, data_time: 0.002, memory: 8232, loss_aux: 0.9413, top1_acc: 0.7487, top5_acc: 0.9081, loss_cls: 0.9894, loss: 1.9307, grad_norm: 5.2336 2021-03-12 00:58:42,570 - mmaction - INFO - Epoch [106][100/225] lr: 6.000e-03, eta: 3:30:14, time: 1.085, data_time: 0.003, memory: 8232, loss_aux: 0.9403, top1_acc: 0.7493, top5_acc: 0.9074, loss_cls: 1.0054, loss: 1.9457, grad_norm: 5.2098 2021-03-12 00:59:04,306 - mmaction - INFO - Epoch [106][120/225] lr: 6.000e-03, eta: 3:29:48, time: 1.087, data_time: 0.002, memory: 8232, loss_aux: 0.9357, top1_acc: 0.7533, top5_acc: 0.9120, loss_cls: 0.9808, loss: 1.9166, grad_norm: 5.2802 2021-03-12 00:59:25,901 - mmaction - INFO - Epoch [106][140/225] lr: 6.000e-03, eta: 3:29:21, time: 1.079, data_time: 0.003, memory: 8232, loss_aux: 0.9458, top1_acc: 0.7431, top5_acc: 0.9076, loss_cls: 1.0162, loss: 1.9621, grad_norm: 5.2394 2021-03-12 00:59:47,682 - mmaction - INFO - Epoch [106][160/225] lr: 6.000e-03, eta: 3:28:55, time: 1.090, data_time: 0.002, memory: 8232, loss_aux: 0.9473, top1_acc: 0.7486, top5_acc: 0.9092, loss_cls: 0.9985, loss: 1.9458, grad_norm: 5.2189 2021-03-12 01:00:09,440 - mmaction - INFO - Epoch [106][180/225] lr: 6.000e-03, eta: 3:28:28, time: 1.088, data_time: 0.003, memory: 8232, loss_aux: 0.9342, top1_acc: 0.7462, top5_acc: 0.9122, loss_cls: 0.9798, loss: 1.9141, grad_norm: 5.2080 2021-03-12 01:00:31,098 - mmaction - INFO - Epoch [106][200/225] lr: 6.000e-03, eta: 3:28:01, time: 1.083, data_time: 0.001, memory: 8232, loss_aux: 0.9535, top1_acc: 0.7432, top5_acc: 0.9018, loss_cls: 1.0232, loss: 1.9767, grad_norm: 5.2869 2021-03-12 01:00:52,848 - mmaction - INFO - Epoch [106][220/225] lr: 6.000e-03, eta: 3:27:35, time: 1.087, data_time: 0.003, memory: 8232, loss_aux: 0.9592, top1_acc: 0.7316, top5_acc: 0.9036, loss_cls: 1.0393, loss: 1.9985, grad_norm: 5.3244 2021-03-12 01:00:59,243 - mmaction - INFO - Saving checkpoint at 106 epochs 2021-03-12 01:02:05,854 - mmaction - INFO - Epoch [107][20/225] lr: 6.000e-03, eta: 3:27:17, time: 3.270, data_time: 1.999, memory: 8232, loss_aux: 0.9417, top1_acc: 0.7500, top5_acc: 0.9072, loss_cls: 0.9871, loss: 1.9288, grad_norm: 5.2118 2021-03-12 01:02:27,289 - mmaction - INFO - Epoch [107][40/225] lr: 6.000e-03, eta: 3:26:51, time: 1.072, data_time: 0.005, memory: 8232, loss_aux: 0.9268, top1_acc: 0.7534, top5_acc: 0.9134, loss_cls: 0.9674, loss: 1.8942, grad_norm: 5.2675 2021-03-12 01:02:48,695 - mmaction - INFO - Epoch [107][60/225] lr: 6.000e-03, eta: 3:26:24, time: 1.070, data_time: 0.003, memory: 8232, loss_aux: 0.9582, top1_acc: 0.7521, top5_acc: 0.9046, loss_cls: 0.9977, loss: 1.9558, grad_norm: 5.2129 2021-03-12 01:03:10,209 - mmaction - INFO - Epoch [107][80/225] lr: 6.000e-03, eta: 3:25:57, time: 1.076, data_time: 0.002, memory: 8232, loss_aux: 0.9299, top1_acc: 0.7467, top5_acc: 0.9145, loss_cls: 0.9648, loss: 1.8948, grad_norm: 5.2932 2021-03-12 01:03:31,881 - mmaction - INFO - Epoch [107][100/225] lr: 6.000e-03, eta: 3:25:31, time: 1.083, data_time: 0.003, memory: 8232, loss_aux: 0.9456, top1_acc: 0.7445, top5_acc: 0.9107, loss_cls: 1.0020, loss: 1.9476, grad_norm: 5.2611 2021-03-12 01:03:53,606 - mmaction - INFO - Epoch [107][120/225] lr: 6.000e-03, eta: 3:25:04, time: 1.087, data_time: 0.002, memory: 8232, loss_aux: 0.9476, top1_acc: 0.7422, top5_acc: 0.9072, loss_cls: 1.0120, loss: 1.9595, grad_norm: 5.3837 2021-03-12 01:04:15,378 - mmaction - INFO - Epoch [107][140/225] lr: 6.000e-03, eta: 3:24:38, time: 1.088, data_time: 0.003, memory: 8232, loss_aux: 0.9380, top1_acc: 0.7462, top5_acc: 0.9068, loss_cls: 1.0106, loss: 1.9487, grad_norm: 5.3097 2021-03-12 01:04:37,244 - mmaction - INFO - Epoch [107][160/225] lr: 6.000e-03, eta: 3:24:11, time: 1.094, data_time: 0.002, memory: 8232, loss_aux: 0.9437, top1_acc: 0.7451, top5_acc: 0.9133, loss_cls: 0.9862, loss: 1.9298, grad_norm: 5.2269 2021-03-12 01:04:58,947 - mmaction - INFO - Epoch [107][180/225] lr: 6.000e-03, eta: 3:23:45, time: 1.085, data_time: 0.003, memory: 8232, loss_aux: 0.9442, top1_acc: 0.7444, top5_acc: 0.9060, loss_cls: 1.0058, loss: 1.9500, grad_norm: 5.3789 2021-03-12 01:05:20,634 - mmaction - INFO - Epoch [107][200/225] lr: 6.000e-03, eta: 3:23:18, time: 1.085, data_time: 0.002, memory: 8232, loss_aux: 0.9491, top1_acc: 0.7490, top5_acc: 0.9081, loss_cls: 0.9968, loss: 1.9460, grad_norm: 5.3378 2021-03-12 01:05:42,518 - mmaction - INFO - Epoch [107][220/225] lr: 6.000e-03, eta: 3:22:52, time: 1.094, data_time: 0.003, memory: 8232, loss_aux: 0.9321, top1_acc: 0.7508, top5_acc: 0.9094, loss_cls: 0.9909, loss: 1.9229, grad_norm: 5.3032 2021-03-12 01:05:48,715 - mmaction - INFO - Saving checkpoint at 107 epochs 2021-03-12 01:06:55,735 - mmaction - INFO - Epoch [108][20/225] lr: 6.000e-03, eta: 3:22:34, time: 3.296, data_time: 1.964, memory: 8232, loss_aux: 0.9448, top1_acc: 0.7549, top5_acc: 0.9094, loss_cls: 0.9708, loss: 1.9155, grad_norm: 5.2467 2021-03-12 01:07:17,161 - mmaction - INFO - Epoch [108][40/225] lr: 6.000e-03, eta: 3:22:07, time: 1.071, data_time: 0.004, memory: 8232, loss_aux: 0.9313, top1_acc: 0.7523, top5_acc: 0.9145, loss_cls: 0.9641, loss: 1.8954, grad_norm: 5.2195 2021-03-12 01:07:38,538 - mmaction - INFO - Epoch [108][60/225] lr: 6.000e-03, eta: 3:21:41, time: 1.068, data_time: 0.003, memory: 8232, loss_aux: 0.9148, top1_acc: 0.7570, top5_acc: 0.9125, loss_cls: 0.9432, loss: 1.8580, grad_norm: 5.2547 2021-03-12 01:08:00,134 - mmaction - INFO - Epoch [108][80/225] lr: 6.000e-03, eta: 3:21:14, time: 1.080, data_time: 0.002, memory: 8232, loss_aux: 0.9245, top1_acc: 0.7546, top5_acc: 0.9155, loss_cls: 0.9626, loss: 1.8871, grad_norm: 5.2710 2021-03-12 01:08:21,891 - mmaction - INFO - Epoch [108][100/225] lr: 6.000e-03, eta: 3:20:47, time: 1.087, data_time: 0.003, memory: 8232, loss_aux: 0.9439, top1_acc: 0.7500, top5_acc: 0.9070, loss_cls: 0.9895, loss: 1.9334, grad_norm: 5.3391 2021-03-12 01:08:43,588 - mmaction - INFO - Epoch [108][120/225] lr: 6.000e-03, eta: 3:20:21, time: 1.085, data_time: 0.002, memory: 8232, loss_aux: 0.9286, top1_acc: 0.7520, top5_acc: 0.9139, loss_cls: 0.9614, loss: 1.8901, grad_norm: 5.2714 2021-03-12 01:09:05,349 - mmaction - INFO - Epoch [108][140/225] lr: 6.000e-03, eta: 3:19:54, time: 1.088, data_time: 0.001, memory: 8232, loss_aux: 0.9426, top1_acc: 0.7449, top5_acc: 0.9121, loss_cls: 0.9837, loss: 1.9263, grad_norm: 5.3532 2021-03-12 01:09:27,070 - mmaction - INFO - Epoch [108][160/225] lr: 6.000e-03, eta: 3:19:28, time: 1.085, data_time: 0.003, memory: 8232, loss_aux: 0.9335, top1_acc: 0.7474, top5_acc: 0.9076, loss_cls: 0.9970, loss: 1.9305, grad_norm: 5.4837 2021-03-12 01:09:48,725 - mmaction - INFO - Epoch [108][180/225] lr: 6.000e-03, eta: 3:19:01, time: 1.083, data_time: 0.002, memory: 8232, loss_aux: 0.9383, top1_acc: 0.7348, top5_acc: 0.9076, loss_cls: 1.0059, loss: 1.9442, grad_norm: 5.4902 2021-03-12 01:10:10,580 - mmaction - INFO - Epoch [108][200/225] lr: 6.000e-03, eta: 3:18:35, time: 1.092, data_time: 0.003, memory: 8232, loss_aux: 0.9363, top1_acc: 0.7551, top5_acc: 0.9066, loss_cls: 0.9914, loss: 1.9277, grad_norm: 5.3488 2021-03-12 01:10:32,311 - mmaction - INFO - Epoch [108][220/225] lr: 6.000e-03, eta: 3:18:08, time: 1.087, data_time: 0.002, memory: 8232, loss_aux: 0.9344, top1_acc: 0.7475, top5_acc: 0.9059, loss_cls: 0.9932, loss: 1.9275, grad_norm: 5.3311 2021-03-12 01:10:38,524 - mmaction - INFO - Saving checkpoint at 108 epochs 2021-03-12 01:11:47,297 - mmaction - INFO - Epoch [109][20/225] lr: 6.000e-03, eta: 3:17:51, time: 3.385, data_time: 1.858, memory: 8232, loss_aux: 0.9266, top1_acc: 0.7650, top5_acc: 0.9167, loss_cls: 0.9344, loss: 1.8610, grad_norm: 5.2377 2021-03-12 01:12:08,589 - mmaction - INFO - Epoch [109][40/225] lr: 6.000e-03, eta: 3:17:24, time: 1.065, data_time: 0.003, memory: 8232, loss_aux: 0.9223, top1_acc: 0.7667, top5_acc: 0.9190, loss_cls: 0.9271, loss: 1.8494, grad_norm: 5.2319 2021-03-12 01:12:30,046 - mmaction - INFO - Epoch [109][60/225] lr: 6.000e-03, eta: 3:16:58, time: 1.072, data_time: 0.003, memory: 8232, loss_aux: 0.9339, top1_acc: 0.7562, top5_acc: 0.9120, loss_cls: 0.9568, loss: 1.8907, grad_norm: 5.2914 2021-03-12 01:12:51,650 - mmaction - INFO - Epoch [109][80/225] lr: 6.000e-03, eta: 3:16:31, time: 1.081, data_time: 0.002, memory: 8232, loss_aux: 0.9268, top1_acc: 0.7540, top5_acc: 0.9168, loss_cls: 0.9538, loss: 1.8806, grad_norm: 5.2972 2021-03-12 01:13:13,250 - mmaction - INFO - Epoch [109][100/225] lr: 6.000e-03, eta: 3:16:05, time: 1.079, data_time: 0.002, memory: 8232, loss_aux: 0.9377, top1_acc: 0.7434, top5_acc: 0.9064, loss_cls: 0.9961, loss: 1.9338, grad_norm: 5.3444 2021-03-12 01:13:35,120 - mmaction - INFO - Epoch [109][120/225] lr: 6.000e-03, eta: 3:15:38, time: 1.094, data_time: 0.002, memory: 8232, loss_aux: 0.9302, top1_acc: 0.7493, top5_acc: 0.9112, loss_cls: 0.9744, loss: 1.9046, grad_norm: 5.4146 2021-03-12 01:13:56,706 - mmaction - INFO - Epoch [109][140/225] lr: 6.000e-03, eta: 3:15:12, time: 1.078, data_time: 0.003, memory: 8232, loss_aux: 0.9411, top1_acc: 0.7523, top5_acc: 0.9111, loss_cls: 0.9867, loss: 1.9278, grad_norm: 5.3890 2021-03-12 01:14:18,790 - mmaction - INFO - Epoch [109][160/225] lr: 6.000e-03, eta: 3:14:45, time: 1.105, data_time: 0.002, memory: 8232, loss_aux: 0.9365, top1_acc: 0.7436, top5_acc: 0.9044, loss_cls: 0.9935, loss: 1.9301, grad_norm: 5.3306 2021-03-12 01:14:40,518 - mmaction - INFO - Epoch [109][180/225] lr: 6.000e-03, eta: 3:14:19, time: 1.086, data_time: 0.003, memory: 8232, loss_aux: 0.9451, top1_acc: 0.7501, top5_acc: 0.9076, loss_cls: 0.9886, loss: 1.9337, grad_norm: 5.3239 2021-03-12 01:15:02,431 - mmaction - INFO - Epoch [109][200/225] lr: 6.000e-03, eta: 3:13:53, time: 1.095, data_time: 0.002, memory: 8232, loss_aux: 0.9458, top1_acc: 0.7426, top5_acc: 0.9072, loss_cls: 0.9998, loss: 1.9457, grad_norm: 5.3728 2021-03-12 01:15:24,166 - mmaction - INFO - Epoch [109][220/225] lr: 6.000e-03, eta: 3:13:26, time: 1.088, data_time: 0.002, memory: 8232, loss_aux: 0.9325, top1_acc: 0.7471, top5_acc: 0.9132, loss_cls: 0.9771, loss: 1.9096, grad_norm: 5.3978 2021-03-12 01:15:30,348 - mmaction - INFO - Saving checkpoint at 109 epochs 2021-03-12 01:16:39,705 - mmaction - INFO - Epoch [110][20/225] lr: 6.000e-03, eta: 3:13:08, time: 3.314, data_time: 1.697, memory: 8232, loss_aux: 0.9274, top1_acc: 0.7596, top5_acc: 0.9164, loss_cls: 0.9372, loss: 1.8647, grad_norm: 5.3320 2021-03-12 01:17:01,083 - mmaction - INFO - Epoch [110][40/225] lr: 6.000e-03, eta: 3:12:41, time: 1.069, data_time: 0.004, memory: 8232, loss_aux: 0.9272, top1_acc: 0.7605, top5_acc: 0.9190, loss_cls: 0.9523, loss: 1.8795, grad_norm: 5.3715 2021-03-12 01:17:22,555 - mmaction - INFO - Epoch [110][60/225] lr: 6.000e-03, eta: 3:12:15, time: 1.073, data_time: 0.003, memory: 8232, loss_aux: 0.9287, top1_acc: 0.7529, top5_acc: 0.9113, loss_cls: 0.9693, loss: 1.8980, grad_norm: 5.4196 2021-03-12 01:17:44,165 - mmaction - INFO - Epoch [110][80/225] lr: 6.000e-03, eta: 3:11:48, time: 1.081, data_time: 0.002, memory: 8232, loss_aux: 0.9299, top1_acc: 0.7504, top5_acc: 0.9148, loss_cls: 0.9663, loss: 1.8961, grad_norm: 5.4298 2021-03-12 01:18:05,844 - mmaction - INFO - Epoch [110][100/225] lr: 6.000e-03, eta: 3:11:22, time: 1.083, data_time: 0.002, memory: 8232, loss_aux: 0.9275, top1_acc: 0.7548, top5_acc: 0.9120, loss_cls: 0.9561, loss: 1.8836, grad_norm: 5.4431 2021-03-12 01:18:27,620 - mmaction - INFO - Epoch [110][120/225] lr: 6.000e-03, eta: 3:10:55, time: 1.090, data_time: 0.002, memory: 8232, loss_aux: 0.9214, top1_acc: 0.7576, top5_acc: 0.9145, loss_cls: 0.9490, loss: 1.8703, grad_norm: 5.3899 2021-03-12 01:18:49,537 - mmaction - INFO - Epoch [110][140/225] lr: 6.000e-03, eta: 3:10:29, time: 1.095, data_time: 0.003, memory: 8232, loss_aux: 0.9354, top1_acc: 0.7589, top5_acc: 0.9133, loss_cls: 0.9641, loss: 1.8994, grad_norm: 5.3808 2021-03-12 01:19:11,420 - mmaction - INFO - Epoch [110][160/225] lr: 6.000e-03, eta: 3:10:03, time: 1.095, data_time: 0.002, memory: 8232, loss_aux: 0.9456, top1_acc: 0.7501, top5_acc: 0.9064, loss_cls: 0.9821, loss: 1.9276, grad_norm: 5.4924 2021-03-12 01:19:33,185 - mmaction - INFO - Epoch [110][180/225] lr: 6.000e-03, eta: 3:09:36, time: 1.087, data_time: 0.003, memory: 8232, loss_aux: 0.9347, top1_acc: 0.7480, top5_acc: 0.9103, loss_cls: 0.9772, loss: 1.9119, grad_norm: 5.4262 2021-03-12 01:19:54,985 - mmaction - INFO - Epoch [110][200/225] lr: 6.000e-03, eta: 3:09:10, time: 1.091, data_time: 0.002, memory: 8232, loss_aux: 0.9463, top1_acc: 0.7483, top5_acc: 0.9078, loss_cls: 0.9955, loss: 1.9418, grad_norm: 5.5124 2021-03-12 01:20:16,798 - mmaction - INFO - Epoch [110][220/225] lr: 6.000e-03, eta: 3:08:43, time: 1.090, data_time: 0.003, memory: 8232, loss_aux: 0.9182, top1_acc: 0.7500, top5_acc: 0.9138, loss_cls: 0.9706, loss: 1.8888, grad_norm: 5.4535 2021-03-12 01:20:23,149 - mmaction - INFO - Saving checkpoint at 110 epochs 2021-03-12 01:21:30,140 - mmaction - INFO - Epoch [111][20/225] lr: 6.000e-03, eta: 3:08:24, time: 3.290, data_time: 1.799, memory: 8232, loss_aux: 0.9478, top1_acc: 0.7576, top5_acc: 0.9124, loss_cls: 0.9566, loss: 1.9044, grad_norm: 5.3982 2021-03-12 01:21:51,547 - mmaction - INFO - Epoch [111][40/225] lr: 6.000e-03, eta: 3:07:58, time: 1.070, data_time: 0.004, memory: 8232, loss_aux: 0.9307, top1_acc: 0.7632, top5_acc: 0.9185, loss_cls: 0.9320, loss: 1.8627, grad_norm: 5.4467 2021-03-12 01:22:12,978 - mmaction - INFO - Epoch [111][60/225] lr: 6.000e-03, eta: 3:07:31, time: 1.071, data_time: 0.003, memory: 8232, loss_aux: 0.9326, top1_acc: 0.7589, top5_acc: 0.9158, loss_cls: 0.9450, loss: 1.8776, grad_norm: 5.4986 2021-03-12 01:22:34,517 - mmaction - INFO - Epoch [111][80/225] lr: 6.000e-03, eta: 3:07:05, time: 1.078, data_time: 0.002, memory: 8232, loss_aux: 0.9319, top1_acc: 0.7589, top5_acc: 0.9134, loss_cls: 0.9546, loss: 1.8865, grad_norm: 5.4769 2021-03-12 01:22:56,256 - mmaction - INFO - Epoch [111][100/225] lr: 6.000e-03, eta: 3:06:38, time: 1.086, data_time: 0.003, memory: 8232, loss_aux: 0.9247, top1_acc: 0.7591, top5_acc: 0.9171, loss_cls: 0.9422, loss: 1.8669, grad_norm: 5.4501 2021-03-12 01:23:18,149 - mmaction - INFO - Epoch [111][120/225] lr: 6.000e-03, eta: 3:06:12, time: 1.095, data_time: 0.002, memory: 8232, loss_aux: 0.9191, top1_acc: 0.7547, top5_acc: 0.9130, loss_cls: 0.9515, loss: 1.8706, grad_norm: 5.4446 2021-03-12 01:23:39,907 - mmaction - INFO - Epoch [111][140/225] lr: 6.000e-03, eta: 3:05:46, time: 1.087, data_time: 0.003, memory: 8232, loss_aux: 0.9362, top1_acc: 0.7460, top5_acc: 0.9062, loss_cls: 0.9978, loss: 1.9341, grad_norm: 5.5480 2021-03-12 01:24:01,690 - mmaction - INFO - Epoch [111][160/225] lr: 6.000e-03, eta: 3:05:19, time: 1.090, data_time: 0.002, memory: 8232, loss_aux: 0.9419, top1_acc: 0.7521, top5_acc: 0.9107, loss_cls: 0.9658, loss: 1.9077, grad_norm: 5.4264 2021-03-12 01:24:23,583 - mmaction - INFO - Epoch [111][180/225] lr: 6.000e-03, eta: 3:04:53, time: 1.094, data_time: 0.003, memory: 8232, loss_aux: 0.9258, top1_acc: 0.7552, top5_acc: 0.9128, loss_cls: 0.9471, loss: 1.8729, grad_norm: 5.4514 2021-03-12 01:24:45,368 - mmaction - INFO - Epoch [111][200/225] lr: 6.000e-03, eta: 3:04:27, time: 1.090, data_time: 0.002, memory: 8232, loss_aux: 0.9405, top1_acc: 0.7484, top5_acc: 0.9042, loss_cls: 0.9847, loss: 1.9252, grad_norm: 5.4392 2021-03-12 