2023/02/15 19:20:01 - mmengine - INFO - ------------------------------------------------------------ System environment: sys.platform: linux Python: 3.7.0 (default, Oct 9 2018, 10:31:47) [GCC 7.3.0] CUDA available: True numpy_random_seed: 2008369804 GPU 0,1,2,3,4,5,6,7: NVIDIA A100-SXM4-80GB CUDA_HOME: /mnt/cache/share/cuda-11.1 NVCC: Cuda compilation tools, release 11.1, V11.1.74 GCC: gcc (GCC) 5.4.0 PyTorch: 1.9.0+cu111 PyTorch compiling details: PyTorch built with: - GCC 7.3 - C++ Version: 201402 - Intel(R) Math Kernel Library Version 2020.0.0 Product Build 20191122 for Intel(R) 64 architecture applications - Intel(R) MKL-DNN v2.1.2 (Git Hash 98be7e8afa711dc9b66c8ff3504129cb82013cdb) - OpenMP 201511 (a.k.a. OpenMP 4.5) - NNPACK is enabled - CPU capability usage: AVX2 - CUDA Runtime 11.1 - NVCC architecture flags: -gencode;arch=compute_37,code=sm_37;-gencode;arch=compute_50,code=sm_50;-gencode;arch=compute_60,code=sm_60;-gencode;arch=compute_70,code=sm_70;-gencode;arch=compute_75,code=sm_75;-gencode;arch=compute_80,code=sm_80;-gencode;arch=compute_86,code=sm_86 - CuDNN 8.0.5 - Magma 2.5.2 - Build settings: BLAS_INFO=mkl, BUILD_TYPE=Release, CUDA_VERSION=11.1, CUDNN_VERSION=8.0.5, CXX_COMPILER=/opt/rh/devtoolset-7/root/usr/bin/c++, CXX_FLAGS= -Wno-deprecated -fvisibility-inlines-hidden -DUSE_PTHREADPOOL -fopenmp -DNDEBUG -DUSE_KINETO -DUSE_FBGEMM -DUSE_QNNPACK -DUSE_PYTORCH_QNNPACK -DUSE_XNNPACK -DSYMBOLICATE_MOBILE_DEBUG_HANDLE -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-unused-local-typedefs -Wno-strict-overflow -Wno-strict-aliasing -Wno-error=deprecated-declarations -Wno-stringop-overflow -Wno-psabi -Wno-error=pedantic -Wno-error=redundant-decls -Wno-error=old-style-cast -fdiagnostics-color=always -faligned-new -Wno-unused-but-set-variable -Wno-maybe-uninitialized -fno-math-errno -fno-trapping-math -Werror=format -Wno-stringop-overflow, LAPACK_INFO=mkl, PERF_WITH_AVX=1, PERF_WITH_AVX2=1, PERF_WITH_AVX512=1, TORCH_VERSION=1.9.0, USE_CUDA=ON, USE_CUDNN=ON, USE_EXCEPTION_PTR=1, USE_GFLAGS=OFF, USE_GLOG=OFF, USE_MKL=ON, USE_MKLDNN=ON, USE_MPI=OFF, USE_NCCL=ON, USE_NNPACK=ON, USE_OPENMP=ON, TorchVision: 0.10.0+cu111 OpenCV: 4.6.0 MMEngine: 0.5.0 Runtime environment: cudnn_benchmark: False mp_cfg: {'mp_start_method': 'fork', 'opencv_num_threads': 0} dist_cfg: {'backend': 'nccl'} seed: None diff_rank_seed: False deterministic: False Distributed launcher: pytorch Distributed training: True GPU number: 8 ------------------------------------------------------------ 2023/02/15 19:20:01 - mmengine - INFO - Config: default_scope = 'mmaction' default_hooks = dict( runtime_info=dict(type='RuntimeInfoHook'), timer=dict(type='IterTimerHook'), logger=dict(type='LoggerHook', interval=100, ignore_last=False), param_scheduler=dict(type='ParamSchedulerHook'), checkpoint=dict( type='CheckpointHook', interval=3, save_best='auto', max_keep_ckpts=5), sampler_seed=dict(type='DistSamplerSeedHook'), sync_buffers=dict(type='SyncBuffersHook')) env_cfg = dict( cudnn_benchmark=False, mp_cfg=dict(mp_start_method='fork', opencv_num_threads=0), dist_cfg=dict(backend='nccl')) log_processor = dict(type='LogProcessor', window_size=20, by_epoch=True) vis_backends = [ dict(type='LocalVisBackend'), dict(type='TensorboardVisBackend') ] visualizer = dict( type='ActionVisualizer', vis_backends=[ dict(type='LocalVisBackend'), dict(type='TensorboardVisBackend') ]) log_level = 'INFO' load_from = None resume = False num_frames = 8 model = dict( type='Recognizer3D', backbone=dict( type='UniFormerV2', input_resolution=224, patch_size=16, width=768, layers=12, heads=12, t_size=8, dw_reduction=1.5, backbone_drop_path_rate=0.0, temporal_downsample=False, no_lmhra=True, double_lmhra=True, return_list=[8, 9, 10, 11], n_layers=4, n_dim=768, n_head=12, mlp_factor=4.0, drop_path_rate=0.0, mlp_dropout=[0.5, 0.5, 0.5, 0.5], clip_pretrained=True, pretrained='ViT-B/16'), cls_head=dict( type='UniFormerHead', dropout_ratio=0.5, num_classes=700, in_channels=768, average_clips='prob'), data_preprocessor=dict( type='ActionDataPreprocessor', mean=[114.75, 114.75, 114.75], std=[57.375, 57.375, 57.375], format_shape='NCTHW')) dataset_type = 'VideoDataset' data_root = 'data/kinetics700/videos_train' data_root_val = 'data/kinetics700/videos_val' ann_file_train = 'data/kinetics700/kinetics700_train_list_videos.txt' ann_file_val = 'data/kinetics700/kinetics700_val_list_videos.txt' ann_file_test = 'data/kinetics700/kinetics700_val_list_videos.txt' file_client_args = dict( io_backend='petrel', path_mapping=dict({ 'data/kinetics700': 's254:s3://openmmlab/datasets/action/Kinetics700' })) train_pipeline = [ dict( type='DecordInit', io_backend='petrel', path_mapping=dict({ 'data/kinetics700': 's254:s3://openmmlab/datasets/action/Kinetics700' })), dict(type='UniformSample', clip_len=8, num_clips=1), dict(type='DecordDecode'), dict(type='Resize', scale=(-1, 256)), dict( type='PytorchVideoWrapper', op='RandAugment', magnitude=7, num_layers=4), dict(type='RandomResizedCrop'), dict(type='Resize', scale=(224, 224), keep_ratio=False), dict(type='Flip', flip_ratio=0.5), dict(type='FormatShape', input_format='NCTHW'), dict(type='PackActionInputs') ] val_pipeline = [ dict( type='DecordInit', io_backend='petrel', path_mapping=dict({ 'data/kinetics700': 's254:s3://openmmlab/datasets/action/Kinetics700' })), dict(type='UniformSample', clip_len=8, num_clips=1, test_mode=True), dict(type='DecordDecode'), dict(type='Resize', scale=(-1, 224)), dict(type='CenterCrop', crop_size=224), dict(type='FormatShape', input_format='NCTHW'), dict(type='PackActionInputs') ] test_pipeline = [ dict( type='DecordInit', io_backend='petrel', path_mapping=dict({ 'data/kinetics700': 's254:s3://openmmlab/datasets/action/Kinetics700' })), dict(type='UniformSample', clip_len=8, num_clips=4, test_mode=True), dict(type='DecordDecode'), dict(type='Resize', scale=(-1, 224)), dict(type='ThreeCrop', crop_size=224), dict(type='FormatShape', input_format='NCTHW'), dict(type='PackActionInputs') ] train_dataloader = dict( batch_size=32, num_workers=8, persistent_workers=True, sampler=dict(type='DefaultSampler', shuffle=True), dataset=dict( type='VideoDataset', ann_file='data/kinetics700/kinetics700_train_list_videos.txt', data_prefix=dict(video='data/kinetics700/videos_train'), pipeline=[ dict( type='DecordInit', io_backend='petrel', path_mapping=dict({ 'data/kinetics700': 's254:s3://openmmlab/datasets/action/Kinetics700' })), dict(type='UniformSample', clip_len=8, num_clips=1), dict(type='DecordDecode'), dict(type='Resize', scale=(-1, 256)), dict( type='PytorchVideoWrapper', op='RandAugment', magnitude=7, num_layers=4), dict(type='RandomResizedCrop'), dict(type='Resize', scale=(224, 224), keep_ratio=False), dict(type='Flip', flip_ratio=0.5), dict(type='FormatShape', input_format='NCTHW'), dict(type='PackActionInputs') ])) val_dataloader = dict( batch_size=8, num_workers=8, persistent_workers=True, sampler=dict(type='DefaultSampler', shuffle=False), dataset=dict( type='VideoDataset', ann_file='data/kinetics700/kinetics700_val_list_videos.txt', data_prefix=dict(video='data/kinetics700/videos_val'), pipeline=[ dict( type='DecordInit', io_backend='petrel', path_mapping=dict({ 'data/kinetics700': 's254:s3://openmmlab/datasets/action/Kinetics700' })), dict( type='UniformSample', clip_len=8, num_clips=1, test_mode=True), dict(type='DecordDecode'), dict(type='Resize', scale=(-1, 224)), dict(type='CenterCrop', crop_size=224), dict(type='FormatShape', input_format='NCTHW'), dict(type='PackActionInputs') ], test_mode=True)) test_dataloader = dict( batch_size=8, num_workers=8, persistent_workers=True, sampler=dict(type='DefaultSampler', shuffle=False), dataset=dict( type='VideoDataset', ann_file='data/kinetics700/kinetics700_val_list_videos.txt', data_prefix=dict(video='data/kinetics700/videos_val'), pipeline=[ dict( type='DecordInit', io_backend='petrel', path_mapping=dict({ 'data/kinetics700': 's254:s3://openmmlab/datasets/action/Kinetics700' })), dict( type='UniformSample', clip_len=8, num_clips=4, test_mode=True), dict(type='DecordDecode'), dict(type='Resize', scale=(-1, 224)), dict(type='ThreeCrop', crop_size=224), dict(type='FormatShape', input_format='NCTHW'), dict(type='PackActionInputs') ], test_mode=True)) val_evaluator = dict(type='AccMetric') test_evaluator = dict(type='AccMetric') train_cfg = dict( type='EpochBasedTrainLoop', max_epochs=55, val_begin=1, val_interval=1) val_cfg = dict(type='ValLoop') test_cfg = dict(type='TestLoop') base_lr = 1e-05 optim_wrapper = dict( optimizer=dict( type='AdamW', lr=1e-05, betas=(0.9, 0.999), weight_decay=0.05), paramwise_cfg=dict(norm_decay_mult=0.0, bias_decay_mult=0.0), clip_grad=dict(max_norm=20, norm_type=2)) param_scheduler = [ dict( type='LinearLR', start_factor=0.1, by_epoch=True, begin=0, end=5, convert_to_iter_based=True), dict( type='CosineAnnealingLR', T_max=50, eta_min_ratio=0.1, by_epoch=True, begin=5, end=55, convert_to_iter_based=True) ] auto_scale_lr = dict(enable=True, base_batch_size=256) launcher = 'pytorch' work_dir = 'work_dirs/uniformer_train/uniformerv2-base-p16-res224_clip_u8_kinetics700-rgb' randomness = dict(seed=None, diff_rank_seed=False, deterministic=False) 2023/02/15 19:20:03 - mmengine - INFO - Drop path rate: 0.0 2023/02/15 19:20:03 - mmengine - INFO - No L_MHRA: True 2023/02/15 19:20:03 - mmengine - INFO - Double L_MHRA: True 2023/02/15 19:20:03 - mmengine - INFO - Drop path rate: 0.0 2023/02/15 19:20:03 - mmengine - INFO - No L_MHRA: True 2023/02/15 19:20:03 - mmengine - INFO - Double L_MHRA: True 2023/02/15 19:20:03 - mmengine - INFO - Drop path rate: 0.0 2023/02/15 19:20:03 - mmengine - INFO - No L_MHRA: True 2023/02/15 19:20:03 - mmengine - INFO - Double L_MHRA: True 2023/02/15 19:20:03 - mmengine - INFO - Drop path rate: 0.0 2023/02/15 19:20:03 - mmengine - INFO - No L_MHRA: True 2023/02/15 19:20:03 - mmengine - INFO - Double L_MHRA: True 2023/02/15 19:20:03 - mmengine - INFO - Drop path rate: 0.0 2023/02/15 19:20:03 - mmengine - INFO - No L_MHRA: True 2023/02/15 19:20:03 - mmengine - INFO - Double L_MHRA: True 2023/02/15 19:20:04 - mmengine - INFO - Drop path rate: 0.0 2023/02/15 19:20:04 - mmengine - INFO - No L_MHRA: True 2023/02/15 19:20:04 - mmengine - INFO - Double L_MHRA: True 2023/02/15 19:20:04 - mmengine - INFO - Drop path rate: 0.0 2023/02/15 19:20:04 - mmengine - INFO - No L_MHRA: True 2023/02/15 19:20:04 - mmengine - INFO - Double L_MHRA: True 2023/02/15 19:20:04 - mmengine - INFO - Drop path rate: 0.0 2023/02/15 19:20:04 - mmengine - INFO - No L_MHRA: True 2023/02/15 19:20:04 - mmengine - INFO - Double L_MHRA: True 2023/02/15 19:20:04 - mmengine - INFO - Drop path rate: 0.0 2023/02/15 19:20:04 - mmengine - INFO - No L_MHRA: True 2023/02/15 19:20:04 - mmengine - INFO - Double L_MHRA: True 2023/02/15 19:20:04 - mmengine - INFO - Drop path rate: 0.0 2023/02/15 19:20:04 - mmengine - INFO - No L_MHRA: True 2023/02/15 19:20:04 - mmengine - INFO - Double L_MHRA: True 2023/02/15 19:20:04 - mmengine - INFO - Drop path rate: 0.0 2023/02/15 19:20:04 - mmengine - INFO - No L_MHRA: True 2023/02/15 19:20:04 - mmengine - INFO - Double L_MHRA: True 2023/02/15 19:20:04 - mmengine - INFO - Drop path rate: 0.0 2023/02/15 19:20:04 - mmengine - INFO - No L_MHRA: True 2023/02/15 19:20:04 - mmengine - INFO - Double L_MHRA: True 2023/02/15 19:20:04 - mmengine - INFO - Drop path rate: 0.0 2023/02/15 19:20:04 - mmengine - INFO - Drop path rate: 0.0 2023/02/15 19:20:04 - mmengine - INFO - Drop path rate: 0.0 2023/02/15 19:20:04 - mmengine - INFO - Drop path rate: 0.0 2023/02/15 19:20:04 - mmengine - INFO - Hooks will be executed in the following order: before_run: (VERY_HIGH ) RuntimeInfoHook (BELOW_NORMAL) LoggerHook -------------------- before_train: (VERY_HIGH ) RuntimeInfoHook (NORMAL ) IterTimerHook (VERY_LOW ) CheckpointHook -------------------- before_train_epoch: (VERY_HIGH ) RuntimeInfoHook (NORMAL ) IterTimerHook (NORMAL ) DistSamplerSeedHook -------------------- before_train_iter: (VERY_HIGH ) RuntimeInfoHook (NORMAL ) IterTimerHook -------------------- after_train_iter: (VERY_HIGH ) RuntimeInfoHook (NORMAL ) IterTimerHook (BELOW_NORMAL) LoggerHook (LOW ) ParamSchedulerHook (VERY_LOW ) CheckpointHook -------------------- after_train_epoch: (NORMAL ) IterTimerHook (NORMAL ) SyncBuffersHook (LOW ) ParamSchedulerHook (VERY_LOW ) CheckpointHook -------------------- before_val_epoch: (NORMAL ) IterTimerHook -------------------- before_val_iter: (NORMAL ) IterTimerHook -------------------- after_val_iter: (NORMAL ) IterTimerHook (BELOW_NORMAL) LoggerHook -------------------- after_val_epoch: (VERY_HIGH ) RuntimeInfoHook (NORMAL ) IterTimerHook (BELOW_NORMAL) LoggerHook (LOW ) ParamSchedulerHook (VERY_LOW ) CheckpointHook -------------------- before_test_epoch: (NORMAL ) IterTimerHook -------------------- before_test_iter: (NORMAL ) IterTimerHook -------------------- after_test_iter: (NORMAL ) IterTimerHook (BELOW_NORMAL) LoggerHook -------------------- after_test_epoch: (VERY_HIGH ) RuntimeInfoHook (NORMAL ) IterTimerHook (BELOW_NORMAL) LoggerHook -------------------- after_run: (BELOW_NORMAL) LoggerHook -------------------- 2023/02/15 19:20:07 - mmengine - INFO - paramwise_options -- backbone.ln_pre.weight:weight_decay=0.0 2023/02/15 19:20:07 - mmengine - INFO - paramwise_options -- backbone.ln_pre.bias:weight_decay=0.0 2023/02/15 19:20:07 - mmengine - INFO - paramwise_options -- backbone.transformer.resblocks.0.attn.out_proj.bias:weight_decay=0.0 2023/02/15 19:20:07 - mmengine - INFO - paramwise_options -- backbone.transformer.resblocks.0.ln_1.weight:weight_decay=0.0 2023/02/15 19:20:07 - mmengine - INFO - paramwise_options -- backbone.transformer.resblocks.0.ln_1.bias:weight_decay=0.0 2023/02/15 19:20:07 - mmengine - INFO - paramwise_options -- backbone.transformer.resblocks.0.mlp.c_fc.bias:weight_decay=0.0 2023/02/15 19:20:07 - mmengine - INFO - paramwise_options -- backbone.transformer.resblocks.0.mlp.c_proj.bias:weight_decay=0.0 2023/02/15 19:20:07 - mmengine - INFO - paramwise_options -- backbone.transformer.resblocks.0.ln_2.weight:weight_decay=0.0 2023/02/15 19:20:07 - mmengine - INFO - paramwise_options -- backbone.transformer.resblocks.0.ln_2.bias:weight_decay=0.0 2023/02/15 19:20:07 - mmengine - INFO - paramwise_options -- backbone.transformer.resblocks.1.attn.out_proj.bias:weight_decay=0.0 2023/02/15 19:20:07 - mmengine - INFO - paramwise_options -- backbone.transformer.resblocks.1.ln_1.weight:weight_decay=0.0 2023/02/15 19:20:07 - mmengine - INFO - paramwise_options -- backbone.transformer.resblocks.1.ln_1.bias:weight_decay=0.0 2023/02/15 19:20:07 - mmengine - INFO - paramwise_options -- backbone.transformer.resblocks.1.mlp.c_fc.bias:weight_decay=0.0 2023/02/15 19:20:07 - mmengine - INFO - paramwise_options -- backbone.transformer.resblocks.1.mlp.c_proj.bias:weight_decay=0.0 2023/02/15 19:20:07 - mmengine - INFO - paramwise_options -- backbone.transformer.resblocks.1.ln_2.weight:weight_decay=0.0 2023/02/15 19:20:07 - mmengine - INFO - paramwise_options -- backbone.transformer.resblocks.1.ln_2.bias:weight_decay=0.0 2023/02/15 19:20:07 - mmengine - INFO - paramwise_options -- backbone.transformer.resblocks.2.attn.out_proj.bias:weight_decay=0.0 2023/02/15 19:20:07 - mmengine - INFO - paramwise_options -- backbone.transformer.resblocks.2.ln_1.weight:weight_decay=0.0 2023/02/15 19:20:07 - mmengine - INFO - paramwise_options -- backbone.transformer.resblocks.2.ln_1.bias:weight_decay=0.0 2023/02/15 19:20:07 - mmengine - INFO - paramwise_options -- backbone.transformer.resblocks.2.mlp.c_fc.bias:weight_decay=0.0 2023/02/15 19:20:07 - mmengine - INFO - paramwise_options -- backbone.transformer.resblocks.2.mlp.c_proj.bias:weight_decay=0.0 2023/02/15 19:20:07 - mmengine - INFO - paramwise_options -- backbone.transformer.resblocks.2.ln_2.weight:weight_decay=0.0 2023/02/15 19:20:07 - mmengine - INFO - paramwise_options -- backbone.transformer.resblocks.2.ln_2.bias:weight_decay=0.0 2023/02/15 19:20:07 - mmengine - INFO - paramwise_options -- backbone.transformer.resblocks.3.attn.out_proj.bias:weight_decay=0.0 2023/02/15 19:20:07 - mmengine - INFO - paramwise_options -- backbone.transformer.resblocks.3.ln_1.weight:weight_decay=0.0 2023/02/15 19:20:07 - mmengine - INFO - paramwise_options -- backbone.transformer.resblocks.3.ln_1.bias:weight_decay=0.0 2023/02/15 19:20:07 - mmengine - INFO - paramwise_options -- backbone.transformer.resblocks.3.mlp.c_fc.bias:weight_decay=0.0 2023/02/15 19:20:07 - mmengine - INFO - paramwise_options -- backbone.transformer.resblocks.3.mlp.c_proj.bias:weight_decay=0.0 2023/02/15 19:20:07 - mmengine - INFO - paramwise_options -- backbone.transformer.resblocks.3.ln_2.weight:weight_decay=0.0 2023/02/15 19:20:07 - mmengine - INFO - paramwise_options -- backbone.transformer.resblocks.3.ln_2.bias:weight_decay=0.0 2023/02/15 19:20:07 - mmengine - INFO - paramwise_options -- backbone.transformer.resblocks.4.attn.out_proj.bias:weight_decay=0.0 2023/02/15 19:20:07 - mmengine - INFO - paramwise_options -- backbone.transformer.resblocks.4.ln_1.weight:weight_decay=0.0 2023/02/15 19:20:07 - mmengine - INFO - paramwise_options -- backbone.transformer.resblocks.4.ln_1.bias:weight_decay=0.0 2023/02/15 19:20:07 - mmengine - INFO - paramwise_options -- backbone.transformer.resblocks.4.mlp.c_fc.bias:weight_decay=0.0 2023/02/15 19:20:07 - mmengine - INFO - paramwise_options -- backbone.transformer.resblocks.4.mlp.c_proj.bias:weight_decay=0.0 2023/02/15 19:20:07 - mmengine - INFO - paramwise_options -- backbone.transformer.resblocks.4.ln_2.weight:weight_decay=0.0 2023/02/15 19:20:07 - mmengine - INFO - paramwise_options -- backbone.transformer.resblocks.4.ln_2.bias:weight_decay=0.0 2023/02/15 19:20:07 - mmengine - INFO - paramwise_options -- backbone.transformer.resblocks.5.attn.out_proj.bias:weight_decay=0.0 2023/02/15 19:20:07 - mmengine - INFO - paramwise_options -- backbone.transformer.resblocks.5.ln_1.weight:weight_decay=0.0 2023/02/15 19:20:07 - mmengine - INFO - paramwise_options -- backbone.transformer.resblocks.5.ln_1.bias:weight_decay=0.0 2023/02/15 19:20:07 - mmengine - INFO - paramwise_options -- backbone.transformer.resblocks.5.mlp.c_fc.bias:weight_decay=0.0 2023/02/15 19:20:07 - mmengine - INFO - paramwise_options -- backbone.transformer.resblocks.5.mlp.c_proj.bias:weight_decay=0.0 2023/02/15 19:20:07 - mmengine - INFO - paramwise_options -- backbone.transformer.resblocks.5.ln_2.weight:weight_decay=0.0 2023/02/15 19:20:07 - mmengine - INFO - paramwise_options -- backbone.transformer.resblocks.5.ln_2.bias:weight_decay=0.0 2023/02/15 19:20:07 - mmengine - INFO - paramwise_options -- backbone.transformer.resblocks.6.attn.out_proj.bias:weight_decay=0.0 2023/02/15 19:20:07 - mmengine - INFO - paramwise_options -- backbone.transformer.resblocks.6.ln_1.weight:weight_decay=0.0 2023/02/15 19:20:07 - mmengine - INFO - paramwise_options -- backbone.transformer.resblocks.6.ln_1.bias:weight_decay=0.0 2023/02/15 19:20:07 - mmengine - INFO - paramwise_options -- backbone.transformer.resblocks.6.mlp.c_fc.bias:weight_decay=0.0 2023/02/15 19:20:07 - mmengine - INFO - paramwise_options -- backbone.transformer.resblocks.6.mlp.c_proj.bias:weight_decay=0.0 2023/02/15 19:20:07 - mmengine - INFO - paramwise_options -- backbone.transformer.resblocks.6.ln_2.weight:weight_decay=0.0 2023/02/15 19:20:07 - mmengine - INFO - paramwise_options -- backbone.transformer.resblocks.6.ln_2.bias:weight_decay=0.0 2023/02/15 19:20:07 - mmengine - INFO - paramwise_options -- backbone.transformer.resblocks.7.attn.out_proj.bias:weight_decay=0.0 2023/02/15 19:20:07 - mmengine - INFO - paramwise_options -- backbone.transformer.resblocks.7.ln_1.weight:weight_decay=0.0 2023/02/15 19:20:07 - mmengine - INFO - paramwise_options -- backbone.transformer.resblocks.7.ln_1.bias:weight_decay=0.0 2023/02/15 19:20:07 - mmengine - INFO - paramwise_options -- backbone.transformer.resblocks.7.mlp.c_fc.bias:weight_decay=0.0 2023/02/15 19:20:07 - mmengine - INFO - paramwise_options -- backbone.transformer.resblocks.7.mlp.c_proj.bias:weight_decay=0.0 2023/02/15 19:20:07 - mmengine - INFO - paramwise_options -- backbone.transformer.resblocks.7.ln_2.weight:weight_decay=0.0 2023/02/15 19:20:07 - mmengine - INFO - paramwise_options -- backbone.transformer.resblocks.7.ln_2.bias:weight_decay=0.0 2023/02/15 19:20:07 - mmengine - INFO - paramwise_options -- backbone.transformer.resblocks.8.attn.out_proj.bias:weight_decay=0.0 2023/02/15 19:20:07 - mmengine - INFO - paramwise_options -- backbone.transformer.resblocks.8.ln_1.weight:weight_decay=0.0 2023/02/15 19:20:07 - mmengine - INFO - paramwise_options -- backbone.transformer.resblocks.8.ln_1.bias:weight_decay=0.0 2023/02/15 19:20:07 - mmengine - INFO - paramwise_options -- backbone.transformer.resblocks.8.mlp.c_fc.bias:weight_decay=0.0 2023/02/15 19:20:07 - mmengine - INFO - paramwise_options -- backbone.transformer.resblocks.8.mlp.c_proj.bias:weight_decay=0.0 2023/02/15 19:20:07 - mmengine - INFO - paramwise_options -- backbone.transformer.resblocks.8.ln_2.weight:weight_decay=0.0 2023/02/15 19:20:07 - mmengine - INFO - paramwise_options -- backbone.transformer.resblocks.8.ln_2.bias:weight_decay=0.0 2023/02/15 19:20:07 - mmengine - INFO - paramwise_options -- backbone.transformer.resblocks.9.attn.out_proj.bias:weight_decay=0.0 2023/02/15 19:20:07 - mmengine - INFO - paramwise_options -- backbone.transformer.resblocks.9.ln_1.weight:weight_decay=0.0 2023/02/15 19:20:07 - mmengine - INFO - paramwise_options -- backbone.transformer.resblocks.9.ln_1.bias:weight_decay=0.0 2023/02/15 19:20:07 - mmengine - INFO - paramwise_options -- backbone.transformer.resblocks.9.mlp.c_fc.bias:weight_decay=0.0 2023/02/15 19:20:07 - mmengine - INFO - paramwise_options -- backbone.transformer.resblocks.9.mlp.c_proj.bias:weight_decay=0.0 2023/02/15 19:20:07 - mmengine - INFO - paramwise_options -- backbone.transformer.resblocks.9.ln_2.weight:weight_decay=0.0 2023/02/15 19:20:07 - mmengine - INFO - paramwise_options -- backbone.transformer.resblocks.9.ln_2.bias:weight_decay=0.0 2023/02/15 19:20:07 - mmengine - INFO - paramwise_options -- backbone.transformer.resblocks.10.attn.out_proj.bias:weight_decay=0.0 2023/02/15 19:20:07 - mmengine - INFO - paramwise_options -- backbone.transformer.resblocks.10.ln_1.weight:weight_decay=0.0 2023/02/15 19:20:07 - mmengine - INFO - paramwise_options -- backbone.transformer.resblocks.10.ln_1.bias:weight_decay=0.0 2023/02/15 19:20:07 - mmengine - INFO - paramwise_options -- backbone.transformer.resblocks.10.mlp.c_fc.bias:weight_decay=0.0 2023/02/15 19:20:07 - mmengine - INFO - paramwise_options -- backbone.transformer.resblocks.10.mlp.c_proj.bias:weight_decay=0.0 2023/02/15 19:20:07 - mmengine - INFO - paramwise_options -- backbone.transformer.resblocks.10.ln_2.weight:weight_decay=0.0 2023/02/15 19:20:07 - mmengine - INFO - paramwise_options -- backbone.transformer.resblocks.10.ln_2.bias:weight_decay=0.0 2023/02/15 19:20:07 - mmengine - INFO - paramwise_options -- backbone.transformer.resblocks.11.attn.out_proj.bias:weight_decay=0.0 2023/02/15 19:20:07 - mmengine - INFO - paramwise_options -- backbone.transformer.resblocks.11.ln_1.weight:weight_decay=0.0 2023/02/15 19:20:07 - mmengine - INFO - paramwise_options -- backbone.transformer.resblocks.11.ln_1.bias:weight_decay=0.0 2023/02/15 19:20:07 - mmengine - INFO - paramwise_options -- backbone.transformer.resblocks.11.mlp.c_fc.bias:weight_decay=0.0 2023/02/15 19:20:07 - mmengine - INFO - paramwise_options -- backbone.transformer.resblocks.11.mlp.c_proj.bias:weight_decay=0.0 2023/02/15 19:20:07 - mmengine - INFO - paramwise_options -- backbone.transformer.resblocks.11.ln_2.weight:weight_decay=0.0 2023/02/15 19:20:07 - mmengine - INFO - paramwise_options -- backbone.transformer.resblocks.11.ln_2.bias:weight_decay=0.0 2023/02/15 19:20:07 - mmengine - INFO - paramwise_options -- backbone.transformer.dpe.0.bias:weight_decay=0.0 2023/02/15 19:20:07 - mmengine - INFO - paramwise_options -- backbone.transformer.dpe.1.bias:weight_decay=0.0 2023/02/15 19:20:07 - mmengine - INFO - paramwise_options -- backbone.transformer.dpe.2.bias:weight_decay=0.0 2023/02/15 19:20:07 - mmengine - INFO - paramwise_options -- backbone.transformer.dpe.3.bias:weight_decay=0.0 2023/02/15 19:20:07 - mmengine - INFO - paramwise_options -- backbone.transformer.dec.0.attn.out_proj.bias:weight_decay=0.0 2023/02/15 19:20:07 - mmengine - INFO - paramwise_options -- backbone.transformer.dec.0.ln_1.weight:weight_decay=0.0 2023/02/15 19:20:07 - mmengine - INFO - paramwise_options -- backbone.transformer.dec.0.ln_1.bias:weight_decay=0.0 2023/02/15 19:20:07 - mmengine - INFO - paramwise_options -- backbone.transformer.dec.0.mlp.c_fc.bias:weight_decay=0.0 2023/02/15 19:20:07 - mmengine - INFO - paramwise_options -- backbone.transformer.dec.0.mlp.c_proj.bias:weight_decay=0.0 2023/02/15 19:20:07 - mmengine - INFO - paramwise_options -- backbone.transformer.dec.0.ln_2.weight:weight_decay=0.0 2023/02/15 19:20:07 - mmengine - INFO - paramwise_options -- backbone.transformer.dec.0.ln_2.bias:weight_decay=0.0 2023/02/15 19:20:07 - mmengine - INFO - paramwise_options -- backbone.transformer.dec.0.ln_3.weight:weight_decay=0.0 2023/02/15 19:20:07 - mmengine - INFO - paramwise_options -- backbone.transformer.dec.0.ln_3.bias:weight_decay=0.0 2023/02/15 19:20:07 - mmengine - INFO - paramwise_options -- backbone.transformer.dec.1.attn.out_proj.bias:weight_decay=0.0 2023/02/15 19:20:07 - mmengine - INFO - paramwise_options -- backbone.transformer.dec.1.ln_1.weight:weight_decay=0.0 2023/02/15 19:20:07 - mmengine - INFO - paramwise_options -- backbone.transformer.dec.1.ln_1.bias:weight_decay=0.0 2023/02/15 19:20:07 - mmengine - INFO - paramwise_options -- backbone.transformer.dec.1.mlp.c_fc.bias:weight_decay=0.0 2023/02/15 19:20:07 - mmengine - INFO - paramwise_options -- backbone.transformer.dec.1.mlp.c_proj.bias:weight_decay=0.0 2023/02/15 19:20:07 - mmengine - INFO - paramwise_options -- backbone.transformer.dec.1.ln_2.weight:weight_decay=0.0 2023/02/15 19:20:07 - mmengine - INFO - paramwise_options -- backbone.transformer.dec.1.ln_2.bias:weight_decay=0.0 2023/02/15 19:20:07 - mmengine - INFO - paramwise_options -- backbone.transformer.dec.1.ln_3.weight:weight_decay=0.0 2023/02/15 19:20:07 - mmengine - INFO - paramwise_options -- backbone.transformer.dec.1.ln_3.bias:weight_decay=0.0 2023/02/15 19:20:07 - mmengine - INFO - paramwise_options -- backbone.transformer.dec.2.attn.out_proj.bias:weight_decay=0.0 2023/02/15 19:20:07 - mmengine - INFO - paramwise_options -- backbone.transformer.dec.2.ln_1.weight:weight_decay=0.0 2023/02/15 19:20:07 - mmengine - INFO - paramwise_options -- backbone.transformer.dec.2.ln_1.bias:weight_decay=0.0 2023/02/15 19:20:07 - mmengine - INFO - paramwise_options -- backbone.transformer.dec.2.mlp.c_fc.bias:weight_decay=0.0 2023/02/15 19:20:07 - mmengine - INFO - paramwise_options -- backbone.transformer.dec.2.mlp.c_proj.bias:weight_decay=0.0 2023/02/15 19:20:07 - mmengine - INFO - paramwise_options -- backbone.transformer.dec.2.ln_2.weight:weight_decay=0.0 2023/02/15 19:20:07 - mmengine - INFO - paramwise_options -- backbone.transformer.dec.2.ln_2.bias:weight_decay=0.0 2023/02/15 19:20:07 - mmengine - INFO - paramwise_options -- backbone.transformer.dec.2.ln_3.weight:weight_decay=0.0 2023/02/15 19:20:07 - mmengine - INFO - paramwise_options -- backbone.transformer.dec.2.ln_3.bias:weight_decay=0.0 2023/02/15 19:20:07 - mmengine - INFO - paramwise_options -- backbone.transformer.dec.3.attn.out_proj.bias:weight_decay=0.0 2023/02/15 19:20:07 - mmengine - INFO - paramwise_options -- backbone.transformer.dec.3.ln_1.weight:weight_decay=0.0 2023/02/15 19:20:07 - mmengine - INFO - paramwise_options -- backbone.transformer.dec.3.ln_1.bias:weight_decay=0.0 2023/02/15 19:20:07 - mmengine - INFO - paramwise_options -- backbone.transformer.dec.3.mlp.c_fc.bias:weight_decay=0.0 2023/02/15 19:20:07 - mmengine - INFO - paramwise_options -- backbone.transformer.dec.3.mlp.c_proj.bias:weight_decay=0.0 2023/02/15 19:20:07 - mmengine - INFO - paramwise_options -- backbone.transformer.dec.3.ln_2.weight:weight_decay=0.0 2023/02/15 19:20:07 - mmengine - INFO - paramwise_options -- backbone.transformer.dec.3.ln_2.bias:weight_decay=0.0 2023/02/15 19:20:07 - mmengine - INFO - paramwise_options -- backbone.transformer.dec.3.ln_3.weight:weight_decay=0.0 2023/02/15 19:20:07 - mmengine - INFO - paramwise_options -- backbone.transformer.dec.3.ln_3.bias:weight_decay=0.0 2023/02/15 19:20:07 - mmengine - INFO - paramwise_options -- backbone.transformer.norm.weight:weight_decay=0.0 2023/02/15 19:20:07 - mmengine - INFO - paramwise_options -- backbone.transformer.norm.bias:weight_decay=0.0 2023/02/15 19:20:07 - mmengine - INFO - paramwise_options -- cls_head.fc_cls.bias:weight_decay=0.0 2023/02/15 19:20:07 - mmengine - INFO - LR is set based on batch size of 256 and the current batch size is 256. Scaling the original LR by 1.0. 2023/02/15 19:20:08 - mmengine - INFO - load model from: ViT-B/16 2023/02/15 19:20:08 - mmengine - INFO - Load CLIP pretrained model from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/clipVisualEncoder/vit-base-p16-res224_clip-rgb_20221219-b8a5da86.pth 2023/02/15 19:20:08 - mmengine - INFO - Inflate: conv1.weight, torch.Size([768, 3, 16, 16]) => torch.Size([768, 3, 1, 16, 16]) 2023/02/15 19:20:08 - mmengine - INFO - Init center: True Name of parameter - Initialization information backbone.class_embedding - torch.Size([768]): Initialized by user-defined `init_weights` in UniFormerV2 backbone.positional_embedding - torch.Size([197, 768]): Initialized by user-defined `init_weights` in UniFormerV2 backbone.conv1.weight - torch.Size([768, 3, 1, 16, 16]): Initialized by user-defined `init_weights` in UniFormerV2 backbone.ln_pre.weight - torch.Size([768]): Initialized by user-defined `init_weights` in UniFormerV2 backbone.ln_pre.bias - torch.Size([768]): Initialized by user-defined `init_weights` in UniFormerV2 backbone.transformer.temporal_cls_token - torch.Size([1, 1, 768]): The value is the same before and after calling `init_weights` of Recognizer3D backbone.transformer.balance - torch.Size([768]): The value is the same before and after calling `init_weights` of Recognizer3D backbone.transformer.resblocks.0.attn.in_proj_weight - torch.Size([2304, 768]): Initialized by user-defined `init_weights` in UniFormerV2 backbone.transformer.resblocks.0.attn.in_proj_bias - torch.Size([2304]): Initialized by user-defined `init_weights` in UniFormerV2 backbone.transformer.resblocks.0.attn.out_proj.weight - torch.Size([768, 768]): Initialized by user-defined `init_weights` in UniFormerV2 backbone.transformer.resblocks.0.attn.out_proj.bias - torch.Size([768]): Initialized by user-defined `init_weights` in UniFormerV2 backbone.transformer.resblocks.0.ln_1.weight - torch.Size([768]): Initialized by user-defined `init_weights` in UniFormerV2 backbone.transformer.resblocks.0.ln_1.bias - torch.Size([768]): Initialized by user-defined `init_weights` in UniFormerV2 backbone.transformer.resblocks.0.mlp.c_fc.weight - torch.Size([3072, 768]): Initialized by user-defined `init_weights` in UniFormerV2 backbone.transformer.resblocks.0.mlp.c_fc.bias - torch.Size([3072]): Initialized by user-defined `init_weights` in UniFormerV2 backbone.transformer.resblocks.0.mlp.c_proj.weight - torch.Size([768, 3072]): Initialized by user-defined `init_weights` in UniFormerV2 backbone.transformer.resblocks.0.mlp.c_proj.bias - torch.Size([768]): Initialized by user-defined `init_weights` in UniFormerV2 backbone.transformer.resblocks.0.ln_2.weight - torch.Size([768]): Initialized by user-defined `init_weights` in UniFormerV2 backbone.transformer.resblocks.0.ln_2.bias - torch.Size([768]): Initialized by user-defined `init_weights` in UniFormerV2 backbone.transformer.resblocks.1.attn.in_proj_weight - torch.Size([2304, 768]): Initialized by user-defined `init_weights` in UniFormerV2 backbone.transformer.resblocks.1.attn.in_proj_bias - torch.Size([2304]): Initialized by user-defined `init_weights` in UniFormerV2 backbone.transformer.resblocks.1.attn.out_proj.weight - torch.Size([768, 768]): Initialized by user-defined `init_weights` in UniFormerV2 backbone.transformer.resblocks.1.attn.out_proj.bias - torch.Size([768]): Initialized by user-defined `init_weights` in UniFormerV2 backbone.transformer.resblocks.1.ln_1.weight - torch.Size([768]): Initialized by user-defined `init_weights` in UniFormerV2 backbone.transformer.resblocks.1.ln_1.bias - torch.Size([768]): Initialized by user-defined `init_weights` in UniFormerV2 backbone.transformer.resblocks.1.mlp.c_fc.weight - torch.Size([3072, 768]): Initialized by user-defined `init_weights` in UniFormerV2 backbone.transformer.resblocks.1.mlp.c_fc.bias - torch.Size([3072]): Initialized by user-defined `init_weights` in UniFormerV2 backbone.transformer.resblocks.1.mlp.c_proj.weight - torch.Size([768, 3072]): Initialized by user-defined `init_weights` in UniFormerV2 backbone.transformer.resblocks.1.mlp.c_proj.bias - torch.Size([768]): Initialized by user-defined `init_weights` in UniFormerV2 backbone.transformer.resblocks.1.ln_2.weight - torch.Size([768]): Initialized by user-defined `init_weights` in UniFormerV2 backbone.transformer.resblocks.1.ln_2.bias - torch.Size([768]): Initialized by user-defined `init_weights` in UniFormerV2 backbone.transformer.resblocks.2.attn.in_proj_weight - torch.Size([2304, 768]): Initialized by user-defined `init_weights` in UniFormerV2 backbone.transformer.resblocks.2.attn.in_proj_bias - torch.Size([2304]): Initialized by user-defined `init_weights` in UniFormerV2 backbone.transformer.resblocks.2.attn.out_proj.weight - torch.Size([768, 768]): Initialized by user-defined `init_weights` in UniFormerV2 backbone.transformer.resblocks.2.attn.out_proj.bias - torch.Size([768]): Initialized by user-defined `init_weights` in UniFormerV2 backbone.transformer.resblocks.2.ln_1.weight - torch.Size([768]): Initialized by user-defined `init_weights` in UniFormerV2 backbone.transformer.resblocks.2.ln_1.bias - torch.Size([768]): Initialized by user-defined `init_weights` in UniFormerV2 backbone.transformer.resblocks.2.mlp.c_fc.weight - torch.Size([3072, 768]): Initialized by user-defined `init_weights` in UniFormerV2 backbone.transformer.resblocks.2.mlp.c_fc.bias - torch.Size([3072]): Initialized by user-defined `init_weights` in UniFormerV2 backbone.transformer.resblocks.2.mlp.c_proj.weight - torch.Size([768, 3072]): Initialized by user-defined `init_weights` in UniFormerV2 backbone.transformer.resblocks.2.mlp.c_proj.bias - torch.Size([768]): Initialized by user-defined `init_weights` in UniFormerV2 backbone.transformer.resblocks.2.ln_2.weight - torch.Size([768]): Initialized by user-defined `init_weights` in UniFormerV2 backbone.transformer.resblocks.2.ln_2.bias - torch.Size([768]): Initialized by user-defined `init_weights` in UniFormerV2 backbone.transformer.resblocks.3.attn.in_proj_weight - torch.Size([2304, 768]): Initialized by user-defined `init_weights` in UniFormerV2 backbone.transformer.resblocks.3.attn.in_proj_bias - torch.Size([2304]): Initialized by user-defined `init_weights` in UniFormerV2 backbone.transformer.resblocks.3.attn.out_proj.weight - torch.Size([768, 768]): Initialized by user-defined `init_weights` in UniFormerV2 backbone.transformer.resblocks.3.attn.out_proj.bias - torch.Size([768]): Initialized by user-defined `init_weights` in UniFormerV2 backbone.transformer.resblocks.3.ln_1.weight - torch.Size([768]): Initialized by user-defined `init_weights` in UniFormerV2 backbone.transformer.resblocks.3.ln_1.bias - torch.Size([768]): Initialized by user-defined `init_weights` in UniFormerV2 backbone.transformer.resblocks.3.mlp.c_fc.weight - torch.Size([3072, 768]): Initialized by user-defined `init_weights` in UniFormerV2 backbone.transformer.resblocks.3.mlp.c_fc.bias - torch.Size([3072]): Initialized by user-defined `init_weights` in UniFormerV2 backbone.transformer.resblocks.3.mlp.c_proj.weight - torch.Size([768, 3072]): Initialized by user-defined `init_weights` in UniFormerV2 backbone.transformer.resblocks.3.mlp.c_proj.bias - torch.Size([768]): Initialized by user-defined `init_weights` in UniFormerV2 backbone.transformer.resblocks.3.ln_2.weight - torch.Size([768]): Initialized by user-defined `init_weights` in UniFormerV2 backbone.transformer.resblocks.3.ln_2.bias - torch.Size([768]): Initialized by user-defined `init_weights` in UniFormerV2 backbone.transformer.resblocks.4.attn.in_proj_weight - torch.Size([2304, 768]): Initialized by user-defined `init_weights` in UniFormerV2 backbone.transformer.resblocks.4.attn.in_proj_bias - torch.Size([2304]): Initialized by user-defined `init_weights` in UniFormerV2 backbone.transformer.resblocks.4.attn.out_proj.weight - torch.Size([768, 768]): Initialized by user-defined `init_weights` in UniFormerV2 backbone.transformer.resblocks.4.attn.out_proj.bias - torch.Size([768]): Initialized by user-defined `init_weights` in UniFormerV2 backbone.transformer.resblocks.4.ln_1.weight - torch.Size([768]): Initialized by user-defined `init_weights` in UniFormerV2 backbone.transformer.resblocks.4.ln_1.bias - torch.Size([768]): Initialized by user-defined `init_weights` in UniFormerV2 backbone.transformer.resblocks.4.mlp.c_fc.weight - torch.Size([3072, 768]): Initialized by user-defined `init_weights` in UniFormerV2 backbone.transformer.resblocks.4.mlp.c_fc.bias - torch.Size([3072]): Initialized by user-defined `init_weights` in UniFormerV2 backbone.transformer.resblocks.4.mlp.c_proj.weight - torch.Size([768, 3072]): Initialized by user-defined `init_weights` in UniFormerV2 backbone.transformer.resblocks.4.mlp.c_proj.bias - torch.Size([768]): Initialized by user-defined `init_weights` in UniFormerV2 backbone.transformer.resblocks.4.ln_2.weight - torch.Size([768]): Initialized by user-defined `init_weights` in UniFormerV2 backbone.transformer.resblocks.4.ln_2.bias - torch.Size([768]): Initialized by user-defined `init_weights` in UniFormerV2 backbone.transformer.resblocks.5.attn.in_proj_weight - torch.Size([2304, 768]): Initialized by user-defined `init_weights` in UniFormerV2 backbone.transformer.resblocks.5.attn.in_proj_bias - torch.Size([2304]): Initialized by user-defined `init_weights` in UniFormerV2 backbone.transformer.resblocks.5.attn.out_proj.weight - torch.Size([768, 768]): Initialized by user-defined `init_weights` in UniFormerV2 backbone.transformer.resblocks.5.attn.out_proj.bias - torch.Size([768]): Initialized by user-defined `init_weights` in UniFormerV2 backbone.transformer.resblocks.5.ln_1.weight - torch.Size([768]): Initialized by user-defined `init_weights` in UniFormerV2 backbone.transformer.resblocks.5.ln_1.bias - torch.Size([768]): Initialized by user-defined `init_weights` in UniFormerV2 backbone.transformer.resblocks.5.mlp.c_fc.weight - torch.Size([3072, 768]): Initialized by user-defined `init_weights` in UniFormerV2 backbone.transformer.resblocks.5.mlp.c_fc.bias - torch.Size([3072]): Initialized by user-defined `init_weights` in UniFormerV2 backbone.transformer.resblocks.5.mlp.c_proj.weight - torch.Size([768, 3072]): Initialized by user-defined `init_weights` in UniFormerV2 backbone.transformer.resblocks.5.mlp.c_proj.bias - torch.Size([768]): Initialized by user-defined `init_weights` in UniFormerV2 backbone.transformer.resblocks.5.ln_2.weight - torch.Size([768]): Initialized by user-defined `init_weights` in UniFormerV2 backbone.transformer.resblocks.5.ln_2.bias - torch.Size([768]): Initialized by user-defined `init_weights` in UniFormerV2 backbone.transformer.resblocks.6.attn.in_proj_weight - torch.Size([2304, 768]): Initialized by user-defined `init_weights` in UniFormerV2 backbone.transformer.resblocks.6.attn.in_proj_bias - torch.Size([2304]): Initialized by user-defined `init_weights` in UniFormerV2 backbone.transformer.resblocks.6.attn.out_proj.weight - torch.Size([768, 768]): Initialized by user-defined `init_weights` in UniFormerV2 backbone.transformer.resblocks.6.attn.out_proj.bias - torch.Size([768]): Initialized by user-defined `init_weights` in UniFormerV2 backbone.transformer.resblocks.6.ln_1.weight - torch.Size([768]): Initialized by user-defined `init_weights` in UniFormerV2 backbone.transformer.resblocks.6.ln_1.bias - torch.Size([768]): Initialized by user-defined `init_weights` in UniFormerV2 backbone.transformer.resblocks.6.mlp.c_fc.weight - torch.Size([3072, 768]): Initialized by user-defined `init_weights` in UniFormerV2 backbone.transformer.resblocks.6.mlp.c_fc.bias - torch.Size([3072]): Initialized by user-defined `init_weights` in UniFormerV2 backbone.transformer.resblocks.6.mlp.c_proj.weight - torch.Size([768, 3072]): Initialized by user-defined `init_weights` in UniFormerV2 backbone.transformer.resblocks.6.mlp.c_proj.bias - torch.Size([768]): Initialized by user-defined `init_weights` in UniFormerV2 backbone.transformer.resblocks.6.ln_2.weight - torch.Size([768]): Initialized by user-defined `init_weights` in UniFormerV2 backbone.transformer.resblocks.6.ln_2.bias - torch.Size([768]): Initialized by user-defined `init_weights` in UniFormerV2 backbone.transformer.resblocks.7.attn.in_proj_weight - torch.Size([2304, 768]): Initialized by user-defined `init_weights` in UniFormerV2 backbone.transformer.resblocks.7.attn.in_proj_bias - torch.Size([2304]): Initialized by user-defined `init_weights` in UniFormerV2 backbone.transformer.resblocks.7.attn.out_proj.weight - torch.Size([768, 768]): Initialized by user-defined `init_weights` in UniFormerV2 backbone.transformer.resblocks.7.attn.out_proj.bias - torch.Size([768]): Initialized by user-defined `init_weights` in UniFormerV2 backbone.transformer.resblocks.7.ln_1.weight - torch.Size([768]): Initialized by user-defined `init_weights` in UniFormerV2 backbone.transformer.resblocks.7.ln_1.bias - torch.Size([768]): Initialized by user-defined `init_weights` in UniFormerV2 backbone.transformer.resblocks.7.mlp.c_fc.weight - torch.Size([3072, 768]): Initialized by user-defined `init_weights` in UniFormerV2 backbone.transformer.resblocks.7.mlp.c_fc.bias - torch.Size([3072]): Initialized by user-defined `init_weights` in UniFormerV2 backbone.transformer.resblocks.7.mlp.c_proj.weight - torch.Size([768, 3072]): Initialized by user-defined `init_weights` in UniFormerV2 backbone.transformer.resblocks.7.mlp.c_proj.bias - torch.Size([768]): Initialized by user-defined `init_weights` in UniFormerV2 backbone.transformer.resblocks.7.ln_2.weight - torch.Size([768]): Initialized by user-defined `init_weights` in UniFormerV2 backbone.transformer.resblocks.7.ln_2.bias - torch.Size([768]): Initialized by user-defined `init_weights` in UniFormerV2 backbone.transformer.resblocks.8.attn.in_proj_weight - torch.Size([2304, 768]): Initialized by user-defined `init_weights` in UniFormerV2 backbone.transformer.resblocks.8.attn.in_proj_bias - torch.Size([2304]): Initialized by user-defined `init_weights` in UniFormerV2 backbone.transformer.resblocks.8.attn.out_proj.weight - torch.Size([768, 768]): Initialized by user-defined `init_weights` in UniFormerV2 backbone.transformer.resblocks.8.attn.out_proj.bias - torch.Size([768]): Initialized by user-defined `init_weights` in UniFormerV2 backbone.transformer.resblocks.8.ln_1.weight - torch.Size([768]): Initialized by user-defined `init_weights` in UniFormerV2 backbone.transformer.resblocks.8.ln_1.bias - torch.Size([768]): Initialized by user-defined `init_weights` in UniFormerV2 backbone.transformer.resblocks.8.mlp.c_fc.weight - torch.Size([3072, 768]): Initialized by user-defined `init_weights` in UniFormerV2 backbone.transformer.resblocks.8.mlp.c_fc.bias - torch.Size([3072]): Initialized by user-defined `init_weights` in UniFormerV2 backbone.transformer.resblocks.8.mlp.c_proj.weight - torch.Size([768, 3072]): Initialized by user-defined `init_weights` in UniFormerV2 backbone.transformer.resblocks.8.mlp.c_proj.bias - torch.Size([768]): Initialized by user-defined `init_weights` in UniFormerV2 backbone.transformer.resblocks.8.ln_2.weight - torch.Size([768]): Initialized by user-defined `init_weights` in UniFormerV2 backbone.transformer.resblocks.8.ln_2.bias - torch.Size([768]): Initialized by user-defined `init_weights` in UniFormerV2 backbone.transformer.resblocks.9.attn.in_proj_weight - torch.Size([2304, 768]): Initialized by user-defined `init_weights` in UniFormerV2 backbone.transformer.resblocks.9.attn.in_proj_bias - torch.Size([2304]): Initialized by user-defined `init_weights` in UniFormerV2 backbone.transformer.resblocks.9.attn.out_proj.weight - torch.Size([768, 768]): Initialized by user-defined `init_weights` in UniFormerV2 backbone.transformer.resblocks.9.attn.out_proj.bias - torch.Size([768]): Initialized by user-defined `init_weights` in UniFormerV2 backbone.transformer.resblocks.9.ln_1.weight - torch.Size([768]): Initialized by user-defined `init_weights` in UniFormerV2 backbone.transformer.resblocks.9.ln_1.bias - torch.Size([768]): Initialized by user-defined `init_weights` in UniFormerV2 backbone.transformer.resblocks.9.mlp.c_fc.weight - torch.Size([3072, 768]): Initialized by user-defined `init_weights` in UniFormerV2 backbone.transformer.resblocks.9.mlp.c_fc.bias - torch.Size([3072]): Initialized by user-defined `init_weights` in UniFormerV2 backbone.transformer.resblocks.9.mlp.c_proj.weight - torch.Size([768, 3072]): Initialized by user-defined `init_weights` in UniFormerV2 backbone.transformer.resblocks.9.mlp.c_proj.bias - torch.Size([768]): Initialized by user-defined `init_weights` in UniFormerV2 backbone.transformer.resblocks.9.ln_2.weight - torch.Size([768]): Initialized by user-defined `init_weights` in UniFormerV2 backbone.transformer.resblocks.9.ln_2.bias - torch.Size([768]): Initialized by user-defined `init_weights` in UniFormerV2 backbone.transformer.resblocks.10.attn.in_proj_weight - torch.Size([2304, 768]): Initialized by user-defined `init_weights` in UniFormerV2 backbone.transformer.resblocks.10.attn.in_proj_bias - torch.Size([2304]): Initialized by user-defined `init_weights` in UniFormerV2 backbone.transformer.resblocks.10.attn.out_proj.weight - torch.Size([768, 768]): Initialized by user-defined `init_weights` in UniFormerV2 backbone.transformer.resblocks.10.attn.out_proj.bias - torch.Size([768]): Initialized by user-defined `init_weights` in UniFormerV2 backbone.transformer.resblocks.10.ln_1.weight - torch.Size([768]): Initialized by user-defined `init_weights` in UniFormerV2 backbone.transformer.resblocks.10.ln_1.bias - torch.Size([768]): Initialized by user-defined `init_weights` in UniFormerV2 backbone.transformer.resblocks.10.mlp.c_fc.weight - torch.Size([3072, 768]): Initialized by user-defined `init_weights` in UniFormerV2 backbone.transformer.resblocks.10.mlp.c_fc.bias - torch.Size([3072]): Initialized by user-defined `init_weights` in UniFormerV2 backbone.transformer.resblocks.10.mlp.c_proj.weight - torch.Size([768, 3072]): Initialized by user-defined `init_weights` in UniFormerV2 backbone.transformer.resblocks.10.mlp.c_proj.bias - torch.Size([768]): Initialized by user-defined `init_weights` in UniFormerV2 backbone.transformer.resblocks.10.ln_2.weight - torch.Size([768]): Initialized by user-defined `init_weights` in UniFormerV2 backbone.transformer.resblocks.10.ln_2.bias - torch.Size([768]): Initialized by user-defined `init_weights` in UniFormerV2 backbone.transformer.resblocks.11.attn.in_proj_weight - torch.Size([2304, 768]): Initialized by user-defined `init_weights` in UniFormerV2 backbone.transformer.resblocks.11.attn.in_proj_bias - torch.Size([2304]): Initialized by user-defined `init_weights` in UniFormerV2 backbone.transformer.resblocks.11.attn.out_proj.weight - torch.Size([768, 768]): Initialized by user-defined `init_weights` in UniFormerV2 backbone.transformer.resblocks.11.attn.out_proj.bias - torch.Size([768]): Initialized by user-defined `init_weights` in UniFormerV2 backbone.transformer.resblocks.11.ln_1.weight - torch.Size([768]): Initialized by user-defined `init_weights` in UniFormerV2 backbone.transformer.resblocks.11.ln_1.bias - torch.Size([768]): Initialized by user-defined `init_weights` in UniFormerV2 backbone.transformer.resblocks.11.mlp.c_fc.weight - torch.Size([3072, 768]): Initialized by user-defined `init_weights` in UniFormerV2 backbone.transformer.resblocks.11.mlp.c_fc.bias - torch.Size([3072]): Initialized by user-defined `init_weights` in UniFormerV2 backbone.transformer.resblocks.11.mlp.c_proj.weight - torch.Size([768, 3072]): Initialized by user-defined `init_weights` in UniFormerV2 backbone.transformer.resblocks.11.mlp.c_proj.bias - torch.Size([768]): Initialized by user-defined `init_weights` in UniFormerV2 backbone.transformer.resblocks.11.ln_2.weight - torch.Size([768]): Initialized by user-defined `init_weights` in UniFormerV2 backbone.transformer.resblocks.11.ln_2.bias - torch.Size([768]): Initialized by user-defined `init_weights` in UniFormerV2 backbone.transformer.dpe.0.weight - torch.Size([768, 1, 3, 3, 3]): The value is the same before and after calling `init_weights` of Recognizer3D backbone.transformer.dpe.0.bias - torch.Size([768]): The value is the same before and after calling `init_weights` of Recognizer3D backbone.transformer.dpe.1.weight - torch.Size([768, 1, 3, 3, 3]): The value is the same before and after calling `init_weights` of Recognizer3D backbone.transformer.dpe.1.bias - torch.Size([768]): The value is the same before and after calling `init_weights` of Recognizer3D backbone.transformer.dpe.2.weight - torch.Size([768, 1, 3, 3, 3]): The value is the same before and after calling `init_weights` of Recognizer3D backbone.transformer.dpe.2.bias - torch.Size([768]): The value is the same before and after calling `init_weights` of Recognizer3D backbone.transformer.dpe.3.weight - torch.Size([768, 1, 3, 3, 3]): The value is the same before and after calling `init_weights` of Recognizer3D backbone.transformer.dpe.3.bias - torch.Size([768]): The value is the same before and after calling `init_weights` of Recognizer3D backbone.transformer.dec.0.attn.in_proj_weight - torch.Size([2304, 768]): The value is the same before and after calling `init_weights` of Recognizer3D backbone.transformer.dec.0.attn.in_proj_bias - torch.Size([2304]): The value is the same before and after calling `init_weights` of Recognizer3D backbone.transformer.dec.0.attn.out_proj.weight - torch.Size([768, 768]): The value is the same before and after calling `init_weights` of Recognizer3D backbone.transformer.dec.0.attn.out_proj.bias - torch.Size([768]): The value is the same before and after calling `init_weights` of Recognizer3D backbone.transformer.dec.0.ln_1.weight - torch.Size([768]): The value is the same before and after calling `init_weights` of Recognizer3D backbone.transformer.dec.0.ln_1.bias - torch.Size([768]): The value is the same before and after calling `init_weights` of Recognizer3D backbone.transformer.dec.0.mlp.c_fc.weight - torch.Size([3072, 768]): The value is the same before and after calling `init_weights` of Recognizer3D backbone.transformer.dec.0.mlp.c_fc.bias - torch.Size([3072]): The value is the same before and after calling `init_weights` of Recognizer3D backbone.transformer.dec.0.mlp.c_proj.weight - torch.Size([768, 3072]): The value is the same before and after calling `init_weights` of Recognizer3D backbone.transformer.dec.0.mlp.c_proj.bias - torch.Size([768]): The value is the same before and after calling `init_weights` of Recognizer3D backbone.transformer.dec.0.ln_2.weight - torch.Size([768]): The value is the same before and after calling `init_weights` of Recognizer3D backbone.transformer.dec.0.ln_2.bias - torch.Size([768]): The value is the same before and after calling `init_weights` of Recognizer3D backbone.transformer.dec.0.ln_3.weight - torch.Size([768]): The value is the same before and after calling `init_weights` of Recognizer3D backbone.transformer.dec.0.ln_3.bias - torch.Size([768]): The value is the same before and after calling `init_weights` of Recognizer3D backbone.transformer.dec.1.attn.in_proj_weight - torch.Size([2304, 768]): The value is the same before and after calling `init_weights` of Recognizer3D backbone.transformer.dec.1.attn.in_proj_bias - torch.Size([2304]): The value is the same before and after calling `init_weights` of Recognizer3D backbone.transformer.dec.1.attn.out_proj.weight - torch.Size([768, 768]): The value is the same before and after calling `init_weights` of Recognizer3D backbone.transformer.dec.1.attn.out_proj.bias - torch.Size([768]): The value is the same before and after calling `init_weights` of Recognizer3D backbone.transformer.dec.1.ln_1.weight - torch.Size([768]): The value is the same before and after calling `init_weights` of Recognizer3D backbone.transformer.dec.1.ln_1.bias - torch.Size([768]): The value is the same before and after calling `init_weights` of Recognizer3D backbone.transformer.dec.1.mlp.c_fc.weight - torch.Size([3072, 768]): The value is the same before and after calling `init_weights` of Recognizer3D backbone.transformer.dec.1.mlp.c_fc.bias - torch.Size([3072]): The value is the same before and after calling `init_weights` of Recognizer3D backbone.transformer.dec.1.mlp.c_proj.weight - torch.Size([768, 3072]): The value is the same before and after calling `init_weights` of Recognizer3D backbone.transformer.dec.1.mlp.c_proj.bias - torch.Size([768]): The value is the same before and after calling `init_weights` of Recognizer3D backbone.transformer.dec.1.ln_2.weight - torch.Size([768]): The value is the same before and after calling `init_weights` of Recognizer3D backbone.transformer.dec.1.ln_2.bias - torch.Size([768]): The value is the same before and after calling `init_weights` of Recognizer3D backbone.transformer.dec.1.ln_3.weight - torch.Size([768]): The value is the same before and after calling `init_weights` of Recognizer3D backbone.transformer.dec.1.ln_3.bias - torch.Size([768]): The value is the same before and after calling `init_weights` of Recognizer3D backbone.transformer.dec.2.attn.in_proj_weight - torch.Size([2304, 768]): The value is the same before and after calling `init_weights` of Recognizer3D backbone.transformer.dec.2.attn.in_proj_bias - torch.Size([2304]): The value is the same before and after calling `init_weights` of Recognizer3D backbone.transformer.dec.2.attn.out_proj.weight - torch.Size([768, 768]): The value is the same before and after calling `init_weights` of Recognizer3D backbone.transformer.dec.2.attn.out_proj.bias - torch.Size([768]): The value is the same before and after calling `init_weights` of Recognizer3D backbone.transformer.dec.2.ln_1.weight - torch.Size([768]): The value is the same before and after calling `init_weights` of Recognizer3D backbone.transformer.dec.2.ln_1.bias - torch.Size([768]): The value is the same before and after calling `init_weights` of Recognizer3D backbone.transformer.dec.2.mlp.c_fc.weight - torch.Size([3072, 768]): The value is the same before and after calling `init_weights` of Recognizer3D backbone.transformer.dec.2.mlp.c_fc.bias - torch.Size([3072]): The value is the same before and after calling `init_weights` of Recognizer3D backbone.transformer.dec.2.mlp.c_proj.weight - torch.Size([768, 3072]): The value is the same before and after calling `init_weights` of Recognizer3D backbone.transformer.dec.2.mlp.c_proj.bias - torch.Size([768]): The value is the same before and after calling `init_weights` of Recognizer3D backbone.transformer.dec.2.ln_2.weight - torch.Size([768]): The value is the same before and after calling `init_weights` of Recognizer3D backbone.transformer.dec.2.ln_2.bias - torch.Size([768]): The value is the same before and after calling `init_weights` of Recognizer3D backbone.transformer.dec.2.ln_3.weight - torch.Size([768]): The value is the same before and after calling `init_weights` of Recognizer3D backbone.transformer.dec.2.ln_3.bias - torch.Size([768]): The value is the same before and after calling `init_weights` of Recognizer3D backbone.transformer.dec.3.attn.in_proj_weight - torch.Size([2304, 768]): The value is the same before and after calling `init_weights` of Recognizer3D backbone.transformer.dec.3.attn.in_proj_bias - torch.Size([2304]): The value is the same before and after calling `init_weights` of Recognizer3D backbone.transformer.dec.3.attn.out_proj.weight - torch.Size([768, 768]): The value is the same before and after calling `init_weights` of Recognizer3D backbone.transformer.dec.3.attn.out_proj.bias - torch.Size([768]): The value is the same before and after calling `init_weights` of Recognizer3D backbone.transformer.dec.3.ln_1.weight - torch.Size([768]): The value is the same before and after calling `init_weights` of Recognizer3D backbone.transformer.dec.3.ln_1.bias - torch.Size([768]): The value is the same before and after calling `init_weights` of Recognizer3D backbone.transformer.dec.3.mlp.c_fc.weight - torch.Size([3072, 768]): The value is the same before and after calling `init_weights` of Recognizer3D backbone.transformer.dec.3.mlp.c_fc.bias - torch.Size([3072]): The value is the same before and after calling `init_weights` of Recognizer3D backbone.transformer.dec.3.mlp.c_proj.weight - torch.Size([768, 3072]): The value is the same before and after calling `init_weights` of Recognizer3D backbone.transformer.dec.3.mlp.c_proj.bias - torch.Size([768]): The value is the same before and after calling `init_weights` of Recognizer3D backbone.transformer.dec.3.ln_2.weight - torch.Size([768]): The value is the same before and after calling `init_weights` of Recognizer3D backbone.transformer.dec.3.ln_2.bias - torch.Size([768]): The value is the same before and after calling `init_weights` of Recognizer3D backbone.transformer.dec.3.ln_3.weight - torch.Size([768]): The value is the same before and after calling `init_weights` of Recognizer3D backbone.transformer.dec.3.ln_3.bias - torch.Size([768]): The value is the same before and after calling `init_weights` of Recognizer3D backbone.transformer.norm.weight - torch.Size([768]): The value is the same before and after calling `init_weights` of Recognizer3D backbone.transformer.norm.bias - torch.Size([768]): The value is the same before and after calling `init_weights` of Recognizer3D cls_head.fc_cls.weight - torch.Size([700, 768]): TruncNormalInit: a=-2, b=2, mean=0, std=0.02, bias=0 cls_head.fc_cls.bias - torch.Size([700]): TruncNormalInit: a=-2, b=2, mean=0, std=0.02, bias=0 2023/02/15 19:20:08 - mmengine - INFO - Checkpoints will be saved to /mnt/petrelfs/lilin/Repos/mmact_dev/mmaction2/work_dirs/uniformer_train/uniformerv2-base-p16-res224_clip_u8_kinetics700-rgb. 2023/02/15 19:23:11 - mmengine - INFO - Epoch(train) [1][ 100/2119] lr: 1.0841e-06 eta: 2 days, 11:06:07 time: 1.3793 data_time: 0.0329 memory: 52499 grad_norm: 21.3518 loss: 6.7466 top1_acc: 0.0000 top5_acc: 0.0000 loss_cls: 6.7466 2023/02/15 19:25:24 - mmengine - INFO - Epoch(train) [1][ 200/2119] lr: 1.1691e-06 eta: 2 days, 2:59:05 time: 1.2930 data_time: 0.0290 memory: 52499 grad_norm: 21.4834 loss: 6.6876 top1_acc: 0.0000 top5_acc: 0.0312 loss_cls: 6.6876 2023/02/15 19:27:35 - mmengine - INFO - Epoch(train) [1][ 300/2119] lr: 1.2540e-06 eta: 2 days, 0:05:30 time: 1.3456 data_time: 0.0335 memory: 52499 grad_norm: 22.0453 loss: 6.5935 top1_acc: 0.0000 top5_acc: 0.0000 loss_cls: 6.5935 2023/02/15 19:29:49 - mmengine - INFO - Epoch(train) [1][ 400/2119] lr: 1.3390e-06 eta: 1 day, 22:49:12 time: 1.3058 data_time: 0.0295 memory: 52499 grad_norm: 27.0986 loss: 6.4285 top1_acc: 0.0625 top5_acc: 0.0938 loss_cls: 6.4285 2023/02/15 19:32:03 - mmengine - INFO - Epoch(train) [1][ 500/2119] lr: 1.4239e-06 eta: 1 day, 22:04:41 time: 1.4167 data_time: 0.0306 memory: 52499 grad_norm: 36.5991 loss: 6.1969 top1_acc: 0.0000 top5_acc: 0.0625 loss_cls: 6.1969 2023/02/15 19:34:14 - mmengine - INFO - Epoch(train) [1][ 600/2119] lr: 1.5089e-06 eta: 1 day, 21:25:00 time: 1.2773 data_time: 0.0346 memory: 52499 grad_norm: 39.2716 loss: 6.0402 top1_acc: 0.0312 top5_acc: 0.0938 loss_cls: 6.0402 2023/02/15 19:36:27 - mmengine - INFO - Epoch(train) [1][ 700/2119] lr: 1.5938e-06 eta: 1 day, 20:59:36 time: 1.3742 data_time: 0.0361 memory: 52499 grad_norm: 41.1171 loss: 5.8806 top1_acc: 0.0312 top5_acc: 0.0938 loss_cls: 5.8806 2023/02/15 19:38:38 - mmengine - INFO - Epoch(train) [1][ 800/2119] lr: 1.6788e-06 eta: 1 day, 20:34:51 time: 1.2798 data_time: 0.0317 memory: 52499 grad_norm: 48.9671 loss: 5.8056 top1_acc: 0.0312 top5_acc: 0.0938 loss_cls: 5.8056 2023/02/15 19:40:47 - mmengine - INFO - Epoch(train) [1][ 900/2119] lr: 1.7637e-06 eta: 1 day, 20:13:30 time: 1.3192 data_time: 0.0357 memory: 52499 grad_norm: 52.2732 loss: 5.6379 top1_acc: 0.0938 top5_acc: 0.1875 loss_cls: 5.6379 2023/02/15 19:42:59 - mmengine - INFO - Exp name: uniformerv2-base-p16-res224_clip_u8_kinetics700-rgb_20230215_191951 2023/02/15 19:42:59 - mmengine - INFO - Epoch(train) [1][1000/2119] lr: 1.8487e-06 eta: 1 day, 19:59:14 time: 1.3223 data_time: 0.0318 memory: 52499 grad_norm: 54.5462 loss: 5.4959 top1_acc: 0.0938 top5_acc: 0.1562 loss_cls: 5.4959 2023/02/15 19:45:14 - mmengine - INFO - Epoch(train) [1][1100/2119] lr: 1.9336e-06 eta: 1 day, 19:54:30 time: 1.3018 data_time: 0.0333 memory: 52499 grad_norm: 61.1867 loss: 5.2951 top1_acc: 0.1562 top5_acc: 0.2500 loss_cls: 5.2951 2023/02/15 19:47:23 - mmengine - INFO - Epoch(train) [1][1200/2119] lr: 2.0186e-06 eta: 1 day, 19:39:21 time: 1.2356 data_time: 0.0322 memory: 52499 grad_norm: 64.0236 loss: 5.1848 top1_acc: 0.0625 top5_acc: 0.2500 loss_cls: 5.1848 2023/02/15 19:49:35 - mmengine - INFO - Epoch(train) [1][1300/2119] lr: 2.1035e-06 eta: 1 day, 19:29:37 time: 1.3698 data_time: 0.0313 memory: 52499 grad_norm: 70.8074 loss: 5.0851 top1_acc: 0.1562 top5_acc: 0.2812 loss_cls: 5.0851 2023/02/15 19:51:47 - mmengine - INFO - Epoch(train) [1][1400/2119] lr: 2.1885e-06 eta: 1 day, 19:22:46 time: 1.2917 data_time: 0.0338 memory: 52499 grad_norm: 72.8020 loss: 5.1749 top1_acc: 0.0625 top5_acc: 0.1875 loss_cls: 5.1749 2023/02/15 19:53:58 - mmengine - INFO - Epoch(train) [1][1500/2119] lr: 2.2735e-06 eta: 1 day, 19:15:01 time: 1.3119 data_time: 0.0310 memory: 52499 grad_norm: 75.0334 loss: 4.7122 top1_acc: 0.1250 top5_acc: 0.4375 loss_cls: 4.7122 2023/02/15 19:56:09 - mmengine - INFO - Epoch(train) [1][1600/2119] lr: 2.3584e-06 eta: 1 day, 19:07:14 time: 1.2960 data_time: 0.0358 memory: 52499 grad_norm: 78.0572 loss: 4.6987 top1_acc: 0.2188 top5_acc: 0.4688 loss_cls: 4.6987 2023/02/15 19:58:25 - mmengine - INFO - Epoch(train) [1][1700/2119] lr: 2.4434e-06 eta: 1 day, 19:06:08 time: 1.3234 data_time: 0.0349 memory: 52499 grad_norm: 82.3040 loss: 4.6578 top1_acc: 0.2188 top5_acc: 0.4375 loss_cls: 4.6578 2023/02/15 20:00:36 - mmengine - INFO - Epoch(train) [1][1800/2119] lr: 2.5283e-06 eta: 1 day, 18:59:43 time: 1.2925 data_time: 0.0361 memory: 52499 grad_norm: 84.6952 loss: 4.4652 top1_acc: 0.0938 top5_acc: 0.4375 loss_cls: 4.4652 2023/02/15 20:02:50 - mmengine - INFO - Epoch(train) [1][1900/2119] lr: 2.6133e-06 eta: 1 day, 18:56:20 time: 1.4157 data_time: 0.0314 memory: 52499 grad_norm: 85.7377 loss: 4.3818 top1_acc: 0.1250 top5_acc: 0.5312 loss_cls: 4.3818 2023/02/15 20:05:00 - mmengine - INFO - Exp name: uniformerv2-base-p16-res224_clip_u8_kinetics700-rgb_20230215_191951 2023/02/15 20:05:00 - mmengine - INFO - Epoch(train) [1][2000/2119] lr: 2.6982e-06 eta: 1 day, 18:49:43 time: 1.3600 data_time: 0.0298 memory: 52499 grad_norm: 89.3447 loss: 4.3424 top1_acc: 0.3438 top5_acc: 0.6562 loss_cls: 4.3424 2023/02/15 20:07:12 - mmengine - INFO - Epoch(train) [1][2100/2119] lr: 2.7832e-06 eta: 1 day, 18:44:38 time: 1.4064 data_time: 0.0321 memory: 52499 grad_norm: 89.8975 loss: 4.1958 top1_acc: 0.2500 top5_acc: 0.5000 loss_cls: 4.1958 2023/02/15 20:07:34 - mmengine - INFO - Exp name: uniformerv2-base-p16-res224_clip_u8_kinetics700-rgb_20230215_191951 2023/02/15 20:07:34 - mmengine - INFO - Epoch(train) [1][2119/2119] lr: 2.7993e-06 eta: 1 day, 18:40:40 time: 1.1380 data_time: 0.0236 memory: 52499 grad_norm: 90.5289 loss: 4.1602 top1_acc: 0.1579 top5_acc: 0.4737 loss_cls: 4.1602 2023/02/15 20:08:37 - mmengine - INFO - Epoch(val) [1][100/545] eta: 0:04:42 time: 0.2540 data_time: 0.1750 memory: 2893 2023/02/15 20:08:58 - mmengine - INFO - Epoch(val) [1][200/545] eta: 0:02:25 time: 0.2139 data_time: 0.1343 memory: 2893 2023/02/15 20:09:20 - mmengine - INFO - Epoch(val) [1][300/545] eta: 0:01:26 time: 0.2414 data_time: 0.1620 memory: 2893 2023/02/15 20:09:40 - mmengine - INFO - Epoch(val) [1][400/545] eta: 0:00:45 time: 0.1853 data_time: 0.1055 memory: 2893 2023/02/15 20:10:01 - mmengine - INFO - Epoch(val) [1][500/545] eta: 0:00:13 time: 0.2047 data_time: 0.1240 memory: 2893 2023/02/15 20:10:18 - mmengine - INFO - Epoch(val) [1][545/545] acc/top1: 0.3377 acc/top5: 0.6212 acc/mean1: 0.3375 2023/02/15 20:10:21 - mmengine - INFO - The best checkpoint with 0.3377 acc/top1 at 1 epoch is saved to best_acc/top1_epoch_1.pth. 2023/02/15 20:12:36 - mmengine - INFO - Epoch(train) [2][ 100/2119] lr: 2.8843e-06 eta: 1 day, 18:39:35 time: 1.2597 data_time: 0.0802 memory: 52499 grad_norm: 90.2219 loss: 4.1236 top1_acc: 0.1875 top5_acc: 0.5000 loss_cls: 4.1236 2023/02/15 20:14:43 - mmengine - INFO - Epoch(train) [2][ 200/2119] lr: 2.9692e-06 eta: 1 day, 18:30:46 time: 1.2007 data_time: 0.0383 memory: 52499 grad_norm: 91.2321 loss: 3.9659 top1_acc: 0.4062 top5_acc: 0.6875 loss_cls: 3.9659 2023/02/15 20:16:52 - mmengine - INFO - Epoch(train) [2][ 300/2119] lr: 3.0542e-06 eta: 1 day, 18:24:43 time: 1.2633 data_time: 0.0330 memory: 52499 grad_norm: 91.9979 loss: 4.0904 top1_acc: 0.2812 top5_acc: 0.5312 loss_cls: 4.0904 2023/02/15 20:18:57 - mmengine - INFO - Epoch(train) [2][ 400/2119] lr: 3.1391e-06 eta: 1 day, 18:15:59 time: 1.2916 data_time: 0.0983 memory: 52499 grad_norm: 91.7881 loss: 3.8362 top1_acc: 0.2500 top5_acc: 0.5000 loss_cls: 3.8362 2023/02/15 20:21:04 - mmengine - INFO - Epoch(train) [2][ 500/2119] lr: 3.2241e-06 eta: 1 day, 18:08:50 time: 1.2839 data_time: 0.0336 memory: 52499 grad_norm: 90.5910 loss: 3.6555 top1_acc: 0.2812 top5_acc: 0.6250 loss_cls: 3.6555 2023/02/15 20:23:12 - mmengine - INFO - Epoch(train) [2][ 600/2119] lr: 3.3090e-06 eta: 1 day, 18:03:08 time: 1.2894 data_time: 0.0291 memory: 52499 grad_norm: 91.5565 loss: 3.7099 top1_acc: 0.2812 top5_acc: 0.4688 loss_cls: 3.7099 2023/02/15 20:25:17 - mmengine - INFO - Epoch(train) [2][ 700/2119] lr: 3.3940e-06 eta: 1 day, 17:55:43 time: 1.2614 data_time: 0.0358 memory: 52499 grad_norm: 91.9671 loss: 3.7242 top1_acc: 0.3438 top5_acc: 0.5938 loss_cls: 3.7242 2023/02/15 20:27:24 - mmengine - INFO - Epoch(train) [2][ 800/2119] lr: 3.4790e-06 eta: 1 day, 17:49:44 time: 1.2849 data_time: 0.0351 memory: 52499 grad_norm: 90.2446 loss: 3.6696 top1_acc: 0.3750 top5_acc: 0.5000 loss_cls: 3.6696 2023/02/15 20:29:09 - mmengine - INFO - Exp name: uniformerv2-base-p16-res224_clip_u8_kinetics700-rgb_20230215_191951 2023/02/15 20:29:32 - mmengine - INFO - Epoch(train) [2][ 900/2119] lr: 3.5639e-06 eta: 1 day, 17:44:46 time: 1.2321 data_time: 0.0877 memory: 52499 grad_norm: 90.1675 loss: 3.5452 top1_acc: 0.3125 top5_acc: 0.5938 loss_cls: 3.5452 2023/02/15 20:31:38 - mmengine - INFO - Epoch(train) [2][1000/2119] lr: 3.6489e-06 eta: 1 day, 17:38:56 time: 1.2385 data_time: 0.1146 memory: 52499 grad_norm: 88.6568 loss: 3.2943 top1_acc: 0.3750 top5_acc: 0.5938 loss_cls: 3.2943 2023/02/15 20:33:44 - mmengine - INFO - Epoch(train) [2][1100/2119] lr: 3.7338e-06 eta: 1 day, 17:32:52 time: 1.2357 data_time: 0.1164 memory: 52499 grad_norm: 89.0705 loss: 3.5211 top1_acc: 0.4688 top5_acc: 0.7500 loss_cls: 3.5211 2023/02/15 20:35:54 - mmengine - INFO - Epoch(train) [2][1200/2119] lr: 3.8188e-06 eta: 1 day, 17:29:22 time: 1.3051 data_time: 0.0317 memory: 52499 grad_norm: 88.1173 loss: 3.3819 top1_acc: 0.3125 top5_acc: 0.4375 loss_cls: 3.3819 2023/02/15 20:38:02 - mmengine - INFO - Epoch(train) [2][1300/2119] lr: 3.9037e-06 eta: 1 day, 17:24:59 time: 1.3078 data_time: 0.0340 memory: 52499 grad_norm: 86.8648 loss: 3.3608 top1_acc: 0.3750 top5_acc: 0.6562 loss_cls: 3.3608 2023/02/15 20:40:07 - mmengine - INFO - Epoch(train) [2][1400/2119] lr: 3.9887e-06 eta: 1 day, 17:19:33 time: 1.3271 data_time: 0.0322 memory: 52499 grad_norm: 87.3894 loss: 3.4521 top1_acc: 0.3750 top5_acc: 0.8125 loss_cls: 3.4521 2023/02/15 20:42:17 - mmengine - INFO - Epoch(train) [2][1500/2119] lr: 4.0736e-06 eta: 1 day, 17:16:22 time: 1.3304 data_time: 0.0396 memory: 52499 grad_norm: 85.2768 loss: 3.1960 top1_acc: 0.3438 top5_acc: 0.6250 loss_cls: 3.1960 2023/02/15 20:44:24 - mmengine - INFO - Epoch(train) [2][1600/2119] lr: 4.1586e-06 eta: 1 day, 17:11:55 time: 1.3068 data_time: 0.0358 memory: 52499 grad_norm: 84.0072 loss: 3.4908 top1_acc: 0.5000 top5_acc: 0.5938 loss_cls: 3.4908 2023/02/15 20:46:32 - mmengine - INFO - Epoch(train) [2][1700/2119] lr: 4.2435e-06 eta: 1 day, 17:08:01 time: 1.2839 data_time: 0.0325 memory: 52499 grad_norm: 83.8944 loss: 3.2162 top1_acc: 0.5000 top5_acc: 0.6562 loss_cls: 3.2162 2023/02/15 20:48:36 - mmengine - INFO - Epoch(train) [2][1800/2119] lr: 4.3285e-06 eta: 1 day, 17:02:23 time: 1.3375 data_time: 0.0379 memory: 52499 grad_norm: 82.0021 loss: 3.2814 top1_acc: 0.4375 top5_acc: 0.7188 loss_cls: 3.2814 2023/02/15 20:50:19 - mmengine - INFO - Exp name: uniformerv2-base-p16-res224_clip_u8_kinetics700-rgb_20230215_191951 2023/02/15 20:50:44 - mmengine - INFO - Epoch(train) [2][1900/2119] lr: 4.4134e-06 eta: 1 day, 16:58:17 time: 1.2891 data_time: 0.0319 memory: 52499 grad_norm: 81.9464 loss: 3.1941 top1_acc: 0.5625 top5_acc: 0.7500 loss_cls: 3.1941 2023/02/15 20:52:52 - mmengine - INFO - Epoch(train) [2][2000/2119] lr: 4.4984e-06 eta: 1 day, 16:55:06 time: 1.3117 data_time: 0.0359 memory: 52499 grad_norm: 81.7960 loss: 3.2621 top1_acc: 0.3438 top5_acc: 0.6250 loss_cls: 3.2621 2023/02/15 20:55:00 - mmengine - INFO - Epoch(train) [2][2100/2119] lr: 4.5833e-06 eta: 1 day, 16:51:13 time: 1.2991 data_time: 0.0316 memory: 52499 grad_norm: 79.7842 loss: 3.2165 top1_acc: 0.2812 top5_acc: 0.5312 loss_cls: 3.2165 2023/02/15 20:55:25 - mmengine - INFO - Exp name: uniformerv2-base-p16-res224_clip_u8_kinetics700-rgb_20230215_191951 2023/02/15 20:55:25 - mmengine - INFO - Epoch(train) [2][2119/2119] lr: 4.5995e-06 eta: 1 day, 16:51:08 time: 1.3370 data_time: 0.0247 memory: 52499 grad_norm: 79.2181 loss: 3.1673 top1_acc: 0.3158 top5_acc: 0.6316 loss_cls: 3.1673 2023/02/15 20:55:48 - mmengine - INFO - Epoch(val) [2][100/545] eta: 0:01:39 time: 0.2496 data_time: 0.1688 memory: 2893 2023/02/15 20:56:08 - mmengine - INFO - Epoch(val) [2][200/545] eta: 0:01:13 time: 0.1943 data_time: 0.1144 memory: 2893 2023/02/15 20:56:29 - mmengine - INFO - Epoch(val) [2][300/545] eta: 0:00:51 time: 0.2325 data_time: 0.1519 memory: 2893 2023/02/15 20:56:49 - mmengine - INFO - Epoch(val) [2][400/545] eta: 0:00:30 time: 0.1668 data_time: 0.0869 memory: 2893 2023/02/15 20:57:10 - mmengine - INFO - Epoch(val) [2][500/545] eta: 0:00:09 time: 0.2081 data_time: 0.1286 memory: 2893 2023/02/15 20:57:23 - mmengine - INFO - Epoch(val) [2][545/545] acc/top1: 0.5244 acc/top5: 0.7847 acc/mean1: 0.5241 2023/02/15 20:57:23 - mmengine - INFO - The previous best checkpoint /mnt/petrelfs/lilin/Repos/mmact_dev/mmaction2/work_dirs/uniformer_train/uniformerv2-base-p16-res224_clip_u8_kinetics700-rgb/best_acc/top1_epoch_1.pth is removed 2023/02/15 20:57:25 - mmengine - INFO - The best checkpoint with 0.5244 acc/top1 at 2 epoch is saved to best_acc/top1_epoch_2.pth. 2023/02/15 20:59:41 - mmengine - INFO - Epoch(train) [3][ 100/2119] lr: 4.6844e-06 eta: 1 day, 16:51:10 time: 1.2790 data_time: 0.0452 memory: 52499 grad_norm: 77.3653 loss: 3.1268 top1_acc: 0.4688 top5_acc: 0.7812 loss_cls: 3.1268 2023/02/15 21:01:53 - mmengine - INFO - Epoch(train) [3][ 200/2119] lr: 4.7694e-06 eta: 1 day, 16:49:05 time: 1.2462 data_time: 0.0322 memory: 52499 grad_norm: 76.3168 loss: 3.1262 top1_acc: 0.3438 top5_acc: 0.5625 loss_cls: 3.1262 2023/02/15 21:03:57 - mmengine - INFO - Epoch(train) [3][ 300/2119] lr: 4.8544e-06 eta: 1 day, 16:44:22 time: 1.2199 data_time: 0.0357 memory: 52499 grad_norm: 77.7617 loss: 2.8894 top1_acc: 0.5000 top5_acc: 0.8125 loss_cls: 2.8894 2023/02/15 21:06:06 - mmengine - INFO - Epoch(train) [3][ 400/2119] lr: 4.9393e-06 eta: 1 day, 16:41:11 time: 1.2277 data_time: 0.0664 memory: 52499 grad_norm: 77.5382 loss: 3.1547 top1_acc: 0.4062 top5_acc: 0.5938 loss_cls: 3.1547 2023/02/15 21:08:14 - mmengine - INFO - Epoch(train) [3][ 500/2119] lr: 5.0243e-06 eta: 1 day, 16:37:50 time: 1.2223 data_time: 0.0830 memory: 52499 grad_norm: 75.1215 loss: 3.0742 top1_acc: 0.5000 top5_acc: 0.6875 loss_cls: 3.0742 2023/02/15 21:10:20 - mmengine - INFO - Epoch(train) [3][ 600/2119] lr: 5.1092e-06 eta: 1 day, 16:33:52 time: 1.2685 data_time: 0.0298 memory: 52499 grad_norm: 73.7665 loss: 2.9658 top1_acc: 0.5312 top5_acc: 0.6875 loss_cls: 2.9658 2023/02/15 21:12:27 - mmengine - INFO - Epoch(train) [3][ 700/2119] lr: 5.1942e-06 eta: 1 day, 16:30:24 time: 1.3008 data_time: 0.0334 memory: 52499 grad_norm: 73.7551 loss: 2.9246 top1_acc: 0.5000 top5_acc: 0.9062 loss_cls: 2.9246 2023/02/15 21:13:48 - mmengine - INFO - Exp name: uniformerv2-base-p16-res224_clip_u8_kinetics700-rgb_20230215_191951 2023/02/15 21:14:37 - mmengine - INFO - Epoch(train) [3][ 800/2119] lr: 5.2791e-06 eta: 1 day, 16:27:44 time: 1.2885 data_time: 0.0302 memory: 52499 grad_norm: 71.4009 loss: 2.9543 top1_acc: 0.3125 top5_acc: 0.5938 loss_cls: 2.9543 2023/02/15 21:16:43 - mmengine - INFO - Epoch(train) [3][ 900/2119] lr: 5.3641e-06 eta: 1 day, 16:24:09 time: 1.2134 data_time: 0.0333 memory: 52499 grad_norm: 72.1504 loss: 3.1091 top1_acc: 0.5312 top5_acc: 0.7188 loss_cls: 3.1091 2023/02/15 21:18:51 - mmengine - INFO - Epoch(train) [3][1000/2119] lr: 5.4490e-06 eta: 1 day, 16:20:46 time: 1.2309 data_time: 0.0314 memory: 52499 grad_norm: 69.6545 loss: 3.1021 top1_acc: 0.5000 top5_acc: 0.5938 loss_cls: 3.1021 2023/02/15 21:20:58 - mmengine - INFO - Epoch(train) [3][1100/2119] lr: 5.5340e-06 eta: 1 day, 16:17:38 time: 1.3007 data_time: 0.0328 memory: 52499 grad_norm: 68.8240 loss: 3.0572 top1_acc: 0.4062 top5_acc: 0.7188 loss_cls: 3.0572 2023/02/15 21:23:02 - mmengine - INFO - Epoch(train) [3][1200/2119] lr: 5.6189e-06 eta: 1 day, 16:13:15 time: 1.1933 data_time: 0.0338 memory: 52499 grad_norm: 68.8906 loss: 2.9131 top1_acc: 0.5000 top5_acc: 0.6875 loss_cls: 2.9131 2023/02/15 21:25:10 - mmengine - INFO - Epoch(train) [3][1300/2119] lr: 5.7039e-06 eta: 1 day, 16:10:04 time: 1.1904 data_time: 0.0304 memory: 52499 grad_norm: 68.9786 loss: 2.7883 top1_acc: 0.6250 top5_acc: 0.7500 loss_cls: 2.7883 2023/02/15 21:27:16 - mmengine - INFO - Epoch(train) [3][1400/2119] lr: 5.7888e-06 eta: 1 day, 16:06:37 time: 1.2609 data_time: 0.0326 memory: 52499 grad_norm: 66.3717 loss: 3.0412 top1_acc: 0.3438 top5_acc: 0.7188 loss_cls: 3.0412 2023/02/15 21:29:26 - mmengine - INFO - Epoch(train) [3][1500/2119] lr: 5.8738e-06 eta: 1 day, 16:04:21 time: 1.2489 data_time: 0.0337 memory: 52499 grad_norm: 65.8414 loss: 3.0005 top1_acc: 0.3438 top5_acc: 0.6250 loss_cls: 3.0005 2023/02/15 21:31:32 - mmengine - INFO - Epoch(train) [3][1600/2119] lr: 5.9588e-06 eta: 1 day, 16:00:51 time: 1.2075 data_time: 0.0376 memory: 52499 grad_norm: 65.9453 loss: 2.7918 top1_acc: 0.4062 top5_acc: 0.5625 loss_cls: 2.7918 2023/02/15 21:33:42 - mmengine - INFO - Epoch(train) [3][1700/2119] lr: 6.0437e-06 eta: 1 day, 15:58:34 time: 1.3024 data_time: 0.0296 memory: 52499 grad_norm: 64.6519 loss: 2.7118 top1_acc: 0.4375 top5_acc: 0.6250 loss_cls: 2.7118 2023/02/15 21:35:01 - mmengine - INFO - Exp name: uniformerv2-base-p16-res224_clip_u8_kinetics700-rgb_20230215_191951 2023/02/15 21:35:49 - mmengine - INFO - Epoch(train) [3][1800/2119] lr: 6.1287e-06 eta: 1 day, 15:55:42 time: 1.2940 data_time: 0.0303 memory: 52499 grad_norm: 64.6683 loss: 2.9435 top1_acc: 0.4688 top5_acc: 0.7188 loss_cls: 2.9435 2023/02/15 21:37:54 - mmengine - INFO - Epoch(train) [3][1900/2119] lr: 6.2136e-06 eta: 1 day, 15:51:48 time: 1.2909 data_time: 0.0329 memory: 52499 grad_norm: 64.8216 loss: 2.8478 top1_acc: 0.4688 top5_acc: 0.7188 loss_cls: 2.8478 2023/02/15 21:40:03 - mmengine - INFO - Epoch(train) [3][2000/2119] lr: 6.2986e-06 eta: 1 day, 15:49:26 time: 1.2653 data_time: 0.0331 memory: 52499 grad_norm: 63.3992 loss: 2.6567 top1_acc: 0.5000 top5_acc: 0.7500 loss_cls: 2.6567 2023/02/15 21:42:10 - mmengine - INFO - Epoch(train) [3][2100/2119] lr: 6.3835e-06 eta: 1 day, 15:46:21 time: 1.2521 data_time: 0.0339 memory: 52499 grad_norm: 62.3652 loss: 2.7616 top1_acc: 0.4688 top5_acc: 0.5625 loss_cls: 2.7616 2023/02/15 21:42:31 - mmengine - INFO - Exp name: uniformerv2-base-p16-res224_clip_u8_kinetics700-rgb_20230215_191951 2023/02/15 21:42:31 - mmengine - INFO - Epoch(train) [3][2119/2119] lr: 6.3997e-06 eta: 1 day, 15:45:04 time: 1.1403 data_time: 0.0273 memory: 52499 grad_norm: 63.3583 loss: 2.8956 top1_acc: 0.2632 top5_acc: 0.5789 loss_cls: 2.8956 2023/02/15 21:42:31 - mmengine - INFO - Saving checkpoint at 3 epochs 2023/02/15 21:42:58 - mmengine - INFO - Epoch(val) [3][100/545] eta: 0:01:38 time: 0.2538 data_time: 0.1733 memory: 2893 2023/02/15 21:43:19 - mmengine - INFO - Epoch(val) [3][200/545] eta: 0:01:13 time: 0.1904 data_time: 0.1107 memory: 2893 2023/02/15 21:43:40 - mmengine - INFO - Epoch(val) [3][300/545] eta: 0:00:52 time: 0.2315 data_time: 0.1518 memory: 2893 2023/02/15 21:44:00 - mmengine - INFO - Epoch(val) [3][400/545] eta: 0:00:30 time: 0.1697 data_time: 0.0898 memory: 2893 2023/02/15 21:44:21 - mmengine - INFO - Epoch(val) [3][500/545] eta: 0:00:09 time: 0.2324 data_time: 0.1526 memory: 2893 2023/02/15 21:44:32 - mmengine - INFO - Epoch(val) [3][545/545] acc/top1: 0.5774 acc/top5: 0.8236 acc/mean1: 0.5772 2023/02/15 21:44:32 - mmengine - INFO - The previous best checkpoint /mnt/petrelfs/lilin/Repos/mmact_dev/mmaction2/work_dirs/uniformer_train/uniformerv2-base-p16-res224_clip_u8_kinetics700-rgb/best_acc/top1_epoch_2.pth is removed 2023/02/15 21:44:34 - mmengine - INFO - The best checkpoint with 0.5774 acc/top1 at 3 epoch is saved to best_acc/top1_epoch_3.pth. 2023/02/15 21:46:54 - mmengine - INFO - Epoch(train) [4][ 100/2119] lr: 6.4846e-06 eta: 1 day, 15:45:43 time: 1.2898 data_time: 0.1603 memory: 52499 grad_norm: 61.7741 loss: 2.8631 top1_acc: 0.5625 top5_acc: 0.6562 loss_cls: 2.8631 2023/02/15 21:49:00 - mmengine - INFO - Epoch(train) [4][ 200/2119] lr: 6.5696e-06 eta: 1 day, 15:42:33 time: 1.2080 data_time: 0.0576 memory: 52499 grad_norm: 60.5887 loss: 2.7030 top1_acc: 0.3750 top5_acc: 0.7500 loss_cls: 2.7030 2023/02/15 21:51:10 - mmengine - INFO - Epoch(train) [4][ 300/2119] lr: 6.6545e-06 eta: 1 day, 15:40:28 time: 1.3556 data_time: 0.0392 memory: 52499 grad_norm: 60.4267 loss: 2.7840 top1_acc: 0.4375 top5_acc: 0.6250 loss_cls: 2.7840 2023/02/15 21:53:17 - mmengine - INFO - Epoch(train) [4][ 400/2119] lr: 6.7395e-06 eta: 1 day, 15:37:21 time: 1.2881 data_time: 0.0331 memory: 52499 grad_norm: 60.5522 loss: 2.6133 top1_acc: 0.5312 top5_acc: 0.8125 loss_cls: 2.6133 2023/02/15 21:55:23 - mmengine - INFO - Epoch(train) [4][ 500/2119] lr: 6.8244e-06 eta: 1 day, 15:34:13 time: 1.1775 data_time: 0.0365 memory: 52499 grad_norm: 59.3888 loss: 2.7824 top1_acc: 0.4688 top5_acc: 0.7812 loss_cls: 2.7824 2023/02/15 21:57:30 - mmengine - INFO - Epoch(train) [4][ 600/2119] lr: 6.9094e-06 eta: 1 day, 15:31:20 time: 1.2585 data_time: 0.0346 memory: 52499 grad_norm: 57.7924 loss: 2.7548 top1_acc: 0.4062 top5_acc: 0.6875 loss_cls: 2.7548 2023/02/15 21:58:28 - mmengine - INFO - Exp name: uniformerv2-base-p16-res224_clip_u8_kinetics700-rgb_20230215_191951 2023/02/15 21:59:41 - mmengine - INFO - Epoch(train) [4][ 700/2119] lr: 6.9943e-06 eta: 1 day, 15:29:27 time: 1.2848 data_time: 0.0360 memory: 52499 grad_norm: 57.7782 loss: 2.6111 top1_acc: 0.4062 top5_acc: 0.6562 loss_cls: 2.6111 2023/02/15 22:01:48 - mmengine - INFO - Epoch(train) [4][ 800/2119] lr: 7.0793e-06 eta: 1 day, 15:26:33 time: 1.2551 data_time: 0.0403 memory: 52499 grad_norm: 58.3248 loss: 2.7451 top1_acc: 0.3438 top5_acc: 0.6250 loss_cls: 2.7451 2023/02/15 22:03:55 - mmengine - INFO - Epoch(train) [4][ 900/2119] lr: 7.1642e-06 eta: 1 day, 15:23:40 time: 1.2291 data_time: 0.0375 memory: 52499 grad_norm: 56.5875 loss: 2.7089 top1_acc: 0.5000 top5_acc: 0.7188 loss_cls: 2.7089 2023/02/15 22:06:01 - mmengine - INFO - Epoch(train) [4][1000/2119] lr: 7.2492e-06 eta: 1 day, 15:20:25 time: 1.2010 data_time: 0.0305 memory: 52499 grad_norm: 55.7955 loss: 2.5626 top1_acc: 0.4375 top5_acc: 0.7500 loss_cls: 2.5626 2023/02/15 22:08:10 - mmengine - INFO - Epoch(train) [4][1100/2119] lr: 7.3342e-06 eta: 1 day, 15:18:15 time: 1.2826 data_time: 0.0378 memory: 52499 grad_norm: 56.7367 loss: 2.6526 top1_acc: 0.4375 top5_acc: 0.6562 loss_cls: 2.6526 2023/02/15 22:10:17 - mmengine - INFO - Epoch(train) [4][1200/2119] lr: 7.4191e-06 eta: 1 day, 15:15:26 time: 1.2729 data_time: 0.0323 memory: 52499 grad_norm: 55.4097 loss: 2.5344 top1_acc: 0.5312 top5_acc: 0.7500 loss_cls: 2.5344 2023/02/15 22:12:23 - mmengine - INFO - Epoch(train) [4][1300/2119] lr: 7.5041e-06 eta: 1 day, 15:12:16 time: 1.2242 data_time: 0.0350 memory: 52499 grad_norm: 55.4584 loss: 2.4641 top1_acc: 0.4062 top5_acc: 0.6562 loss_cls: 2.4641 2023/02/15 22:14:30 - mmengine - INFO - Epoch(train) [4][1400/2119] lr: 7.5890e-06 eta: 1 day, 15:09:40 time: 1.3260 data_time: 0.0289 memory: 52499 grad_norm: 54.0405 loss: 2.6753 top1_acc: 0.4688 top5_acc: 0.6562 loss_cls: 2.6753 2023/02/15 22:16:36 - mmengine - INFO - Epoch(train) [4][1500/2119] lr: 7.6740e-06 eta: 1 day, 15:06:40 time: 1.2284 data_time: 0.0334 memory: 52499 grad_norm: 52.3503 loss: 2.5770 top1_acc: 0.4062 top5_acc: 0.5938 loss_cls: 2.5770 2023/02/15 22:18:44 - mmengine - INFO - Epoch(train) [4][1600/2119] lr: 7.7589e-06 eta: 1 day, 15:04:03 time: 1.2786 data_time: 0.0314 memory: 52499 grad_norm: 52.3922 loss: 2.6217 top1_acc: 0.5000 top5_acc: 0.7500 loss_cls: 2.6217 2023/02/15 22:19:37 - mmengine - INFO - Exp name: uniformerv2-base-p16-res224_clip_u8_kinetics700-rgb_20230215_191951 2023/02/15 22:20:52 - mmengine - INFO - Epoch(train) [4][1700/2119] lr: 7.8439e-06 eta: 1 day, 15:01:34 time: 1.3134 data_time: 0.0322 memory: 52499 grad_norm: 51.5377 loss: 2.5771 top1_acc: 0.4062 top5_acc: 0.6250 loss_cls: 2.5771 2023/02/15 22:22:59 - mmengine - INFO - Epoch(train) [4][1800/2119] lr: 7.9288e-06 eta: 1 day, 14:58:53 time: 1.3078 data_time: 0.0305 memory: 52499 grad_norm: 50.9650 loss: 2.7028 top1_acc: 0.5312 top5_acc: 0.7500 loss_cls: 2.7028 2023/02/15 22:25:07 - mmengine - INFO - Epoch(train) [4][1900/2119] lr: 8.0138e-06 eta: 1 day, 14:56:19 time: 1.2800 data_time: 0.0321 memory: 52499 grad_norm: 51.2691 loss: 2.5033 top1_acc: 0.5625 top5_acc: 0.8125 loss_cls: 2.5033 2023/02/15 22:27:17 - mmengine - INFO - Epoch(train) [4][2000/2119] lr: 8.0987e-06 eta: 1 day, 14:54:15 time: 1.3201 data_time: 0.0381 memory: 52499 grad_norm: 52.1881 loss: 2.5742 top1_acc: 0.3750 top5_acc: 0.5625 loss_cls: 2.5742 2023/02/15 22:29:22 - mmengine - INFO - Epoch(train) [4][2100/2119] lr: 8.1837e-06 eta: 1 day, 14:51:16 time: 1.2390 data_time: 0.0350 memory: 52499 grad_norm: 49.1290 loss: 2.5706 top1_acc: 0.4375 top5_acc: 0.6875 loss_cls: 2.5706 2023/02/15 22:29:44 - mmengine - INFO - Exp name: uniformerv2-base-p16-res224_clip_u8_kinetics700-rgb_20230215_191951 2023/02/15 22:29:44 - mmengine - INFO - Epoch(train) [4][2119/2119] lr: 8.1998e-06 eta: 1 day, 14:50:10 time: 1.1215 data_time: 0.0242 memory: 52499 grad_norm: 50.5840 loss: 2.4305 top1_acc: 0.4737 top5_acc: 0.7895 loss_cls: 2.4305 2023/02/15 22:30:06 - mmengine - INFO - Epoch(val) [4][100/545] eta: 0:01:40 time: 0.2565 data_time: 0.1763 memory: 2893 2023/02/15 22:30:27 - mmengine - INFO - Epoch(val) [4][200/545] eta: 0:01:14 time: 0.2140 data_time: 0.1343 memory: 2893 2023/02/15 22:30:48 - mmengine - INFO - Epoch(val) [4][300/545] eta: 0:00:52 time: 0.2460 data_time: 0.1662 memory: 2893 2023/02/15 22:31:07 - mmengine - INFO - Epoch(val) [4][400/545] eta: 0:00:30 time: 0.1647 data_time: 0.0847 memory: 2893 2023/02/15 22:31:28 - mmengine - INFO - Epoch(val) [4][500/545] eta: 0:00:09 time: 0.1873 data_time: 0.1076 memory: 2893 2023/02/15 22:31:41 - mmengine - INFO - Epoch(val) [4][545/545] acc/top1: 0.6065 acc/top5: 0.8421 acc/mean1: 0.6063 2023/02/15 22:31:41 - mmengine - INFO - The previous best checkpoint /mnt/petrelfs/lilin/Repos/mmact_dev/mmaction2/work_dirs/uniformer_train/uniformerv2-base-p16-res224_clip_u8_kinetics700-rgb/best_acc/top1_epoch_3.pth is removed 2023/02/15 22:31:43 - mmengine - INFO - The best checkpoint with 0.6065 acc/top1 at 4 epoch is saved to best_acc/top1_epoch_4.pth. 2023/02/15 22:34:00 - mmengine - INFO - Epoch(train) [5][ 100/2119] lr: 8.2848e-06 eta: 1 day, 14:49:34 time: 1.2985 data_time: 0.0390 memory: 52499 grad_norm: 49.5548 loss: 2.3771 top1_acc: 0.4062 top5_acc: 0.7188 loss_cls: 2.3771 2023/02/15 22:36:10 - mmengine - INFO - Epoch(train) [5][ 200/2119] lr: 8.3697e-06 eta: 1 day, 14:47:29 time: 1.2840 data_time: 0.0283 memory: 52499 grad_norm: 48.6135 loss: 2.5193 top1_acc: 0.5625 top5_acc: 0.6875 loss_cls: 2.5193 2023/02/15 22:38:18 - mmengine - INFO - Epoch(train) [5][ 300/2119] lr: 8.4547e-06 eta: 1 day, 14:44:58 time: 1.2534 data_time: 0.0337 memory: 52499 grad_norm: 49.7563 loss: 2.3553 top1_acc: 0.4062 top5_acc: 0.6562 loss_cls: 2.3553 2023/02/15 22:40:25 - mmengine - INFO - Epoch(train) [5][ 400/2119] lr: 8.5396e-06 eta: 1 day, 14:42:25 time: 1.3120 data_time: 0.0294 memory: 52499 grad_norm: 47.9752 loss: 2.4966 top1_acc: 0.4062 top5_acc: 0.6250 loss_cls: 2.4966 2023/02/15 22:42:32 - mmengine - INFO - Epoch(train) [5][ 500/2119] lr: 8.6246e-06 eta: 1 day, 14:39:51 time: 1.2853 data_time: 0.0324 memory: 52499 grad_norm: 49.0362 loss: 2.4473 top1_acc: 0.4375 top5_acc: 0.7812 loss_cls: 2.4473 2023/02/15 22:43:03 - mmengine - INFO - Exp name: uniformerv2-base-p16-res224_clip_u8_kinetics700-rgb_20230215_191951 2023/02/15 22:44:39 - mmengine - INFO - Epoch(train) [5][ 600/2119] lr: 8.7096e-06 eta: 1 day, 14:37:06 time: 1.2602 data_time: 0.0304 memory: 52499 grad_norm: 48.8755 loss: 2.5580 top1_acc: 0.5000 top5_acc: 0.8125 loss_cls: 2.5580 2023/02/15 22:46:47 - mmengine - INFO - Epoch(train) [5][ 700/2119] lr: 8.7945e-06 eta: 1 day, 14:34:37 time: 1.2344 data_time: 0.0338 memory: 52499 grad_norm: 48.7276 loss: 2.6425 top1_acc: 0.4375 top5_acc: 0.5625 loss_cls: 2.6425 2023/02/15 22:48:54 - mmengine - INFO - Epoch(train) [5][ 800/2119] lr: 8.8795e-06 eta: 1 day, 14:32:04 time: 1.2957 data_time: 0.0323 memory: 52499 grad_norm: 46.9368 loss: 2.5607 top1_acc: 0.2812 top5_acc: 0.7188 loss_cls: 2.5607 2023/02/15 22:51:01 - mmengine - INFO - Epoch(train) [5][ 900/2119] lr: 8.9644e-06 eta: 1 day, 14:29:31 time: 1.2532 data_time: 0.0318 memory: 52499 grad_norm: 45.7254 loss: 2.4102 top1_acc: 0.4688 top5_acc: 0.6562 loss_cls: 2.4102 2023/02/15 22:53:10 - mmengine - INFO - Epoch(train) [5][1000/2119] lr: 9.0494e-06 eta: 1 day, 14:27:22 time: 1.3559 data_time: 0.0336 memory: 52499 grad_norm: 46.8000 loss: 2.4391 top1_acc: 0.5000 top5_acc: 0.6875 loss_cls: 2.4391 2023/02/15 22:55:17 - mmengine - INFO - Epoch(train) [5][1100/2119] lr: 9.1343e-06 eta: 1 day, 14:24:44 time: 1.2922 data_time: 0.0319 memory: 52499 grad_norm: 47.1048 loss: 2.6277 top1_acc: 0.4688 top5_acc: 0.6875 loss_cls: 2.6277 2023/02/15 22:57:26 - mmengine - INFO - Epoch(train) [5][1200/2119] lr: 9.2193e-06 eta: 1 day, 14:22:29 time: 1.3112 data_time: 0.0393 memory: 52499 grad_norm: 45.4980 loss: 2.3816 top1_acc: 0.5000 top5_acc: 0.8750 loss_cls: 2.3816 2023/02/15 22:59:33 - mmengine - INFO - Epoch(train) [5][1300/2119] lr: 9.3042e-06 eta: 1 day, 14:19:57 time: 1.2725 data_time: 0.0317 memory: 52499 grad_norm: 46.0927 loss: 2.5997 top1_acc: 0.5312 top5_acc: 0.8125 loss_cls: 2.5997 2023/02/15 23:01:40 - mmengine - INFO - Epoch(train) [5][1400/2119] lr: 9.3892e-06 eta: 1 day, 14:17:26 time: 1.2675 data_time: 0.0311 memory: 52499 grad_norm: 44.9642 loss: 2.5400 top1_acc: 0.6250 top5_acc: 0.8125 loss_cls: 2.5400 2023/02/15 23:03:47 - mmengine - INFO - Epoch(train) [5][1500/2119] lr: 9.4741e-06 eta: 1 day, 14:14:44 time: 1.1742 data_time: 0.0346 memory: 52499 grad_norm: 43.4068 loss: 2.3813 top1_acc: 0.5000 top5_acc: 0.6875 loss_cls: 2.3813 2023/02/15 23:04:18 - mmengine - INFO - Exp name: uniformerv2-base-p16-res224_clip_u8_kinetics700-rgb_20230215_191951 2023/02/15 23:05:55 - mmengine - INFO - Epoch(train) [5][1600/2119] lr: 9.5591e-06 eta: 1 day, 14:12:24 time: 1.2646 data_time: 0.0294 memory: 52499 grad_norm: 44.4613 loss: 2.4264 top1_acc: 0.6562 top5_acc: 0.8125 loss_cls: 2.4264 2023/02/15 23:08:03 - mmengine - INFO - Epoch(train) [5][1700/2119] lr: 9.6440e-06 eta: 1 day, 14:10:08 time: 1.2709 data_time: 0.0357 memory: 52499 grad_norm: 44.0338 loss: 2.4886 top1_acc: 0.4375 top5_acc: 0.7188 loss_cls: 2.4886 2023/02/15 23:10:11 - mmengine - INFO - Epoch(train) [5][1800/2119] lr: 9.7290e-06 eta: 1 day, 14:07:45 time: 1.3300 data_time: 0.0316 memory: 52499 grad_norm: 43.7936 loss: 2.3691 top1_acc: 0.4688 top5_acc: 0.7812 loss_cls: 2.3691 2023/02/15 23:12:18 - mmengine - INFO - Epoch(train) [5][1900/2119] lr: 9.8140e-06 eta: 1 day, 14:05:10 time: 1.3239 data_time: 0.0337 memory: 52499 grad_norm: 44.0336 loss: 2.4246 top1_acc: 0.4375 top5_acc: 0.7188 loss_cls: 2.4246 2023/02/15 23:14:27 - mmengine - INFO - Epoch(train) [5][2000/2119] lr: 9.8989e-06 eta: 1 day, 14:03:00 time: 1.3072 data_time: 0.0299 memory: 52499 grad_norm: 43.5496 loss: 2.4800 top1_acc: 0.4375 top5_acc: 0.5938 loss_cls: 2.4800 2023/02/15 23:16:34 - mmengine - INFO - Epoch(train) [5][2100/2119] lr: 9.9839e-06 eta: 1 day, 14:00:35 time: 1.2149 data_time: 0.0331 memory: 52499 grad_norm: 42.0477 loss: 2.5040 top1_acc: 0.4375 top5_acc: 0.8125 loss_cls: 2.5040 2023/02/15 23:17:03 - mmengine - INFO - Exp name: uniformerv2-base-p16-res224_clip_u8_kinetics700-rgb_20230215_191951 2023/02/15 23:17:03 - mmengine - INFO - Epoch(train) [5][2119/2119] lr: 1.0000e-05 eta: 1 day, 14:00:54 time: 1.4990 data_time: 0.0245 memory: 52499 grad_norm: 43.8490 loss: 2.2833 top1_acc: 0.4737 top5_acc: 0.7368 loss_cls: 2.2833 2023/02/15 23:17:26 - mmengine - INFO - Epoch(val) [5][100/545] eta: 0:01:40 time: 0.2592 data_time: 0.1793 memory: 2893 2023/02/15 23:17:46 - mmengine - INFO - Epoch(val) [5][200/545] eta: 0:01:13 time: 0.1884 data_time: 0.1086 memory: 2893 2023/02/15 23:18:07 - mmengine - INFO - Epoch(val) [5][300/545] eta: 0:00:52 time: 0.2369 data_time: 0.1576 memory: 2893 2023/02/15 23:18:27 - mmengine - INFO - Epoch(val) [5][400/545] eta: 0:00:30 time: 0.1802 data_time: 0.0999 memory: 2893 2023/02/15 23:18:48 - mmengine - INFO - Epoch(val) [5][500/545] eta: 0:00:09 time: 0.2142 data_time: 0.1344 memory: 2893 2023/02/15 23:19:01 - mmengine - INFO - Epoch(val) [5][545/545] acc/top1: 0.6249 acc/top5: 0.8500 acc/mean1: 0.6247 2023/02/15 23:19:01 - mmengine - INFO - The previous best checkpoint /mnt/petrelfs/lilin/Repos/mmact_dev/mmaction2/work_dirs/uniformer_train/uniformerv2-base-p16-res224_clip_u8_kinetics700-rgb/best_acc/top1_epoch_4.pth is removed 2023/02/15 23:19:03 - mmengine - INFO - The best checkpoint with 0.6249 acc/top1 at 5 epoch is saved to best_acc/top1_epoch_5.pth. 2023/02/15 23:21:22 - mmengine - INFO - Epoch(train) [6][ 100/2119] lr: 1.0000e-05 eta: 1 day, 14:00:16 time: 1.2413 data_time: 0.0914 memory: 52499 grad_norm: 42.5822 loss: 2.1969 top1_acc: 0.5312 top5_acc: 0.8125 loss_cls: 2.1969 2023/02/15 23:23:29 - mmengine - INFO - Epoch(train) [6][ 200/2119] lr: 9.9999e-06 eta: 1 day, 13:57:52 time: 1.2192 data_time: 0.0315 memory: 52499 grad_norm: 42.1840 loss: 2.4066 top1_acc: 0.4375 top5_acc: 0.6875 loss_cls: 2.4066 2023/02/15 23:25:39 - mmengine - INFO - Epoch(train) [6][ 300/2119] lr: 9.9998e-06 eta: 1 day, 13:55:46 time: 1.3834 data_time: 0.0351 memory: 52499 grad_norm: 43.6874 loss: 2.3624 top1_acc: 0.5312 top5_acc: 0.7188 loss_cls: 2.3624 2023/02/15 23:27:45 - mmengine - INFO - Epoch(train) [6][ 400/2119] lr: 9.9997e-06 eta: 1 day, 13:53:09 time: 1.3236 data_time: 0.0339 memory: 52499 grad_norm: 42.1843 loss: 2.3865 top1_acc: 