01:25:07,334 - mmaction - INFO - Epoch [111][220/225] lr: 6.000e-03, eta: 3:04:00, time: 1.098, data_time: 0.003, memory: 8232, loss_aux: 0.9344, top1_acc: 0.7529, top5_acc: 0.9087, loss_cls: 0.9761, loss: 1.9104, grad_norm: 5.4713 2021-03-12 01:25:13,443 - mmaction - INFO - Saving checkpoint at 111 epochs 2021-03-12 01:26:20,906 - mmaction - INFO - Epoch [112][20/225] lr: 6.000e-03, eta: 3:03:41, time: 3.321, data_time: 2.062, memory: 8232, loss_aux: 0.9198, top1_acc: 0.7693, top5_acc: 0.9180, loss_cls: 0.9190, loss: 1.8388, grad_norm: 5.3445 2021-03-12 01:26:42,193 - mmaction - INFO - Epoch [112][40/225] lr: 6.000e-03, eta: 3:03:15, time: 1.064, data_time: 0.004, memory: 8232, loss_aux: 0.8922, top1_acc: 0.7664, top5_acc: 0.9214, loss_cls: 0.9155, loss: 1.8077, grad_norm: 5.3657 2021-03-12 01:27:03,632 - mmaction - INFO - Epoch [112][60/225] lr: 6.000e-03, eta: 3:02:48, time: 1.071, data_time: 0.003, memory: 8232, loss_aux: 0.9206, top1_acc: 0.7591, top5_acc: 0.9158, loss_cls: 0.9490, loss: 1.8697, grad_norm: 5.4983 2021-03-12 01:27:25,098 - mmaction - INFO - Epoch [112][80/225] lr: 6.000e-03, eta: 3:02:22, time: 1.074, data_time: 0.002, memory: 8232, loss_aux: 0.9162, top1_acc: 0.7585, top5_acc: 0.9124, loss_cls: 0.9442, loss: 1.8604, grad_norm: 5.4968 2021-03-12 01:27:46,794 - mmaction - INFO - Epoch [112][100/225] lr: 6.000e-03, eta: 3:01:55, time: 1.084, data_time: 0.003, memory: 8232, loss_aux: 0.9269, top1_acc: 0.7483, top5_acc: 0.9122, loss_cls: 0.9808, loss: 1.9078, grad_norm: 5.5992 2021-03-12 01:28:08,511 - mmaction - INFO - Epoch [112][120/225] lr: 6.000e-03, eta: 3:01:29, time: 1.087, data_time: 0.002, memory: 8232, loss_aux: 0.9501, top1_acc: 0.7523, top5_acc: 0.9143, loss_cls: 0.9736, loss: 1.9237, grad_norm: 5.4528 2021-03-12 01:28:30,414 - mmaction - INFO - Epoch [112][140/225] lr: 6.000e-03, eta: 3:01:03, time: 1.094, data_time: 0.003, memory: 8232, loss_aux: 0.9401, top1_acc: 0.7514, top5_acc: 0.9121, loss_cls: 0.9701, loss: 1.9102, grad_norm: 5.6086 2021-03-12 01:28:52,224 - mmaction - INFO - Epoch [112][160/225] lr: 6.000e-03, eta: 3:00:36, time: 1.091, data_time: 0.002, memory: 8232, loss_aux: 0.9195, top1_acc: 0.7622, top5_acc: 0.9152, loss_cls: 0.9427, loss: 1.8622, grad_norm: 5.5900 2021-03-12 01:29:14,020 - mmaction - INFO - Epoch [112][180/225] lr: 6.000e-03, eta: 3:00:10, time: 1.089, data_time: 0.003, memory: 8232, loss_aux: 0.9280, top1_acc: 0.7542, top5_acc: 0.9120, loss_cls: 0.9652, loss: 1.8933, grad_norm: 5.5255 2021-03-12 01:29:35,857 - mmaction - INFO - Epoch [112][200/225] lr: 6.000e-03, eta: 2:59:44, time: 1.093, data_time: 0.002, memory: 8232, loss_aux: 0.9407, top1_acc: 0.7500, top5_acc: 0.9146, loss_cls: 0.9749, loss: 1.9155, grad_norm: 5.6674 2021-03-12 01:29:57,590 - mmaction - INFO - Epoch [112][220/225] lr: 6.000e-03, eta: 2:59:18, time: 1.086, data_time: 0.003, memory: 8232, loss_aux: 0.9366, top1_acc: 0.7477, top5_acc: 0.9102, loss_cls: 0.9766, loss: 1.9132, grad_norm: 5.6070 2021-03-12 01:30:03,998 - mmaction - INFO - Saving checkpoint at 112 epochs 2021-03-12 01:31:13,058 - mmaction - INFO - Epoch [113][20/225] lr: 6.000e-03, eta: 2:58:58, time: 3.389, data_time: 2.004, memory: 8232, loss_aux: 0.9442, top1_acc: 0.7605, top5_acc: 0.9156, loss_cls: 0.9387, loss: 1.8829, grad_norm: 5.4995 2021-03-12 01:31:34,402 - mmaction - INFO - Epoch [113][40/225] lr: 6.000e-03, eta: 2:58:32, time: 1.067, data_time: 0.004, memory: 8232, loss_aux: 0.9186, top1_acc: 0.7654, top5_acc: 0.9156, loss_cls: 0.9198, loss: 1.8384, grad_norm: 5.4806 2021-03-12 01:31:55,888 - mmaction - INFO - Epoch [113][60/225] lr: 6.000e-03, eta: 2:58:06, time: 1.074, data_time: 0.003, memory: 8232, loss_aux: 0.9207, top1_acc: 0.7641, top5_acc: 0.9161, loss_cls: 0.9283, loss: 1.8490, grad_norm: 5.4392 2021-03-12 01:32:17,423 - mmaction - INFO - Epoch [113][80/225] lr: 6.000e-03, eta: 2:57:39, time: 1.077, data_time: 0.002, memory: 8232, loss_aux: 0.9401, top1_acc: 0.7497, top5_acc: 0.9112, loss_cls: 0.9744, loss: 1.9145, grad_norm: 5.6839 2021-03-12 01:32:39,066 - mmaction - INFO - Epoch [113][100/225] lr: 6.000e-03, eta: 2:57:13, time: 1.082, data_time: 0.003, memory: 8232, loss_aux: 0.9182, top1_acc: 0.7587, top5_acc: 0.9102, loss_cls: 0.9446, loss: 1.8628, grad_norm: 5.5291 2021-03-12 01:33:00,702 - mmaction - INFO - Epoch [113][120/225] lr: 6.000e-03, eta: 2:56:46, time: 1.082, data_time: 0.002, memory: 8232, loss_aux: 0.9407, top1_acc: 0.7549, top5_acc: 0.9096, loss_cls: 0.9655, loss: 1.9063, grad_norm: 5.5666 2021-03-12 01:33:22,471 - mmaction - INFO - Epoch [113][140/225] lr: 6.000e-03, eta: 2:56:20, time: 1.088, data_time: 0.003, memory: 8232, loss_aux: 0.9367, top1_acc: 0.7538, top5_acc: 0.9109, loss_cls: 0.9748, loss: 1.9115, grad_norm: 5.5922 2021-03-12 01:33:44,298 - mmaction - INFO - Epoch [113][160/225] lr: 6.000e-03, eta: 2:55:54, time: 1.092, data_time: 0.002, memory: 8232, loss_aux: 0.9330, top1_acc: 0.7607, top5_acc: 0.9186, loss_cls: 0.9441, loss: 1.8771, grad_norm: 5.5567 2021-03-12 01:34:06,033 - mmaction - INFO - Epoch [113][180/225] lr: 6.000e-03, eta: 2:55:28, time: 1.087, data_time: 0.003, memory: 8232, loss_aux: 0.9245, top1_acc: 0.7611, top5_acc: 0.9102, loss_cls: 0.9614, loss: 1.8859, grad_norm: 5.5528 2021-03-12 01:34:27,745 - mmaction - INFO - Epoch [113][200/225] lr: 6.000e-03, eta: 2:55:01, time: 1.086, data_time: 0.001, memory: 8232, loss_aux: 0.9399, top1_acc: 0.7505, top5_acc: 0.9107, loss_cls: 0.9877, loss: 1.9277, grad_norm: 5.6734 2021-03-12 01:34:49,594 - mmaction - INFO - Epoch [113][220/225] lr: 6.000e-03, eta: 2:54:35, time: 1.092, data_time: 0.003, memory: 8232, loss_aux: 0.9273, top1_acc: 0.7555, top5_acc: 0.9113, loss_cls: 0.9550, loss: 1.8823, grad_norm: 5.5498 2021-03-12 01:34:55,852 - mmaction - INFO - Saving checkpoint at 113 epochs 2021-03-12 01:36:03,810 - mmaction - INFO - Epoch [114][20/225] lr: 6.000e-03, eta: 2:54:15, time: 3.344, data_time: 1.994, memory: 8232, loss_aux: 0.9330, top1_acc: 0.7615, top5_acc: 0.9134, loss_cls: 0.9361, loss: 1.8690, grad_norm: 5.4690 2021-03-12 01:36:25,135 - mmaction - INFO - Epoch [114][40/225] lr: 6.000e-03, eta: 2:53:49, time: 1.066, data_time: 0.005, memory: 8232, loss_aux: 0.9073, top1_acc: 0.7733, top5_acc: 0.9227, loss_cls: 0.8983, loss: 1.8056, grad_norm: 5.4999 2021-03-12 01:36:46,528 - mmaction - INFO - Epoch [114][60/225] lr: 6.000e-03, eta: 2:53:22, time: 1.069, data_time: 0.003, memory: 8232, loss_aux: 0.9114, top1_acc: 0.7725, top5_acc: 0.9181, loss_cls: 0.9066, loss: 1.8180, grad_norm: 5.4410 2021-03-12 01:37:08,072 - mmaction - INFO - Epoch [114][80/225] lr: 6.000e-03, eta: 2:52:56, time: 1.078, data_time: 0.002, memory: 8232, loss_aux: 0.9135, top1_acc: 0.7629, top5_acc: 0.9207, loss_cls: 0.9159, loss: 1.8295, grad_norm: 5.4821 2021-03-12 01:37:29,654 - mmaction - INFO - Epoch [114][100/225] lr: 6.000e-03, eta: 2:52:30, time: 1.079, data_time: 0.003, memory: 8232, loss_aux: 0.9244, top1_acc: 0.7620, top5_acc: 0.9171, loss_cls: 0.9310, loss: 1.8554, grad_norm: 5.5495 2021-03-12 01:37:51,338 - mmaction - INFO - Epoch [114][120/225] lr: 6.000e-03, eta: 2:52:03, time: 1.085, data_time: 0.002, memory: 8232, loss_aux: 0.9317, top1_acc: 0.7539, top5_acc: 0.9133, loss_cls: 0.9657, loss: 1.8975, grad_norm: 5.7169 2021-03-12 01:38:13,082 - mmaction - INFO - Epoch [114][140/225] lr: 6.000e-03, eta: 2:51:37, time: 1.087, data_time: 0.003, memory: 8232, loss_aux: 0.9366, top1_acc: 0.7548, top5_acc: 0.9107, loss_cls: 0.9669, loss: 1.9035, grad_norm: 5.6934 2021-03-12 01:38:35,008 - mmaction - INFO - Epoch [114][160/225] lr: 6.000e-03, eta: 2:51:11, time: 1.097, data_time: 0.002, memory: 8232, loss_aux: 0.9302, top1_acc: 0.7609, top5_acc: 0.9124, loss_cls: 0.9500, loss: 1.8801, grad_norm: 5.6329 2021-03-12 01:38:56,773 - mmaction - INFO - Epoch [114][180/225] lr: 6.000e-03, eta: 2:50:45, time: 1.087, data_time: 0.003, memory: 8232, loss_aux: 0.9392, top1_acc: 0.7587, top5_acc: 0.9151, loss_cls: 0.9498, loss: 1.8891, grad_norm: 5.7197 2021-03-12 01:39:18,545 - mmaction - INFO - Epoch [114][200/225] lr: 6.000e-03, eta: 2:50:18, time: 1.090, data_time: 0.002, memory: 8232, loss_aux: 0.9208, top1_acc: 0.7527, top5_acc: 0.9098, loss_cls: 0.9801, loss: 1.9009, grad_norm: 5.7067 2021-03-12 01:39:40,448 - mmaction - INFO - Epoch [114][220/225] lr: 6.000e-03, eta: 2:49:52, time: 1.095, data_time: 0.003, memory: 8232, loss_aux: 0.9291, top1_acc: 0.7542, top5_acc: 0.9135, loss_cls: 0.9575, loss: 1.8866, grad_norm: 5.6419 2021-03-12 01:39:47,513 - mmaction - INFO - Saving checkpoint at 114 epochs 2021-03-12 01:40:54,476 - mmaction - INFO - Epoch [115][20/225] lr: 6.000e-03, eta: 2:49:31, time: 3.177, data_time: 1.935, memory: 8232, loss_aux: 0.9014, top1_acc: 0.7693, top5_acc: 0.9186, loss_cls: 0.9053, loss: 1.8067, grad_norm: 5.4729 2021-03-12 01:41:15,830 - mmaction - INFO - Epoch [115][40/225] lr: 6.000e-03, eta: 2:49:05, time: 1.068, data_time: 0.004, memory: 8232, loss_aux: 0.9312, top1_acc: 0.7608, top5_acc: 0.9195, loss_cls: 0.9235, loss: 1.8547, grad_norm: 5.7341 2021-03-12 01:41:37,297 - mmaction - INFO - Epoch [115][60/225] lr: 6.000e-03, eta: 2:48:38, time: 1.073, data_time: 0.003, memory: 8232, loss_aux: 0.9219, top1_acc: 0.7669, top5_acc: 0.9155, loss_cls: 0.9357, loss: 1.8576, grad_norm: 5.6003 2021-03-12 01:41:58,907 - mmaction - INFO - Epoch [115][80/225] lr: 6.000e-03, eta: 2:48:12, time: 1.081, data_time: 0.002, memory: 8232, loss_aux: 0.9208, top1_acc: 0.7654, top5_acc: 0.9121, loss_cls: 0.9449, loss: 1.8657, grad_norm: 5.6683 2021-03-12 01:42:20,560 - mmaction - INFO - Epoch [115][100/225] lr: 6.000e-03, eta: 2:47:46, time: 1.082, data_time: 0.001, memory: 8232, loss_aux: 0.9157, top1_acc: 0.7671, top5_acc: 0.9178, loss_cls: 0.9108, loss: 1.8265, grad_norm: 5.5601 2021-03-12 01:42:42,226 - mmaction - INFO - Epoch [115][120/225] lr: 6.000e-03, eta: 2:47:19, time: 1.084, data_time: 0.002, memory: 8232, loss_aux: 0.9263, top1_acc: 0.7591, top5_acc: 0.9129, loss_cls: 0.9442, loss: 1.8705, grad_norm: 5.7000 2021-03-12 01:43:04,042 - mmaction - INFO - Epoch [115][140/225] lr: 6.000e-03, eta: 2:46:53, time: 1.090, data_time: 0.003, memory: 8232, loss_aux: 0.9148, top1_acc: 0.7612, top5_acc: 0.9167, loss_cls: 0.9340, loss: 1.8488, grad_norm: 5.6973 2021-03-12 01:43:25,849 - mmaction - INFO - Epoch [115][160/225] lr: 6.000e-03, eta: 2:46:27, time: 1.091, data_time: 0.002, memory: 8232, loss_aux: 0.9175, top1_acc: 0.7615, top5_acc: 0.9141, loss_cls: 0.9314, loss: 1.8489, grad_norm: 5.6127 2021-03-12 01:43:47,841 - mmaction - INFO - Epoch [115][180/225] lr: 6.000e-03, eta: 2:46:01, time: 1.099, data_time: 0.003, memory: 8232, loss_aux: 0.9386, top1_acc: 0.7530, top5_acc: 0.9102, loss_cls: 0.9779, loss: 1.9165, grad_norm: 5.6892 2021-03-12 01:44:09,769 - mmaction - INFO - Epoch [115][200/225] lr: 6.000e-03, eta: 2:45:35, time: 1.097, data_time: 0.002, memory: 8232, loss_aux: 0.9274, top1_acc: 0.7634, top5_acc: 0.9145, loss_cls: 0.9512, loss: 1.8786, grad_norm: 5.7213 2021-03-12 01:44:31,527 - mmaction - INFO - Epoch [115][220/225] lr: 6.000e-03, eta: 2:45:09, time: 1.087, data_time: 0.003, memory: 8232, loss_aux: 0.9225, top1_acc: 0.7660, top5_acc: 0.9223, loss_cls: 0.9190, loss: 1.8416, grad_norm: 5.6601 2021-03-12 01:44:37,903 - mmaction - INFO - Saving checkpoint at 115 epochs 2021-03-12 01:45:44,454 - mmaction - INFO - Epoch [116][20/225] lr: 6.000e-03, eta: 2:44:47, time: 3.183, data_time: 1.708, memory: 8232, loss_aux: 0.9135, top1_acc: 0.7680, top5_acc: 0.9208, loss_cls: 0.9080, loss: 1.8216, grad_norm: 5.6765 2021-03-12 01:46:05,774 - mmaction - INFO - Epoch [116][40/225] lr: 6.000e-03, eta: 2:44:21, time: 1.066, data_time: 0.004, memory: 8232, loss_aux: 0.9434, top1_acc: 0.7542, top5_acc: 0.9132, loss_cls: 0.9546, loss: 1.8979, grad_norm: 5.7456 2021-03-12 01:46:27,251 - mmaction - INFO - Epoch [116][60/225] lr: 6.000e-03, eta: 2:43:54, time: 1.073, data_time: 0.003, memory: 8232, loss_aux: 0.9160, top1_acc: 0.7651, top5_acc: 0.9146, loss_cls: 0.9287, loss: 1.8447, grad_norm: 5.6738 2021-03-12 01:46:48,819 - mmaction - INFO - Epoch [116][80/225] lr: 6.000e-03, eta: 2:43:28, time: 1.079, data_time: 0.002, memory: 8232, loss_aux: 0.9127, top1_acc: 0.7694, top5_acc: 0.9173, loss_cls: 0.9175, loss: 1.8302, grad_norm: 5.6897 2021-03-12 01:47:10,550 - mmaction - INFO - Epoch [116][100/225] lr: 6.000e-03, eta: 2:43:02, time: 1.086, data_time: 0.003, memory: 8232, loss_aux: 0.9143, top1_acc: 0.7704, top5_acc: 0.9189, loss_cls: 0.9141, loss: 1.8284, grad_norm: 5.6283 2021-03-12 01:47:32,378 - mmaction - INFO - Epoch [116][120/225] lr: 6.000e-03, eta: 2:42:36, time: 1.092, data_time: 0.002, memory: 8232, loss_aux: 0.9218, top1_acc: 0.7634, top5_acc: 0.9178, loss_cls: 0.9303, loss: 1.8521, grad_norm: 5.7705 2021-03-12 01:47:54,122 - mmaction - INFO - Epoch [116][140/225] lr: 6.000e-03, eta: 2:42:10, time: 1.086, data_time: 0.002, memory: 8232, loss_aux: 0.9289, top1_acc: 0.7594, top5_acc: 0.9163, loss_cls: 0.9315, loss: 1.8605, grad_norm: 5.7268 2021-03-12 01:48:15,858 - mmaction - INFO - Epoch [116][160/225] lr: 6.000e-03, eta: 2:41:43, time: 1.088, data_time: 0.002, memory: 8232, loss_aux: 0.9202, top1_acc: 0.7646, top5_acc: 0.9163, loss_cls: 0.9272, loss: 1.8474, grad_norm: 5.7556 2021-03-12 01:48:37,716 - mmaction - INFO - Epoch [116][180/225] lr: 6.000e-03, eta: 2:41:17, time: 1.092, data_time: 0.003, memory: 8232, loss_aux: 0.9170, top1_acc: 0.7664, top5_acc: 0.9161, loss_cls: 0.9083, loss: 1.8253, grad_norm: 5.6202 2021-03-12 01:48:59,480 - mmaction - INFO - Epoch [116][200/225] lr: 6.000e-03, eta: 2:40:51, time: 1.089, data_time: 0.002, memory: 8232, loss_aux: 0.9241, top1_acc: 0.7613, top5_acc: 0.9151, loss_cls: 0.9433, loss: 1.8674, grad_norm: 5.6785 2021-03-12 01:49:21,192 - mmaction - INFO - Epoch [116][220/225] lr: 6.000e-03, eta: 2:40:25, time: 1.085, data_time: 0.003, memory: 8232, loss_aux: 0.9285, top1_acc: 0.7578, top5_acc: 0.9129, loss_cls: 0.9484, loss: 1.8769, grad_norm: 5.7296 2021-03-12 01:49:27,453 - mmaction - INFO - Saving checkpoint at 116 epochs 2021-03-12 01:50:34,066 - mmaction - INFO - Epoch [117][20/225] lr: 6.000e-03, eta: 2:40:03, time: 3.263, data_time: 1.820, memory: 8232, loss_aux: 0.9191, top1_acc: 0.7664, top5_acc: 0.9182, loss_cls: 0.9104, loss: 1.8294, grad_norm: 5.6654 2021-03-12 01:50:55,405 - mmaction - INFO - Epoch [117][40/225] lr: 6.000e-03, eta: 2:39:37, time: 1.067, data_time: 0.004, memory: 8232, loss_aux: 0.9200, top1_acc: 0.7685, top5_acc: 0.9187, loss_cls: 0.9012, loss: 1.8213, grad_norm: 5.6468 2021-03-12 01:51:16,829 - mmaction - INFO - Epoch [117][60/225] lr: 6.000e-03, eta: 2:39:11, time: 1.070, data_time: 0.002, memory: 8232, loss_aux: 0.9253, top1_acc: 0.7729, top5_acc: 0.9201, loss_cls: 0.8967, loss: 1.8220, grad_norm: 5.7129 2021-03-12 01:51:38,300 - mmaction - INFO - Epoch [117][80/225] lr: 6.000e-03, eta: 2:38:45, time: 1.074, data_time: 0.002, memory: 8232, loss_aux: 0.9136, top1_acc: 0.7672, top5_acc: 0.9172, loss_cls: 0.9230, loss: 1.8366, grad_norm: 5.7673 2021-03-12 01:51:59,971 - mmaction - INFO - Epoch [117][100/225] lr: 6.000e-03, eta: 2:38:18, time: 1.083, data_time: 0.003, memory: 8232, loss_aux: 0.9293, top1_acc: 0.7618, top5_acc: 0.9152, loss_cls: 0.9370, loss: 1.8664, grad_norm: 5.7940 2021-03-12 01:52:21,757 - mmaction - INFO - Epoch [117][120/225] lr: 6.000e-03, eta: 2:37:52, time: 