0.5312 top5_acc: 0.7500 loss_cls: 2.3865 2023/02/15 23:27:52 - mmengine - INFO - Exp name: uniformerv2-base-p16-res224_clip_u8_kinetics700-rgb_20230215_191951 2023/02/15 23:29:50 - mmengine - INFO - Epoch(train) [6][ 500/2119] lr: 9.9995e-06 eta: 1 day, 13:50:16 time: 1.1905 data_time: 0.0355 memory: 52499 grad_norm: 42.6612 loss: 2.3485 top1_acc: 0.5625 top5_acc: 0.7188 loss_cls: 2.3485 2023/02/15 23:31:58 - mmengine - INFO - Epoch(train) [6][ 600/2119] lr: 9.9993e-06 eta: 1 day, 13:47:57 time: 1.2879 data_time: 0.0743 memory: 52499 grad_norm: 42.9974 loss: 2.4567 top1_acc: 0.5312 top5_acc: 0.7812 loss_cls: 2.4567 2023/02/15 23:34:05 - mmengine - INFO - Epoch(train) [6][ 700/2119] lr: 9.9990e-06 eta: 1 day, 13:45:28 time: 1.2885 data_time: 0.0355 memory: 52499 grad_norm: 40.4376 loss: 2.3439 top1_acc: 0.5625 top5_acc: 0.7500 loss_cls: 2.3439 2023/02/15 23:36:15 - mmengine - INFO - Epoch(train) [6][ 800/2119] lr: 9.9987e-06 eta: 1 day, 13:43:24 time: 1.2297 data_time: 0.0344 memory: 52499 grad_norm: 43.6335 loss: 2.4849 top1_acc: 0.4375 top5_acc: 0.7500 loss_cls: 2.4849 2023/02/15 23:38:21 - mmengine - INFO - Epoch(train) [6][ 900/2119] lr: 9.9984e-06 eta: 1 day, 13:40:48 time: 1.2704 data_time: 0.1250 memory: 52499 grad_norm: 41.5765 loss: 2.3315 top1_acc: 0.4375 top5_acc: 0.5938 loss_cls: 2.3315 2023/02/15 23:40:30 - mmengine - INFO - Epoch(train) [6][1000/2119] lr: 9.9980e-06 eta: 1 day, 13:38:33 time: 1.2720 data_time: 0.0302 memory: 52499 grad_norm: 39.9097 loss: 2.2608 top1_acc: 0.4688 top5_acc: 0.7500 loss_cls: 2.2608 2023/02/15 23:42:39 - mmengine - INFO - Epoch(train) [6][1100/2119] lr: 9.9976e-06 eta: 1 day, 13:36:26 time: 1.3189 data_time: 0.0341 memory: 52499 grad_norm: 41.3146 loss: 2.3058 top1_acc: 0.5938 top5_acc: 0.7500 loss_cls: 2.3058 2023/02/15 23:44:45 - mmengine - INFO - Epoch(train) [6][1200/2119] lr: 9.9972e-06 eta: 1 day, 13:33:51 time: 1.2812 data_time: 0.0308 memory: 52499 grad_norm: 40.8760 loss: 2.2093 top1_acc: 0.5000 top5_acc: 0.6875 loss_cls: 2.2093 2023/02/15 23:46:50 - mmengine - INFO - Epoch(train) [6][1300/2119] lr: 9.9967e-06 eta: 1 day, 13:31:03 time: 1.2243 data_time: 0.0328 memory: 52499 grad_norm: 41.1769 loss: 2.4441 top1_acc: 0.4688 top5_acc: 0.5625 loss_cls: 2.4441 2023/02/15 23:49:01 - mmengine - INFO - Epoch(train) [6][1400/2119] lr: 9.9961e-06 eta: 1 day, 13:29:09 time: 1.3617 data_time: 0.0354 memory: 52499 grad_norm: 40.4814 loss: 2.4170 top1_acc: 0.5000 top5_acc: 0.7188 loss_cls: 2.4170 2023/02/15 23:49:07 - mmengine - INFO - Exp name: uniformerv2-base-p16-res224_clip_u8_kinetics700-rgb_20230215_191951 2023/02/15 23:51:06 - mmengine - INFO - Epoch(train) [6][1500/2119] lr: 9.9956e-06 eta: 1 day, 13:26:28 time: 1.2838 data_time: 0.0335 memory: 52499 grad_norm: 39.6246 loss: 2.3077 top1_acc: 0.5625 top5_acc: 0.7500 loss_cls: 2.3077 2023/02/15 23:53:12 - mmengine - INFO - Epoch(train) [6][1600/2119] lr: 9.9949e-06 eta: 1 day, 13:23:53 time: 1.1891 data_time: 0.0310 memory: 52499 grad_norm: 40.1074 loss: 2.1673 top1_acc: 0.5312 top5_acc: 0.8125 loss_cls: 2.1673 2023/02/15 23:55:19 - mmengine - INFO - Epoch(train) [6][1700/2119] lr: 9.9943e-06 eta: 1 day, 13:21:29 time: 1.2994 data_time: 0.0347 memory: 52499 grad_norm: 39.9780 loss: 2.2997 top1_acc: 0.5312 top5_acc: 0.7188 loss_cls: 2.2997 2023/02/15 23:57:27 - mmengine - INFO - Epoch(train) [6][1800/2119] lr: 9.9936e-06 eta: 1 day, 13:19:13 time: 1.2931 data_time: 0.0307 memory: 52499 grad_norm: 39.1590 loss: 2.3597 top1_acc: 0.5000 top5_acc: 0.8438 loss_cls: 2.3597 2023/02/15 23:59:32 - mmengine - INFO - Epoch(train) [6][1900/2119] lr: 9.9929e-06 eta: 1 day, 13:16:24 time: 1.2507 data_time: 0.0355 memory: 52499 grad_norm: 38.9353 loss: 2.3124 top1_acc: 0.4688 top5_acc: 0.6875 loss_cls: 2.3124 2023/02/16 00:01:41 - mmengine - INFO - Epoch(train) [6][2000/2119] lr: 9.9921e-06 eta: 1 day, 13:14:23 time: 1.2283 data_time: 0.0350 memory: 52499 grad_norm: 42.6717 loss: 2.2307 top1_acc: 0.6562 top5_acc: 0.8125 loss_cls: 2.2307 2023/02/16 00:03:49 - mmengine - INFO - Epoch(train) [6][2100/2119] lr: 9.9913e-06 eta: 1 day, 13:12:05 time: 1.3488 data_time: 0.0344 memory: 52499 grad_norm: 39.2089 loss: 2.2676 top1_acc: 0.5938 top5_acc: 0.8438 loss_cls: 2.2676 2023/02/16 00:04:11 - mmengine - INFO - Exp name: uniformerv2-base-p16-res224_clip_u8_kinetics700-rgb_20230215_191951 2023/02/16 00:04:11 - mmengine - INFO - Epoch(train) [6][2119/2119] lr: 9.9911e-06 eta: 1 day, 13:11:13 time: 1.1165 data_time: 0.0230 memory: 52499 grad_norm: 39.6860 loss: 2.2793 top1_acc: 0.6316 top5_acc: 0.9474 loss_cls: 2.2793 2023/02/16 00:04:11 - mmengine - INFO - Saving checkpoint at 6 epochs 2023/02/16 00:04:38 - mmengine - INFO - Epoch(val) [6][100/545] eta: 0:01:41 time: 0.2659 data_time: 0.1859 memory: 2893 2023/02/16 00:04:58 - mmengine - INFO - Epoch(val) [6][200/545] eta: 0:01:14 time: 0.2113 data_time: 0.1317 memory: 2893 2023/02/16 00:05:19 - mmengine - INFO - Epoch(val) [6][300/545] eta: 0:00:52 time: 0.2434 data_time: 0.1632 memory: 2893 2023/02/16 00:05:39 - mmengine - INFO - Epoch(val) [6][400/545] eta: 0:00:30 time: 0.1572 data_time: 0.0777 memory: 2893 2023/02/16 00:06:00 - mmengine - INFO - Epoch(val) [6][500/545] eta: 0:00:09 time: 0.2356 data_time: 0.1559 memory: 2893 2023/02/16 00:06:11 - mmengine - INFO - Epoch(val) [6][545/545] acc/top1: 0.6373 acc/top5: 0.8596 acc/mean1: 0.6371 2023/02/16 00:06:11 - mmengine - INFO - The previous best checkpoint /mnt/petrelfs/lilin/Repos/mmact_dev/mmaction2/work_dirs/uniformer_train/uniformerv2-base-p16-res224_clip_u8_kinetics700-rgb/best_acc/top1_epoch_5.pth is removed 2023/02/16 00:06:13 - mmengine - INFO - The best checkpoint with 0.6373 acc/top1 at 6 epoch is saved to best_acc/top1_epoch_6.pth. 2023/02/16 00:08:30 - mmengine - INFO - Epoch(train) [7][ 100/2119] lr: 9.9903e-06 eta: 1 day, 13:10:12 time: 1.2738 data_time: 0.0444 memory: 52499 grad_norm: 38.6616 loss: 2.2226 top1_acc: 0.5938 top5_acc: 0.7812 loss_cls: 2.2226 2023/02/16 00:10:38 - mmengine - INFO - Epoch(train) [7][ 200/2119] lr: 9.9894e-06 eta: 1 day, 13:07:50 time: 1.2583 data_time: 0.0345 memory: 52499 grad_norm: 39.8798 loss: 2.2778 top1_acc: 0.5000 top5_acc: 0.6875 loss_cls: 2.2778 2023/02/16 00:12:29 - mmengine - INFO - Exp name: uniformerv2-base-p16-res224_clip_u8_kinetics700-rgb_20230215_191951 2023/02/16 00:12:48 - mmengine - INFO - Epoch(train) [7][ 300/2119] lr: 9.9884e-06 eta: 1 day, 13:05:48 time: 1.3593 data_time: 0.0323 memory: 52499 grad_norm: 39.9913 loss: 2.2937 top1_acc: 0.5312 top5_acc: 0.7500 loss_cls: 2.2937 2023/02/16 00:14:54 - mmengine - INFO - Epoch(train) [7][ 400/2119] lr: 9.9875e-06 eta: 1 day, 13:03:16 time: 1.2670 data_time: 0.0323 memory: 52499 grad_norm: 39.0723 loss: 2.1322 top1_acc: 0.4375 top5_acc: 0.7500 loss_cls: 2.1322 2023/02/16 00:17:03 - mmengine - INFO - Epoch(train) [7][ 500/2119] lr: 9.9864e-06 eta: 1 day, 13:01:12 time: 1.2873 data_time: 0.0343 memory: 52499 grad_norm: 39.5223 loss: 2.1322 top1_acc: 0.4375 top5_acc: 0.7500 loss_cls: 2.1322 2023/02/16 00:19:08 - mmengine - INFO - Epoch(train) [7][ 600/2119] lr: 9.9854e-06 eta: 1 day, 12:58:31 time: 1.2113 data_time: 0.0304 memory: 52499 grad_norm: 39.1459 loss: 2.0524 top1_acc: 0.4688 top5_acc: 0.7188 loss_cls: 2.0524 2023/02/16 00:21:15 - mmengine - INFO - Epoch(train) [7][ 700/2119] lr: 9.9843e-06 eta: 1 day, 12:56:06 time: 1.2131 data_time: 0.0382 memory: 52499 grad_norm: 38.6327 loss: 2.4401 top1_acc: 0.4375 top5_acc: 0.6250 loss_cls: 2.4401 2023/02/16 00:23:25 - mmengine - INFO - Epoch(train) [7][ 800/2119] lr: 9.9832e-06 eta: 1 day, 12:54:02 time: 1.3040 data_time: 0.0310 memory: 52499 grad_norm: 38.8457 loss: 2.2463 top1_acc: 0.5938 top5_acc: 0.9062 loss_cls: 2.2463 2023/02/16 00:25:34 - mmengine - INFO - Epoch(train) [7][ 900/2119] lr: 9.9820e-06 eta: 1 day, 12:51:58 time: 1.2662 data_time: 0.0377 memory: 52499 grad_norm: 39.4899 loss: 2.1135 top1_acc: 0.4375 top5_acc: 0.7188 loss_cls: 2.1135 2023/02/16 00:27:41 - mmengine - INFO - Epoch(train) [7][1000/2119] lr: 9.9808e-06 eta: 1 day, 12:49:31 time: 1.2813 data_time: 0.0416 memory: 52499 grad_norm: 39.1213 loss: 2.0758 top1_acc: 0.5312 top5_acc: 0.7500 loss_cls: 2.0758 2023/02/16 00:29:47 - mmengine - INFO - Epoch(train) [7][1100/2119] lr: 9.9795e-06 eta: 1 day, 12:47:05 time: 1.2611 data_time: 0.0331 memory: 52499 grad_norm: 39.5538 loss: 2.1350 top1_acc: 0.6250 top5_acc: 0.8438 loss_cls: 2.1350 2023/02/16 00:31:54 - mmengine - INFO - Epoch(train) [7][1200/2119] lr: 9.9782e-06 eta: 1 day, 12:44:42 time: 1.2854 data_time: 0.0295 memory: 52499 grad_norm: 37.2489 loss: 2.1169 top1_acc: 0.5000 top5_acc: 0.8750 loss_cls: 2.1169 2023/02/16 00:33:43 - mmengine - INFO - Exp name: uniformerv2-base-p16-res224_clip_u8_kinetics700-rgb_20230215_191951 2023/02/16 00:34:01 - mmengine - INFO - Epoch(train) [7][1300/2119] lr: 9.9769e-06 eta: 1 day, 12:42:18 time: 1.2356 data_time: 0.0570 memory: 52499 grad_norm: 36.4544 loss: 2.1094 top1_acc: 0.4375 top5_acc: 0.8438 loss_cls: 2.1094 2023/02/16 00:36:10 - mmengine - INFO - Epoch(train) [7][1400/2119] lr: 9.9755e-06 eta: 1 day, 12:40:07 time: 1.2861 data_time: 0.0392 memory: 52499 grad_norm: 38.6761 loss: 2.2043 top1_acc: 0.5000 top5_acc: 0.7812 loss_cls: 2.2043 2023/02/16 00:38:18 - mmengine - INFO - Epoch(train) [7][1500/2119] lr: 9.9741e-06 eta: 1 day, 12:37:51 time: 1.2361 data_time: 0.0338 memory: 52499 grad_norm: 37.1446 loss: 2.1696 top1_acc: 0.5312 top5_acc: 0.7812 loss_cls: 2.1696 2023/02/16 00:40:25 - mmengine - INFO - Epoch(train) [7][1600/2119] lr: 9.9727e-06 eta: 1 day, 12:35:31 time: 1.2955 data_time: 0.0303 memory: 52499 grad_norm: 37.0986 loss: 2.1639 top1_acc: 0.4375 top5_acc: 0.7812 loss_cls: 2.1639 2023/02/16 00:42:34 - mmengine - INFO - Epoch(train) [7][1700/2119] lr: 9.9712e-06 eta: 1 day, 12:33:21 time: 1.2757 data_time: 0.0330 memory: 52499 grad_norm: 37.0702 loss: 2.3805 top1_acc: 0.5000 top5_acc: 0.8125 loss_cls: 2.3805 2023/02/16 00:44:42 - mmengine - INFO - Epoch(train) [7][1800/2119] lr: 9.9697e-06 eta: 1 day, 12:31:11 time: 1.3174 data_time: 0.0296 memory: 52499 grad_norm: 36.0815 loss: 2.1709 top1_acc: 0.5625 top5_acc: 0.8125 loss_cls: 2.1709 2023/02/16 00:46:50 - mmengine - INFO - Epoch(train) [7][1900/2119] lr: 9.9681e-06 eta: 1 day, 12:28:51 time: 1.2574 data_time: 0.0357 memory: 52499 grad_norm: 37.4754 loss: 2.1605 top1_acc: 0.5000 top5_acc: 0.7188 loss_cls: 2.1605 2023/02/16 00:48:59 - mmengine - INFO - Epoch(train) [7][2000/2119] lr: 9.9665e-06 eta: 1 day, 12:26:47 time: 1.3185 data_time: 0.0390 memory: 52499 grad_norm: 37.6620 loss: 2.1748 top1_acc: 0.6562 top5_acc: 0.8125 loss_cls: 2.1748 2023/02/16 00:51:04 - mmengine - INFO - Epoch(train) [7][2100/2119] lr: 9.9648e-06 eta: 1 day, 12:24:12 time: 1.2091 data_time: 0.0337 memory: 52499 grad_norm: 38.2140 loss: 2.1804 top1_acc: 0.6250 top5_acc: 0.7812 loss_cls: 2.1804 2023/02/16 00:51:27 - mmengine - INFO - Exp name: uniformerv2-base-p16-res224_clip_u8_kinetics700-rgb_20230215_191951 2023/02/16 00:51:27 - mmengine - INFO - Epoch(train) [7][2119/2119] lr: 9.9645e-06 eta: 1 day, 12:23:35 time: 1.1882 data_time: 0.0303 memory: 52499 grad_norm: 38.2281 loss: 2.1955 top1_acc: 0.4737 top5_acc: 0.6316 loss_cls: 2.1955 2023/02/16 00:51:49 - mmengine - INFO - Epoch(val) [7][100/545] eta: 0:01:39 time: 0.2483 data_time: 0.1678 memory: 2893 2023/02/16 00:52:09 - mmengine - INFO - Epoch(val) [7][200/545] eta: 0:01:13 time: 0.2057 data_time: 0.1259 memory: 2893 2023/02/16 00:52:31 - mmengine - INFO - Epoch(val) [7][300/545] eta: 0:00:51 time: 0.2385 data_time: 0.1588 memory: 2893 2023/02/16 00:52:50 - mmengine - INFO - Epoch(val) [7][400/545] eta: 0:00:30 time: 0.1670 data_time: 0.0874 memory: 2893 2023/02/16 00:53:11 - mmengine - INFO - Epoch(val) [7][500/545] eta: 0:00:09 time: 0.1937 data_time: 0.1143 memory: 2893 2023/02/16 00:53:25 - mmengine - INFO - Epoch(val) [7][545/545] acc/top1: 0.6530 acc/top5: 0.8702 acc/mean1: 0.6530 2023/02/16 00:53:25 - mmengine - INFO - The previous best checkpoint /mnt/petrelfs/lilin/Repos/mmact_dev/mmaction2/work_dirs/uniformer_train/uniformerv2-base-p16-res224_clip_u8_kinetics700-rgb/best_acc/top1_epoch_6.pth is removed 2023/02/16 00:53:27 - mmengine - INFO - The best checkpoint with 0.6530 acc/top1 at 7 epoch is saved to best_acc/top1_epoch_7.pth. 2023/02/16 00:55:45 - mmengine - INFO - Epoch(train) [8][ 100/2119] lr: 9.9628e-06 eta: 1 day, 12:22:32 time: 1.2492 data_time: 0.1439 memory: 52499 grad_norm: 37.3494 loss: 2.0879 top1_acc: 0.5000 top5_acc: 0.8125 loss_cls: 2.0879 2023/02/16 00:57:10 - mmengine - INFO - Exp name: uniformerv2-base-p16-res224_clip_u8_kinetics700-rgb_20230215_191951 2023/02/16 00:57:51 - mmengine - INFO - Epoch(train) [8][ 200/2119] lr: 9.9611e-06 eta: 1 day, 12:20:04 time: 1.2433 data_time: 0.0302 memory: 52499 grad_norm: 37.3734 loss: 2.1170 top1_acc: 0.4375 top5_acc: 0.7812 loss_cls: 2.1170 2023/02/16 01:00:01 - mmengine - INFO - Epoch(train) [8][ 300/2119] lr: 9.9593e-06 eta: 1 day, 12:17:57 time: 1.2905 data_time: 0.0365 memory: 52499 grad_norm: 36.1604 loss: 2.0680 top1_acc: 0.4062 top5_acc: 0.7500 loss_cls: 2.0680 2023/02/16 01:02:08 - mmengine - INFO - Epoch(train) [8][ 400/2119] lr: 9.9575e-06 eta: 1 day, 12:15:37 time: 1.2417 data_time: 0.0304 memory: 52499 grad_norm: 37.5463 loss: 2.0615 top1_acc: 0.5938 top5_acc: 0.7188 loss_cls: 2.0615 2023/02/16 01:04:17 - mmengine - INFO - Epoch(train) [8][ 500/2119] lr: 9.9557e-06 eta: 1 day, 12:13:29 time: 1.3125 data_time: 0.0362 memory: 52499 grad_norm: 36.5824 loss: 2.1789 top1_acc: 0.3750 top5_acc: 0.7500 loss_cls: 2.1789 2023/02/16 01:06:23 - mmengine - INFO - Epoch(train) [8][ 600/2119] lr: 9.9538e-06 eta: 1 day, 12:11:03 time: 1.2039 data_time: 0.0282 memory: 52499 grad_norm: 37.5643 loss: 2.0743 top1_acc: 0.5938 top5_acc: 0.8125 loss_cls: 2.0743 2023/02/16 01:08:32 - mmengine - INFO - Epoch(train) [8][ 700/2119] lr: 9.9519e-06 eta: 1 day, 12:08:56 time: 1.2977 data_time: 0.0382 memory: 52499 grad_norm: 36.9121 loss: 2.0823 top1_acc: 0.5938 top5_acc: 0.7812 loss_cls: 2.0823 2023/02/16 01:10:38 - mmengine - INFO - Epoch(train) [8][ 800/2119] lr: 9.9499e-06 eta: 1 day, 12:06:27 time: 1.2072 data_time: 0.0316 memory: 52499 grad_norm: 36.4222 loss: 2.0914 top1_acc: 0.4688 top5_acc: 0.7188 loss_cls: 2.0914 2023/02/16 01:12:45 - mmengine - INFO - Epoch(train) [8][ 900/2119] lr: 9.9479e-06 eta: 1 day, 12:04:11 time: 1.3266 data_time: 0.0329 memory: 52499 grad_norm: 36.9239 loss: 2.0273 top1_acc: 0.6250 top5_acc: 0.8125 loss_cls: 2.0273 2023/02/16 01:14:54 - mmengine - INFO - Epoch(train) [8][1000/2119] lr: 9.9459e-06 eta: 1 day, 12:02:01 time: 1.2958 data_time: 0.0346 memory: 52499 grad_norm: 37.1296 loss: 2.0625 top1_acc: 0.6562 top5_acc: 0.8750 loss_cls: 2.0625 2023/02/16 01:17:00 - mmengine - INFO - Epoch(train) [8][1100/2119] lr: 9.9438e-06 eta: 1 day, 11:59:32 time: 1.2967 data_time: 0.0323 memory: 52499 grad_norm: 36.6857 loss: 2.0665 top1_acc: 0.4375 top5_acc: 0.7812 loss_cls: 2.0665 2023/02/16 01:18:25 - mmengine - INFO - Exp name: uniformerv2-base-p16-res224_clip_u8_kinetics700-rgb_20230215_191951 2023/02/16 01:19:09 - mmengine - INFO - Epoch(train) [8][1200/2119] lr: 9.9416e-06 eta: 1 day, 11:57:28 time: 1.4196 data_time: 0.0323 memory: 52499 grad_norm: 36.1640 loss: 2.0742 top1_acc: 0.5000 top5_acc: 0.7188 loss_cls: 2.0742 2023/02/16 01:21:13 - mmengine - INFO - Epoch(train) [8][1300/2119] lr: 9.9395e-06 eta: 1 day, 11:54:50 time: 1.1851 data_time: 0.0332 memory: 52499 grad_norm: 37.6016 loss: 2.0144 top1_acc: 0.7188 top5_acc: 0.8438 loss_cls: 2.0144 2023/02/16 01:23:22 - mmengine - INFO - Epoch(train) [8][1400/2119] lr: 9.9373e-06 eta: 1 day, 11:52:37 time: 1.2768 data_time: 0.0301 memory: 52499 grad_norm: 37.3170 loss: 1.9688 top1_acc: 0.6250 top5_acc: 0.7188 loss_cls: 1.9688 2023/02/16 01:25:28 - mmengine - INFO - Epoch(train) [8][1500/2119] lr: 9.9350e-06 eta: 1 day, 11:50:16 time: 1.1572 data_time: 0.0381 memory: 52499 grad_norm: 35.8468 loss: 2.1485 top1_acc: 0.3750 top5_acc: 0.6875 loss_cls: 2.1485 2023/02/16 01:27:35 - mmengine - INFO - Epoch(train) [8][1600/2119] lr: 9.9328e-06 eta: 1 day, 11:47:54 time: 1.2871 data_time: 0.0354 memory: 52499 grad_norm: 35.3539 loss: 1.9286 top1_acc: 0.5938 top5_acc: 0.6875 loss_cls: 1.9286 2023/02/16 01:29:42 - mmengine - INFO - Epoch(train) [8][1700/2119] lr: 9.9305e-06 eta: 1 day, 11:45:35 time: 1.3095 data_time: 0.0345 memory: 52499 grad_norm: 36.0466 loss: 2.0303 top1_acc: 0.6250 top5_acc: 0.8438 loss_cls: 2.0303 2023/02/16 01:31:51 - mmengine - INFO - Epoch(train) [8][1800/2119] lr: 9.9281e-06 eta: 1 day, 11:43:30 time: 1.2876 data_time: 0.0315 memory: 52499 grad_norm: 33.8665 loss: 2.0871 top1_acc: 0.5938 top5_acc: 0.7812 loss_cls: 2.0871 2023/02/16 01:33:59 - mmengine - INFO - Epoch(train) [8][1900/2119] lr: 9.9257e-06 eta: 1 day, 11:41:13 time: 1.2623 data_time: 0.0307 memory: 52499 grad_norm: 35.8353 loss: 1.9867 top1_acc: 0.5000 top5_acc: 0.8438 loss_cls: 1.9867 2023/02/16 01:36:08 - mmengine - INFO - Epoch(train) [8][2000/2119] lr: 9.9233e-06 eta: 1 day, 11:39:10 time: 1.3022 data_time: 0.0330 memory: 52499 grad_norm: 34.9660 loss: 1.9989 top1_acc: 0.5312 top5_acc: 0.6875 loss_cls: 1.9989 2023/02/16 01:38:16 - mmengine - INFO - Epoch(train) [8][2100/2119] lr: 9.9208e-06 eta: 1 day, 11:36:54 time: 1.1611 data_time: 0.0314 memory: 52499 grad_norm: 35.2252 loss: 2.1520 top1_acc: 0.5625 top5_acc: 0.6562 loss_cls: 2.1520 2023/02/16 01:38:37 - mmengine - INFO - Exp name: uniformerv2-base-p16-res224_clip_u8_kinetics700-rgb_20230215_191951 2023/02/16 01:38:37 - mmengine - INFO - Epoch(train) [8][2119/2119] lr: 9.9203e-06 eta: 1 day, 11:36:08 time: 1.0938 data_time: 0.0259 memory: 52499 grad_norm: 36.3956 loss: 2.1141 top1_acc: 0.3684 top5_acc: 0.5789 loss_cls: 2.1141 2023/02/16 01:38:59 - mmengine - INFO - Epoch(val) [8][100/545] eta: 0:01:40 time: 0.2602 data_time: 0.1811 memory: 2893 2023/02/16 01:39:20 - mmengine - INFO - Epoch(val) [8][200/545] eta: 0:01:14 time: 0.2250 data_time: 0.1444 memory: 2893 2023/02/16 01:39:40 - mmengine - INFO - Epoch(val) [8][300/545] eta: 0:00:52 time: 0.2301 data_time: 0.1494 memory: 2893 2023/02/16 01:40:00 - mmengine - INFO - Epoch(val) [8][400/545] eta: 0:00:30 time: 0.1595 data_time: 0.0793 memory: 2893 2023/02/16 01:40:21 - mmengine - INFO - Epoch(val) [8][500/545] eta: 0:00:09 time: 0.1933 data_time: 0.1129 memory: 2893 2023/02/16 01:40:35 - mmengine - INFO - Epoch(val) [8][545/545] acc/top1: 0.6599 acc/top5: 0.8734 acc/mean1: 0.6598 2023/02/16 01:40:35 - mmengine - INFO - The previous best checkpoint /mnt/petrelfs/lilin/Repos/mmact_dev/mmaction2/work_dirs/uniformer_train/uniformerv2-base-p16-res224_clip_u8_kinetics700-rgb/best_acc/top1_epoch_7.pth is removed 2023/02/16 01:40:37 - mmengine - INFO - The best checkpoint with 0.6599 acc/top1 at 8 epoch is saved to best_acc/top1_epoch_8.pth. 2023/02/16 01:41:46 - mmengine - INFO - Exp name: uniformerv2-base-p16-res224_clip_u8_kinetics700-rgb_20230215_191951 2023/02/16 01:42:55 - mmengine - INFO - Epoch(train) [9][ 100/2119] lr: 9.9178e-06 eta: 1 day, 11:34:54 time: 1.2973 data_time: 0.0409 memory: 52499 grad_norm: 35.5053 loss: 2.0313 top1_acc: 0.4688 top5_acc: 0.8438 loss_cls: 2.0313 2023/02/16 01:45:04 - mmengine - INFO - Epoch(train) [9][ 200/2119] lr: 9.9152e-06 eta: 1 day, 11:32:47 time: 1.1995 data_time: 0.0305 memory: 52499 grad_norm: 34.7075 loss: 1.9572 top1_acc: 0.7188 top5_acc: 0.8750 loss_cls: 1.9572 2023/02/16 01:47:11 - mmengine - INFO - Epoch(train) [9][ 300/2119] lr: 9.9126e-06 eta: 1 day, 11:30:26 time: 1.3336 data_time: 0.0581 memory: 52499 grad_norm: 35.2683 loss: 1.9191 top1_acc: 0.5938 top5_acc: 0.6250 loss_cls: 1.9191 2023/02/16 01:49:17 - mmengine - INFO - Epoch(train) [9][ 400/2119] lr: 9.9100e-06 eta: 1 day, 11:28:07 time: 1.2047 data_time: 0.0309 memory: 52499 grad_norm: 35.7518 loss: 2.0454 top1_acc: 0.5312 top5_acc: 0.6875 loss_cls: 2.0454 2023/02/16 01:51:25 - mmengine - INFO - Epoch(train) [9][ 500/2119] lr: 9.9073e-06 eta: 1 day, 11:25:53 time: 1.2949 data_time: 0.0364 memory: 52499 grad_norm: 35.5485 loss: 2.0113 top1_acc: 0.5000 top5_acc: 0.7500 loss_cls: 2.0113 2023/02/16 01:53:34 - mmengine - INFO - Epoch(train) [9][ 600/2119] lr: 9.9046e-06 eta: 1 day, 11:23:43 time: 1.2682 data_time: 0.0326 memory: 52499 grad_norm: 35.2679 loss: 1.9374 top1_acc: 0.6250 top5_acc: 0.7500 loss_cls: 1.9374 2023/02/16 01:55:42 - mmengine - INFO - Epoch(train) [9][ 700/2119] lr: 9.9019e-06 eta: 1 day, 11:21:33 time: 1.2633 data_time: 0.0330 memory: 52499 grad_norm: 35.8761 loss: 1.9672 top1_acc: 0.5312 top5_acc: 0.7812 loss_cls: 1.9672 2023/02/16 01:57:50 - mmengine - INFO - Epoch(train) [9][ 800/2119] lr: 9.8991e-06 eta: 1 day, 11:19:17 time: 1.2999 data_time: 0.0357 memory: 52499 grad_norm: 35.9633 loss: 2.0586 top1_acc: 0.5312 top5_acc: 0.8438 loss_cls: 2.0586 2023/02/16 01:59:57 - mmengine - INFO - Epoch(train) [9][ 900/2119] lr: 9.8962e-06 eta: 1 day, 11:17:01 time: 1.2395 data_time: 0.0393 memory: 52499 grad_norm: 34.6535 loss: 1.9993 top1_acc: 0.4375 top5_acc: 0.8438 loss_cls: 1.9993 2023/02/16 02:02:06 - mmengine - INFO - Epoch(train) [9][1000/2119] lr: 9.8934e-06 eta: 1 day, 11:14:50 time: 1.2746 data_time: 0.0326 memory: 52499 grad_norm: 35.0508 loss: 2.0311 top1_acc: 0.6875 top5_acc: 0.8750 loss_cls: 2.0311 2023/02/16 02:03:04 - mmengine - INFO - Exp name: uniformerv2-base-p16-res224_clip_u8_kinetics700-rgb_20230215_191951 2023/02/16 02:04:12 - mmengine - INFO - Epoch(train) [9][1100/2119] lr: 9.8905e-06 eta: 1 day, 11:12:31 time: 1.2756 data_time: 0.0332 memory: 52499 grad_norm: 36.2654 loss: 2.1640 top1_acc: 0.6562 top5_acc: 0.8125 loss_cls: 2.1640 2023/02/16 02:06:20 - mmengine - INFO - Epoch(train) [9][1200/2119] lr: 9.8875e-06 eta: 1 day, 11:10:17 time: 1.2395 data_time: 0.0334 memory: 52499 grad_norm: 36.5446 loss: 2.1902 top1_acc: 0.6250 top5_acc: 0.8125 loss_cls: 2.1902 2023/02/16 02:08:28 - mmengine - INFO - Epoch(train) [9][1300/2119] lr: 9.8845e-06 eta: 1 day, 11:08:06 time: 1.2902 data_time: 0.0297 memory: 52499 grad_norm: 36.4468 loss: 2.0354 top1_acc: 0.6250 top5_acc: 0.7500 loss_cls: 2.0354 2023/02/16 02:10:37 - mmengine - INFO - Epoch(train) [9][1400/2119] lr: 9.8815e-06 eta: 1 day, 11:05:57 time: 1.2883 data_time: 0.0304 memory: 52499 grad_norm: 35.1625 loss: 2.1089 top1_acc: 0.4375 top5_acc: 0.9062 loss_cls: 2.1089 2023/02/16 02:12:44 - mmengine - INFO - Epoch(train) [9][1500/2119] lr: 9.8785e-06 eta: 1 day, 11:03:42 time: 1.2559 data_time: 0.0321 memory: 52499 grad_norm: 34.6851 loss: 2.0938 top1_acc: 0.5312 top5_acc: 0.8750 loss_cls: 2.0938 2023/02/16 02:14:49 - mmengine - INFO - Epoch(train) [9][1600/2119] lr: 9.8754e-06 eta: 1 day, 11:01:09 time: 1.2119 data_time: 0.0320 memory: 52499 grad_norm: 35.1977 loss: 2.1706 top1_acc: 0.6250 top5_acc: 0.7500 loss_cls: 2.1706 2023/02/16 02:16:57 - mmengine - INFO - Epoch(train) [9][1700/2119] lr: 9.8722e-06 eta: 1 day, 10:59:01 time: 1.2076 data_time: 0.0369 memory: 52499 grad_norm: 34.4049 loss: 1.8413 top1_acc: 0.5625 top5_acc: 0.8750 loss_cls: 1.8413 2023/02/16 02:19:04 - mmengine - INFO - Epoch(train) [9][1800/2119] lr: 9.8690e-06 eta: 1 day, 10:56:44 time: 1.2037 data_time: 0.0330 memory: 52499 grad_norm: 34.4018 loss: 2.1038 top1_acc: 0.5938 top5_acc: 0.8125 loss_cls: 2.1038 2023/02/16 02:22:48 - mmengine - INFO - Epoch(train) [9][1900/2119] lr: 9.8658e-06 eta: 1 day, 11:02:47 time: 1.2454 data_time: 0.0337 memory: 52499 grad_norm: 35.6701 loss: 1.9865 top1_acc: 0.6250 top5_acc: 0.7188 loss_cls: 1.9865 2023/02/16 02:24:56 - mmengine - INFO - Epoch(train) [9][2000/2119] lr: 9.8626e-06 eta: 1 day, 11:00:34 time: 1.2934 data_time: 0.0307 memory: 52499 grad_norm: 34.6711 loss: 2.1231 top1_acc: 0.5312 top5_acc: 0.8125 loss_cls: 2.1231 2023/02/16 02:25:58 - mmengine - INFO - Exp name: uniformerv2-base-p16-res224_clip_u8_kinetics700-rgb_20230215_191951 2023/02/16 02:27:04 - mmengine - INFO - Epoch(train) [9][2100/2119] lr: 9.8593e-06 eta: 1 day, 10:58:16 time: 1.2583 data_time: 0.0333 memory: 52499 grad_norm: 34.4401 loss: 2.0056 top1_acc: 0.5938 top5_acc: 0.6875 loss_cls: 2.0056 2023/02/16 02:27:26 - mmengine - INFO - Exp name: uniformerv2-base-p16-res224_clip_u8_kinetics700-rgb_20230215_191951 2023/02/16 02:27:26 - mmengine - INFO - Epoch(train) [9][2119/2119] lr: 9.8587e-06 eta: 1 day, 10:57:39 time: 1.1531 data_time: 0.0232 memory: 52499 grad_norm: 34.7711 loss: 2.0391 top1_acc: 0.4737 top5_acc: 0.6316 loss_cls: 2.0391 2023/02/16 02:27:26 - mmengine - INFO - Saving checkpoint at 9 epochs 2023/02/16 02:27:53 - mmengine - INFO - Epoch(val) [9][100/545] eta: 0:01:38 time: 0.2410 data_time: 0.1606 memory: 2893 2023/02/16 02:28:14 - mmengine - INFO - Epoch(val) [9][200/545] eta: 0:01:14 time: 0.2102 data_time: 0.1291 memory: 2893 2023/02/16 02:28:35 - mmengine - INFO - Epoch(val) [9][300/545] eta: 0:00:52 time: 0.2365 data_time: 0.1566 memory: 2893 2023/02/16 02:28:54 - mmengine - INFO - Epoch(val) [9][400/545] eta: 0:00:30 time: 0.1592 data_time: 0.0795 memory: 2893 2023/02/16 02:29:16 - mmengine - INFO - Epoch(val) [9][500/545] eta: 0:00:09 time: 0.2166 data_time: 0.1371 memory: 2893 2023/02/16 02:29:26 - mmengine - INFO - Epoch(val) [9][545/545] acc/top1: 0.6669 acc/top5: 0.8764 acc/mean1: 0.6668 2023/02/16 02:29:27 - mmengine - INFO - The previous best checkpoint /mnt/petrelfs/lilin/Repos/mmact_dev/mmaction2/work_dirs/uniformer_train/uniformerv2-base-p16-res224_clip_u8_kinetics700-rgb/best_acc/top1_epoch_8.pth is removed 2023/02/16 02:29:29 - mmengine - INFO - The best checkpoint with 0.6669 acc/top1 at 9 epoch is saved to best_acc/top1_epoch_9.pth. 2023/02/16 02:31:49 - mmengine - INFO - Epoch(train) [10][ 100/2119] lr: 9.8553e-06 eta: 1 day, 10:56:25 time: 1.3735 data_time: 0.0322 memory: 52499 grad_norm: 34.7545 loss: 2.0329 top1_acc: 0.5625 top5_acc: 0.7812 loss_cls: 2.0329 2023/02/16 02:33:56 - mmengine - INFO - Epoch(train) [10][ 200/2119] lr: 9.8519e-06 eta: 1 day, 10:54:06 time: 1.2422 data_time: 0.0340 memory: 52499 grad_norm: 34.6189 loss: 1.9471 top1_acc: 0.4375 top5_acc: 0.6562 loss_cls: 1.9471 2023/02/16 02:36:04 - mmengine - INFO - Epoch(train) [10][ 300/2119] lr: 9.8485e-06 eta: 1 day, 10:51:53 time: 1.2914 data_time: 0.0361 memory: 52499 grad_norm: 36.0802 loss: 2.0819 top1_acc: 0.5312 top5_acc: 0.7500 loss_cls: 2.0819 2023/02/16 02:38:13 - mmengine - INFO - Epoch(train) [10][ 400/2119] lr: 9.8451e-06 eta: 1 day, 10:49:41 time: 1.2215 data_time: 0.0355 memory: 52499 grad_norm: 33.8240 loss: 1.9929 top1_acc: 0.5625 top5_acc: 0.6875 loss_cls: 1.9929 2023/02/16 02:40:18 - mmengine - INFO - Epoch(train) [10][ 500/2119] lr: 9.8416e-06 eta: 1 day, 10:47:09 time: 1.2453 data_time: 0.0323 memory: 52499 grad_norm: 35.7109 loss: 2.0484 top1_acc: 0.5938 top5_acc: 0.7188 loss_cls: 2.0484 2023/02/16 02:42:27 - mmengine - INFO - Epoch(train) [10][ 600/2119] lr: 9.8381e-06 eta: 1 day, 10:45:00 time: 1.3330 data_time: 0.0356 memory: 52499 grad_norm: 35.6576 loss: 1.9100 top1_acc: 0.4688 top5_acc: 0.5625 loss_cls: 1.9100 2023/02/16 02:44:36 - mmengine - INFO - Epoch(train) [10][ 700/2119] lr: 9.8345e-06 eta: 1 day, 10:42:50 time: 1.2962 data_time: 0.0309 memory: 52499 grad_norm: 34.4325 loss: 2.0799 top1_acc: 0.5625 top5_acc: 0.7812 loss_cls: 2.0799 2023/02/16 02:46:40 - mmengine - INFO - Epoch(train) [10][ 800/2119] lr: 9.8309e-06 eta: 1 day, 10:40:18 time: 1.2717 data_time: 0.0345 memory: 52499 grad_norm: 33.8334 loss: 1.8728 top1_acc: 0.5625 top5_acc: 0.7812 loss_cls: 1.8728 2023/02/16 02:50:25 - mmengine - INFO - Epoch(train) [10][ 900/2119] lr: 9.8272e-06 eta: 1 day, 10:45:52 time: 1.3574 data_time: 0.0305 memory: 52499 grad_norm: 34.3285 loss: 2.0550 top1_acc: 0.5938 top5_acc: 0.7500 loss_cls: 2.0550 2023/02/16 02:51:02 - mmengine - INFO - Exp name: uniformerv2-base-p16-res224_clip_u8_kinetics700-rgb_20230215_191951 2023/02/16 02:52:34 - mmengine - INFO - Epoch(train) [10][1000/2119] lr: 9.8236e-06 eta: 1 day, 10:43:40 time: 1.3189 data_time: 0.0315 memory: 52499 grad_norm: 33.9691 loss: 2.0421 top1_acc: 0.5625 top5_acc: 0.7812 loss_cls: 2.0421 2023/02/16 02:54:41 - mmengine - INFO - Epoch(train) [10][1100/2119] lr: 9.8198e-06 eta: 1 day, 10:41:18 time: 1.2428 data_time: 0.0329 memory: 52499 grad_norm: 33.9925 loss: 2.0275 top1_acc: 0.5625 top5_acc: 0.8125 loss_cls: 2.0275 2023/02/16 02:56:50 - mmengine - INFO - Epoch(train) [10][1200/2119] lr: 9.8161e-06 eta: 1 day, 10:39:04 time: 1.3029 data_time: 0.0356 memory: 52499 grad_norm: 33.7663 loss: 1.8974 top1_acc: 0.5312 top5_acc: 0.7812 loss_cls: 1.8974 2023/02/16 02:58:57 - mmengine - INFO - Epoch(train) [10][1300/2119] lr: 9.8123e-06 eta: 1 day, 10:36:42 time: 1.3309 data_time: 0.0328 memory: 52499 grad_norm: 33.9615 loss: 1.9893 top1_acc: 0.4688 top5_acc: 0.8750 loss_cls: 1.9893 2023/02/16 03:01:02 - mmengine - INFO - Epoch(train) [10][1400/2119] lr: 9.8085e-06 eta: 1 day, 10:34:13 time: 1.2296 data_time: 0.0359 memory: 52499 grad_norm: 33.7817 loss: 1.9115 top1_acc: 0.5312 top5_acc: 0.7500 loss_cls: 1.9115 2023/02/16 03:03:10 - mmengine - INFO - Epoch(train) [10][1500/2119] lr: 9.8046e-06 eta: 1 day, 10:31:57 time: 1.3180 data_time: 0.0295 memory: 52499 grad_norm: 33.8328 loss: 1.9805 top1_acc: 0.7500 top5_acc: 0.8438 loss_cls: 1.9805 2023/02/16 03:05:18 - mmengine - INFO - Epoch(train) [10][1600/2119] lr: 9.8007e-06 eta: 1 day, 10:29:37 time: 1.3025 data_time: 0.0343 memory: 52499 grad_norm: 35.4169 loss: 1.9562 top1_acc: 0.5000 top5_acc: 0.6875 loss_cls: 1.9562 2023/02/16 03:07:30 - mmengine - INFO - Epoch(train) [10][1700/2119] lr: 9.7967e-06 eta: 1 day, 10:27:38 time: 1.3351 data_time: 0.0322 memory: 52499 grad_norm: 33.2944 loss: 1.9152 top1_acc: 0.6250 top5_acc: 0.8438 loss_cls: 1.9152 2023/02/16 03:09:36 - mmengine - INFO - Epoch(train) [10][1800/2119] lr: 9.7928e-06 eta: 1 day, 10:25:16 time: 1.2565 data_time: 0.0391 memory: 52499 grad_norm: 35.3741 loss: 2.1797 top1_acc: 0.4688 top5_acc: 0.7812 loss_cls: 2.1797 2023/02/16 03:11:46 - mmengine - INFO - Epoch(train) [10][1900/2119] lr: 9.7887e-06 eta: 1 day, 10:23:05 time: 1.3629 data_time: 0.0321 memory: 52499 grad_norm: 34.2417 loss: 2.0248 top1_acc: 0.5312 top5_acc: 0.6875 loss_cls: 2.0248 2023/02/16 03:12:22 - mmengine - INFO - Exp name: uniformerv2-base-p16-res224_clip_u8_kinetics700-rgb_20230215_191951 2023/02/16 03:13:52 - mmengine - INFO - Epoch(train) [10][2000/2119] lr: 9.7847e-06 eta: 1 day, 10:20:41 time: 1.2993 data_time: 0.0334 memory: 52499 grad_norm: 35.3250 loss: 2.0442 top1_acc: 0.6250 top5_acc: 0.9062 loss_cls: 2.0442 2023/02/16 03:15:59 - mmengine - INFO - Epoch(train) [10][2100/2119] lr: 9.7806e-06 eta: 1 day, 10:18:22 time: 1.3592 data_time: 0.0323 memory: 52499 grad_norm: 33.6596 loss: 1.8801 top1_acc: 0.6875 top5_acc: 0.9062 loss_cls: 1.8801 2023/02/16 03:16:20 - mmengine - INFO - Exp name: uniformerv2-base-p16-res224_clip_u8_kinetics700-rgb_20230215_191951 2023/02/16 03:16:20 - mmengine - INFO - Epoch(train) [10][2119/2119] lr: 9.7798e-06 eta: 1 day, 10:17:40 time: 1.0890 data_time: 0.0236 memory: 52499 grad_norm: 33.4232 loss: 1.9918 top1_acc: 0.6842 top5_acc: 0.7368 loss_cls: 1.9918 2023/02/16 03:16:43 - mmengine - INFO - Epoch(val) [10][100/545] eta: 0:01:40 time: 0.2519 data_time: 0.1716 memory: 2893 2023/02/16 03:17:03 - mmengine - INFO - Epoch(val) [10][200/545] eta: 0:01:14 time: 0.2139 data_time: 0.1309 memory: 2893 2023/02/16 03:17:24 - mmengine - INFO - Epoch(val) [10][300/545] eta: 0:00:52 time: 0.2465 data_time: 0.1659 memory: 2893 2023/02/16 03:17:44 - mmengine - INFO - Epoch(val) [10][400/545] eta: 0:00:30 time: 0.1788 data_time: 0.0981 memory: 2893 2023/02/16 03:18:05 - mmengine - INFO - Epoch(val) [10][500/545] eta: 0:00:09 time: 0.2074 data_time: 0.1270 memory: 2893 2023/02/16 03:18:18 - mmengine - INFO - Epoch(val) [10][545/545] acc/top1: 0.6747 acc/top5: 0.8817 acc/mean1: 0.6747 2023/02/16 03:18:18 - mmengine - INFO - The previous best checkpoint /mnt/petrelfs/lilin/Repos/mmact_dev/mmaction2/work_dirs/uniformer_train/uniformerv2-base-p16-res224_clip_u8_kinetics700-rgb/best_acc/top1_epoch_9.pth is removed 2023/02/16 03:18:20 - mmengine - INFO - The best checkpoint with 0.6747 acc/top1 at 10 epoch is saved to best_acc/top1_epoch_10.pth. 2023/02/16 03:20:39 - mmengine - INFO - Epoch(train) [11][ 100/2119] lr: 9.7757e-06 eta: 1 day, 10:16:11 time: 1.3464 data_time: 0.0354 memory: 52499 grad_norm: 32.0720 loss: 1.6664 top1_acc: 0.6250 top5_acc: 0.7500 loss_cls: 1.6664 2023/02/16 03:22:46 - mmengine - INFO - Epoch(train) [11][ 200/2119] lr: 9.7715e-06 eta: 1 day, 10:13:51 time: 1.2857 data_time: 0.0318 memory: 52499 grad_norm: 33.7963 loss: 1.9989 top1_acc: 0.6562 top5_acc: 0.8125 loss_cls: 1.9989 2023/02/16 03:24:53 - mmengine - INFO - Epoch(train) [11][ 300/2119] lr: 9.7673e-06 eta: 1 day, 10:11:30 time: 1.2441 data_time: 0.0313 memory: 52499 grad_norm: 33.1962 loss: 2.0217 top1_acc: 0.5938 top5_acc: 0.7812 loss_cls: 2.0217 2023/02/16 03:27:01 - mmengine - INFO - Epoch(train) [11][ 400/2119] lr: 9.7630e-06 eta: 1 day, 10:09:14 time: 1.3609 data_time: 0.0333 memory: 52499 grad_norm: 32.9715 loss: 1.9520 top1_acc: 0.5625 top5_acc: 0.7500 loss_cls: 1.9520 2023/02/16 03:29:08 - mmengine - INFO - Epoch(train) [11][ 500/2119] lr: 9.7587e-06 eta: 1 day, 10:06:52 time: 1.3192 data_time: 0.0373 memory: 52499 grad_norm: 32.4021 loss: 1.8734 top1_acc: 0.5938 top5_acc: 0.8125 loss_cls: 1.8734 2023/02/16 03:31:15 - mmengine - INFO - Epoch(train) [11][ 600/2119] lr: 9.7544e-06 eta: 1 day, 10:04:33 time: 1.2257 data_time: 0.0321 memory: 52499 grad_norm: 32.9834 loss: 1.9444 top1_acc: 0.6250 top5_acc: 0.7500 loss_cls: 1.9444 2023/02/16 03:33:21 - mmengine - INFO - Epoch(train) [11][ 700/2119] lr: 9.7500e-06 eta: 1 day, 10:02:08 time: 1.2633 data_time: 0.0398 memory: 52499 grad_norm: 33.4170 loss: 2.0048 top1_acc: 0.5938 top5_acc: 0.8125 loss_cls: 2.0048 2023/02/16 03:35:28 - mmengine - INFO - Epoch(train) [11][ 800/2119] lr: 9.7456e-06 eta: 1 day, 9:59:50 time: 1.2674 data_time: 0.0293 memory: 52499 grad_norm: 32.5572 loss: 1.9755 top1_acc: 0.5312 top5_acc: 0.7812 loss_cls: 1.9755 2023/02/16 03:35:41 - mmengine - INFO - Exp name: uniformerv2-base-p16-res224_clip_u8_kinetics700-rgb_20230215_191951 2023/02/16 03:37:36 - mmengine - INFO - Epoch(train) [11][ 900/2119] lr: 9.7412e-06 eta: 1 day, 9:57:34 time: 1.2213 data_time: 0.0340 memory: 52499 grad_norm: 33.1078 loss: 1.9369 top1_acc: 0.5625 top5_acc: 0.7500 loss_cls: 1.9369 2023/02/16 03:39:44 - mmengine - INFO - Epoch(train) [11][1000/2119] lr: 9.7367e-06 eta: 1 day, 9:55:16 time: 1.1961 data_time: 0.0326 memory: 52499 grad_norm: 34.4742 loss: 1.9876 top1_acc: 0.5000 top5_acc: 0.7500 loss_cls: 1.9876 2023/02/16 03:41:51 - mmengine - INFO - Epoch(train) [11][1100/2119] lr: 9.7322e-06 eta: 1 day, 9:53:00 time: 1.2667 data_time: 0.0323 memory: 52499 grad_norm: 32.1994 loss: 2.0120 top1_acc: 0.6250 top5_acc: 0.7812 loss_cls: 2.0120 2023/02/16 03:44:00 - mmengine - INFO - Epoch(train) [11][1200/2119] lr: 9.7276e-06 eta: 1 day, 9:50:46 time: 1.2647 data_time: 0.0376 memory: 52499 grad_norm: 32.5208 loss: 1.8824 top1_acc: 0.5312 top5_acc: 0.6875 loss_cls: 1.8824 2023/02/16 03:46:09 - mmengine - INFO - Epoch(train) [11][1300/2119] lr: 9.7230e-06 eta: 1 day, 9:48:36 time: 1.3353 data_time: 0.0277 memory: 52499 grad_norm: 33.6082 loss: 1.9306 top1_acc: 0.6875 top5_acc: 0.8125 loss_cls: 1.9306 2023/02/16 03:48:16 - mmengine - INFO - Epoch(train) [11][1400/2119] lr: 9.7184e-06 eta: 1 day, 9:46:16 time: 1.2792 data_time: 0.0351 memory: 52499 grad_norm: 32.3166 loss: 1.9887 top1_acc: 0.4375 top5_acc: 0.7188 loss_cls: 1.9887 2023/02/16 03:50:24 - mmengine - INFO - Epoch(train) [11][1500/2119] lr: 9.7137e-06 eta: 1 day, 9:44:00 time: 1.3014 data_time: 0.0309 memory: 52499 grad_norm: 33.1419 loss: 2.1144 top1_acc: 0.4375 top5_acc: 0.7188 loss_cls: 2.1144 2023/02/16 03:52:33 - mmengine - INFO - Epoch(train) [11][1600/2119] lr: 9.7090e-06 eta: 1 day, 9:41:48 time: 1.2993 data_time: 0.0334 memory: 52499 grad_norm: 31.9660 loss: 1.9124 top1_acc: 0.6875 top5_acc: 0.8125 loss_cls: 1.9124 2023/02/16 03:54:39 - mmengine - INFO - Epoch(train) [11][1700/2119] lr: 9.7043e-06 eta: 1 day, 9:39:27 time: 1.2648 data_time: 0.0412 memory: 52499 grad_norm: 32.0701 loss: 1.8089 top1_acc: 0.6250 top5_acc: 0.8438 loss_cls: 1.8089 2023/02/16 03:56:44 - mmengine - INFO - Epoch(train) [11][1800/2119] lr: 9.6995e-06 eta: 1 day, 9:36:59 time: 1.2043 data_time: 0.0362 memory: 52499 grad_norm: 31.5957 loss: 1.8408 top1_acc: 0.4688 top5_acc: 0.8125 loss_cls: 1.8408 2023/02/16 03:56:58 - mmengine - INFO - Exp name: uniformerv2-base-p16-res224_clip_u8_kinetics700-rgb_20230215_191951 2023/02/16 03:58:54 - mmengine - INFO - Epoch(train) [11][1900/2119] lr: 9.6947e-06 eta: 1 day, 9:34:50 time: 1.3239 data_time: 0.0378 memory: 52499 grad_norm: 33.5806 loss: 2.0699 top1_acc: 0.5938 top5_acc: 0.8750 loss_cls: 2.0699 2023/02/16 04:01:03 - mmengine - INFO - Epoch(train) [11][2000/2119] lr: 9.6899e-06 eta: 1 day, 9:32:39 time: 1.2299 data_time: 0.0340 memory: 52499 grad_norm: 32.4514 loss: 2.0085 top1_acc: 0.5000 top5_acc: 0.7500 loss_cls: 2.0085 2023/02/16 04:03:11 - mmengine - INFO - Epoch(train) [11][2100/2119] lr: 9.6850e-06 eta: 1 day, 9:30:26 time: 1.3512 data_time: 0.0419 memory: 52499 grad_norm: 31.9654 loss: 1.8031 top1_acc: 0.4375 top5_acc: 0.7188 loss_cls: 1.8031 2023/02/16 04:03:32 - mmengine - INFO - Exp name: uniformerv2-base-p16-res224_clip_u8_kinetics700-rgb_20230215_191951 2023/02/16 04:03:32 - mmengine - INFO - Epoch(train) [11][2119/2119] lr: 9.6840e-06 eta: 1 day, 9:29:48 time: 1.1193 data_time: 0.0212 memory: 52499 grad_norm: 31.8157 loss: 1.8704 top1_acc: 0.6842 top5_acc: 0.8947 loss_cls: 1.8704 2023/02/16 04:03:54 - mmengine - INFO - Epoch(val) [11][100/545] eta: 0:01:39 time: 0.2517 data_time: 0.1719 memory: 2893 2023/02/16 04:04:15 - mmengine - INFO - Epoch(val) [11][200/545] eta: 0:01:14 time: 0.2222 data_time: 0.1429 memory: 2893 2023/02/16 04:04:37 - mmengine - INFO - Epoch(val) [11][300/545] eta: 0:00:52 time: 0.2414 data_time: 0.1621 memory: 2893 2023/02/16 04:04:56 - mmengine - INFO - Epoch(val) [11][400/545] eta: 0:00:30 time: 0.1842 data_time: 0.1042 memory: 2893 2023/02/16 04:05:17 - mmengine - INFO - Epoch(val) [11][500/545] eta: 0:00:09 time: 0.1904 data_time: 0.1109 memory: 2893 2023/02/16 04:05:30 - mmengine - INFO - Epoch(val) [11][545/545] acc/top1: 0.6776 acc/top5: 0.8818 acc/mean1: 0.6775 2023/02/16 04:05:30 - mmengine - INFO - The previous best checkpoint /mnt/petrelfs/lilin/Repos/mmact_dev/mmaction2/work_dirs/uniformer_train/uniformerv2-base-p16-res224_clip_u8_kinetics700-rgb/best_acc/top1_epoch_10.pth is removed 2023/02/16 04:05:32 - mmengine - INFO - The best checkpoint with 0.6776 acc/top1 at 11 epoch is saved to best_acc/top1_epoch_11.pth. 2023/02/16 04:07:49 - mmengine - INFO - Epoch(train) [12][ 100/2119] lr: 9.6791e-06 eta: 1 day, 9:28:08 time: 1.2588 data_time: 0.1302 memory: 52499 grad_norm: 32.8057 loss: 1.8102 top1_acc: 0.6875 top5_acc: 0.8750 loss_cls: 1.8102 2023/02/16 04:09:58 - mmengine - INFO - Epoch(train) [12][ 200/2119] lr: 9.6741e-06 eta: 1 day, 9:25:57 time: 1.3028 data_time: 0.0292 memory: 52499 grad_norm: 33.1604 loss: 2.0105 top1_acc: 0.6562 top5_acc: 0.8438 loss_cls: 2.0105 2023/02/16 04:12:10 - mmengine - INFO - Epoch(train) [12][ 300/2119] lr: 9.6691e-06 eta: 1 day, 9:23:57 time: 1.3042 data_time: 0.0364 memory: 52499 grad_norm: 33.5847 loss: 1.6460 top1_acc: 0.4688 top5_acc: 0.7812 loss_cls: 1.6460 2023/02/16 04:14:15 - mmengine - INFO - Epoch(train) [12][ 400/2119] lr: 9.6641e-06 eta: 1 day, 9:21:33 time: 1.2143 data_time: 0.0324 memory: 52499 grad_norm: 31.8797 loss: 1.8858 top1_acc: 0.6250 top5_acc: 0.9062 loss_cls: 1.8858 2023/02/16 04:16:24 - mmengine - INFO - Epoch(train) [12][ 500/2119] lr: 9.6590e-06 eta: 1 day, 9:19:22 time: 1.3115 data_time: 0.0334 memory: 52499 grad_norm: 33.0278 loss: 1.9296 top1_acc: 0.5000 top5_acc: 0.7500 loss_cls: 1.9296 2023/02/16 04:18:33 - mmengine - INFO - Epoch(train) [12][ 600/2119] lr: 9.6539e-06 eta: 1 day, 9:17:12 time: 1.2536 data_time: 0.0333 memory: 52499 grad_norm: 33.4171 loss: 1.8374 top1_acc: 0.5938 top5_acc: 0.7188 loss_cls: 1.8374 2023/02/16 04:20:30 - mmengine - INFO - Exp name: uniformerv2-base-p16-res224_clip_u8_kinetics700-rgb_20230215_191951 2023/02/16 04:20:40 - mmengine - INFO - Epoch(train) [12][ 700/2119] lr: 9.6488e-06 eta: 1 day, 9:14:53 time: 1.2412 data_time: 0.0341 memory: 52499 grad_norm: 33.4544 loss: 1.9688 top1_acc: 0.3125 top5_acc: 0.6562 loss_cls: 1.9688 2023/02/16 04:22:47 - mmengine - INFO - Epoch(train) [12][ 800/2119] lr: 9.6436e-06 eta: 1 day, 9:12:35 time: 1.2765 data_time: 0.0357 memory: 52499 grad_norm: 32.1240 loss: 2.1474 top1_acc: 0.6250 top5_acc: 0.8125 loss_cls: 2.1474 2023/02/16 04:24:55 - mmengine - INFO - Epoch(train) [12][ 900/2119] lr: 9.6384e-06 eta: 1 day, 9:10:18 time: 1.3162 data_time: 0.0379 memory: 52499 grad_norm: 33.0689 loss: 1.9703 top1_acc: 0.5938 top5_acc: 0.7500 loss_cls: 1.9703 2023/02/16 04:27:03 - mmengine - INFO - Epoch(train) [12][1000/2119] lr: 9.6331e-06 eta: 1 day, 9:08:04 time: 1.2787 data_time: 0.0338 memory: 52499 grad_norm: 32.2218 loss: 1.8152 top1_acc: 0.6875 top5_acc: 0.8438 loss_cls: 1.8152 2023/02/16 04:29:08 - mmengine - INFO - Epoch(train) [12][1100/2119] lr: 9.6278e-06 eta: 1 day, 9:05:38 time: 1.3021 data_time: 0.0338 memory: 52499 grad_norm: 35.5998 loss: 1.9521 top1_acc: 0.5000 top5_acc: 0.6875 loss_cls: 1.9521 2023/02/16 04:31:15 - mmengine - INFO - Epoch(train) [12][1200/2119] lr: 9.6225e-06 eta: 1 day, 9:03:20 time: 1.2509 data_time: 0.0394 memory: 52499 grad_norm: 31.5633 loss: 1.8475 top1_acc: 0.6875 top5_acc: 0.8125 loss_cls: 1.8475 2023/02/16 04:33:24 - mmengine - INFO - Epoch(train) [12][1300/2119] lr: 9.6171e-06 eta: 1 day, 9:01:10 time: 1.2822 data_time: 0.0517 memory: 52499 grad_norm: 31.8038 loss: 1.8757 top1_acc: 0.5625 top5_acc: 0.7500 loss_cls: 1.8757 2023/02/16 04:35:32 - mmengine - INFO - Epoch(train) [12][1400/2119] lr: 9.6117e-06 eta: 1 day, 8:58:56 time: 1.3098 data_time: 0.1709 memory: 52499 grad_norm: 32.6594 loss: 1.8643 top1_acc: 0.5938 top5_acc: 0.7812 loss_cls: 1.8643 2023/02/16 04:37:39 - mmengine - INFO - Epoch(train) [12][1500/2119] lr: 9.6063e-06 eta: 1 day, 8:56:38 time: 1.3174 data_time: 0.1967 memory: 52499 grad_norm: 31.9674 loss: 1.7712 top1_acc: 0.5938 top5_acc: 0.8438 loss_cls: 1.7712 2023/02/16 04:39:47 - mmengine - INFO - Epoch(train) [12][1600/2119] lr: 9.6008e-06 eta: 1 day, 8:54:26 time: 1.2255 data_time: 0.1063 memory: 52499 grad_norm: 32.3991 loss: 2.0449 top1_acc: 0.5938 top5_acc: 0.6875 loss_cls: 2.0449 2023/02/16 04:41:42 - mmengine - INFO - Exp name: uniformerv2-base-p16-res224_clip_u8_kinetics700-rgb_20230215_191951 2023/02/16 04:41:53 - mmengine - INFO - Epoch(train) [12][1700/2119] lr: 9.5953e-06 eta: 1 day, 8:52:03 time: 1.3049 data_time: 0.1830 memory: 52499 grad_norm: 32.0811 loss: 1.9366 top1_acc: 0.6875 top5_acc: 0.7500 loss_cls: 1.9366 2023/02/16 04:44:02 - mmengine - INFO - Epoch(train) [12][1800/2119] lr: 9.5897e-06 eta: 1 day, 8:49:54 time: 1.3138 data_time: 0.1796 memory: 52499 grad_norm: 32.1846 loss: 1.7871 top1_acc: 0.5000 top5_acc: 0.6875 loss_cls: 1.7871 2023/02/16 04:46:12 - mmengine - INFO - Epoch(train) [12][1900/2119] lr: 9.5841e-06 eta: 1 day, 8:47:44 time: 1.3157 data_time: 0.0405 memory: 52499 grad_norm: 32.9887 loss: 1.9306 top1_acc: 0.6875 top5_acc: 0.7500 loss_cls: 1.9306 2023/02/16 04:48:17 - mmengine - INFO - Epoch(train) [12][2000/2119] lr: 9.5785e-06 eta: 1 day, 8:45:22 time: 1.1860 data_time: 0.0353 memory: 52499 grad_norm: 33.3973 loss: 1.9792 top1_acc: 0.5625 top5_acc: 0.7812 loss_cls: 1.9792 2023/02/16 04:50:24 - mmengine - INFO - Epoch(train) [12][2100/2119] lr: 9.5729e-06 eta: 1 day, 8:43:04 time: 1.2530 data_time: 0.0370 memory: 52499 grad_norm: 31.3189 loss: 1.8571 top1_acc: 0.7188 top5_acc: 0.8750 loss_cls: 1.8571 2023/02/16 04:50:45 - mmengine - INFO - Exp name: uniformerv2-base-p16-res224_clip_u8_kinetics700-rgb_20230215_191951 2023/02/16 04:50:45 - mmengine - INFO - Epoch(train) [12][2119/2119] lr: 9.5718e-06 eta: 1 day, 8:42:28 time: 1.1697 data_time: 0.0282 memory: 52499 grad_norm: 32.3458 loss: 1.7917 top1_acc: 0.4737 top5_acc: 0.7368 loss_cls: 1.7917 2023/02/16 04:50:46 - mmengine - INFO - Saving checkpoint at 12 epochs 2023/02/16 04:51:13 - mmengine - INFO - Epoch(val) [12][100/545] eta: 0:01:40 time: 0.2602 data_time: 0.1807 memory: 2893 2023/02/16 04:51:33 - mmengine - INFO - Epoch(val) [12][200/545] eta: 0:01:14 time: 0.2015 data_time: 0.1220 memory: 2893 2023/02/16 04:51:54 - mmengine - INFO - Epoch(val) [12][300/545] eta: 0:00:52 time: 0.2407 data_time: 0.1611 memory: 2893 2023/02/16 04:52:14 - mmengine - INFO - Epoch(val) [12][400/545] eta: 0:00:30 time: 0.1621 data_time: 0.0822 memory: 2893 2023/02/16 04:52:35 - mmengine - INFO - Epoch(val) [12][500/545] eta: 0:00:09 time: 0.1957 data_time: 0.1163 memory: 2893 2023/02/16 04:52:46 - mmengine - INFO - Epoch(val) [12][545/545] acc/top1: 0.6850 acc/top5: 0.8861 acc/mean1: 0.6849 2023/02/16 04:52:46 - mmengine - INFO - The previous best checkpoint /mnt/petrelfs/lilin/Repos/mmact_dev/mmaction2/work_dirs/uniformer_train/uniformerv2-base-p16-res224_clip_u8_kinetics700-rgb/best_acc/top1_epoch_11.pth is removed 2023/02/16 04:52:48 - mmengine - INFO - The best checkpoint with 0.6850 acc/top1 at 12 epoch is saved to best_acc/top1_epoch_12.pth. 2023/02/16 04:55:06 - mmengine - INFO - Epoch(train) [13][ 100/2119] lr: 9.5661e-06 eta: 1 day, 8:40:50 time: 1.4105 data_time: 0.3049 memory: 52499 grad_norm: 31.4857 loss: 1.7120 top1_acc: 0.6250 top5_acc: 0.8125 loss_cls: 1.7120 2023/02/16 04:57:10 - mmengine - INFO - Epoch(train) [13][ 200/2119] lr: 9.5603e-06 eta: 1 day, 8:38:24 time: 1.2064 data_time: 0.0666 memory: 52499 grad_norm: 33.2135 loss: 1.7094 top1_acc: 0.6562 top5_acc: 0.8125 loss_cls: 1.7094 2023/02/16 04:59:22 - mmengine - INFO - Epoch(train) [13][ 300/2119] lr: 9.5546e-06 eta: 1 day, 8:36:23 time: 1.3876 data_time: 0.0389 memory: 52499 grad_norm: 31.7346 loss: 1.8370 top1_acc: 0.5312 top5_acc: 0.7188 loss_cls: 1.8370 2023/02/16 05:01:27 - mmengine - INFO - Epoch(train) [13][ 400/2119] lr: 9.5488e-06 eta: 1 day, 8:34:00 time: 1.1697 data_time: 0.0300 memory: 52499 grad_norm: 33.3397 loss: 1.6825 top1_acc: 0.5938 top5_acc: 0.7812 loss_cls: 1.6825 2023/02/16 05:03:35 - mmengine - INFO - Epoch(train) [13][ 500/2119] lr: 9.5429e-06 eta: 1 day, 8:31:45 time: 1.2882 data_time: 0.1459 memory: 52499 grad_norm: 31.9167 loss: 1.8683 top1_acc: 0.7500 top5_acc: 0.8750 loss_cls: 1.8683 2023/02/16 05:05:09 - mmengine - INFO - Exp name: uniformerv2-base-p16-res224_clip_u8_kinetics700-rgb_20230215_191951 2023/02/16 05:05:43 - mmengine - INFO - Epoch(train) [13][ 600/2119] lr: 9.5371e-06 eta: 1 day, 8:29:33 time: 1.2372 data_time: 0.1112 memory: 52499 grad_norm: 32.9110 loss: 1.9730 top1_acc: 0.7188 top5_acc: 0.9062 loss_cls: 1.9730 2023/02/16 05:07:49 - mmengine - INFO - Epoch(train) [13][ 700/2119] lr: 9.5311e-06 eta: 1 day, 8:27:12 time: 1.1957 data_time: 0.0561 memory: 52499 grad_norm: 31.8026 loss: 1.7472 top1_acc: 0.6250 top5_acc: 0.7188 loss_cls: 1.7472 2023/02/16 05:09:55 - mmengine - INFO - Epoch(train) [13][ 800/2119] lr: 9.5252e-06 eta: 1 day, 8:24:49 time: 1.2722 data_time: 0.0298 memory: 52499 grad_norm: 33.8756 loss: 1.7671 top1_acc: 0.6250 top5_acc: 0.7812 loss_cls: 1.7671 2023/02/16 05:12:03 - mmengine - INFO - Epoch(train) [13][ 900/2119] lr: 9.5192e-06 eta: 1 day, 8:22:38 time: 1.2875 data_time: 0.0426 memory: 52499 grad_norm: 32.6521 loss: 1.7521 top1_acc: 0.5625 top5_acc: 0.7188 loss_cls: 1.7521 2023/02/16 05:14:12 - mmengine - INFO - Epoch(train) [13][1000/2119] lr: 9.5132e-06 eta: 1 day, 8:20:27 time: 1.2761 data_time: 0.0317 memory: 52499 grad_norm: 32.0758 loss: 1.8352 top1_acc: 0.5938 top5_acc: 0.9062 loss_cls: 1.8352 2023/02/16 05:16:21 - mmengine - INFO - Epoch(train) [13][1100/2119] lr: 9.5071e-06 eta: 1 day, 8:18:17 time: 1.2536 data_time: 0.0349 memory: 52499 grad_norm: 32.2582 loss: 1.8979 top1_acc: 0.5312 top5_acc: 0.9062 loss_cls: 1.8979 2023/02/16 05:18:29 - mmengine - INFO - Epoch(train) [13][1200/2119] lr: 9.5010e-06 eta: 1 day, 8:16:05 time: 1.2677 data_time: 0.0300 memory: 52499 grad_norm: 32.2809 loss: 1.8470 top1_acc: 0.7188 top5_acc: 0.8438 loss_cls: 1.8470 2023/02/16 05:20:36 - mmengine - INFO - Epoch(train) [13][1300/2119] lr: 9.4949e-06 eta: 1 day, 8:13:49 time: 1.2142 data_time: 0.0343 memory: 52499 grad_norm: 31.1230 loss: 1.7959 top1_acc: 0.5000 top5_acc: 0.7188 loss_cls: 1.7959 2023/02/16 05:22:44 - mmengine - INFO - Epoch(train) [13][1400/2119] lr: 9.4888e-06 eta: 1 day, 8:11:33 time: 1.3251 data_time: 0.0300 memory: 52499 grad_norm: 32.7219 loss: 1.8192 top1_acc: 0.7812 top5_acc: 0.9375 loss_cls: 1.8192 2023/02/16 05:24:51 - mmengine - INFO - Epoch(train) [13][1500/2119] lr: 9.4826e-06 eta: 1 day, 8:09:19 time: 1.2980 data_time: 0.0347 memory: 52499 grad_norm: 31.6428 loss: 1.9059 top1_acc: 0.6562 top5_acc: 0.7812 loss_cls: 1.9059 2023/02/16 05:26:23 - mmengine - INFO - Exp name: uniformerv2-base-p16-res224_clip_u8_kinetics700-rgb_20230215_191951 2023/02/16 05:26:58 - mmengine - INFO - Epoch(train) [13][1600/2119] lr: 9.4763e-06 eta: 1 day, 8:07:02 time: 1.1937 data_time: 0.0320 memory: 52499 grad_norm: 32.7295 loss: 2.0080 top1_acc: 0.5938 top5_acc: 0.7500 loss_cls: 2.0080 2023/02/16 05:29:05 - mmengine - INFO - Epoch(train) [13][1700/2119] lr: 9.4701e-06 eta: 1 day, 8:04:44 time: 1.2333 data_time: 0.0350 memory: 52499 grad_norm: 32.0153 loss: 1.7379 top1_acc: 0.7188 top5_acc: 0.8438 loss_cls: 1.7379 2023/02/16 05:31:14 - mmengine - INFO - Epoch(train) [13][1800/2119] lr: 9.4638e-06 eta: 1 day, 8:02:36 time: 1.3052 data_time: 0.0294 memory: 52499 grad_norm: 32.2974 loss: 1.8184 top1_acc: 0.4688 top5_acc: 0.7500 loss_cls: 1.8184 2023/02/16 05:33:23 - mmengine - INFO - Epoch(train) [13][1900/2119] lr: 9.4574e-06 eta: 1 day, 8:00:25 time: 1.3437 data_time: 0.0320 memory: 52499 grad_norm: 33.6453 loss: 1.9058 top1_acc: 0.6562 top5_acc: 0.8438 loss_cls: 1.9058 2023/02/16 05:35:29 - mmengine - INFO - Epoch(train) [13][2000/2119] lr: 9.4511e-06 eta: 1 day, 7:58:07 time: 1.2031 data_time: 0.0343 memory: 52499 grad_norm: 32.9918 loss: 1.9727 top1_acc: 0.5938 top5_acc: 0.6875 loss_cls: 1.9727 2023/02/16 05:37:36 - mmengine - INFO - Epoch(train) [13][2100/2119] lr: 9.4447e-06 eta: 1 day, 7:55:51 time: 1.3262 data_time: 0.0349 memory: 52499 grad_norm: 32.4124 loss: 1.8226 top1_acc: 0.4375 top5_acc: 0.7500 loss_cls: 1.8226 2023/02/16 05:37:58 - mmengine - INFO - Exp name: uniformerv2-base-p16-res224_clip_u8_kinetics700-rgb_20230215_191951 2023/02/16 05:37:58 - mmengine - INFO - Epoch(train) [13][2119/2119] lr: 9.4434e-06 eta: 1 day, 7:55:17 time: 1.1297 data_time: 0.0225 memory: 52499 grad_norm: 32.9410 loss: 2.0056 top1_acc: 0.5789 top5_acc: 0.7368 loss_cls: 2.0056 2023/02/16 05:38:20 - mmengine - INFO - Epoch(val) [13][100/545] eta: 0:01:40 time: 0.2556 data_time: 0.1755 memory: 2893 2023/02/16 05:38:41 - mmengine - INFO - Epoch(val) [13][200/545] eta: 0:01:14 time: 0.2155 data_time: 0.1345 memory: 2893 2023/02/16 05:39:03 - mmengine - INFO - Epoch(val) [13][300/545] eta: 0:00:52 time: 0.2409 data_time: 0.1609 memory: 2893 2023/02/16 05:39:22 - mmengine - INFO - Epoch(val) [13][400/545] eta: 0:00:30 time: 0.1744 data_time: 0.0948 memory: 2893 2023/02/16 05:39:43 - mmengine - INFO - Epoch(val) [13][500/545] eta: 0:00:09 time: 0.1960 data_time: 0.1161 memory: 2893 2023/02/16 05:39:56 - mmengine - INFO - Epoch(val) [13][545/545] acc/top1: 0.6898 acc/top5: 0.8894 acc/mean1: 0.6897 2023/02/16 05:39:56 - mmengine - INFO - The previous best checkpoint /mnt/petrelfs/lilin/Repos/mmact_dev/mmaction2/work_dirs/uniformer_train/uniformerv2-base-p16-res224_clip_u8_kinetics700-rgb/best_acc/top1_epoch_12.pth is removed 2023/02/16 05:39:58 - mmengine - INFO - The best checkpoint with 0.6898 acc/top1 at 13 epoch is saved to best_acc/top1_epoch_13.pth. 2023/02/16 05:42:16 - mmengine - INFO - Epoch(train) [14][ 100/2119] lr: 9.4370e-06 eta: 1 day, 7:53:36 time: 1.3482 data_time: 0.2132 memory: 52499 grad_norm: 32.2511 loss: 1.7090 top1_acc: 0.5625 top5_acc: 0.7500 loss_cls: 1.7090 2023/02/16 05:44:25 - mmengine - INFO - Epoch(train) [14][ 200/2119] lr: 9.4305e-06 eta: 1 day, 7:51:25 time: 1.2219 data_time: 0.1020 memory: 52499 grad_norm: 32.3338 loss: 1.8841 top1_acc: 0.6250 top5_acc: 0.8750 loss_cls: 1.8841 2023/02/16 05:46:33 - mmengine - INFO - Epoch(train) [14][ 300/2119] lr: 9.4240e-06 eta: 1 day, 7:49:12 time: 1.2896 data_time: 0.1606 memory: 52499 grad_norm: 31.0243 loss: 1.8159 top1_acc: 0.5312 top5_acc: 0.8125 loss_cls: 1.8159 2023/02/16 05:48:39 - mmengine - INFO - Epoch(train) [14][ 400/2119] lr: 9.4175e-06 eta: 1 day, 7:46:54 time: 1.3128 data_time: 0.0276 memory: 52499 grad_norm: 30.6891 loss: 1.9317 top1_acc: 0.5625 top5_acc: 0.7500 loss_cls: 1.9317 2023/02/16 05:49:48 - mmengine - INFO - Exp name: uniformerv2-base-p16-res224_clip_u8_kinetics700-rgb_20230215_191951 2023/02/16 05:50:47 - mmengine - INFO - Epoch(train) [14][ 500/2119] lr: 9.4109e-06 eta: 1 day, 7:44:40 time: 1.2769 data_time: 0.0448 memory: 52499 grad_norm: 31.7178 loss: 1.9395 top1_acc: 0.6250 top5_acc: 0.8750 loss_cls: 1.9395 2023/02/16 05:52:55 - mmengine - INFO - Epoch(train) [14][ 600/2119] lr: 9.4043e-06 eta: 1 day, 7:42:28 time: 1.2821 data_time: 0.0343 memory: 52499 grad_norm: 31.2583 loss: 1.7778 top1_acc: 0.6562 top5_acc: 0.9062 loss_cls: 1.7778 2023/02/16 05:55:04 - mmengine - INFO - Epoch(train) [14][ 700/2119] lr: 9.3976e-06 eta: 1 day, 7:40:18 time: 1.3550 data_time: 0.0377 memory: 52499 grad_norm: 31.6954 loss: 1.8538 top1_acc: 0.6250 top5_acc: 0.8125 loss_cls: 1.8538 2023/02/16 05:57:11 - mmengine - INFO - Epoch(train) [14][ 800/2119] lr: 9.3909e-06 eta: 1 day, 7:38:02 time: 1.2960 data_time: 0.0333 memory: 52499 grad_norm: 30.7751 loss: 1.8073 top1_acc: 0.5625 top5_acc: 0.8750 loss_cls: 1.8073 2023/02/16 05:59:17 - mmengine - INFO - Epoch(train) [14][ 900/2119] lr: 9.3842e-06 eta: 1 day, 7:35:45 time: 1.2536 data_time: 0.0358 memory: 52499 grad_norm: 32.3250 loss: 1.7816 top1_acc: 0.5625 top5_acc: 0.7188 loss_cls: 1.7816 2023/02/16 06:01:24 - mmengine - INFO - Epoch(train) [14][1000/2119] lr: 9.3774e-06 eta: 1 day, 7:33:28 time: 1.2966 data_time: 0.0388 memory: 52499 grad_norm: 31.5659 loss: 1.9285 top1_acc: 0.5312 top5_acc: 0.7812 loss_cls: 1.9285 2023/02/16 06:03:33 - mmengine - INFO - Epoch(train) [14][1100/2119] lr: 9.3707e-06 eta: 1 day, 7:31:18 time: 1.2975 data_time: 0.0322 memory: 52499 grad_norm: 32.8961 loss: 1.9828 top1_acc: 0.5000 top5_acc: 0.8125 loss_cls: 1.9828 2023/02/16 06:05:41 - mmengine - INFO - Epoch(train) [14][1200/2119] lr: 9.3638e-06 eta: 1 day, 7:29:06 time: 1.2860 data_time: 0.0333 memory: 52499 grad_norm: 31.0838 loss: 1.7278 top1_acc: 0.8125 top5_acc: 0.8750 loss_cls: 1.7278 2023/02/16 06:07:48 - mmengine - INFO - Epoch(train) [14][1300/2119] lr: 9.3570e-06 eta: 1 day, 7:26:51 time: 1.1703 data_time: 0.0383 memory: 52499 grad_norm: 32.1867 loss: 1.8840 top1_acc: 0.5938 top5_acc: 0.8438 loss_cls: 1.8840 2023/02/16 06:09:56 - mmengine - INFO - Epoch(train) [14][1400/2119] lr: 9.3501e-06 eta: 1 day, 7:24:38 time: 1.2637 data_time: 0.0364 memory: 52499 grad_norm: 32.4358 loss: 1.8358 top1_acc: 0.6250 top5_acc: 0.8125 loss_cls: 1.8358 2023/02/16 06:11:03 - mmengine - INFO - Exp name: uniformerv2-base-p16-res224_clip_u8_kinetics700-rgb_20230215_191951 2023/02/16 06:12:04 - mmengine - INFO - Epoch(train) [14][1500/2119] lr: 9.3432e-06 eta: 1 day, 7:22:25 time: 1.3073 data_time: 0.0381 memory: 52499 grad_norm: 30.8941 loss: 1.7488 top1_acc: 0.5000 top5_acc: 0.8125 loss_cls: 1.7488 2023/02/16 06:14:09 - mmengine - INFO - Epoch(train) [14][1600/2119] lr: 9.3362e-06 eta: 1 day, 7:20:04 time: 1.2616 data_time: 0.0339 memory: 52499 grad_norm: 32.6567 loss: 1.7816 top1_acc: 0.5625 top5_acc: 0.7812 loss_cls: 1.7816 2023/02/16 06:16:17 - mmengine - INFO - Epoch(train) [14][1700/2119] lr: 9.3292e-06 eta: 1 day, 7:17:53 time: 1.2498 data_time: 0.0334 memory: 52499 grad_norm: 31.8817 loss: 1.7950 top1_acc: 0.6562 top5_acc: 0.8438 loss_cls: 1.7950 2023/02/16 06:18:25 - mmengine - INFO - Epoch(train) [14][1800/2119] lr: 9.3222e-06 eta: 1 day, 7:15:40 time: 1.2615 data_time: 0.0355 memory: 52499 grad_norm: 31.7040 loss: 1.9275 top1_acc: 0.5000 top5_acc: 0.8125 loss_cls: 1.9275 2023/02/16 06:20:32 - mmengine - INFO - Epoch(train) [14][1900/2119] lr: 9.3151e-06 eta: 1 day, 7:13:24 time: 1.2050 data_time: 0.0322 memory: 52499 grad_norm: 30.8846 loss: 1.8699 top1_acc: 0.6562 top5_acc: 0.8750 loss_cls: 1.8699 2023/02/16 06:22:41 - mmengine - INFO - Epoch(train) [14][2000/2119] lr: 9.3080e-06 eta: 1 day, 7:11:14 time: 1.3310 data_time: 0.0323 memory: 52499 grad_norm: 31.1403 loss: 1.7411 top1_acc: 0.6562 top5_acc: 0.7812 loss_cls: 1.7411 2023/02/16 06:24:46 - mmengine - INFO - Epoch(train) [14][2100/2119] lr: 9.3009e-06 eta: 1 day, 7:08:54 time: 1.2900 data_time: 0.0362 memory: 52499 grad_norm: 31.2028 loss: 1.8984 top1_acc: 0.5000 top5_acc: 0.8750 loss_cls: 1.8984 2023/02/16 06:25:08 - mmengine - INFO - Exp name: uniformerv2-base-p16-res224_clip_u8_kinetics700-rgb_20230215_191951 2023/02/16 06:25:08 - mmengine - INFO - Epoch(train) [14][2119/2119] lr: 9.2995e-06 eta: 1 day, 7:08:22 time: 1.1781 data_time: 0.0235 memory: 52499 grad_norm: 31.7486 loss: 1.8576 top1_acc: 0.6316 top5_acc: 0.8421 loss_cls: 1.8576 2023/02/16 06:25:31 - mmengine - INFO - Epoch(val) [14][100/545] eta: 0:01:42 time: 0.2726 data_time: 0.1927 memory: 2893 2023/02/16 06:25:51 - mmengine - INFO - Epoch(val) [14][200/545] eta: 0:01:14 time: 0.2015 data_time: 0.1217 memory: 2893 2023/02/16 06:26:12 - mmengine - INFO - Epoch(val) [14][300/545] eta: 0:00:52 time: 0.2395 data_time: 0.1594 memory: 2893 2023/02/16 06:26:31 - mmengine - INFO - Epoch(val) [14][400/545] eta: 0:00:30 time: 0.1656 data_time: 0.0851 memory: 2893 2023/02/16 06:26:52 - mmengine - INFO - Epoch(val) [14][500/545] eta: 0:00:09 time: 0.1878 data_time: 0.1077 memory: 2893 2023/02/16 06:27:05 - mmengine - INFO - Epoch(val) [14][545/545] acc/top1: 0.6901 acc/top5: 0.8887 acc/mean1: 0.6900 2023/02/16 06:27:06 - mmengine - INFO - The previous best checkpoint /mnt/petrelfs/lilin/Repos/mmact_dev/mmaction2/work_dirs/uniformer_train/uniformerv2-base-p16-res224_clip_u8_kinetics700-rgb/best_acc/top1_epoch_13.pth is removed 2023/02/16 06:27:08 - mmengine - INFO - The best checkpoint with 0.6901 acc/top1 at 14 epoch is saved to best_acc/top1_epoch_14.pth. 2023/02/16 06:29:26 - mmengine - INFO - Epoch(train) [15][ 100/2119] lr: 9.2924e-06 eta: 1 day, 7:06:41 time: 1.3869 data_time: 0.1742 memory: 52499 grad_norm: 32.8922 loss: 1.6894 top1_acc: 0.5312 top5_acc: 0.8750 loss_cls: 1.6894 2023/02/16 06:31:33 - mmengine - INFO - Epoch(train) [15][ 200/2119] lr: 9.2852e-06 eta: 1 day, 7:04:26 time: 1.2415 data_time: 0.1160 memory: 52499 grad_norm: 31.3710 loss: 1.7238 top1_acc: 0.4375 top5_acc: 0.8750 loss_cls: 1.7238 2023/02/16 06:33:40 - mmengine - INFO - Epoch(train) [15][ 300/2119] lr: 9.2779e-06 eta: 1 day, 7:02:10 time: 1.2563 data_time: 0.0369 memory: 52499 grad_norm: 30.9598 loss: 1.8158 top1_acc: 0.5938 top5_acc: 0.7500 loss_cls: 1.8158 2023/02/16 06:34:24 - mmengine - INFO - Exp name: uniformerv2-base-p16-res224_clip_u8_kinetics700-rgb_20230215_191951 2023/02/16 06:35:47 - mmengine - INFO - Epoch(train) [15][ 400/2119] lr: 9.2707e-06 eta: 1 day, 6:59:56 time: 1.2526 data_time: 0.0360 memory: 52499 grad_norm: 31.0903 loss: 1.4702 top1_acc: 0.6875 top5_acc: 0.8438 loss_cls: 1.4702 2023/02/16 06:37:56 - mmengine - INFO - Epoch(train) [15][ 500/2119] lr: 9.2634e-06 eta: 1 day, 6:57:45 time: 1.2625 data_time: 0.0376 memory: 52499 grad_norm: 31.3877 loss: 1.7484 top1_acc: 0.6250 top5_acc: 0.7812 loss_cls: 1.7484 2023/02/16 06:40:04 - mmengine - INFO - Epoch(train) [15][ 600/2119] lr: 9.2561e-06 eta: 1 day, 6:55:33 time: 1.2698 data_time: 0.0259 memory: 52499 grad_norm: 30.6986 loss: 1.6356 top1_acc: 0.6562 top5_acc: 0.8125 loss_cls: 1.6356 2023/02/16 06:42:11 - mmengine - INFO - Epoch(train) [15][ 700/2119] lr: 9.2487e-06 eta: 1 day, 6:53:18 time: 1.2808 data_time: 0.0383 memory: 52499 grad_norm: 30.7299 loss: 1.8592 top1_acc: 0.6250 top5_acc: 0.8438 loss_cls: 1.8592 2023/02/16 06:44:18 - mmengine - INFO - Epoch(train) [15][ 800/2119] lr: 9.2413e-06 eta: 1 day, 6:51:04 time: 1.3523 data_time: 0.0312 memory: 52499 grad_norm: 31.4948 loss: 1.8104 top1_acc: 0.6562 top5_acc: 0.8750 loss_cls: 1.8104 2023/02/16 06:46:26 - mmengine - INFO - Epoch(train) [15][ 900/2119] lr: 9.2339e-06 eta: 1 day, 6:48:52 time: 1.3301 data_time: 0.0380 memory: 52499 grad_norm: 31.1910 loss: 1.7398 top1_acc: 0.5312 top5_acc: 0.6875 loss_cls: 1.7398 2023/02/16 06:48:35 - mmengine - INFO - Epoch(train) [15][1000/2119] lr: 9.2264e-06 eta: 1 day, 6:46:44 time: 1.3140 data_time: 0.0316 memory: 52499 grad_norm: 31.6006 loss: 1.7863 top1_acc: 0.6875 top5_acc: 0.8750 loss_cls: 1.7863 2023/02/16 06:50:40 - mmengine - INFO - Epoch(train) [15][1100/2119] lr: 9.2189e-06 eta: 1 day, 6:44:24 time: 1.2145 data_time: 0.0352 memory: 52499 grad_norm: 30.6234 loss: 1.7016 top1_acc: 0.7812 top5_acc: 0.8438 loss_cls: 1.7016 2023/02/16 06:52:47 - mmengine - INFO - Epoch(train) [15][1200/2119] lr: 9.2114e-06 eta: 1 day, 6:42:09 time: 1.3048 data_time: 0.0345 memory: 52499 grad_norm: 31.3324 loss: 1.8901 top1_acc: 0.5000 top5_acc: 0.8125 loss_cls: 1.8901 2023/02/16 06:54:56 - mmengine - INFO - Epoch(train) [15][1300/2119] lr: 9.2038e-06 eta: 1 day, 6:40:00 time: 1.1687 data_time: 0.0309 memory: 52499 grad_norm: 30.0076 loss: 1.6303 top1_acc: 0.7188 top5_acc: 0.7812 loss_cls: 1.6303 2023/02/16 06:55:39 - mmengine - INFO - Exp name: uniformerv2-base-p16-res224_clip_u8_kinetics700-rgb_20230215_191951 2023/02/16 06:57:02 - mmengine - INFO - Epoch(train) [15][1400/2119] lr: 9.1962e-06 eta: 1 day, 6:37:42 time: 1.3012 data_time: 0.0346 memory: 52499 grad_norm: 31.7686 loss: 1.7652 top1_acc: 0.5938 top5_acc: 0.8750 loss_cls: 1.7652 2023/02/16 06:59:10 - mmengine - INFO - Epoch(train) [15][1500/2119] lr: 9.1886e-06 eta: 1 day, 6:35:30 time: 1.2742 data_time: 0.0325 memory: 52499 grad_norm: 33.0662 loss: 1.9235 top1_acc: 0.7812 top5_acc: 0.8438 loss_cls: 1.9235 2023/02/16 07:01:19 - mmengine - INFO - Epoch(train) [15][1600/2119] lr: 9.1809e-06 eta: 1 day, 6:33:20 time: 1.2355 data_time: 0.0340 memory: 52499 grad_norm: 30.1992 loss: 1.8162 top1_acc: 0.4688 top5_acc: 0.8125 loss_cls: 1.8162 2023/02/16 07:03:25 - mmengine - INFO - Epoch(train) [15][1700/2119] lr: 9.1732e-06 eta: 1 day, 6:31:05 time: 1.2899 data_time: 0.0357 memory: 52499 grad_norm: 30.0013 loss: 1.7836 top1_acc: 0.7188 top5_acc: 0.9062 loss_cls: 1.7836 2023/02/16 07:05:34 - mmengine - INFO - Epoch(train) [15][1800/2119] lr: 9.1655e-06 eta: 1 day, 6:28:54 time: 1.2502 data_time: 0.0365 memory: 52499 grad_norm: 30.6808 loss: 1.8470 top1_acc: 0.5312 top5_acc: 0.6875 loss_cls: 1.8470 2023/02/16 07:07:42 - mmengine - INFO - Epoch(train) [15][1900/2119] lr: 9.1578e-06 eta: 1 day, 6:26:43 time: 1.3483 data_time: 0.0379 memory: 52499 grad_norm: 31.6565 loss: 1.7895 top1_acc: 0.5938 top5_acc: 0.6875 loss_cls: 1.7895 2023/02/16 07:09:52 - mmengine - INFO - Epoch(train) [15][2000/2119] lr: 9.1500e-06 eta: 1 day, 6:24:36 time: 1.3369 data_time: 0.0297 memory: 52499 grad_norm: 32.3131 loss: 1.8590 top1_acc: 0.4062 top5_acc: 0.8750 loss_cls: 1.8590 2023/02/16 07:11:59 - mmengine - INFO - Epoch(train) [15][2100/2119] lr: 9.1421e-06 eta: 1 day, 6:22:24 time: 1.3568 data_time: 0.0305 memory: 52499 grad_norm: 31.6565 loss: 1.7422 top1_acc: 0.6562 top5_acc: 0.8125 loss_cls: 1.7422 2023/02/16 07:12:21 - mmengine - INFO - Exp name: uniformerv2-base-p16-res224_clip_u8_kinetics700-rgb_20230215_191951 2023/02/16 07:12:21 - mmengine - INFO - Epoch(train) [15][2119/2119] lr: 9.1407e-06 eta: 1 day, 6:21:50 time: 1.1146 data_time: 0.0229 memory: 52499 grad_norm: 30.5650 loss: 1.9220 top1_acc: 0.5789 top5_acc: 0.6316 loss_cls: 1.9220 2023/02/16 07:12:21 - mmengine - INFO - Saving checkpoint at 15 epochs 2023/02/16 07:12:48 - mmengine - INFO - Epoch(val) [15][100/545] eta: 0:01:39 time: 0.2507 data_time: 0.1709 memory: 2893 2023/02/16 07:13:08 - mmengine - INFO - Epoch(val) [15][200/545] eta: 0:01:14 time: 0.2230 data_time: 0.1431 memory: 2893 2023/02/16 07:13:29 - mmengine - INFO - Epoch(val) [15][300/545] eta: 0:00:52 time: 0.2319 data_time: 0.1527 memory: 2893 2023/02/16 07:13:49 - mmengine - INFO - Epoch(val) [15][400/545] eta: 0:00:30 time: 0.1624 data_time: 0.0824 memory: 2893 2023/02/16 07:14:11 - mmengine - INFO - Epoch(val) [15][500/545] eta: 0:00:09 time: 0.2091 data_time: 0.1292 memory: 2893 2023/02/16 07:14:21 - mmengine - INFO - Epoch(val) [15][545/545] acc/top1: 0.6956 acc/top5: 0.8918 acc/mean1: 0.6956 2023/02/16 07:14:22 - mmengine - INFO - The previous best checkpoint /mnt/petrelfs/lilin/Repos/mmact_dev/mmaction2/work_dirs/uniformer_train/uniformerv2-base-p16-res224_clip_u8_kinetics700-rgb/best_acc/top1_epoch_14.pth is removed 2023/02/16 07:14:24 - mmengine - INFO - The best checkpoint with 0.6956 acc/top1 at 15 epoch is saved to best_acc/top1_epoch_15.pth. 2023/02/16 07:16:41 - mmengine - INFO - Epoch(train) [16][ 100/2119] lr: 9.1328e-06 eta: 1 day, 6:20:03 time: 1.3590 data_time: 0.0426 memory: 52499 grad_norm: 30.7320 loss: 1.6857 top1_acc: 0.5625 top5_acc: 0.8438 loss_cls: 1.6857 2023/02/16 07:18:49 - mmengine - INFO - Epoch(train) [16][ 200/2119] lr: 9.1249e-06 eta: 1 day, 6:17:51 time: 1.2343 data_time: 0.0309 memory: 52499 grad_norm: 30.2415 loss: 1.8132 top1_acc: 0.6250 top5_acc: 0.7812 loss_cls: 1.8132 2023/02/16 07:19:07 - mmengine - INFO - Exp name: uniformerv2-base-p16-res224_clip_u8_kinetics700-rgb_20230215_191951 2023/02/16 07:20:55 - mmengine - INFO - Epoch(train) [16][ 300/2119] lr: 9.1170e-06 eta: 1 day, 6:15:36 time: 1.2942 data_time: 0.0357 memory: 52499 grad_norm: 31.1813 loss: 1.7457 top1_acc: 0.6562 top5_acc: 0.9375 loss_cls: 1.7457 2023/02/16 07:23:03 - mmengine - INFO - Epoch(train) [16][ 400/2119] lr: 9.1090e-06 eta: 1 day, 6:13:23 time: 1.2660 data_time: 0.0276 memory: 52499 grad_norm: 29.5381 loss: 1.7558 top1_acc: 0.5938 top5_acc: 0.7188 loss_cls: 1.7558 2023/02/16 07:25:15 - mmengine - INFO - Epoch(train) [16][ 500/2119] lr: 9.1010e-06 eta: 1 day, 6:11:22 time: 1.3389 data_time: 0.0342 memory: 52499 grad_norm: 31.0838 loss: 1.7190 top1_acc: 0.5312 top5_acc: 0.7188 loss_cls: 1.7190 2023/02/16 07:27:21 - mmengine - INFO - Epoch(train) [16][ 600/2119] lr: 9.0930e-06 eta: 1 day, 6:09:06 time: 1.2118 data_time: 0.0282 memory: 52499 grad_norm: 31.7722 loss: 1.7300 top1_acc: 0.4688 top5_acc: 0.7500 loss_cls: 1.7300 2023/02/16 07:29:28 - mmengine - INFO - Epoch(train) [16][ 700/2119] lr: 9.0850e-06 eta: 1 day, 6:06:53 time: 1.2748 data_time: 0.0405 memory: 52499 grad_norm: 31.1640 loss: 1.6791 top1_acc: 0.6875 top5_acc: 0.8750 loss_cls: 1.6791 2023/02/16 07:31:34 - mmengine - INFO - Epoch(train) [16][ 800/2119] lr: 9.0769e-06 eta: 1 day, 6:04:35 time: 1.2487 data_time: 0.0304 memory: 52499 grad_norm: 31.1731 loss: 1.8063 top1_acc: 0.6562 top5_acc: 0.7188 loss_cls: 1.8063 2023/02/16 07:33:43 - mmengine - INFO - Epoch(train) [16][ 900/2119] lr: 9.0688e-06 eta: 1 day, 6:02:26 time: 1.3043 data_time: 0.0313 memory: 52499 grad_norm: 30.0237 loss: 1.8011 top1_acc: 0.5938 top5_acc: 0.8125 loss_cls: 1.8011 2023/02/16 07:35:50 - mmengine - INFO - Epoch(train) [16][1000/2119] lr: 9.0606e-06 eta: 1 day, 6:00:13 time: 1.2168 data_time: 0.0370 memory: 52499 grad_norm: 30.0475 loss: 1.5632 top1_acc: 0.6562 top5_acc: 0.7500 loss_cls: 1.5632 2023/02/16 07:38:00 - mmengine - INFO - Epoch(train) [16][1100/2119] lr: 9.0525e-06 eta: 1 day, 5:58:04 time: 1.3056 data_time: 0.0373 memory: 52499 grad_norm: 31.4158 loss: 1.6946 top1_acc: 0.6875 top5_acc: 0.8438 loss_cls: 1.6946 2023/02/16 07:40:06 - mmengine - INFO - Epoch(train) [16][1200/2119] lr: 9.0443e-06 eta: 1 day, 5:55:50 time: 1.3144 data_time: 0.0378 memory: 52499 grad_norm: 29.7024 loss: 1.7111 top1_acc: 0.5938 top5_acc: 0.8125 loss_cls: 1.7111 2023/02/16 07:40:26 - mmengine - INFO - Exp name: uniformerv2-base-p16-res224_clip_u8_kinetics700-rgb_20230215_191951 2023/02/16 07:42:15 - mmengine - INFO - Epoch(train) [16][1300/2119] lr: 9.0360e-06 eta: 1 day, 5:53:40 time: 1.3272 data_time: 0.0301 memory: 52499 grad_norm: 30.1313 loss: 1.6409 top1_acc: 0.6875 top5_acc: 0.8125 loss_cls: 1.6409 2023/02/16 07:44:23 - mmengine - INFO - Epoch(train) [16][1400/2119] lr: 9.0278e-06 eta: 1 day, 5:51:30 time: 1.3260 data_time: 0.0307 memory: 52499 grad_norm: 29.9925 loss: 1.7669 top1_acc: 0.5000 top5_acc: 0.6875 loss_cls: 1.7669 2023/02/16 07:46:30 - mmengine - INFO - Epoch(train) [16][1500/2119] lr: 9.0195e-06 eta: 1 day, 5:49:15 time: 1.2526 data_time: 0.0392 memory: 52499 grad_norm: 30.8617 loss: 1.7639 top1_acc: 0.5938 top5_acc: 0.8438 loss_cls: 1.7639 2023/02/16 07:48:39 - mmengine - INFO - Epoch(train) [16][1600/2119] lr: 9.0111e-06 eta: 1 day, 5:47:07 time: 1.1897 data_time: 0.0308 memory: 52499 grad_norm: 31.3525 loss: 1.8613 top1_acc: 0.5312 top5_acc: 0.7188 loss_cls: 1.8613 2023/02/16 07:50:49 - mmengine - INFO - Epoch(train) [16][1700/2119] lr: 9.0028e-06 eta: 1 day, 5:45:00 time: 1.3267 data_time: 0.0308 memory: 52499 grad_norm: 30.1909 loss: 1.7818 top1_acc: 0.7500 top5_acc: 0.8438 loss_cls: 1.7818 2023/02/16 07:52:53 - mmengine - INFO - Epoch(train) [16][1800/2119] lr: 8.9944e-06 eta: 1 day, 5:42:39 time: 1.2326 data_time: 0.0325 memory: 52499 grad_norm: 30.8694 loss: 1.7974 top1_acc: 0.5312 top5_acc: 0.9062 loss_cls: 1.7974 2023/02/16 07:55:03 - mmengine - INFO - Epoch(train) [16][1900/2119] lr: 8.9859e-06 eta: 1 day, 5:40:32 time: 1.2881 data_time: 0.0354 memory: 52499 grad_norm: 29.4904 loss: 1.7820 top1_acc: 0.5000 top5_acc: 0.7812 loss_cls: 1.7820 2023/02/16 07:57:11 - mmengine - INFO - Epoch(train) [16][2000/2119] lr: 8.9775e-06 eta: 1 day, 5:38:20 time: 1.2014 data_time: 0.0375 memory: 52499 grad_norm: 30.1894 loss: 1.6452 top1_acc: 0.6250 top5_acc: 0.8125 loss_cls: 1.6452 2023/02/16 07:59:21 - mmengine - INFO - Epoch(train) [16][2100/2119] lr: 8.9690e-06 eta: 1 day, 5:36:14 time: 1.3023 data_time: 0.0305 memory: 52499 grad_norm: 30.7809 loss: 1.7266 top1_acc: 0.7188 top5_acc: 0.8125 loss_cls: 1.7266 2023/02/16 07:59:42 - mmengine - INFO - Exp name: uniformerv2-base-p16-res224_clip_u8_kinetics700-rgb_20230215_191951 2023/02/16 07:59:42 - mmengine - INFO - Epoch(train) [16][2119/2119] lr: 8.9674e-06 eta: 1 day, 5:35:41 time: 1.1037 data_time: 0.0246 memory: 52499 grad_norm: 30.8750 loss: 1.7498 top1_acc: 0.5263 top5_acc: 0.6842 loss_cls: 1.7498 2023/02/16 08:00:04 - mmengine - INFO - Epoch(val) [16][100/545] eta: 0:01:40 time: 0.2574 data_time: 0.1778 memory: 2893 2023/02/16 08:00:25 - mmengine - INFO - Epoch(val) [16][200/545] eta: 0:01:14 time: 0.2139 data_time: 0.1346 memory: 2893 2023/02/16 08:00:46 - mmengine - INFO - Epoch(val) [16][300/545] eta: 0:00:52 time: 0.2422 data_time: 0.1617 memory: 2893 2023/02/16 08:01:05 - mmengine - INFO - Epoch(val) [16][400/545] eta: 0:00:30 time: 0.1770 data_time: 0.0968 memory: 2893 2023/02/16 08:01:26 - mmengine - INFO - Epoch(val) [16][500/545] eta: 0:00:09 time: 0.1947 data_time: 0.1150 memory: 2893 2023/02/16 08:01:39 - mmengine - INFO - Epoch(val) [16][545/545] acc/top1: 0.6999 acc/top5: 0.8933 acc/mean1: 0.6999 2023/02/16 08:01:39 - mmengine - INFO - The previous best checkpoint /mnt/petrelfs/lilin/Repos/mmact_dev/mmaction2/work_dirs/uniformer_train/uniformerv2-base-p16-res224_clip_u8_kinetics700-rgb/best_acc/top1_epoch_15.pth is removed 2023/02/16 08:01:41 - mmengine - INFO - The best checkpoint with 0.6999 acc/top1 at 16 epoch is saved to best_acc/top1_epoch_16.pth. 2023/02/16 08:03:53 - mmengine - INFO - Exp name: uniformerv2-base-p16-res224_clip_u8_kinetics700-rgb_20230215_191951 2023/02/16 08:03:59 - mmengine - INFO - Epoch(train) [17][ 100/2119] lr: 8.9589e-06 eta: 1 day, 5:33:52 time: 1.2818 data_time: 0.1183 memory: 52499 grad_norm: 30.9254 loss: 1.5654 top1_acc: 0.7812 top5_acc: 0.8438 loss_cls: 1.5654 2023/02/16 08:06:08 - mmengine - INFO - Epoch(train) [17][ 200/2119] lr: 8.9503e-06 eta: 1 day, 5:31:43 time: 1.2722 data_time: 0.0321 memory: 52499 grad_norm: 30.0823 loss: 1.8306 top1_acc: 0.5000 top5_acc: 0.7812 loss_cls: 1.8306 2023/02/16 08:08:15 - mmengine - INFO - Epoch(train) [17][ 300/2119] lr: 8.9417e-06 eta: 1 day, 5:29:30 time: 1.2909 data_time: 0.0380 memory: 52499 grad_norm: 29.6248 loss: 1.7206 top1_acc: 0.5312 top5_acc: 0.7812 loss_cls: 1.7206 2023/02/16 08:10:23 - mmengine - INFO - Epoch(train) [17][ 400/2119] lr: 8.9331e-06 eta: 1 day, 5:27:19 time: 1.2526 data_time: 0.0328 memory: 52499 grad_norm: 31.7925 loss: 1.8385 top1_acc: 0.6250 top5_acc: 0.8125 loss_cls: 1.8385 2023/02/16 08:12:32 - mmengine - INFO - Epoch(train) [17][ 500/2119] lr: 8.9245e-06 eta: 1 day, 5:25:10 time: 1.2672 data_time: 0.0362 memory: 52499 grad_norm: 30.7974 loss: 1.6473 top1_acc: 0.7500 top5_acc: 0.9688 loss_cls: 1.6473 2023/02/16 08:14:39 - mmengine - INFO - Epoch(train) [17][ 600/2119] lr: 8.9158e-06 eta: 1 day, 5:22:56 time: 1.1887 data_time: 0.0317 memory: 52499 grad_norm: 30.7804 loss: 1.6693 top1_acc: 0.4688 top5_acc: 0.7812 loss_cls: 1.6693 2023/02/16 08:16:45 - mmengine - INFO - Epoch(train) [17][ 700/2119] lr: 8.9071e-06 eta: 1 day, 5:20:40 time: 1.2930 data_time: 0.0332 memory: 52499 grad_norm: 30.8942 loss: 1.7078 top1_acc: 0.5312 top5_acc: 0.8438 loss_cls: 1.7078 2023/02/16 08:18:55 - mmengine - INFO - Epoch(train) [17][ 800/2119] lr: 8.8984e-06 eta: 1 day, 5:18:34 time: 1.2739 data_time: 0.0330 memory: 52499 grad_norm: 30.0229 loss: 1.6794 top1_acc: 0.5625 top5_acc: 0.7812 loss_cls: 1.6794 2023/02/16 08:21:05 - mmengine - INFO - Epoch(train) [17][ 900/2119] lr: 8.8896e-06 eta: 1 day, 5:16:26 time: 1.3397 data_time: 0.0333 memory: 52499 grad_norm: 31.1595 loss: 1.5676 top1_acc: 0.6250 top5_acc: 0.8125 loss_cls: 1.5676 2023/02/16 08:23:12 - mmengine - INFO - Epoch(train) [17][1000/2119] lr: 8.8808e-06 eta: 1 day, 5:14:15 time: 1.2889 data_time: 0.0337 memory: 52499 grad_norm: 30.7171 loss: 1.7393 top1_acc: 0.6875 top5_acc: 0.8125 loss_cls: 1.7393 2023/02/16 08:25:17 - mmengine - INFO - Exp name: uniformerv2-base-p16-res224_clip_u8_kinetics700-rgb_20230215_191951 2023/02/16 08:25:22 - mmengine - INFO - Epoch(train) [17][1100/2119] lr: 8.8720e-06 eta: 1 day, 5:12:07 time: 1.2734 data_time: 0.0358 memory: 52499 grad_norm: 30.2462 loss: 1.7210 top1_acc: 0.5625 top5_acc: 0.7188 loss_cls: 1.7210 2023/02/16 08:27:29 - mmengine - INFO - Epoch(train) [17][1200/2119] lr: 8.8632e-06 eta: 1 day, 5:09:54 time: 1.2108 data_time: 0.0387 memory: 52499 grad_norm: 31.2318 loss: 1.7790 top1_acc: 0.6562 top5_acc: 0.7500 loss_cls: 1.7790 2023/02/16 08:29:39 - mmengine - INFO - Epoch(train) [17][1300/2119] lr: 8.8543e-06 eta: 1 day, 5:07:48 time: 1.2803 data_time: 0.0331 memory: 52499 grad_norm: 30.4882 loss: 1.6147 top1_acc: 0.5938 top5_acc: 0.7500 loss_cls: 1.6147 2023/02/16 08:31:47 - mmengine - INFO - Epoch(train) [17][1400/2119] lr: 8.8454e-06 eta: 1 day, 5:05:36 time: 1.2587 data_time: 0.0351 memory: 52499 grad_norm: 30.6393 loss: 1.6658 top1_acc: 0.5625 top5_acc: 0.7812 loss_cls: 1.6658 2023/02/16 08:33:54 - mmengine - INFO - Epoch(train) [17][1500/2119] lr: 8.8364e-06 eta: 1 day, 5:03:24 time: 1.3280 data_time: 0.0418 memory: 52499 grad_norm: 30.5825 loss: 1.7022 top1_acc: 0.6875 top5_acc: 0.8125 loss_cls: 1.7022 2023/02/16 08:36:01 - mmengine - INFO - Epoch(train) [17][1600/2119] lr: 8.8275e-06 eta: 1 day, 5:01:11 time: 1.2563 data_time: 0.0349 memory: 52499 grad_norm: 30.8276 loss: 1.6036 top1_acc: 0.5312 top5_acc: 0.8750 loss_cls: 1.6036 2023/02/16 08:38:11 - mmengine - INFO - Epoch(train) [17][1700/2119] lr: 8.8185e-06 eta: 1 day, 4:59:02 time: 1.3258 data_time: 0.0283 memory: 52499 grad_norm: 30.3805 loss: 1.7008 top1_acc: 0.5938 top5_acc: 0.8125 loss_cls: 1.7008 2023/02/16 08:40:15 - mmengine - INFO - Epoch(train) [17][1800/2119] lr: 8.8094e-06 eta: 1 day, 4:56:44 time: 1.2820 data_time: 0.0337 memory: 52499 grad_norm: 29.4189 loss: 1.7666 top1_acc: 0.6875 top5_acc: 0.9375 loss_cls: 1.7666 2023/02/16 08:42:25 - mmengine - INFO - Epoch(train) [17][1900/2119] lr: 8.8004e-06 eta: 1 day, 4:54:36 time: 1.3140 data_time: 0.0338 memory: 52499 grad_norm: 30.7445 loss: 1.7263 top1_acc: 0.6562 top5_acc: 0.8125 loss_cls: 1.7263 2023/02/16 08:44:32 - mmengine - INFO - Epoch(train) [17][2000/2119] lr: 8.7913e-06 eta: 1 day, 4:52:24 time: 1.2981 data_time: 0.0368 memory: 52499 grad_norm: 30.2675 loss: 1.6935 top1_acc: 0.6562 top5_acc: 0.9062 loss_cls: 1.6935 2023/02/16 08:46:34 - mmengine - INFO - Exp name: uniformerv2-base-p16-res224_clip_u8_kinetics700-rgb_20230215_191951 2023/02/16 08:46:39 - mmengine - INFO - Epoch(train) [17][2100/2119] lr: 8.7822e-06 eta: 1 day, 4:50:10 time: 1.3278 data_time: 0.0318 memory: 52499 grad_norm: 29.4641 loss: 1.6531 top1_acc: 0.7188 top5_acc: 0.9062 loss_cls: 1.6531 2023/02/16 08:47:01 - mmengine - INFO - Exp name: uniformerv2-base-p16-res224_clip_u8_kinetics700-rgb_20230215_191951 2023/02/16 08:47:01 - mmengine - INFO - Epoch(train) [17][2119/2119] lr: 8.7805e-06 eta: 1 day, 4:49:39 time: 1.1312 data_time: 0.0250 memory: 52499 grad_norm: 30.8075 loss: 1.7301 top1_acc: 0.5263 top5_acc: 0.8947 loss_cls: 1.7301 2023/02/16 08:47:23 - mmengine - INFO - Epoch(val) [17][100/545] eta: 0:01:41 time: 0.2532 data_time: 0.1732 memory: 2893 2023/02/16 08:47:44 - mmengine - INFO - Epoch(val) [17][200/545] eta: 0:01:15 time: 0.2185 data_time: 0.1389 memory: 2893 2023/02/16 08:48:05 - mmengine - INFO - Epoch(val) [17][300/545] eta: 0:00:52 time: 0.2380 data_time: 0.1579 memory: 2893 2023/02/16 08:48:25 - mmengine - INFO - Epoch(val) [17][400/545] eta: 0:00:30 time: 0.1632 data_time: 0.0833 memory: 2893 2023/02/16 08:48:46 - mmengine - INFO - Epoch(val) [17][500/545] eta: 0:00:09 time: 0.1900 data_time: 0.1100 memory: 2893 2023/02/16 08:48:58 - mmengine - INFO - Epoch(val) [17][545/545] acc/top1: 0.6995 acc/top5: 0.8947 acc/mean1: 0.6995 2023/02/16 08:51:18 - mmengine - INFO - Epoch(train) [18][ 100/2119] lr: 8.7713e-06 eta: 1 day, 4:47:54 time: 1.3157 data_time: 0.0349 memory: 52499 grad_norm: 29.2386 loss: 1.6881 top1_acc: 0.5938 top5_acc: 0.7500 loss_cls: 1.6881 2023/02/16 08:53:26 - mmengine - INFO - Epoch(train) [18][ 200/2119] lr: 8.7621e-06 eta: 1 day, 4:45:43 time: 1.3299 data_time: 0.0342 memory: 52499 grad_norm: 30.0774 loss: 1.6884 top1_acc: 0.5312 top5_acc: 0.7812 loss_cls: 1.6884 2023/02/16 08:55:33 - mmengine - INFO - Epoch(train) [18][ 300/2119] lr: 8.7529e-06 eta: 1 day, 4:43:31 time: 1.3189 data_time: 0.0346 memory: 52499 grad_norm: 29.8507 loss: 1.5734 top1_acc: 0.7188 top5_acc: 0.9062 loss_cls: 1.5734 2023/02/16 08:57:40 - mmengine - INFO - Epoch(train) [18][ 400/2119] lr: 8.7437e-06 eta: 1 day, 4:41:16 time: 1.2784 data_time: 0.0350 memory: 52499 grad_norm: 30.6463 loss: 1.7733 top1_acc: 0.6562 top5_acc: 0.9375 loss_cls: 1.7733 2023/02/16 08:59:48 - mmengine - INFO - Epoch(train) [18][ 500/2119] lr: 8.7344e-06 eta: 1 day, 4:39:06 time: 1.2418 data_time: 0.0340 memory: 52499 grad_norm: 30.7880 loss: 1.8058 top1_acc: 0.8438 top5_acc: 0.9375 loss_cls: 1.8058 2023/02/16 09:01:56 - mmengine - INFO - Epoch(train) [18][ 600/2119] lr: 8.7251e-06 eta: 1 day, 4:36:56 time: 1.2844 data_time: 0.0327 memory: 52499 grad_norm: 29.8101 loss: 1.6203 top1_acc: 0.5312 top5_acc: 0.6250 loss_cls: 1.6203 2023/02/16 09:04:03 - mmengine - INFO - Epoch(train) [18][ 700/2119] lr: 8.7158e-06 eta: 1 day, 4:34:42 time: 1.2634 data_time: 0.0314 memory: 52499 grad_norm: 31.2449 loss: 1.7481 top1_acc: 0.5312 top5_acc: 0.7812 loss_cls: 1.7481 2023/02/16 09:06:10 - mmengine - INFO - Epoch(train) [18][ 800/2119] lr: 8.7065e-06 eta: 1 day, 4:32:30 time: 1.2238 data_time: 0.0362 memory: 52499 grad_norm: 29.5192 loss: 1.7588 top1_acc: 0.6875 top5_acc: 0.8125 loss_cls: 1.7588 2023/02/16 09:08:21 - mmengine - INFO - Epoch(train) [18][ 900/2119] lr: 8.6971e-06 eta: 1 day, 4:30:25 time: 1.3999 data_time: 0.0318 memory: 52499 grad_norm: 31.3800 loss: 1.7159 top1_acc: 0.5312 top5_acc: 0.8438 loss_cls: 1.7159 2023/02/16 09:09:59 - mmengine - INFO - Exp name: uniformerv2-base-p16-res224_clip_u8_kinetics700-rgb_20230215_191951 2023/02/16 09:10:28 - mmengine - INFO - Epoch(train) [18][1000/2119] lr: 8.6877e-06 eta: 1 day, 4:28:11 time: 1.2012 data_time: 0.0350 memory: 52499 grad_norm: 31.1019 loss: 1.6651 top1_acc: 0.6875 top5_acc: 0.9062 loss_cls: 1.6651 2023/02/16 09:12:35 - mmengine - INFO - Epoch(train) [18][1100/2119] lr: 8.6783e-06 eta: 1 day, 4:25:59 time: 1.3024 data_time: 0.0325 memory: 52499 grad_norm: 30.7776 loss: 1.6953 top1_acc: 0.6250 top5_acc: 0.7500 loss_cls: 1.6953 2023/02/16 09:14:42 - mmengine - INFO - Epoch(train) [18][1200/2119] lr: 8.6688e-06 eta: 1 day, 4:23:45 time: 1.2054 data_time: 0.0304 memory: 52499 grad_norm: 30.5336 loss: 1.7010 top1_acc: 0.6562 top5_acc: 0.8438 loss_cls: 1.7010 2023/02/16 09:16:52 - mmengine - INFO - Epoch(train) [18][1300/2119] lr: 8.6593e-06 eta: 1 day, 4:21:38 time: 1.3756 data_time: 0.0341 memory: 52499 grad_norm: 30.2785 loss: 1.4860 top1_acc: 0.7500 top5_acc: 0.9688 loss_cls: 1.4860 2023/02/16 09:18:58 - mmengine - INFO - Epoch(train) [18][1400/2119] lr: 8.6498e-06 eta: 1 day, 4:19:24 time: 1.2433 data_time: 0.0306 memory: 52499 grad_norm: 30.5884 loss: 1.7359 top1_acc: 0.6562 top5_acc: 0.8438 loss_cls: 1.7359 2023/02/16 09:21:06 - mmengine - INFO - Epoch(train) [18][1500/2119] lr: 8.6402e-06 eta: 1 day, 4:17:13 time: 1.2771 data_time: 0.0376 memory: 52499 grad_norm: 30.5089 loss: 1.6359 top1_acc: 0.6562 top5_acc: 0.8750 loss_cls: 1.6359 2023/02/16 09:23:17 - mmengine - INFO - Epoch(train) [18][1600/2119] lr: 8.6307e-06 eta: 1 day, 4:15:09 time: 1.2967 data_time: 0.0298 memory: 52499 grad_norm: 31.1530 loss: 1.6746 top1_acc: 0.5000 top5_acc: 0.7500 loss_cls: 1.6746 2023/02/16 09:25:23 - mmengine - INFO - Epoch(train) [18][1700/2119] lr: 8.6211e-06 eta: 1 day, 4:12:53 time: 1.1955 data_time: 0.0363 memory: 52499 grad_norm: 29.4581 loss: 1.7770 top1_acc: 0.5000 top5_acc: 0.6875 loss_cls: 1.7770 2023/02/16 09:27:30 - mmengine - INFO - Epoch(train) [18][1800/2119] lr: 8.6114e-06 eta: 1 day, 4:10:42 time: 1.2161 data_time: 0.0315 memory: 52499 grad_norm: 30.8062 loss: 1.7004 top1_acc: 0.6250 top5_acc: 0.8438 loss_cls: 1.7004 2023/02/16 09:29:38 - mmengine - INFO - Epoch(train) [18][1900/2119] lr: 8.6018e-06 eta: 1 day, 4:08:31 time: 1.2164 data_time: 0.0370 memory: 52499 grad_norm: 31.6168 loss: 1.7170 top1_acc: 0.7188 top5_acc: 0.8438 loss_cls: 1.7170 2023/02/16 09:31:18 - mmengine - INFO - Exp name: uniformerv2-base-p16-res224_clip_u8_kinetics700-rgb_20230215_191951 2023/02/16 09:31:48 - mmengine - INFO - Epoch(train) [18][2000/2119] lr: 8.5921e-06 eta: 1 day, 4:06:24 time: 1.3338 data_time: 0.0288 memory: 52499 grad_norm: 30.4914 loss: 1.6236 top1_acc: 0.7188 top5_acc: 0.8750 loss_cls: 1.6236 2023/02/16 09:33:56 - mmengine - INFO - Epoch(train) [18][2100/2119] lr: 8.5824e-06 eta: 1 day, 4:04:14 time: 1.2548 data_time: 0.0460 memory: 52499 grad_norm: 30.1853 loss: 1.8031 top1_acc: 0.4062 top5_acc: 0.5938 loss_cls: 1.8031 2023/02/16 09:34:19 - mmengine - INFO - Exp name: uniformerv2-base-p16-res224_clip_u8_kinetics700-rgb_20230215_191951 2023/02/16 09:34:19 - mmengine - INFO - Epoch(train) [18][2119/2119] lr: 8.5806e-06 eta: 1 day, 4:03:45 time: 1.1747 data_time: 0.0223 memory: 52499 grad_norm: 31.0093 loss: 1.8954 top1_acc: 0.5789 top5_acc: 0.6842 loss_cls: 1.8954 2023/02/16 09:34:19 - mmengine - INFO - Saving checkpoint at 18 epochs 2023/02/16 09:34:46 - mmengine - INFO - Epoch(val) [18][100/545] eta: 0:01:41 time: 0.2596 data_time: 0.1798 memory: 2893 2023/02/16 09:35:06 - mmengine - INFO - Epoch(val) [18][200/545] eta: 0:01:14 time: 0.2125 data_time: 0.1330 memory: 2893 2023/02/16 09:35:28 - mmengine - INFO - Epoch(val) [18][300/545] eta: 0:00:52 time: 0.2447 data_time: 0.1647 memory: 2893 2023/02/16 09:35:47 - mmengine - INFO - Epoch(val) [18][400/545] eta: 0:00:30 time: 0.1758 data_time: 0.0961 memory: 2893 2023/02/16 09:36:08 - mmengine - INFO - Epoch(val) [18][500/545] eta: 0:00:09 time: 0.2079 data_time: 0.1287 memory: 2893 2023/02/16 09:36:19 - mmengine - INFO - Epoch(val) [18][545/545] acc/top1: 0.7063 acc/top5: 0.8989 acc/mean1: 0.7062 2023/02/16 09:36:19 - mmengine - INFO - The previous best checkpoint /mnt/petrelfs/lilin/Repos/mmact_dev/mmaction2/work_dirs/uniformer_train/uniformerv2-base-p16-res224_clip_u8_kinetics700-rgb/best_acc/top1_epoch_16.pth is removed 2023/02/16 09:36:21 - mmengine - INFO - The best checkpoint with 0.7063 acc/top1 at 18 epoch is saved to best_acc/top1_epoch_18.pth. 2023/02/16 09:38:39 - mmengine - INFO - Epoch(train) [19][ 100/2119] lr: 8.5708e-06 eta: 1 day, 4:01:55 time: 1.3279 data_time: 0.2287 memory: 52499 grad_norm: 29.2399 loss: 1.6515 top1_acc: 0.5625 top5_acc: 0.7812 loss_cls: 1.6515 2023/02/16 09:40:48 - mmengine - INFO - Epoch(train) [19][ 200/2119] lr: 8.5611e-06 eta: 1 day, 3:59:45 time: 1.2918 data_time: 0.0294 memory: 52499 grad_norm: 29.5229 loss: 1.6926 top1_acc: 0.6250 top5_acc: 0.8125 loss_cls: 1.6926 2023/02/16 09:42:56 - mmengine - INFO - Epoch(train) [19][ 300/2119] lr: 8.5513e-06 eta: 1 day, 3:57:36 time: 1.3011 data_time: 0.0356 memory: 52499 grad_norm: 30.1190 loss: 1.6552 top1_acc: 0.5938 top5_acc: 0.8125 loss_cls: 1.6552 2023/02/16 09:45:04 - mmengine - INFO - Epoch(train) [19][ 400/2119] lr: 8.5414e-06 eta: 1 day, 3:55:24 time: 1.2916 data_time: 0.0308 memory: 52499 grad_norm: 30.9208 loss: 1.7871 top1_acc: 0.6562 top5_acc: 0.8438 loss_cls: 1.7871 2023/02/16 09:47:12 - mmengine - INFO - Epoch(train) [19][ 500/2119] lr: 8.5316e-06 eta: 1 day, 3:53:13 time: 1.3018 data_time: 0.0349 memory: 52499 grad_norm: 30.9693 loss: 1.6995 top1_acc: 0.7500 top5_acc: 0.9062 loss_cls: 1.6995 2023/02/16 09:49:18 - mmengine - INFO - Epoch(train) [19][ 600/2119] lr: 8.5217e-06 eta: 1 day, 3:50:59 time: 1.2765 data_time: 0.0306 memory: 52499 grad_norm: 30.8436 loss: 1.5809 top1_acc: 0.5625 top5_acc: 0.8125 loss_cls: 1.5809 2023/02/16 09:51:26 - mmengine - INFO - Epoch(train) [19][ 700/2119] lr: 8.5118e-06 eta: 1 day, 3:48:49 time: 1.3545 data_time: 0.0302 memory: 52499 grad_norm: 29.8162 loss: 1.5774 top1_acc: 0.6250 top5_acc: 0.7812 loss_cls: 1.5774 2023/02/16 09:53:34 - mmengine - INFO - Epoch(train) [19][ 800/2119] lr: 8.5019e-06 eta: 1 day, 3:46:38 time: 1.2503 data_time: 0.0338 memory: 52499 grad_norm: 30.8401 loss: 1.4799 top1_acc: 0.6562 top5_acc: 0.8750 loss_cls: 1.4799 2023/02/16 09:54:49 - mmengine - INFO - Exp name: uniformerv2-base-p16-res224_clip_u8_kinetics700-rgb_20230215_191951 2023/02/16 09:55:44 - mmengine - INFO - Epoch(train) [19][ 900/2119] lr: 8.4919e-06 eta: 1 day, 3:44:30 time: 1.2872 data_time: 0.0345 memory: 52499 grad_norm: 30.0820 loss: 1.5593 top1_acc: 0.6562 top5_acc: 0.9062 loss_cls: 1.5593 2023/02/16 09:57:50 - mmengine - INFO - Epoch(train) [19][1000/2119] lr: 8.4820e-06 eta: 1 day, 3:42:17 time: 1.1679 data_time: 0.0308 memory: 52499 grad_norm: 31.1317 loss: 1.6097 top1_acc: 0.6562 top5_acc: 0.8438 loss_cls: 1.6097 2023/02/16 09:59:59 - mmengine - INFO - Epoch(train) [19][1100/2119] lr: 8.4719e-06 eta: 1 day, 3:40:08 time: 1.2565 data_time: 0.0324 memory: 52499 grad_norm: 29.6943 loss: 1.5526 top1_acc: 0.4375 top5_acc: 0.6562 loss_cls: 1.5526 2023/02/16 10:02:10 - mmengine - INFO - Epoch(train) [19][1200/2119] lr: 8.4619e-06 eta: 1 day, 3:38:03 time: 1.2208 data_time: 0.0361 memory: 52499 grad_norm: 29.6571 loss: 1.8564 top1_acc: 0.8125 top5_acc: 0.9688 loss_cls: 1.8564 2023/02/16 10:04:17 - mmengine - INFO - Epoch(train) [19][1300/2119] lr: 8.4519e-06 eta: 1 day, 3:35:51 time: 1.3121 data_time: 0.0329 memory: 52499 grad_norm: 30.8658 loss: 1.4958 top1_acc: 0.5938 top5_acc: 0.7812 loss_cls: 1.4958 2023/02/16 10:06:25 - mmengine - INFO - Epoch(train) [19][1400/2119] lr: 8.4418e-06 eta: 1 day, 3:33:41 time: 1.2061 data_time: 0.0317 memory: 52499 grad_norm: 30.2385 loss: 1.5515 top1_acc: 0.5938 top5_acc: 0.8438 loss_cls: 1.5515 2023/02/16 10:08:35 - mmengine - INFO - Epoch(train) [19][1500/2119] lr: 8.4317e-06 eta: 1 day, 3:31:33 time: 1.2963 data_time: 0.0345 memory: 52499 grad_norm: 29.3170 loss: 1.7588 top1_acc: 0.7812 top5_acc: 0.8438 loss_cls: 1.7588 2023/02/16 10:10:43 - mmengine - INFO - Epoch(train) [19][1600/2119] lr: 8.4215e-06 eta: 1 day, 3:29:23 time: 1.2955 data_time: 0.0335 memory: 52499 grad_norm: 31.6209 loss: 1.5634 top1_acc: 0.6250 top5_acc: 0.8750 loss_cls: 1.5634 2023/02/16 10:12:50 - mmengine - INFO - Epoch(train) [19][1700/2119] lr: 8.4114e-06 eta: 1 day, 3:27:11 time: 1.1850 data_time: 0.0350 memory: 52499 grad_norm: 30.8891 loss: 1.8972 top1_acc: 0.4375 top5_acc: 0.7500 loss_cls: 1.8972 2023/02/16 10:15:00 - mmengine - INFO - Epoch(train) [19][1800/2119] lr: 8.4012e-06 eta: 1 day, 3:25:04 time: 1.2628 data_time: 0.0382 memory: 52499 grad_norm: 29.8838 loss: 1.6276 top1_acc: 0.5938 top5_acc: 0.8125 loss_cls: 1.6276 2023/02/16 10:16:13 - mmengine - INFO - Exp name: uniformerv2-base-p16-res224_clip_u8_kinetics700-rgb_20230215_191951 2023/02/16 10:17:06 - mmengine - INFO - Epoch(train) [19][1900/2119] lr: 8.3910e-06 eta: 1 day, 3:22:49 time: 1.2503 data_time: 0.0334 memory: 52499 grad_norm: 30.3953 loss: 1.6317 top1_acc: 0.6875 top5_acc: 0.7500 loss_cls: 1.6317 2023/02/16 10:19:13 - mmengine - INFO - Epoch(train) [19][2000/2119] lr: 8.3807e-06 eta: 1 day, 3:20:37 time: 1.2743 data_time: 0.0447 memory: 52499 grad_norm: 30.0065 loss: 1.8161 top1_acc: 0.5625 top5_acc: 0.8438 loss_cls: 1.8161 2023/02/16 10:21:20 - mmengine - INFO - Epoch(train) [19][2100/2119] lr: 8.3705e-06 eta: 1 day, 3:18:24 time: 1.1635 data_time: 0.0352 memory: 52499 grad_norm: 29.1179 loss: 1.5706 top1_acc: 0.6875 top5_acc: 0.8750 loss_cls: 1.5706 2023/02/16 10:21:41 - mmengine - INFO - Exp name: uniformerv2-base-p16-res224_clip_u8_kinetics700-rgb_20230215_191951 2023/02/16 10:21:41 - mmengine - INFO - Epoch(train) [19][2119/2119] lr: 8.3685e-06 eta: 1 day, 3:17:54 time: 1.1397 data_time: 0.0232 memory: 52499 grad_norm: 31.8018 loss: 1.8771 top1_acc: 0.6842 top5_acc: 0.7895 loss_cls: 1.8771 2023/02/16 10:22:04 - mmengine - INFO - Epoch(val) [19][100/545] eta: 0:01:40 time: 0.2549 data_time: 0.1751 memory: 2893 2023/02/16 10:22:25 - mmengine - INFO - Epoch(val) [19][200/545] eta: 0:01:14 time: 0.2160 data_time: 0.1367 memory: 2893 2023/02/16 10:22:46 - mmengine - INFO - Epoch(val) [19][300/545] eta: 0:00:52 time: 0.2312 data_time: 0.1521 memory: 2893 2023/02/16 10:23:05 - mmengine - INFO - Epoch(val) [19][400/545] eta: 0:00:30 time: 0.1644 data_time: 0.0852 memory: 2893 2023/02/16 10:23:26 - mmengine - INFO - Epoch(val) [19][500/545] eta: 0:00:09 time: 0.2094 data_time: 0.1303 memory: 2893 2023/02/16 10:23:39 - mmengine - INFO - Epoch(val) [19][545/545] acc/top1: 0.7082 acc/top5: 0.8998 acc/mean1: 0.7082 2023/02/16 10:23:39 - mmengine - INFO - The previous best checkpoint /mnt/petrelfs/lilin/Repos/mmact_dev/mmaction2/work_dirs/uniformer_train/uniformerv2-base-p16-res224_clip_u8_kinetics700-rgb/best_acc/top1_epoch_18.pth is removed 2023/02/16 10:23:41 - mmengine - INFO - The best checkpoint with 0.7082 acc/top1 at 19 epoch is saved to best_acc/top1_epoch_19.pth. 2023/02/16 10:26:00 - mmengine - INFO - Epoch(train) [20][ 100/2119] lr: 8.3582e-06 eta: 1 day, 3:16:05 time: 1.3897 data_time: 0.0369 memory: 52499 grad_norm: 29.9053 loss: 1.6432 top1_acc: 0.6562 top5_acc: 0.9062 loss_cls: 1.6432 2023/02/16 10:28:08 - mmengine - INFO - Epoch(train) [20][ 200/2119] lr: 8.3479e-06 eta: 1 day, 3:13:54 time: 1.2291 data_time: 0.0299 memory: 52499 grad_norm: 30.6033 loss: 1.5416 top1_acc: 0.5312 top5_acc: 0.7500 loss_cls: 1.5416 2023/02/16 10:30:15 - mmengine - INFO - Epoch(train) [20][ 300/2119] lr: 8.3376e-06 eta: 1 day, 3:11:41 time: 1.3224 data_time: 0.0379 memory: 52499 grad_norm: 31.5509 loss: 1.7152 top1_acc: 0.6562 top5_acc: 0.8125 loss_cls: 1.7152 2023/02/16 10:32:26 - mmengine - INFO - Epoch(train) [20][ 400/2119] lr: 8.3272e-06 eta: 1 day, 3:09:36 time: 1.2372 data_time: 0.0343 memory: 52499 grad_norm: 30.0680 loss: 1.7295 top1_acc: 0.5000 top5_acc: 0.7500 loss_cls: 1.7295 2023/02/16 10:36:14 - mmengine - INFO - Epoch(train) [20][ 500/2119] lr: 8.3168e-06 eta: 1 day, 3:10:32 time: 6.3060 data_time: 0.0329 