1.090, data_time: 0.002, memory: 8232, loss_aux: 0.9130, top1_acc: 0.7719, top5_acc: 0.9180, loss_cls: 0.9095, loss: 1.8225, grad_norm: 5.6284 2021-03-12 01:52:43,431 - mmaction - INFO - Epoch [117][140/225] lr: 6.000e-03, eta: 2:37:26, time: 1.084, data_time: 0.001, memory: 8232, loss_aux: 0.9389, top1_acc: 0.7510, top5_acc: 0.9104, loss_cls: 0.9787, loss: 1.9177, grad_norm: 5.8700 2021-03-12 01:53:05,182 - mmaction - INFO - Epoch [117][160/225] lr: 6.000e-03, eta: 2:37:00, time: 1.087, data_time: 0.003, memory: 8232, loss_aux: 0.9224, top1_acc: 0.7591, top5_acc: 0.9148, loss_cls: 0.9416, loss: 1.8640, grad_norm: 5.7660 2021-03-12 01:53:26,962 - mmaction - INFO - Epoch [117][180/225] lr: 6.000e-03, eta: 2:36:34, time: 1.090, data_time: 0.002, memory: 8232, loss_aux: 0.9216, top1_acc: 0.7647, top5_acc: 0.9184, loss_cls: 0.9283, loss: 1.8500, grad_norm: 5.6996 2021-03-12 01:53:48,666 - mmaction - INFO - Epoch [117][200/225] lr: 6.000e-03, eta: 2:36:08, time: 1.084, data_time: 0.003, memory: 8232, loss_aux: 0.9110, top1_acc: 0.7732, top5_acc: 0.9204, loss_cls: 0.8935, loss: 1.8044, grad_norm: 5.6987 2021-03-12 01:54:10,391 - mmaction - INFO - Epoch [117][220/225] lr: 6.000e-03, eta: 2:35:42, time: 1.087, data_time: 0.002, memory: 8232, loss_aux: 0.9307, top1_acc: 0.7604, top5_acc: 0.9121, loss_cls: 0.9486, loss: 1.8793, grad_norm: 5.8990 2021-03-12 01:54:16,635 - mmaction - INFO - Saving checkpoint at 117 epochs 2021-03-12 01:55:22,859 - mmaction - INFO - Epoch [118][20/225] lr: 6.000e-03, eta: 2:35:20, time: 3.240, data_time: 1.952, memory: 8232, loss_aux: 0.9014, top1_acc: 0.7757, top5_acc: 0.9246, loss_cls: 0.8719, loss: 1.7733, grad_norm: 5.7153 2021-03-12 01:55:44,427 - mmaction - INFO - Epoch [118][40/225] lr: 6.000e-03, eta: 2:34:53, time: 1.078, data_time: 0.014, memory: 8232, loss_aux: 0.9156, top1_acc: 0.7689, top5_acc: 0.9219, loss_cls: 0.9018, loss: 1.8174, grad_norm: 5.7625 2021-03-12 01:56:05,859 - mmaction - INFO - Epoch [118][60/225] lr: 6.000e-03, eta: 2:34:27, time: 1.071, data_time: 0.003, memory: 8232, loss_aux: 0.9078, top1_acc: 0.7714, top5_acc: 0.9182, loss_cls: 0.9105, loss: 1.8183, grad_norm: 5.6614 2021-03-12 01:56:27,421 - mmaction - INFO - Epoch [118][80/225] lr: 6.000e-03, eta: 2:34:01, time: 1.079, data_time: 0.002, memory: 8232, loss_aux: 0.9262, top1_acc: 0.7651, top5_acc: 0.9206, loss_cls: 0.9093, loss: 1.8354, grad_norm: 5.8647 2021-03-12 01:56:49,136 - mmaction - INFO - Epoch [118][100/225] lr: 6.000e-03, eta: 2:33:35, time: 1.085, data_time: 0.003, memory: 8232, loss_aux: 0.9089, top1_acc: 0.7737, top5_acc: 0.9173, loss_cls: 0.9024, loss: 1.8113, grad_norm: 5.7348 2021-03-12 01:57:10,972 - mmaction - INFO - Epoch [118][120/225] lr: 6.000e-03, eta: 2:33:09, time: 1.092, data_time: 0.002, memory: 8232, loss_aux: 0.9125, top1_acc: 0.7712, top5_acc: 0.9211, loss_cls: 0.9096, loss: 1.8221, grad_norm: 5.7885 2021-03-12 01:57:32,692 - mmaction - INFO - Epoch [118][140/225] lr: 6.000e-03, eta: 2:32:43, time: 1.085, data_time: 0.003, memory: 8232, loss_aux: 0.9091, top1_acc: 0.7741, top5_acc: 0.9164, loss_cls: 0.8999, loss: 1.8091, grad_norm: 5.7506 2021-03-12 01:57:54,430 - mmaction - INFO - Epoch [118][160/225] lr: 6.000e-03, eta: 2:32:17, time: 1.088, data_time: 0.002, memory: 8232, loss_aux: 0.9178, top1_acc: 0.7711, top5_acc: 0.9154, loss_cls: 0.9193, loss: 1.8371, grad_norm: 5.7353 2021-03-12 01:58:16,389 - mmaction - INFO - Epoch [118][180/225] lr: 6.000e-03, eta: 2:31:51, time: 1.097, data_time: 0.003, memory: 8232, loss_aux: 0.9164, top1_acc: 0.7680, top5_acc: 0.9202, loss_cls: 0.9106, loss: 1.8270, grad_norm: 5.8497 2021-03-12 01:58:38,402 - mmaction - INFO - Epoch [118][200/225] lr: 6.000e-03, eta: 2:31:25, time: 1.101, data_time: 0.002, memory: 8232, loss_aux: 0.9276, top1_acc: 0.7630, top5_acc: 0.9180, loss_cls: 0.9355, loss: 1.8631, grad_norm: 5.9271 2021-03-12 01:59:00,092 - mmaction - INFO - Epoch [118][220/225] lr: 6.000e-03, eta: 2:30:58, time: 1.084, data_time: 0.003, memory: 8232, loss_aux: 0.9246, top1_acc: 0.7589, top5_acc: 0.9158, loss_cls: 0.9268, loss: 1.8514, grad_norm: 5.8887 2021-03-12 01:59:06,412 - mmaction - INFO - Saving checkpoint at 118 epochs 2021-03-12 02:00:13,753 - mmaction - INFO - Epoch [119][20/225] lr: 6.000e-03, eta: 2:30:36, time: 3.275, data_time: 1.770, memory: 8232, loss_aux: 0.9047, top1_acc: 0.7766, top5_acc: 0.9199, loss_cls: 0.8815, loss: 1.7862, grad_norm: 5.7235 2021-03-12 02:00:35,106 - mmaction - INFO - Epoch [119][40/225] lr: 6.000e-03, eta: 2:30:10, time: 1.067, data_time: 0.004, memory: 8232, loss_aux: 0.9035, top1_acc: 0.7727, top5_acc: 0.9195, loss_cls: 0.8946, loss: 1.7980, grad_norm: 5.7042 2021-03-12 02:00:56,585 - mmaction - INFO - Epoch [119][60/225] lr: 6.000e-03, eta: 2:29:44, time: 1.074, data_time: 0.002, memory: 8232, loss_aux: 0.9173, top1_acc: 0.7698, top5_acc: 0.9133, loss_cls: 0.9241, loss: 1.8414, grad_norm: 5.8631 2021-03-12 02:01:18,174 - mmaction - INFO - Epoch [119][80/225] lr: 6.000e-03, eta: 2:29:18, time: 1.080, data_time: 0.002, memory: 8232, loss_aux: 0.9105, top1_acc: 0.7760, top5_acc: 0.9243, loss_cls: 0.8888, loss: 1.7993, grad_norm: 5.8711 2021-03-12 02:01:39,943 - mmaction - INFO - Epoch [119][100/225] lr: 6.000e-03, eta: 2:28:52, time: 1.088, data_time: 0.003, memory: 8232, loss_aux: 0.9188, top1_acc: 0.7701, top5_acc: 0.9186, loss_cls: 0.9113, loss: 1.8301, grad_norm: 5.8442 2021-03-12 02:02:01,591 - mmaction - INFO - Epoch [119][120/225] lr: 6.000e-03, eta: 2:28:26, time: 1.083, data_time: 0.003, memory: 8232, loss_aux: 0.9105, top1_acc: 0.7681, top5_acc: 0.9219, loss_cls: 0.9160, loss: 1.8265, grad_norm: 5.8817 2021-03-12 02:02:23,342 - mmaction - INFO - Epoch [119][140/225] lr: 6.000e-03, eta: 2:28:00, time: 1.087, data_time: 0.003, memory: 8232, loss_aux: 0.9225, top1_acc: 0.7637, top5_acc: 0.9181, loss_cls: 0.9204, loss: 1.8429, grad_norm: 5.8507 2021-03-12 02:02:45,247 - mmaction - INFO - Epoch [119][160/225] lr: 6.000e-03, eta: 2:27:34, time: 1.096, data_time: 0.002, memory: 8232, loss_aux: 0.9233, top1_acc: 0.7656, top5_acc: 0.9094, loss_cls: 0.9251, loss: 1.8483, grad_norm: 5.7210 2021-03-12 02:03:07,031 - mmaction - INFO - Epoch [119][180/225] lr: 6.000e-03, eta: 2:27:07, time: 1.089, data_time: 0.003, memory: 8232, loss_aux: 0.9250, top1_acc: 0.7612, top5_acc: 0.9154, loss_cls: 0.9473, loss: 1.8724, grad_norm: 5.9084 2021-03-12 02:03:28,797 - mmaction - INFO - Epoch [119][200/225] lr: 6.000e-03, eta: 2:26:41, time: 1.089, data_time: 0.002, memory: 8232, loss_aux: 0.9222, top1_acc: 0.7496, top5_acc: 0.9185, loss_cls: 0.9461, loss: 1.8682, grad_norm: 6.0222 2021-03-12 02:03:50,660 - mmaction - INFO - Epoch [119][220/225] lr: 6.000e-03, eta: 2:26:15, time: 1.092, data_time: 0.003, memory: 8232, loss_aux: 0.9248, top1_acc: 0.7565, top5_acc: 0.9132, loss_cls: 0.9508, loss: 1.8756, grad_norm: 5.9290 2021-03-12 02:03:56,983 - mmaction - INFO - Saving checkpoint at 119 epochs 2021-03-12 02:05:03,850 - mmaction - INFO - Epoch [120][20/225] lr: 6.000e-03, eta: 2:25:52, time: 3.196, data_time: 1.891, memory: 8232, loss_aux: 0.9058, top1_acc: 0.7738, top5_acc: 0.9210, loss_cls: 0.8946, loss: 1.8004, grad_norm: 5.7615 2021-03-12 02:05:25,190 - mmaction - INFO - Epoch [120][40/225] lr: 6.000e-03, eta: 2:25:26, time: 1.067, data_time: 0.004, memory: 8232, loss_aux: 0.9180, top1_acc: 0.7689, top5_acc: 0.9161, loss_cls: 0.9128, loss: 1.8308, grad_norm: 5.8615 2021-03-12 02:05:46,607 - mmaction - INFO - Epoch [120][60/225] lr: 6.000e-03, eta: 2:25:00, time: 1.070, data_time: 0.003, memory: 8232, loss_aux: 0.8989, top1_acc: 0.7699, top5_acc: 0.9190, loss_cls: 0.8981, loss: 1.7970, grad_norm: 5.8300 2021-03-12 02:06:08,097 - mmaction - INFO - Epoch [120][80/225] lr: 6.000e-03, eta: 2:24:34, time: 1.075, data_time: 0.002, memory: 8232, loss_aux: 0.9286, top1_acc: 0.7646, top5_acc: 0.9168, loss_cls: 0.9245, loss: 1.8531, grad_norm: 5.9855 2021-03-12 02:06:29,840 - mmaction - INFO - Epoch [120][100/225] lr: 6.000e-03, eta: 2:24:08, time: 1.086, data_time: 0.003, memory: 8232, loss_aux: 0.9228, top1_acc: 0.7630, top5_acc: 0.9168, loss_cls: 0.9279, loss: 1.8507, grad_norm: 6.0100 2021-03-12 02:06:51,537 - mmaction - INFO - Epoch [120][120/225] lr: 6.000e-03, eta: 2:23:42, time: 1.085, data_time: 0.002, memory: 8232, loss_aux: 0.8921, top1_acc: 0.7763, top5_acc: 0.9224, loss_cls: 0.8655, loss: 1.7576, grad_norm: 5.7197 2021-03-12 02:07:13,389 - mmaction - INFO - Epoch [120][140/225] lr: 6.000e-03, eta: 2:23:16, time: 1.092, data_time: 0.003, memory: 8232, loss_aux: 0.9229, top1_acc: 0.7650, top5_acc: 0.9164, loss_cls: 0.9263, loss: 1.8493, grad_norm: 5.9249 2021-03-12 02:07:35,071 - mmaction - INFO - Epoch [120][160/225] lr: 6.000e-03, eta: 2:22:50, time: 1.085, data_time: 0.002, memory: 8232, loss_aux: 0.9157, top1_acc: 0.7641, top5_acc: 0.9174, loss_cls: 0.9293, loss: 1.8450, grad_norm: 5.9928 2021-03-12 02:07:56,857 - mmaction - INFO - Epoch [120][180/225] lr: 6.000e-03, eta: 2:22:24, time: 1.089, data_time: 0.003, memory: 8232, loss_aux: 0.9180, top1_acc: 0.7750, top5_acc: 0.9167, loss_cls: 0.9051, loss: 1.8231, grad_norm: 5.7800 2021-03-12 02:08:18,727 - mmaction - INFO - Epoch [120][200/225] lr: 6.000e-03, eta: 2:21:58, time: 1.094, data_time: 0.002, memory: 8232, loss_aux: 0.9180, top1_acc: 0.7680, top5_acc: 0.9215, loss_cls: 0.9101, loss: 1.8280, grad_norm: 5.8409 2021-03-12 02:08:40,536 - mmaction - INFO - Epoch [120][220/225] lr: 6.000e-03, eta: 2:21:32, time: 1.090, data_time: 0.003, memory: 8232, loss_aux: 0.8928, top1_acc: 0.7724, top5_acc: 0.9233, loss_cls: 0.8914, loss: 1.7842, grad_norm: 5.9027 2021-03-12 02:08:46,748 - mmaction - INFO - Saving checkpoint at 120 epochs 2021-03-12 02:09:53,121 - mmaction - INFO - Epoch [121][20/225] lr: 6.000e-03, eta: 2:21:09, time: 3.267, data_time: 2.003, memory: 8232, loss_aux: 0.9148, top1_acc: 0.7780, top5_acc: 0.9174, loss_cls: 0.8883, loss: 1.8031, grad_norm: 5.7599 2021-03-12 02:10:14,536 - mmaction - INFO - Epoch [121][40/225] lr: 6.000e-03, eta: 2:20:43, time: 1.071, data_time: 0.004, memory: 8232, loss_aux: 0.9018, top1_acc: 0.7793, top5_acc: 0.9234, loss_cls: 0.8825, loss: 1.7843, grad_norm: 5.7926 2021-03-12 02:10:35,980 - mmaction - INFO - Epoch [121][60/225] lr: 6.000e-03, eta: 2:20:17, time: 1.072, data_time: 0.003, memory: 8232, loss_aux: 0.9145, top1_acc: 0.7786, top5_acc: 0.9223, loss_cls: 0.8818, loss: 1.7963, grad_norm: 5.8520 2021-03-12 02:10:57,495 - mmaction - INFO - Epoch [121][80/225] lr: 6.000e-03, eta: 2:19:51, time: 1.077, data_time: 0.002, memory: 8232, loss_aux: 0.9132, top1_acc: 0.7757, top5_acc: 0.9199, loss_cls: 0.8906, loss: 1.8038, grad_norm: 5.8690 2021-03-12 02:11:19,182 - mmaction - INFO - Epoch [121][100/225] lr: 6.000e-03, eta: 2:19:25, time: 1.084, data_time: 0.002, memory: 8232, loss_aux: 0.9300, top1_acc: 0.7676, top5_acc: 0.9190, loss_cls: 0.9343, loss: 1.8643, grad_norm: 6.0742 2021-03-12 02:11:40,967 - mmaction - INFO - Epoch [121][120/225] lr: 6.000e-03, eta: 2:18:59, time: 1.090, data_time: 0.002, memory: 8232, loss_aux: 0.9095, top1_acc: 0.7637, top5_acc: 0.9146, loss_cls: 0.9199, loss: 1.8293, grad_norm: 5.9845 2021-03-12 02:12:02,777 - mmaction - INFO - Epoch [121][140/225] lr: 6.000e-03, eta: 2:18:33, time: 1.090, data_time: 0.003, memory: 8232, loss_aux: 0.9135, top1_acc: 0.7648, top5_acc: 0.9194, loss_cls: 0.9213, loss: 1.8348, grad_norm: 5.9255 2021-03-12 02:12:24,519 - mmaction - INFO - Epoch [121][160/225] lr: 6.000e-03, eta: 2:18:07, time: 1.087, data_time: 0.001, memory: 8232, loss_aux: 0.9099, top1_acc: 0.7699, top5_acc: 0.9211, loss_cls: 0.8930, loss: 1.8029, grad_norm: 5.9297 2021-03-12 02:12:46,269 - mmaction - INFO - Epoch [121][180/225] lr: 6.000e-03, eta: 2:17:41, time: 1.087, data_time: 0.002, memory: 8232, loss_aux: 0.9305, top1_acc: 0.7579, top5_acc: 0.9151, loss_cls: 0.9539, loss: 1.8844, grad_norm: 6.1021 2021-03-12 02:13:08,155 - mmaction - INFO - Epoch [121][200/225] lr: 6.000e-03, eta: 2:17:15, time: 1.095, data_time: 0.002, memory: 8232, loss_aux: 0.9317, top1_acc: 0.7582, top5_acc: 0.9126, loss_cls: 0.9470, loss: 1.8787, grad_norm: 5.9324 2021-03-12 02:13:29,957 - mmaction - INFO - Epoch [121][220/225] lr: 6.000e-03, eta: 2:16:49, time: 1.089, data_time: 0.003, memory: 8232, loss_aux: 0.9220, top1_acc: 0.7624, top5_acc: 0.9176, loss_cls: 0.9302, loss: 1.8522, grad_norm: 5.9704 2021-03-12 02:13:36,269 - mmaction - INFO - Saving checkpoint at 121 epochs 2021-03-12 02:14:43,142 - mmaction - INFO - Epoch [122][20/225] lr: 6.000e-03, eta: 2:16:26, time: 3.252, data_time: 1.950, memory: 8232, loss_aux: 0.9018, top1_acc: 0.7805, top5_acc: 0.9197, loss_cls: 0.8787, loss: 1.7806, grad_norm: 5.8241 2021-03-12 02:15:04,495 - mmaction - INFO - Epoch [122][40/225] lr: 6.000e-03, eta: 2:15:59, time: 1.068, data_time: 0.004, memory: 8232, loss_aux: 0.9062, top1_acc: 0.7794, top5_acc: 0.9228, loss_cls: 0.8747, loss: 1.7809, grad_norm: 5.9229 2021-03-12 02:15:25,877 - mmaction - INFO - Epoch [122][60/225] lr: 6.000e-03, eta: 2:15:33, time: 1.069, data_time: 0.001, memory: 8232, loss_aux: 0.9064, top1_acc: 0.7780, top5_acc: 0.9203, loss_cls: 0.8875, loss: 1.7939, grad_norm: 5.8800 2021-03-12 02:15:47,407 - mmaction - INFO - Epoch [122][80/225] lr: 6.000e-03, eta: 2:15:07, time: 1.075, data_time: 0.003, memory: 8232, loss_aux: 0.9141, top1_acc: 0.7645, top5_acc: 0.9108, loss_cls: 0.9253, loss: 1.8393, grad_norm: 5.9642 2021-03-12 02:16:09,022 - mmaction - INFO - Epoch [122][100/225] lr: 6.000e-03, eta: 2:14:41, time: 1.082, data_time: 0.002, memory: 8232, loss_aux: 0.9103, top1_acc: 0.7691, top5_acc: 0.9229, loss_cls: 0.8936, loss: 1.8039, grad_norm: 6.0204 2021-03-12 02:16:30,739 - mmaction - INFO - Epoch [122][120/225] lr: 6.000e-03, eta: 2:14:15, time: 1.085, data_time: 0.003, memory: 8232, loss_aux: 0.9153, top1_acc: 0.7750, top5_acc: 0.9202, loss_cls: 0.8925, loss: 1.8078, grad_norm: 5.9306 2021-03-12 02:16:52,527 - mmaction - INFO - Epoch [122][140/225] lr: 6.000e-03, eta: 2:13:49, time: 1.091, data_time: 0.002, memory: 8232, loss_aux: 0.9249, top1_acc: 0.7671, top5_acc: 0.9133, loss_cls: 0.9301, loss: 1.8550, grad_norm: 5.9902 2021-03-12 02:17:14,307 - mmaction - INFO - Epoch [122][160/225] lr: 6.000e-03, eta: 2:13:24, time: 1.088, data_time: 0.002, memory: 8232, loss_aux: 0.9222, top1_acc: 0.7712, top5_acc: 0.9186, loss_cls: 0.9081, loss: 1.8303, grad_norm: 5.9907 2021-03-12 02:17:35,991 - mmaction - INFO - Epoch [122][180/225] lr: 6.000e-03, eta: 2:12:58, time: 1.085, data_time: 0.002, memory: 8232, loss_aux: 0.9170, top1_acc: 0.7695, top5_acc: 0.9202, loss_cls: 0.9023, loss: 1.8193, grad_norm: 5.9322 2021-03-12 02:17:57,726 - mmaction - INFO - Epoch [122][200/225] lr: 6.000e-03, eta: 2:12:32, time: 1.086, data_time: 0.003, memory: 8232, loss_aux: 0.9064, top1_acc: 0.7712, top5_acc: 0.9217, loss_cls: 0.8944, loss: 1.8008, grad_norm: 5.9464 2021-03-12 02:18:19,601 - mmaction - INFO - Epoch [122][220/225] lr: 6.000e-03, eta: 2:12:06, time: 1.094, data_time: 0.002, memory: 8232, loss_aux: 0.9034, top1_acc: 0.7738, top5_acc: 0.9163, loss_cls: 0.9037, loss: 1.8070, grad_norm: 5.8812 2021-03-12 02:18:25,914 - mmaction - INFO - Saving checkpoint at 122 epochs 2021-03-12 02:19:33,076 - mmaction - INFO - Epoch [123][20/225] lr: 6.000e-03, eta: 2:11:42, time: 3.279, data_time: 1.951, memory: 8232, loss_aux: 0.9092, top1_acc: 0.7730, top5_acc: 