memory: 52499 grad_norm: 30.2870 loss: 1.5132 top1_acc: 0.7188 top5_acc: 0.8125 loss_cls: 1.5132 2023/02/16 10:38:21 - mmengine - INFO - Epoch(train) [20][ 600/2119] lr: 8.3064e-06 eta: 1 day, 3:08:18 time: 1.2307 data_time: 0.0340 memory: 52499 grad_norm: 29.2089 loss: 1.6853 top1_acc: 0.5000 top5_acc: 0.8750 loss_cls: 1.6853 2023/02/16 10:40:30 - mmengine - INFO - Epoch(train) [20][ 700/2119] lr: 8.2959e-06 eta: 1 day, 3:06:10 time: 1.2996 data_time: 0.0352 memory: 52499 grad_norm: 28.6722 loss: 1.4397 top1_acc: 0.7812 top5_acc: 0.9062 loss_cls: 1.4397 2023/02/16 10:41:18 - mmengine - INFO - Exp name: uniformerv2-base-p16-res224_clip_u8_kinetics700-rgb_20230215_191951 2023/02/16 10:42:38 - mmengine - INFO - Epoch(train) [20][ 800/2119] lr: 8.2855e-06 eta: 1 day, 3:03:59 time: 1.2673 data_time: 0.0305 memory: 52499 grad_norm: 29.5163 loss: 1.5079 top1_acc: 0.7188 top5_acc: 0.8750 loss_cls: 1.5079 2023/02/16 10:44:45 - mmengine - INFO - Epoch(train) [20][ 900/2119] lr: 8.2750e-06 eta: 1 day, 3:01:46 time: 1.3068 data_time: 0.0327 memory: 52499 grad_norm: 30.1247 loss: 1.6624 top1_acc: 0.5938 top5_acc: 0.7500 loss_cls: 1.6624 2023/02/16 10:46:53 - mmengine - INFO - Epoch(train) [20][1000/2119] lr: 8.2645e-06 eta: 1 day, 2:59:34 time: 1.2316 data_time: 0.0315 memory: 52499 grad_norm: 30.1652 loss: 1.6179 top1_acc: 0.7812 top5_acc: 0.9062 loss_cls: 1.6179 2023/02/16 10:49:00 - mmengine - INFO - Epoch(train) [20][1100/2119] lr: 8.2539e-06 eta: 1 day, 2:57:22 time: 1.2740 data_time: 0.0378 memory: 52499 grad_norm: 29.6106 loss: 1.7381 top1_acc: 0.5938 top5_acc: 0.7812 loss_cls: 1.7381 2023/02/16 10:51:09 - mmengine - INFO - Epoch(train) [20][1200/2119] lr: 8.2434e-06 eta: 1 day, 2:55:12 time: 1.3006 data_time: 0.0318 memory: 52499 grad_norm: 30.6079 loss: 1.4974 top1_acc: 0.8125 top5_acc: 0.9375 loss_cls: 1.4974 2023/02/16 10:53:17 - mmengine - INFO - Epoch(train) [20][1300/2119] lr: 8.2328e-06 eta: 1 day, 2:53:02 time: 1.3046 data_time: 0.0329 memory: 52499 grad_norm: 29.4240 loss: 1.6787 top1_acc: 0.5625 top5_acc: 0.8438 loss_cls: 1.6787 2023/02/16 10:55:25 - mmengine - INFO - Epoch(train) [20][1400/2119] lr: 8.2221e-06 eta: 1 day, 2:50:51 time: 1.2460 data_time: 0.0320 memory: 52499 grad_norm: 29.9128 loss: 1.7175 top1_acc: 0.5000 top5_acc: 0.6875 loss_cls: 1.7175 2023/02/16 10:57:32 - mmengine - INFO - Epoch(train) [20][1500/2119] lr: 8.2115e-06 eta: 1 day, 2:48:38 time: 1.3112 data_time: 0.0311 memory: 52499 grad_norm: 30.0523 loss: 1.6676 top1_acc: 0.6250 top5_acc: 0.8125 loss_cls: 1.6676 2023/02/16 10:59:38 - mmengine - INFO - Epoch(train) [20][1600/2119] lr: 8.2009e-06 eta: 1 day, 2:46:23 time: 1.2459 data_time: 0.0421 memory: 52499 grad_norm: 29.0794 loss: 1.5098 top1_acc: 0.6250 top5_acc: 0.8438 loss_cls: 1.5098 2023/02/16 11:01:44 - mmengine - INFO - Epoch(train) [20][1700/2119] lr: 8.1902e-06 eta: 1 day, 2:44:09 time: 1.2662 data_time: 0.0324 memory: 52499 grad_norm: 28.8474 loss: 1.5936 top1_acc: 0.6562 top5_acc: 0.8125 loss_cls: 1.5936 2023/02/16 11:02:35 - mmengine - INFO - Exp name: uniformerv2-base-p16-res224_clip_u8_kinetics700-rgb_20230215_191951 2023/02/16 11:03:52 - mmengine - INFO - Epoch(train) [20][1800/2119] lr: 8.1795e-06 eta: 1 day, 2:41:57 time: 1.2406 data_time: 0.0293 memory: 52499 grad_norm: 30.3275 loss: 1.7238 top1_acc: 0.5938 top5_acc: 0.7812 loss_cls: 1.7238 2023/02/16 11:06:01 - mmengine - INFO - Epoch(train) [20][1900/2119] lr: 8.1687e-06 eta: 1 day, 2:39:47 time: 1.2681 data_time: 0.0433 memory: 52499 grad_norm: 28.9113 loss: 1.5353 top1_acc: 0.6562 top5_acc: 0.8750 loss_cls: 1.5353 2023/02/16 11:08:10 - mmengine - INFO - Epoch(train) [20][2000/2119] lr: 8.1580e-06 eta: 1 day, 2:37:40 time: 1.2504 data_time: 0.0336 memory: 52499 grad_norm: 29.3154 loss: 1.6454 top1_acc: 0.4375 top5_acc: 0.7812 loss_cls: 1.6454 2023/02/16 11:10:16 - mmengine - INFO - Epoch(train) [20][2100/2119] lr: 8.1472e-06 eta: 1 day, 2:35:25 time: 1.3275 data_time: 0.0335 memory: 52499 grad_norm: 30.1274 loss: 1.6657 top1_acc: 0.6562 top5_acc: 0.8438 loss_cls: 1.6657 2023/02/16 11:10:38 - mmengine - INFO - Exp name: uniformerv2-base-p16-res224_clip_u8_kinetics700-rgb_20230215_191951 2023/02/16 11:10:38 - mmengine - INFO - Epoch(train) [20][2119/2119] lr: 8.1451e-06 eta: 1 day, 2:34:56 time: 1.1749 data_time: 0.0246 memory: 52499 grad_norm: 31.0946 loss: 1.6950 top1_acc: 0.5789 top5_acc: 0.8947 loss_cls: 1.6950 2023/02/16 11:11:01 - mmengine - INFO - Epoch(val) [20][100/545] eta: 0:01:39 time: 0.2537 data_time: 0.1722 memory: 2893 2023/02/16 11:11:22 - mmengine - INFO - Epoch(val) [20][200/545] eta: 0:01:14 time: 0.2235 data_time: 0.1246 memory: 2893 2023/02/16 11:11:43 - mmengine - INFO - Epoch(val) [20][300/545] eta: 0:00:52 time: 0.2329 data_time: 0.1532 memory: 2893 2023/02/16 11:12:02 - mmengine - INFO - Epoch(val) [20][400/545] eta: 0:00:30 time: 0.1609 data_time: 0.0811 memory: 2893 2023/02/16 11:12:23 - mmengine - INFO - Epoch(val) [20][500/545] eta: 0:00:09 time: 0.2050 data_time: 0.1251 memory: 2893 2023/02/16 11:12:36 - mmengine - INFO - Epoch(val) [20][545/545] acc/top1: 0.7071 acc/top5: 0.9003 acc/mean1: 0.7071 2023/02/16 11:14:58 - mmengine - INFO - Epoch(train) [21][ 100/2119] lr: 8.1343e-06 eta: 1 day, 2:33:09 time: 1.4144 data_time: 0.0357 memory: 52499 grad_norm: 29.8376 loss: 1.4797 top1_acc: 0.4375 top5_acc: 0.7188 loss_cls: 1.4797 2023/02/16 11:17:00 - mmengine - INFO - Epoch(train) [21][ 200/2119] lr: 8.1235e-06 eta: 1 day, 2:30:49 time: 1.1658 data_time: 0.0333 memory: 52499 grad_norm: 29.4087 loss: 1.5697 top1_acc: 0.6250 top5_acc: 0.7812 loss_cls: 1.5697 2023/02/16 11:19:10 - mmengine - INFO - Epoch(train) [21][ 300/2119] lr: 8.1127e-06 eta: 1 day, 2:28:41 time: 1.3604 data_time: 0.0456 memory: 52499 grad_norm: 30.1822 loss: 1.6611 top1_acc: 0.6250 top5_acc: 0.8125 loss_cls: 1.6611 2023/02/16 11:21:18 - mmengine - INFO - Epoch(train) [21][ 400/2119] lr: 8.1018e-06 eta: 1 day, 2:26:29 time: 1.2172 data_time: 0.0320 memory: 52499 grad_norm: 29.3582 loss: 1.7396 top1_acc: 0.7812 top5_acc: 0.9062 loss_cls: 1.7396 2023/02/16 11:23:28 - mmengine - INFO - Epoch(train) [21][ 500/2119] lr: 8.0909e-06 eta: 1 day, 2:24:23 time: 1.2695 data_time: 0.0383 memory: 52499 grad_norm: 29.7303 loss: 1.6475 top1_acc: 0.6562 top5_acc: 0.8750 loss_cls: 1.6475 2023/02/16 11:25:35 - mmengine - INFO - Epoch(train) [21][ 600/2119] lr: 8.0800e-06 eta: 1 day, 2:22:10 time: 1.2400 data_time: 0.0327 memory: 52499 grad_norm: 29.1615 loss: 1.6752 top1_acc: 0.7188 top5_acc: 0.8125 loss_cls: 1.6752 2023/02/16 11:26:00 - mmengine - INFO - Exp name: uniformerv2-base-p16-res224_clip_u8_kinetics700-rgb_20230215_191951 2023/02/16 11:27:43 - mmengine - INFO - Epoch(train) [21][ 700/2119] lr: 8.0690e-06 eta: 1 day, 2:19:58 time: 1.2016 data_time: 0.0331 memory: 52499 grad_norm: 30.1008 loss: 1.5250 top1_acc: 0.5000 top5_acc: 0.7500 loss_cls: 1.5250 2023/02/16 11:29:52 - mmengine - INFO - Epoch(train) [21][ 800/2119] lr: 8.0580e-06 eta: 1 day, 2:17:50 time: 1.3273 data_time: 0.0345 memory: 52499 grad_norm: 29.1818 loss: 1.6016 top1_acc: 0.5312 top5_acc: 0.7812 loss_cls: 1.6016 2023/02/16 11:31:59 - mmengine - INFO - Epoch(train) [21][ 900/2119] lr: 8.0471e-06 eta: 1 day, 2:15:37 time: 1.2851 data_time: 0.0354 memory: 52499 grad_norm: 30.0907 loss: 1.6189 top1_acc: 0.6250 top5_acc: 0.7812 loss_cls: 1.6189 2023/02/16 11:34:08 - mmengine - INFO - Epoch(train) [21][1000/2119] lr: 8.0360e-06 eta: 1 day, 2:13:29 time: 1.4295 data_time: 0.0322 memory: 52499 grad_norm: 29.6942 loss: 1.6852 top1_acc: 0.7188 top5_acc: 0.9062 loss_cls: 1.6852 2023/02/16 11:36:15 - mmengine - INFO - Epoch(train) [21][1100/2119] lr: 8.0250e-06 eta: 1 day, 2:11:16 time: 1.2276 data_time: 0.0339 memory: 52499 grad_norm: 31.0149 loss: 1.6210 top1_acc: 0.5312 top5_acc: 0.6875 loss_cls: 1.6210 2023/02/16 11:38:24 - mmengine - INFO - Epoch(train) [21][1200/2119] lr: 8.0140e-06 eta: 1 day, 2:09:06 time: 1.2657 data_time: 0.0368 memory: 52499 grad_norm: 30.3061 loss: 1.5576 top1_acc: 0.4688 top5_acc: 0.7500 loss_cls: 1.5576 2023/02/16 11:40:30 - mmengine - INFO - Epoch(train) [21][1300/2119] lr: 8.0029e-06 eta: 1 day, 2:06:52 time: 1.2492 data_time: 0.0447 memory: 52499 grad_norm: 29.4567 loss: 1.5860 top1_acc: 0.5625 top5_acc: 0.8438 loss_cls: 1.5860 2023/02/16 11:42:39 - mmengine - INFO - Epoch(train) [21][1400/2119] lr: 7.9918e-06 eta: 1 day, 2:04:44 time: 1.2635 data_time: 0.0289 memory: 52499 grad_norm: 29.8025 loss: 1.5912 top1_acc: 0.6875 top5_acc: 0.8125 loss_cls: 1.5912 2023/02/16 11:44:46 - mmengine - INFO - Epoch(train) [21][1500/2119] lr: 7.9807e-06 eta: 1 day, 2:02:31 time: 1.2713 data_time: 0.0361 memory: 52499 grad_norm: 30.8832 loss: 1.6622 top1_acc: 0.5625 top5_acc: 0.8125 loss_cls: 1.6622 2023/02/16 11:46:56 - mmengine - INFO - Epoch(train) [21][1600/2119] lr: 7.9695e-06 eta: 1 day, 2:00:24 time: 1.2384 data_time: 0.0328 memory: 52499 grad_norm: 28.9603 loss: 1.6363 top1_acc: 0.5938 top5_acc: 0.8125 loss_cls: 1.6363 2023/02/16 11:47:23 - mmengine - INFO - Exp name: uniformerv2-base-p16-res224_clip_u8_kinetics700-rgb_20230215_191951 2023/02/16 11:49:06 - mmengine - INFO - Epoch(train) [21][1700/2119] lr: 7.9583e-06 eta: 1 day, 1:58:16 time: 1.3478 data_time: 0.0376 memory: 52499 grad_norm: 28.7268 loss: 1.5915 top1_acc: 0.5312 top5_acc: 0.7188 loss_cls: 1.5915 2023/02/16 11:51:15 - mmengine - INFO - Epoch(train) [21][1800/2119] lr: 7.9472e-06 eta: 1 day, 1:56:07 time: 1.2334 data_time: 0.0336 memory: 52499 grad_norm: 30.7211 loss: 1.5901 top1_acc: 0.7500 top5_acc: 0.9062 loss_cls: 1.5901 2023/02/16 11:53:24 - mmengine - INFO - Epoch(train) [21][1900/2119] lr: 7.9360e-06 eta: 1 day, 1:53:57 time: 1.3221 data_time: 0.0331 memory: 52499 grad_norm: 30.1059 loss: 1.5580 top1_acc: 0.5938 top5_acc: 0.8125 loss_cls: 1.5580 2023/02/16 11:55:33 - mmengine - INFO - Epoch(train) [21][2000/2119] lr: 7.9247e-06 eta: 1 day, 1:51:48 time: 1.3562 data_time: 0.0313 memory: 52499 grad_norm: 29.4322 loss: 1.5629 top1_acc: 0.5625 top5_acc: 0.7188 loss_cls: 1.5629 2023/02/16 11:57:39 - mmengine - INFO - Epoch(train) [21][2100/2119] lr: 7.9135e-06 eta: 1 day, 1:49:35 time: 1.2232 data_time: 0.0336 memory: 52499 grad_norm: 28.5531 loss: 1.6126 top1_acc: 0.6250 top5_acc: 0.9062 loss_cls: 1.6126 2023/02/16 11:58:00 - mmengine - INFO - Exp name: uniformerv2-base-p16-res224_clip_u8_kinetics700-rgb_20230215_191951 2023/02/16 11:58:00 - mmengine - INFO - Epoch(train) [21][2119/2119] lr: 7.9113e-06 eta: 1 day, 1:49:04 time: 1.0914 data_time: 0.0248 memory: 52499 grad_norm: 30.3359 loss: 1.6555 top1_acc: 0.6842 top5_acc: 0.7368 loss_cls: 1.6555 2023/02/16 11:58:00 - mmengine - INFO - Saving checkpoint at 21 epochs 2023/02/16 11:58:27 - mmengine - INFO - Epoch(val) [21][100/545] eta: 0:01:40 time: 0.2588 data_time: 0.1790 memory: 2893 2023/02/16 11:58:47 - mmengine - INFO - Epoch(val) [21][200/545] eta: 0:01:13 time: 0.2051 data_time: 0.1255 memory: 2893 2023/02/16 11:59:08 - mmengine - INFO - Epoch(val) [21][300/545] eta: 0:00:52 time: 0.2384 data_time: 0.1585 memory: 2893 2023/02/16 11:59:28 - mmengine - INFO - Epoch(val) [21][400/545] eta: 0:00:30 time: 0.1680 data_time: 0.0878 memory: 2893 2023/02/16 11:59:49 - mmengine - INFO - Epoch(val) [21][500/545] eta: 0:00:09 time: 0.2056 data_time: 0.1257 memory: 2893 2023/02/16 12:00:00 - mmengine - INFO - Epoch(val) [21][545/545] acc/top1: 0.7107 acc/top5: 0.9000 acc/mean1: 0.7107 2023/02/16 12:00:00 - mmengine - INFO - The previous best checkpoint /mnt/petrelfs/lilin/Repos/mmact_dev/mmaction2/work_dirs/uniformer_train/uniformerv2-base-p16-res224_clip_u8_kinetics700-rgb/best_acc/top1_epoch_19.pth is removed 2023/02/16 12:00:02 - mmengine - INFO - The best checkpoint with 0.7107 acc/top1 at 21 epoch is saved to best_acc/top1_epoch_21.pth. 2023/02/16 12:02:19 - mmengine - INFO - Epoch(train) [22][ 100/2119] lr: 7.9001e-06 eta: 1 day, 1:47:07 time: 1.2916 data_time: 0.1805 memory: 52499 grad_norm: 29.7978 loss: 1.5889 top1_acc: 0.5625 top5_acc: 0.7500 loss_cls: 1.5889 2023/02/16 12:04:27 - mmengine - INFO - Epoch(train) [22][ 200/2119] lr: 7.8888e-06 eta: 1 day, 1:44:57 time: 1.2764 data_time: 0.0968 memory: 52499 grad_norm: 28.6405 loss: 1.6739 top1_acc: 0.5938 top5_acc: 0.7188 loss_cls: 1.6739 2023/02/16 12:06:36 - mmengine - INFO - Epoch(train) [22][ 300/2119] lr: 7.8774e-06 eta: 1 day, 1:42:47 time: 1.2855 data_time: 0.0380 memory: 52499 grad_norm: 29.5474 loss: 1.5982 top1_acc: 0.7188 top5_acc: 0.9375 loss_cls: 1.5982 2023/02/16 12:08:45 - mmengine - INFO - Epoch(train) [22][ 400/2119] lr: 7.8661e-06 eta: 1 day, 1:40:39 time: 1.2874 data_time: 0.0346 memory: 52499 grad_norm: 29.8205 loss: 1.4831 top1_acc: 0.6875 top5_acc: 0.8750 loss_cls: 1.4831 2023/02/16 12:10:53 - mmengine - INFO - Epoch(train) [22][ 500/2119] lr: 7.8547e-06 eta: 1 day, 1:38:27 time: 1.3598 data_time: 0.0336 memory: 52499 grad_norm: 29.4657 loss: 1.5571 top1_acc: 0.7812 top5_acc: 0.9062 loss_cls: 1.5571 2023/02/16 12:10:54 - mmengine - INFO - Exp name: uniformerv2-base-p16-res224_clip_u8_kinetics700-rgb_20230215_191951 2023/02/16 12:13:01 - mmengine - INFO - Epoch(train) [22][ 600/2119] lr: 7.8434e-06 eta: 1 day, 1:36:16 time: 1.2788 data_time: 0.0322 memory: 52499 grad_norm: 30.2305 loss: 1.7033 top1_acc: 0.5938 top5_acc: 0.7500 loss_cls: 1.7033 2023/02/16 12:15:07 - mmengine - INFO - Epoch(train) [22][ 700/2119] lr: 7.8320e-06 eta: 1 day, 1:34:03 time: 1.2585 data_time: 0.0325 memory: 52499 grad_norm: 28.7668 loss: 1.3858 top1_acc: 0.7188 top5_acc: 0.8125 loss_cls: 1.3858 2023/02/16 12:17:16 - mmengine - INFO - Epoch(train) [22][ 800/2119] lr: 7.8205e-06 eta: 1 day, 1:31:54 time: 1.3109 data_time: 0.0354 memory: 52499 grad_norm: 29.1215 loss: 1.6601 top1_acc: 0.5938 top5_acc: 0.7500 loss_cls: 1.6601 2023/02/16 12:19:25 - mmengine - INFO - Epoch(train) [22][ 900/2119] lr: 7.8091e-06 eta: 1 day, 1:29:45 time: 1.2972 data_time: 0.0362 memory: 52499 grad_norm: 29.4898 loss: 1.4734 top1_acc: 0.6250 top5_acc: 0.8125 loss_cls: 1.4734 2023/02/16 12:21:34 - mmengine - INFO - Epoch(train) [22][1000/2119] lr: 7.7976e-06 eta: 1 day, 1:27:36 time: 1.2431 data_time: 0.0325 memory: 52499 grad_norm: 30.0582 loss: 1.6849 top1_acc: 0.5000 top5_acc: 0.7500 loss_cls: 1.6849 2023/02/16 12:23:42 - mmengine - INFO - Epoch(train) [22][1100/2119] lr: 7.7861e-06 eta: 1 day, 1:25:25 time: 1.3044 data_time: 0.0368 memory: 52499 grad_norm: 29.5386 loss: 1.5014 top1_acc: 0.5625 top5_acc: 0.6875 loss_cls: 1.5014 2023/02/16 12:26:47 - mmengine - INFO - Epoch(train) [22][1200/2119] lr: 7.7746e-06 eta: 1 day, 1:24:44 time: 1.2687 data_time: 0.0353 memory: 52499 grad_norm: 30.0133 loss: 1.4097 top1_acc: 0.7188 top5_acc: 0.9375 loss_cls: 1.4097 2023/02/16 12:28:56 - mmengine - INFO - Epoch(train) [22][1300/2119] lr: 7.7631e-06 eta: 1 day, 1:22:33 time: 1.2807 data_time: 0.0405 memory: 52499 grad_norm: 28.8044 loss: 1.6924 top1_acc: 0.5312 top5_acc: 0.8438 loss_cls: 1.6924 2023/02/16 12:31:06 - mmengine - INFO - Epoch(train) [22][1400/2119] lr: 7.7516e-06 eta: 1 day, 1:20:25 time: 1.3858 data_time: 0.0303 memory: 52499 grad_norm: 29.0354 loss: 1.5795 top1_acc: 0.5938 top5_acc: 0.7812 loss_cls: 1.5795 2023/02/16 12:33:14 - mmengine - INFO - Epoch(train) [22][1500/2119] lr: 7.7400e-06 eta: 1 day, 1:18:15 time: 1.2002 data_time: 0.0362 memory: 52499 grad_norm: 29.4822 loss: 1.4724 top1_acc: 0.6562 top5_acc: 0.8125 loss_cls: 1.4724 2023/02/16 12:33:15 - mmengine - INFO - Exp name: uniformerv2-base-p16-res224_clip_u8_kinetics700-rgb_20230215_191951 2023/02/16 12:35:20 - mmengine - INFO - Epoch(train) [22][1600/2119] lr: 7.7284e-06 eta: 1 day, 1:16:02 time: 1.2250 data_time: 0.0433 memory: 52499 grad_norm: 29.0707 loss: 1.7026 top1_acc: 0.5312 top5_acc: 0.8125 loss_cls: 1.7026 2023/02/16 12:37:29 - mmengine - INFO - Epoch(train) [22][1700/2119] lr: 7.7168e-06 eta: 1 day, 1:13:52 time: 1.2477 data_time: 0.0416 memory: 52499 grad_norm: 28.6750 loss: 1.5891 top1_acc: 0.5312 top5_acc: 0.8125 loss_cls: 1.5891 2023/02/16 12:39:36 - mmengine - INFO - Epoch(train) [22][1800/2119] lr: 7.7052e-06 eta: 1 day, 1:11:40 time: 1.2947 data_time: 0.0298 memory: 52499 grad_norm: 29.9936 loss: 1.5622 top1_acc: 0.5938 top5_acc: 0.8750 loss_cls: 1.5622 2023/02/16 12:41:44 - mmengine - INFO - Epoch(train) [22][1900/2119] lr: 7.6936e-06 eta: 1 day, 1:09:28 time: 1.2752 data_time: 0.0357 memory: 52499 grad_norm: 29.3104 loss: 1.5954 top1_acc: 0.7500 top5_acc: 0.8750 loss_cls: 1.5954 2023/02/16 12:43:54 - mmengine - INFO - Epoch(train) [22][2000/2119] lr: 7.6819e-06 eta: 1 day, 1:07:20 time: 1.4036 data_time: 0.0303 memory: 52499 grad_norm: 28.1605 loss: 1.4644 top1_acc: 0.5625 top5_acc: 0.8125 loss_cls: 1.4644 2023/02/16 12:46:01 - mmengine - INFO - Epoch(train) [22][2100/2119] lr: 7.6702e-06 eta: 1 day, 1:05:09 time: 1.2812 data_time: 0.0336 memory: 52499 grad_norm: 29.2984 loss: 1.5718 top1_acc: 0.7188 top5_acc: 0.9062 loss_cls: 1.5718 2023/02/16 12:46:23 - mmengine - INFO - Exp name: uniformerv2-base-p16-res224_clip_u8_kinetics700-rgb_20230215_191951 2023/02/16 12:46:23 - mmengine - INFO - Epoch(train) [22][2119/2119] lr: 7.6680e-06 eta: 1 day, 1:04:39 time: 1.1280 data_time: 0.0261 memory: 52499 grad_norm: 30.5814 loss: 1.5844 top1_acc: 0.8421 top5_acc: 0.8421 loss_cls: 1.5844 2023/02/16 12:46:45 - mmengine - INFO - Epoch(val) [22][100/545] eta: 0:01:39 time: 0.2542 data_time: 0.1745 memory: 2893 2023/02/16 12:47:06 - mmengine - INFO - Epoch(val) [22][200/545] eta: 0:01:14 time: 0.2195 data_time: 0.1399 memory: 2893 2023/02/16 12:47:27 - mmengine - INFO - Epoch(val) [22][300/545] eta: 0:00:52 time: 0.2368 data_time: 0.1570 memory: 2893 2023/02/16 12:47:47 - mmengine - INFO - Epoch(val) [22][400/545] eta: 0:00:30 time: 0.1571 data_time: 0.0773 memory: 2893 2023/02/16 12:48:08 - mmengine - INFO - Epoch(val) [22][500/545] eta: 0:00:09 time: 0.1929 data_time: 0.1130 memory: 2893 2023/02/16 12:48:21 - mmengine - INFO - Epoch(val) [22][545/545] acc/top1: 0.7122 acc/top5: 0.8998 acc/mean1: 0.7121 2023/02/16 12:48:21 - mmengine - INFO - The previous best checkpoint /mnt/petrelfs/lilin/Repos/mmact_dev/mmaction2/work_dirs/uniformer_train/uniformerv2-base-p16-res224_clip_u8_kinetics700-rgb/best_acc/top1_epoch_21.pth is removed 2023/02/16 12:48:23 - mmengine - INFO - The best checkpoint with 0.7122 acc/top1 at 22 epoch is saved to best_acc/top1_epoch_22.pth. 2023/02/16 12:50:38 - mmengine - INFO - Epoch(train) [23][ 100/2119] lr: 7.6563e-06 eta: 1 day, 1:02:39 time: 1.2109 data_time: 0.0352 memory: 52499 grad_norm: 29.7589 loss: 1.5803 top1_acc: 0.5625 top5_acc: 0.8750 loss_cls: 1.5803 2023/02/16 12:52:47 - mmengine - INFO - Epoch(train) [23][ 200/2119] lr: 7.6446e-06 eta: 1 day, 1:00:30 time: 1.2190 data_time: 0.0288 memory: 52499 grad_norm: 29.3339 loss: 1.6397 top1_acc: 0.6875 top5_acc: 0.8438 loss_cls: 1.6397 2023/02/16 12:54:57 - mmengine - INFO - Epoch(train) [23][ 300/2119] lr: 7.6328e-06 eta: 1 day, 0:58:22 time: 1.3332 data_time: 0.2111 memory: 52499 grad_norm: 30.1892 loss: 1.5645 top1_acc: 0.7812 top5_acc: 0.9375 loss_cls: 1.5645 2023/02/16 12:56:40 - mmengine - INFO - Exp name: uniformerv2-base-p16-res224_clip_u8_kinetics700-rgb_20230215_191951 2023/02/16 12:57:03 - mmengine - INFO - Epoch(train) [23][ 400/2119] lr: 7.6211e-06 eta: 1 day, 0:56:08 time: 1.2385 data_time: 0.0275 memory: 52499 grad_norm: 29.2808 loss: 1.4059 top1_acc: 0.7188 top5_acc: 0.9688 loss_cls: 1.4059 2023/02/16 12:59:10 - mmengine - INFO - Epoch(train) [23][ 500/2119] lr: 7.6093e-06 eta: 1 day, 0:53:56 time: 1.2623 data_time: 0.0329 memory: 52499 grad_norm: 28.7571 loss: 1.3930 top1_acc: 0.6562 top5_acc: 0.8438 loss_cls: 1.3930 2023/02/16 13:01:19 - mmengine - INFO - Epoch(train) [23][ 600/2119] lr: 7.5975e-06 eta: 1 day, 0:51:46 time: 1.3167 data_time: 0.0346 memory: 52499 grad_norm: 29.8925 loss: 1.7345 top1_acc: 0.5312 top5_acc: 0.7812 loss_cls: 1.7345 2023/02/16 13:03:28 - mmengine - INFO - Epoch(train) [23][ 700/2119] lr: 7.5857e-06 eta: 1 day, 0:49:36 time: 1.3216 data_time: 0.0768 memory: 52499 grad_norm: 29.5819 loss: 1.4752 top1_acc: 0.5000 top5_acc: 0.7500 loss_cls: 1.4752 2023/02/16 13:05:35 - mmengine - INFO - Epoch(train) [23][ 800/2119] lr: 7.5739e-06 eta: 1 day, 0:47:25 time: 1.2761 data_time: 0.0341 memory: 52499 grad_norm: 29.5028 loss: 1.4822 top1_acc: 0.7500 top5_acc: 0.8438 loss_cls: 1.4822 2023/02/16 13:07:44 - mmengine - INFO - Epoch(train) [23][ 900/2119] lr: 7.5620e-06 eta: 1 day, 0:45:16 time: 1.2656 data_time: 0.0315 memory: 52499 grad_norm: 29.5340 loss: 1.4210 top1_acc: 0.7188 top5_acc: 0.8750 loss_cls: 1.4210 2023/02/16 13:09:50 - mmengine - INFO - Epoch(train) [23][1000/2119] lr: 7.5501e-06 eta: 1 day, 0:43:02 time: 1.2117 data_time: 0.0346 memory: 52499 grad_norm: 29.3169 loss: 1.4959 top1_acc: 0.4375 top5_acc: 0.6562 loss_cls: 1.4959 2023/02/16 13:11:59 - mmengine - INFO - Epoch(train) [23][1100/2119] lr: 7.5383e-06 eta: 1 day, 0:40:52 time: 1.2832 data_time: 0.0427 memory: 52499 grad_norm: 29.6984 loss: 1.4785 top1_acc: 0.5938 top5_acc: 0.7188 loss_cls: 1.4785 2023/02/16 13:14:06 - mmengine - INFO - Epoch(train) [23][1200/2119] lr: 7.5264e-06 eta: 1 day, 0:38:41 time: 1.2604 data_time: 0.0306 memory: 52499 grad_norm: 28.2598 loss: 1.4506 top1_acc: 0.6875 top5_acc: 0.9688 loss_cls: 1.4506 2023/02/16 13:16:14 - mmengine - INFO - Epoch(train) [23][1300/2119] lr: 7.5144e-06 eta: 1 day, 0:36:29 time: 1.2380 data_time: 0.0340 memory: 52499 grad_norm: 28.9640 loss: 1.5229 top1_acc: 0.6250 top5_acc: 0.8125 loss_cls: 1.5229 2023/02/16 13:18:01 - mmengine - INFO - Exp name: uniformerv2-base-p16-res224_clip_u8_kinetics700-rgb_20230215_191951 2023/02/16 13:18:24 - mmengine - INFO - Epoch(train) [23][1400/2119] lr: 7.5025e-06 eta: 1 day, 0:34:22 time: 1.3502 data_time: 0.0422 memory: 52499 grad_norm: 29.7181 loss: 1.5894 top1_acc: 0.8125 top5_acc: 0.9062 loss_cls: 1.5894 2023/02/16 13:20:32 - mmengine - INFO - Epoch(train) [23][1500/2119] lr: 7.4905e-06 eta: 1 day, 0:32:12 time: 1.2733 data_time: 0.0380 memory: 52499 grad_norm: 29.8792 loss: 1.6487 top1_acc: 0.5938 top5_acc: 0.7812 loss_cls: 1.6487 2023/02/16 13:22:42 - mmengine - INFO - Epoch(train) [23][1600/2119] lr: 7.4786e-06 eta: 1 day, 0:30:03 time: 1.3738 data_time: 0.0424 memory: 52499 grad_norm: 30.6249 loss: 1.6613 top1_acc: 0.6250 top5_acc: 0.7500 loss_cls: 1.6613 2023/02/16 13:24:47 - mmengine - INFO - Epoch(train) [23][1700/2119] lr: 7.4666e-06 eta: 1 day, 0:27:49 time: 1.2871 data_time: 0.0329 memory: 52499 grad_norm: 31.2711 loss: 1.5814 top1_acc: 0.7188 top5_acc: 0.9062 loss_cls: 1.5814 2023/02/16 13:26:56 - mmengine - INFO - Epoch(train) [23][1800/2119] lr: 7.4546e-06 eta: 1 day, 0:25:40 time: 1.2677 data_time: 0.0344 memory: 52499 grad_norm: 29.6643 loss: 1.6223 top1_acc: 0.5938 top5_acc: 0.8438 loss_cls: 1.6223 2023/02/16 13:29:03 - mmengine - INFO - Epoch(train) [23][1900/2119] lr: 7.4425e-06 eta: 1 day, 0:23:27 time: 1.2689 data_time: 0.0389 memory: 52499 grad_norm: 29.2610 loss: 1.5777 top1_acc: 0.5938 top5_acc: 0.7188 loss_cls: 1.5777 2023/02/16 13:31:09 - mmengine - INFO - Epoch(train) [23][2000/2119] lr: 7.4305e-06 eta: 1 day, 0:21:14 time: 1.2908 data_time: 0.0334 memory: 52499 grad_norm: 28.3134 loss: 1.4413 top1_acc: 0.6250 top5_acc: 0.8438 loss_cls: 1.4413 2023/02/16 13:33:18 - mmengine - INFO - Epoch(train) [23][2100/2119] lr: 7.4184e-06 eta: 1 day, 0:19:04 time: 1.3268 data_time: 0.0288 memory: 52499 grad_norm: 30.0160 loss: 1.4546 top1_acc: 0.6562 top5_acc: 0.8750 loss_cls: 1.4546 2023/02/16 13:33:40 - mmengine - INFO - Exp name: uniformerv2-base-p16-res224_clip_u8_kinetics700-rgb_20230215_191951 2023/02/16 13:33:40 - mmengine - INFO - Epoch(train) [23][2119/2119] lr: 7.4161e-06 eta: 1 day, 0:18:36 time: 1.1637 data_time: 0.0239 memory: 52499 grad_norm: 29.9716 loss: 1.6145 top1_acc: 0.6842 top5_acc: 0.8421 loss_cls: 1.6145 2023/02/16 13:34:02 - mmengine - INFO - Epoch(val) [23][100/545] eta: 0:01:41 time: 0.2576 data_time: 0.1746 memory: 2893 2023/02/16 13:34:23 - mmengine - INFO - Epoch(val) [23][200/545] eta: 0:01:14 time: 0.2029 data_time: 0.1236 memory: 2893 2023/02/16 13:34:44 - mmengine - INFO - Epoch(val) [23][300/545] eta: 0:00:52 time: 0.2386 data_time: 0.1584 memory: 2893 2023/02/16 13:35:04 - mmengine - INFO - Epoch(val) [23][400/545] eta: 0:00:30 time: 0.1739 data_time: 0.0942 memory: 2893 2023/02/16 13:35:25 - mmengine - INFO - Epoch(val) [23][500/545] eta: 0:00:09 time: 0.1870 data_time: 0.1073 memory: 2893 2023/02/16 13:35:38 - mmengine - INFO - Epoch(val) [23][545/545] acc/top1: 0.7143 acc/top5: 0.9030 acc/mean1: 0.7143 2023/02/16 13:35:38 - mmengine - INFO - The previous best checkpoint /mnt/petrelfs/lilin/Repos/mmact_dev/mmaction2/work_dirs/uniformer_train/uniformerv2-base-p16-res224_clip_u8_kinetics700-rgb/best_acc/top1_epoch_22.pth is removed 2023/02/16 13:35:40 - mmengine - INFO - The best checkpoint with 0.7143 acc/top1 at 23 epoch is saved to best_acc/top1_epoch_23.pth. 2023/02/16 13:37:59 - mmengine - INFO - Epoch(train) [24][ 100/2119] lr: 7.4040e-06 eta: 1 day, 0:16:41 time: 1.3280 data_time: 0.0343 memory: 52499 grad_norm: 29.0753 loss: 1.5567 top1_acc: 0.8125 top5_acc: 0.8750 loss_cls: 1.5567 2023/02/16 13:40:05 - mmengine - INFO - Epoch(train) [24][ 200/2119] lr: 7.3919e-06 eta: 1 day, 0:14:27 time: 1.2721 data_time: 0.0316 memory: 52499 grad_norm: 28.4098 loss: 1.4821 top1_acc: 0.6562 top5_acc: 0.7812 loss_cls: 1.4821 2023/02/16 13:41:28 - mmengine - INFO - Exp name: uniformerv2-base-p16-res224_clip_u8_kinetics700-rgb_20230215_191951 2023/02/16 13:42:16 - mmengine - INFO - Epoch(train) [24][ 300/2119] lr: 7.3798e-06 eta: 1 day, 0:12:21 time: 1.3519 data_time: 0.0423 memory: 52499 grad_norm: 30.0380 loss: 1.5875 top1_acc: 0.5938 top5_acc: 0.8438 loss_cls: 1.5875 2023/02/16 13:44:23 - mmengine - INFO - Epoch(train) [24][ 400/2119] lr: 7.3677e-06 eta: 1 day, 0:10:09 time: 1.2657 data_time: 0.0319 memory: 52499 grad_norm: 30.0428 loss: 1.6473 top1_acc: 0.6562 top5_acc: 0.7500 loss_cls: 1.6473 2023/02/16 13:46:32 - mmengine - INFO - Epoch(train) [24][ 500/2119] lr: 7.3556e-06 eta: 1 day, 0:07:59 time: 1.3412 data_time: 0.0309 memory: 52499 grad_norm: 28.2955 loss: 1.5428 top1_acc: 0.5625 top5_acc: 0.8438 loss_cls: 1.5428 2023/02/16 13:48:38 - mmengine - INFO - Epoch(train) [24][ 600/2119] lr: 7.3434e-06 eta: 1 day, 0:05:47 time: 1.2844 data_time: 0.0350 memory: 52499 grad_norm: 29.2090 loss: 1.5076 top1_acc: 0.7500 top5_acc: 0.9062 loss_cls: 1.5076 2023/02/16 13:50:48 - mmengine - INFO - Epoch(train) [24][ 700/2119] lr: 7.3312e-06 eta: 1 day, 0:03:39 time: 1.3462 data_time: 0.0344 memory: 52499 grad_norm: 28.9401 loss: 1.6029 top1_acc: 0.9062 top5_acc: 0.9688 loss_cls: 1.6029 2023/02/16 13:52:55 - mmengine - INFO - Epoch(train) [24][ 800/2119] lr: 7.3190e-06 eta: 1 day, 0:01:27 time: 1.2684 data_time: 0.0376 memory: 52499 grad_norm: 29.2673 loss: 1.5307 top1_acc: 0.6250 top5_acc: 0.8438 loss_cls: 1.5307 2023/02/16 13:55:03 - mmengine - INFO - Epoch(train) [24][ 900/2119] lr: 7.3068e-06 eta: 23:59:16 time: 1.3339 data_time: 0.0393 memory: 52499 grad_norm: 29.4780 loss: 1.4278 top1_acc: 0.7188 top5_acc: 0.8125 loss_cls: 1.4278 2023/02/16 13:57:10 - mmengine - INFO - Epoch(train) [24][1000/2119] lr: 7.2946e-06 eta: 23:57:04 time: 1.2603 data_time: 0.0321 memory: 52499 grad_norm: 29.5677 loss: 1.5888 top1_acc: 0.7500 top5_acc: 0.8750 loss_cls: 1.5888 2023/02/16 13:59:16 - mmengine - INFO - Epoch(train) [24][1100/2119] lr: 7.2823e-06 eta: 23:54:51 time: 1.2628 data_time: 0.0349 memory: 52499 grad_norm: 28.5182 loss: 1.4662 top1_acc: 0.6562 top5_acc: 0.8125 loss_cls: 1.4662 2023/02/16 14:01:24 - mmengine - INFO - Epoch(train) [24][1200/2119] lr: 7.2701e-06 eta: 23:52:41 time: 1.2871 data_time: 0.0341 memory: 52499 grad_norm: 29.8002 loss: 1.6221 top1_acc: 0.6875 top5_acc: 0.8438 loss_cls: 1.6221 2023/02/16 14:02:45 - mmengine - INFO - Exp name: uniformerv2-base-p16-res224_clip_u8_kinetics700-rgb_20230215_191951 2023/02/16 14:03:31 - mmengine - INFO - Epoch(train) [24][1300/2119] lr: 7.2578e-06 eta: 23:50:29 time: 1.2329 data_time: 0.0334 memory: 52499 grad_norm: 29.5176 loss: 1.4201 top1_acc: 0.5938 top5_acc: 0.7812 loss_cls: 1.4201 2023/02/16 14:05:43 - mmengine - INFO - Epoch(train) [24][1400/2119] lr: 7.2455e-06 eta: 23:48:23 time: 1.4112 data_time: 0.0353 memory: 52499 grad_norm: 30.2453 loss: 1.6826 top1_acc: 0.7500 top5_acc: 0.8125 loss_cls: 1.6826 2023/02/16 14:07:49 - mmengine - INFO - Epoch(train) [24][1500/2119] lr: 7.2332e-06 eta: 23:46:10 time: 1.1912 data_time: 0.0435 memory: 52499 grad_norm: 29.1958 loss: 1.5286 top1_acc: 0.5625 top5_acc: 0.7188 loss_cls: 1.5286 2023/02/16 14:09:58 - mmengine - INFO - Epoch(train) [24][1600/2119] lr: 7.2209e-06 eta: 23:44:01 time: 1.3812 data_time: 0.0324 memory: 52499 grad_norm: 29.2799 loss: 1.5713 top1_acc: 0.6562 top5_acc: 0.7812 loss_cls: 1.5713 2023/02/16 14:12:05 - mmengine - INFO - Epoch(train) [24][1700/2119] lr: 7.2085e-06 eta: 23:41:49 time: 1.2838 data_time: 0.0280 memory: 52499 grad_norm: 29.4944 loss: 1.4826 top1_acc: 0.5625 top5_acc: 0.7500 loss_cls: 1.4826 2023/02/16 14:14:11 - mmengine - INFO - Epoch(train) [24][1800/2119] lr: 7.1962e-06 eta: 23:39:36 time: 1.2868 data_time: 0.0392 memory: 52499 grad_norm: 29.0010 loss: 1.5951 top1_acc: 0.4375 top5_acc: 0.5625 loss_cls: 1.5951 2023/02/16 14:16:19 - mmengine - INFO - Epoch(train) [24][1900/2119] lr: 7.1838e-06 eta: 23:37:26 time: 1.3031 data_time: 0.0354 memory: 52499 grad_norm: 28.4179 loss: 1.3495 top1_acc: 0.7500 top5_acc: 0.9062 loss_cls: 1.3495 2023/02/16 14:18:25 - mmengine - INFO - Epoch(train) [24][2000/2119] lr: 7.1714e-06 eta: 23:35:13 time: 1.3371 data_time: 0.0335 memory: 52499 grad_norm: 29.1912 loss: 1.6032 top1_acc: 0.7812 top5_acc: 0.9062 loss_cls: 1.6032 2023/02/16 14:20:33 - mmengine - INFO - Epoch(train) [24][2100/2119] lr: 7.1590e-06 eta: 23:33:03 time: 1.2343 data_time: 0.0342 memory: 52499 grad_norm: 28.4232 loss: 1.6499 top1_acc: 0.6250 top5_acc: 0.9062 loss_cls: 1.6499 2023/02/16 14:20:55 - mmengine - INFO - Exp name: uniformerv2-base-p16-res224_clip_u8_kinetics700-rgb_20230215_191951 2023/02/16 14:20:55 - mmengine - INFO - Epoch(train) [24][2119/2119] lr: 7.1567e-06 eta: 23:32:34 time: 1.1113 data_time: 0.0245 memory: 52499 grad_norm: 30.3717 loss: 1.4835 top1_acc: 0.8947 top5_acc: 0.9474 loss_cls: 1.4835 2023/02/16 14:20:55 - mmengine - INFO - Saving checkpoint at 24 epochs 2023/02/16 14:21:22 - mmengine - INFO - Epoch(val) [24][100/545] eta: 0:01:40 time: 0.2674 data_time: 0.1860 memory: 2893 2023/02/16 14:21:42 - mmengine - INFO - Epoch(val) [24][200/545] eta: 0:01:13 time: 0.1852 data_time: 0.1049 memory: 2893 2023/02/16 14:22:03 - mmengine - INFO - Epoch(val) [24][300/545] eta: 0:00:52 time: 0.2320 data_time: 0.1517 memory: 2893 2023/02/16 14:22:22 - mmengine - INFO - Epoch(val) [24][400/545] eta: 0:00:30 time: 0.1634 data_time: 0.0836 memory: 2893 2023/02/16 14:22:43 - mmengine - INFO - Epoch(val) [24][500/545] eta: 0:00:09 time: 0.2059 data_time: 0.1259 memory: 2893 2023/02/16 14:22:54 - mmengine - INFO - Epoch(val) [24][545/545] acc/top1: 0.7150 acc/top5: 0.9026 acc/mean1: 0.7149 2023/02/16 14:22:54 - mmengine - INFO - The previous best checkpoint /mnt/petrelfs/lilin/Repos/mmact_dev/mmaction2/work_dirs/uniformer_train/uniformerv2-base-p16-res224_clip_u8_kinetics700-rgb/best_acc/top1_epoch_23.pth is removed 2023/02/16 14:22:57 - mmengine - INFO - The best checkpoint with 0.7150 acc/top1 at 24 epoch is saved to best_acc/top1_epoch_24.pth. 2023/02/16 14:25:15 - mmengine - INFO - Epoch(train) [25][ 100/2119] lr: 7.1443e-06 eta: 23:30:36 time: 1.2722 data_time: 0.1539 memory: 52499 grad_norm: 29.1525 loss: 1.6540 top1_acc: 0.6875 top5_acc: 0.9688 loss_cls: 1.6540 2023/02/16 14:26:11 - mmengine - INFO - Exp name: uniformerv2-base-p16-res224_clip_u8_kinetics700-rgb_20230215_191951 2023/02/16 14:27:24 - mmengine - INFO - Epoch(train) [25][ 200/2119] lr: 7.1318e-06 eta: 23:28:28 time: 1.3023 data_time: 0.0402 memory: 52499 grad_norm: 29.6623 loss: 1.4195 top1_acc: 0.7188 top5_acc: 0.8750 loss_cls: 1.4195 2023/02/16 14:29:35 - mmengine - INFO - Epoch(train) [25][ 300/2119] lr: 7.1194e-06 eta: 23:26:21 time: 1.3809 data_time: 0.0319 memory: 52499 grad_norm: 28.8987 loss: 1.6600 top1_acc: 0.5625 top5_acc: 0.8438 loss_cls: 1.6600 2023/02/16 14:31:43 - mmengine - INFO - Epoch(train) [25][ 400/2119] lr: 7.1069e-06 eta: 23:24:11 time: 1.3275 data_time: 0.0310 memory: 52499 grad_norm: 28.9904 loss: 1.5222 top1_acc: 0.5938 top5_acc: 0.8125 loss_cls: 1.5222 2023/02/16 14:33:49 - mmengine - INFO - Epoch(train) [25][ 500/2119] lr: 7.0945e-06 eta: 23:21:57 time: 1.2290 data_time: 0.0342 memory: 52499 grad_norm: 29.7006 loss: 1.4926 top1_acc: 0.7812 top5_acc: 0.8750 loss_cls: 1.4926 2023/02/16 14:35:56 - mmengine - INFO - Epoch(train) [25][ 600/2119] lr: 7.0820e-06 eta: 23:19:46 time: 1.3055 data_time: 0.0316 memory: 52499 grad_norm: 28.7253 loss: 1.4814 top1_acc: 0.6250 top5_acc: 0.8125 loss_cls: 1.4814 2023/02/16 14:38:05 - mmengine - INFO - Epoch(train) [25][ 700/2119] lr: 7.0695e-06 eta: 23:17:36 time: 1.2958 data_time: 0.0341 memory: 52499 grad_norm: 29.5461 loss: 1.4063 top1_acc: 0.7500 top5_acc: 0.8750 loss_cls: 1.4063 2023/02/16 14:40:13 - mmengine - INFO - Epoch(train) [25][ 800/2119] lr: 7.0570e-06 eta: 23:15:26 time: 1.2234 data_time: 0.0309 memory: 52499 grad_norm: 28.7870 loss: 1.2523 top1_acc: 0.6562 top5_acc: 0.8438 loss_cls: 1.2523 2023/02/16 14:42:23 - mmengine - INFO - Epoch(train) [25][ 900/2119] lr: 7.0445e-06 eta: 23:13:18 time: 1.2492 data_time: 0.0344 memory: 52499 grad_norm: 29.7592 loss: 1.6445 top1_acc: 0.5938 top5_acc: 0.8750 loss_cls: 1.6445 2023/02/16 14:44:30 - mmengine - INFO - Epoch(train) [25][1000/2119] lr: 7.0319e-06 eta: 23:11:06 time: 1.1772 data_time: 0.0316 memory: 52499 grad_norm: 29.7481 loss: 1.5952 top1_acc: 0.7500 top5_acc: 0.8750 loss_cls: 1.5952 2023/02/16 14:46:40 - mmengine - INFO - Epoch(train) [25][1100/2119] lr: 7.0194e-06 eta: 23:08:59 time: 1.4050 data_time: 0.0343 memory: 52499 grad_norm: 28.6077 loss: 1.5061 top1_acc: 0.7188 top5_acc: 0.9062 loss_cls: 1.5061 2023/02/16 14:47:35 - mmengine - INFO - Exp name: uniformerv2-base-p16-res224_clip_u8_kinetics700-rgb_20230215_191951 2023/02/16 14:48:46 - mmengine - INFO - Epoch(train) [25][1200/2119] lr: 7.0068e-06 eta: 23:06:46 time: 1.2354 data_time: 0.0329 memory: 52499 grad_norm: 29.6158 loss: 1.4227 top1_acc: 0.7188 top5_acc: 0.9688 loss_cls: 1.4227 2023/02/16 14:50:55 - mmengine - INFO - Epoch(train) [25][1300/2119] lr: 6.9942e-06 eta: 23:04:37 time: 1.3555 data_time: 0.0335 memory: 52499 grad_norm: 28.4841 loss: 1.4046 top1_acc: 0.7812 top5_acc: 0.8438 loss_cls: 1.4046 2023/02/16 14:53:02 - mmengine - INFO - Epoch(train) [25][1400/2119] lr: 6.9816e-06 eta: 23:02:25 time: 1.2938 data_time: 0.0350 memory: 52499 grad_norm: 29.8404 loss: 1.4953 top1_acc: 0.6875 top5_acc: 0.8750 loss_cls: 1.4953 2023/02/16 14:55:12 - mmengine - INFO - Epoch(train) [25][1500/2119] lr: 6.9690e-06 eta: 23:00:18 time: 1.2541 data_time: 0.0302 memory: 52499 grad_norm: 28.5109 loss: 1.4031 top1_acc: 0.6875 top5_acc: 0.7500 loss_cls: 1.4031 2023/02/16 14:57:24 - mmengine - INFO - Epoch(train) [25][1600/2119] lr: 6.9564e-06 eta: 22:58:13 time: 1.3247 data_time: 0.0330 memory: 52499 grad_norm: 28.4526 loss: 1.5236 top1_acc: 0.7188 top5_acc: 0.9062 loss_cls: 1.5236 2023/02/16 14:59:33 - mmengine - INFO - Epoch(train) [25][1700/2119] lr: 6.9438e-06 eta: 22:56:04 time: 1.2487 data_time: 0.0306 memory: 52499 grad_norm: 29.4389 loss: 1.4101 top1_acc: 0.7500 top5_acc: 0.8750 loss_cls: 1.4101 2023/02/16 15:01:46 - mmengine - INFO - Epoch(train) [25][1800/2119] lr: 6.9311e-06 eta: 22:53:59 time: 1.4504 data_time: 0.0382 memory: 52499 grad_norm: 29.3678 loss: 1.5434 top1_acc: 0.6562 top5_acc: 0.8438 loss_cls: 1.5434 2023/02/16 15:03:53 - mmengine - INFO - Epoch(train) [25][1900/2119] lr: 6.9185e-06 eta: 22:51:48 time: 1.3337 data_time: 0.0333 memory: 52499 grad_norm: 29.3373 loss: 1.7250 top1_acc: 0.4688 top5_acc: 0.7188 loss_cls: 1.7250 2023/02/16 15:06:01 - mmengine - INFO - Epoch(train) [25][2000/2119] lr: 6.9058e-06 eta: 22:49:37 time: 1.3504 data_time: 0.0328 memory: 52499 grad_norm: 28.8872 loss: 1.6286 top1_acc: 0.5938 top5_acc: 0.7812 loss_cls: 1.6286 2023/02/16 15:08:07 - mmengine - INFO - Epoch(train) [25][2100/2119] lr: 6.8931e-06 eta: 22:47:24 time: 1.3133 data_time: 0.0326 memory: 52499 grad_norm: 30.4201 loss: 1.5163 top1_acc: 0.7188 top5_acc: 0.8750 loss_cls: 1.5163 2023/02/16 15:08:28 - mmengine - INFO - Exp name: uniformerv2-base-p16-res224_clip_u8_kinetics700-rgb_20230215_191951 2023/02/16 15:08:28 - mmengine - INFO - Epoch(train) [25][2119/2119] lr: 6.8907e-06 eta: 22:46:55 time: 1.1189 data_time: 0.0233 memory: 52499 grad_norm: 29.1193 loss: 1.4711 top1_acc: 0.8421 top5_acc: 0.8947 loss_cls: 1.4711 2023/02/16 15:08:50 - mmengine - INFO - Epoch(val) [25][100/545] eta: 0:01:40 time: 0.2544 data_time: 0.1744 memory: 2893 2023/02/16 15:09:11 - mmengine - INFO - Epoch(val) [25][200/545] eta: 0:01:13 time: 0.1938 data_time: 0.1149 memory: 2893 2023/02/16 15:09:32 - mmengine - INFO - Epoch(val) [25][300/545] eta: 0:00:52 time: 0.2379 data_time: 0.1551 memory: 2893 2023/02/16 15:09:51 - mmengine - INFO - Epoch(val) [25][400/545] eta: 0:00:30 time: 0.1599 data_time: 0.0798 memory: 2893 2023/02/16 15:10:13 - mmengine - INFO - Epoch(val) [25][500/545] eta: 0:00:09 time: 0.1882 data_time: 0.1084 memory: 2893 2023/02/16 15:10:26 - mmengine - INFO - Epoch(val) [25][545/545] acc/top1: 0.7197 acc/top5: 0.9036 acc/mean1: 0.7196 2023/02/16 15:10:26 - mmengine - INFO - The previous best checkpoint /mnt/petrelfs/lilin/Repos/mmact_dev/mmaction2/work_dirs/uniformer_train/uniformerv2-base-p16-res224_clip_u8_kinetics700-rgb/best_acc/top1_epoch_24.pth is removed 2023/02/16 15:10:28 - mmengine - INFO - The best checkpoint with 0.7197 acc/top1 at 25 epoch is saved to best_acc/top1_epoch_25.pth. 2023/02/16 15:11:10 - mmengine - INFO - Exp name: uniformerv2-base-p16-res224_clip_u8_kinetics700-rgb_20230215_191951 2023/02/16 15:12:46 - mmengine - INFO - Epoch(train) [26][ 100/2119] lr: 6.8780e-06 eta: 22:44:57 time: 1.3678 data_time: 0.2241 memory: 52499 grad_norm: 30.0583 loss: 1.4248 top1_acc: 0.6875 top5_acc: 0.8750 loss_cls: 1.4248 2023/02/16 15:14:54 - mmengine - INFO - Epoch(train) [26][ 200/2119] lr: 6.8653e-06 eta: 22:42:47 time: 1.2267 data_time: 0.0331 memory: 52499 grad_norm: 29.7073 loss: 1.5556 top1_acc: 0.7188 top5_acc: 0.8750 loss_cls: 1.5556 2023/02/16 15:17:03 - mmengine - INFO - Epoch(train) [26][ 300/2119] lr: 6.8526e-06 eta: 22:40:38 time: 1.3395 data_time: 0.0352 memory: 52499 grad_norm: 29.9055 loss: 1.6358 top1_acc: 0.7188 top5_acc: 0.9375 loss_cls: 1.6358 2023/02/16 15:19:11 - mmengine - INFO - Epoch(train) [26][ 400/2119] lr: 6.8398e-06 eta: 22:38:27 time: 1.2672 data_time: 0.0366 memory: 52499 grad_norm: 28.7877 loss: 1.4599 top1_acc: 0.5312 top5_acc: 0.7500 loss_cls: 1.4599 2023/02/16 15:21:18 - mmengine - INFO - Epoch(train) [26][ 500/2119] lr: 6.8271e-06 eta: 22:36:16 time: 1.2295 data_time: 0.0356 memory: 52499 grad_norm: 29.9068 loss: 1.5037 top1_acc: 0.6250 top5_acc: 0.8438 loss_cls: 1.5037 2023/02/16 15:23:24 - mmengine - INFO - Epoch(train) [26][ 600/2119] lr: 6.8143e-06 eta: 22:34:04 time: 1.1826 data_time: 0.0304 memory: 52499 grad_norm: 28.6616 loss: 1.4943 top1_acc: 0.8125 top5_acc: 0.8125 loss_cls: 1.4943 2023/02/16 15:25:42 - mmengine - INFO - Epoch(train) [26][ 700/2119] lr: 6.8016e-06 eta: 22:32:05 time: 1.3528 data_time: 0.0329 memory: 52499 grad_norm: 27.3008 loss: 1.4372 top1_acc: 0.6562 top5_acc: 0.9375 loss_cls: 1.4372 2023/02/16 15:27:52 - mmengine - INFO - Epoch(train) [26][ 800/2119] lr: 6.7888e-06 eta: 22:29:57 time: 1.2761 data_time: 0.0331 memory: 52499 grad_norm: 27.9480 loss: 1.4373 top1_acc: 0.7188 top5_acc: 0.8438 loss_cls: 1.4373 2023/02/16 15:29:58 - mmengine - INFO - Epoch(train) [26][ 900/2119] lr: 6.7760e-06 eta: 22:27:45 time: 1.2740 data_time: 0.0344 memory: 52499 grad_norm: 29.9371 loss: 1.4283 top1_acc: 0.6250 top5_acc: 0.8125 loss_cls: 1.4283 2023/02/16 15:32:05 - mmengine - INFO - Epoch(train) [26][1000/2119] lr: 6.7632e-06 eta: 22:25:33 time: 1.2317 data_time: 0.0331 memory: 52499 grad_norm: 28.3878 loss: 1.4691 top1_acc: 0.6562 top5_acc: 0.8750 loss_cls: 1.4691 2023/02/16 15:32:37 - mmengine - INFO - Exp name: uniformerv2-base-p16-res224_clip_u8_kinetics700-rgb_20230215_191951 2023/02/16 15:34:13 - mmengine - INFO - Epoch(train) [26][1100/2119] lr: 6.7504e-06 eta: 22:23:23 time: 1.2860 data_time: 0.0343 memory: 52499 grad_norm: 29.1127 loss: 1.4193 top1_acc: 0.7500 top5_acc: 0.7812 loss_cls: 1.4193 2023/02/16 15:36:22 - mmengine - INFO - Epoch(train) [26][1200/2119] lr: 6.7376e-06 eta: 22:21:14 time: 1.1713 data_time: 0.0333 memory: 52499 grad_norm: 30.5811 loss: 1.5130 top1_acc: 0.6875 top5_acc: 0.8125 loss_cls: 1.5130 2023/02/16 15:38:32 - mmengine - INFO - Epoch(train) [26][1300/2119] lr: 6.7247e-06 eta: 22:19:06 time: 1.3753 data_time: 0.0366 memory: 52499 grad_norm: 29.4025 loss: 1.3656 top1_acc: 0.5938 top5_acc: 0.7188 loss_cls: 1.3656 2023/02/16 15:40:36 - mmengine - INFO - Epoch(train) [26][1400/2119] lr: 6.7119e-06 eta: 22:16:52 time: 1.2331 data_time: 0.0322 memory: 52499 grad_norm: 29.0743 loss: 1.4611 top1_acc: 0.6562 top5_acc: 0.9062 loss_cls: 1.4611 2023/02/16 15:42:43 - mmengine - INFO - Epoch(train) [26][1500/2119] lr: 6.6990e-06 eta: 22:14:40 time: 1.3051 data_time: 0.1731 memory: 52499 grad_norm: 29.6723 loss: 1.4146 top1_acc: 0.8125 top5_acc: 0.8750 loss_cls: 1.4146 2023/02/16 15:44:55 - mmengine - INFO - Epoch(train) [26][1600/2119] lr: 6.6862e-06 eta: 22:12:34 time: 1.3419 data_time: 0.0329 memory: 52499 grad_norm: 30.4117 loss: 1.5794 top1_acc: 0.6875 top5_acc: 0.8438 loss_cls: 1.5794 2023/02/16 15:47:01 - mmengine - INFO - Epoch(train) [26][1700/2119] lr: 6.6733e-06 eta: 22:10:21 time: 1.2592 data_time: 0.0343 memory: 52499 grad_norm: 29.8941 loss: 1.6434 top1_acc: 0.7188 top5_acc: 0.8438 loss_cls: 1.6434 2023/02/16 15:49:06 - mmengine - INFO - Epoch(train) [26][1800/2119] lr: 6.6604e-06 eta: 22:08:08 time: 1.2253 data_time: 0.0333 memory: 52499 grad_norm: 29.3695 loss: 1.3818 top1_acc: 0.7500 top5_acc: 0.7812 loss_cls: 1.3818 2023/02/16 15:51:15 - mmengine - INFO - Epoch(train) [26][1900/2119] lr: 6.6475e-06 eta: 22:05:59 time: 1.2814 data_time: 0.0380 memory: 52499 grad_norm: 28.9973 loss: 1.5041 top1_acc: 0.5312 top5_acc: 0.7812 loss_cls: 1.5041 2023/02/16 15:53:23 - mmengine - INFO - Epoch(train) [26][2000/2119] lr: 6.6346e-06 eta: 22:03:48 time: 1.2992 data_time: 0.1654 memory: 52499 grad_norm: 29.7748 loss: 1.5360 top1_acc: 0.6875 top5_acc: 0.9375 loss_cls: 1.5360 2023/02/16 15:53:55 - mmengine - INFO - Exp name: uniformerv2-base-p16-res224_clip_u8_kinetics700-rgb_20230215_191951 2023/02/16 15:55:31 - mmengine - INFO - Epoch(train) [26][2100/2119] lr: 6.6217e-06 eta: 22:01:38 time: 1.3114 data_time: 0.0348 memory: 52499 grad_norm: 29.7761 loss: 1.5009 top1_acc: 0.7500 top5_acc: 0.8750 loss_cls: 1.5009 2023/02/16 15:55:52 - mmengine - INFO - Exp name: uniformerv2-base-p16-res224_clip_u8_kinetics700-rgb_20230215_191951 2023/02/16 15:55:52 - mmengine - INFO - Epoch(train) [26][2119/2119] lr: 6.6192e-06 eta: 22:01:10 time: 1.1537 data_time: 0.0247 memory: 52499 grad_norm: 29.9722 loss: 1.5831 top1_acc: 0.6316 top5_acc: 0.8947 loss_cls: 1.5831 2023/02/16 15:59:16 - mmengine - INFO - Epoch(val) [26][100/545] eta: 0:15:05 time: 0.2063 data_time: 0.1267 memory: 2893 2023/02/16 15:59:37 - mmengine - INFO - Epoch(val) [26][200/545] eta: 0:06:27 time: 0.2119 data_time: 0.1323 memory: 2893 2023/02/16 15:59:58 - mmengine - INFO - Epoch(val) [26][300/545] eta: 0:03:20 time: 0.2416 data_time: 0.1620 memory: 2893 2023/02/16 16:00:18 - mmengine - INFO - Epoch(val) [26][400/545] eta: 0:01:36 time: 0.1599 data_time: 0.0803 memory: 2893 2023/02/16 16:00:39 - mmengine - INFO - Epoch(val) [26][500/545] eta: 0:00:25 time: 0.2385 data_time: 0.1559 memory: 2893 2023/02/16 16:00:51 - mmengine - INFO - Epoch(val) [26][545/545] acc/top1: 0.7204 acc/top5: 0.9052 acc/mean1: 0.7203 2023/02/16 16:00:51 - mmengine - INFO - The previous best checkpoint /mnt/petrelfs/lilin/Repos/mmact_dev/mmaction2/work_dirs/uniformer_train/uniformerv2-base-p16-res224_clip_u8_kinetics700-rgb/best_acc/top1_epoch_25.pth is removed 2023/02/16 16:00:53 - mmengine - INFO - The best checkpoint with 0.7204 acc/top1 at 26 epoch is saved to best_acc/top1_epoch_26.pth. 2023/02/16 16:03:13 - mmengine - INFO - Epoch(train) [27][ 100/2119] lr: 6.6063e-06 eta: 21:59:13 time: 1.3850 data_time: 0.2685 memory: 52499 grad_norm: 29.1930 loss: 1.4689 top1_acc: 0.6875 top5_acc: 0.8125 loss_cls: 1.4689 2023/02/16 16:06:39 - mmengine - INFO - Epoch(train) [27][ 200/2119] lr: 6.5934e-06 eta: 21:58:29 time: 1.3119 data_time: 0.0369 memory: 52499 grad_norm: 29.7266 loss: 1.5215 top1_acc: 0.6875 top5_acc: 0.8750 loss_cls: 1.5215 2023/02/16 16:11:01 - mmengine - INFO - Epoch(train) [27][ 300/2119] lr: 6.5804e-06 eta: 21:58:46 time: 1.3055 data_time: 0.0326 memory: 52499 grad_norm: 28.4723 loss: 1.4388 top1_acc: 0.7188 top5_acc: 0.8750 loss_cls: 1.4388 2023/02/16 16:14:34 - mmengine - INFO - Epoch(train) [27][ 400/2119] lr: 6.5675e-06 eta: 21:58:10 time: 1.2422 data_time: 0.0332 memory: 52499 grad_norm: 28.6051 loss: 1.4426 top1_acc: 0.5938 top5_acc: 0.7812 loss_cls: 1.4426 2023/02/16 16:16:46 - mmengine - INFO - Epoch(train) [27][ 500/2119] lr: 6.5545e-06 eta: 21:56:02 time: 1.2861 data_time: 0.0320 memory: 52499 grad_norm: 28.5643 loss: 1.3601 top1_acc: 0.7500 top5_acc: 0.8438 loss_cls: 1.3601 2023/02/16 16:18:53 - mmengine - INFO - Epoch(train) [27][ 600/2119] lr: 6.5415e-06 eta: 21:53:50 time: 1.2649 data_time: 0.0343 memory: 52499 grad_norm: 29.7364 loss: 1.5027 top1_acc: 0.6250 top5_acc: 0.7812 loss_cls: 1.5027 2023/02/16 16:21:02 - mmengine - INFO - Epoch(train) [27][ 700/2119] lr: 6.5285e-06 eta: 21:51:41 time: 1.3088 data_time: 0.0342 memory: 52499 grad_norm: 30.3283 loss: 1.3546 top1_acc: 0.5938 top5_acc: 0.9375 loss_cls: 1.3546 2023/02/16 16:23:10 - mmengine - INFO - Epoch(train) [27][ 800/2119] lr: 6.5155e-06 eta: 21:49:28 time: 1.2901 data_time: 0.0346 memory: 52499 grad_norm: 28.4823 loss: 1.4572 top1_acc: 0.6562 top5_acc: 0.8438 loss_cls: 1.4572 2023/02/16 16:25:16 - mmengine - INFO - Epoch(train) [27][ 900/2119] lr: 6.5025e-06 eta: 21:47:15 time: 1.3498 data_time: 0.0348 memory: 52499 grad_norm: 28.8183 loss: 1.3612 top1_acc: 0.6562 top5_acc: 0.9062 loss_cls: 1.3612 2023/02/16 16:25:23 - mmengine - INFO - Exp name: uniformerv2-base-p16-res224_clip_u8_kinetics700-rgb_20230215_191951 2023/02/16 16:27:22 - mmengine - INFO - Epoch(train) [27][1000/2119] lr: 6.4895e-06 eta: 21:45:02 time: 1.2511 data_time: 0.0324 memory: 52499 grad_norm: 29.6547 loss: 1.4861 top1_acc: 0.7812 top5_acc: 0.8438 loss_cls: 1.4861 2023/02/16 16:29:32 - mmengine - INFO - Epoch(train) [27][1100/2119] lr: 6.4765e-06 eta: 21:42:53 time: 1.2515 data_time: 0.0360 memory: 52499 grad_norm: 29.8609 loss: 1.3364 top1_acc: 0.6562 top5_acc: 0.8438 loss_cls: 1.3364 2023/02/16 16:31:41 - mmengine - INFO - Epoch(train) [27][1200/2119] lr: 6.4635e-06 eta: 21:40:42 time: 1.3288 data_time: 0.0358 memory: 52499 grad_norm: 29.5303 loss: 1.5521 top1_acc: 0.3125 top5_acc: 0.5938 loss_cls: 1.5521 2023/02/16 16:33:46 - mmengine - INFO - Epoch(train) [27][1300/2119] lr: 6.4504e-06 eta: 21:38:29 time: 1.2707 data_time: 0.0353 memory: 52499 grad_norm: 29.0874 loss: 1.4538 top1_acc: 0.6562 top5_acc: 0.8438 loss_cls: 1.4538 2023/02/16 16:35:55 - mmengine - INFO - Epoch(train) [27][1400/2119] lr: 6.4374e-06 eta: 21:36:18 time: 1.2654 data_time: 0.0307 memory: 52499 grad_norm: 28.6573 loss: 1.3620 top1_acc: 0.7500 top5_acc: 0.9062 loss_cls: 1.3620 2023/02/16 16:38:02 - mmengine - INFO - Epoch(train) [27][1500/2119] lr: 6.4243e-06 eta: 21:34:06 time: 1.2588 data_time: 0.0327 memory: 52499 grad_norm: 30.2567 loss: 1.4084 top1_acc: 0.6250 top5_acc: 0.7500 loss_cls: 1.4084 2023/02/16 16:40:11 - mmengine - INFO - Epoch(train) [27][1600/2119] lr: 6.4113e-06 eta: 21:31:56 time: 1.3533 data_time: 0.0384 memory: 52499 grad_norm: 29.7975 loss: 1.5466 top1_acc: 0.5938 top5_acc: 0.8438 loss_cls: 1.5466 2023/02/16 16:42:20 - mmengine - INFO - Epoch(train) [27][1700/2119] lr: 6.3982e-06 eta: 21:29:45 time: 1.3088 data_time: 0.0317 memory: 52499 grad_norm: 29.5945 loss: 1.5772 top1_acc: 0.5938 top5_acc: 0.7500 loss_cls: 1.5772 2023/02/16 16:44:25 - mmengine - INFO - Epoch(train) [27][1800/2119] lr: 6.3851e-06 eta: 21:27:32 time: 1.2844 data_time: 0.0347 memory: 52499 grad_norm: 28.6994 loss: 1.5012 top1_acc: 0.5938 top5_acc: 0.8750 loss_cls: 1.5012 2023/02/16 16:46:33 - mmengine - INFO - Epoch(train) [27][1900/2119] lr: 6.3720e-06 eta: 21:25:21 time: 1.3273 data_time: 0.0444 memory: 52499 grad_norm: 29.3280 loss: 1.4479 top1_acc: 0.7188 top5_acc: 0.8750 loss_cls: 1.4479 2023/02/16 16:46:40 - mmengine - INFO - Exp name: uniformerv2-base-p16-res224_clip_u8_kinetics700-rgb_20230215_191951 2023/02/16 16:48:44 - mmengine - INFO - Epoch(train) [27][2000/2119] lr: 6.3589e-06 eta: 21:23:12 time: 1.2141 data_time: 0.0347 memory: 52499 grad_norm: 30.3197 loss: 1.5961 top1_acc: 0.5000 top5_acc: 0.8125 loss_cls: 1.5961 2023/02/16 16:50:53 - mmengine - INFO - Epoch(train) [27][2100/2119] lr: 6.3458e-06 eta: 21:21:02 time: 1.3930 data_time: 0.0314 memory: 52499 grad_norm: 29.2432 loss: 1.4061 top1_acc: 0.8750 top5_acc: 0.9688 loss_cls: 1.4061 2023/02/16 16:51:13 - mmengine - INFO - Exp name: uniformerv2-base-p16-res224_clip_u8_kinetics700-rgb_20230215_191951 2023/02/16 16:51:13 - mmengine - INFO - Epoch(train) [27][2119/2119] lr: 6.3433e-06 eta: 21:20:33 time: 1.0857 data_time: 0.0236 memory: 52499 grad_norm: 29.6313 loss: 1.3697 top1_acc: 0.6842 top5_acc: 0.8421 loss_cls: 1.3697 2023/02/16 16:51:14 - mmengine - INFO - Saving checkpoint at 27 epochs 2023/02/16 16:51:41 - mmengine - INFO - Epoch(val) [27][100/545] eta: 0:01:40 time: 0.2548 data_time: 0.1722 memory: 2893 2023/02/16 16:52:01 - mmengine - INFO - Epoch(val) [27][200/545] eta: 0:01:13 time: 0.1852 data_time: 0.1054 memory: 2893 2023/02/16 16:52:22 - mmengine - INFO - Epoch(val) [27][300/545] eta: 0:00:52 time: 0.2379 data_time: 0.1575 memory: 2893 2023/02/16 16:52:42 - mmengine - INFO - Epoch(val) [27][400/545] eta: 0:00:30 time: 0.1698 data_time: 0.0898 memory: 2893 2023/02/16 16:53:03 - mmengine - INFO - Epoch(val) [27][500/545] eta: 0:00:09 time: 0.2091 data_time: 0.1293 memory: 2893 2023/02/16 16:53:14 - mmengine - INFO - Epoch(val) [27][545/545] acc/top1: 0.7197 acc/top5: 0.9062 acc/mean1: 0.7197 2023/02/16 16:55:34 - mmengine - INFO - Epoch(train) [28][ 100/2119] lr: 6.3302e-06 eta: 21:18:34 time: 1.2966 data_time: 0.0337 memory: 52499 grad_norm: 28.1735 loss: 1.2619 top1_acc: 0.6562 top5_acc: 0.9062 loss_cls: 1.2619 2023/02/16 16:57:41 - mmengine - INFO - Epoch(train) [28][ 200/2119] lr: 6.3171e-06 eta: 21:16:23 time: 1.2423 data_time: 0.0303 memory: 52499 grad_norm: 28.3560 loss: 1.5031 top1_acc: 0.5625 top5_acc: 0.8438 loss_cls: 1.5031 2023/02/16 16:59:49 - mmengine - INFO - Epoch(train) [28][ 300/2119] lr: 6.3040e-06 eta: 21:14:11 time: 1.2761 data_time: 0.0370 memory: 52499 grad_norm: 29.1092 loss: 1.4672 top1_acc: 0.6562 top5_acc: 0.9375 loss_cls: 1.4672 2023/02/16 17:01:56 - mmengine - INFO - Epoch(train) [28][ 400/2119] lr: 6.2909e-06 eta: 21:11:59 time: 1.2594 data_time: 0.0304 memory: 52499 grad_norm: 29.9841 loss: 1.3682 top1_acc: 0.5625 top5_acc: 0.7812 loss_cls: 1.3682 2023/02/16 17:04:04 - mmengine - INFO - Epoch(train) [28][ 500/2119] lr: 6.2777e-06 eta: 21:09:49 time: 1.2418 data_time: 0.0370 memory: 52499 grad_norm: 29.3003 loss: 1.4533 top1_acc: 0.6875 top5_acc: 0.8125 loss_cls: 1.4533 2023/02/16 17:06:14 - mmengine - INFO - Epoch(train) [28][ 600/2119] lr: 6.2646e-06 eta: 21:07:39 time: 1.2988 data_time: 0.0302 memory: 52499 grad_norm: 29.7125 loss: 1.5456 top1_acc: 0.6562 top5_acc: 0.8438 loss_cls: 1.5456 2023/02/16 17:08:22 - mmengine - INFO - Epoch(train) [28][ 700/2119] lr: 6.2514e-06 eta: 21:05:29 time: 1.2563 data_time: 0.0422 memory: 52499 grad_norm: 28.3086 loss: 1.4726 top1_acc: 0.8125 top5_acc: 0.9062 loss_cls: 1.4726 2023/02/16 17:10:12 - mmengine - INFO - Exp name: uniformerv2-base-p16-res224_clip_u8_kinetics700-rgb_20230215_191951 2023/02/16 17:10:28 - mmengine - INFO - Epoch(train) [28][ 800/2119] lr: 6.2383e-06 eta: 21:03:15 time: 1.2064 data_time: 0.0359 memory: 52499 grad_norm: 29.5236 loss: 1.3828 top1_acc: 0.6250 top5_acc: 0.8750 loss_cls: 1.3828 2023/02/16 17:12:39 - mmengine - INFO - Epoch(train) [28][ 900/2119] lr: 6.2251e-06 eta: 21:01:07 time: 1.3435 data_time: 0.0390 memory: 52499 grad_norm: 29.3168 loss: 1.4885 top1_acc: 0.6250 top5_acc: 0.8125 loss_cls: 1.4885 2023/02/16 17:14:46 - mmengine - INFO - Epoch(train) [28][1000/2119] lr: 6.2119e-06 eta: 20:58:55 time: 1.2826 data_time: 0.0316 memory: 52499 grad_norm: 29.0544 loss: 1.4651 top1_acc: 0.5312 top5_acc: 0.7188 loss_cls: 1.4651 2023/02/16 17:16:55 - mmengine - INFO - Epoch(train) [28][1100/2119] lr: 6.1987e-06 eta: 20:56:45 time: 1.3100 data_time: 0.0386 memory: 52499 grad_norm: 29.2717 loss: 1.2898 top1_acc: 0.7812 top5_acc: 0.8750 loss_cls: 1.2898 2023/02/16 17:21:21 - mmengine - INFO - Epoch(train) [28][1200/2119] lr: 6.1856e-06 eta: 20:56:51 time: 1.2654 data_time: 0.0348 memory: 52499 grad_norm: 30.1952 loss: 1.4439 top1_acc: 0.7188 top5_acc: 0.9062 loss_cls: 1.4439 2023/02/16 17:23:30 - mmengine - INFO - Epoch(train) [28][1300/2119] lr: 6.1724e-06 eta: 20:54:41 time: 1.2377 data_time: 0.0321 memory: 52499 grad_norm: 28.8065 loss: 1.3247 top1_acc: 0.7188 top5_acc: 0.8438 loss_cls: 1.3247 2023/02/16 17:25:38 - mmengine - INFO - Epoch(train) [28][1400/2119] lr: 6.1592e-06 eta: 20:52:29 time: 1.2815 data_time: 0.0327 memory: 52499 grad_norm: 29.6167 loss: 1.4913 top1_acc: 0.7188 top5_acc: 0.9062 loss_cls: 1.4913 2023/02/16 17:27:46 - mmengine - INFO - Epoch(train) [28][1500/2119] lr: 6.1460e-06 eta: 20:50:18 time: 1.2399 data_time: 0.0368 memory: 52499 grad_norm: 28.5345 loss: 1.4137 top1_acc: 0.7188 top5_acc: 0.8750 loss_cls: 1.4137 2023/02/16 17:29:56 - mmengine - INFO - Epoch(train) [28][1600/2119] lr: 6.1328e-06 eta: 20:48:08 time: 1.2841 data_time: 0.0340 memory: 52499 grad_norm: 28.3338 loss: 1.4124 top1_acc: 0.7500 top5_acc: 0.8750 loss_cls: 1.4124 2023/02/16 17:32:01 - mmengine - INFO - Epoch(train) [28][1700/2119] lr: 6.1196e-06 eta: 20:45:54 time: 1.2451 data_time: 0.0313 memory: 52499 grad_norm: 28.8809 loss: 1.4142 top1_acc: 0.6875 top5_acc: 0.8750 loss_cls: 1.4142 2023/02/16 17:33:54 - mmengine - INFO - Exp name: uniformerv2-base-p16-res224_clip_u8_kinetics700-rgb_20230215_191951 2023/02/16 17:34:10 - mmengine - INFO - Epoch(train) [28][1800/2119] lr: 6.1063e-06 eta: 20:43:44 time: 1.2452 data_time: 0.0349 memory: 52499 grad_norm: 30.4691 loss: 1.2821 top1_acc: 0.6250 top5_acc: 0.8125 loss_cls: 1.2821 2023/02/16 17:36:18 - mmengine - INFO - Epoch(train) [28][1900/2119] lr: 6.0931e-06 eta: 20:41:32 time: 1.2396 data_time: 0.0402 memory: 52499 grad_norm: 29.4705 loss: 1.4179 top1_acc: 0.7500 top5_acc: 0.9375 loss_cls: 1.4179 2023/02/16 17:38:27 - mmengine - INFO - Epoch(train) [28][2000/2119] lr: 6.0799e-06 eta: 20:39:22 time: 1.3439 data_time: 0.2181 memory: 52499 grad_norm: 29.8537 loss: 1.3839 top1_acc: 0.5938 top5_acc: 0.8750 loss_cls: 1.3839 2023/02/16 17:40:36 - mmengine - INFO - Epoch(train) [28][2100/2119] lr: 6.0666e-06 eta: 20:37:12 time: 1.2906 data_time: 0.1654 memory: 52499 grad_norm: 29.5479 loss: 1.4552 top1_acc: 0.6562 top5_acc: 0.9688 loss_cls: 1.4552 2023/02/16 17:40:58 - mmengine - INFO - Exp name: uniformerv2-base-p16-res224_clip_u8_kinetics700-rgb_20230215_191951 2023/02/16 17:40:58 - mmengine - INFO - Epoch(train) [28][2119/2119] lr: 6.0641e-06 eta: 20:36:44 time: 1.1237 data_time: 0.0486 memory: 52499 grad_norm: 30.1009 loss: 1.3122 top1_acc: 0.7368 top5_acc: 0.8421 loss_cls: 1.3122 2023/02/16 17:41:20 - mmengine - INFO - Epoch(val) [28][100/545] eta: 0:01:39 time: 0.2490 data_time: 0.1690 memory: 2893 2023/02/16 17:41:41 - mmengine - INFO - Epoch(val) [28][200/545] eta: 0:01:14 time: 0.2164 data_time: 0.1369 memory: 2893 2023/02/16 17:42:02 - mmengine - INFO - Epoch(val) [28][300/545] eta: 0:00:52 time: 0.2426 data_time: 0.1627 memory: 2893 2023/02/16 17:42:21 - mmengine - INFO - Epoch(val) [28][400/545] eta: 0:00:30 time: 0.1593 data_time: 0.0793 memory: 2893 2023/02/16 17:42:43 - mmengine - INFO - Epoch(val) [28][500/545] eta: 0:00:09 time: 0.2090 data_time: 0.1287 memory: 2893 2023/02/16 17:42:55 - mmengine - INFO - Epoch(val) [28][545/545] acc/top1: 0.7197 acc/top5: 0.9070 acc/mean1: 0.7197 2023/02/16 17:45:16 - mmengine - INFO - Epoch(train) [29][ 100/2119] lr: 6.0509e-06 eta: 20:34:45 time: 1.4593 data_time: 0.2586 memory: 52499 grad_norm: 29.2073 loss: 1.3703 top1_acc: 0.6250 top5_acc: 0.8438 loss_cls: 1.3703 2023/02/16 17:47:23 - mmengine - INFO - Epoch(train) [29][ 200/2119] lr: 6.0376e-06 eta: 20:32:32 time: 1.2410 data_time: 0.0532 memory: 52499 grad_norm: 30.0432 loss: 1.4220 top1_acc: 0.6562 top5_acc: 0.9688 loss_cls: 1.4220 2023/02/16 17:49:32 - mmengine - INFO - Epoch(train) [29][ 300/2119] lr: 6.0244e-06 eta: 20:30:22 time: 1.2557 data_time: 0.0366 memory: 52499 grad_norm: 29.1944 loss: 1.3840 top1_acc: 0.5000 top5_acc: 0.8125 loss_cls: 1.3840 2023/02/16 17:51:39 - mmengine - INFO - Epoch(train) [29][ 400/2119] lr: 6.0111e-06 eta: 20:28:10 time: 1.2189 data_time: 0.0324 memory: 52499 grad_norm: 30.4476 loss: 1.2551 top1_acc: 0.6875 top5_acc: 0.8438 loss_cls: 1.2551 2023/02/16 17:53:47 - mmengine - INFO - Epoch(train) [29][ 500/2119] lr: 5.9979e-06 eta: 20:25:59 time: 1.3381 data_time: 0.0365 memory: 52499 grad_norm: 29.4593 loss: 1.4479 top1_acc: 0.6250 top5_acc: 0.8438 loss_cls: 1.4479 2023/02/16 17:55:54 - mmengine - INFO - Epoch(train) [29][ 600/2119] lr: 5.9846e-06 eta: 20:23:46 time: 1.2776 data_time: 0.0334 memory: 52499 grad_norm: 29.4620 loss: 1.3905 top1_acc: 0.6562 top5_acc: 0.8750 loss_cls: 1.3905 2023/02/16 17:57:23 - mmengine - INFO - Exp name: uniformerv2-base-p16-res224_clip_u8_kinetics700-rgb_20230215_191951 2023/02/16 17:58:02 - mmengine - INFO - Epoch(train) [29][ 700/2119] lr: 5.9714e-06 eta: 20:21:34 time: 1.2558 data_time: 0.0306 memory: 52499 grad_norm: 29.7944 loss: 1.4688 top1_acc: 0.6875 top5_acc: 0.8750 loss_cls: 1.4688 2023/02/16 18:00:08 - mmengine - INFO - Epoch(train) [29][ 800/2119] lr: 5.9581e-06 eta: 20:19:22 time: 1.2623 data_time: 0.0313 memory: 52499 grad_norm: 29.7779 loss: 1.5456 top1_acc: 0.6875 top5_acc: 0.7812 loss_cls: 1.5456 2023/02/16 18:02:18 - mmengine - INFO - Epoch(train) [29][ 900/2119] lr: 5.9448e-06 eta: 20:17:12 time: 1.3235 data_time: 0.0346 memory: 52499 grad_norm: 29.6949 loss: 1.5373 top1_acc: 0.6875 top5_acc: 0.8750 loss_cls: 1.5373 2023/02/16 18:04:24 - mmengine - INFO - Epoch(train) [29][1000/2119] lr: 5.9315e-06 eta: 20:14:59 time: 1.2383 data_time: 0.0394 memory: 52499 grad_norm: 29.9007 loss: 1.4626 top1_acc: 0.7188 top5_acc: 0.8750 loss_cls: 1.4626 2023/02/16 18:06:34 - mmengine - INFO - Epoch(train) [29][1100/2119] lr: 5.9182e-06 eta: 20:12:49 time: 1.3171 data_time: 0.0348 memory: 52499 grad_norm: 28.5617 loss: 1.4757 top1_acc: 0.7812 top5_acc: 0.9375 loss_cls: 1.4757 2023/02/16 18:08:42 - mmengine - INFO - Epoch(train) [29][1200/2119] lr: 5.9050e-06 eta: 20:10:38 time: 1.2748 data_time: 0.0408 memory: 52499 grad_norm: 29.2541 loss: 1.5497 top1_acc: 0.5938 top5_acc: 0.7188 loss_cls: 1.5497 2023/02/16 18:10:48 - mmengine - INFO - Epoch(train) [29][1300/2119] lr: 5.8917e-06 eta: 20:08:25 time: 1.2651 data_time: 0.0342 memory: 52499 grad_norm: 28.9264 loss: 1.2677 top1_acc: 0.7500 top5_acc: 0.8750 loss_cls: 1.2677 2023/02/16 18:12:57 - mmengine - INFO - Epoch(train) [29][1400/2119] lr: 5.8784e-06 eta: 20:06:15 time: 1.2666 data_time: 0.0320 memory: 52499 grad_norm: 28.9491 loss: 1.5107 top1_acc: 0.5938 top5_acc: 0.8125 loss_cls: 1.5107 2023/02/16 18:15:04 - mmengine - INFO - Epoch(train) [29][1500/2119] lr: 5.8651e-06 eta: 20:04:03 time: 1.2245 data_time: 0.0352 memory: 52499 grad_norm: 29.5705 loss: 1.5124 top1_acc: 0.6562 top5_acc: 0.8438 loss_cls: 1.5124 2023/02/16 18:17:13 - mmengine - INFO - Epoch(train) [29][1600/2119] lr: 5.8518e-06 eta: 20:01:53 time: 1.2495 data_time: 0.0399 memory: 52499 grad_norm: 29.1678 loss: 1.4469 top1_acc: 0.6875 top5_acc: 0.8125 loss_cls: 1.4469 2023/02/16 18:18:40 - mmengine - INFO - Exp name: uniformerv2-base-p16-res224_clip_u8_kinetics700-rgb_20230215_191951 2023/02/16 18:19:21 - mmengine - INFO - Epoch(train) [29][1700/2119] lr: 5.8385e-06 eta: 19:59:41 time: 1.3277 data_time: 0.0361 memory: 52499 grad_norm: 29.7426 loss: 1.4176 top1_acc: 0.6250 top5_acc: 0.7812 loss_cls: 1.4176 2023/02/16 18:21:32 - mmengine - INFO - Epoch(train) [29][1800/2119] lr: 5.8252e-06 eta: 19:57:32 time: 1.1897 data_time: 0.0380 memory: 52499 grad_norm: 30.0217 loss: 1.5072 top1_acc: 0.5625 top5_acc: 0.8125 loss_cls: 1.5072 2023/02/16 18:23:40 - mmengine - INFO - Epoch(train) [29][1900/2119] lr: 5.8118e-06 eta: 19:55:21 time: 1.3379 data_time: 0.0380 memory: 52499 grad_norm: 29.6310 loss: 1.4532 top1_acc: 0.7500 top5_acc: 0.8750 loss_cls: 1.4532 2023/02/16 18:25:46 - mmengine - INFO - Epoch(train) [29][2000/2119] lr: 5.7985e-06 eta: 19:53:09 time: 1.2017 data_time: 0.0349 memory: 52499 grad_norm: 28.3343 loss: 1.5581 top1_acc: 0.5312 top5_acc: 0.8125 loss_cls: 1.5581 2023/02/16 18:27:57 - mmengine - INFO - Epoch(train) [29][2100/2119] lr: 5.7852e-06 eta: 19:51:00 time: 1.3123 data_time: 0.0326 memory: 52499 grad_norm: 28.9027 loss: 1.5631 top1_acc: 0.5938 top5_acc: 0.8750 loss_cls: 1.5631 2023/02/16 18:28:19 - mmengine - INFO - Exp name: uniformerv2-base-p16-res224_clip_u8_kinetics700-rgb_20230215_191951 2023/02/16 18:28:19 - mmengine - INFO - Epoch(train) [29][2119/2119] lr: 5.7827e-06 eta: 19:50:33 time: 1.1625 data_time: 0.0235 memory: 52499 grad_norm: 29.1778 loss: 1.5932 top1_acc: 0.6316 top5_acc: 0.7895 loss_cls: 1.5932 2023/02/16 18:28:41 - mmengine - INFO - Epoch(val) [29][100/545] eta: 0:01:39 time: 0.2449 data_time: 0.1657 memory: 2893 2023/02/16 18:29:02 - mmengine - INFO - Epoch(val) [29][200/545] eta: 0:01:14 time: 0.2182 data_time: 0.1380 memory: 2893 2023/02/16 18:29:23 - mmengine - INFO - Epoch(val) [29][300/545] eta: 0:00:52 time: 0.2381 data_time: 0.1588 memory: 2893 2023/02/16 18:29:43 - mmengine - INFO - Epoch(val) [29][400/545] eta: 0:00:30 time: 0.1614 data_time: 0.0813 memory: 2893 2023/02/16 18:30:04 - mmengine - INFO - Epoch(val) [29][500/545] eta: 0:00:09 time: 0.1962 data_time: 0.1160 memory: 2893 2023/02/16 18:30:17 - mmengine - INFO - Epoch(val) [29][545/545] acc/top1: 0.7241 acc/top5: 0.9078 acc/mean1: 0.7240 2023/02/16 18:30:17 - mmengine - INFO - The previous best checkpoint /mnt/petrelfs/lilin/Repos/mmact_dev/mmaction2/work_dirs/uniformer_train/uniformerv2-base-p16-res224_clip_u8_kinetics700-rgb/best_acc/top1_epoch_26.pth is removed 2023/02/16 18:30:19 - mmengine - INFO - The best checkpoint with 0.7241 acc/top1 at 29 epoch is saved to best_acc/top1_epoch_29.pth. 2023/02/16 18:32:38 - mmengine - INFO - Epoch(train) [30][ 100/2119] lr: 5.7694e-06 eta: 19:48:31 time: 1.3537 data_time: 0.1885 memory: 52499 grad_norm: 29.1786 loss: 1.4700 top1_acc: 0.7188 top5_acc: 0.8750 loss_cls: 1.4700 2023/02/16 18:34:45 - mmengine - INFO - Epoch(train) [30][ 200/2119] lr: 5.7561e-06 eta: 19:46:20 time: 1.2373 data_time: 0.0322 memory: 52499 grad_norm: 29.9248 loss: 1.4494 top1_acc: 0.5938 top5_acc: 0.8750 loss_cls: 1.4494 2023/02/16 18:36:53 - mmengine - INFO - Epoch(train) [30][ 300/2119] lr: 5.7427e-06 eta: 19:44:08 time: 1.2963 data_time: 0.1604 memory: 52499 grad_norm: 30.1331 loss: 1.4678 top1_acc: 0.7188 top5_acc: 0.8438 loss_cls: 1.4678 2023/02/16 18:39:01 - mmengine - INFO - Epoch(train) [30][ 400/2119] lr: 5.7294e-06 eta: 19:41:57 time: 1.1776 data_time: 0.0547 memory: 52499 grad_norm: 29.3181 loss: 1.5316 top1_acc: 0.7188 top5_acc: 0.8750 loss_cls: 1.5316 2023/02/16 18:41:09 - mmengine - INFO - Epoch(train) [30][ 500/2119] lr: 5.7161e-06 eta: 19:39:46 time: 1.3059 data_time: 0.0797 memory: 52499 grad_norm: 29.6943 loss: 1.4294 top1_acc: 0.6562 top5_acc: 0.9062 loss_cls: 1.4294 2023/02/16 18:42:10 - mmengine - INFO - Exp name: uniformerv2-base-p16-res224_clip_u8_kinetics700-rgb_20230215_191951 2023/02/16 18:43:17 - mmengine - INFO - Epoch(train) [30][ 600/2119] lr: 5.7027e-06 eta: 19:37:35 time: 1.3260 data_time: 0.0382 memory: 52499 grad_norm: 29.6862 loss: 1.4426 top1_acc: 0.6562 top5_acc: 0.8438 loss_cls: 1.4426 2023/02/16 18:45:25 - mmengine - INFO - Epoch(train) [30][ 700/2119] lr: 5.6894e-06 eta: 19:35:24 time: 1.3718 data_time: 0.2442 memory: 52499 grad_norm: 28.8593 loss: 1.3803 top1_acc: 0.7812 top5_acc: 0.9062 loss_cls: 1.3803 2023/02/16 18:47:31 - mmengine - INFO - Epoch(train) [30][ 800/2119] lr: 5.6761e-06 eta: 19:33:11 time: 1.2396 data_time: 0.1082 memory: 52499 grad_norm: 29.0638 loss: 1.3446 top1_acc: 0.6250 top5_acc: 0.8125 loss_cls: 1.3446 2023/02/16 18:49:43 - mmengine - INFO - Epoch(train) [30][ 900/2119] lr: 5.6628e-06 eta: 19:31:04 time: 1.3653 data_time: 0.2537 memory: 52499 grad_norm: 29.2063 loss: 1.5027 top1_acc: 0.8125 top5_acc: 0.9375 loss_cls: 1.5027 2023/02/16 18:51:49 - mmengine - INFO - Epoch(train) [30][1000/2119] lr: 5.6494e-06 eta: 19:28:50 time: 1.2572 data_time: 0.1296 memory: 52499 grad_norm: 29.9664 loss: 1.3011 top1_acc: 0.7500 top5_acc: 0.8125 loss_cls: 1.3011 2023/02/16 18:53:56 - mmengine - INFO - Epoch(train) [30][1100/2119] lr: 5.6361e-06 eta: 19:26:39 time: 1.2576 data_time: 0.0909 memory: 52499 grad_norm: 30.2514 loss: 1.3921 top1_acc: 0.6562 top5_acc: 0.8438 loss_cls: 1.3921 2023/02/16 18:56:04 - mmengine - INFO - Epoch(train) [30][1200/2119] lr: 5.6227e-06 eta: 19:24:27 time: 1.2191 data_time: 0.0348 memory: 52499 grad_norm: 29.8223 loss: 1.5279 top1_acc: 0.6562 top5_acc: 0.8125 loss_cls: 1.5279 2023/02/16 18:58:13 - mmengine - INFO - Epoch(train) [30][1300/2119] lr: 5.6094e-06 eta: 19:22:17 time: 1.3523 data_time: 0.0317 memory: 52499 grad_norm: 29.4545 loss: 1.5015 top1_acc: 0.7188 top5_acc: 0.8125 loss_cls: 1.5015 2023/02/16 19:00:21 - mmengine - INFO - Epoch(train) [30][1400/2119] lr: 5.5961e-06 eta: 19:20:06 time: 1.3484 data_time: 0.0437 memory: 52499 grad_norm: 29.3948 loss: 1.6019 top1_acc: 0.6562 top5_acc: 0.8750 loss_cls: 1.6019 2023/02/16 19:02:27 - mmengine - INFO - Epoch(train) [30][1500/2119] lr: 5.5827e-06 eta: 19:17:54 time: 1.2900 data_time: 0.0350 memory: 52499 grad_norm: 29.4400 loss: 1.4343 top1_acc: 0.7500 top5_acc: 0.9375 loss_cls: 1.4343 2023/02/16 19:03:29 - mmengine - INFO - Exp name: uniformerv2-base-p16-res224_clip_u8_kinetics700-rgb_20230215_191951 2023/02/16 19:04:34 - mmengine - INFO - Epoch(train) [30][1600/2119] lr: 5.5694e-06 eta: 19:15:42 time: 1.2530 data_time: 0.0346 memory: 52499 grad_norm: 29.6072 loss: 1.3763 top1_acc: 0.6250 top5_acc: 0.8750 loss_cls: 1.3763 2023/02/16 19:06:45 - mmengine - INFO - Epoch(train) [30][1700/2119] lr: 5.5560e-06 eta: 19:13:33 time: 1.2835 data_time: 0.0328 memory: 52499 grad_norm: 28.6376 loss: 1.3191 top1_acc: 0.7500 top5_acc: 0.8750 loss_cls: 1.3191 2023/02/16 19:08:54 - mmengine - INFO - Epoch(train) [30][1800/2119] lr: 5.5427e-06 eta: 19:11:23 time: 1.2829 data_time: 0.0344 memory: 52499 grad_norm: 29.1717 loss: 1.5118 top1_acc: 0.5625 top5_acc: 0.8750 loss_cls: 1.5118 2023/02/16 19:10:59 - mmengine - INFO - Epoch(train) [30][1900/2119] lr: 5.5294e-06 eta: 19:09:10 time: 1.3238 data_time: 0.0292 memory: 52499 grad_norm: 30.6370 loss: 1.3226 top1_acc: 0.6250 top5_acc: 0.7500 loss_cls: 1.3226 2023/02/16 19:13:07 - mmengine - INFO - Epoch(train) [30][2000/2119] lr: 5.5160e-06 eta: 19:06:58 time: 1.3433 data_time: 0.0483 memory: 52499 grad_norm: 30.0944 loss: 1.3428 top1_acc: 0.8438 top5_acc: 0.9688 loss_cls: 1.3428 2023/02/16 19:15:14 - mmengine - INFO - Epoch(train) [30][2100/2119] lr: 5.5027e-06 eta: 19:04:46 time: 1.2521 data_time: 0.0290 memory: 52499 grad_norm: 29.2054 loss: 1.4902 top1_acc: 0.8125 top5_acc: 0.9375 loss_cls: 1.4902 2023/02/16 19:15:36 - mmengine - INFO - Exp name: uniformerv2-base-p16-res224_clip_u8_kinetics700-rgb_20230215_191951 2023/02/16 19:15:36 - mmengine - INFO - Epoch(train) [30][2119/2119] lr: 5.5001e-06 eta: 19:04:20 time: 1.1650 data_time: 0.0215 memory: 52499 grad_norm: 30.6564 loss: 1.5387 top1_acc: 0.5789 top5_acc: 0.8947 loss_cls: 1.5387 2023/02/16 19:15:36 - mmengine - INFO - Saving checkpoint at 30 epochs 2023/02/16 19:16:04 - mmengine - INFO - Epoch(val) [30][100/545] eta: 0:01:41 time: 0.2621 data_time: 0.1822 memory: 2893 2023/02/16 19:16:24 - mmengine - INFO - Epoch(val) [30][200/545] eta: 0:01:13 time: 0.1952 data_time: 0.1156 memory: 2893 2023/02/16 19:16:45 - mmengine - INFO - Epoch(val) [30][300/545] eta: 0:00:52 time: 0.2403 data_time: 0.1601 memory: 2893 2023/02/16 19:17:04 - mmengine - INFO - Epoch(val) [30][400/545] eta: 0:00:30 time: 0.1562 data_time: 0.0762 memory: 2893 2023/02/16 19:17:25 - mmengine - INFO - Epoch(val) [30][500/545] eta: 0:00:09 time: 0.1969 data_time: 0.1165 memory: 2893 2023/02/16 19:17:37 - mmengine - INFO - Epoch(val) [30][545/545] acc/top1: 0.7234 acc/top5: 0.9092 acc/mean1: 0.7234 2023/02/16 19:19:56 - mmengine - INFO - Epoch(train) [31][ 100/2119] lr: 5.4868e-06 eta: 19:02:18 time: 1.3280 data_time: 0.0357 memory: 52499 grad_norm: 29.4696 loss: 1.3891 top1_acc: 0.7812 top5_acc: 0.8750 loss_cls: 1.3891 2023/02/16 19:22:06 - mmengine - INFO - Epoch(train) [31][ 200/2119] lr: 5.4734e-06 eta: 19:00:09 time: 1.2782 data_time: 0.0327 memory: 52499 grad_norm: 28.8566 loss: 1.4598 top1_acc: 0.5625 top5_acc: 0.8125 loss_cls: 1.4598 2023/02/16 19:24:11 - mmengine - INFO - Epoch(train) [31][ 300/2119] lr: 5.4601e-06 eta: 18:57:56 time: 1.2394 data_time: 0.0338 memory: 52499 grad_norm: 28.6726 loss: 1.4395 top1_acc: 0.6562 top5_acc: 0.7500 loss_cls: 1.4395 2023/02/16 19:26:19 - mmengine - INFO - Epoch(train) [31][ 400/2119] lr: 5.4468e-06 eta: 18:55:45 time: 1.3257 data_time: 0.0329 memory: 52499 grad_norm: 29.8089 loss: 1.3150 top1_acc: 0.5938 top5_acc: 0.7812 loss_cls: 1.3150 2023/02/16 19:26:57 - mmengine - INFO - Exp name: uniformerv2-base-p16-res224_clip_u8_kinetics700-rgb_20230215_191951 2023/02/16 19:28:28 - mmengine - INFO - Epoch(train) [31][ 500/2119] lr: 5.4334e-06 eta: 18:53:34 time: 1.2677 data_time: 0.1363 memory: 52499 grad_norm: 29.1869 loss: 1.4201 top1_acc: 0.7500 top5_acc: 0.8438 loss_cls: 1.4201 2023/02/16 19:30:36 - mmengine - INFO - Epoch(train) [31][ 600/2119] lr: 5.4201e-06 eta: 18:51:23 time: 1.2861 data_time: 0.0326 memory: 52499 grad_norm: 30.0908 loss: 1.4233 top1_acc: 0.6875 top5_acc: 0.8438 loss_cls: 1.4233 2023/02/16 19:32:44 - mmengine - INFO - Epoch(train) [31][ 700/2119] lr: 5.4067e-06 eta: 18:49:12 time: 1.2358 data_time: 0.0359 memory: 52499 grad_norm: 29.6633 loss: 1.2946 top1_acc: 0.6562 top5_acc: 0.9062 loss_cls: 1.2946 2023/02/16 19:34:54 - mmengine - INFO - Epoch(train) [31][ 800/2119] lr: 5.3934e-06 eta: 18:47:03 time: 1.2507 data_time: 0.0337 memory: 52499 grad_norm: 28.0013 loss: 1.3823 top1_acc: 0.6562 top5_acc: 0.7812 loss_cls: 1.3823 2023/02/16 19:36:59 - mmengine - INFO - Epoch(train) [31][ 900/2119] lr: 5.3801e-06 eta: 18:44:50 time: 1.2350 data_time: 0.0363 memory: 52499 grad_norm: 30.4691 loss: 1.4227 top1_acc: 0.6562 top5_acc: 0.8438 loss_cls: 1.4227 2023/02/16 19:39:07 - mmengine - INFO - Epoch(train) [31][1000/2119] lr: 5.3667e-06 eta: 18:42:38 time: 1.3089 data_time: 0.1619 memory: 52499 grad_norm: 30.0733 loss: 1.5068 top1_acc: 0.5938 top5_acc: 0.8125 loss_cls: 1.5068 2023/02/16 19:41:14 - mmengine - INFO - Epoch(train) [31][1100/2119] lr: 5.3534e-06 eta: 18:40:27 time: 1.3799 data_time: 0.1379 memory: 52499 grad_norm: 29.8132 loss: 1.4742 top1_acc: 0.5938 top5_acc: 0.8125 loss_cls: 1.4742 2023/02/16 19:43:23 - mmengine - INFO - Epoch(train) [31][1200/2119] lr: 5.3400e-06 eta: 18:38:17 time: 1.3096 data_time: 0.1444 memory: 52499 grad_norm: 29.4174 loss: 1.5517 top1_acc: 0.5000 top5_acc: 0.7500 loss_cls: 1.5517 2023/02/16 19:45:31 - mmengine - INFO - Epoch(train) [31][1300/2119] lr: 5.3267e-06 eta: 18:36:07 time: 1.2279 data_time: 0.0371 memory: 52499 grad_norm: 29.9798 loss: 1.3060 top1_acc: 0.6250 top5_acc: 0.9688 loss_cls: 1.3060 2023/02/16 19:47:41 - mmengine - INFO - Epoch(train) [31][1400/2119] lr: 5.3134e-06 eta: 18:33:57 time: 1.3585 data_time: 0.0354 memory: 52499 grad_norm: 29.2336 loss: 1.4081 top1_acc: 0.6250 top5_acc: 0.8438 loss_cls: 1.4081 2023/02/16 19:48:18 - mmengine - INFO - Exp name: uniformerv2-base-p16-res224_clip_u8_kinetics700-rgb_20230215_191951 2023/02/16 19:49:50 - mmengine - INFO - Epoch(train) [31][1500/2119] lr: 5.3001e-06 eta: 18:31:47 time: 1.2599 data_time: 0.0323 memory: 52499 grad_norm: 30.8395 loss: 1.2855 top1_acc: 0.5625 top5_acc: 0.8438 loss_cls: 1.2855 2023/02/16 19:51:57 - mmengine - INFO - Epoch(train) [31][1600/2119] lr: 5.2867e-06 eta: 18:29:35 time: 1.2977 data_time: 0.0336 memory: 52499 grad_norm: 29.7808 loss: 1.4256 top1_acc: 0.6562 top5_acc: 0.8438 loss_cls: 1.4256 2023/02/16 19:54:03 - mmengine - INFO - Epoch(train) [31][1700/2119] lr: 5.2734e-06 eta: 18:27:23 time: 1.2456 data_time: 0.0402 memory: 52499 grad_norm: 29.5552 loss: 1.2824 top1_acc: 0.8438 top5_acc: 0.8750 loss_cls: 1.2824 2023/02/16 19:56:13 - mmengine - INFO - Epoch(train) [31][1800/2119] lr: 5.2601e-06 eta: 18:25:13 time: 1.3449 data_time: 0.0376 memory: 52499 grad_norm: 29.1185 loss: 1.5074 top1_acc: 0.5625 top5_acc: 0.8125 loss_cls: 1.5074 2023/02/16 19:58:19 - mmengine - INFO - Epoch(train) [31][1900/2119] lr: 5.2467e-06 eta: 18:23:01 time: 1.2712 data_time: 0.0324 memory: 52499 grad_norm: 30.1449 loss: 1.3751 top1_acc: 0.8438 top5_acc: 0.9688 loss_cls: 1.3751 2023/02/16 20:00:28 - mmengine - INFO - Epoch(train) [31][2000/2119] lr: 5.2334e-06 eta: 18:20:51 time: 1.2074 data_time: 0.0334 memory: 52499 grad_norm: 28.2142 loss: 1.3605 top1_acc: 0.6250 top5_acc: 0.8750 loss_cls: 1.3605 2023/02/16 20:02:36 - mmengine - INFO - Epoch(train) [31][2100/2119] lr: 5.2201e-06 eta: 18:18:40 time: 1.2190 data_time: 0.0325 memory: 52499 grad_norm: 28.4871 loss: 1.4221 top1_acc: 0.8125 top5_acc: 0.9375 loss_cls: 1.4221 2023/02/16 20:02:57 - mmengine - INFO - Exp name: uniformerv2-base-p16-res224_clip_u8_kinetics700-rgb_20230215_191951 2023/02/16 20:02:57 - mmengine - INFO - Epoch(train) [31][2119/2119] lr: 5.2176e-06 eta: 18:18:13 time: 1.1359 data_time: 0.0309 memory: 52499 grad_norm: 29.7780 loss: 1.4865 top1_acc: 0.5263 top5_acc: 0.5789 loss_cls: 1.4865 2023/02/16 20:03:20 - mmengine - INFO - Epoch(val) [31][100/545] eta: 0:01:42 time: 0.2694 data_time: 0.1680 memory: 2893 2023/02/16 20:03:41 - mmengine - INFO - Epoch(val) [31][200/545] eta: 0:01:15 time: 0.2145 data_time: 0.1334 memory: 2893 2023/02/16 20:04:02 - mmengine - INFO - Epoch(val) [31][300/545] eta: 0:00:52 time: 0.2354 data_time: 0.1557 memory: 2893 2023/02/16 20:04:21 - mmengine - INFO - Epoch(val) [31][400/545] eta: 0:00:30 time: 0.1652 data_time: 0.0855 memory: 2893 2023/02/16 20:04:42 - mmengine - INFO - Epoch(val) [31][500/545] eta: 0:00:09 time: 0.2077 data_time: 0.1282 memory: 2893 2023/02/16 20:04:55 - mmengine - INFO - Epoch(val) [31][545/545] acc/top1: 0.7242 acc/top5: 0.9082 acc/mean1: 0.7242 2023/02/16 20:04:55 - mmengine - INFO - The previous best checkpoint /mnt/petrelfs/lilin/Repos/mmact_dev/mmaction2/work_dirs/uniformer_train/uniformerv2-base-p16-res224_clip_u8_kinetics700-rgb/best_acc/top1_epoch_29.pth is removed 2023/02/16 20:04:57 - mmengine - INFO - The best checkpoint with 0.7242 acc/top1 at 31 epoch is saved to best_acc/top1_epoch_31.pth. 2023/02/16 20:07:15 - mmengine - INFO - Epoch(train) [32][ 100/2119] lr: 5.2043e-06 eta: 18:16:10 time: 1.3067 data_time: 0.1902 memory: 52499 grad_norm: 29.9623 loss: 1.5578 top1_acc: 0.6250 top5_acc: 0.7500 loss_cls: 1.5578 2023/02/16 20:09:22 - mmengine - INFO - Epoch(train) [32][ 200/2119] lr: 5.1909e-06 eta: 18:13:58 time: 1.2193 data_time: 0.0823 memory: 52499 grad_norm: 28.2121 loss: 1.2215 top1_acc: 0.7812 top5_acc: 0.9062 loss_cls: 1.2215 2023/02/16 20:11:29 - mmengine - INFO - Epoch(train) [32][ 300/2119] lr: 5.1776e-06 eta: 18:11:47 time: 1.3327 data_time: 0.0546 memory: 52499 grad_norm: 29.5155 loss: 1.3977 top1_acc: 0.7812 top5_acc: 0.9375 loss_cls: 1.3977 2023/02/16 20:11:43 - mmengine - INFO - Exp name: uniformerv2-base-p16-res224_clip_u8_kinetics700-rgb_20230215_191951 2023/02/16 20:13:38 - mmengine - INFO - Epoch(train) [32][ 400/2119] lr: 5.1643e-06 eta: 18:09:36 time: 1.3419 data_time: 0.0348 memory: 52499 grad_norm: 29.3031 loss: 1.2603 top1_acc: 0.6250 top5_acc: 0.8125 loss_cls: 1.2603 2023/02/16 20:15:48 - mmengine - INFO - Epoch(train) [32][ 500/2119] lr: 5.1510e-06 eta: 18:07:27 time: 1.2795 data_time: 0.0343 memory: 52499 grad_norm: 30.0901 loss: 1.4243 top1_acc: 0.5000 top5_acc: 0.7188 loss_cls: 1.4243 2023/02/16 20:17:55 - mmengine - INFO - Epoch(train) [32][ 600/2119] lr: 5.1377e-06 eta: 18:05:15 time: 1.2820 data_time: 0.0391 memory: 52499 grad_norm: 28.2640 loss: 1.2031 top1_acc: 0.9062 top5_acc: 0.9688 loss_cls: 1.2031 2023/02/16 20:20:02 - mmengine - INFO - Epoch(train) [32][ 700/2119] lr: 5.1244e-06 eta: 18:03:04 time: 1.3160 data_time: 0.0314 memory: 52499 grad_norm: 28.0247 loss: 1.4578 top1_acc: 0.7188 top5_acc: 0.8750 loss_cls: 1.4578 2023/02/16 20:22:09 - mmengine - INFO - Epoch(train) [32][ 800/2119] lr: 5.1111e-06 eta: 18:00:52 time: 1.1749 data_time: 0.0352 memory: 52499 grad_norm: 28.6114 loss: 1.3712 top1_acc: 0.6562 top5_acc: 0.8750 loss_cls: 1.3712 2023/02/16 20:24:18 - mmengine - INFO - Epoch(train) [32][ 900/2119] lr: 5.0978e-06 eta: 17:58:43 time: 1.3065 data_time: 0.0320 memory: 52499 grad_norm: 29.5315 loss: 1.4396 top1_acc: 0.6875 top5_acc: 0.9062 loss_cls: 1.4396 2023/02/16 20:26:25 - mmengine - INFO - Epoch(train) [32][1000/2119] lr: 5.0846e-06 eta: 17:56:31 time: 1.3145 data_time: 0.0342 memory: 52499 grad_norm: 30.2454 loss: 1.3623 top1_acc: 0.8125 top5_acc: 0.9375 loss_cls: 1.3623 2023/02/16 20:28:36 - mmengine - INFO - Epoch(train) [32][1100/2119] lr: 5.0713e-06 eta: 17:54:22 time: 1.3127 data_time: 0.0336 memory: 52499 grad_norm: 29.9154 loss: 1.5265 top1_acc: 0.5625 top5_acc: 0.7500 loss_cls: 1.5265 2023/02/16 20:30:45 - mmengine - INFO - Epoch(train) [32][1200/2119] lr: 5.0580e-06 eta: 17:52:12 time: 1.3037 data_time: 0.0405 memory: 52499 grad_norm: 29.8181 loss: 1.3546 top1_acc: 0.5938 top5_acc: 0.8750 loss_cls: 1.3546 2023/02/16 20:32:50 - mmengine - INFO - Epoch(train) [32][1300/2119] lr: 5.0447e-06 eta: 17:50:00 time: 1.2845 data_time: 0.0344 memory: 52499 grad_norm: 28.7251 loss: 1.4364 top1_acc: 0.7188 top5_acc: 0.8750 loss_cls: 1.4364 2023/02/16 20:33:04 - mmengine - INFO - Exp name: uniformerv2-base-p16-res224_clip_u8_kinetics700-rgb_20230215_191951 2023/02/16 20:34:59 - mmengine - INFO - Epoch(train) [32][1400/2119] lr: 5.0314e-06 eta: 17:47:49 time: 1.3265 data_time: 0.0375 memory: 52499 grad_norm: 29.5140 loss: 1.3822 top1_acc: 0.6562 top5_acc: 0.8750 loss_cls: 1.3822 2023/02/16 20:37:06 - mmengine - INFO - Epoch(train) [32][1500/2119] lr: 5.0182e-06 eta: 17:45:38 time: 1.2439 data_time: 0.0302 memory: 52499 grad_norm: 30.4136 loss: 1.5108 top1_acc: 0.6875 top5_acc: 0.9062 loss_cls: 1.5108 2023/02/16 20:39:15 - mmengine - INFO - Epoch(train) [32][1600/2119] lr: 5.0049e-06 eta: 17:43:28 time: 1.3176 data_time: 0.0347 memory: 52499 grad_norm: 29.1247 loss: 1.2720 top1_acc: 0.7812 top5_acc: 0.9062 loss_cls: 1.2720 2023/02/16 20:41:21 - mmengine - INFO - Epoch(train) [32][1700/2119] lr: 4.9916e-06 eta: 17:41:16 time: 1.2606 data_time: 0.0290 memory: 52499 grad_norm: 29.2562 loss: 1.4697 top1_acc: 0.7500 top5_acc: 0.9062 loss_cls: 1.4697 2023/02/16 20:43:30 - mmengine - INFO - Epoch(train) [32][1800/2119] lr: 4.9784e-06 eta: 17:39:06 time: 1.2794 data_time: 0.0334 memory: 52499 grad_norm: 29.3395 loss: 1.2262 top1_acc: 0.7500 top5_acc: 0.8438 loss_cls: 1.2262 2023/02/16 20:45:39 - mmengine - INFO - Epoch(train) [32][1900/2119] lr: 4.9651e-06 eta: 17:36:56 time: 1.3245 data_time: 0.0286 memory: 52499 grad_norm: 31.9051 loss: 1.3291 top1_acc: 0.7188 top5_acc: 0.8750 loss_cls: 1.3291 2023/02/16 20:47:45 - mmengine - INFO - Epoch(train) [32][2000/2119] lr: 4.9519e-06 eta: 17:34:44 time: 1.1500 data_time: 0.0336 memory: 52499 grad_norm: 30.0679 loss: 1.3861 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 1.3861 2023/02/16 20:49:54 - mmengine - INFO - Epoch(train) [32][2100/2119] lr: 4.9386e-06 eta: 17:32:34 time: 1.2498 data_time: 0.0308 memory: 52499 grad_norm: 28.4348 loss: 1.3434 top1_acc: 0.6562 top5_acc: 0.8750 loss_cls: 1.3434 2023/02/16 20:50:17 - mmengine - INFO - Exp name: uniformerv2-base-p16-res224_clip_u8_kinetics700-rgb_20230215_191951 2023/02/16 20:50:17 - mmengine - INFO - Epoch(train) [32][2119/2119] lr: 4.9361e-06 eta: 17:32:08 time: 1.2005 data_time: 0.0238 memory: 52499 grad_norm: 28.6636 loss: 1.5193 top1_acc: 0.7368 top5_acc: 0.8421 loss_cls: 1.5193 2023/02/16 20:50:40 - mmengine - INFO - Epoch(val) [32][100/545] eta: 0:01:40 time: 0.2520 data_time: 0.1720 memory: 2893 2023/02/16 20:51:00 - mmengine - INFO - Epoch(val) [32][200/545] eta: 0:01:14 time: 0.1854 data_time: 0.1055 memory: 2893 2023/02/16 20:51:21 - mmengine - INFO - Epoch(val) [32][300/545] eta: 0:00:52 time: 0.2496 data_time: 0.1698 memory: 2893 2023/02/16 20:51:40 - mmengine - INFO - Epoch(val) [32][400/545] eta: 0:00:30 time: 0.1618 data_time: 0.0783 memory: 2893 2023/02/16 20:52:02 - mmengine - INFO - Epoch(val) [32][500/545] eta: 0:00:09 time: 0.1984 data_time: 0.1184 memory: 2893 2023/02/16 20:52:15 - mmengine - INFO - Epoch(val) [32][545/545] acc/top1: 0.7272 acc/top5: 0.9077 acc/mean1: 0.7271 2023/02/16 20:52:15 - mmengine - INFO - The previous best checkpoint /mnt/petrelfs/lilin/Repos/mmact_dev/mmaction2/work_dirs/uniformer_train/uniformerv2-base-p16-res224_clip_u8_kinetics700-rgb/best_acc/top1_epoch_31.pth is removed 2023/02/16 20:52:17 - mmengine - INFO - The best checkpoint with 0.7272 acc/top1 at 32 epoch is saved to best_acc/top1_epoch_32.pth. 2023/02/16 20:54:35 - mmengine - INFO - Epoch(train) [33][ 100/2119] lr: 4.9229e-06 eta: 17:30:05 time: 1.2878 data_time: 0.0350 memory: 52499 grad_norm: 28.1841 loss: 1.3079 top1_acc: 0.7500 top5_acc: 0.8750 loss_cls: 1.3079 2023/02/16 20:56:34 - mmengine - INFO - Exp name: uniformerv2-base-p16-res224_clip_u8_kinetics700-rgb_20230215_191951 2023/02/16 20:56:44 - mmengine - INFO - Epoch(train) [33][ 200/2119] lr: 4.9097e-06 eta: 17:27:55 time: 1.2526 data_time: 0.0294 memory: 52499 grad_norm: 28.9352 loss: 1.3098 top1_acc: 0.8125 top5_acc: 0.9375 loss_cls: 1.3098 2023/02/16 20:58:54 - mmengine - INFO - Epoch(train) [33][ 300/2119] lr: 4.8964e-06 eta: 17:25:45 time: 1.3021 data_time: 0.0331 memory: 52499 grad_norm: 29.3334 loss: 1.3848 top1_acc: 0.6875 top5_acc: 0.8750 loss_cls: 1.3848 2023/02/16 21:01:04 - mmengine - INFO - Epoch(train) [33][ 400/2119] lr: 4.8832e-06 eta: 17:23:36 time: 1.3212 data_time: 0.0347 memory: 52499 grad_norm: 29.8595 loss: 1.3705 top1_acc: 0.6562 top5_acc: 0.9062 loss_cls: 1.3705 2023/02/16 21:03:10 - mmengine - INFO - Epoch(train) [33][ 500/2119] lr: 4.8700e-06 eta: 17:21:24 time: 1.2174 data_time: 0.0345 memory: 52499 grad_norm: 29.9387 loss: 1.4726 top1_acc: 0.6875 top5_acc: 0.8125 loss_cls: 1.4726 2023/02/16 21:05:19 - mmengine - INFO - Epoch(train) [33][ 600/2119] lr: 4.8568e-06 eta: 17:19:14 time: 1.3241 data_time: 0.0563 memory: 52499 grad_norm: 29.0650 loss: 1.2033 top1_acc: 0.6875 top5_acc: 0.7500 loss_cls: 1.2033 2023/02/16 21:07:26 - mmengine - INFO - Epoch(train) [33][ 700/2119] lr: 4.8436e-06 eta: 17:17:03 time: 1.2944 data_time: 0.0347 memory: 52499 grad_norm: 29.5818 loss: 1.3490 top1_acc: 0.6562 top5_acc: 0.9062 loss_cls: 1.3490 2023/02/16 21:09:33 - mmengine - INFO - Epoch(train) [33][ 800/2119] lr: 4.8304e-06 eta: 17:14:52 time: 1.2614 data_time: 0.0333 memory: 52499 grad_norm: 29.9106 loss: 1.3447 top1_acc: 0.6250 top5_acc: 0.8438 loss_cls: 1.3447 2023/02/16 21:11:45 - mmengine - INFO - Epoch(train) [33][ 900/2119] lr: 4.8172e-06 eta: 17:12:43 time: 1.2943 data_time: 0.0315 memory: 52499 grad_norm: 28.7040 loss: 1.2629 top1_acc: 0.6250 top5_acc: 0.8438 loss_cls: 1.2629 2023/02/16 21:13:49 - mmengine - INFO - Epoch(train) [33][1000/2119] lr: 4.8040e-06 eta: 17:10:30 time: 1.2396 data_time: 0.0323 memory: 52499 grad_norm: 29.3960 loss: 1.2567 top1_acc: 0.7500 top5_acc: 0.9688 loss_cls: 1.2567 2023/02/16 21:15:58 - mmengine - INFO - Epoch(train) [33][1100/2119] lr: 4.7908e-06 eta: 17:08:20 time: 1.2794 data_time: 0.0339 memory: 52499 grad_norm: 29.3464 loss: 1.3607 top1_acc: 0.7188 top5_acc: 0.9062 loss_cls: 1.3607 2023/02/16 21:17:57 - mmengine - INFO - Exp name: uniformerv2-base-p16-res224_clip_u8_kinetics700-rgb_20230215_191951 2023/02/16 21:18:08 - mmengine - INFO - Epoch(train) [33][1200/2119] lr: 4.7777e-06 eta: 17:06:11 time: 1.2987 data_time: 0.0327 memory: 52499 grad_norm: 29.5827 loss: 1.1803 top1_acc: 0.8125 top5_acc: 0.9375 loss_cls: 1.1803 2023/02/16 21:20:16 - mmengine - INFO - Epoch(train) [33][1300/2119] lr: 4.7645e-06 eta: 17:04:01 time: 1.3397 data_time: 0.0364 memory: 52499 grad_norm: 29.0876 loss: 1.4305 top1_acc: 0.5938 top5_acc: 0.8125 loss_cls: 1.4305 2023/02/16 21:22:24 - mmengine - INFO - Epoch(train) [33][1400/2119] lr: 4.7513e-06 eta: 17:01:50 time: 1.2312 data_time: 0.0403 memory: 52499 grad_norm: 28.5257 loss: 1.3359 top1_acc: 0.5312 top5_acc: 0.7188 loss_cls: 1.3359 2023/02/16 21:24:34 - mmengine - INFO - Epoch(train) [33][1500/2119] lr: 4.7382e-06 eta: 16:59:40 time: 1.2828 data_time: 0.0314 memory: 52499 grad_norm: 28.9202 loss: 1.3085 top1_acc: 0.6562 top5_acc: 0.9062 loss_cls: 1.3085 2023/02/16 21:26:42 - mmengine - INFO - Epoch(train) [33][1600/2119] lr: 4.7250e-06 eta: 16:57:30 time: 1.3071 data_time: 0.0328 memory: 52499 grad_norm: 29.8584 loss: 1.3305 top1_acc: 0.7812 top5_acc: 0.9375 loss_cls: 1.3305 2023/02/16 21:28:47 - mmengine - INFO - Epoch(train) [33][1700/2119] lr: 4.7119e-06 eta: 16:55:17 time: 1.2233 data_time: 0.0395 memory: 52499 grad_norm: 28.8829 loss: 1.2817 top1_acc: 0.6562 top5_acc: 0.9688 loss_cls: 1.2817 2023/02/16 21:30:55 - mmengine - INFO - Epoch(train) [33][1800/2119] lr: 4.6988e-06 eta: 16:53:07 time: 1.3365 data_time: 0.0302 memory: 52499 grad_norm: 28.7615 loss: 1.2567 top1_acc: 0.6250 top5_acc: 0.8125 loss_cls: 1.2567 2023/02/16 21:33:04 - mmengine - INFO - Epoch(train) [33][1900/2119] lr: 4.6856e-06 eta: 16:50:57 time: 1.2750 data_time: 0.0372 memory: 52499 grad_norm: 29.4956 loss: 1.5393 top1_acc: 0.5312 top5_acc: 0.7812 loss_cls: 1.5393 2023/02/16 21:35:10 - mmengine - INFO - Epoch(train) [33][2000/2119] lr: 4.6725e-06 eta: 16:48:45 time: 1.2991 data_time: 0.0317 memory: 52499 grad_norm: 29.1049 loss: 1.3434 top1_acc: 0.8438 top5_acc: 0.9062 loss_cls: 1.3434 2023/02/16 21:37:20 - mmengine - INFO - Epoch(train) [33][2100/2119] lr: 4.6594e-06 eta: 16:46:36 time: 1.3612 data_time: 0.0314 memory: 52499 grad_norm: 29.6424 loss: 1.2336 top1_acc: 0.6875 top5_acc: 0.9375 loss_cls: 1.2336 2023/02/16 21:37:41 - mmengine - INFO - Exp name: uniformerv2-base-p16-res224_clip_u8_kinetics700-rgb_20230215_191951 2023/02/16 21:37:41 - mmengine - INFO - Epoch(train) [33][2119/2119] lr: 4.6569e-06 eta: 16:46:09 time: 1.0942 data_time: 0.0234 memory: 52499 grad_norm: 28.6274 loss: 1.3123 top1_acc: 0.6842 top5_acc: 0.8421 loss_cls: 1.3123 2023/02/16 21:37:41 - mmengine - INFO - Saving checkpoint at 33 epochs 2023/02/16 21:38:08 - mmengine - INFO - Epoch(val) [33][100/545] eta: 0:01:39 time: 0.2485 data_time: 0.1682 memory: 2893 2023/02/16 21:38:28 - mmengine - INFO - Epoch(val) [33][200/545] eta: 0:01:13 time: 0.1919 data_time: 0.1116 memory: 2893 2023/02/16 21:38:49 - mmengine - INFO - Epoch(val) [33][300/545] eta: 0:00:51 time: 0.2370 data_time: 0.1575 memory: 2893 2023/02/16 21:39:09 - mmengine - INFO - Epoch(val) [33][400/545] eta: 0:00:30 time: 0.1694 data_time: 0.0893 memory: 2893 2023/02/16 21:39:30 - mmengine - INFO - Epoch(val) [33][500/545] eta: 0:00:09 time: 0.2020 data_time: 0.1226 memory: 2893 2023/02/16 21:39:41 - mmengine - INFO - Epoch(val) [33][545/545] acc/top1: 0.7279 acc/top5: 0.9098 acc/mean1: 0.7278 2023/02/16 21:39:41 - mmengine - INFO - The previous best checkpoint /mnt/petrelfs/lilin/Repos/mmact_dev/mmaction2/work_dirs/uniformer_train/uniformerv2-base-p16-res224_clip_u8_kinetics700-rgb/best_acc/top1_epoch_32.pth is removed 2023/02/16 21:39:43 - mmengine - INFO - The best checkpoint with 0.7279 acc/top1 at 33 epoch is saved to best_acc/top1_epoch_33.pth. 2023/02/16 21:41:26 - mmengine - INFO - Exp name: uniformerv2-base-p16-res224_clip_u8_kinetics700-rgb_20230215_191951 2023/02/16 21:42:00 - mmengine - INFO - Epoch(train) [34][ 100/2119] lr: 4.6438e-06 eta: 16:44:04 time: 1.3092 data_time: 0.1883 memory: 52499 grad_norm: 28.8414 loss: 1.2755 top1_acc: 0.6875 top5_acc: 0.8750 loss_cls: 1.2755 2023/02/16 21:44:10 - mmengine - INFO - Epoch(train) [34][ 200/2119] lr: 4.6307e-06 eta: 16:41:55 time: 1.3197 data_time: 0.1316 memory: 52499 grad_norm: 29.1853 loss: 1.3746 top1_acc: 0.7500 top5_acc: 0.8438 loss_cls: 1.3746 2023/02/16 21:46:17 - mmengine - INFO - Epoch(train) [34][ 300/2119] lr: 4.6176e-06 eta: 16:39:44 time: 1.2412 data_time: 0.0350 memory: 52499 grad_norm: 28.5702 loss: 1.3906 top1_acc: 0.6562 top5_acc: 0.8125 loss_cls: 1.3906 2023/02/16 21:48:23 - mmengine - INFO - Epoch(train) [34][ 400/2119] lr: 4.6045e-06 eta: 16:37:32 time: 1.2983 data_time: 0.0903 memory: 52499 grad_norm: 29.3298 loss: 1.3313 top1_acc: 0.6250 top5_acc: 0.7812 loss_cls: 1.3313 2023/02/16 21:50:32 - mmengine - INFO - Epoch(train) [34][ 500/2119] lr: 4.5915e-06 eta: 16:35:22 time: 1.3100 data_time: 0.0325 memory: 52499 grad_norm: 30.8961 loss: 1.3007 top1_acc: 0.6562 top5_acc: 0.9375 loss_cls: 1.3007 2023/02/16 21:52:40 - mmengine - INFO - Epoch(train) [34][ 600/2119] lr: 4.5784e-06 eta: 16:33:12 time: 1.2466 data_time: 0.0429 memory: 52499 grad_norm: 29.6047 loss: 1.3174 top1_acc: 0.5938 top5_acc: 0.8125 loss_cls: 1.3174 2023/02/16 21:54:47 - mmengine - INFO - Epoch(train) [34][ 700/2119] lr: 4.5654e-06 eta: 16:31:00 time: 1.2410 data_time: 0.0338 memory: 52499 grad_norm: 30.1608 loss: 1.3468 top1_acc: 0.5312 top5_acc: 0.8750 loss_cls: 1.3468 2023/02/16 21:56:55 - mmengine - INFO - Epoch(train) [34][ 800/2119] lr: 4.5523e-06 eta: 16:28:50 time: 1.3651 data_time: 0.0335 memory: 52499 grad_norm: 29.4465 loss: 1.3261 top1_acc: 0.6562 top5_acc: 0.8750 loss_cls: 1.3261 2023/02/16 21:59:03 - mmengine - INFO - Epoch(train) [34][ 900/2119] lr: 4.5393e-06 eta: 16:26:40 time: 1.2612 data_time: 0.0341 memory: 52499 grad_norm: 29.1342 loss: 1.3283 top1_acc: 0.5312 top5_acc: 0.7812 loss_cls: 1.3283 2023/02/16 22:01:13 - mmengine - INFO - Epoch(train) [34][1000/2119] lr: 4.5262e-06 eta: 16:24:30 time: 1.3186 data_time: 0.0378 memory: 52499 grad_norm: 29.2381 loss: 1.3885 top1_acc: 0.4688 top5_acc: 0.7500 loss_cls: 1.3885 2023/02/16 22:02:45 - mmengine - INFO - Exp name: uniformerv2-base-p16-res224_clip_u8_kinetics700-rgb_20230215_191951 2023/02/16 22:03:20 - mmengine - INFO - Epoch(train) [34][1100/2119] lr: 4.5132e-06 eta: 16:22:19 time: 1.2848 data_time: 0.0334 memory: 52499 grad_norm: 29.0442 loss: 1.2902 top1_acc: 0.6250 top5_acc: 0.8125 loss_cls: 1.2902 2023/02/16 22:05:28 - mmengine - INFO - Epoch(train) [34][1200/2119] lr: 4.5002e-06 eta: 16:20:08 time: 1.3063 data_time: 0.0316 memory: 52499 grad_norm: 29.7762 loss: 1.2618 top1_acc: 0.7812 top5_acc: 0.9062 loss_cls: 1.2618 2023/02/16 22:07:35 - mmengine - INFO - Epoch(train) [34][1300/2119] lr: 4.4872e-06 eta: 16:17:57 time: 1.2828 data_time: 0.0349 memory: 52499 grad_norm: 28.9364 loss: 1.3323 top1_acc: 0.7500 top5_acc: 0.7812 loss_cls: 1.3323 2023/02/16 22:09:44 - mmengine - INFO - Epoch(train) [34][1400/2119] lr: 4.4742e-06 eta: 16:15:48 time: 1.2602 data_time: 0.0343 memory: 52499 grad_norm: 28.9504 loss: 1.3865 top1_acc: 0.5312 top5_acc: 0.8438 loss_cls: 1.3865 2023/02/16 22:11:53 - mmengine - INFO - Epoch(train) [34][1500/2119] lr: 4.4612e-06 eta: 16:13:38 time: 1.2419 data_time: 0.0317 memory: 52499 grad_norm: 29.8836 loss: 1.5507 top1_acc: 0.5312 top5_acc: 0.7188 loss_cls: 1.5507 2023/02/16 22:14:00 - mmengine - INFO - Epoch(train) [34][1600/2119] lr: 