0.9228, loss_cls: 0.8928, loss: 1.8020, grad_norm: 5.9491 2021-03-12 02:19:54,462 - mmaction - INFO - Epoch [123][40/225] lr: 6.000e-03, eta: 2:11:16, time: 1.069, data_time: 0.004, memory: 8232, loss_aux: 0.9120, top1_acc: 0.7764, top5_acc: 0.9240, loss_cls: 0.8714, loss: 1.7834, grad_norm: 5.9250 2021-03-12 02:20:15,905 - mmaction - INFO - Epoch [123][60/225] lr: 6.000e-03, eta: 2:10:50, time: 1.072, data_time: 0.003, memory: 8232, loss_aux: 0.9028, top1_acc: 0.7724, top5_acc: 0.9236, loss_cls: 0.8705, loss: 1.7734, grad_norm: 5.9760 2021-03-12 02:20:37,499 - mmaction - INFO - Epoch [123][80/225] lr: 6.000e-03, eta: 2:10:24, time: 1.080, data_time: 0.002, memory: 8232, loss_aux: 0.9138, top1_acc: 0.7734, top5_acc: 0.9190, loss_cls: 0.9035, loss: 1.8173, grad_norm: 5.9498 2021-03-12 02:20:59,156 - mmaction - INFO - Epoch [123][100/225] lr: 6.000e-03, eta: 2:09:58, time: 1.082, data_time: 0.003, memory: 8232, loss_aux: 0.9167, top1_acc: 0.7711, top5_acc: 0.9210, loss_cls: 0.9074, loss: 1.8241, grad_norm: 6.0641 2021-03-12 02:21:21,103 - mmaction - INFO - Epoch [123][120/225] lr: 6.000e-03, eta: 2:09:32, time: 1.098, data_time: 0.002, memory: 8232, loss_aux: 0.9158, top1_acc: 0.7764, top5_acc: 0.9230, loss_cls: 0.8812, loss: 1.7971, grad_norm: 5.9103 2021-03-12 02:21:43,144 - mmaction - INFO - Epoch [123][140/225] lr: 6.000e-03, eta: 2:09:06, time: 1.102, data_time: 0.003, memory: 8232, loss_aux: 0.9022, top1_acc: 0.7734, top5_acc: 0.9210, loss_cls: 0.8901, loss: 1.7923, grad_norm: 6.0204 2021-03-12 02:22:04,851 - mmaction - INFO - Epoch [123][160/225] lr: 6.000e-03, eta: 2:08:41, time: 1.085, data_time: 0.001, memory: 8232, loss_aux: 0.9331, top1_acc: 0.7668, top5_acc: 0.9177, loss_cls: 0.9230, loss: 1.8560, grad_norm: 6.0825 2021-03-12 02:22:26,523 - mmaction - INFO - Epoch [123][180/225] lr: 6.000e-03, eta: 2:08:15, time: 1.083, data_time: 0.003, memory: 8232, loss_aux: 0.9032, top1_acc: 0.7729, top5_acc: 0.9191, loss_cls: 0.8910, loss: 1.7943, grad_norm: 5.9595 2021-03-12 02:22:48,452 - mmaction - INFO - Epoch [123][200/225] lr: 6.000e-03, eta: 2:07:49, time: 1.097, data_time: 0.002, memory: 8232, loss_aux: 0.9167, top1_acc: 0.7704, top5_acc: 0.9184, loss_cls: 0.9073, loss: 1.8240, grad_norm: 6.0537 2021-03-12 02:23:10,108 - mmaction - INFO - Epoch [123][220/225] lr: 6.000e-03, eta: 2:07:23, time: 1.082, data_time: 0.003, memory: 8232, loss_aux: 0.9310, top1_acc: 0.7646, top5_acc: 0.9133, loss_cls: 0.9343, loss: 1.8653, grad_norm: 6.1818 2021-03-12 02:23:16,602 - mmaction - INFO - Saving checkpoint at 123 epochs 2021-03-12 02:24:23,205 - mmaction - INFO - Epoch [124][20/225] lr: 6.000e-03, eta: 2:06:59, time: 3.270, data_time: 1.929, memory: 8232, loss_aux: 0.9204, top1_acc: 0.7775, top5_acc: 0.9225, loss_cls: 0.8847, loss: 1.8050, grad_norm: 5.9366 2021-03-12 02:24:44,620 - mmaction - INFO - Epoch [124][40/225] lr: 6.000e-03, eta: 2:06:33, time: 1.070, data_time: 0.005, memory: 8232, loss_aux: 0.9179, top1_acc: 0.7715, top5_acc: 0.9122, loss_cls: 0.9236, loss: 1.8415, grad_norm: 6.0653 2021-03-12 02:25:06,100 - mmaction - INFO - Epoch [124][60/225] lr: 6.000e-03, eta: 2:06:07, time: 1.074, data_time: 0.001, memory: 8232, loss_aux: 0.8910, top1_acc: 0.7823, top5_acc: 0.9275, loss_cls: 0.8519, loss: 1.7429, grad_norm: 5.9603 2021-03-12 02:25:27,775 - mmaction - INFO - Epoch [124][80/225] lr: 6.000e-03, eta: 2:05:41, time: 1.083, data_time: 0.003, memory: 8232, loss_aux: 0.9179, top1_acc: 0.7747, top5_acc: 0.9191, loss_cls: 0.8983, loss: 1.8162, grad_norm: 5.9834 2021-03-12 02:25:49,603 - mmaction - INFO - Epoch [124][100/225] lr: 6.000e-03, eta: 2:05:15, time: 1.092, data_time: 0.002, memory: 8232, loss_aux: 0.9070, top1_acc: 0.7812, top5_acc: 0.9230, loss_cls: 0.8796, loss: 1.7865, grad_norm: 5.9790 2021-03-12 02:26:11,455 - mmaction - INFO - Epoch [124][120/225] lr: 6.000e-03, eta: 2:04:49, time: 1.092, data_time: 0.003, memory: 8232, loss_aux: 0.9092, top1_acc: 0.7673, top5_acc: 0.9216, loss_cls: 0.9027, loss: 1.8119, grad_norm: 6.0862 2021-03-12 02:26:33,295 - mmaction - INFO - Epoch [124][140/225] lr: 6.000e-03, eta: 2:04:23, time: 1.093, data_time: 0.003, memory: 8232, loss_aux: 0.8966, top1_acc: 0.7840, top5_acc: 0.9229, loss_cls: 0.8542, loss: 1.7508, grad_norm: 5.8949 2021-03-12 02:26:55,108 - mmaction - INFO - Epoch [124][160/225] lr: 6.000e-03, eta: 2:03:58, time: 1.090, data_time: 0.003, memory: 8232, loss_aux: 0.8947, top1_acc: 0.7837, top5_acc: 0.9228, loss_cls: 0.8636, loss: 1.7583, grad_norm: 6.0326 2021-03-12 02:27:17,030 - mmaction - INFO - Epoch [124][180/225] lr: 6.000e-03, eta: 2:03:32, time: 1.097, data_time: 0.002, memory: 8232, loss_aux: 0.9110, top1_acc: 0.7682, top5_acc: 0.9236, loss_cls: 0.8969, loss: 1.8079, grad_norm: 6.2014 2021-03-12 02:27:38,922 - mmaction - INFO - Epoch [124][200/225] lr: 6.000e-03, eta: 2:03:06, time: 1.094, data_time: 0.003, memory: 8232, loss_aux: 0.9023, top1_acc: 0.7689, top5_acc: 0.9195, loss_cls: 0.9111, loss: 1.8134, grad_norm: 6.0087 2021-03-12 02:28:00,743 - mmaction - INFO - Epoch [124][220/225] lr: 6.000e-03, eta: 2:02:40, time: 1.092, data_time: 0.003, memory: 8232, loss_aux: 0.9167, top1_acc: 0.7728, top5_acc: 0.9206, loss_cls: 0.9065, loss: 1.8232, grad_norm: 6.0848 2021-03-12 02:28:07,124 - mmaction - INFO - Saving checkpoint at 124 epochs 2021-03-12 02:29:15,002 - mmaction - INFO - Epoch [125][20/225] lr: 6.000e-03, eta: 2:02:16, time: 3.327, data_time: 1.794, memory: 8232, loss_aux: 0.9019, top1_acc: 0.7867, top5_acc: 0.9224, loss_cls: 0.8571, loss: 1.7590, grad_norm: 5.9102 2021-03-12 02:29:36,315 - mmaction - INFO - Epoch [125][40/225] lr: 6.000e-03, eta: 2:01:50, time: 1.066, data_time: 0.004, memory: 8232, loss_aux: 0.9219, top1_acc: 0.7753, top5_acc: 0.9186, loss_cls: 0.8861, loss: 1.8080, grad_norm: 6.0785 2021-03-12 02:29:57,721 - mmaction - INFO - Epoch [125][60/225] lr: 6.000e-03, eta: 2:01:24, time: 1.069, data_time: 0.003, memory: 8232, loss_aux: 0.9030, top1_acc: 0.7805, top5_acc: 0.9201, loss_cls: 0.8764, loss: 1.7794, grad_norm: 6.0613 2021-03-12 02:30:19,305 - mmaction - INFO - Epoch [125][80/225] lr: 6.000e-03, eta: 2:00:58, time: 1.080, data_time: 0.002, memory: 8232, loss_aux: 0.9105, top1_acc: 0.7729, top5_acc: 0.9165, loss_cls: 0.9081, loss: 1.8186, grad_norm: 6.0292 2021-03-12 02:30:41,013 - mmaction - INFO - Epoch [125][100/225] lr: 6.000e-03, eta: 2:00:32, time: 1.084, data_time: 0.003, memory: 8232, loss_aux: 0.9012, top1_acc: 0.7878, top5_acc: 0.9242, loss_cls: 0.8558, loss: 1.7570, grad_norm: 5.9511 2021-03-12 02:31:02,673 - mmaction - INFO - Epoch [125][120/225] lr: 6.000e-03, eta: 2:00:06, time: 1.084, data_time: 0.003, memory: 8232, loss_aux: 0.9033, top1_acc: 0.7733, top5_acc: 0.9271, loss_cls: 0.8771, loss: 1.7805, grad_norm: 6.0841 2021-03-12 02:31:24,868 - mmaction - INFO - Epoch [125][140/225] lr: 6.000e-03, eta: 1:59:41, time: 1.109, data_time: 0.003, memory: 8232, loss_aux: 0.9048, top1_acc: 0.7723, top5_acc: 0.9201, loss_cls: 0.8891, loss: 1.7939, grad_norm: 6.0292 2021-03-12 02:31:46,602 - mmaction - INFO - Epoch [125][160/225] lr: 6.000e-03, eta: 1:59:15, time: 1.088, data_time: 0.003, memory: 8232, loss_aux: 0.9138, top1_acc: 0.7753, top5_acc: 0.9204, loss_cls: 0.8885, loss: 1.8023, grad_norm: 6.0299 2021-03-12 02:32:08,255 - mmaction - INFO - Epoch [125][180/225] lr: 6.000e-03, eta: 1:58:49, time: 1.082, data_time: 0.003, memory: 8232, loss_aux: 0.8921, top1_acc: 0.7693, top5_acc: 0.9225, loss_cls: 0.8857, loss: 1.7777, grad_norm: 6.0923 2021-03-12 02:32:30,039 - mmaction - INFO - Epoch [125][200/225] lr: 6.000e-03, eta: 1:58:23, time: 1.090, data_time: 0.002, memory: 8232, loss_aux: 0.9134, top1_acc: 0.7699, top5_acc: 0.9212, loss_cls: 0.8953, loss: 1.8087, grad_norm: 6.1885 2021-03-12 02:32:51,770 - mmaction - INFO - Epoch [125][220/225] lr: 6.000e-03, eta: 1:57:57, time: 1.086, data_time: 0.003, memory: 8232, loss_aux: 0.9188, top1_acc: 0.7690, top5_acc: 0.9169, loss_cls: 0.9194, loss: 1.8381, grad_norm: 6.2432 2021-03-12 02:32:58,000 - mmaction - INFO - Saving checkpoint at 125 epochs 2021-03-12 02:34:03,585 - mmaction - INFO - Epoch [126][20/225] lr: 6.000e-04, eta: 1:57:32, time: 3.215, data_time: 1.986, memory: 8232, loss_aux: 0.9087, top1_acc: 0.7837, top5_acc: 0.9234, loss_cls: 0.8659, loss: 1.7746, grad_norm: 5.9431 2021-03-12 02:34:24,979 - mmaction - INFO - Epoch [126][40/225] lr: 6.000e-04, eta: 1:57:06, time: 1.070, data_time: 0.004, memory: 8232, loss_aux: 0.8829, top1_acc: 0.7949, top5_acc: 0.9246, loss_cls: 0.8209, loss: 1.7037, grad_norm: 5.7296 2021-03-12 02:34:46,404 - mmaction - INFO - Epoch [126][60/225] lr: 6.000e-04, eta: 1:56:41, time: 1.070, data_time: 0.003, memory: 8232, loss_aux: 0.8657, top1_acc: 0.8040, top5_acc: 0.9286, loss_cls: 0.7897, loss: 1.6554, grad_norm: 5.6191 2021-03-12 02:35:08,000 - mmaction - INFO - Epoch [126][80/225] lr: 6.000e-04, eta: 1:56:15, time: 1.081, data_time: 0.002, memory: 8232, loss_aux: 0.8758, top1_acc: 0.8077, top5_acc: 0.9310, loss_cls: 0.7826, loss: 1.6584, grad_norm: 5.6275 2021-03-12 02:35:29,684 - mmaction - INFO - Epoch [126][100/225] lr: 6.000e-04, eta: 1:55:49, time: 1.083, data_time: 0.003, memory: 8232, loss_aux: 0.8825, top1_acc: 0.8053, top5_acc: 0.9332, loss_cls: 0.7814, loss: 1.6639, grad_norm: 5.7489 2021-03-12 02:35:51,498 - mmaction - INFO - Epoch [126][120/225] lr: 6.000e-04, eta: 1:55:23, time: 1.091, data_time: 0.002, memory: 8232, loss_aux: 0.8673, top1_acc: 0.8043, top5_acc: 0.9297, loss_cls: 0.7769, loss: 1.6443, grad_norm: 5.6134 2021-03-12 02:36:13,217 - mmaction - INFO - Epoch [126][140/225] lr: 6.000e-04, eta: 1:54:57, time: 1.085, data_time: 0.003, memory: 8232, loss_aux: 0.8840, top1_acc: 0.8023, top5_acc: 0.9294, loss_cls: 0.7984, loss: 1.6824, grad_norm: 5.7321 2021-03-12 02:36:34,932 - mmaction - INFO - Epoch [126][160/225] lr: 6.000e-04, eta: 1:54:31, time: 1.086, data_time: 0.002, memory: 8232, loss_aux: 0.8706, top1_acc: 0.8056, top5_acc: 0.9296, loss_cls: 0.7861, loss: 1.6566, grad_norm: 5.6470 2021-03-12 02:36:56,646 - mmaction - INFO - Epoch [126][180/225] lr: 6.000e-04, eta: 1:54:06, time: 1.085, data_time: 0.003, memory: 8232, loss_aux: 0.8860, top1_acc: 0.7997, top5_acc: 0.9307, loss_cls: 0.7885, loss: 1.6745, grad_norm: 5.7077 2021-03-12 02:37:18,587 - mmaction - INFO - Epoch [126][200/225] lr: 6.000e-04, eta: 1:53:40, time: 1.098, data_time: 0.002, memory: 8232, loss_aux: 0.8713, top1_acc: 0.8025, top5_acc: 0.9293, loss_cls: 0.7880, loss: 1.6593, grad_norm: 5.7322 2021-03-12 02:37:40,441 - mmaction - INFO - Epoch [126][220/225] lr: 6.000e-04, eta: 1:53:14, time: 1.092, data_time: 0.003, memory: 8232, loss_aux: 0.8866, top1_acc: 0.8085, top5_acc: 0.9298, loss_cls: 0.7878, loss: 1.6744, grad_norm: 5.7558 2021-03-12 02:37:46,779 - mmaction - INFO - Saving checkpoint at 126 epochs 2021-03-12 02:38:54,899 - mmaction - INFO - Epoch [127][20/225] lr: 6.000e-04, eta: 1:52:49, time: 3.344, data_time: 1.797, memory: 8232, loss_aux: 0.8665, top1_acc: 0.8107, top5_acc: 0.9345, loss_cls: 0.7428, loss: 1.6092, grad_norm: 5.6244 2021-03-12 02:39:16,248 - mmaction - INFO - Epoch [127][40/225] lr: 6.000e-04, eta: 1:52:23, time: 1.067, data_time: 0.004, memory: 8232, loss_aux: 0.8671, top1_acc: 0.8117, top5_acc: 0.9362, loss_cls: 0.7508, loss: 1.6179, grad_norm: 5.7107 2021-03-12 02:39:37,700 - mmaction - INFO - Epoch [127][60/225] lr: 6.000e-04, eta: 1:51:58, time: 1.072, data_time: 0.003, memory: 8232, loss_aux: 0.8801, top1_acc: 0.8122, top5_acc: 0.9314, loss_cls: 0.7651, loss: 1.6452, grad_norm: 5.7312 2021-03-12 02:39:59,211 - mmaction - INFO - Epoch [127][80/225] lr: 6.000e-04, eta: 1:51:32, time: 1.076, data_time: 0.002, memory: 8232, loss_aux: 0.8682, top1_acc: 0.8087, top5_acc: 0.9307, loss_cls: 0.7672, loss: 1.6355, grad_norm: 5.6762 2021-03-12 02:40:20,937 - mmaction - INFO - Epoch [127][100/225] lr: 6.000e-04, eta: 1:51:06, time: 1.086, data_time: 0.003, memory: 8232, loss_aux: 0.8573, top1_acc: 0.8117, top5_acc: 0.9363, loss_cls: 0.7482, loss: 1.6055, grad_norm: 5.6649 2021-03-12 02:40:42,597 - mmaction - INFO - Epoch [127][120/225] lr: 6.000e-04, eta: 1:50:40, time: 1.084, data_time: 0.002, memory: 8232, loss_aux: 0.8696, top1_acc: 0.8154, top5_acc: 0.9355, loss_cls: 0.7505, loss: 1.6201, grad_norm: 5.6631 2021-03-12 02:41:04,456 - mmaction - INFO - Epoch [127][140/225] lr: 6.000e-04, eta: 1:50:14, time: 1.093, data_time: 0.001, memory: 8232, loss_aux: 0.8647, top1_acc: 0.8211, top5_acc: 0.9370, loss_cls: 0.7294, loss: 1.5942, grad_norm: 5.5841 2021-03-12 02:41:26,230 - mmaction - INFO - Epoch [127][160/225] lr: 6.000e-04, eta: 1:49:49, time: 1.088, data_time: 0.003, memory: 8232, loss_aux: 0.8585, top1_acc: 0.8125, top5_acc: 0.9359, loss_cls: 0.7455, loss: 1.6040, grad_norm: 5.7188 2021-03-12 02:41:48,234 - mmaction - INFO - Epoch [127][180/225] lr: 6.000e-04, eta: 1:49:23, time: 1.101, data_time: 0.002, memory: 8232, loss_aux: 0.8623, top1_acc: 0.8150, top5_acc: 0.9365, loss_cls: 0.7463, loss: 1.6086, grad_norm: 5.7635 2021-03-12 02:42:10,115 - mmaction - INFO - Epoch [127][200/225] lr: 6.000e-04, eta: 1:48:57, time: 1.093, data_time: 0.003, memory: 8232, loss_aux: 0.8610, top1_acc: 0.8190, top5_acc: 0.9324, loss_cls: 0.7377, loss: 1.5988, grad_norm: 5.6088 2021-03-12 02:42:31,765 - mmaction - INFO - Epoch [127][220/225] lr: 6.000e-04, eta: 1:48:31, time: 1.083, data_time: 0.002, memory: 8232, loss_aux: 0.8634, top1_acc: 0.8107, top5_acc: 0.9340, loss_cls: 0.7518, loss: 1.6152, grad_norm: 5.7023 2021-03-12 02:42:38,160 - mmaction - INFO - Saving checkpoint at 127 epochs 2021-03-12 02:43:46,032 - mmaction - INFO - Epoch [128][20/225] lr: 6.000e-04, eta: 1:48:06, time: 3.342, data_time: 1.834, memory: 8232, loss_aux: 0.8534, top1_acc: 0.8266, top5_acc: 0.9400, loss_cls: 0.7114, loss: 1.5648, grad_norm: 5.5962 2021-03-12 02:44:07,422 - mmaction - INFO - Epoch [128][40/225] lr: 6.000e-04, eta: 1:47:40, time: 1.069, data_time: 0.004, memory: 8232, loss_aux: 0.8507, top1_acc: 0.8229, top5_acc: 0.9341, loss_cls: 0.7298, loss: 1.5804, grad_norm: 5.6409 2021-03-12 02:44:28,906 - mmaction - INFO - Epoch [128][60/225] lr: 6.000e-04, eta: 1:47:15, time: 1.073, data_time: 0.003, memory: 8232, loss_aux: 0.8567, top1_acc: 0.8108, top5_acc: 0.9355, loss_cls: 0.7408, loss: 1.5975, grad_norm: 5.7631 2021-03-12 02:44:50,609 - mmaction - INFO - Epoch [128][80/225] lr: 6.000e-04, eta: 1:46:49, time: 1.086, data_time: 0.002, memory: 8232, loss_aux: 0.8469, top1_acc: 0.8186, top5_acc: 0.9363, loss_cls: 0.7202, loss: 1.5671, grad_norm: 5.6944 2021-03-12 02:45:12,375 - mmaction - INFO - Epoch [128][100/225] lr: 6.000e-04, eta: 1:46:23, time: 1.087, data_time: 0.003, memory: 8232, loss_aux: 0.8591, top1_acc: 0.8219, top5_acc: 0.9374, loss_cls: 0.7381, loss: 1.5971, grad_norm: 5.7697 2021-03-12 02:45:34,306 - mmaction - INFO - Epoch [128][120/225] lr: 6.000e-04, eta: 1:45:57, time: 1.097, data_time: 0.002, memory: 8232, loss_aux: 0.8648, top1_acc: 0.8190, top5_acc: 0.9389, loss_cls: 0.7204, loss: 1.5852, grad_norm: 5.7118 2021-03-12 02:45:56,064 - mmaction - INFO - Epoch [128][140/225] lr: 6.000e-04, eta: 1:45:32, time: 1.087, data_time: 0.003, memory: 8232, loss_aux: 0.8515, top1_acc: 0.8228, top5_acc: 0.9415, loss_cls: 0.7114, loss: 1.5629, grad_norm: 5.7252 2021-03-12 02:46:17,924 - mmaction - INFO - Epoch [128][160/225] lr: 6.000e-04, eta: 1:45:06, time: 1.094, data_time: 0.002, memory: 8232, loss_aux: 0.8552, top1_acc: 0.8151, top5_acc: 0.9372, loss_cls: 0.7235, loss: 1.5788, grad_norm: 5.7676 2021-03-12 02:46:39,782 - mmaction - INFO - Epoch [128][180/225] lr: 6.000e-04, eta: 1:44:40, time: 1.092, data_time: 0.003, memory: 8232, loss_aux: 0.8525, top1_acc: 0.8204, top5_acc: 0.9345, loss_cls: 0.7277, loss: 1.5801, grad_norm: 5.7082 2021-03-12 02:47:01,655 - mmaction - INFO - Epoch [128][200/225] lr: 6.000e-04, eta: 1:44:14, time: 1.094, data_time: 0.002, memory: 8232, loss_aux: 0.8642, top1_acc: 0.8158, top5_acc: 0.9344, loss_cls: 0.7398, loss: 1.6040, grad_norm: 5.7513 2021-03-12 02:47:23,313 - mmaction - INFO - Epoch [128][220/225] lr: 6.000e-04, eta: 1:43:49, time: 1.082, data_time: 0.003, memory: 8232, loss_aux: 0.8690, top1_acc: 0.8161, top5_acc: 0.9333, loss_cls: 0.7466, loss: 1.6156, grad_norm: 5.7671 2021-03-12 02:47:29,901 - mmaction - INFO - Saving checkpoint at 128 epochs 2021-03-12 02:48:36,170 - mmaction - INFO - Epoch [129][20/225] lr: 6.000e-04, eta: 1:43:23, time: 3.253, data_time: 1.829, memory: 8232, loss_aux: 0.8384, top1_acc: 0.8225, top5_acc: 0.9376, loss_cls: 0.7123, loss: 1.5507, grad_norm: 5.6054 2021-03-12 02:48:57,502 - mmaction - INFO - Epoch [129][40/225] lr: 6.000e-04, eta: 1:42:57, time: 1.067, data_time: 0.004, memory: 8232, loss_aux: 0.8517, top1_acc: 0.8284, top5_acc: 0.9389, loss_cls: 0.7067, loss: 1.5583, grad_norm: 5.6169 2021-03-12 02:49:18,963 - mmaction - INFO - Epoch [129][60/225] lr: 6.000e-04, eta: 1:42:31, time: 1.072, data_time: 0.003, memory: 8232, loss_aux: 0.8632, top1_acc: 0.8217, top5_acc: 0.9380, loss_cls: 0.7286, loss: 1.5918, grad_norm: 5.8541 2021-03-12 02:49:40,589 - mmaction - INFO - Epoch [129][80/225] lr: 6.000e-04, eta: 1:42:06, time: 1.082, data_time: 0.002, memory: 8232, loss_aux: 0.8214, top1_acc: 0.8262, top5_acc: 0.9430, loss_cls: 0.6859, loss: 1.5073, grad_norm: 5.6461 2021-03-12 02:50:02,269 - mmaction - INFO - Epoch [129][100/225] lr: 6.000e-04, eta: 1:41:40, time: 1.083, data_time: 0.003, memory: 8232, loss_aux: 0.8645, top1_acc: 0.8246, top5_acc: 0.9384, loss_cls: 0.7257, loss: 1.5901, grad_norm: 5.7668 2021-03-12 02:50:24,029 - mmaction - INFO - Epoch [129][120/225] lr: 6.000e-04, eta: 1:41:14, time: 1.090, data_time: 0.003, memory: 8232, loss_aux: 0.8434, top1_acc: 0.8266, top5_acc: 0.9426, loss_cls: 0.6933, loss: 1.5368, grad_norm: 5.7126 2021-03-12 02:50:45,788 - mmaction - INFO - Epoch [129][140/225] lr: 6.000e-04, eta: 1:40:49, time: 1.087, data_time: 0.002, memory: 8232, loss_aux: 0.8602, top1_acc: 0.8216, top5_acc: 0.9400, loss_cls: 0.7220, loss: 1.5822, grad_norm: 5.8029 2021-03-12 02:51:07,371 - mmaction - INFO - Epoch [129][160/225] lr: 6.000e-04, eta: 1:40:23, time: 1.080, data_time: 0.002, memory: 8232, loss_aux: 0.8465, top1_acc: 0.8220, top5_acc: 0.9393, loss_cls: 0.7037, loss: 1.5502, grad_norm: 5.6728 2021-03-12 02:51:28,971 - mmaction - INFO - Epoch [129][180/225] lr: 6.000e-04, eta: 1:39:57, time: 1.079, data_time: 0.003, memory: 8232, loss_aux: 0.8561, top1_acc: 0.8233, top5_acc: 0.9424, loss_cls: 0.6962, loss: 1.5522, grad_norm: 5.5702 2021-03-12 02:51:50,600 - mmaction - INFO - Epoch [129][200/225] lr: 6.000e-04, eta: 1:39:31, time: 1.082, data_time: 0.002, memory: 8232, loss_aux: 0.8351, top1_acc: 0.8283, top5_acc: 0.9382, loss_cls: 0.6998, loss: 1.5349, grad_norm: 5.6393 2021-03-12 02:52:12,341 - mmaction - INFO - Epoch [129][220/225] lr: 6.000e-04, eta: 1:39:06, time: 1.086, data_time: 0.003, memory: 8232, loss_aux: 0.8648, top1_acc: 0.8146, top5_acc: 0.9329, loss_cls: 0.7433, loss: 1.6081, grad_norm: 5.8285 2021-03-12 02:52:18,719 - mmaction - INFO - Saving checkpoint at 129 epochs 2021-03-12 02:53:26,060 - mmaction - INFO - Epoch [130][20/225] lr: 6.000e-04, eta: 1:38:40, time: 3.316, data_time: 1.947, memory: 8232, loss_aux: 0.8479, top1_acc: 0.8253, top5_acc: 0.9383, loss_cls: 0.7065, loss: 1.5544, grad_norm: 5.7365 2021-03-12 02:53:47,376 - mmaction - INFO - Epoch [130][40/225] lr: 6.000e-04, eta: 1:38:14, time: 1.066, data_time: 0.004, memory: 8232, loss_aux: 0.8356, top1_acc: 0.8307, top5_acc: 0.9405, loss_cls: 0.6830, loss: 1.5186, grad_norm: 5.6311 2021-03-12 02:54:08,812 - mmaction - INFO - Epoch [130][60/225] lr: 6.000e-04, eta: 1:37:48, time: 1.071, data_time: 0.003, memory: 8232, loss_aux: 0.8487, top1_acc: 0.8280, top5_acc: 0.9410, loss_cls: 0.7000, loss: 1.5487, grad_norm: 5.7106 2021-03-12 02:54:30,337 - mmaction - INFO - Epoch [130][80/225] lr: 6.000e-04, eta: 1:37:23, time: 1.077, data_time: 0.003, memory: 8232, loss_aux: 0.8458, top1_acc: 0.8294, top5_acc: 0.9414, loss_cls: 0.6894, loss: 1.5352, grad_norm: 5.6730 2021-03-12 02:54:52,115 - mmaction - INFO - Epoch [130][100/225] lr: 6.000e-04, eta: 1:36:57, time: 1.088, data_time: 0.003, memory: 8232, loss_aux: 0.8672, top1_acc: 0.8189, top5_acc: 0.9379, loss_cls: 0.7260, loss: 1.5932, grad_norm: 5.7828 2021-03-12 02:55:13,960 - mmaction - INFO - Epoch [130][120/225] lr: 6.000e-04, eta: 1:36:31, time: 1.093, data_time: 0.002, memory: 8232, loss_aux: 0.8541, top1_acc: 0.8211, top5_acc: 0.9361, loss_cls: 0.7200, loss: 1.5741, grad_norm: 5.7337 2021-03-12 02:55:35,723 - mmaction - INFO - Epoch [130][140/225] lr: 6.000e-04, eta: 1:36:05, time: 1.087, data_time: 0.003, memory: 8232, loss_aux: 0.8586, top1_acc: 0.8207, top5_acc: 0.9374, loss_cls: 0.7182, loss: 1.5768, grad_norm: 5.7775 2021-03-12 02:55:57,605 - mmaction - INFO - Epoch [130][160/225] lr: 6.000e-04, eta: 1:35:40, time: 1.095, data_time: 0.002, memory: 8232, loss_aux: 0.8428, top1_acc: 0.8298, top5_acc: 0.9430, loss_cls: 0.6929, loss: 1.5357, grad_norm: 5.7602 2021-03-12 02:56:19,368 - mmaction - INFO - Epoch [130][180/225] lr: 6.000e-04, eta: 1:35:14, time: 1.087, data_time: 0.003, memory: 8232, loss_aux: 0.8573, top1_acc: 0.8168, top5_acc: 0.9365, loss_cls: 0.7286, loss: 1.5859, grad_norm: 5.8733 2021-03-12 02:56:41,041 - mmaction - INFO - Epoch [130][200/225] lr: 6.000e-04, eta: 1:34:48, time: 1.084, data_time: 0.002, memory: 8232, loss_aux: 0.8431, top1_acc: 0.8301, top5_acc: 0.9430, loss_cls: 0.6823, loss: 1.5254, grad_norm: 5.6613 2021-03-12 02:57:02,895 - mmaction - INFO - Epoch [130][220/225] lr: 6.000e-04, eta: 1:34:23, time: 1.092, data_time: 0.003, memory: 8232, loss_aux: 0.8441, top1_acc: 0.8250, top5_acc: 0.9383, loss_cls: 0.6948, loss: 1.5390, grad_norm: 5.7176 2021-03-12 02:57:09,039 - mmaction - INFO - Saving checkpoint at 130 epochs 2021-03-12 02:58:16,487 - mmaction - INFO - Epoch [131][20/225] lr: 6.000e-04, eta: 1:33:57, time: 3.312, data_time: 2.039, memory: 8232, loss_aux: 0.8406, top1_acc: 0.8267, top5_acc: 0.9389, loss_cls: 0.6952, loss: 1.5358, grad_norm: 5.7488 2021-03-12 02:58:37,818 - mmaction - INFO - Epoch [131][40/225] lr: 6.000e-04, eta: 1:33:31, time: 1.067, data_time: 0.004, memory: 8232, loss_aux: 0.8365, top1_acc: 0.8217, top5_acc: 0.9393, loss_cls: 0.7005, loss: 1.5371, grad_norm: 5.8079 2021-03-12 02:58:59,237 - mmaction - INFO - Epoch [131][60/225] lr: 6.000e-04, eta: 1:33:05, time: 1.070, data_time: 0.003, memory: 8232, loss_aux: 0.8513, top1_acc: 0.8254, top5_acc: 0.9385, loss_cls: 0.7135, loss: 1.5648, grad_norm: 5.8014 2021-03-12 02:59:20,796 - mmaction - INFO - Epoch [131][80/225] lr: 6.000e-04, eta: 1:32:40, time: 1.079, data_time: 0.002, memory: 8232, loss_aux: 0.8411, top1_acc: 0.8310, top5_acc: 0.9404, loss_cls: 0.6900, loss: 1.5311, grad_norm: 5.6246 2021-03-12 02:59:42,444 - mmaction - INFO - Epoch [131][100/225] lr: 6.000e-04, eta: 1:32:14, time: 1.082, data_time: 0.003, memory: 8232, loss_aux: 0.8301, top1_acc: 0.8332, top5_acc: 0.9454, loss_cls: 0.6704, loss: 1.5005, grad_norm: 5.7797 2021-03-12 03:00:04,267 - mmaction - INFO - Epoch [131][120/225] lr: 6.000e-04, eta: 1:31:48, time: 1.092, data_time: 0.002, memory: 8232, loss_aux: 0.8467, top1_acc: 0.8220, top5_acc: 0.9398, loss_cls: 0.7042, loss: 1.5509, grad_norm: 5.8131 2021-03-12 03:00:25,951 - mmaction - INFO - Epoch [131][140/225] lr: 6.000e-04, eta: 1:31:23, time: 1.084, data_time: 0.001, memory: 8232, loss_aux: 0.8386, top1_acc: 0.8275, top5_acc: 0.9423, loss_cls: 0.6917, loss: 1.5302, grad_norm: 5.7849 2021-03-12 03:00:47,661 - mmaction - INFO - Epoch [131][160/225] lr: 6.000e-04, eta: 1:30:57, time: 1.084, data_time: 0.002, memory: 8232, loss_aux: 0.8506, top1_acc: 0.8272, top5_acc: 0.9384, loss_cls: 0.7056, loss: 1.5562, grad_norm: 5.7809 2021-03-12 03:01:09,607 - mmaction - INFO - Epoch [131][180/225] lr: 6.000e-04, eta: 1:30:31, time: 1.098, data_time: 0.003, memory: 8232, loss_aux: 0.8655, top1_acc: 0.8189, top5_acc: 0.9346, loss_cls: 0.7298, loss: 1.5953, grad_norm: 5.8151 2021-03-12 03:01:31,514 - mmaction - INFO - Epoch [131][200/225] lr: 6.000e-04, eta: 1:30:06, time: 1.095, data_time: 0.003, memory: 8232, loss_aux: 0.8415, top1_acc: 0.8246, top5_acc: 0.9392, loss_cls: 0.6951, loss: 1.5367, grad_norm: 5.7570 2021-03-12 03:01:53,408 - mmaction - INFO - Epoch [131][220/225] lr: 6.000e-04, eta: 1:29:40, time: 1.096, data_time: 0.003, memory: 8232, loss_aux: 0.8284, top1_acc: 0.8313, top5_acc: 0.9405, loss_cls: 0.6802, loss: 1.5086, grad_norm: 5.7456 2021-03-12 03:01:59,641 - mmaction - INFO - Saving checkpoint at 131 epochs 2021-03-12 03:03:06,675 - mmaction - INFO - Epoch [132][20/225] lr: 6.000e-04, eta: 1:29:14, time: 3.288, data_time: 1.951, memory: 8232, loss_aux: 0.8307, top1_acc: 0.8397, top5_acc: 0.9458, loss_cls: 0.6600, loss: 1.4907, grad_norm: 5.6730 2021-03-12 03:03:28,026 - mmaction - INFO - Epoch [132][40/225] lr: 6.000e-04, eta: 1:28:48, time: 1.068, data_time: 0.005, memory: 8232, loss_aux: 0.8354, top1_acc: 0.8357, top5_acc: 0.9419, loss_cls: 0.6729, loss: 1.5083, grad_norm: 5.6763 2021-03-12 03:03:49,490 - mmaction - INFO - Epoch [132][60/225] lr: 6.000e-04, eta: 1:28:22, time: 1.073, data_time: 0.003, memory: 8232, loss_aux: 0.8547, top1_acc: 0.8220, top5_acc: 0.9396, loss_cls: 0.7116, loss: 1.5663, grad_norm: 5.8204 2021-03-12 03:04:11,058 - mmaction - INFO - Epoch [132][80/225] lr: 6.000e-04, eta: 1:27:56, time: 1.079, data_time: 0.002, memory: 8232, loss_aux: 0.8405, top1_acc: 0.8310, top5_acc: 0.9365, loss_cls: 0.6981, loss: 1.5386, grad_norm: 5.8510 2021-03-12 03:04:32,865 - mmaction - INFO - Epoch [132][100/225] lr: 6.000e-04, eta: 1:27:31, time: 1.090, data_time: 0.002, memory: 8232, loss_aux: 0.8338, top1_acc: 0.8361, top5_acc: 0.9392, loss_cls: 0.6759, loss: 1.5097, grad_norm: 5.7192 2021-03-12 03:04:54,733 - mmaction - INFO - Epoch [132][120/225] lr: 6.000e-04, eta: 1:27:05, time: 1.094, data_time: 0.002, memory: 8232, loss_aux: 0.8600, top1_acc: 0.8223, top5_acc: 0.9379, loss_cls: 0.7183, loss: 1.5783, grad_norm: 5.8723 2021-03-12 03:05:16,611 - mmaction - INFO - Epoch [132][140/225] lr: 6.000e-04, eta: 1:26:40, time: 1.093, data_time: 0.004, memory: 8232, loss_aux: 0.8478, top1_acc: 0.8284, top5_acc: 0.9406, loss_cls: 0.6940, loss: 1.5417, grad_norm: 5.8298 2021-03-12 03:05:38,450 - mmaction - INFO - Epoch [132][160/225] lr: 6.000e-04, eta: 1:26:14, time: 1.093, data_time: 0.002, memory: 8232, loss_aux: 0.8328, top1_acc: 0.8354, top5_acc: 0.9496, loss_cls: 0.6563, loss: 1.4891, grad_norm: 5.8106 2021-03-12 03:06:00,169 - mmaction - INFO - Epoch [132][180/225] lr: 6.000e-04, eta: 1:25:48, time: 1.085, data_time: 0.003, memory: 8232, loss_aux: 0.8385, top1_acc: 0.8285, top5_acc: 0.9441, loss_cls: 0.6835, loss: 1.5220, grad_norm: 5.8887 2021-03-12 03:06:22,073 - mmaction - INFO - Epoch [132][200/225] lr: 6.000e-04, eta: 1:25:23, time: 1.096, data_time: 0.002, memory: 8232, loss_aux: 0.8421, top1_acc: 0.8297, top5_acc: 0.9427, loss_cls: 0.6850, loss: 1.5270, grad_norm: 5.7874 2021-03-12 03:06:44,057 - mmaction - INFO - Epoch [132][220/225] lr: 6.000e-04, eta: 1:24:57, time: 1.099, data_time: 0.003, memory: 8232, loss_aux: 0.8499, top1_acc: 0.8275, top5_acc: 0.9358, loss_cls: 0.7110, loss: 1.5608, grad_norm: 5.7949 2021-03-12 03:06:50,327 - mmaction - INFO - Saving checkpoint at 132 epochs 2021-03-12 03:07:58,012 - mmaction - INFO - Epoch [133][20/225] lr: 6.000e-04, eta: 1:24:30, time: 3.249, data_time: 2.019, memory: 8232, loss_aux: 0.8307, top1_acc: 0.8348, top5_acc: 0.9424, loss_cls: 0.6687, loss: 1.4993, grad_norm: 5.6373 2021-03-12 03:08:19,362 - mmaction - INFO - Epoch [133][40/225] lr: 6.000e-04, eta: 1:24:05, time: 1.067, data_time: 0.004, memory: 8232, loss_aux: 0.8387, top1_acc: 0.8307, top5_acc: 0.9388, loss_cls: 0.6936, loss: 1.5323, grad_norm: 5.7553 2021-03-12 03:08:40,782 - mmaction - INFO - Epoch [133][60/225] lr: 6.000e-04, eta: 1:23:39, time: 1.070, data_time: 0.003, memory: 8232, loss_aux: 0.8334, top1_acc: 0.8392, top5_acc: 0.9443, loss_cls: 0.6570, loss: 1.4904, grad_norm: 5.6718 2021-03-12 03:09:02,301 - mmaction - INFO - Epoch [133][80/225] lr: 6.000e-04, eta: 1:23:13, time: 1.077, data_time: 0.002, memory: 8232, loss_aux: 0.8288, top1_acc: 0.8309, top5_acc: 0.9409, loss_cls: 0.6827, loss: 1.5114, grad_norm: 5.8012 2021-03-12 03:09:24,098 - mmaction - INFO - Epoch [133][100/225] lr: 6.000e-04, eta: 1:22:48, time: 1.089, data_time: 0.003, memory: 8232, loss_aux: 0.8455, top1_acc: 0.8284, top5_acc: 0.9408, loss_cls: 0.6941, loss: 1.5396, grad_norm: 5.7985 2021-03-12 03:09:45,851 - mmaction - INFO - Epoch [133][120/225] lr: 6.000e-04, eta: 1:22:22, time: 1.088, data_time: 0.002, memory: 8232, loss_aux: 0.8453, top1_acc: 0.8315, top5_acc: 0.9408, loss_cls: 0.6874, loss: 1.5327, grad_norm: 5.8129 2021-03-12 03:10:07,750 - mmaction - INFO - Epoch [133][140/225] lr: 6.000e-04, eta: 1:21:57, time: 1.094, data_time: 0.003, memory: 8232, loss_aux: 0.8360, top1_acc: 0.8344, top5_acc: 0.9470, loss_cls: 0.6562, loss: 1.4922, grad_norm: 5.7658 2021-03-12 03:10:29,437 - mmaction - INFO - Epoch [133][160/225] lr: 6.000e-04, eta: 1:21:31, time: 1.085, data_time: 0.002, memory: 8232, loss_aux: 0.8383, top1_acc: 0.8314, top5_acc: 0.9404, loss_cls: 0.6811, loss: 1.5194, grad_norm: 5.7416 2021-03-12 03:10:51,319 - mmaction - INFO - Epoch [133][180/225] lr: 6.000e-04, eta: 1:21:05, time: 1.093, data_time: 0.003, memory: 8232, loss_aux: 0.8361, top1_acc: 0.8345, top5_acc: 0.9378, loss_cls: 0.6887, loss: 1.5248, grad_norm: 5.7421 2021-03-12 03:11:13,020 - mmaction - INFO - Epoch [133][200/225] lr: 6.000e-04, eta: 1:20:40, time: 1.086, data_time: 0.002, memory: 8232, loss_aux: 0.8430, top1_acc: 0.8277, top5_acc: 0.9410, loss_cls: 0.6961, loss: 1.5391, grad_norm: 5.8324 2021-03-12 03:11:34,946 - mmaction - INFO - Epoch [133][220/225] lr: 6.000e-04, eta: 1:20:14, time: 1.096, data_time: 0.003, memory: 8232, loss_aux: 0.8515, top1_acc: 0.8284, top5_acc: 0.9392, loss_cls: 0.6996, loss: 1.5510, grad_norm: 5.9763 2021-03-12 03:11:41,120 - mmaction - INFO - Saving checkpoint at 133 epochs 2021-03-12 03:12:48,111 - mmaction - INFO - Epoch [134][20/225] lr: 6.000e-04, eta: 1:19:47, time: 3.300, data_time: 1.998, memory: 8232, loss_aux: 0.8388, top1_acc: 0.8266, top5_acc: 0.9397, loss_cls: 0.6979, loss: 1.5368, grad_norm: 5.9400 2021-03-12 03:13:09,513 - mmaction - INFO - Epoch [134][40/225] lr: 6.000e-04, eta: 1:19:22, time: 1.069, data_time: 0.005, memory: 8232, loss_aux: 0.8449, top1_acc: 0.8316, top5_acc: 0.9387, loss_cls: 0.6915, loss: 1.5364, grad_norm: 5.8545 2021-03-12 03:13:31,006 - mmaction - INFO - Epoch [134][60/225] lr: 6.000e-04, eta: 1:18:56, time: 1.076, data_time: 0.002, memory: 8232, loss_aux: 0.8464, top1_acc: 