4.4482e-06 eta: 16:11:27 time: 1.2216 data_time: 0.0335 memory: 52499 grad_norm: 30.6889 loss: 1.3718 top1_acc: 0.7812 top5_acc: 0.9062 loss_cls: 1.3718 2023/02/16 22:16:08 - mmengine - INFO - Epoch(train) [34][1700/2119] lr: 4.4353e-06 eta: 16:09:16 time: 1.2641 data_time: 0.0338 memory: 52499 grad_norm: 29.2771 loss: 1.1914 top1_acc: 0.7188 top5_acc: 0.8750 loss_cls: 1.1914 2023/02/16 22:18:16 - mmengine - INFO - Epoch(train) [34][1800/2119] lr: 4.4223e-06 eta: 16:07:06 time: 1.2775 data_time: 0.0354 memory: 52499 grad_norm: 30.8066 loss: 1.2932 top1_acc: 0.7188 top5_acc: 0.8438 loss_cls: 1.2932 2023/02/16 22:20:23 - mmengine - INFO - Epoch(train) [34][1900/2119] lr: 4.4094e-06 eta: 16:04:55 time: 1.2366 data_time: 0.0358 memory: 52499 grad_norm: 29.6551 loss: 1.3965 top1_acc: 0.6562 top5_acc: 0.8125 loss_cls: 1.3965 2023/02/16 22:22:32 - mmengine - INFO - Epoch(train) [34][2000/2119] lr: 4.3964e-06 eta: 16:02:45 time: 1.3228 data_time: 0.0288 memory: 52499 grad_norm: 29.5221 loss: 1.4406 top1_acc: 0.9062 top5_acc: 0.9688 loss_cls: 1.4406 2023/02/16 22:24:05 - mmengine - INFO - Exp name: uniformerv2-base-p16-res224_clip_u8_kinetics700-rgb_20230215_191951 2023/02/16 22:24:41 - mmengine - INFO - Epoch(train) [34][2100/2119] lr: 4.3835e-06 eta: 16:00:36 time: 1.3727 data_time: 0.0363 memory: 52499 grad_norm: 29.7349 loss: 1.3585 top1_acc: 0.6875 top5_acc: 0.9375 loss_cls: 1.3585 2023/02/16 22:25:02 - mmengine - INFO - Exp name: uniformerv2-base-p16-res224_clip_u8_kinetics700-rgb_20230215_191951 2023/02/16 22:25:02 - mmengine - INFO - Epoch(train) [34][2119/2119] lr: 4.3810e-06 eta: 16:00:09 time: 1.1000 data_time: 0.0188 memory: 52499 grad_norm: 29.9592 loss: 1.3557 top1_acc: 0.5789 top5_acc: 0.8421 loss_cls: 1.3557 2023/02/16 22:25:25 - mmengine - INFO - Epoch(val) [34][100/545] eta: 0:01:41 time: 0.2502 data_time: 0.1701 memory: 2893 2023/02/16 22:25:45 - mmengine - INFO - Epoch(val) [34][200/545] eta: 0:01:13 time: 0.1906 data_time: 0.1108 memory: 2893 2023/02/16 22:26:06 - mmengine - INFO - Epoch(val) [34][300/545] eta: 0:00:52 time: 0.2451 data_time: 0.1651 memory: 2893 2023/02/16 22:26:26 - mmengine - INFO - Epoch(val) [34][400/545] eta: 0:00:30 time: 0.1641 data_time: 0.0823 memory: 2893 2023/02/16 22:26:47 - mmengine - INFO - Epoch(val) [34][500/545] eta: 0:00:09 time: 0.2092 data_time: 0.1285 memory: 2893 2023/02/16 22:27:00 - mmengine - INFO - Epoch(val) [34][545/545] acc/top1: 0.7277 acc/top5: 0.9094 acc/mean1: 0.7277 2023/02/16 22:29:20 - mmengine - INFO - Epoch(train) [35][ 100/2119] lr: 4.3681e-06 eta: 15:58:05 time: 1.3627 data_time: 0.2548 memory: 52499 grad_norm: 29.6789 loss: 1.3350 top1_acc: 0.6875 top5_acc: 0.8438 loss_cls: 1.3350 2023/02/16 22:31:30 - mmengine - INFO - Epoch(train) [35][ 200/2119] lr: 4.3552e-06 eta: 15:55:56 time: 1.3138 data_time: 0.0282 memory: 52499 grad_norm: 29.7434 loss: 1.2425 top1_acc: 0.7812 top5_acc: 0.8750 loss_cls: 1.2425 2023/02/16 22:33:36 - mmengine - INFO - Epoch(train) [35][ 300/2119] lr: 4.3423e-06 eta: 15:53:45 time: 1.3143 data_time: 0.0400 memory: 52499 grad_norm: 29.8066 loss: 1.3710 top1_acc: 0.6562 top5_acc: 0.9062 loss_cls: 1.3710 2023/02/16 22:35:45 - mmengine - INFO - Epoch(train) [35][ 400/2119] lr: 4.3294e-06 eta: 15:51:35 time: 1.2466 data_time: 0.0370 memory: 52499 grad_norm: 29.4348 loss: 1.3204 top1_acc: 0.7812 top5_acc: 0.9062 loss_cls: 1.3204 2023/02/16 22:37:54 - mmengine - INFO - Epoch(train) [35][ 500/2119] lr: 4.3165e-06 eta: 15:49:25 time: 1.3373 data_time: 0.0391 memory: 52499 grad_norm: 29.2414 loss: 1.3120 top1_acc: 0.6562 top5_acc: 0.8750 loss_cls: 1.3120 2023/02/16 22:39:59 - mmengine - INFO - Epoch(train) [35][ 600/2119] lr: 4.3037e-06 eta: 15:47:13 time: 1.2337 data_time: 0.0334 memory: 52499 grad_norm: 29.2740 loss: 1.3462 top1_acc: 0.7500 top5_acc: 0.8125 loss_cls: 1.3462 2023/02/16 22:42:09 - mmengine - INFO - Epoch(train) [35][ 700/2119] lr: 4.2908e-06 eta: 15:45:04 time: 1.3108 data_time: 0.0316 memory: 52499 grad_norm: 29.7945 loss: 1.4290 top1_acc: 0.5938 top5_acc: 0.7812 loss_cls: 1.4290 2023/02/16 22:44:15 - mmengine - INFO - Epoch(train) [35][ 800/2119] lr: 4.2780e-06 eta: 15:42:52 time: 1.2108 data_time: 0.0379 memory: 52499 grad_norm: 30.6211 loss: 1.4173 top1_acc: 0.7188 top5_acc: 0.9375 loss_cls: 1.4173 2023/02/16 22:46:23 - mmengine - INFO - Epoch(train) [35][ 900/2119] lr: 4.2651e-06 eta: 15:40:42 time: 1.2870 data_time: 0.0306 memory: 52499 grad_norm: 29.7025 loss: 1.2737 top1_acc: 0.6562 top5_acc: 0.8438 loss_cls: 1.2737 2023/02/16 22:47:32 - mmengine - INFO - Exp name: uniformerv2-base-p16-res224_clip_u8_kinetics700-rgb_20230215_191951 2023/02/16 22:48:32 - mmengine - INFO - Epoch(train) [35][1000/2119] lr: 4.2523e-06 eta: 15:38:32 time: 1.2533 data_time: 0.0341 memory: 52499 grad_norm: 29.6614 loss: 1.2131 top1_acc: 0.8438 top5_acc: 0.9375 loss_cls: 1.2131 2023/02/16 22:50:41 - mmengine - INFO - Epoch(train) [35][1100/2119] lr: 4.2395e-06 eta: 15:36:23 time: 1.3484 data_time: 0.0355 memory: 52499 grad_norm: 29.7782 loss: 1.3364 top1_acc: 0.6250 top5_acc: 0.8750 loss_cls: 1.3364 2023/02/16 22:52:47 - mmengine - INFO - Epoch(train) [35][1200/2119] lr: 4.2267e-06 eta: 15:34:11 time: 1.2672 data_time: 0.0359 memory: 52499 grad_norm: 29.4113 loss: 1.4138 top1_acc: 0.5938 top5_acc: 0.7188 loss_cls: 1.4138 2023/02/16 22:54:56 - mmengine - INFO - Epoch(train) [35][1300/2119] lr: 4.2139e-06 eta: 15:32:01 time: 1.3012 data_time: 0.0334 memory: 52499 grad_norm: 29.0735 loss: 1.2808 top1_acc: 0.7500 top5_acc: 0.8750 loss_cls: 1.2808 2023/02/16 22:57:03 - mmengine - INFO - Epoch(train) [35][1400/2119] lr: 4.2011e-06 eta: 15:29:50 time: 1.2454 data_time: 0.0354 memory: 52499 grad_norm: 29.9694 loss: 1.3751 top1_acc: 0.8125 top5_acc: 0.9062 loss_cls: 1.3751 2023/02/16 22:59:11 - mmengine - INFO - Epoch(train) [35][1500/2119] lr: 4.1883e-06 eta: 15:27:40 time: 1.2655 data_time: 0.0314 memory: 52499 grad_norm: 29.6334 loss: 1.3057 top1_acc: 0.5938 top5_acc: 0.7188 loss_cls: 1.3057 2023/02/16 23:01:21 - mmengine - INFO - Epoch(train) [35][1600/2119] lr: 4.1756e-06 eta: 15:25:31 time: 1.3241 data_time: 0.0368 memory: 52499 grad_norm: 29.2918 loss: 1.3448 top1_acc: 0.5938 top5_acc: 0.7188 loss_cls: 1.3448 2023/02/16 23:03:28 - mmengine - INFO - Epoch(train) [35][1700/2119] lr: 4.1628e-06 eta: 15:23:20 time: 1.3261 data_time: 0.0362 memory: 52499 grad_norm: 28.8242 loss: 1.3781 top1_acc: 0.7500 top5_acc: 0.8750 loss_cls: 1.3781 2023/02/16 23:05:35 - mmengine - INFO - Epoch(train) [35][1800/2119] lr: 4.1501e-06 eta: 15:21:09 time: 1.2724 data_time: 0.0302 memory: 52499 grad_norm: 28.2559 loss: 1.4269 top1_acc: 0.7188 top5_acc: 0.8750 loss_cls: 1.4269 2023/02/16 23:07:43 - mmengine - INFO - Epoch(train) [35][1900/2119] lr: 4.1374e-06 eta: 15:18:59 time: 1.2947 data_time: 0.0444 memory: 52499 grad_norm: 29.2981 loss: 1.5085 top1_acc: 0.5625 top5_acc: 0.7812 loss_cls: 1.5085 2023/02/16 23:08:52 - mmengine - INFO - Exp name: uniformerv2-base-p16-res224_clip_u8_kinetics700-rgb_20230215_191951 2023/02/16 23:09:51 - mmengine - INFO - Epoch(train) [35][2000/2119] lr: 4.1247e-06 eta: 15:16:48 time: 1.2422 data_time: 0.0291 memory: 52499 grad_norm: 29.1755 loss: 1.3255 top1_acc: 0.5938 top5_acc: 0.7812 loss_cls: 1.3255 2023/02/16 23:11:59 - mmengine - INFO - Epoch(train) [35][2100/2119] lr: 4.1120e-06 eta: 15:14:38 time: 1.2909 data_time: 0.0417 memory: 52499 grad_norm: 28.3219 loss: 1.2020 top1_acc: 0.7812 top5_acc: 0.8438 loss_cls: 1.2020 2023/02/16 23:12:20 - mmengine - INFO - Exp name: uniformerv2-base-p16-res224_clip_u8_kinetics700-rgb_20230215_191951 2023/02/16 23:12:20 - mmengine - INFO - Epoch(train) [35][2119/2119] lr: 4.1096e-06 eta: 15:14:12 time: 1.0960 data_time: 0.0233 memory: 52499 grad_norm: 30.4879 loss: 1.4583 top1_acc: 0.5263 top5_acc: 0.7895 loss_cls: 1.4583 2023/02/16 23:12:42 - mmengine - INFO - Epoch(val) [35][100/545] eta: 0:01:40 time: 0.2527 data_time: 0.1727 memory: 2893 2023/02/16 23:13:03 - mmengine - INFO - Epoch(val) [35][200/545] eta: 0:01:13 time: 0.2159 data_time: 0.1367 memory: 2893 2023/02/16 23:13:24 - mmengine - INFO - Epoch(val) [35][300/545] eta: 0:00:52 time: 0.2466 data_time: 0.1658 memory: 2893 2023/02/16 23:13:44 - mmengine - INFO - Epoch(val) [35][400/545] eta: 0:00:30 time: 0.1600 data_time: 0.0800 memory: 2893 2023/02/16 23:14:05 - mmengine - INFO - Epoch(val) [35][500/545] eta: 0:00:09 time: 0.2206 data_time: 0.1398 memory: 2893 2023/02/16 23:14:18 - mmengine - INFO - Epoch(val) [35][545/545] acc/top1: 0.7269 acc/top5: 0.9108 acc/mean1: 0.7268 2023/02/16 23:16:38 - mmengine - INFO - Epoch(train) [36][ 100/2119] lr: 4.0969e-06 eta: 15:12:08 time: 1.3429 data_time: 0.0333 memory: 52499 grad_norm: 29.0283 loss: 1.2538 top1_acc: 0.8750 top5_acc: 0.8750 loss_cls: 1.2538 2023/02/16 23:18:47 - mmengine - INFO - Epoch(train) [36][ 200/2119] lr: 4.0842e-06 eta: 15:09:58 time: 1.2599 data_time: 0.0444 memory: 52499 grad_norm: 29.4397 loss: 1.2198 top1_acc: 0.5938 top5_acc: 0.8438 loss_cls: 1.2198 2023/02/16 23:20:53 - mmengine - INFO - Epoch(train) [36][ 300/2119] lr: 4.0715e-06 eta: 15:07:47 time: 1.2316 data_time: 0.0357 memory: 52499 grad_norm: 29.5239 loss: 1.2608 top1_acc: 0.7188 top5_acc: 0.8438 loss_cls: 1.2608 2023/02/16 23:22:59 - mmengine - INFO - Epoch(train) [36][ 400/2119] lr: 4.0589e-06 eta: 15:05:36 time: 1.2762 data_time: 0.0310 memory: 52499 grad_norm: 28.0750 loss: 1.2093 top1_acc: 0.7812 top5_acc: 0.8750 loss_cls: 1.2093 2023/02/16 23:25:11 - mmengine - INFO - Epoch(train) [36][ 500/2119] lr: 4.0463e-06 eta: 15:03:28 time: 1.3487 data_time: 0.0360 memory: 52499 grad_norm: 29.3705 loss: 1.3238 top1_acc: 0.8438 top5_acc: 0.9375 loss_cls: 1.3238 2023/02/16 23:27:19 - mmengine - INFO - Epoch(train) [36][ 600/2119] lr: 4.0336e-06 eta: 15:01:17 time: 1.2885 data_time: 0.0379 memory: 52499 grad_norm: 29.5152 loss: 1.2303 top1_acc: 0.6875 top5_acc: 0.8438 loss_cls: 1.2303 2023/02/16 23:29:26 - mmengine - INFO - Epoch(train) [36][ 700/2119] lr: 4.0210e-06 eta: 14:59:07 time: 1.2618 data_time: 0.0341 memory: 52499 grad_norm: 30.1913 loss: 1.4472 top1_acc: 0.7500 top5_acc: 0.8125 loss_cls: 1.4472 2023/02/16 23:31:34 - mmengine - INFO - Epoch(train) [36][ 800/2119] lr: 4.0084e-06 eta: 14:56:57 time: 1.2289 data_time: 0.0341 memory: 52499 grad_norm: 29.2829 loss: 1.3265 top1_acc: 0.6875 top5_acc: 0.9062 loss_cls: 1.3265 2023/02/16 23:32:20 - mmengine - INFO - Exp name: uniformerv2-base-p16-res224_clip_u8_kinetics700-rgb_20230215_191951 2023/02/16 23:33:42 - mmengine - INFO - Epoch(train) [36][ 900/2119] lr: 3.9958e-06 eta: 14:54:46 time: 1.2233 data_time: 0.0322 memory: 52499 grad_norm: 30.6271 loss: 1.3764 top1_acc: 0.7500 top5_acc: 0.8750 loss_cls: 1.3764 2023/02/16 23:35:50 - mmengine - INFO - Epoch(train) [36][1000/2119] lr: 3.9833e-06 eta: 14:52:36 time: 1.2455 data_time: 0.0311 memory: 52499 grad_norm: 28.9741 loss: 1.2975 top1_acc: 0.6875 top5_acc: 0.9062 loss_cls: 1.2975 2023/02/16 23:38:00 - mmengine - INFO - Epoch(train) [36][1100/2119] lr: 3.9707e-06 eta: 14:50:27 time: 1.3531 data_time: 0.0375 memory: 52499 grad_norm: 29.8662 loss: 1.4630 top1_acc: 0.6250 top5_acc: 0.8125 loss_cls: 1.4630 2023/02/16 23:40:07 - mmengine - INFO - Epoch(train) [36][1200/2119] lr: 3.9582e-06 eta: 14:48:16 time: 1.2397 data_time: 0.0345 memory: 52499 grad_norm: 29.6959 loss: 1.3401 top1_acc: 0.6875 top5_acc: 0.8125 loss_cls: 1.3401 2023/02/16 23:42:17 - mmengine - INFO - Epoch(train) [36][1300/2119] lr: 3.9457e-06 eta: 14:46:07 time: 1.2871 data_time: 0.0368 memory: 52499 grad_norm: 30.5266 loss: 1.4900 top1_acc: 0.6250 top5_acc: 0.8125 loss_cls: 1.4900 2023/02/16 23:44:22 - mmengine - INFO - Epoch(train) [36][1400/2119] lr: 3.9331e-06 eta: 14:43:55 time: 1.2509 data_time: 0.0317 memory: 52499 grad_norm: 30.1411 loss: 1.4285 top1_acc: 0.6875 top5_acc: 0.8750 loss_cls: 1.4285 2023/02/16 23:46:31 - mmengine - INFO - Epoch(train) [36][1500/2119] lr: 3.9206e-06 eta: 14:41:45 time: 1.3060 data_time: 0.1130 memory: 52499 grad_norm: 30.0295 loss: 1.3899 top1_acc: 0.5000 top5_acc: 0.7188 loss_cls: 1.3899 2023/02/16 23:48:40 - mmengine - INFO - Epoch(train) [36][1600/2119] lr: 3.9081e-06 eta: 14:39:36 time: 1.3334 data_time: 0.0329 memory: 52499 grad_norm: 29.3910 loss: 1.4337 top1_acc: 0.7500 top5_acc: 0.9062 loss_cls: 1.4337 2023/02/16 23:50:49 - mmengine - INFO - Epoch(train) [36][1700/2119] lr: 3.8957e-06 eta: 14:37:26 time: 1.3147 data_time: 0.0307 memory: 52499 grad_norm: 29.9960 loss: 1.2935 top1_acc: 0.7188 top5_acc: 0.9375 loss_cls: 1.2935 2023/02/16 23:52:57 - mmengine - INFO - Epoch(train) [36][1800/2119] lr: 3.8832e-06 eta: 14:35:16 time: 1.2579 data_time: 0.0343 memory: 52499 grad_norm: 30.0390 loss: 1.4682 top1_acc: 0.5938 top5_acc: 0.7188 loss_cls: 1.4682 2023/02/16 23:53:41 - mmengine - INFO - Exp name: uniformerv2-base-p16-res224_clip_u8_kinetics700-rgb_20230215_191951 2023/02/16 23:55:04 - mmengine - INFO - Epoch(train) [36][1900/2119] lr: 3.8708e-06 eta: 14:33:05 time: 1.2367 data_time: 0.0341 memory: 52499 grad_norm: 30.1573 loss: 1.3059 top1_acc: 0.7500 top5_acc: 0.8125 loss_cls: 1.3059 2023/02/16 23:57:12 - mmengine - INFO - Epoch(train) [36][2000/2119] lr: 3.8583e-06 eta: 14:30:55 time: 1.3217 data_time: 0.0327 memory: 52499 grad_norm: 29.5599 loss: 1.2618 top1_acc: 0.6875 top5_acc: 0.9375 loss_cls: 1.2618 2023/02/16 23:59:20 - mmengine - INFO - Epoch(train) [36][2100/2119] lr: 3.8459e-06 eta: 14:28:45 time: 1.3126 data_time: 0.0317 memory: 52499 grad_norm: 29.6363 loss: 1.3583 top1_acc: 0.7188 top5_acc: 0.8438 loss_cls: 1.3583 2023/02/16 23:59:42 - mmengine - INFO - Exp name: uniformerv2-base-p16-res224_clip_u8_kinetics700-rgb_20230215_191951 2023/02/16 23:59:42 - mmengine - INFO - Epoch(train) [36][2119/2119] lr: 3.8436e-06 eta: 14:28:19 time: 1.1405 data_time: 0.0236 memory: 52499 grad_norm: 29.6458 loss: 1.4916 top1_acc: 0.6842 top5_acc: 0.7895 loss_cls: 1.4916 2023/02/16 23:59:42 - mmengine - INFO - Saving checkpoint at 36 epochs 2023/02/17 00:00:09 - mmengine - INFO - Epoch(val) [36][100/545] eta: 0:01:42 time: 0.2599 data_time: 0.1804 memory: 2893 2023/02/17 00:00:30 - mmengine - INFO - Epoch(val) [36][200/545] eta: 0:01:15 time: 0.2239 data_time: 0.1436 memory: 2893 2023/02/17 00:00:51 - mmengine - INFO - Epoch(val) [36][300/545] eta: 0:00:52 time: 0.2448 data_time: 0.1650 memory: 2893 2023/02/17 00:01:11 - mmengine - INFO - Epoch(val) [36][400/545] eta: 0:00:30 time: 0.1646 data_time: 0.0847 memory: 2893 2023/02/17 00:01:32 - mmengine - INFO - Epoch(val) [36][500/545] eta: 0:00:09 time: 0.2170 data_time: 0.1375 memory: 2893 2023/02/17 00:01:43 - mmengine - INFO - Epoch(val) [36][545/545] acc/top1: 0.7314 acc/top5: 0.9122 acc/mean1: 0.7313 2023/02/17 00:01:43 - mmengine - INFO - The previous best checkpoint /mnt/petrelfs/lilin/Repos/mmact_dev/mmaction2/work_dirs/uniformer_train/uniformerv2-base-p16-res224_clip_u8_kinetics700-rgb/best_acc/top1_epoch_33.pth is removed 2023/02/17 00:01:45 - mmengine - INFO - The best checkpoint with 0.7314 acc/top1 at 36 epoch is saved to best_acc/top1_epoch_36.pth. 2023/02/17 00:04:02 - mmengine - INFO - Epoch(train) [37][ 100/2119] lr: 3.8312e-06 eta: 14:26:13 time: 1.2677 data_time: 0.1500 memory: 52499 grad_norm: 29.1737 loss: 1.3102 top1_acc: 0.6562 top5_acc: 0.8438 loss_cls: 1.3102 2023/02/17 00:06:10 - mmengine - INFO - Epoch(train) [37][ 200/2119] lr: 3.8188e-06 eta: 14:24:03 time: 1.2387 data_time: 0.0299 memory: 52499 grad_norm: 29.1706 loss: 1.3735 top1_acc: 0.6250 top5_acc: 0.8438 loss_cls: 1.3735 2023/02/17 00:08:18 - mmengine - INFO - Epoch(train) [37][ 300/2119] lr: 3.8064e-06 eta: 14:21:53 time: 1.2695 data_time: 0.0342 memory: 52499 grad_norm: 28.9405 loss: 1.3796 top1_acc: 0.6875 top5_acc: 0.8750 loss_cls: 1.3796 2023/02/17 00:10:26 - mmengine - INFO - Epoch(train) [37][ 400/2119] lr: 3.7941e-06 eta: 14:19:43 time: 1.3487 data_time: 0.0327 memory: 52499 grad_norm: 29.2518 loss: 1.3584 top1_acc: 0.7188 top5_acc: 0.7812 loss_cls: 1.3584 2023/02/17 00:12:34 - mmengine - INFO - Epoch(train) [37][ 500/2119] lr: 3.7817e-06 eta: 14:17:32 time: 1.2945 data_time: 0.0373 memory: 52499 grad_norm: 28.9934 loss: 1.1941 top1_acc: 0.7188 top5_acc: 0.8125 loss_cls: 1.1941 2023/02/17 00:14:43 - mmengine - INFO - Epoch(train) [37][ 600/2119] lr: 3.7694e-06 eta: 14:15:23 time: 1.2016 data_time: 0.0333 memory: 52499 grad_norm: 28.7633 loss: 1.1555 top1_acc: 0.8438 top5_acc: 0.9375 loss_cls: 1.1555 2023/02/17 00:16:50 - mmengine - INFO - Epoch(train) [37][ 700/2119] lr: 3.7571e-06 eta: 14:13:12 time: 1.2292 data_time: 0.0338 memory: 52499 grad_norm: 29.4122 loss: 1.2737 top1_acc: 0.6562 top5_acc: 0.9062 loss_cls: 1.2737 2023/02/17 00:17:12 - mmengine - INFO - Exp name: uniformerv2-base-p16-res224_clip_u8_kinetics700-rgb_20230215_191951 2023/02/17 00:19:00 - mmengine - INFO - Epoch(train) [37][ 800/2119] lr: 3.7448e-06 eta: 14:11:03 time: 1.2214 data_time: 0.0373 memory: 52499 grad_norm: 29.6477 loss: 1.2191 top1_acc: 0.8125 top5_acc: 0.9062 loss_cls: 1.2191 2023/02/17 00:21:07 - mmengine - INFO - Epoch(train) [37][ 900/2119] lr: 3.7325e-06 eta: 14:08:53 time: 1.2740 data_time: 0.0325 memory: 52499 grad_norm: 28.6583 loss: 1.2759 top1_acc: 0.6875 top5_acc: 0.8750 loss_cls: 1.2759 2023/02/17 00:23:14 - mmengine - INFO - Epoch(train) [37][1000/2119] lr: 3.7202e-06 eta: 14:06:42 time: 1.2134 data_time: 0.0334 memory: 52499 grad_norm: 29.8563 loss: 1.4110 top1_acc: 0.6250 top5_acc: 0.8125 loss_cls: 1.4110 2023/02/17 00:25:23 - mmengine - INFO - Epoch(train) [37][1100/2119] lr: 3.7080e-06 eta: 14:04:32 time: 1.2378 data_time: 0.0296 memory: 52499 grad_norm: 29.9819 loss: 1.2725 top1_acc: 0.6250 top5_acc: 0.8125 loss_cls: 1.2725 2023/02/17 00:27:34 - mmengine - INFO - Epoch(train) [37][1200/2119] lr: 3.6958e-06 eta: 14:02:24 time: 1.3775 data_time: 0.0354 memory: 52499 grad_norm: 30.0655 loss: 1.3798 top1_acc: 0.6562 top5_acc: 0.8125 loss_cls: 1.3798 2023/02/17 00:29:41 - mmengine - INFO - Epoch(train) [37][1300/2119] lr: 3.6836e-06 eta: 14:00:13 time: 1.2363 data_time: 0.0356 memory: 52499 grad_norm: 29.6661 loss: 1.3367 top1_acc: 0.7812 top5_acc: 0.8750 loss_cls: 1.3367 2023/02/17 00:31:48 - mmengine - INFO - Epoch(train) [37][1400/2119] lr: 3.6714e-06 eta: 13:58:02 time: 1.2420 data_time: 0.0331 memory: 52499 grad_norm: 29.1755 loss: 1.3054 top1_acc: 0.7812 top5_acc: 0.9062 loss_cls: 1.3054 2023/02/17 00:33:56 - mmengine - INFO - Epoch(train) [37][1500/2119] lr: 3.6592e-06 eta: 13:55:52 time: 1.1908 data_time: 0.0348 memory: 52499 grad_norm: 30.0043 loss: 1.3440 top1_acc: 0.7812 top5_acc: 0.9375 loss_cls: 1.3440 2023/02/17 00:36:03 - mmengine - INFO - Epoch(train) [37][1600/2119] lr: 3.6470e-06 eta: 13:53:42 time: 1.3010 data_time: 0.0350 memory: 52499 grad_norm: 29.2851 loss: 1.4449 top1_acc: 0.7188 top5_acc: 0.8750 loss_cls: 1.4449 2023/02/17 00:38:10 - mmengine - INFO - Epoch(train) [37][1700/2119] lr: 3.6348e-06 eta: 13:51:31 time: 1.2491 data_time: 0.0333 memory: 52499 grad_norm: 29.7100 loss: 1.3419 top1_acc: 0.5938 top5_acc: 0.7500 loss_cls: 1.3419 2023/02/17 00:38:30 - mmengine - INFO - Exp name: uniformerv2-base-p16-res224_clip_u8_kinetics700-rgb_20230215_191951 2023/02/17 00:40:21 - mmengine - INFO - Epoch(train) [37][1800/2119] lr: 3.6227e-06 eta: 13:49:22 time: 1.3797 data_time: 0.0363 memory: 52499 grad_norm: 29.4921 loss: 1.2457 top1_acc: 0.5938 top5_acc: 0.7812 loss_cls: 1.2457 2023/02/17 00:42:28 - mmengine - INFO - Epoch(train) [37][1900/2119] lr: 3.6106e-06 eta: 13:47:12 time: 1.3230 data_time: 0.0324 memory: 52499 grad_norm: 29.4123 loss: 1.2203 top1_acc: 0.8125 top5_acc: 0.8438 loss_cls: 1.2203 2023/02/17 00:44:34 - mmengine - INFO - Epoch(train) [37][2000/2119] lr: 3.5985e-06 eta: 13:45:01 time: 1.3217 data_time: 0.0331 memory: 52499 grad_norm: 29.5481 loss: 1.3765 top1_acc: 0.8125 top5_acc: 0.8750 loss_cls: 1.3765 2023/02/17 00:46:42 - mmengine - INFO - Epoch(train) [37][2100/2119] lr: 3.5864e-06 eta: 13:42:50 time: 1.2780 data_time: 0.0325 memory: 52499 grad_norm: 29.2723 loss: 1.2187 top1_acc: 0.7812 top5_acc: 0.9375 loss_cls: 1.2187 2023/02/17 00:47:03 - mmengine - INFO - Exp name: uniformerv2-base-p16-res224_clip_u8_kinetics700-rgb_20230215_191951 2023/02/17 00:47:03 - mmengine - INFO - Epoch(train) [37][2119/2119] lr: 3.5841e-06 eta: 13:42:24 time: 1.1131 data_time: 0.0268 memory: 52499 grad_norm: 30.5191 loss: 1.2710 top1_acc: 0.7895 top5_acc: 0.9474 loss_cls: 1.2710 2023/02/17 00:47:25 - mmengine - INFO - Epoch(val) [37][100/545] eta: 0:01:39 time: 0.2473 data_time: 0.1559 memory: 2893 2023/02/17 00:47:46 - mmengine - INFO - Epoch(val) [37][200/545] eta: 0:01:13 time: 0.2173 data_time: 0.1377 memory: 2893 2023/02/17 00:48:07 - mmengine - INFO - Epoch(val) [37][300/545] eta: 0:00:52 time: 0.2383 data_time: 0.1585 memory: 2893 2023/02/17 00:48:27 - mmengine - INFO - Epoch(val) [37][400/545] eta: 0:00:30 time: 0.1603 data_time: 0.0489 memory: 2893 2023/02/17 00:48:48 - mmengine - INFO - Epoch(val) [37][500/545] eta: 0:00:09 time: 0.2048 data_time: 0.1250 memory: 2893 2023/02/17 00:49:00 - mmengine - INFO - Epoch(val) [37][545/545] acc/top1: 0.7298 acc/top5: 0.9120 acc/mean1: 0.7298 2023/02/17 00:51:19 - mmengine - INFO - Epoch(train) [38][ 100/2119] lr: 3.5720e-06 eta: 13:40:19 time: 1.3309 data_time: 0.0374 memory: 52499 grad_norm: 28.3433 loss: 1.3256 top1_acc: 0.6875 top5_acc: 0.8750 loss_cls: 1.3256 2023/02/17 00:53:28 - mmengine - INFO - Epoch(train) [38][ 200/2119] lr: 3.5600e-06 eta: 13:38:10 time: 1.2360 data_time: 0.0380 memory: 52499 grad_norm: 29.3601 loss: 1.3332 top1_acc: 0.6875 top5_acc: 0.9375 loss_cls: 1.3332 2023/02/17 00:55:37 - mmengine - INFO - Epoch(train) [38][ 300/2119] lr: 3.5480e-06 eta: 13:36:00 time: 1.3385 data_time: 0.0394 memory: 52499 grad_norm: 29.5599 loss: 1.1926 top1_acc: 0.7188 top5_acc: 0.9062 loss_cls: 1.1926 2023/02/17 00:57:44 - mmengine - INFO - Epoch(train) [38][ 400/2119] lr: 3.5360e-06 eta: 13:33:50 time: 1.3324 data_time: 0.0324 memory: 52499 grad_norm: 29.8249 loss: 1.2676 top1_acc: 0.6875 top5_acc: 0.8438 loss_cls: 1.2676 2023/02/17 00:59:52 - mmengine - INFO - Epoch(train) [38][ 500/2119] lr: 3.5240e-06 eta: 13:31:40 time: 1.3331 data_time: 0.0407 memory: 52499 grad_norm: 30.5172 loss: 1.3406 top1_acc: 0.5938 top5_acc: 0.8750 loss_cls: 1.3406 2023/02/17 01:01:56 - mmengine - INFO - Exp name: uniformerv2-base-p16-res224_clip_u8_kinetics700-rgb_20230215_191951 2023/02/17 01:02:01 - mmengine - INFO - Epoch(train) [38][ 600/2119] lr: 3.5120e-06 eta: 13:29:30 time: 1.2912 data_time: 0.0331 memory: 52499 grad_norm: 29.4816 loss: 1.2385 top1_acc: 0.8125 top5_acc: 0.9062 loss_cls: 1.2385 2023/02/17 01:04:07 - mmengine - INFO - Epoch(train) [38][ 700/2119] lr: 3.5000e-06 eta: 13:27:19 time: 1.2286 data_time: 0.0353 memory: 52499 grad_norm: 28.9441 loss: 1.1925 top1_acc: 0.7188 top5_acc: 0.8750 loss_cls: 1.1925 2023/02/17 01:06:18 - mmengine - INFO - Epoch(train) [38][ 800/2119] lr: 3.4881e-06 eta: 13:25:10 time: 1.3796 data_time: 0.0392 memory: 52499 grad_norm: 29.1437 loss: 1.2471 top1_acc: 0.5938 top5_acc: 0.7812 loss_cls: 1.2471 2023/02/17 01:08:25 - mmengine - INFO - Epoch(train) [38][ 900/2119] lr: 3.4761e-06 eta: 13:23:00 time: 1.3013 data_time: 0.0343 memory: 52499 grad_norm: 28.9193 loss: 1.2801 top1_acc: 0.7500 top5_acc: 0.8750 loss_cls: 1.2801 2023/02/17 01:10:34 - mmengine - INFO - Epoch(train) [38][1000/2119] lr: 3.4642e-06 eta: 13:20:50 time: 1.2700 data_time: 0.0303 memory: 52499 grad_norm: 29.5935 loss: 1.4201 top1_acc: 0.6562 top5_acc: 0.7812 loss_cls: 1.4201 2023/02/17 01:12:39 - mmengine - INFO - Epoch(train) [38][1100/2119] lr: 3.4523e-06 eta: 13:18:39 time: 1.2205 data_time: 0.0325 memory: 52499 grad_norm: 30.7528 loss: 1.2890 top1_acc: 0.6562 top5_acc: 0.9062 loss_cls: 1.2890 2023/02/17 01:14:47 - mmengine - INFO - Epoch(train) [38][1200/2119] lr: 3.4405e-06 eta: 13:16:29 time: 1.2294 data_time: 0.0363 memory: 52499 grad_norm: 31.1429 loss: 1.2778 top1_acc: 0.8125 top5_acc: 0.9375 loss_cls: 1.2778 2023/02/17 01:16:58 - mmengine - INFO - Epoch(train) [38][1300/2119] lr: 3.4286e-06 eta: 13:14:20 time: 1.3245 data_time: 0.0328 memory: 52499 grad_norm: 29.3974 loss: 1.2939 top1_acc: 0.5312 top5_acc: 0.7812 loss_cls: 1.2939 2023/02/17 01:19:07 - mmengine - INFO - Epoch(train) [38][1400/2119] lr: 3.4168e-06 eta: 13:12:11 time: 1.2318 data_time: 0.0336 memory: 52499 grad_norm: 29.5714 loss: 1.2878 top1_acc: 0.6875 top5_acc: 0.7500 loss_cls: 1.2878 2023/02/17 01:21:12 - mmengine - INFO - Epoch(train) [38][1500/2119] lr: 3.4050e-06 eta: 13:09:59 time: 1.2762 data_time: 0.0315 memory: 52499 grad_norm: 30.0697 loss: 1.2414 top1_acc: 0.8125 top5_acc: 0.9688 loss_cls: 1.2414 2023/02/17 01:23:16 - mmengine - INFO - Exp name: uniformerv2-base-p16-res224_clip_u8_kinetics700-rgb_20230215_191951 2023/02/17 01:23:19 - mmengine - INFO - Epoch(train) [38][1600/2119] lr: 3.3932e-06 eta: 13:07:49 time: 1.2384 data_time: 0.0375 memory: 52499 grad_norm: 31.1844 loss: 1.3688 top1_acc: 0.7188 top5_acc: 0.9375 loss_cls: 1.3688 2023/02/17 01:25:28 - mmengine - INFO - Epoch(train) [38][1700/2119] lr: 3.3814e-06 eta: 13:05:39 time: 1.2842 data_time: 0.0349 memory: 52499 grad_norm: 29.7646 loss: 1.2862 top1_acc: 0.6250 top5_acc: 0.8125 loss_cls: 1.2862 2023/02/17 01:27:35 - mmengine - INFO - Epoch(train) [38][1800/2119] lr: 3.3696e-06 eta: 13:03:29 time: 1.2211 data_time: 0.0333 memory: 52499 grad_norm: 29.7190 loss: 1.4414 top1_acc: 0.5938 top5_acc: 0.8750 loss_cls: 1.4414 2023/02/17 01:29:43 - mmengine - INFO - Epoch(train) [38][1900/2119] lr: 3.3579e-06 eta: 13:01:19 time: 1.3547 data_time: 0.0297 memory: 52499 grad_norm: 28.4008 loss: 1.1113 top1_acc: 0.7500 top5_acc: 0.8125 loss_cls: 1.1113 2023/02/17 01:31:52 - mmengine - INFO - Epoch(train) [38][2000/2119] lr: 3.3462e-06 eta: 12:59:09 time: 1.2773 data_time: 0.0341 memory: 52499 grad_norm: 30.0653 loss: 1.3877 top1_acc: 0.7500 top5_acc: 0.8750 loss_cls: 1.3877 2023/02/17 01:34:02 - mmengine - INFO - Epoch(train) [38][2100/2119] lr: 3.3344e-06 eta: 12:57:00 time: 1.3484 data_time: 0.0353 memory: 52499 grad_norm: 29.1012 loss: 1.2450 top1_acc: 0.6875 top5_acc: 0.8750 loss_cls: 1.2450 2023/02/17 01:34:23 - mmengine - INFO - Exp name: uniformerv2-base-p16-res224_clip_u8_kinetics700-rgb_20230215_191951 2023/02/17 01:34:23 - mmengine - INFO - Epoch(train) [38][2119/2119] lr: 3.3322e-06 eta: 12:56:34 time: 1.1012 data_time: 0.0252 memory: 52499 grad_norm: 29.6015 loss: 1.1821 top1_acc: 0.7895 top5_acc: 0.9474 loss_cls: 1.1821 2023/02/17 01:34:45 - mmengine - INFO - Epoch(val) [38][100/545] eta: 0:01:39 time: 0.2523 data_time: 0.1727 memory: 2893 2023/02/17 01:35:06 - mmengine - INFO - Epoch(val) [38][200/545] eta: 0:01:14 time: 0.2192 data_time: 0.1399 memory: 2893 2023/02/17 01:35:27 - mmengine - INFO - Epoch(val) [38][300/545] eta: 0:00:52 time: 0.2318 data_time: 0.1524 memory: 2893 2023/02/17 01:35:47 - mmengine - INFO - Epoch(val) [38][400/545] eta: 0:00:30 time: 0.1627 data_time: 0.0829 memory: 2893 2023/02/17 01:36:08 - mmengine - INFO - Epoch(val) [38][500/545] eta: 0:00:09 time: 0.2088 data_time: 0.1288 memory: 2893 2023/02/17 01:36:20 - mmengine - INFO - Epoch(val) [38][545/545] acc/top1: 0.7306 acc/top5: 0.9124 acc/mean1: 0.7306 2023/02/17 01:38:39 - mmengine - INFO - Epoch(train) [39][ 100/2119] lr: 3.3205e-06 eta: 12:54:29 time: 1.3330 data_time: 0.0374 memory: 52499 grad_norm: 29.9490 loss: 1.3468 top1_acc: 0.7500 top5_acc: 0.8750 loss_cls: 1.3468 2023/02/17 01:40:48 - mmengine - INFO - Epoch(train) [39][ 200/2119] lr: 3.3089e-06 eta: 12:52:19 time: 1.2692 data_time: 0.0415 memory: 52499 grad_norm: 28.9534 loss: 1.4417 top1_acc: 0.7188 top5_acc: 0.9375 loss_cls: 1.4417 2023/02/17 01:42:55 - mmengine - INFO - Epoch(train) [39][ 300/2119] lr: 3.2972e-06 eta: 12:50:09 time: 1.2983 data_time: 0.0331 memory: 52499 grad_norm: 29.7953 loss: 1.3286 top1_acc: 0.8125 top5_acc: 0.9688 loss_cls: 1.3286 2023/02/17 01:45:07 - mmengine - INFO - Epoch(train) [39][ 400/2119] lr: 3.2856e-06 eta: 12:48:01 time: 1.4109 data_time: 0.0312 memory: 52499 grad_norm: 28.9403 loss: 1.2760 top1_acc: 0.7188 top5_acc: 0.8750 loss_cls: 1.2760 2023/02/17 01:46:46 - mmengine - INFO - Exp name: uniformerv2-base-p16-res224_clip_u8_kinetics700-rgb_20230215_191951 2023/02/17 01:47:14 - mmengine - INFO - Epoch(train) [39][ 500/2119] lr: 3.2740e-06 eta: 12:45:50 time: 1.2989 data_time: 0.0332 memory: 52499 grad_norm: 28.7411 loss: 1.2382 top1_acc: 0.8125 top5_acc: 0.9375 loss_cls: 1.2382 2023/02/17 01:49:24 - mmengine - INFO - Epoch(train) [39][ 600/2119] lr: 3.2624e-06 eta: 12:43:41 time: 1.3657 data_time: 0.0329 memory: 52499 grad_norm: 30.3503 loss: 1.2342 top1_acc: 0.7188 top5_acc: 0.8125 loss_cls: 1.2342 2023/02/17 01:51:33 - mmengine - INFO - Epoch(train) [39][ 700/2119] lr: 3.2508e-06 eta: 12:41:32 time: 1.2581 data_time: 0.0297 memory: 52499 grad_norm: 29.1782 loss: 1.2070 top1_acc: 0.6875 top5_acc: 0.9375 loss_cls: 1.2070 2023/02/17 01:53:39 - mmengine - INFO - Epoch(train) [39][ 800/2119] lr: 3.2393e-06 eta: 12:39:21 time: 1.1887 data_time: 0.0368 memory: 52499 grad_norm: 29.6548 loss: 1.1911 top1_acc: 0.6875 top5_acc: 0.9688 loss_cls: 1.1911 2023/02/17 01:55:47 - mmengine - INFO - Epoch(train) [39][ 900/2119] lr: 3.2278e-06 eta: 12:37:11 time: 1.2397 data_time: 0.0398 memory: 52499 grad_norm: 29.9404 loss: 1.1746 top1_acc: 0.7188 top5_acc: 0.8438 loss_cls: 1.1746 2023/02/17 01:57:57 - mmengine - INFO - Epoch(train) [39][1000/2119] lr: 3.2163e-06 eta: 12:35:02 time: 1.4121 data_time: 0.0337 memory: 52499 grad_norm: 30.2808 loss: 1.2133 top1_acc: 0.5938 top5_acc: 0.8438 loss_cls: 1.2133 2023/02/17 02:00:04 - mmengine - INFO - Epoch(train) [39][1100/2119] lr: 3.2048e-06 eta: 12:32:51 time: 1.3242 data_time: 0.0326 memory: 52499 grad_norm: 29.7661 loss: 1.1361 top1_acc: 0.7500 top5_acc: 0.9062 loss_cls: 1.1361 2023/02/17 02:02:12 - mmengine - INFO - Epoch(train) [39][1200/2119] lr: 3.1933e-06 eta: 12:30:42 time: 1.2883 data_time: 0.0356 memory: 52499 grad_norm: 29.6958 loss: 1.2431 top1_acc: 0.6250 top5_acc: 0.8125 loss_cls: 1.2431 2023/02/17 02:06:01 - mmengine - INFO - Epoch(train) [39][1300/2119] lr: 3.1819e-06 eta: 12:29:14 time: 1.2519 data_time: 0.0351 memory: 52499 grad_norm: 29.4611 loss: 1.2431 top1_acc: 0.6562 top5_acc: 0.8750 loss_cls: 1.2431 2023/02/17 02:08:08 - mmengine - INFO - Epoch(train) [39][1400/2119] lr: 3.1704e-06 eta: 12:27:04 time: 1.2748 data_time: 0.0385 memory: 52499 grad_norm: 30.2481 loss: 1.2871 top1_acc: 0.7812 top5_acc: 0.9688 loss_cls: 1.2871 2023/02/17 02:09:48 - mmengine - INFO - Exp name: uniformerv2-base-p16-res224_clip_u8_kinetics700-rgb_20230215_191951 2023/02/17 02:10:15 - mmengine - INFO - Epoch(train) [39][1500/2119] lr: 3.1590e-06 eta: 12:24:53 time: 1.2580 data_time: 0.0340 memory: 52499 grad_norm: 29.9255 loss: 1.2225 top1_acc: 0.8125 top5_acc: 0.9375 loss_cls: 1.2225 2023/02/17 02:12:20 - mmengine - INFO - Epoch(train) [39][1600/2119] lr: 3.1476e-06 eta: 12:22:42 time: 1.2949 data_time: 0.0376 memory: 52499 grad_norm: 29.3162 loss: 1.2660 top1_acc: 0.7500 top5_acc: 0.8438 loss_cls: 1.2660 2023/02/17 02:14:27 - mmengine - INFO - Epoch(train) [39][1700/2119] lr: 3.1363e-06 eta: 12:20:31 time: 1.2165 data_time: 0.0327 memory: 52499 grad_norm: 30.1587 loss: 1.4843 top1_acc: 0.7188 top5_acc: 0.9062 loss_cls: 1.4843 2023/02/17 02:16:36 - mmengine - INFO - Epoch(train) [39][1800/2119] lr: 3.1249e-06 eta: 12:18:22 time: 1.3351 data_time: 0.0340 memory: 52499 grad_norm: 29.6939 loss: 1.1781 top1_acc: 0.7500 top5_acc: 0.8750 loss_cls: 1.1781 2023/02/17 02:18:44 - mmengine - INFO - Epoch(train) [39][1900/2119] lr: 3.1136e-06 eta: 12:16:12 time: 1.2625 data_time: 0.0317 memory: 52499 grad_norm: 30.3189 loss: 1.3784 top1_acc: 0.6875 top5_acc: 0.8750 loss_cls: 1.3784 2023/02/17 02:20:53 - mmengine - INFO - Epoch(train) [39][2000/2119] lr: 3.1023e-06 eta: 12:14:02 time: 1.3347 data_time: 0.0360 memory: 52499 grad_norm: 30.7110 loss: 1.2699 top1_acc: 0.6250 top5_acc: 0.8438 loss_cls: 1.2699 2023/02/17 02:23:00 - mmengine - INFO - Epoch(train) [39][2100/2119] lr: 3.0910e-06 eta: 12:11:51 time: 1.2501 data_time: 0.0464 memory: 52499 grad_norm: 29.8168 loss: 1.2466 top1_acc: 0.6562 top5_acc: 0.8125 loss_cls: 1.2466 2023/02/17 02:23:21 - mmengine - INFO - Exp name: uniformerv2-base-p16-res224_clip_u8_kinetics700-rgb_20230215_191951 2023/02/17 02:23:21 - mmengine - INFO - Epoch(train) [39][2119/2119] lr: 3.0889e-06 eta: 12:11:25 time: 1.1136 data_time: 0.0238 memory: 52499 grad_norm: 29.2328 loss: 1.3512 top1_acc: 0.7368 top5_acc: 0.8421 loss_cls: 1.3512 2023/02/17 02:23:21 - mmengine - INFO - Saving checkpoint at 39 epochs 2023/02/17 02:23:48 - mmengine - INFO - Epoch(val) [39][100/545] eta: 0:01:41 time: 0.2650 data_time: 0.1853 memory: 2893 2023/02/17 02:24:08 - mmengine - INFO - Epoch(val) [39][200/545] eta: 0:01:13 time: 0.2087 data_time: 0.1286 memory: 2893 2023/02/17 02:24:29 - mmengine - INFO - Epoch(val) [39][300/545] eta: 0:00:52 time: 0.2403 data_time: 0.1600 memory: 2893 2023/02/17 02:24:49 - mmengine - INFO - Epoch(val) [39][400/545] eta: 0:00:30 time: 0.1649 data_time: 0.0850 memory: 2893 2023/02/17 02:25:10 - mmengine - INFO - Epoch(val) [39][500/545] eta: 0:00:09 time: 0.2070 data_time: 0.1249 memory: 2893 2023/02/17 02:25:21 - mmengine - INFO - Epoch(val) [39][545/545] acc/top1: 0.7325 acc/top5: 0.9132 acc/mean1: 0.7324 2023/02/17 02:25:21 - mmengine - INFO - The previous best checkpoint /mnt/petrelfs/lilin/Repos/mmact_dev/mmaction2/work_dirs/uniformer_train/uniformerv2-base-p16-res224_clip_u8_kinetics700-rgb/best_acc/top1_epoch_36.pth is removed 2023/02/17 02:25:24 - mmengine - INFO - The best checkpoint with 0.7325 acc/top1 at 39 epoch is saved to best_acc/top1_epoch_39.pth. 2023/02/17 02:27:42 - mmengine - INFO - Epoch(train) [40][ 100/2119] lr: 3.0776e-06 eta: 12:09:20 time: 1.3021 data_time: 0.1769 memory: 52499 grad_norm: 29.6268 loss: 1.1918 top1_acc: 0.6562 top5_acc: 0.8125 loss_cls: 1.1918 2023/02/17 02:29:50 - mmengine - INFO - Epoch(train) [40][ 200/2119] lr: 3.0664e-06 eta: 12:07:10 time: 1.3442 data_time: 0.0299 memory: 52499 grad_norm: 28.8451 loss: 1.3053 top1_acc: 0.5312 top5_acc: 0.7812 loss_cls: 1.3053 2023/02/17 02:31:59 - mmengine - INFO - Epoch(train) [40][ 300/2119] lr: 3.0552e-06 eta: 12:05:00 time: 1.2615 data_time: 0.0364 memory: 52499 grad_norm: 29.4407 loss: 1.2105 top1_acc: 0.7188 top5_acc: 0.9062 loss_cls: 1.2105 2023/02/17 02:33:14 - mmengine - INFO - Exp name: uniformerv2-base-p16-res224_clip_u8_kinetics700-rgb_20230215_191951 2023/02/17 02:34:07 - mmengine - INFO - Epoch(train) [40][ 400/2119] lr: 3.0440e-06 eta: 12:02:50 time: 1.3903 data_time: 0.0337 memory: 52499 grad_norm: 29.3114 loss: 1.2494 top1_acc: 0.8125 top5_acc: 0.9375 loss_cls: 1.2494 2023/02/17 02:36:15 - mmengine - INFO - Epoch(train) [40][ 500/2119] lr: 3.0328e-06 eta: 12:00:40 time: 1.2672 data_time: 0.0335 memory: 52499 grad_norm: 30.7004 loss: 1.4418 top1_acc: 0.6250 top5_acc: 0.8438 loss_cls: 1.4418 2023/02/17 02:38:21 - mmengine - INFO - Epoch(train) [40][ 600/2119] lr: 3.0217e-06 eta: 11:58:29 time: 1.2582 data_time: 0.0285 memory: 52499 grad_norm: 30.1563 loss: 1.1849 top1_acc: 0.6562 top5_acc: 0.8750 loss_cls: 1.1849 2023/02/17 02:40:30 - mmengine - INFO - Epoch(train) [40][ 700/2119] lr: 3.0106e-06 eta: 11:56:19 time: 1.1731 data_time: 0.0357 memory: 52499 grad_norm: 28.7345 loss: 1.3272 top1_acc: 0.6875 top5_acc: 0.9375 loss_cls: 1.3272 2023/02/17 02:42:40 - mmengine - INFO - Epoch(train) [40][ 800/2119] lr: 2.9994e-06 eta: 11:54:10 time: 1.3339 data_time: 0.0341 memory: 52499 grad_norm: 29.7355 loss: 1.3061 top1_acc: 0.6562 top5_acc: 0.8125 loss_cls: 1.3061 2023/02/17 02:44:47 - mmengine - INFO - Epoch(train) [40][ 900/2119] lr: 2.9884e-06 eta: 11:52:00 time: 1.2959 data_time: 0.0318 memory: 52499 grad_norm: 29.5245 loss: 1.2893 top1_acc: 0.7188 top5_acc: 0.8438 loss_cls: 1.2893 2023/02/17 02:46:58 - mmengine - INFO - Epoch(train) [40][1000/2119] lr: 2.9773e-06 eta: 11:49:51 time: 1.3790 data_time: 0.0358 memory: 52499 grad_norm: 28.8723 loss: 1.2056 top1_acc: 0.5938 top5_acc: 0.7812 loss_cls: 1.2056 2023/02/17 02:49:04 - mmengine - INFO - Epoch(train) [40][1100/2119] lr: 2.9663e-06 eta: 11:47:40 time: 1.1929 data_time: 0.0410 memory: 52499 grad_norm: 29.0976 loss: 1.2858 top1_acc: 0.6875 top5_acc: 0.8750 loss_cls: 1.2858 2023/02/17 02:51:15 - mmengine - INFO - Epoch(train) [40][1200/2119] lr: 2.9553e-06 eta: 11:45:31 time: 1.3345 data_time: 0.0338 memory: 52499 grad_norm: 29.7814 loss: 1.0456 top1_acc: 0.7500 top5_acc: 0.9062 loss_cls: 1.0456 2023/02/17 02:53:23 - mmengine - INFO - Epoch(train) [40][1300/2119] lr: 2.9443e-06 eta: 11:43:21 time: 1.2642 data_time: 0.0326 memory: 52499 grad_norm: 30.0120 loss: 1.2772 top1_acc: 0.7500 top5_acc: 0.9062 loss_cls: 1.2772 2023/02/17 02:54:39 - mmengine - INFO - Exp name: uniformerv2-base-p16-res224_clip_u8_kinetics700-rgb_20230215_191951 2023/02/17 02:55:31 - mmengine - INFO - Epoch(train) [40][1400/2119] lr: 2.9333e-06 eta: 11:41:11 time: 1.2102 data_time: 0.0330 memory: 52499 grad_norm: 30.4609 loss: 1.2787 top1_acc: 0.7812 top5_acc: 0.9062 loss_cls: 1.2787 2023/02/17 02:57:41 - mmengine - INFO - Epoch(train) [40][1500/2119] lr: 2.9223e-06 eta: 11:39:02 time: 1.3288 data_time: 0.0361 memory: 52499 grad_norm: 29.4707 loss: 1.3846 top1_acc: 0.5312 top5_acc: 0.7188 loss_cls: 1.3846 2023/02/17 02:59:51 - mmengine - INFO - Epoch(train) [40][1600/2119] lr: 2.9114e-06 eta: 11:36:53 time: 1.2906 data_time: 0.0379 memory: 52499 grad_norm: 29.5340 loss: 1.1391 top1_acc: 0.7500 top5_acc: 0.9062 loss_cls: 1.1391 2023/02/17 03:01:53 - mmengine - INFO - Epoch(train) [40][1700/2119] lr: 2.9005e-06 eta: 11:34:40 time: 1.1800 data_time: 0.0348 memory: 52499 grad_norm: 29.3627 loss: 1.2728 top1_acc: 0.6875 top5_acc: 0.7812 loss_cls: 1.2728 2023/02/17 03:04:05 - mmengine - INFO - Epoch(train) [40][1800/2119] lr: 2.8896e-06 eta: 11:32:32 time: 1.3231 data_time: 0.0380 memory: 52499 grad_norm: 29.3501 loss: 1.2736 top1_acc: 0.6562 top5_acc: 0.8125 loss_cls: 1.2736 2023/02/17 03:06:13 - mmengine - INFO - Epoch(train) [40][1900/2119] lr: 2.8788e-06 eta: 11:30:22 time: 1.2458 data_time: 0.0334 memory: 52499 grad_norm: 29.8958 loss: 1.3402 top1_acc: 0.7188 top5_acc: 0.8750 loss_cls: 1.3402 2023/02/17 03:08:23 - mmengine - INFO - Epoch(train) [40][2000/2119] lr: 2.8679e-06 eta: 11:28:13 time: 1.2888 data_time: 0.0319 memory: 52499 grad_norm: 30.4030 loss: 1.2926 top1_acc: 0.7812 top5_acc: 0.9062 loss_cls: 1.2926 2023/02/17 03:10:31 - mmengine - INFO - Epoch(train) [40][2100/2119] lr: 2.8571e-06 eta: 11:26:03 time: 1.3039 data_time: 0.0332 memory: 52499 grad_norm: 30.2092 loss: 1.2885 top1_acc: 0.7812 top5_acc: 0.9062 loss_cls: 1.2885 2023/02/17 03:10:53 - mmengine - INFO - Exp name: uniformerv2-base-p16-res224_clip_u8_kinetics700-rgb_20230215_191951 2023/02/17 03:10:53 - mmengine - INFO - Epoch(train) [40][2119/2119] lr: 2.8551e-06 eta: 11:25:37 time: 1.1459 data_time: 0.0256 memory: 52499 grad_norm: 29.6739 loss: 1.3831 top1_acc: 0.5789 top5_acc: 0.8421 loss_cls: 1.3831 2023/02/17 03:11:15 - mmengine - INFO - Epoch(val) [40][100/545] eta: 0:01:39 time: 0.2483 data_time: 0.1687 memory: 2893 2023/02/17 03:11:36 - mmengine - INFO - Epoch(val) [40][200/545] eta: 0:01:14 time: 0.1971 data_time: 0.1171 memory: 2893 2023/02/17 03:11:57 - mmengine - INFO - Epoch(val) [40][300/545] eta: 0:00:52 time: 0.2426 data_time: 0.1628 memory: 2893 2023/02/17 03:12:17 - mmengine - INFO - Epoch(val) [40][400/545] eta: 0:00:30 time: 0.1609 data_time: 0.0787 memory: 2893 2023/02/17 03:12:38 - mmengine - INFO - Epoch(val) [40][500/545] eta: 0:00:09 time: 0.1936 data_time: 0.1137 memory: 2893 2023/02/17 03:12:51 - mmengine - INFO - Epoch(val) [40][545/545] acc/top1: 0.7320 acc/top5: 0.9132 acc/mean1: 0.7319 2023/02/17 03:15:11 - mmengine - INFO - Epoch(train) [41][ 100/2119] lr: 2.8443e-06 eta: 11:23:32 time: 1.3050 data_time: 0.0324 memory: 52499 grad_norm: 30.1824 loss: 1.3237 top1_acc: 0.6562 top5_acc: 0.8438 loss_cls: 1.3237 2023/02/17 03:17:16 - mmengine - INFO - Epoch(train) [41][ 200/2119] lr: 2.8335e-06 eta: 11:21:21 time: 1.2228 data_time: 0.0308 memory: 52499 grad_norm: 31.0231 loss: 1.2488 top1_acc: 0.7188 top5_acc: 0.9062 loss_cls: 1.2488 2023/02/17 03:18:09 - mmengine - INFO - Exp name: uniformerv2-base-p16-res224_clip_u8_kinetics700-rgb_20230215_191951 2023/02/17 03:19:28 - mmengine - INFO - Epoch(train) [41][ 300/2119] lr: 2.8228e-06 eta: 11:19:12 time: 1.2555 data_time: 0.0317 memory: 52499 grad_norm: 30.1732 loss: 1.2463 top1_acc: 0.6250 top5_acc: 0.7812 loss_cls: 1.2463 2023/02/17 03:21:30 - mmengine - INFO - Epoch(train) [41][ 400/2119] lr: 2.8121e-06 eta: 11:17:00 time: 1.1637 data_time: 0.0336 memory: 52499 grad_norm: 29.8608 loss: 1.2216 top1_acc: 0.7188 top5_acc: 0.8438 loss_cls: 1.2216 2023/02/17 03:23:41 - mmengine - INFO - Epoch(train) [41][ 500/2119] lr: 2.8014e-06 eta: 11:14:51 time: 1.3632 data_time: 0.0359 memory: 52499 grad_norm: 29.3678 loss: 1.2106 top1_acc: 0.7188 top5_acc: 0.9688 loss_cls: 1.2106 2023/02/17 03:25:50 - mmengine - INFO - Epoch(train) [41][ 600/2119] lr: 2.7907e-06 eta: 11:12:42 time: 1.3004 data_time: 0.0355 memory: 52499 grad_norm: 29.5429 loss: 1.2620 top1_acc: 0.5312 top5_acc: 0.7188 loss_cls: 1.2620 2023/02/17 03:28:00 - mmengine - INFO - Epoch(train) [41][ 700/2119] lr: 2.7801e-06 eta: 11:10:32 time: 1.3220 data_time: 0.0420 memory: 52499 grad_norm: 30.5534 loss: 1.5216 top1_acc: 0.5625 top5_acc: 0.7812 loss_cls: 1.5216 2023/02/17 03:30:10 - mmengine - INFO - Epoch(train) [41][ 800/2119] lr: 2.7695e-06 eta: 11:08:23 time: 1.3883 data_time: 0.0310 memory: 52499 grad_norm: 29.3742 loss: 1.1826 top1_acc: 0.7812 top5_acc: 0.9375 loss_cls: 1.1826 2023/02/17 03:32:13 - mmengine - INFO - Epoch(train) [41][ 900/2119] lr: 2.7589e-06 eta: 11:06:11 time: 1.3097 data_time: 0.0350 memory: 52499 grad_norm: 29.6513 loss: 1.1710 top1_acc: 0.7812 top5_acc: 0.8438 loss_cls: 1.1710 2023/02/17 03:34:20 - mmengine - INFO - Epoch(train) [41][1000/2119] lr: 2.7483e-06 eta: 11:04:01 time: 1.2045 data_time: 0.0406 memory: 52499 grad_norm: 29.5196 loss: 1.2335 top1_acc: 0.7188 top5_acc: 0.9375 loss_cls: 1.2335 2023/02/17 03:36:31 - mmengine - INFO - Epoch(train) [41][1100/2119] lr: 2.7378e-06 eta: 11:01:52 time: 1.2894 data_time: 0.0343 memory: 52499 grad_norm: 30.8023 loss: 1.1747 top1_acc: 0.8438 top5_acc: 0.9688 loss_cls: 1.1747 2023/02/17 03:38:37 - mmengine - INFO - Epoch(train) [41][1200/2119] lr: 2.7272e-06 eta: 10:59:41 time: 1.2115 data_time: 0.0305 memory: 52499 grad_norm: 29.7640 loss: 1.2065 top1_acc: 0.7812 top5_acc: 0.8750 loss_cls: 1.2065 2023/02/17 03:39:28 - mmengine - INFO - Exp name: uniformerv2-base-p16-res224_clip_u8_kinetics700-rgb_20230215_191951 2023/02/17 03:40:44 - mmengine - INFO - Epoch(train) [41][1300/2119] lr: 2.7167e-06 eta: 10:57:31 time: 1.2651 data_time: 0.0437 memory: 52499 grad_norm: 29.7008 loss: 1.2351 top1_acc: 0.6562 top5_acc: 0.9062 loss_cls: 1.2351 2023/02/17 03:42:54 - mmengine - INFO - Epoch(train) [41][1400/2119] lr: 2.7063e-06 eta: 10:55:22 time: 1.3047 data_time: 0.0322 memory: 52499 grad_norm: 30.2347 loss: 1.2381 top1_acc: 0.8125 top5_acc: 0.9062 loss_cls: 1.2381 2023/02/17 03:45:03 - mmengine - INFO - Epoch(train) [41][1500/2119] lr: 2.6958e-06 eta: 10:53:12 time: 1.2602 data_time: 0.0327 memory: 52499 grad_norm: 30.4172 loss: 1.2299 top1_acc: 0.7188 top5_acc: 0.9062 loss_cls: 1.2299 2023/02/17 03:47:11 - mmengine - INFO - Epoch(train) [41][1600/2119] lr: 2.6854e-06 eta: 10:51:02 time: 1.2900 data_time: 0.0327 memory: 52499 grad_norm: 29.9001 loss: 1.3733 top1_acc: 0.8438 top5_acc: 0.9062 loss_cls: 1.3733 2023/02/17 03:49:19 - mmengine - INFO - Epoch(train) [41][1700/2119] lr: 2.6750e-06 eta: 10:48:52 time: 1.2267 data_time: 0.0525 memory: 52499 grad_norm: 29.8661 loss: 1.1892 top1_acc: 0.6250 top5_acc: 0.8125 loss_cls: 1.1892 2023/02/17 03:51:28 - mmengine - INFO - Epoch(train) [41][1800/2119] lr: 2.6646e-06 eta: 10:46:43 time: 1.3293 data_time: 0.0365 memory: 52499 grad_norm: 30.4518 loss: 1.1648 top1_acc: 0.7500 top5_acc: 0.9375 loss_cls: 1.1648 2023/02/17 03:53:36 - mmengine - INFO - Epoch(train) [41][1900/2119] lr: 2.6543e-06 eta: 10:44:33 time: 1.2475 data_time: 0.0409 memory: 52499 grad_norm: 30.7385 loss: 1.2831 top1_acc: 0.8750 top5_acc: 0.9688 loss_cls: 1.2831 2023/02/17 03:55:45 - mmengine - INFO - Epoch(train) [41][2000/2119] lr: 2.6439e-06 eta: 10:42:23 time: 1.3830 data_time: 0.0323 memory: 52499 grad_norm: 29.8565 loss: 1.3035 top1_acc: 0.6562 top5_acc: 0.8438 loss_cls: 1.3035 2023/02/17 03:57:52 - mmengine - INFO - Epoch(train) [41][2100/2119] lr: 2.6336e-06 eta: 10:40:13 time: 1.2436 data_time: 0.0321 memory: 52499 grad_norm: 29.1774 loss: 1.1805 top1_acc: 0.7500 top5_acc: 0.8438 loss_cls: 1.1805 2023/02/17 03:58:15 - mmengine - INFO - Exp name: uniformerv2-base-p16-res224_clip_u8_kinetics700-rgb_20230215_191951 2023/02/17 03:58:15 - mmengine - INFO - Epoch(train) [41][2119/2119] lr: 2.6317e-06 eta: 10:39:48 time: 1.1828 data_time: 0.0235 memory: 52499 grad_norm: 29.8389 loss: 1.3397 top1_acc: 0.6316 top5_acc: 0.8421 loss_cls: 1.3397 2023/02/17 03:58:38 - mmengine - INFO - Epoch(val) [41][100/545] eta: 0:01:40 time: 0.2532 data_time: 0.1735 memory: 2893 2023/02/17 03:58:58 - mmengine - INFO - Epoch(val) [41][200/545] eta: 0:01:14 time: 0.2186 data_time: 0.1383 memory: 2893 2023/02/17 03:59:19 - mmengine - INFO - Epoch(val) [41][300/545] eta: 0:00:52 time: 0.2369 data_time: 0.1575 memory: 2893 2023/02/17 03:59:39 - mmengine - INFO - Epoch(val) [41][400/545] eta: 0:00:30 time: 0.1587 data_time: 0.0719 memory: 2893 2023/02/17 04:00:00 - mmengine - INFO - Epoch(val) [41][500/545] eta: 0:00:09 time: 0.2029 data_time: 0.1231 memory: 2893 2023/02/17 04:00:12 - mmengine - INFO - Epoch(val) [41][545/545] acc/top1: 0.7339 acc/top5: 0.9140 acc/mean1: 0.7338 2023/02/17 04:00:13 - mmengine - INFO - The previous best checkpoint /mnt/petrelfs/lilin/Repos/mmact_dev/mmaction2/work_dirs/uniformer_train/uniformerv2-base-p16-res224_clip_u8_kinetics700-rgb/best_acc/top1_epoch_39.pth is removed 2023/02/17 04:00:15 - mmengine - INFO - The best checkpoint with 0.7339 acc/top1 at 41 epoch is saved