0.8348, top5_acc: 0.9430, loss_cls: 0.6818, loss: 1.5282, grad_norm: 5.8521 2021-03-12 03:13:52,637 - mmaction - INFO - Epoch [134][80/225] lr: 6.000e-04, eta: 1:18:30, time: 1.081, data_time: 0.003, memory: 8232, loss_aux: 0.8324, top1_acc: 0.8333, top5_acc: 0.9427, loss_cls: 0.6742, loss: 1.5066, grad_norm: 5.8004 2021-03-12 03:14:14,503 - mmaction - INFO - Epoch [134][100/225] lr: 6.000e-04, eta: 1:18:05, time: 1.094, data_time: 0.003, memory: 8232, loss_aux: 0.8386, top1_acc: 0.8299, top5_acc: 0.9405, loss_cls: 0.6814, loss: 1.5200, grad_norm: 5.8593 2021-03-12 03:14:36,278 - mmaction - INFO - Epoch [134][120/225] lr: 6.000e-04, eta: 1:17:39, time: 1.088, data_time: 0.003, memory: 8232, loss_aux: 0.8327, top1_acc: 0.8319, top5_acc: 0.9443, loss_cls: 0.6748, loss: 1.5076, grad_norm: 5.7976 2021-03-12 03:14:58,052 - mmaction - INFO - Epoch [134][140/225] lr: 6.000e-04, eta: 1:17:14, time: 1.089, data_time: 0.002, memory: 8232, loss_aux: 0.8329, top1_acc: 0.8322, top5_acc: 0.9423, loss_cls: 0.6709, loss: 1.5039, grad_norm: 5.8403 2021-03-12 03:15:19,990 - mmaction - INFO - Epoch [134][160/225] lr: 6.000e-04, eta: 1:16:48, time: 1.096, data_time: 0.003, memory: 8232, loss_aux: 0.8459, top1_acc: 0.8276, top5_acc: 0.9363, loss_cls: 0.6988, loss: 1.5448, grad_norm: 5.8640 2021-03-12 03:15:41,786 - mmaction - INFO - Epoch [134][180/225] lr: 6.000e-04, eta: 1:16:23, time: 1.091, data_time: 0.003, memory: 8232, loss_aux: 0.8393, top1_acc: 0.8344, top5_acc: 0.9447, loss_cls: 0.6621, loss: 1.5014, grad_norm: 5.7830 2021-03-12 03:16:03,513 - mmaction - INFO - Epoch [134][200/225] lr: 6.000e-04, eta: 1:15:57, time: 1.086, data_time: 0.003, memory: 8232, loss_aux: 0.8323, top1_acc: 0.8349, top5_acc: 0.9410, loss_cls: 0.6799, loss: 1.5122, grad_norm: 5.8033 2021-03-12 03:16:25,394 - mmaction - INFO - Epoch [134][220/225] lr: 6.000e-04, eta: 1:15:31, time: 1.095, data_time: 0.002, memory: 8232, loss_aux: 0.8441, top1_acc: 0.8288, top5_acc: 0.9385, loss_cls: 0.6987, loss: 1.5428, grad_norm: 5.8892 2021-03-12 03:16:31,659 - mmaction - INFO - Saving checkpoint at 134 epochs 2021-03-12 03:17:39,906 - mmaction - INFO - Epoch [135][20/225] lr: 6.000e-04, eta: 1:15:04, time: 3.361, data_time: 1.990, memory: 8232, loss_aux: 0.8372, top1_acc: 0.8345, top5_acc: 0.9411, loss_cls: 0.6794, loss: 1.5166, grad_norm: 5.7682 2021-03-12 03:18:01,270 - mmaction - INFO - Epoch [135][40/225] lr: 6.000e-04, eta: 1:14:39, time: 1.068, data_time: 0.004, memory: 8232, loss_aux: 0.8304, top1_acc: 0.8341, top5_acc: 0.9445, loss_cls: 0.6708, loss: 1.5012, grad_norm: 5.7921 2021-03-12 03:18:22,736 - mmaction - INFO - Epoch [135][60/225] lr: 6.000e-04, eta: 1:14:13, time: 1.073, data_time: 0.003, memory: 8232, loss_aux: 0.8490, top1_acc: 0.8322, top5_acc: 0.9419, loss_cls: 0.6847, loss: 1.5337, grad_norm: 5.9564 2021-03-12 03:18:44,260 - mmaction - INFO - Epoch [135][80/225] lr: 6.000e-04, eta: 1:13:47, time: 1.077, data_time: 0.002, memory: 8232, loss_aux: 0.8377, top1_acc: 0.8339, top5_acc: 0.9417, loss_cls: 0.6759, loss: 1.5135, grad_norm: 5.8320 2021-03-12 03:19:05,888 - mmaction - INFO - Epoch [135][100/225] lr: 6.000e-04, eta: 1:13:22, time: 1.081, data_time: 0.003, memory: 8232, loss_aux: 0.8295, top1_acc: 0.8384, top5_acc: 0.9464, loss_cls: 0.6435, loss: 1.4731, grad_norm: 5.7648 2021-03-12 03:19:27,591 - mmaction - INFO - Epoch [135][120/225] lr: 6.000e-04, eta: 1:12:56, time: 1.086, data_time: 0.003, memory: 8232, loss_aux: 0.8376, top1_acc: 0.8314, top5_acc: 0.9410, loss_cls: 0.6835, loss: 1.5210, grad_norm: 5.8057 2021-03-12 03:19:49,519 - mmaction - INFO - Epoch [135][140/225] lr: 6.000e-04, eta: 1:12:31, time: 1.095, data_time: 0.003, memory: 8232, loss_aux: 0.8294, top1_acc: 0.8372, top5_acc: 0.9436, loss_cls: 0.6566, loss: 1.4861, grad_norm: 5.7819 2021-03-12 03:20:11,270 - mmaction - INFO - Epoch [135][160/225] lr: 6.000e-04, eta: 1:12:05, time: 1.088, data_time: 0.002, memory: 8232, loss_aux: 0.8362, top1_acc: 0.8310, top5_acc: 0.9457, loss_cls: 0.6707, loss: 1.5069, grad_norm: 5.8085 2021-03-12 03:20:33,032 - mmaction - INFO - Epoch [135][180/225] lr: 6.000e-04, eta: 1:11:40, time: 1.087, data_time: 0.003, memory: 8232, loss_aux: 0.8415, top1_acc: 0.8335, top5_acc: 0.9404, loss_cls: 0.6742, loss: 1.5157, grad_norm: 5.7959 2021-03-12 03:20:54,943 - mmaction - INFO - Epoch [135][200/225] lr: 6.000e-04, eta: 1:11:14, time: 1.096, data_time: 0.002, memory: 8232, loss_aux: 0.8382, top1_acc: 0.8349, top5_acc: 0.9435, loss_cls: 0.6700, loss: 1.5082, grad_norm: 5.8400 2021-03-12 03:21:16,705 - mmaction - INFO - Epoch [135][220/225] lr: 6.000e-04, eta: 1:10:49, time: 1.087, data_time: 0.003, memory: 8232, loss_aux: 0.8270, top1_acc: 0.8384, top5_acc: 0.9411, loss_cls: 0.6691, loss: 1.4962, grad_norm: 5.8346 2021-03-12 03:21:23,218 - mmaction - INFO - Saving checkpoint at 135 epochs 2021-03-12 03:22:30,709 - mmaction - INFO - Epoch [136][20/225] lr: 6.000e-04, eta: 1:10:21, time: 3.277, data_time: 2.010, memory: 8232, loss_aux: 0.8268, top1_acc: 0.8391, top5_acc: 0.9402, loss_cls: 0.6610, loss: 1.4878, grad_norm: 5.7725 2021-03-12 03:22:52,084 - mmaction - INFO - Epoch [136][40/225] lr: 6.000e-04, eta: 1:09:55, time: 1.069, data_time: 0.005, memory: 8232, loss_aux: 0.8255, top1_acc: 0.8453, top5_acc: 0.9427, loss_cls: 0.6413, loss: 1.4668, grad_norm: 5.7077 2021-03-12 03:23:13,548 - mmaction - INFO - Epoch [136][60/225] lr: 6.000e-04, eta: 1:09:30, time: 1.073, data_time: 0.003, memory: 8232, loss_aux: 0.8505, top1_acc: 0.8280, top5_acc: 0.9379, loss_cls: 0.6925, loss: 1.5430, grad_norm: 5.9795 2021-03-12 03:23:35,089 - mmaction - INFO - Epoch [136][80/225] lr: 6.000e-04, eta: 1:09:04, time: 1.078, data_time: 0.002, memory: 8232, loss_aux: 0.8212, top1_acc: 0.8357, top5_acc: 0.9451, loss_cls: 0.6589, loss: 1.4801, grad_norm: 5.8082 2021-03-12 03:23:56,959 - mmaction - INFO - Epoch [136][100/225] lr: 6.000e-04, eta: 1:08:39, time: 1.093, data_time: 0.003, memory: 8232, loss_aux: 0.8322, top1_acc: 0.8372, top5_acc: 0.9396, loss_cls: 0.6687, loss: 1.5009, grad_norm: 5.7811 2021-03-12 03:24:18,756 - mmaction - INFO - Epoch [136][120/225] lr: 6.000e-04, eta: 1:08:13, time: 1.090, data_time: 0.002, memory: 8232, loss_aux: 0.8340, top1_acc: 0.8353, top5_acc: 0.9452, loss_cls: 0.6619, loss: 1.4959, grad_norm: 5.8052 2021-03-12 03:24:40,571 - mmaction - INFO - Epoch [136][140/225] lr: 6.000e-04, eta: 1:07:48, time: 1.090, data_time: 0.003, memory: 8232, loss_aux: 0.8278, top1_acc: 0.8339, top5_acc: 0.9453, loss_cls: 0.6638, loss: 1.4916, grad_norm: 5.8700 2021-03-12 03:25:02,479 - mmaction - INFO - Epoch [136][160/225] lr: 6.000e-04, eta: 1:07:22, time: 1.094, data_time: 0.002, memory: 8232, loss_aux: 0.8291, top1_acc: 0.8355, top5_acc: 0.9404, loss_cls: 0.6713, loss: 1.5004, grad_norm: 5.8585 2021-03-12 03:25:24,309 - mmaction - INFO - Epoch [136][180/225] lr: 6.000e-04, eta: 1:06:57, time: 1.092, data_time: 0.004, memory: 8232, loss_aux: 0.8222, top1_acc: 0.8413, top5_acc: 0.9448, loss_cls: 0.6485, loss: 1.4707, grad_norm: 5.7844 2021-03-12 03:25:46,168 - mmaction - INFO - Epoch [136][200/225] lr: 6.000e-04, eta: 1:06:31, time: 1.094, data_time: 0.002, memory: 8232, loss_aux: 0.8499, top1_acc: 0.8303, top5_acc: 0.9411, loss_cls: 0.6909, loss: 1.5408, grad_norm: 5.9637 2021-03-12 03:26:08,049 - mmaction - INFO - Epoch [136][220/225] lr: 6.000e-04, eta: 1:06:06, time: 1.094, data_time: 0.003, memory: 8232, loss_aux: 0.8231, top1_acc: 0.8362, top5_acc: 0.9466, loss_cls: 0.6575, loss: 1.4806, grad_norm: 5.8544 2021-03-12 03:26:14,654 - mmaction - INFO - Saving checkpoint at 136 epochs 2021-03-12 03:27:21,469 - mmaction - INFO - Epoch [137][20/225] lr: 6.000e-04, eta: 1:05:38, time: 3.291, data_time: 1.944, memory: 8232, loss_aux: 0.8255, top1_acc: 0.8371, top5_acc: 0.9464, loss_cls: 0.6440, loss: 1.4695, grad_norm: 5.7873 2021-03-12 03:27:42,793 - mmaction - INFO - Epoch [137][40/225] lr: 6.000e-04, eta: 1:05:12, time: 1.066, data_time: 0.004, memory: 8232, loss_aux: 0.8231, top1_acc: 0.8422, top5_acc: 0.9436, loss_cls: 0.6538, loss: 1.4769, grad_norm: 5.7559 2021-03-12 03:28:04,235 - mmaction - INFO - Epoch [137][60/225] lr: 6.000e-04, eta: 1:04:47, time: 1.071, data_time: 0.003, memory: 8232, loss_aux: 0.8272, top1_acc: 0.8358, top5_acc: 0.9437, loss_cls: 0.6645, loss: 1.4917, grad_norm: 5.8416 2021-03-12 03:28:25,754 - mmaction - INFO - Epoch [137][80/225] lr: 6.000e-04, eta: 1:04:21, time: 1.077, data_time: 0.002, memory: 8232, loss_aux: 0.8305, top1_acc: 0.8315, top5_acc: 0.9431, loss_cls: 0.6788, loss: 1.5093, grad_norm: 5.9079 2021-03-12 03:28:47,420 - mmaction - INFO - Epoch [137][100/225] lr: 6.000e-04, eta: 1:03:56, time: 1.083, data_time: 0.003, memory: 8232, loss_aux: 0.8293, top1_acc: 0.8371, top5_acc: 0.9417, loss_cls: 0.6711, loss: 1.5004, grad_norm: 5.8835 2021-03-12 03:29:09,305 - mmaction - INFO - Epoch [137][120/225] lr: 6.000e-04, eta: 1:03:30, time: 1.095, data_time: 0.002, memory: 8232, loss_aux: 0.8376, top1_acc: 0.8357, top5_acc: 0.9454, loss_cls: 0.6668, loss: 1.5043, grad_norm: 5.9265 2021-03-12 03:29:31,178 - mmaction - INFO - Epoch [137][140/225] lr: 6.000e-04, eta: 1:03:05, time: 1.093, data_time: 0.003, memory: 8232, loss_aux: 0.8259, top1_acc: 0.8318, top5_acc: 0.9393, loss_cls: 0.6921, loss: 1.5180, grad_norm: 5.9278 2021-03-12 03:29:52,967 - mmaction - INFO - Epoch [137][160/225] lr: 6.000e-04, eta: 1:02:39, time: 1.090, data_time: 0.002, memory: 8232, loss_aux: 0.8513, top1_acc: 0.8243, top5_acc: 0.9375, loss_cls: 0.7031, loss: 1.5545, grad_norm: 5.9355 2021-03-12 03:30:14,997 - mmaction - INFO - Epoch [137][180/225] lr: 6.000e-04, eta: 1:02:14, time: 1.101, data_time: 0.003, memory: 8232, loss_aux: 0.8385, top1_acc: 0.8294, top5_acc: 0.9451, loss_cls: 0.6718, loss: 1.5103, grad_norm: 5.9118 2021-03-12 03:30:36,884 - mmaction - INFO - Epoch [137][200/225] lr: 6.000e-04, eta: 1:01:48, time: 1.095, data_time: 0.002, memory: 8232, loss_aux: 0.8464, top1_acc: 0.8283, top5_acc: 0.9380, loss_cls: 0.6889, loss: 1.5353, grad_norm: 6.0281 2021-03-12 03:30:58,751 - mmaction - INFO - Epoch [137][220/225] lr: 6.000e-04, eta: 1:01:23, time: 1.093, data_time: 0.003, memory: 8232, loss_aux: 0.8408, top1_acc: 0.8310, top5_acc: 0.9410, loss_cls: 0.6886, loss: 1.5294, grad_norm: 5.9575 2021-03-12 03:31:04,993 - mmaction - INFO - Saving checkpoint at 137 epochs 2021-03-12 03:32:12,098 - mmaction - INFO - Epoch [138][20/225] lr: 6.000e-04, eta: 1:00:55, time: 3.302, data_time: 1.865, memory: 8232, loss_aux: 0.8432, top1_acc: 0.8376, top5_acc: 0.9452, loss_cls: 0.6589, loss: 1.5021, grad_norm: 5.8326 2021-03-12 03:32:33,429 - mmaction - INFO - Epoch [138][40/225] lr: 6.000e-04, eta: 1:00:29, time: 1.067, data_time: 0.005, memory: 8232, loss_aux: 0.8269, top1_acc: 0.8441, top5_acc: 0.9443, loss_cls: 0.6452, loss: 1.4721, grad_norm: 5.8703 2021-03-12 03:32:54,856 - mmaction - INFO - Epoch [138][60/225] lr: 6.000e-04, eta: 1:00:04, time: 1.071, data_time: 0.001, memory: 8232, loss_aux: 0.8340, top1_acc: 0.8328, top5_acc: 0.9424, loss_cls: 0.6674, loss: 1.5014, grad_norm: 5.8394 2021-03-12 03:33:16,341 - mmaction - INFO - Epoch [138][80/225] lr: 6.000e-04, eta: 0:59:38, time: 1.073, data_time: 0.002, memory: 8232, loss_aux: 0.8188, top1_acc: 0.8341, top5_acc: 0.9418, loss_cls: 0.6707, loss: 1.4896, grad_norm: 5.9295 2021-03-12 03:33:38,044 - mmaction - INFO - Epoch [138][100/225] lr: 6.000e-04, eta: 0:59:13, time: 1.086, data_time: 0.002, memory: 8232, loss_aux: 0.8438, top1_acc: 0.8372, top5_acc: 0.9411, loss_cls: 0.6678, loss: 1.5116, grad_norm: 5.8792 2021-03-12 03:33:59,749 - mmaction - INFO - Epoch [138][120/225] lr: 6.000e-04, eta: 0:58:47, time: 1.084, data_time: 0.003, memory: 8232, loss_aux: 0.8567, top1_acc: 0.8293, top5_acc: 0.9376, loss_cls: 0.7004, loss: 1.5571, grad_norm: 6.0765 2021-03-12 03:34:21,501 - mmaction - INFO - Epoch [138][140/225] lr: 6.000e-04, eta: 0:58:22, time: 1.089, data_time: 0.002, memory: 8232, loss_aux: 0.8352, top1_acc: 0.8374, top5_acc: 0.9441, loss_cls: 0.6632, loss: 1.4984, grad_norm: 5.8930 2021-03-12 03:34:43,324 - mmaction - INFO - Epoch [138][160/225] lr: 6.000e-04, eta: 0:57:56, time: 1.090, data_time: 0.003, memory: 8232, loss_aux: 0.8408, top1_acc: 0.8349, top5_acc: 0.9443, loss_cls: 0.6747, loss: 1.5156, grad_norm: 5.9837 2021-03-12 03:35:04,986 - mmaction - INFO - Epoch [138][180/225] lr: 6.000e-04, eta: 0:57:31, time: 1.084, data_time: 0.002, memory: 8232, loss_aux: 0.8273, top1_acc: 0.8409, top5_acc: 0.9478, loss_cls: 0.6574, loss: 1.4847, grad_norm: 5.9501 2021-03-12 03:35:26,714 - mmaction - INFO - Epoch [138][200/225] lr: 6.000e-04, eta: 0:57:06, time: 1.086, data_time: 0.003, memory: 8232, loss_aux: 0.8345, top1_acc: 0.8288, top5_acc: 0.9427, loss_cls: 0.6738, loss: 1.5083, grad_norm: 6.0002 2021-03-12 03:35:48,471 - mmaction - INFO - Epoch [138][220/225] lr: 6.000e-04, eta: 0:56:40, time: 1.088, data_time: 0.002, memory: 8232, loss_aux: 0.8334, top1_acc: 0.8393, top5_acc: 0.9426, loss_cls: 0.6610, loss: 1.4944, grad_norm: 5.8804 2021-03-12 03:35:54,681 - mmaction - INFO - Saving checkpoint at 138 epochs 2021-03-12 03:37:02,600 - mmaction - INFO - Epoch [139][20/225] lr: 6.000e-04, eta: 0:56:12, time: 3.308, data_time: 1.987, memory: 8232, loss_aux: 0.8332, top1_acc: 0.8414, top5_acc: 0.9482, loss_cls: 0.6521, loss: 1.4853, grad_norm: 5.8813 2021-03-12 03:37:23,984 - mmaction - INFO - Epoch [139][40/225] lr: 6.000e-04, eta: 0:55:46, time: 1.069, data_time: 0.004, memory: 8232, loss_aux: 0.8357, top1_acc: 0.8331, top5_acc: 0.9387, loss_cls: 0.6760, loss: 1.5117, grad_norm: 5.9705 2021-03-12 03:37:45,466 - mmaction - INFO - Epoch [139][60/225] lr: 6.000e-04, eta: 0:55:21, time: 1.073, data_time: 0.003, memory: 8232, loss_aux: 0.8394, top1_acc: 0.8339, top5_acc: 0.9418, loss_cls: 0.6734, loss: 1.5128, grad_norm: 5.8793 2021-03-12 03:38:07,072 - mmaction - INFO - Epoch [139][80/225] lr: 6.000e-04, eta: 0:54:55, time: 1.081, data_time: 0.002, memory: 8232, loss_aux: 0.8352, top1_acc: 0.8389, top5_acc: 0.9421, loss_cls: 0.6586, loss: 1.4938, grad_norm: 5.8488 2021-03-12 03:38:28,926 - mmaction - INFO - Epoch [139][100/225] lr: 6.000e-04, eta: 0:54:30, time: 1.092, data_time: 0.003, memory: 8232, loss_aux: 0.8341, top1_acc: 0.8406, top5_acc: 0.9483, loss_cls: 0.6410, loss: 1.4751, grad_norm: 5.7904 2021-03-12 03:38:50,808 - mmaction - INFO - Epoch [139][120/225] lr: 6.000e-04, eta: 0:54:04, time: 1.095, data_time: 0.002, memory: 8232, loss_aux: 0.8116, top1_acc: 0.8439, top5_acc: 0.9492, loss_cls: 0.6315, loss: 1.4431, grad_norm: 5.8113 2021-03-12 03:39:12,595 - mmaction - INFO - Epoch [139][140/225] lr: 6.000e-04, eta: 0:53:39, time: 1.089, data_time: 0.003, memory: 8232, loss_aux: 0.8195, top1_acc: 0.8409, top5_acc: 0.9451, loss_cls: 0.6495, loss: 1.4691, grad_norm: 5.9227 2021-03-12 03:39:34,357 - mmaction - INFO - Epoch [139][160/225] lr: 6.000e-04, eta: 0:53:14, time: 1.089, data_time: 0.002, memory: 8232, loss_aux: 0.8281, top1_acc: 0.8352, top5_acc: 0.9427, loss_cls: 0.6590, loss: 1.4871, grad_norm: 5.9898 2021-03-12 03:39:55,942 - mmaction - INFO - Epoch [139][180/225] lr: 6.000e-04, eta: 0:52:48, time: 1.079, data_time: 0.003, memory: 8232, loss_aux: 0.8334, top1_acc: 0.8324, top5_acc: 0.9415, loss_cls: 0.6711, loss: 1.5045, grad_norm: 6.0495 2021-03-12 03:40:17,912 - mmaction - INFO - Epoch [139][200/225] lr: 6.000e-04, eta: 0:52:23, time: 1.099, data_time: 0.002, memory: 8232, loss_aux: 0.8402, top1_acc: 0.8384, top5_acc: 0.9441, loss_cls: 0.6642, loss: 1.5044, grad_norm: 5.9438 2021-03-12 03:40:39,508 - mmaction - INFO - Epoch [139][220/225] lr: 6.000e-04, eta: 0:51:57, time: 1.079, data_time: 0.003, memory: 8232, loss_aux: 0.8279, top1_acc: 0.8388, top5_acc: 0.9484, loss_cls: 0.6479, loss: 1.4758, grad_norm: 5.8571 2021-03-12 03:40:46,594 - mmaction - INFO - Saving checkpoint at 139 epochs 2021-03-12 03:41:54,185 - mmaction - INFO - Epoch [140][20/225] lr: 6.000e-04, eta: 0:51:29, time: 3.315, data_time: 1.984, memory: 8232, loss_aux: 0.8287, top1_acc: 0.8385, top5_acc: 0.9448, loss_cls: 0.6600, loss: 1.4887, grad_norm: 5.9720 2021-03-12 03:42:15,465 - mmaction - INFO - Epoch [140][40/225] lr: 6.000e-04, eta: 0:51:03, time: 1.064, data_time: 0.001, memory: 8232, loss_aux: 0.8295, top1_acc: 0.8404, top5_acc: 0.9411, loss_cls: 0.6550, loss: 1.4844, grad_norm: 5.8836 2021-03-12 03:42:36,968 - mmaction - INFO - Epoch [140][60/225] lr: 6.000e-04, eta: 0:50:38, time: 1.075, data_time: 0.003, memory: 8232, loss_aux: 0.8250, top1_acc: 0.8391, top5_acc: 0.9417, loss_cls: 0.6597, loss: 1.4847, grad_norm: 5.9500 2021-03-12 03:42:58,604 - mmaction - INFO - Epoch [140][80/225] lr: 6.000e-04, eta: 0:50:12, time: 1.082, data_time: 0.002, memory: 8232, loss_aux: 0.8260, top1_acc: 0.8288, top5_acc: 0.9393, loss_cls: 0.6810, loss: 1.5070, grad_norm: 6.0240 2021-03-12 03:43:20,328 - mmaction - INFO - Epoch [140][100/225] lr: 6.000e-04, eta: 0:49:47, time: 1.086, data_time: 0.003, memory: 8232, loss_aux: 0.8300, top1_acc: 0.8349, top5_acc: 0.9430, loss_cls: 0.6648, loss: 1.4948, grad_norm: 5.9957 2021-03-12 03:43:42,084 - mmaction - INFO - Epoch [140][120/225] lr: 6.000e-04, eta: 0:49:21, time: 1.088, data_time: 0.002, memory: 8232, loss_aux: 0.8154, top1_acc: 0.8457, top5_acc: 0.9385, loss_cls: 0.6530, loss: 1.4685, grad_norm: 5.8946 2021-03-12 03:44:03,850 - mmaction - INFO - Epoch [140][140/225] lr: 6.000e-04, eta: 0:48:56, time: 1.088, data_time: 0.003, memory: 8232, loss_aux: 0.8314, top1_acc: 0.8322, top5_acc: 0.9456, loss_cls: 0.6652, loss: 1.4967, grad_norm: 5.9984 2021-03-12 03:44:25,687 - mmaction - INFO - Epoch [140][160/225] lr: 6.000e-04, eta: 0:48:31, time: 1.092, data_time: 0.002, memory: 8232, loss_aux: 0.8357, top1_acc: 0.8374, top5_acc: 0.9389, loss_cls: 0.6732, loss: 1.5089, grad_norm: 5.9626 2021-03-12 03:44:47,601 - mmaction - INFO - Epoch [140][180/225] lr: 6.000e-04, eta: 0:48:05, time: 1.095, data_time: 0.003, memory: 8232, loss_aux: 0.8317, top1_acc: 0.8384, top5_acc: 0.9452, loss_cls: 0.6581, loss: 1.4898, grad_norm: 5.9561 2021-03-12 03:45:09,478 - mmaction - INFO - Epoch [140][200/225] lr: 6.000e-04, eta: 0:47:40, time: 1.094, data_time: 0.002, memory: 8232, loss_aux: 0.8378, top1_acc: 0.8418, top5_acc: 0.9443, loss_cls: 0.6600, loss: 1.4978, grad_norm: 5.9433 2021-03-12 03:45:31,497 - mmaction - INFO - Epoch [140][220/225] lr: 6.000e-04, eta: 0:47:14, time: 1.101, data_time: 0.002, memory: 8232, loss_aux: 0.8320, top1_acc: 0.8342, top5_acc: 0.9443, loss_cls: 0.6607, loss: 1.4928, grad_norm: 5.9762 2021-03-12 03:45:38,350 - mmaction - INFO - Saving checkpoint at 140 epochs 2021-03-12 03:46:48,630 - mmaction - INFO - Epoch [141][20/225] lr: 6.000e-04, eta: 0:46:46, time: 3.464, data_time: 2.003, memory: 8232, loss_aux: 0.8254, top1_acc: 0.8388, top5_acc: 0.9419, loss_cls: 0.6598, loss: 1.4852, grad_norm: 5.8975 2021-03-12 03:47:10,017 - mmaction - INFO - Epoch [141][40/225] lr: 6.000e-04, eta: 0:46:20, time: 1.069, data_time: 0.004, memory: 8232, loss_aux: 0.8266, top1_acc: 0.8437, top5_acc: 0.9441, loss_cls: 0.6521, loss: 1.4786, grad_norm: 5.8866 2021-03-12 03:47:31,498 - mmaction - INFO - Epoch [141][60/225] lr: 6.000e-04, eta: 0:45:55, time: 1.073, data_time: 0.003, memory: 8232, loss_aux: 0.8323, top1_acc: 0.8391, top5_acc: 0.9444, loss_cls: 0.6578, loss: 1.4901, grad_norm: 5.9882 2021-03-12 03:47:52,971 - mmaction - INFO - Epoch [141][80/225] lr: 6.000e-04, eta: 0:45:29, time: 1.074, data_time: 0.002, memory: 8232, loss_aux: 0.8283, top1_acc: 0.8419, top5_acc: 0.9467, loss_cls: 0.6298, loss: 1.4581, grad_norm: 5.8939 2021-03-12 03:48:14,573 - mmaction - INFO - Epoch [141][100/225] lr: 6.000e-04, eta: 0:45:04, time: 1.079, data_time: 0.003, memory: 8232, loss_aux: 0.8287, top1_acc: 0.8354, top5_acc: 0.9415, loss_cls: 0.6693, loss: 1.4980, grad_norm: 5.9990 2021-03-12 03:48:36,443 - mmaction - INFO - Epoch [141][120/225] lr: 6.000e-04, eta: 0:44:39, time: 1.095, data_time: 0.003, memory: 8232, loss_aux: 0.8262, top1_acc: 0.8346, top5_acc: 0.9478, loss_cls: 0.6568, loss: 1.4830, grad_norm: 6.0330 2021-03-12 03:48:58,328 - mmaction - INFO - Epoch [141][140/225] lr: 6.000e-04, eta: 0:44:13, time: 1.093, data_time: 0.003, memory: 8232, loss_aux: 0.8178, top1_acc: 0.8400, top5_acc: 0.9445, loss_cls: 0.6511, loss: 1.4690, grad_norm: 5.9219 2021-03-12 03:49:20,097 - mmaction - INFO - Epoch [141][160/225] lr: 6.000e-04, eta: 0:43:48, time: 1.089, data_time: 0.002, memory: 8232, loss_aux: 0.8372, top1_acc: 0.8286, top5_acc: 0.9400, loss_cls: 0.6892, loss: 1.5264, grad_norm: 6.0908 2021-03-12 03:49:41,820 - mmaction - INFO - Epoch [141][180/225] lr: 6.000e-04, eta: 0:43:23, time: 1.085, data_time: 0.003, memory: 8232, loss_aux: 0.8100, top1_acc: 0.8444, top5_acc: 0.9444, loss_cls: 0.6418, loss: 1.4518, grad_norm: 5.8426 2021-03-12 03:50:03,687 - mmaction - INFO - Epoch [141][200/225] lr: 6.000e-04, eta: 0:42:57, time: 1.094, data_time: 0.002, memory: 8232, loss_aux: 0.8328, top1_acc: 0.8357, top5_acc: 0.9391, loss_cls: 0.6752, loss: 1.5081, grad_norm: 6.0207 2021-03-12 03:50:25,429 - mmaction - INFO - Epoch [141][220/225] lr: 6.000e-04, eta: 0:42:32, time: 1.087, data_time: 0.003, memory: 8232, loss_aux: 0.8396, top1_acc: 0.8345, top5_acc: 0.9413, loss_cls: 0.6735, loss: 1.5131, grad_norm: 6.1613 2021-03-12 03:50:33,576 - mmaction - INFO - Saving checkpoint at 141 epochs 2021-03-12 03:51:39,599 - mmaction - INFO - Epoch [142][20/225] lr: 6.000e-04, eta: 0:42:02, time: 3.233, data_time: 1.802, memory: 8232, loss_aux: 0.8253, top1_acc: 0.8380, top5_acc: 0.9441, loss_cls: 0.6514, loss: 1.4767, grad_norm: 6.0040 2021-03-12 03:52:00,971 - mmaction - INFO - Epoch [142][40/225] lr: 6.000e-04, eta: 0:41:37, time: 1.069, data_time: 0.004, memory: 8232, loss_aux: 0.8121, top1_acc: 0.8415, top5_acc: 0.9473, loss_cls: 0.6392, loss: 1.4513, grad_norm: 5.8602 2021-03-12 03:52:22,365 - mmaction - INFO - Epoch [142][60/225] lr: 6.000e-04, eta: 0:41:12, time: 1.069, data_time: 0.003, memory: 8232, loss_aux: 0.8393, top1_acc: 0.8357, top5_acc: 0.9396, loss_cls: 0.6729, loss: 1.5122, grad_norm: 6.0802 2021-03-12 03:52:43,889 - mmaction - INFO - Epoch [142][80/225] lr: 6.000e-04, eta: 0:40:46, time: 1.077, data_time: 0.002, memory: 8232, loss_aux: 0.8164, top1_acc: 0.8372, top5_acc: 0.9456, loss_cls: 0.6624, loss: 1.4788, grad_norm: 6.0513 2021-03-12 03:53:05,658 - mmaction - INFO - Epoch [142][100/225] lr: 6.000e-04, eta: 0:40:21, time: 1.088, data_time: 0.003, memory: 8232, loss_aux: 0.8154, top1_acc: 0.8439, top5_acc: 0.9483, loss_cls: 0.6363, loss: 1.4517, grad_norm: 6.0050 2021-03-12 03:53:27,430 - mmaction - INFO - Epoch [142][120/225] lr: 6.000e-04, eta: 0:39:56, time: 1.089, data_time: 0.002, memory: 8232, loss_aux: 0.8238, top1_acc: 0.8423, top5_acc: 0.9471, loss_cls: 0.6326, loss: 1.4564, grad_norm: 5.8965 2021-03-12 03:53:49,233 - mmaction - INFO - Epoch [142][140/225] lr: 6.000e-04, eta: 0:39:30, time: 1.090, data_time: 0.003, memory: 8232, loss_aux: 0.8230, top1_acc: 0.8392, top5_acc: 0.9415, loss_cls: 0.6596, loss: 1.4826, grad_norm: 5.9624 2021-03-12 03:54:11,053 - mmaction - INFO - Epoch [142][160/225] lr: 6.000e-04, eta: 0:39:05, time: 1.092, data_time: 0.002, memory: 8232, loss_aux: 0.8363, top1_acc: 0.8341, top5_acc: 0.9424, loss_cls: 0.6633, loss: 1.4996, grad_norm: 6.1197 2021-03-12 03:54:32,903 - mmaction - INFO - Epoch [142][180/225] lr: 6.000e-04, eta: 0:38:39, time: 1.092, data_time: 0.002, memory: 8232, loss_aux: 0.8284, top1_acc: 0.8406, top5_acc: 0.9447, loss_cls: 0.6520, loss: 1.4804, grad_norm: 5.9321 2021-03-12 03:54:54,754 - mmaction - INFO - Epoch [142][200/225] lr: 6.000e-04, eta: 0:38:14, time: 1.093, data_time: 0.002, memory: 8232, loss_aux: 0.8344, top1_acc: 0.8401, top5_acc: 0.9441, loss_cls: 0.6493, loss: 1.4837, grad_norm: 5.9688 2021-03-12 03:55:16,660 - mmaction - INFO - Epoch [142][220/225] lr: 6.000e-04, eta: 0:37:49, time: 1.094, data_time: 0.003, memory: 8232, loss_aux: 0.8261, top1_acc: 0.8417, top5_acc: 0.9447, loss_cls: 0.6474, loss: 1.4735, grad_norm: 5.8647 2021-03-12 03:55:24,182 - mmaction - INFO - Saving checkpoint at 142 epochs 2021-03-12 03:56:32,095 - mmaction - INFO - Epoch [143][20/225] lr: 6.000e-04, eta: 0:37:19, time: 3.345, data_time: 2.020, memory: 8232, loss_aux: 0.8077, top1_acc: 0.8457, top5_acc: 0.9435, loss_cls: 0.6343, loss: 1.4419, grad_norm: 5.8203 2021-03-12 03:56:53,432 - mmaction - INFO - Epoch [143][40/225] lr: 6.000e-04, eta: 0:36:54, time: 1.067, data_time: 0.004, memory: 8232, loss_aux: 0.8306, top1_acc: 0.8384, top5_acc: 0.9432, loss_cls: 0.6567, loss: 1.4872, grad_norm: 6.0504 2021-03-12 03:57:14,895 - mmaction - INFO - Epoch [143][60/225] lr: 6.000e-04, eta: 0:36:29, time: 1.073, data_time: 0.003, memory: 8232, loss_aux: 0.8347, top1_acc: 0.8393, top5_acc: 0.9454, loss_cls: 0.6541, loss: 1.4888, grad_norm: 6.0909 2021-03-12 03:57:36,518 - mmaction - INFO - Epoch [143][80/225] lr: 6.000e-04, eta: 0:36:03, time: 1.082, data_time: 0.003, memory: 8232, loss_aux: 0.8280, top1_acc: 0.8361, top5_acc: 0.9439, loss_cls: 0.6615, loss: 1.4895, grad_norm: 6.0387 2021-03-12 03:57:58,239 - mmaction - INFO - Epoch [143][100/225] lr: 6.000e-04, eta: 0:35:38, time: 1.085, data_time: 0.003, memory: 8232, loss_aux: 0.8329, top1_acc: 0.8382, top5_acc: 0.9431, loss_cls: 0.6605, loss: 1.4934, grad_norm: 6.0724 2021-03-12 03:58:20,123 - mmaction - INFO - Epoch [143][120/225] lr: 6.000e-04, eta: 0:35:13, time: 1.095, data_time: 0.002, memory: 8232, loss_aux: 0.8293, top1_acc: 0.8414, top5_acc: 0.9432, loss_cls: 0.6441, loss: 1.4735, grad_norm: 5.9646 2021-03-12 03:58:41,944 - mmaction - INFO - Epoch [143][140/225] lr: 6.000e-04, eta: 0:34:47, time: 1.091, data_time: 0.003, memory: 8232, loss_aux: 0.8243, top1_acc: 0.8368, top5_acc: 0.9453, loss_cls: 0.6512, loss: 1.4755, grad_norm: 6.0479 2021-03-12 03:59:03,698 - mmaction - INFO - Epoch [143][160/225] lr: 6.000e-04, eta: 0:34:22, time: 1.088, data_time: 0.002, memory: 8232, loss_aux: 0.8105, top1_acc: 0.8413, top5_acc: 0.9465, loss_cls: 0.6337, loss: 1.4442, grad_norm: 5.9391 2021-03-12 03:59:25,431 - mmaction - INFO - Epoch [143][180/225] lr: 6.000e-04, eta: 0:33:57, time: 1.086, data_time: 0.002, memory: 8232, loss_aux: 0.8187, top1_acc: 0.8406, top5_acc: 0.9449, loss_cls: 0.6436, loss: 1.4623, grad_norm: 6.0083 2021-03-12 03:59:47,212 - mmaction - INFO - Epoch [143][200/225] lr: 6.000e-04, eta: 0:33:31, time: 1.090, data_time: 0.003, memory: 8232, loss_aux: 0.8151, top1_acc: 0.8345, top5_acc: 0.9454, loss_cls: 0.6493, loss: 1.4644, grad_norm: 5.9799 2021-03-12 04:00:09,391 - mmaction - INFO - Epoch [143][220/225] lr: 6.000e-04, eta: 0:33:06, time: 1.109, data_time: 0.003, memory: 8232, loss_aux: 0.8295, top1_acc: 0.8391, top5_acc: 0.9447, loss_cls: 0.6567, loss: 1.4862, grad_norm: 6.0041 2021-03-12 04:00:15,734 - mmaction - INFO - Saving checkpoint at 143 epochs 2021-03-12 04:01:23,927 - mmaction - INFO - Epoch [144][20/225] lr: 6.000e-04, eta: 0:32:36, time: 3.324, data_time: 1.917, memory: 8232, loss_aux: 0.8179, top1_acc: 0.8438, top5_acc: 0.9454, loss_cls: 0.6372, loss: 1.4550, grad_norm: 5.9515 2021-03-12 04:01:45,258 - mmaction - INFO - Epoch [144][40/225] lr: 6.000e-04, eta: 0:32:11, time: 1.067, data_time: 0.004, memory: 8232, loss_aux: 0.8113, top1_acc: 0.8380, top5_acc: 0.9414, loss_cls: 0.6529, loss: 1.4643, grad_norm: 6.0657 2021-03-12 04:02:06,738 - mmaction - INFO - Epoch [144][60/225] lr: 6.000e-04, eta: 0:31:46, time: 1.073, data_time: 0.003, memory: 8232, loss_aux: 0.8310, top1_acc: 0.8453, top5_acc: 0.9457, loss_cls: 0.6342, loss: 1.4652, grad_norm: 5.9702 2021-03-12 04:02:28,304 - mmaction - INFO - Epoch [144][80/225] lr: 6.000e-04, eta: 0:31:20, time: 1.079, data_time: 0.002, memory: 8232, loss_aux: 0.8228, top1_acc: 0.8434, top5_acc: 0.9443, loss_cls: 0.6434, loss: 1.4662, grad_norm: 6.0263 2021-03-12 04:02:50,048 - mmaction - INFO - Epoch [144][100/225] lr: 6.000e-04, eta: 0:30:55, time: 1.087, data_time: 0.001, memory: 8232, loss_aux: 0.8093, top1_acc: 0.8393, top5_acc: 0.9456, loss_cls: 0.6338, loss: 1.4431, grad_norm: 5.9106 2021-03-12 04:03:11,890 - mmaction - INFO - Epoch [144][120/225] lr: 6.000e-04, eta: 0:30:30, time: 1.091, data_time: 0.002, memory: 8232, loss_aux: 0.8232, top1_acc: 0.8400, top5_acc: 0.9426, loss_cls: 0.6601, loss: 1.4833, grad_norm: 6.0776 2021-03-12 04:03:33,778 - mmaction - INFO - Epoch [144][140/225] lr: 6.000e-04, eta: 0:30:04, time: 1.095, data_time: 0.002, memory: 8232, loss_aux: 0.8176, top1_acc: 0.8473, top5_acc: 0.9477, loss_cls: 0.6275, loss: 1.4451, grad_norm: 5.9464 2021-03-12 04:03:55,753 - mmaction - INFO - Epoch [144][160/225] lr: 6.000e-04, eta: 0:29:39, time: 1.098, data_time: 0.003, memory: 8232, loss_aux: 0.8214, top1_acc: 0.8419, top5_acc: 0.9452, loss_cls: 0.6463, loss: 1.4676, grad_norm: 6.0642 2021-03-12 04:04:17,503 - mmaction - INFO - Epoch [144][180/225] lr: 6.000e-04, eta: 0:29:14, time: 1.088, data_time: 0.002, memory: 8232, loss_aux: 0.8308, top1_acc: 0.8405, top5_acc: 0.9423, loss_cls: 0.6526, loss: 1.4834, grad_norm: 6.0513 2021-03-12 04:04:39,451 - mmaction - INFO - Epoch [144][200/225] lr: 6.000e-04, eta: 0:28:48, time: 1.096, data_time: 0.003, memory: 8232, loss_aux: 0.8375, top1_acc: 0.8404, top5_acc: 0.9430, loss_cls: 0.6631, loss: 1.5006, grad_norm: 6.0742 2021-03-12 04:05:01,269 - mmaction - INFO - Epoch [144][220/225] lr: 6.000e-04, eta: 0:28:23, time: 1.092, data_time: 0.003, memory: 8232, loss_aux: 0.8405, top1_acc: 0.8320, top5_acc: 0.9427, loss_cls: 0.6685, loss: 1.5090, grad_norm: 6.1767 2021-03-12 04:05:08,111 - mmaction - INFO - Saving checkpoint at 144 epochs 2021-03-12 04:06:14,542 - mmaction - INFO - Epoch [145][20/225] lr: 6.000e-04, eta: 0:27:53, time: 3.271, data_time: 1.816, memory: 8232, loss_aux: 0.8189, top1_acc: 0.8444, top5_acc: 0.9457, loss_cls: 0.6410, loss: 1.4599, grad_norm: 5.9708 2021-03-12 04:06:35,877 - mmaction - INFO - Epoch [145][40/225] lr: 6.000e-04, eta: 0:27:28, time: 1.067, data_time: 0.005, memory: 8232, loss_aux: 0.8248, top1_acc: 0.8518, top5_acc: 0.9488, loss_cls: 0.6163, loss: 1.4411, grad_norm: 5.9390 2021-03-12 04:06:57,344 - mmaction - INFO - Epoch [145][60/225] lr: 6.000e-04, eta: 0:27:02, time: 1.073, data_time: 0.003, memory: 8232, loss_aux: 0.8214, top1_acc: 0.8392, top5_acc: 0.9460, loss_cls: 0.6441, loss: 1.4654, grad_norm: 6.0062 2021-03-12 04:07:18,994 - mmaction - INFO - Epoch [145][80/225] lr: 6.000e-04, eta: 0:26:37, time: 1.083, data_time: 0.002, memory: 8232, loss_aux: 0.8323, top1_acc: 0.8310, top5_acc: 0.9410, loss_cls: 0.6720, loss: 1.5043, grad_norm: 6.1031 2021-03-12 04:07:40,721 - mmaction - INFO - Epoch [145][100/225] lr: 6.000e-04, eta: 0:26:12, time: 1.086, data_time: 0.003, memory: 8232, loss_aux: 0.8253, top1_acc: 0.8404, top5_acc: 0.9436, loss_cls: 0.6456, loss: 1.4709, grad_norm: 5.8983 2021-03-12 04:08:02,463 - mmaction - INFO - Epoch [145][120/225] lr: 6.000e-04, eta: 0:25:47, time: 1.088, data_time: 0.003, memory: 8232, loss_aux: 0.8193, top1_acc: 0.8378, top5_acc: 0.9453, loss_cls: 0.6497, loss: 1.4691, grad_norm: 6.0898 2021-03-12 04:08:24,306 - mmaction - INFO - Epoch [145][140/225] lr: 6.000e-04, eta: 0:25:21, time: 1.092, data_time: 0.003, memory: 8232, loss_aux: 0.8283, top1_acc: 0.8410, top5_acc: 0.9439, loss_cls: 0.6518, loss: 1.4801, grad_norm: 6.0909 2021-03-12 04:08:46,177 - mmaction - INFO - Epoch [145][160/225] lr: 6.000e-04, eta: 0:24:56, time: 1.094, data_time: 0.002, memory: 8232, loss_aux: 0.8131, top1_acc: 0.8495, top5_acc: 0.9454, loss_cls: 0.6202, loss: 1.4332, grad_norm: 5.8894 2021-03-12 04:09:08,156 - mmaction - INFO - Epoch [145][180/225] lr: 6.000e-04, eta: 0:24:31, time: 1.098, data_time: 0.003, memory: 8232, loss_aux: 0.8240, top1_acc: 0.8473, top5_acc: 0.9436, loss_cls: 0.6439, loss: 1.4679, grad_norm: 5.9926 2021-03-12 04:09:29,942 - mmaction - INFO - Epoch [145][200/225] lr: 6.000e-04, eta: 0:24:06, time: 1.090, data_time: 0.002, memory: 8232, loss_aux: 0.8338, top1_acc: 0.8344, top5_acc: 0.9413, loss_cls: 0.6745, loss: 1.5083, grad_norm: 6.1149 2021-03-12 04:09:51,824 - mmaction - INFO - Epoch [145][220/225] lr: 6.000e-04, eta: 0:23:40, time: 1.093, data_time: 0.003, memory: 8232, loss_aux: 0.8326, top1_acc: 0.8370, top5_acc: 0.9415, loss_cls: 0.6607, loss: 1.4932, grad_norm: 6.1503 2021-03-12 04:09:58,696 - mmaction - INFO - Saving checkpoint at 145 epochs 2021-03-12 04:11:05,241 - mmaction - INFO - Epoch [146][20/225] lr: 6.000e-04, eta: 0:23:10, time: 3.266, data_time: 1.821, memory: 8232, loss_aux: 0.8118, top1_acc: 0.8474, top5_acc: 0.9462, loss_cls: 0.6177, loss: 1.4295, grad_norm: 5.8801 2021-03-12 04:11:26,638 - mmaction - INFO - Epoch [146][40/225] lr: 6.000e-04, eta: 0:22:45, time: 1.070, data_time: 0.004, memory: 8232, loss_aux: 0.8213, top1_acc: 0.8469, top5_acc: 0.9440, loss_cls: 0.6289, loss: 1.4502, grad_norm: 5.9473 2021-03-12 04:11:48,144 - mmaction - INFO - Epoch [146][60/225] lr: 6.000e-04, eta: 0:22:19, time: 1.075, data_time: 0.003, memory: 8232, loss_aux: 0.8321, top1_acc: 0.8371, top5_acc: 0.9400, loss_cls: 0.6642, loss: 1.4963, grad_norm: 6.1238 2021-03-12 04:12:09,666 - mmaction - INFO - Epoch [146][80/225] lr: 6.000e-04, eta: 0:21:54, time: 1.077, data_time: 0.002, memory: 8232, loss_aux: 0.8203, top1_acc: 0.8430, top5_acc: 0.9427, loss_cls: 0.6484, loss: 1.4688, grad_norm: 5.9691 2021-03-12 04:12:31,452 - mmaction - INFO - Epoch [146][100/225] lr: 6.000e-04, eta: 0:21:29, time: 1.089, data_time: 0.003, memory: 8232, loss_aux: 0.8104, top1_acc: 0.8427, top5_acc: 0.9470, loss_cls: 0.6265, loss: 1.4369, grad_norm: 5.9625 2021-03-12 04:12:53,384 - mmaction - INFO - Epoch [146][120/225] lr: 6.000e-04, eta: 0:21:04, time: 1.097, data_time: 0.002, memory: 8232, loss_aux: 0.8133, top1_acc: 0.8491, top5_acc: 0.9467, loss_cls: 0.6307, loss: 1.4440, grad_norm: 5.9877 2021-03-12 04:13:15,178 - mmaction - INFO - Epoch [146][140/225] lr: 6.000e-04, eta: 0:20:38, time: 1.089, data_time: 0.003, memory: 8232, loss_aux: 0.8153, top1_acc: 0.8457, top5_acc: 0.9475, loss_cls: 0.6227, loss: 1.4380, grad_norm: 5.9497 2021-03-12 04:13:37,022 - mmaction - INFO - Epoch [146][160/225] lr: 6.000e-04, eta: 0:20:13, time: 1.093, data_time: 0.002, memory: 8232, loss_aux: 0.8144, top1_acc: 0.8398, top5_acc: 0.9443, loss_cls: 0.6426, loss: 1.4570, grad_norm: 6.0729 2021-03-12 04:13:58,990 - mmaction - INFO - Epoch [146][180/225] lr: 6.000e-04, eta: 0:19:48, time: 1.098, data_time: 0.003, memory: 8232, loss_aux: 0.8279, top1_acc: 0.8404, top5_acc: 0.9460, loss_cls: 0.6504, loss: 1.4783, grad_norm: 6.0702 2021-03-12 04:14:20,803 - mmaction - INFO - Epoch [146][200/225] lr: 6.000e-04, eta: 0:19:23, time: 1.091, data_time: 0.002, memory: 8232, loss_aux: 0.8220, top1_acc: 0.8460, top5_acc: 0.9467, loss_cls: 0.6334, loss: 1.4554, grad_norm: 6.0637 2021-03-12 04:14:42,623 - mmaction - INFO - Epoch [146][220/225] lr: 6.000e-04, eta: 0:18:57, time: 1.090, data_time: 0.003, memory: 8232, loss_aux: 0.8317, top1_acc: 0.8447, top5_acc: 0.9469, loss_cls: 0.6325, loss: 1.4642, grad_norm: 6.0568 2021-03-12 04:14:49,694 - mmaction - INFO - Saving checkpoint at 146 epochs 2021-03-12 04:15:57,256 - mmaction - INFO - Epoch [147][20/225] lr: 6.000e-04, eta: 0:18:27, time: 3.298, data_time: 1.920, memory: 8232, loss_aux: 0.8261, top1_acc: 0.8417, top5_acc: 0.9436, loss_cls: 0.6483, loss: 1.4744, grad_norm: 6.0566 2021-03-12 04:16:18,638 - mmaction - INFO - Epoch [147][40/225] lr: 6.000e-04, eta: 0:18:02, time: 1.069, data_time: 0.003, memory: 8232, loss_aux: 0.8056, top1_acc: 0.8458, top5_acc: 0.9488, loss_cls: 0.6250, loss: 1.4307, grad_norm: 6.0435 2021-03-12 04:16:40,116 - mmaction - INFO - Epoch [147][60/225] lr: 6.000e-04, eta: 0:17:36, time: 1.073, data_time: 0.003, memory: 8232, loss_aux: 0.8202, top1_acc: 0.8432, top5_acc: 0.9479, loss_cls: 0.6253, loss: 1.4456, grad_norm: 6.0046 2021-03-12 04:17:01,803 - mmaction - INFO - Epoch [147][80/225] lr: 6.000e-04, eta: 0:17:11, time: 1.085, data_time: 0.002, memory: 8232, loss_aux: 0.8127, top1_acc: 0.8445, top5_acc: 0.9484, loss_cls: 0.6258, loss: 1.4385, grad_norm: 6.0411 2021-03-12 04:17:23,423 - mmaction - INFO - Epoch [147][100/225] lr: 6.000e-04, eta: 0:16:46, time: 1.080, data_time: 0.003, memory: 8232, loss_aux: 0.8170, top1_acc: 0.8471, top5_acc: 0.9496, loss_cls: 0.6177, loss: 1.4347, grad_norm: 5.9357 2021-03-12 04:17:45,271 - mmaction - INFO - Epoch [147][120/225] lr: 6.000e-04, eta: 0:16:21, time: 1.093, data_time: 0.002, memory: 8232, loss_aux: 0.8249, top1_acc: 0.8396, top5_acc: 0.9422, loss_cls: 0.6591, loss: 1.4840, grad_norm: 6.0844 2021-03-12 04:18:07,067 - mmaction - INFO - Epoch [147][140/225] lr: 6.000e-04, eta: 0:15:55, time: 1.089, data_time: 0.003, memory: 8232, loss_aux: 0.8245, top1_acc: 0.8350, top5_acc: 0.9453, loss_cls: 0.6577, loss: 1.4823, grad_norm: 6.1057 2021-03-12 04:18:28,859 - mmaction - INFO - Epoch [147][160/225] lr: 6.000e-04, eta: 0:15:30, time: 1.090, data_time: 0.002, memory: 8232, loss_aux: 0.8195, top1_acc: 0.8413, top5_acc: 0.9443, loss_cls: 0.6477, loss: 1.4671, grad_norm: 5.9949 2021-03-12 04:18:50,630 - mmaction - INFO - Epoch [147][180/225] lr: 6.000e-04, eta: 0:15:05, time: 1.088, data_time: 0.003, memory: 8232, loss_aux: 0.8241, top1_acc: 0.8467, top5_acc: 0.9469, loss_cls: 0.6347, loss: 1.4588, grad_norm: 6.0810 2021-03-12 04:19:12,332 - mmaction - INFO - Epoch [147][200/225] lr: 6.000e-04, eta: 0:14:40, time: 1.086, data_time: 0.002, memory: 8232, loss_aux: 0.8367, top1_acc: 0.8397, top5_acc: 0.9437, loss_cls: 0.6564, loss: 1.4931, grad_norm: 6.1307 2021-03-12 04:19:34,290 - mmaction - INFO - Epoch [147][220/225] lr: 6.000e-04, eta: 0:14:14, time: 1.097, data_time: 0.003, memory: 8232, loss_aux: 0.8109, top1_acc: 0.8431, top5_acc: 0.9474, loss_cls: 0.6346, loss: 1.4455, grad_norm: 6.0620 2021-03-12 04:19:41,576 - mmaction - INFO - Saving checkpoint at 147 epochs 2021-03-12 04:20:48,248 - mmaction - INFO - Epoch [148][20/225] lr: 6.000e-04, eta: 0:13:44, time: 3.189, data_time: 1.911, memory: 8232, loss_aux: 0.8124, top1_acc: 0.8467, top5_acc: 0.9470, loss_cls: 0.6220, loss: 1.4344, grad_norm: 6.0060 2021-03-12 04:21:09,661 - mmaction - INFO - Epoch [148][40/225] lr: 6.000e-04, eta: 0:13:18, time: 1.071, data_time: 0.004, memory: 8232, loss_aux: 0.8175, top1_acc: 0.8441, top5_acc: 0.9471, loss_cls: 0.6237, loss: 1.4413, grad_norm: 6.1430 2021-03-12 04:21:31,154 - mmaction - INFO - Epoch [148][60/225] lr: 6.000e-04, eta: 0:12:53, time: 1.074, data_time: 0.003, memory: 8232, loss_aux: 0.8246, top1_acc: 0.8471, top5_acc: 0.9454, loss_cls: 0.6362, loss: 1.4608, grad_norm: 6.0785 2021-03-12 04:21:52,787 - mmaction - INFO - Epoch [148][80/225] lr: 6.000e-04, eta: 0:12:28, time: 1.082, data_time: 0.002, memory: 8232, loss_aux: 0.8114, top1_acc: 0.8474, top5_acc: 0.9479, loss_cls: 0.6262, loss: 1.4376, grad_norm: 6.0377 2021-03-12 04:22:14,602 - mmaction - INFO - Epoch [148][100/225] lr: 6.000e-04, eta: 0:12:03, time: 1.090, data_time: 0.003, memory: 8232, loss_aux: 0.8277, top1_acc: 0.8445, top5_acc: 0.9457, loss_cls: 0.6376, loss: 1.4653, grad_norm: 6.0689 2021-03-12 04:22:36,371 - mmaction - INFO - Epoch [148][120/225] lr: 6.000e-04, eta: 0:11:38, time: 1.089, data_time: 0.002, memory: 8232, loss_aux: 0.8202, top1_acc: 0.8439, top5_acc: 0.9479, loss_cls: 0.6338, loss: 1.4541, grad_norm: 6.1371 2021-03-12 04:22:58,263 - mmaction - INFO - Epoch [148][140/225] lr: 6.000e-04, eta: 0:11:12, time: 1.094, data_time: 0.003, memory: 8232, loss_aux: 0.8275, top1_acc: 0.8405, top5_acc: 0.9423, loss_cls: 0.6488, loss: 1.4764, grad_norm: 6.1125 2021-03-12 04:23:20,109 - mmaction - INFO - Epoch [148][160/225] lr: 6.000e-04, eta: 0:10:47, time: 1.093, data_time: 0.002, memory: 8232, loss_aux: 0.8083, top1_acc: 0.8431, top5_acc: 0.9434, loss_cls: 0.6452, loss: 1.4535, grad_norm: 6.1289 2021-03-12 04:23:41,897 - mmaction - INFO - Epoch [148][180/225] lr: 6.000e-04, eta: 0:10:22, time: 1.089, data_time: 0.003, memory: 8232, loss_aux: 0.8078, top1_acc: 0.8477, top5_acc: 0.9510, loss_cls: 0.6150, loss: 1.4228, grad_norm: 6.0313 2021-03-12 04:24:03,751 - mmaction - INFO - Epoch [148][200/225] lr: 6.000e-04, eta: 0:09:57, time: 1.093, data_time: 0.002, memory: 8232, loss_aux: 0.8180, top1_acc: 0.8357, top5_acc: 0.9440, loss_cls: 0.6618, loss: 1.4798, grad_norm: 6.2049 2021-03-12 04:24:25,671 - mmaction - INFO - Epoch [148][220/225] lr: 6.000e-04, eta: 0:09:32, time: 1.095, data_time: 0.003, memory: 8232, loss_aux: 0.8330, top1_acc: 0.8357, top5_acc: 0.9405, loss_cls: 0.6666, loss: 1.4997, grad_norm: 6.2206 2021-03-12 04:24:32,025 - mmaction - INFO - Saving checkpoint at 148 epochs 2021-03-12 04:25:39,991 - mmaction - INFO - Epoch [149][20/225] lr: 6.000e-04, eta: 0:09:01, time: 3.257, data_time: 1.934, memory: 8232, loss_aux: 0.8255, top1_acc: 0.8363, top5_acc: 0.9436, loss_cls: 0.6534, loss: 1.4789, grad_norm: 6.1962 2021-03-12 04:26:01,416 - mmaction - INFO - Epoch [149][40/225] lr: 6.000e-04, eta: 0:08:35, time: 1.071, data_time: 0.004, memory: 8232, loss_aux: 0.8056, top1_acc: 0.8499, top5_acc: 0.9480, loss_cls: 0.6031, loss: 1.4087, grad_norm: 5.9634 2021-03-12 04:26:22,893 - mmaction - INFO - Epoch [149][60/225] lr: 6.000e-04, eta: 0:08:10, time: 1.073, data_time: 0.003, memory: 8232, loss_aux: 0.8310, top1_acc: 0.8438, top5_acc: 0.9486, loss_cls: 0.6390, loss: 1.4700, grad_norm: 6.1587 2021-03-12 04:26:44,399 - mmaction - INFO - Epoch [149][80/225] lr: 6.000e-04, eta: 0:07:45, time: 1.076, data_time: 0.002, memory: 8232, loss_aux: 0.8179, top1_acc: 0.8449, top5_acc: 0.9474, loss_cls: 0.6344, loss: 1.4523, grad_norm: 6.0652 2021-03-12 04:27:06,140 - mmaction - INFO - Epoch [149][100/225] lr: 6.000e-04, eta: 0:07:20, time: 1.086, data_time: 0.003, memory: 8232, loss_aux: 0.8215, top1_acc: 0.8401, top5_acc: 0.9443, loss_cls: 0.6346, loss: 1.4561, grad_norm: 6.0525 2021-03-12 04:27:27,886 - mmaction - INFO - Epoch [149][120/225] lr: 6.000e-04, eta: 0:06:55, time: 1.088, data_time: 0.002, memory: 8232, loss_aux: 0.8228, top1_acc: 0.8385, top5_acc: 0.9464, loss_cls: 0.6446, loss: 1.4674, grad_norm: 6.1380 2021-03-12 04:27:49,626 - mmaction - INFO - Epoch [149][140/225] lr: 6.000e-04, eta: 0:06:29, time: 1.086, data_time: 0.003, memory: 8232, loss_aux: 0.8153, top1_acc: 0.8413, top5_acc: 0.9449, loss_cls: 0.6388, loss: 1.4542, grad_norm: 6.1970 2021-03-12 04:28:11,456 - mmaction - INFO - Epoch [149][160/225] lr: 6.000e-04, eta: 0:06:04, time: 1.092, data_time: 0.002, memory: 8232, loss_aux: 0.8218, top1_acc: 0.8421, top5_acc: 0.9426, loss_cls: 0.6397, loss: 1.4615, grad_norm: 6.0876 2021-03-12 04:28:33,365 - mmaction - INFO - Epoch [149][180/225] lr: 6.000e-04, eta: 0:05:39, time: 1.095, data_time: 0.003, memory: 8232, loss_aux: 0.8162, top1_acc: 0.8385, top5_acc: 0.9431, loss_cls: 0.6482, loss: 1.4644, grad_norm: 6.0750 2021-03-12 04:28:55,166 - mmaction - INFO - Epoch [149][200/225] lr: 6.000e-04, eta: 0:05:14, time: 1.091, data_time: 0.002, memory: 8232, loss_aux: 0.8181, top1_acc: 0.8443, top5_acc: 0.9486, loss_cls: 0.6269, loss: 1.4450, grad_norm: 6.1209 2021-03-12 04:29:16,980 - mmaction - INFO - Epoch [149][220/225] lr: 6.000e-04, eta: 0:04:49, time: 1.089, data_time: 0.003, memory: 8232, loss_aux: 0.8204, top1_acc: 0.8353, top5_acc: 0.9448, loss_cls: 0.6461, loss: 1.4665, grad_norm: 6.1580 2021-03-12 04:29:24,026 - mmaction - INFO - Saving checkpoint at 149 epochs 2021-03-12 04:30:30,097 - mmaction - INFO - Epoch [150][20/225] lr: 6.000e-04, eta: 0:04:17, time: 3.246, data_time: 2.060, memory: 8232, loss_aux: 0.8207, top1_acc: 0.8467, top5_acc: 0.9456, loss_cls: 0.6298, loss: 1.4504, grad_norm: 6.0486 2021-03-12 04:30:51,484 - mmaction - INFO - Epoch [150][40/225] lr: 6.000e-04, eta: 0:03:52, time: 1.069, data_time: 0.004, memory: 8232, loss_aux: 0.8152, top1_acc: 0.8460, top5_acc: 0.9495, loss_cls: 0.6221, loss: 1.4373, grad_norm: 6.0663 2021-03-12 04:31:12,977 - mmaction - INFO - Epoch [150][60/225] lr: 6.000e-04, eta: 0:03:27, time: 1.074, data_time: 0.003, memory: 8232, loss_aux: 0.8171, top1_acc: 0.8445, top5_acc: 0.9483, loss_cls: 0.6277, loss: 1.4447, grad_norm: 6.0565 2021-03-12 04:31:34,610 - mmaction - INFO - Epoch [150][80/225] lr: 6.000e-04, eta: 0:03:02, time: 1.082, data_time: 0.002, memory: 8232, loss_aux: 0.8051, top1_acc: 0.8483, top5_acc: 0.9488, loss_cls: 0.6101, loss: 1.4152, grad_norm: 6.0884 2021-03-12 04:31:56,529 - mmaction - INFO - Epoch [150][100/225] lr: 6.000e-04, eta: 0:02:37, time: 1.096, data_time: 0.001, memory: 8232, loss_aux: 0.8095, top1_acc: 0.8474, top5_acc: 0.9483, loss_cls: 0.6222, loss: 1.4316, grad_norm: 6.1007 2021-03-12 04:32:18,272 - mmaction - INFO - Epoch [150][120/225] lr: 6.000e-04, eta: 0:02:12, time: 1.088, data_time: 0.001, memory: 8232, loss_aux: 0.8026, top1_acc: 0.8522, top5_acc: 0.9484, loss_cls: 0.6092, loss: 1.4118, grad_norm: 6.0591 2021-03-12 04:32:40,001 - mmaction - INFO - Epoch [150][140/225] lr: 6.000e-04, eta: 0:01:46, time: 1.085, data_time: 0.003, memory: 8232, loss_aux: 0.8170, top1_acc: 0.8501, top5_acc: 0.9499, loss_cls: 0.6151, loss: 1.4322, grad_norm: 5.9885 2021-03-12 04:33:01,928 - mmaction - INFO - Epoch [150][160/225] lr: 6.000e-04, eta: 0:01:21, time: 1.097, data_time: 0.002, memory: 8232, loss_aux: 0.8264, top1_acc: 0.8422, top5_acc: 0.9428, loss_cls: 0.6425, loss: 1.4688, grad_norm: 6.2108 2021-03-12 04:33:23,820 - mmaction - INFO - Epoch [150][180/225] lr: 6.000e-04, eta: 0:00:56, time: 1.094, data_time: 0.003, memory: 8232, loss_aux: 0.8101, top1_acc: 0.8487, top5_acc: 0.9496, loss_cls: 0.6220, loss: 1.4321, grad_norm: 6.1435 2021-03-12 04:33:45,742 - mmaction - INFO - Epoch [150][200/225] lr: 6.000e-04, eta: 0:00:31, time: 1.097, data_time: 0.002, memory: 8232, loss_aux: 0.8140, top1_acc: 0.8428, top5_acc: 0.9439, loss_cls: 0.6372, loss: 1.4512, grad_norm: 6.1075 2021-03-12 04:34:07,432 - mmaction - INFO - Epoch [150][220/225] lr: 6.000e-04, eta: 0:00:06, time: 1.084, data_time: 0.003, memory: 8232, loss_aux: 0.8093, top1_acc: 0.8452, top5_acc: 0.9486, loss_cls: 0.6251, loss: 1.4345, grad_norm: 6.1490 2021-03-12 04:34:15,273 - mmaction - INFO - Saving checkpoint at 150 epochs