to best_acc/top1_epoch_41.pth. 2023/02/17 04:02:32 - mmengine - INFO - Epoch(train) [42][ 100/2119] lr: 2.6214e-06 eta: 10:37:41 time: 1.2504 data_time: 0.1413 memory: 52499 grad_norm: 31.1663 loss: 1.3284 top1_acc: 0.6875 top5_acc: 0.9062 loss_cls: 1.3284 2023/02/17 04:02:59 - mmengine - INFO - Exp name: uniformerv2-base-p16-res224_clip_u8_kinetics700-rgb_20230215_191951 2023/02/17 04:04:41 - mmengine - INFO - Epoch(train) [42][ 200/2119] lr: 2.6112e-06 eta: 10:35:32 time: 1.2243 data_time: 0.1021 memory: 52499 grad_norm: 30.0563 loss: 1.1511 top1_acc: 0.8438 top5_acc: 0.9688 loss_cls: 1.1511 2023/02/17 04:06:50 - mmengine - INFO - Epoch(train) [42][ 300/2119] lr: 2.6010e-06 eta: 10:33:22 time: 1.3094 data_time: 0.0344 memory: 52499 grad_norm: 30.0392 loss: 1.0766 top1_acc: 0.7812 top5_acc: 0.9375 loss_cls: 1.0766 2023/02/17 04:08:57 - mmengine - INFO - Epoch(train) [42][ 400/2119] lr: 2.5908e-06 eta: 10:31:12 time: 1.2406 data_time: 0.0341 memory: 52499 grad_norm: 29.0389 loss: 1.3076 top1_acc: 0.7188 top5_acc: 0.8750 loss_cls: 1.3076 2023/02/17 04:11:07 - mmengine - INFO - Epoch(train) [42][ 500/2119] lr: 2.5806e-06 eta: 10:29:02 time: 1.3151 data_time: 0.0338 memory: 52499 grad_norm: 30.0408 loss: 1.1325 top1_acc: 0.6875 top5_acc: 0.9375 loss_cls: 1.1325 2023/02/17 04:13:13 - mmengine - INFO - Epoch(train) [42][ 600/2119] lr: 2.5705e-06 eta: 10:26:52 time: 1.3170 data_time: 0.0299 memory: 52499 grad_norm: 31.3134 loss: 1.2242 top1_acc: 0.7188 top5_acc: 0.8438 loss_cls: 1.2242 2023/02/17 04:15:23 - mmengine - INFO - Epoch(train) [42][ 700/2119] lr: 2.5603e-06 eta: 10:24:43 time: 1.3273 data_time: 0.0354 memory: 52499 grad_norm: 29.1375 loss: 1.3102 top1_acc: 0.6875 top5_acc: 0.8750 loss_cls: 1.3102 2023/02/17 04:17:33 - mmengine - INFO - Epoch(train) [42][ 800/2119] lr: 2.5503e-06 eta: 10:22:34 time: 1.3892 data_time: 0.0375 memory: 52499 grad_norm: 30.1050 loss: 1.2666 top1_acc: 0.8125 top5_acc: 0.8750 loss_cls: 1.2666 2023/02/17 04:19:39 - mmengine - INFO - Epoch(train) [42][ 900/2119] lr: 2.5402e-06 eta: 10:20:23 time: 1.2533 data_time: 0.0335 memory: 52499 grad_norm: 30.3964 loss: 1.2205 top1_acc: 0.6562 top5_acc: 0.8438 loss_cls: 1.2205 2023/02/17 04:21:50 - mmengine - INFO - Epoch(train) [42][1000/2119] lr: 2.5302e-06 eta: 10:18:14 time: 1.3969 data_time: 0.0353 memory: 52499 grad_norm: 29.9612 loss: 1.1062 top1_acc: 0.7188 top5_acc: 0.9375 loss_cls: 1.1062 2023/02/17 04:23:59 - mmengine - INFO - Epoch(train) [42][1100/2119] lr: 2.5201e-06 eta: 10:16:05 time: 1.2659 data_time: 0.0370 memory: 52499 grad_norm: 29.1182 loss: 1.3083 top1_acc: 0.5000 top5_acc: 0.7812 loss_cls: 1.3083 2023/02/17 04:24:26 - mmengine - INFO - Exp name: uniformerv2-base-p16-res224_clip_u8_kinetics700-rgb_20230215_191951 2023/02/17 04:26:08 - mmengine - INFO - Epoch(train) [42][1200/2119] lr: 2.5102e-06 eta: 10:13:55 time: 1.2785 data_time: 0.0371 memory: 52499 grad_norm: 29.9902 loss: 1.1514 top1_acc: 0.8438 top5_acc: 0.9375 loss_cls: 1.1514 2023/02/17 04:28:14 - mmengine - INFO - Epoch(train) [42][1300/2119] lr: 2.5002e-06 eta: 10:11:45 time: 1.2571 data_time: 0.0373 memory: 52499 grad_norm: 30.7486 loss: 1.3582 top1_acc: 0.6562 top5_acc: 0.8750 loss_cls: 1.3582 2023/02/17 04:30:23 - mmengine - INFO - Epoch(train) [42][1400/2119] lr: 2.4903e-06 eta: 10:09:35 time: 1.3208 data_time: 0.0354 memory: 52499 grad_norm: 30.5142 loss: 1.1144 top1_acc: 0.7188 top5_acc: 0.9062 loss_cls: 1.1144 2023/02/17 04:32:30 - mmengine - INFO - Epoch(train) [42][1500/2119] lr: 2.4804e-06 eta: 10:07:25 time: 1.3186 data_time: 0.0836 memory: 52499 grad_norm: 28.7627 loss: 1.2230 top1_acc: 0.7812 top5_acc: 0.9062 loss_cls: 1.2230 2023/02/17 04:34:38 - mmengine - INFO - Epoch(train) [42][1600/2119] lr: 2.4705e-06 eta: 10:05:15 time: 1.2799 data_time: 0.0583 memory: 52499 grad_norm: 29.0530 loss: 1.3289 top1_acc: 0.7812 top5_acc: 0.9375 loss_cls: 1.3289 2023/02/17 04:36:46 - mmengine - INFO - Epoch(train) [42][1700/2119] lr: 2.4606e-06 eta: 10:03:05 time: 1.2187 data_time: 0.0355 memory: 52499 grad_norm: 30.5191 loss: 1.1920 top1_acc: 0.6875 top5_acc: 0.8438 loss_cls: 1.1920 2023/02/17 04:38:55 - mmengine - INFO - Epoch(train) [42][1800/2119] lr: 2.4508e-06 eta: 10:00:55 time: 1.2670 data_time: 0.0325 memory: 52499 grad_norm: 29.9169 loss: 1.1946 top1_acc: 0.7188 top5_acc: 0.9375 loss_cls: 1.1946 2023/02/17 04:41:02 - mmengine - INFO - Epoch(train) [42][1900/2119] lr: 2.4410e-06 eta: 9:58:46 time: 1.2456 data_time: 0.0340 memory: 52499 grad_norm: 29.5555 loss: 1.2169 top1_acc: 0.7500 top5_acc: 0.9062 loss_cls: 1.2169 2023/02/17 04:43:10 - mmengine - INFO - Epoch(train) [42][2000/2119] lr: 2.4312e-06 eta: 9:56:36 time: 1.2432 data_time: 0.0354 memory: 52499 grad_norm: 31.5602 loss: 1.3675 top1_acc: 0.6250 top5_acc: 0.8750 loss_cls: 1.3675 2023/02/17 04:45:18 - mmengine - INFO - Epoch(train) [42][2100/2119] lr: 2.4215e-06 eta: 9:54:26 time: 1.2981 data_time: 0.0347 memory: 52499 grad_norm: 30.6110 loss: 1.2354 top1_acc: 0.7188 top5_acc: 0.9375 loss_cls: 1.2354 2023/02/17 04:45:40 - mmengine - INFO - Exp name: uniformerv2-base-p16-res224_clip_u8_kinetics700-rgb_20230215_191951 2023/02/17 04:45:40 - mmengine - INFO - Epoch(train) [42][2119/2119] lr: 2.4196e-06 eta: 9:54:00 time: 1.1713 data_time: 0.0278 memory: 52499 grad_norm: 29.8749 loss: 1.2238 top1_acc: 0.6316 top5_acc: 0.9474 loss_cls: 1.2238 2023/02/17 04:45:41 - mmengine - INFO - Saving checkpoint at 42 epochs 2023/02/17 04:46:08 - mmengine - INFO - Epoch(val) [42][100/545] eta: 0:01:40 time: 0.2538 data_time: 0.1741 memory: 2893 2023/02/17 04:46:28 - mmengine - INFO - Epoch(val) [42][200/545] eta: 0:01:13 time: 0.2071 data_time: 0.1278 memory: 2893 2023/02/17 04:46:49 - mmengine - INFO - Epoch(val) [42][300/545] eta: 0:00:51 time: 0.2296 data_time: 0.1498 memory: 2893 2023/02/17 04:47:09 - mmengine - INFO - Epoch(val) [42][400/545] eta: 0:00:30 time: 0.1734 data_time: 0.0939 memory: 2893 2023/02/17 04:47:31 - mmengine - INFO - Epoch(val) [42][500/545] eta: 0:00:09 time: 0.2241 data_time: 0.1127 memory: 2893 2023/02/17 04:47:41 - mmengine - INFO - Epoch(val) [42][545/545] acc/top1: 0.7350 acc/top5: 0.9136 acc/mean1: 0.7349 2023/02/17 04:47:41 - mmengine - INFO - The previous best checkpoint /mnt/petrelfs/lilin/Repos/mmact_dev/mmaction2/work_dirs/uniformer_train/uniformerv2-base-p16-res224_clip_u8_kinetics700-rgb/best_acc/top1_epoch_41.pth is removed 2023/02/17 04:47:44 - mmengine - INFO - The best checkpoint with 0.7350 acc/top1 at 42 epoch is saved to best_acc/top1_epoch_42.pth. 2023/02/17 04:47:57 - mmengine - INFO - Exp name: uniformerv2-base-p16-res224_clip_u8_kinetics700-rgb_20230215_191951 2023/02/17 04:50:02 - mmengine - INFO - Epoch(train) [43][ 100/2119] lr: 2.4099e-06 eta: 9:51:54 time: 1.4245 data_time: 0.2864 memory: 52499 grad_norm: 29.8429 loss: 1.2697 top1_acc: 0.6250 top5_acc: 0.9062 loss_cls: 1.2697 2023/02/17 04:52:10 - mmengine - INFO - Epoch(train) [43][ 200/2119] lr: 2.4002e-06 eta: 9:49:44 time: 1.2666 data_time: 0.1300 memory: 52499 grad_norm: 29.1283 loss: 1.1439 top1_acc: 0.7500 top5_acc: 0.8438 loss_cls: 1.1439 2023/02/17 04:54:19 - mmengine - INFO - Epoch(train) [43][ 300/2119] lr: 2.3906e-06 eta: 9:47:34 time: 1.2820 data_time: 0.0350 memory: 52499 grad_norm: 29.5287 loss: 1.2689 top1_acc: 0.7188 top5_acc: 0.9375 loss_cls: 1.2689 2023/02/17 04:56:26 - mmengine - INFO - Epoch(train) [43][ 400/2119] lr: 2.3809e-06 eta: 9:45:24 time: 1.2055 data_time: 0.0347 memory: 52499 grad_norm: 29.8171 loss: 1.2642 top1_acc: 0.6562 top5_acc: 0.8438 loss_cls: 1.2642 2023/02/17 04:58:36 - mmengine - INFO - Epoch(train) [43][ 500/2119] lr: 2.3713e-06 eta: 9:43:15 time: 1.3728 data_time: 0.0357 memory: 52499 grad_norm: 29.9943 loss: 1.2361 top1_acc: 0.7188 top5_acc: 0.8125 loss_cls: 1.2361 2023/02/17 05:00:44 - mmengine - INFO - Epoch(train) [43][ 600/2119] lr: 2.3618e-06 eta: 9:41:05 time: 1.3298 data_time: 0.0362 memory: 52499 grad_norm: 31.2084 loss: 1.3770 top1_acc: 0.7812 top5_acc: 0.8438 loss_cls: 1.3770 2023/02/17 05:02:53 - mmengine - INFO - Epoch(train) [43][ 700/2119] lr: 2.3522e-06 eta: 9:38:56 time: 1.2862 data_time: 0.0298 memory: 52499 grad_norm: 30.2218 loss: 1.1630 top1_acc: 0.7500 top5_acc: 0.8438 loss_cls: 1.1630 2023/02/17 05:05:00 - mmengine - INFO - Epoch(train) [43][ 800/2119] lr: 2.3427e-06 eta: 9:36:46 time: 1.2056 data_time: 0.0358 memory: 52499 grad_norm: 30.0700 loss: 1.2790 top1_acc: 0.8125 top5_acc: 0.9062 loss_cls: 1.2790 2023/02/17 05:07:08 - mmengine - INFO - Epoch(train) [43][ 900/2119] lr: 2.3332e-06 eta: 9:34:36 time: 1.3080 data_time: 0.0309 memory: 52499 grad_norm: 29.4804 loss: 1.3439 top1_acc: 0.6875 top5_acc: 0.8125 loss_cls: 1.3439 2023/02/17 05:09:16 - mmengine - INFO - Epoch(train) [43][1000/2119] lr: 2.3237e-06 eta: 9:32:26 time: 1.2713 data_time: 0.0368 memory: 52499 grad_norm: 30.3175 loss: 1.2191 top1_acc: 0.5625 top5_acc: 0.9062 loss_cls: 1.2191 2023/02/17 05:09:19 - mmengine - INFO - Exp name: uniformerv2-base-p16-res224_clip_u8_kinetics700-rgb_20230215_191951 2023/02/17 05:11:20 - mmengine - INFO - Epoch(train) [43][1100/2119] lr: 2.3143e-06 eta: 9:30:15 time: 1.2543 data_time: 0.0359 memory: 52499 grad_norm: 30.3628 loss: 1.3242 top1_acc: 0.5938 top5_acc: 0.7812 loss_cls: 1.3242 2023/02/17 05:13:28 - mmengine - INFO - Epoch(train) [43][1200/2119] lr: 2.3049e-06 eta: 9:28:05 time: 1.2306 data_time: 0.0886 memory: 52499 grad_norm: 30.7390 loss: 1.2421 top1_acc: 0.6875 top5_acc: 0.9062 loss_cls: 1.2421 2023/02/17 05:15:36 - mmengine - INFO - Epoch(train) [43][1300/2119] lr: 2.2955e-06 eta: 9:25:55 time: 1.2855 data_time: 0.0395 memory: 52499 grad_norm: 30.8250 loss: 1.1919 top1_acc: 0.7500 top5_acc: 0.9688 loss_cls: 1.1919 2023/02/17 05:17:46 - mmengine - INFO - Epoch(train) [43][1400/2119] lr: 2.2861e-06 eta: 9:23:46 time: 1.2670 data_time: 0.0360 memory: 52499 grad_norm: 30.3924 loss: 1.3205 top1_acc: 0.8438 top5_acc: 0.9375 loss_cls: 1.3205 2023/02/17 05:19:56 - mmengine - INFO - Epoch(train) [43][1500/2119] lr: 2.2768e-06 eta: 9:21:37 time: 1.2551 data_time: 0.0450 memory: 52499 grad_norm: 29.7447 loss: 1.2579 top1_acc: 0.7188 top5_acc: 0.8750 loss_cls: 1.2579 2023/02/17 05:22:00 - mmengine - INFO - Epoch(train) [43][1600/2119] lr: 2.2675e-06 eta: 9:19:26 time: 1.2278 data_time: 0.0347 memory: 52499 grad_norm: 32.3346 loss: 1.1344 top1_acc: 0.7188 top5_acc: 0.8750 loss_cls: 1.1344 2023/02/17 05:24:10 - mmengine - INFO - Epoch(train) [43][1700/2119] lr: 2.2583e-06 eta: 9:17:17 time: 1.2777 data_time: 0.0337 memory: 52499 grad_norm: 30.0197 loss: 1.1753 top1_acc: 0.7500 top5_acc: 0.8750 loss_cls: 1.1753 2023/02/17 05:26:17 - mmengine - INFO - Epoch(train) [43][1800/2119] lr: 2.2490e-06 eta: 9:15:07 time: 1.2814 data_time: 0.0341 memory: 52499 grad_norm: 30.5538 loss: 1.3174 top1_acc: 0.7812 top5_acc: 0.9062 loss_cls: 1.3174 2023/02/17 05:28:25 - mmengine - INFO - Epoch(train) [43][1900/2119] lr: 2.2398e-06 eta: 9:12:57 time: 1.2157 data_time: 0.0335 memory: 52499 grad_norm: 29.2572 loss: 1.3522 top1_acc: 0.6875 top5_acc: 0.8438 loss_cls: 1.3522 2023/02/17 05:30:35 - mmengine - INFO - Epoch(train) [43][2000/2119] lr: 2.2306e-06 eta: 9:10:48 time: 1.2826 data_time: 0.0361 memory: 52499 grad_norm: 29.5487 loss: 1.3043 top1_acc: 0.6562 top5_acc: 0.9062 loss_cls: 1.3043 2023/02/17 05:30:38 - mmengine - INFO - Exp name: uniformerv2-base-p16-res224_clip_u8_kinetics700-rgb_20230215_191951 2023/02/17 05:32:43 - mmengine - INFO - Epoch(train) [43][2100/2119] lr: 2.2215e-06 eta: 9:08:38 time: 1.3298 data_time: 0.0433 memory: 52499 grad_norm: 30.6622 loss: 1.3114 top1_acc: 0.7500 top5_acc: 0.9062 loss_cls: 1.3114 2023/02/17 05:33:05 - mmengine - INFO - Exp name: uniformerv2-base-p16-res224_clip_u8_kinetics700-rgb_20230215_191951 2023/02/17 05:33:05 - mmengine - INFO - Epoch(train) [43][2119/2119] lr: 2.2197e-06 eta: 9:08:13 time: 1.1444 data_time: 0.0216 memory: 52499 grad_norm: 31.0095 loss: 1.3080 top1_acc: 0.5263 top5_acc: 0.9474 loss_cls: 1.3080 2023/02/17 05:33:27 - mmengine - INFO - Epoch(val) [43][100/545] eta: 0:01:39 time: 0.2446 data_time: 0.1645 memory: 2893 2023/02/17 05:33:48 - mmengine - INFO - Epoch(val) [43][200/545] eta: 0:01:14 time: 0.2048 data_time: 0.1256 memory: 2893 2023/02/17 05:34:10 - mmengine - INFO - Epoch(val) [43][300/545] eta: 0:00:52 time: 0.2387 data_time: 0.1593 memory: 2893 2023/02/17 05:34:29 - mmengine - INFO - Epoch(val) [43][400/545] eta: 0:00:30 time: 0.1779 data_time: 0.0975 memory: 2893 2023/02/17 05:34:51 - mmengine - INFO - Epoch(val) [43][500/545] eta: 0:00:09 time: 0.2294 data_time: 0.1493 memory: 2893 2023/02/17 05:35:03 - mmengine - INFO - Epoch(val) [43][545/545] acc/top1: 0.7359 acc/top5: 0.9144 acc/mean1: 0.7358 2023/02/17 05:35:03 - mmengine - INFO - The previous best checkpoint /mnt/petrelfs/lilin/Repos/mmact_dev/mmaction2/work_dirs/uniformer_train/uniformerv2-base-p16-res224_clip_u8_kinetics700-rgb/best_acc/top1_epoch_42.pth is removed 2023/02/17 05:35:05 - mmengine - INFO - The best checkpoint with 0.7359 acc/top1 at 43 epoch is saved to best_acc/top1_epoch_43.pth. 2023/02/17 05:37:24 - mmengine - INFO - Epoch(train) [44][ 100/2119] lr: 2.2106e-06 eta: 9:06:06 time: 1.3326 data_time: 0.2159 memory: 52499 grad_norm: 30.2833 loss: 1.2952 top1_acc: 0.5625 top5_acc: 0.9062 loss_cls: 1.2952 2023/02/17 05:39:31 - mmengine - INFO - Epoch(train) [44][ 200/2119] lr: 2.2015e-06 eta: 9:03:56 time: 1.3004 data_time: 0.1874 memory: 52499 grad_norm: 31.0064 loss: 1.1728 top1_acc: 0.7812 top5_acc: 0.9375 loss_cls: 1.1728 2023/02/17 05:41:40 - mmengine - INFO - Epoch(train) [44][ 300/2119] lr: 2.1925e-06 eta: 9:01:47 time: 1.3505 data_time: 0.0400 memory: 52499 grad_norm: 30.5666 loss: 1.2433 top1_acc: 0.6250 top5_acc: 0.8438 loss_cls: 1.2433 2023/02/17 05:43:45 - mmengine - INFO - Epoch(train) [44][ 400/2119] lr: 2.1834e-06 eta: 8:59:36 time: 1.2391 data_time: 0.0636 memory: 52499 grad_norm: 29.6276 loss: 1.4251 top1_acc: 0.6250 top5_acc: 0.7188 loss_cls: 1.4251 2023/02/17 05:45:54 - mmengine - INFO - Epoch(train) [44][ 500/2119] lr: 2.1744e-06 eta: 8:57:27 time: 1.2973 data_time: 0.0334 memory: 52499 grad_norm: 29.9454 loss: 1.2398 top1_acc: 0.7812 top5_acc: 0.8750 loss_cls: 1.2398 2023/02/17 05:48:02 - mmengine - INFO - Epoch(train) [44][ 600/2119] lr: 2.1654e-06 eta: 8:55:17 time: 1.2807 data_time: 0.0349 memory: 52499 grad_norm: 30.4699 loss: 1.2018 top1_acc: 0.7500 top5_acc: 0.9375 loss_cls: 1.2018 2023/02/17 05:50:10 - mmengine - INFO - Epoch(train) [44][ 700/2119] lr: 2.1565e-06 eta: 8:53:07 time: 1.2372 data_time: 0.0341 memory: 52499 grad_norm: 30.1075 loss: 1.2222 top1_acc: 0.7500 top5_acc: 0.9688 loss_cls: 1.2222 2023/02/17 05:52:18 - mmengine - INFO - Epoch(train) [44][ 800/2119] lr: 2.1476e-06 eta: 8:50:57 time: 1.2311 data_time: 0.0348 memory: 52499 grad_norm: 31.1700 loss: 1.2263 top1_acc: 0.6250 top5_acc: 0.8125 loss_cls: 1.2263 2023/02/17 05:54:03 - mmengine - INFO - Exp name: uniformerv2-base-p16-res224_clip_u8_kinetics700-rgb_20230215_191951 2023/02/17 05:54:24 - mmengine - INFO - Epoch(train) [44][ 900/2119] lr: 2.1387e-06 eta: 8:48:47 time: 1.2679 data_time: 0.0314 memory: 52499 grad_norm: 30.6762 loss: 1.1294 top1_acc: 0.7188 top5_acc: 0.8438 loss_cls: 1.1294 2023/02/17 05:56:35 - mmengine - INFO - Epoch(train) [44][1000/2119] lr: 2.1298e-06 eta: 8:46:38 time: 1.3755 data_time: 0.0375 memory: 52499 grad_norm: 30.0942 loss: 1.2240 top1_acc: 0.8438 top5_acc: 0.9688 loss_cls: 1.2240 2023/02/17 05:58:42 - mmengine - INFO - Epoch(train) [44][1100/2119] lr: 2.1210e-06 eta: 8:44:28 time: 1.1610 data_time: 0.0366 memory: 52499 grad_norm: 30.7583 loss: 1.1795 top1_acc: 0.8125 top5_acc: 0.8438 loss_cls: 1.1795 2023/02/17 06:00:51 - mmengine - INFO - Epoch(train) [44][1200/2119] lr: 2.1122e-06 eta: 8:42:19 time: 1.3392 data_time: 0.0317 memory: 52499 grad_norm: 29.5058 loss: 1.1165 top1_acc: 0.8125 top5_acc: 0.9375 loss_cls: 1.1165 2023/02/17 06:02:56 - mmengine - INFO - Epoch(train) [44][1300/2119] lr: 2.1035e-06 eta: 8:40:08 time: 1.2332 data_time: 0.0347 memory: 52499 grad_norm: 30.7277 loss: 1.3200 top1_acc: 0.6250 top5_acc: 0.8438 loss_cls: 1.3200 2023/02/17 06:05:05 - mmengine - INFO - Epoch(train) [44][1400/2119] lr: 2.0947e-06 eta: 8:37:59 time: 1.2664 data_time: 0.0688 memory: 52499 grad_norm: 29.5586 loss: 1.2539 top1_acc: 0.6875 top5_acc: 0.8125 loss_cls: 1.2539 2023/02/17 06:07:12 - mmengine - INFO - Epoch(train) [44][1500/2119] lr: 2.0860e-06 eta: 8:35:49 time: 1.2174 data_time: 0.0869 memory: 52499 grad_norm: 31.4491 loss: 1.1636 top1_acc: 0.6250 top5_acc: 0.8125 loss_cls: 1.1636 2023/02/17 06:09:21 - mmengine - INFO - Epoch(train) [44][1600/2119] lr: 2.0773e-06 eta: 8:33:39 time: 1.2531 data_time: 0.1039 memory: 52499 grad_norm: 31.3859 loss: 1.3852 top1_acc: 0.5938 top5_acc: 0.7812 loss_cls: 1.3852 2023/02/17 06:11:30 - mmengine - INFO - Epoch(train) [44][1700/2119] lr: 2.0687e-06 eta: 8:31:30 time: 1.1757 data_time: 0.0302 memory: 52499 grad_norm: 30.7419 loss: 1.1993 top1_acc: 0.7812 top5_acc: 0.8750 loss_cls: 1.1993 2023/02/17 06:13:38 - mmengine - INFO - Epoch(train) [44][1800/2119] lr: 2.0601e-06 eta: 8:29:20 time: 1.2217 data_time: 0.0330 memory: 52499 grad_norm: 29.9538 loss: 1.2203 top1_acc: 0.6562 top5_acc: 0.8125 loss_cls: 1.2203 2023/02/17 06:15:24 - mmengine - INFO - Exp name: uniformerv2-base-p16-res224_clip_u8_kinetics700-rgb_20230215_191951 2023/02/17 06:15:46 - mmengine - INFO - Epoch(train) [44][1900/2119] lr: 2.0515e-06 eta: 8:27:11 time: 1.2759 data_time: 0.0328 memory: 52499 grad_norm: 29.6478 loss: 1.2051 top1_acc: 0.7500 top5_acc: 0.8750 loss_cls: 1.2051 2023/02/17 06:17:56 - mmengine - INFO - Epoch(train) [44][2000/2119] lr: 2.0429e-06 eta: 8:25:01 time: 1.3118 data_time: 0.0387 memory: 52499 grad_norm: 30.6149 loss: 1.2827 top1_acc: 0.8125 top5_acc: 0.9062 loss_cls: 1.2827 2023/02/17 06:20:05 - mmengine - INFO - Epoch(train) [44][2100/2119] lr: 2.0344e-06 eta: 8:22:52 time: 1.2434 data_time: 0.0356 memory: 52499 grad_norm: 30.9230 loss: 1.2439 top1_acc: 0.7812 top5_acc: 0.9062 loss_cls: 1.2439 2023/02/17 06:20:26 - mmengine - INFO - Exp name: uniformerv2-base-p16-res224_clip_u8_kinetics700-rgb_20230215_191951 2023/02/17 06:20:26 - mmengine - INFO - Epoch(train) [44][2119/2119] lr: 2.0328e-06 eta: 8:22:26 time: 1.1111 data_time: 0.0240 memory: 52499 grad_norm: 31.1570 loss: 1.1389 top1_acc: 0.8947 top5_acc: 1.0000 loss_cls: 1.1389 2023/02/17 06:20:48 - mmengine - INFO - Epoch(val) [44][100/545] eta: 0:01:39 time: 0.2555 data_time: 0.1752 memory: 2893 2023/02/17 06:21:08 - mmengine - INFO - Epoch(val) [44][200/545] eta: 0:01:13 time: 0.2062 data_time: 0.1266 memory: 2893 2023/02/17 06:21:30 - mmengine - INFO - Epoch(val) [44][300/545] eta: 0:00:52 time: 0.2455 data_time: 0.1646 memory: 2893 2023/02/17 06:21:49 - mmengine - INFO - Epoch(val) [44][400/545] eta: 0:00:30 time: 0.1597 data_time: 0.0797 memory: 2893 2023/02/17 06:22:11 - mmengine - INFO - Epoch(val) [44][500/545] eta: 0:00:09 time: 0.2125 data_time: 0.1325 memory: 2893 2023/02/17 06:22:24 - mmengine - INFO - Epoch(val) [44][545/545] acc/top1: 0.7365 acc/top5: 0.9142 acc/mean1: 0.7364 2023/02/17 06:22:24 - mmengine - INFO - The previous best checkpoint /mnt/petrelfs/lilin/Repos/mmact_dev/mmaction2/work_dirs/uniformer_train/uniformerv2-base-p16-res224_clip_u8_kinetics700-rgb/best_acc/top1_epoch_43.pth is removed 2023/02/17 06:22:26 - mmengine - INFO - The best checkpoint with 0.7365 acc/top1 at 44 epoch is saved to best_acc/top1_epoch_44.pth. 2023/02/17 06:24:44 - mmengine - INFO - Epoch(train) [45][ 100/2119] lr: 2.0243e-06 eta: 8:20:19 time: 1.2814 data_time: 0.1690 memory: 52499 grad_norm: 30.1882 loss: 1.2584 top1_acc: 0.7812 top5_acc: 0.9062 loss_cls: 1.2584 2023/02/17 06:26:54 - mmengine - INFO - Epoch(train) [45][ 200/2119] lr: 2.0158e-06 eta: 8:18:10 time: 1.2527 data_time: 0.1435 memory: 52499 grad_norm: 30.2360 loss: 1.1392 top1_acc: 0.6875 top5_acc: 0.8750 loss_cls: 1.1392 2023/02/17 06:29:01 - mmengine - INFO - Epoch(train) [45][ 300/2119] lr: 2.0074e-06 eta: 8:16:00 time: 1.3406 data_time: 0.2291 memory: 52499 grad_norm: 31.4290 loss: 1.3629 top1_acc: 0.6250 top5_acc: 0.7812 loss_cls: 1.3629 2023/02/17 06:31:09 - mmengine - INFO - Epoch(train) [45][ 400/2119] lr: 1.9990e-06 eta: 8:13:50 time: 1.2500 data_time: 0.1314 memory: 52499 grad_norm: 30.3263 loss: 1.1142 top1_acc: 0.7188 top5_acc: 0.8438 loss_cls: 1.1142 2023/02/17 06:33:19 - mmengine - INFO - Epoch(train) [45][ 500/2119] lr: 1.9906e-06 eta: 8:11:41 time: 1.3550 data_time: 0.2428 memory: 52499 grad_norm: 30.0822 loss: 1.2220 top1_acc: 0.8125 top5_acc: 0.9375 loss_cls: 1.2220 2023/02/17 06:35:24 - mmengine - INFO - Epoch(train) [45][ 600/2119] lr: 1.9823e-06 eta: 8:09:31 time: 1.2907 data_time: 0.1622 memory: 52499 grad_norm: 30.2402 loss: 1.0580 top1_acc: 0.8750 top5_acc: 0.9375 loss_cls: 1.0580 2023/02/17 06:37:35 - mmengine - INFO - Epoch(train) [45][ 700/2119] lr: 1.9740e-06 eta: 8:07:22 time: 1.3182 data_time: 0.1900 memory: 52499 grad_norm: 30.1011 loss: 1.0963 top1_acc: 0.6562 top5_acc: 0.7812 loss_cls: 1.0963 2023/02/17 06:38:56 - mmengine - INFO - Exp name: uniformerv2-base-p16-res224_clip_u8_kinetics700-rgb_20230215_191951 2023/02/17 06:39:41 - mmengine - INFO - Epoch(train) [45][ 800/2119] lr: 1.9657e-06 eta: 8:05:12 time: 1.2560 data_time: 0.1264 memory: 52499 grad_norm: 30.6702 loss: 1.0865 top1_acc: 0.6875 top5_acc: 0.8750 loss_cls: 1.0865 2023/02/17 06:41:49 - mmengine - INFO - Epoch(train) [45][ 900/2119] lr: 1.9575e-06 eta: 8:03:02 time: 1.2876 data_time: 0.1713 memory: 52499 grad_norm: 29.9675 loss: 1.2662 top1_acc: 0.7188 top5_acc: 0.8438 loss_cls: 1.2662 2023/02/17 06:43:58 - mmengine - INFO - Epoch(train) [45][1000/2119] lr: 1.9493e-06 eta: 8:00:53 time: 1.3098 data_time: 0.1889 memory: 52499 grad_norm: 31.7221 loss: 1.0675 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 1.0675 2023/02/17 06:46:06 - mmengine - INFO - Epoch(train) [45][1100/2119] lr: 1.9411e-06 eta: 7:58:43 time: 1.2220 data_time: 0.0991 memory: 52499 grad_norm: 30.1515 loss: 1.0614 top1_acc: 0.6875 top5_acc: 0.9062 loss_cls: 1.0614 2023/02/17 06:48:16 - mmengine - INFO - Epoch(train) [45][1200/2119] lr: 1.9329e-06 eta: 7:56:34 time: 1.3326 data_time: 0.2135 memory: 52499 grad_norm: 31.3460 loss: 1.2899 top1_acc: 0.6250 top5_acc: 0.8438 loss_cls: 1.2899 2023/02/17 06:50:25 - mmengine - INFO - Epoch(train) [45][1300/2119] lr: 1.9248e-06 eta: 7:54:24 time: 1.2648 data_time: 0.1464 memory: 52499 grad_norm: 30.8548 loss: 1.2549 top1_acc: 0.6250 top5_acc: 0.7812 loss_cls: 1.2549 2023/02/17 06:52:31 - mmengine - INFO - Epoch(train) [45][1400/2119] lr: 1.9167e-06 eta: 7:52:14 time: 1.3212 data_time: 0.2050 memory: 52499 grad_norm: 30.4607 loss: 1.2667 top1_acc: 0.7812 top5_acc: 0.8750 loss_cls: 1.2667 2023/02/17 06:54:36 - mmengine - INFO - Epoch(train) [45][1500/2119] lr: 1.9087e-06 eta: 7:50:04 time: 1.2624 data_time: 0.0569 memory: 52499 grad_norm: 30.4022 loss: 1.2558 top1_acc: 0.5312 top5_acc: 0.8438 loss_cls: 1.2558 2023/02/17 06:56:45 - mmengine - INFO - Epoch(train) [45][1600/2119] lr: 1.9006e-06 eta: 7:47:54 time: 1.2360 data_time: 0.0369 memory: 52499 grad_norm: 31.5034 loss: 1.2296 top1_acc: 0.6250 top5_acc: 0.9062 loss_cls: 1.2296 2023/02/17 06:58:54 - mmengine - INFO - Epoch(train) [45][1700/2119] lr: 1.8926e-06 eta: 7:45:45 time: 1.2327 data_time: 0.0374 memory: 52499 grad_norm: 30.6479 loss: 1.3084 top1_acc: 0.6875 top5_acc: 0.9062 loss_cls: 1.3084 2023/02/17 07:00:17 - mmengine - INFO - Exp name: uniformerv2-base-p16-res224_clip_u8_kinetics700-rgb_20230215_191951 2023/02/17 07:01:03 - mmengine - INFO - Epoch(train) [45][1800/2119] lr: 1.8847e-06 eta: 7:43:36 time: 1.2822 data_time: 0.0340 memory: 52499 grad_norm: 30.5848 loss: 1.2637 top1_acc: 0.7188 top5_acc: 0.8750 loss_cls: 1.2637 2023/02/17 07:03:10 - mmengine - INFO - Epoch(train) [45][1900/2119] lr: 1.8768e-06 eta: 7:41:26 time: 1.2124 data_time: 0.0346 memory: 52499 grad_norm: 30.4420 loss: 1.2411 top1_acc: 0.6875 top5_acc: 0.8125 loss_cls: 1.2411 2023/02/17 07:05:18 - mmengine - INFO - Epoch(train) [45][2000/2119] lr: 1.8689e-06 eta: 7:39:16 time: 1.3631 data_time: 0.0375 memory: 52499 grad_norm: 30.3662 loss: 1.1993 top1_acc: 0.7500 top5_acc: 0.8750 loss_cls: 1.1993 2023/02/17 07:07:26 - mmengine - INFO - Epoch(train) [45][2100/2119] lr: 1.8610e-06 eta: 7:37:07 time: 1.2657 data_time: 0.0374 memory: 52499 grad_norm: 30.5059 loss: 1.2618 top1_acc: 0.6250 top5_acc: 0.7812 loss_cls: 1.2618 2023/02/17 07:07:47 - mmengine - INFO - Exp name: uniformerv2-base-p16-res224_clip_u8_kinetics700-rgb_20230215_191951 2023/02/17 07:07:47 - mmengine - INFO - Epoch(train) [45][2119/2119] lr: 1.8595e-06 eta: 7:36:41 time: 1.1296 data_time: 0.0282 memory: 52499 grad_norm: 31.3811 loss: 1.1837 top1_acc: 0.7895 top5_acc: 0.8947 loss_cls: 1.1837 2023/02/17 07:07:47 - mmengine - INFO - Saving checkpoint at 45 epochs 2023/02/17 07:08:15 - mmengine - INFO - Epoch(val) [45][100/545] eta: 0:01:40 time: 0.2590 data_time: 0.1778 memory: 2893 2023/02/17 07:08:35 - mmengine - INFO - Epoch(val) [45][200/545] eta: 0:01:13 time: 0.2126 data_time: 0.1328 memory: 2893 2023/02/17 07:08:57 - mmengine - INFO - Epoch(val) [45][300/545] eta: 0:00:52 time: 0.2427 data_time: 0.1326 memory: 2893 2023/02/17 07:09:16 - mmengine - INFO - Epoch(val) [45][400/545] eta: 0:00:30 time: 0.1794 data_time: 0.0993 memory: 2893 2023/02/17 07:09:37 - mmengine - INFO - Epoch(val) [45][500/545] eta: 0:00:09 time: 0.2249 data_time: 0.1449 memory: 2893 2023/02/17 07:09:48 - mmengine - INFO - Epoch(val) [45][545/545] acc/top1: 0.7360 acc/top5: 0.9147 acc/mean1: 0.7359 2023/02/17 07:12:07 - mmengine - INFO - Epoch(train) [46][ 100/2119] lr: 1.8517e-06 eta: 7:34:34 time: 1.3287 data_time: 0.0375 memory: 52499 grad_norm: 31.0216 loss: 1.1696 top1_acc: 0.7812 top5_acc: 0.8438 loss_cls: 1.1696 2023/02/17 07:14:15 - mmengine - INFO - Epoch(train) [46][ 200/2119] lr: 1.8439e-06 eta: 7:32:24 time: 1.2289 data_time: 0.0324 memory: 52499 grad_norm: 29.9661 loss: 1.1768 top1_acc: 0.6562 top5_acc: 0.9062 loss_cls: 1.1768 2023/02/17 07:16:25 - mmengine - INFO - Epoch(train) [46][ 300/2119] lr: 1.8361e-06 eta: 7:30:15 time: 1.3155 data_time: 0.1905 memory: 52499 grad_norm: 30.4682 loss: 1.2399 top1_acc: 0.8125 top5_acc: 0.9375 loss_cls: 1.2399 2023/02/17 07:18:28 - mmengine - INFO - Epoch(train) [46][ 400/2119] lr: 1.8284e-06 eta: 7:28:05 time: 1.1584 data_time: 0.0291 memory: 52499 grad_norm: 30.6097 loss: 1.1304 top1_acc: 0.6250 top5_acc: 0.8438 loss_cls: 1.1304 2023/02/17 07:20:39 - mmengine - INFO - Epoch(train) [46][ 500/2119] lr: 1.8207e-06 eta: 7:25:56 time: 1.3720 data_time: 0.2430 memory: 52499 grad_norm: 30.5710 loss: 1.2134 top1_acc: 0.6875 top5_acc: 0.7812 loss_cls: 1.2134 2023/02/17 07:22:47 - mmengine - INFO - Epoch(train) [46][ 600/2119] lr: 1.8130e-06 eta: 7:23:46 time: 1.2154 data_time: 0.0738 memory: 52499 grad_norm: 29.5925 loss: 1.1237 top1_acc: 0.7812 top5_acc: 0.9062 loss_cls: 1.1237 2023/02/17 07:23:44 - mmengine - INFO - Exp name: uniformerv2-base-p16-res224_clip_u8_kinetics700-rgb_20230215_191951 2023/02/17 07:24:54 - mmengine - INFO - Epoch(train) [46][ 700/2119] lr: 1.8054e-06 eta: 7:21:36 time: 1.3138 data_time: 0.1723 memory: 52499 grad_norm: 30.7468 loss: 1.0930 top1_acc: 0.7812 top5_acc: 0.9375 loss_cls: 1.0930 2023/02/17 07:27:02 - mmengine - INFO - Epoch(train) [46][ 800/2119] lr: 1.7978e-06 eta: 7:19:26 time: 1.2308 data_time: 0.0303 memory: 52499 grad_norm: 29.9520 loss: 1.2253 top1_acc: 0.6875 top5_acc: 0.8125 loss_cls: 1.2253 2023/02/17 07:29:11 - mmengine - INFO - Epoch(train) [46][ 900/2119] lr: 1.7902e-06 eta: 7:17:17 time: 1.3128 data_time: 0.1871 memory: 52499 grad_norm: 29.5673 loss: 1.1610 top1_acc: 0.7500 top5_acc: 0.8438 loss_cls: 1.1610 2023/02/17 07:31:20 - mmengine - INFO - Epoch(train) [46][1000/2119] lr: 1.7827e-06 eta: 7:15:08 time: 1.2738 data_time: 0.0302 memory: 52499 grad_norm: 29.6772 loss: 1.2608 top1_acc: 0.8125 top5_acc: 0.9062 loss_cls: 1.2608 2023/02/17 07:33:30 - mmengine - INFO - Epoch(train) [46][1100/2119] lr: 1.7752e-06 eta: 7:12:58 time: 1.4082 data_time: 0.0342 memory: 52499 grad_norm: 30.5712 loss: 1.1790 top1_acc: 0.6562 top5_acc: 0.8125 loss_cls: 1.1790 2023/02/17 07:35:37 - mmengine - INFO - Epoch(train) [46][1200/2119] lr: 1.7677e-06 eta: 7:10:49 time: 1.2942 data_time: 0.0334 memory: 52499 grad_norm: 30.3752 loss: 1.2233 top1_acc: 0.8438 top5_acc: 0.9375 loss_cls: 1.2233 2023/02/17 07:37:46 - mmengine - INFO - Epoch(train) [46][1300/2119] lr: 1.7603e-06 eta: 7:08:39 time: 1.3663 data_time: 0.0324 memory: 52499 grad_norm: 30.6069 loss: 1.1995 top1_acc: 0.7188 top5_acc: 0.8750 loss_cls: 1.1995 2023/02/17 07:39:53 - mmengine - INFO - Epoch(train) [46][1400/2119] lr: 1.7529e-06 eta: 7:06:30 time: 1.2425 data_time: 0.0318 memory: 52499 grad_norm: 29.9004 loss: 1.0934 top1_acc: 0.8125 top5_acc: 0.9688 loss_cls: 1.0934 2023/02/17 07:42:01 - mmengine - INFO - Epoch(train) [46][1500/2119] lr: 1.7455e-06 eta: 7:04:20 time: 1.3245 data_time: 0.0319 memory: 52499 grad_norm: 29.7636 loss: 1.2408 top1_acc: 0.5938 top5_acc: 0.8750 loss_cls: 1.2408 2023/02/17 07:44:08 - mmengine - INFO - Epoch(train) [46][1600/2119] lr: 1.7382e-06 eta: 7:02:10 time: 1.2741 data_time: 0.0366 memory: 52499 grad_norm: 30.3292 loss: 1.1467 top1_acc: 0.7500 top5_acc: 0.9062 loss_cls: 1.1467 2023/02/17 07:45:06 - mmengine - INFO - Exp name: uniformerv2-base-p16-res224_clip_u8_kinetics700-rgb_20230215_191951 2023/02/17 07:46:17 - mmengine - INFO - Epoch(train) [46][1700/2119] lr: 1.7308e-06 eta: 7:00:01 time: 1.3090 data_time: 0.0341 memory: 52499 grad_norm: 30.1525 loss: 1.4294 top1_acc: 0.6250 top5_acc: 0.8125 loss_cls: 1.4294 2023/02/17 07:48:24 - mmengine - INFO - Epoch(train) [46][1800/2119] lr: 1.7236e-06 eta: 6:57:51 time: 1.2402 data_time: 0.0320 memory: 52499 grad_norm: 30.3344 loss: 1.0019 top1_acc: 0.8438 top5_acc: 0.9688 loss_cls: 1.0019 2023/02/17 07:50:33 - mmengine - INFO - Epoch(train) [46][1900/2119] lr: 1.7163e-06 eta: 6:55:42 time: 1.2671 data_time: 0.0357 memory: 52499 grad_norm: 30.8966 loss: 1.2422 top1_acc: 0.7188 top5_acc: 0.8750 loss_cls: 1.2422 2023/02/17 07:52:38 - mmengine - INFO - Epoch(train) [46][2000/2119] lr: 1.7091e-06 eta: 6:53:32 time: 1.3064 data_time: 0.0334 memory: 52499 grad_norm: 30.3422 loss: 1.2114 top1_acc: 0.6875 top5_acc: 0.9375 loss_cls: 1.2114 2023/02/17 07:54:49 - mmengine - INFO - Epoch(train) [46][2100/2119] lr: 1.7020e-06 eta: 6:51:23 time: 1.3438 data_time: 0.0352 memory: 52499 grad_norm: 29.9559 loss: 1.2357 top1_acc: 0.7500 top5_acc: 0.9062 loss_cls: 1.2357 2023/02/17 07:55:11 - mmengine - INFO - Exp name: uniformerv2-base-p16-res224_clip_u8_kinetics700-rgb_20230215_191951 2023/02/17 07:55:11 - mmengine - INFO - Epoch(train) [46][2119/2119] lr: 1.7006e-06 eta: 6:50:57 time: 1.1546 data_time: 0.0242 memory: 52499 grad_norm: 31.6963 loss: 1.2413 top1_acc: 0.9474 top5_acc: 1.0000 loss_cls: 1.2413 2023/02/17 07:55:34 - mmengine - INFO - Epoch(val) [46][100/545] eta: 0:01:40 time: 0.2528 data_time: 0.1728 memory: 2893 2023/02/17 07:55:54 - mmengine - INFO - Epoch(val) [46][200/545] eta: 0:01:13 time: 0.1988 data_time: 0.1190 memory: 2893 2023/02/17 07:56:15 - mmengine - INFO - Epoch(val) [46][300/545] eta: 0:00:51 time: 0.2381 data_time: 0.1584 memory: 2893 2023/02/17 07:56:34 - mmengine - INFO - Epoch(val) [46][400/545] eta: 0:00:30 time: 0.1683 data_time: 0.0873 memory: 2893 2023/02/17 07:56:55 - mmengine - INFO - Epoch(val) [46][500/545] eta: 0:00:09 time: 0.2014 data_time: 0.1216 memory: 2893 2023/02/17 07:57:09 - mmengine - INFO - Epoch(val) [46][545/545] acc/top1: 0.7381 acc/top5: 0.9163 acc/mean1: 0.7381 2023/02/17 07:57:09 - mmengine - INFO - The previous best checkpoint /mnt/petrelfs/lilin/Repos/mmact_dev/mmaction2/work_dirs/uniformer_train/uniformerv2-base-p16-res224_clip_u8_kinetics700-rgb/best_acc/top1_epoch_44.pth is removed 2023/02/17 07:57:11 - mmengine - INFO - The best checkpoint with 0.7381 acc/top1 at 46 epoch is saved to best_acc/top1_epoch_46.pth. 2023/02/17 07:59:28 - mmengine - INFO - Epoch(train) [47][ 100/2119] lr: 1.6935e-06 eta: 6:48:50 time: 1.3263 data_time: 0.1928 memory: 52499 grad_norm: 30.2436 loss: 1.1866 top1_acc: 0.6562 top5_acc: 0.9062 loss_cls: 1.1866 2023/02/17 08:01:37 - mmengine - INFO - Epoch(train) [47][ 200/2119] lr: 1.6864e-06 eta: 6:46:40 time: 1.2575 data_time: 0.1289 memory: 52499 grad_norm: 30.3603 loss: 1.2142 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 1.2142 2023/02/17 08:03:46 - mmengine - INFO - Epoch(train) [47][ 300/2119] lr: 1.6793e-06 eta: 6:44:31 time: 1.3292 data_time: 0.0368 memory: 52499 grad_norm: 29.7948 loss: 1.2427 top1_acc: 0.6250 top5_acc: 0.8438 loss_cls: 1.2427 2023/02/17 08:05:52 - mmengine - INFO - Epoch(train) [47][ 400/2119] lr: 1.6723e-06 eta: 6:42:21 time: 1.2265 data_time: 0.0316 memory: 52499 grad_norm: 30.6292 loss: 1.1578 top1_acc: 0.6250 top5_acc: 0.7500 loss_cls: 1.1578 2023/02/17 08:08:00 - mmengine - INFO - Epoch(train) [47][ 500/2119] lr: 1.6653e-06 eta: 6:40:11 time: 1.3437 data_time: 0.1689 memory: 52499 grad_norm: 30.4180 loss: 1.2082 top1_acc: 0.7188 top5_acc: 0.8438 loss_cls: 1.2082 2023/02/17 08:08:33 - mmengine - INFO - Exp name: uniformerv2-base-p16-res224_clip_u8_kinetics700-rgb_20230215_191951 2023/02/17 08:10:10 - mmengine - INFO - Epoch(train) [47][ 600/2119] lr: 1.6583e-06 eta: 6:38:02 time: 1.2887 data_time: 0.1426 memory: 52499 grad_norm: 30.9551 loss: 1.3044 top1_acc: 0.7188 top5_acc: 0.8438 loss_cls: 1.3044 2023/02/17 08:12:17 - mmengine - INFO - Epoch(train) [47][ 700/2119] lr: 1.6514e-06 eta: 6:35:53 time: 1.2416 data_time: 0.0991 memory: 52499 grad_norm: 30.5625 loss: 1.3446 top1_acc: 0.7188 top5_acc: 0.7812 loss_cls: 1.3446 2023/02/17 08:14:25 - mmengine - INFO - Epoch(train) [47][ 800/2119] lr: 1.6445e-06 eta: 6:33:43 time: 1.3803 data_time: 0.0406 memory: 52499 grad_norm: 30.6031 loss: 1.2602 top1_acc: 0.6250 top5_acc: 0.8750 loss_cls: 1.2602 2023/02/17 08:16:31 - mmengine - INFO - Epoch(train) [47][ 900/2119] lr: 1.6376e-06 eta: 6:31:33 time: 1.2589 data_time: 0.0334 memory: 52499 grad_norm: 31.2123 loss: 1.4033 top1_acc: 0.7500 top5_acc: 0.9375 loss_cls: 1.4033 2023/02/17 08:18:40 - mmengine - INFO - Epoch(train) [47][1000/2119] lr: 1.6308e-06 eta: 6:29:24 time: 1.3223 data_time: 0.0319 memory: 52499 grad_norm: 30.5007 loss: 1.2524 top1_acc: 0.6562 top5_acc: 0.8125 loss_cls: 1.2524 2023/02/17 08:20:49 - mmengine - INFO - Epoch(train) [47][1100/2119] lr: 1.6240e-06 eta: 6:27:14 time: 1.3471 data_time: 0.0330 memory: 52499 grad_norm: 30.0742 loss: 1.2013 top1_acc: 0.7188 top5_acc: 0.9062 loss_cls: 1.2013 2023/02/17 08:22:57 - mmengine - INFO - Epoch(train) [47][1200/2119] lr: 1.6172e-06 eta: 6:25:05 time: 1.2705 data_time: 0.0396 memory: 52499 grad_norm: 30.6885 loss: 1.1455 top1_acc: 0.7500 top5_acc: 0.8750 loss_cls: 1.1455 2023/02/17 08:25:06 - mmengine - INFO - Epoch(train) [47][1300/2119] lr: 1.6105e-06 eta: 6:22:55 time: 1.2889 data_time: 0.0341 memory: 52499 grad_norm: 31.8030 loss: 1.2079 top1_acc: 0.6875 top5_acc: 0.9062 loss_cls: 1.2079 2023/02/17 08:27:14 - mmengine - INFO - Epoch(train) [47][1400/2119] lr: 1.6038e-06 eta: 6:20:46 time: 1.2574 data_time: 0.0430 memory: 52499 grad_norm: 30.0596 loss: 1.0568 top1_acc: 0.6875 top5_acc: 0.8438 loss_cls: 1.0568 2023/02/17 08:29:23 - mmengine - INFO - Epoch(train) [47][1500/2119] lr: 1.5971e-06 eta: 6:18:36 time: 1.3002 data_time: 0.0344 memory: 52499 grad_norm: 30.6124 loss: 1.2388 top1_acc: 0.5938 top5_acc: 0.7812 loss_cls: 1.2388 2023/02/17 08:29:56 - mmengine - INFO - Exp name: uniformerv2-base-p16-res224_clip_u8_kinetics700-rgb_20230215_191951 2023/02/17 08:31:33 - mmengine - INFO - Epoch(train) [47][1600/2119] lr: 1.5905e-06 eta: 6:16:27 time: 1.3593 data_time: 0.0320 memory: 52499 grad_norm: 30.8918 loss: 1.2493 top1_acc: 0.6562 top5_acc: 0.9062 loss_cls: 1.2493 2023/02/17 08:33:36 - mmengine - INFO - Epoch(train) [47][1700/2119] lr: 1.5839e-06 eta: 6:14:17 time: 1.3009 data_time: 0.0345 memory: 52499 grad_norm: 29.9210 loss: 1.2187 top1_acc: 0.7500 top5_acc: 0.8750 loss_cls: 1.2187 2023/02/17 08:35:46 - mmengine - INFO - Epoch(train) [47][1800/2119] lr: 1.5774e-06 eta: 6:12:08 time: 1.3500 data_time: 0.0329 memory: 52499 grad_norm: 30.7443 loss: 1.2749 top1_acc: 0.6250 top5_acc: 0.8125 loss_cls: 1.2749 2023/02/17 08:37:55 - mmengine - INFO - Epoch(train) [47][1900/2119] lr: 1.5708e-06 eta: 6:09:59 time: 1.2438 data_time: 0.0364 memory: 52499 grad_norm: 30.8787 loss: 1.1332 top1_acc: 0.7812 top5_acc: 0.9062 loss_cls: 1.1332 2023/02/17 08:40:03 - mmengine - INFO - Epoch(train) [47][2000/2119] lr: 1.5644e-06 eta: 6:07:49 time: 1.2363 data_time: 0.0335 memory: 52499 grad_norm: 29.7577 loss: 1.1752 top1_acc: 0.6875 top5_acc: 0.9688 loss_cls: 1.1752 2023/02/17 08:42:10 - mmengine - INFO - Epoch(train) [47][2100/2119] lr: 1.5579e-06 eta: 6:05:39 time: 1.2203 data_time: 0.0344 memory: 52499 grad_norm: 31.0760 loss: 1.3857 top1_acc: 0.6875 top5_acc: 0.9062 loss_cls: 1.3857 2023/02/17 08:42:31 - mmengine - INFO - Exp name: uniformerv2-base-p16-res224_clip_u8_kinetics700-rgb_20230215_191951 2023/02/17 08:42:31 - mmengine - INFO - Epoch(train) [47][2119/2119] lr: 1.5567e-06 eta: 6:05:14 time: 1.1298 data_time: 0.0240 memory: 52499 grad_norm: 31.1443 loss: 1.0760 top1_acc: 0.7895 top5_acc: 0.9474 loss_cls: 1.0760 2023/02/17 08:42:54 - mmengine - INFO - Epoch(val) [47][100/545] eta: 0:01:40 time: 0.2542 data_time: 0.1747 memory: 2893 2023/02/17 08:43:15 - mmengine - INFO - Epoch(val) [47][200/545] eta: 0:01:14 time: 0.2132 data_time: 0.1336 memory: 2893 2023/02/17 08:43:36 - mmengine - INFO - Epoch(val) [47][300/545] eta: 0:00:52 time: 0.2340 data_time: 0.1544 memory: 2893 2023/02/17 08:43:55 - mmengine - INFO - Epoch(val) [47][400/545] eta: 0:00:30 time: 0.1754 data_time: 0.0953 memory: 2893 2023/02/17 08:44:16 - mmengine - INFO - Epoch(val) [47][500/545] eta: 0:00:09 time: 0.1918 data_time: 0.1102 memory: 2893 2023/02/17 08:44:29 - mmengine - INFO - Epoch(val) [47][545/545] acc/top1: 0.7370 acc/top5: 0.9149 acc/mean1: 0.7370 2023/02/17 08:46:49 - mmengine - INFO - Epoch(train) [48][ 100/2119] lr: 1.5503e-06 eta: 6:03:07 time: 1.3111 data_time: 0.0434 memory: 52499 grad_norm: 30.3118 loss: 1.1741 top1_acc: 0.6562 top5_acc: 0.9062 loss_cls: 1.1741 2023/02/17 08:48:57 - mmengine - INFO - Epoch(train) [48][ 200/2119] lr: 1.5439e-06 eta: 6:00:57 time: 1.3053 data_time: 0.0322 memory: 52499 grad_norm: 31.2715 loss: 1.2095 top1_acc: 0.5000 top5_acc: 0.7812 loss_cls: 1.2095 2023/02/17 08:51:07 - mmengine - INFO - Epoch(train) [48][ 300/2119] lr: 1.5376e-06 eta: 5:58:48 time: 1.3194 data_time: 0.1691 memory: 52499 grad_norm: 30.2482 loss: 1.1922 top1_acc: 0.6562 top5_acc: 0.8438 loss_cls: 1.1922 2023/02/17 08:53:15 - mmengine - INFO - Epoch(train) [48][ 400/2119] lr: 1.5312e-06 eta: 5:56:38 time: 1.2301 data_time: 0.1094 memory: 52499 grad_norm: 29.4433 loss: 1.1394 top1_acc: 0.8750 top5_acc: 0.9062 loss_cls: 1.1394 2023/02/17 08:53:23 - mmengine - INFO - Exp name: uniformerv2-base-p16-res224_clip_u8_kinetics700-rgb_20230215_191951 2023/02/17 08:55:22 - mmengine - INFO - Epoch(train) [48][ 500/2119] lr: 1.5250e-06 eta: 5:54:29 time: 1.2191 data_time: 0.0355 memory: 52499 grad_norm: 30.6223 loss: 1.2626 top1_acc: 0.8125 top5_acc: 0.9375 loss_cls: 1.2626 2023/02/17 08:57:31 - mmengine - INFO - Epoch(train) [48][ 600/2119] lr: 1.5187e-06 eta: 5:52:19 time: 1.2877 data_time: 0.0307 memory: 52499 grad_norm: 30.0828 loss: 1.2992 top1_acc: 0.5625 top5_acc: 0.8750 loss_cls: 1.2992 2023/02/17 08:59:40 - mmengine - INFO - Epoch(train) [48][ 700/2119] lr: 1.5125e-06 eta: 5:50:10 time: 1.3230 data_time: 0.0363 memory: 52499 grad_norm: 30.2271 loss: 1.1675 top1_acc: 0.8125 top5_acc: 0.8438 loss_cls: 1.1675 2023/02/17 09:01:49 - mmengine - INFO - Epoch(train) [48][ 800/2119] lr: 1.5064e-06 eta: 5:48:01 time: 1.2766 data_time: 0.0405 memory: 52499 grad_norm: 31.5844 loss: 1.2441 top1_acc: 0.6875 top5_acc: 0.9375 loss_cls: 1.2441 2023/02/17 09:03:59 - mmengine - INFO - Epoch(train) [48][ 900/2119] lr: 1.5002e-06 eta: 5:45:52 time: 1.3534 data_time: 0.0330 memory: 52499 grad_norm: 31.3283 loss: 1.2700 top1_acc: 0.7188 top5_acc: 0.8750 loss_cls: 1.2700 2023/02/17 09:06:07 - mmengine - INFO - Epoch(train) [48][1000/2119] lr: 1.4941e-06 eta: 5:43:42 time: 1.2572 data_time: 0.0380 memory: 52499 grad_norm: 30.8663 loss: 1.2589 top1_acc: 0.7500 top5_acc: 0.9062 loss_cls: 1.2589 2023/02/17 09:08:16 - mmengine - INFO - Epoch(train) [48][1100/2119] lr: 1.4881e-06 eta: 5:41:33 time: 1.2886 data_time: 0.0374 memory: 52499 grad_norm: 29.8106 loss: 1.1136 top1_acc: 0.8125 top5_acc: 0.9688 loss_cls: 1.1136 2023/02/17 09:10:24 - mmengine - INFO - Epoch(train) [48][1200/2119] lr: 1.4821e-06 eta: 5:39:23 time: 1.3252 data_time: 0.0334 memory: 52499 grad_norm: 30.7607 loss: 1.3247 top1_acc: 0.7188 top5_acc: 0.8438 loss_cls: 1.3247 2023/02/17 09:12:31 - mmengine - INFO - Epoch(train) [48][1300/2119] lr: 1.4761e-06 eta: 5:37:14 time: 1.3374 data_time: 0.0334 memory: 52499 grad_norm: 30.5609 loss: 1.1985 top1_acc: 0.7188 top5_acc: 0.8438 loss_cls: 1.1985 2023/02/17 09:14:38 - mmengine - INFO - Epoch(train) [48][1400/2119] lr: 1.4701e-06 eta: 5:35:04 time: 1.2767 data_time: 0.0333 memory: 52499 grad_norm: 30.3800 loss: 1.2028 top1_acc: 0.7500 top5_acc: 0.9062 loss_cls: 1.2028 2023/02/17 09:14:49 - mmengine - INFO - Exp name: uniformerv2-base-p16-res224_clip_u8_kinetics700-rgb_20230215_191951 2023/02/17 09:16:48 - mmengine - INFO - Epoch(train) [48][1500/2119] lr: 1.4642e-06 eta: 5:32:55 time: 1.3334 data_time: 0.0318 memory: 52499 grad_norm: 29.8765 loss: 1.1586 top1_acc: 0.7188 top5_acc: 0.8125 loss_cls: 1.1586 2023/02/17 09:18:52 - mmengine - INFO - Epoch(train) [48][1600/2119] lr: 1.4583e-06 eta: 5:30:45 time: 1.2693 data_time: 0.0335 memory: 52499 grad_norm: 30.3547 loss: 1.2352 top1_acc: 0.7188 top5_acc: 0.7500 loss_cls: 1.2352 2023/02/17 09:21:03 - mmengine - INFO - Epoch(train) [48][1700/2119] lr: 1.4525e-06 eta: 5:28:36 time: 1.2666 data_time: 0.0354 memory: 52499 grad_norm: 30.0444 loss: 1.1096 top1_acc: 0.8438 top5_acc: 0.9062 loss_cls: 1.1096 2023/02/17 09:23:10 - mmengine - INFO - Epoch(train) [48][1800/2119] lr: 1.4466e-06 eta: 5:26:26 time: 1.2006 data_time: 0.0328 memory: 52499 grad_norm: 31.2610 loss: 1.0820 top1_acc: 0.7500 top5_acc: 0.8125 loss_cls: 1.0820 2023/02/17 09:25:21 - mmengine - INFO - Epoch(train) [48][1900/2119] lr: 1.4409e-06 eta: 5:24:17 time: 1.3026 data_time: 0.0363 memory: 52499 grad_norm: 30.3275 loss: 1.3465 top1_acc: 0.6250 top5_acc: 0.9062 loss_cls: 1.3465 2023/02/17 09:27:28 - mmengine - INFO - Epoch(train) [48][2000/2119] lr: 1.4351e-06 eta: 5:22:07 time: 1.2341 data_time: 0.0320 memory: 52499 grad_norm: 30.5240 loss: 1.2965 top1_acc: 0.6875 top5_acc: 0.8125 loss_cls: 1.2965 2023/02/17 09:29:36 - mmengine - INFO - Epoch(train) [48][2100/2119] lr: 1.4294e-06 eta: 5:19:58 time: 1.2298 data_time: 0.0397 memory: 52499 grad_norm: 29.8488 loss: 1.2399 top1_acc: 0.5938 top5_acc: 0.8125 loss_cls: 1.2399 2023/02/17 09:29:58 - mmengine - INFO - Exp name: uniformerv2-base-p16-res224_clip_u8_kinetics700-rgb_20230215_191951 2023/02/17 09:29:58 - mmengine - INFO - Epoch(train) [48][2119/2119] lr: 1.4283e-06 eta: 5:19:33 time: 1.1586 data_time: 0.0267 memory: 52499 grad_norm: 31.1300 loss: 1.3105 top1_acc: 0.5789 top5_acc: 0.7895 loss_cls: 1.3105 2023/02/17 09:29:58 - mmengine - INFO - Saving checkpoint at 48 epochs 2023/02/17 09:30:25 - mmengine - INFO - Epoch(val) [48][100/545] eta: 0:01:39 time: 0.2512 data_time: 0.1716 memory: 2893 2023/02/17 09:30:45 - mmengine - INFO - Epoch(val) [48][200/545] eta: 0:01:14 time: 0.2168 data_time: 0.1367 memory: 2893 2023/02/17 09:31:07 - mmengine - INFO - Epoch(val) [48][300/545] eta: 0:00:52 time: 0.2415 data_time: 0.1616 memory: 2893 2023/02/17 09:31:26 - mmengine - INFO - Epoch(val) [48][400/545] eta: 0:00:30 time: 0.1611 data_time: 0.0818 memory: 2893 2023/02/17 09:31:47 - mmengine - INFO - Epoch(val) [48][500/545] eta: 0:00:09 time: 0.2218 data_time: 0.1403 memory: 2893 2023/02/17 09:31:58 - mmengine - INFO - Epoch(val) [48][545/545] acc/top1: 0.7370 acc/top5: 0.9153 acc/mean1: 0.7370 2023/02/17 09:34:18 - mmengine - INFO - Epoch(train) [49][ 100/2119] lr: 1.4227e-06 eta: 5:17:25 time: 1.3290 data_time: 0.0454 memory: 52499 grad_norm: 30.7409 loss: 1.1949 top1_acc: 0.7188 top5_acc: 0.9062 loss_cls: 1.1949 2023/02/17 09:36:25 - mmengine - INFO - Epoch(train) [49][ 200/2119] lr: 1.4170e-06 eta: 5:15:16 time: 1.2470 data_time: 0.0343 memory: 52499 grad_norm: 31.0980 loss: 1.1652 top1_acc: 0.8125 top5_acc: 0.9375 loss_cls: 1.1652 2023/02/17 09:38:16 - mmengine - INFO - Exp name: uniformerv2-base-p16-res224_clip_u8_kinetics700-rgb_20230215_191951 2023/02/17 09:38:33 - mmengine - INFO - Epoch(train) [49][ 300/2119] lr: 1.4115e-06 eta: 5:13:06 time: 1.3717 data_time: 0.0377 memory: 52499 grad_norm: 29.8409 loss: 1.2366 top1_acc: 0.6875 top5_acc: 0.8750 loss_cls: 1.2366 2023/02/17 09:40:42 - mmengine - INFO - Epoch(train) [49][ 400/2119] lr: 1.4059e-06 eta: 5:10:57 time: 1.2473 data_time: 0.0401 memory: 52499 grad_norm: 31.8525 loss: 1.2487 top1_acc: 0.6562 top5_acc: 0.8750 loss_cls: 1.2487 2023/02/17 09:42:51 - mmengine - INFO - Epoch(train) [49][ 500/2119] lr: 1.4004e-06 eta: 5:08:48 time: 1.3407 data_time: 0.0350 memory: 52499 grad_norm: 29.8334 loss: 1.0590 top1_acc: 0.7188 top5_acc: 0.9062 loss_cls: 1.0590 2023/02/17 09:45:00 - mmengine - INFO - Epoch(train) [49][ 600/2119] lr: 1.3949e-06 eta: 5:06:38 time: 1.2712 data_time: 0.0329 memory: 52499 grad_norm: 30.9576 loss: 1.1069 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 1.1069 2023/02/17 09:47:06 - mmengine - INFO - Epoch(train) [49][ 700/2119] lr: 1.3894e-06 eta: 5:04:28 time: 1.3208 data_time: 0.0339 memory: 52499 grad_norm: 30.5037 loss: 1.2164 top1_acc: 0.8125 top5_acc: 0.9688 loss_cls: 1.2164 2023/02/17 09:49:13 - mmengine - INFO - Epoch(train) [49][ 800/2119] lr: 1.3840e-06 eta: 5:02:19 time: 1.1908 data_time: 0.0317 memory: 52499 grad_norm: 30.1980 loss: 1.1682 top1_acc: 0.7500 top5_acc: 0.9688 loss_cls: 1.1682 2023/02/17 09:51:22 - mmengine - INFO - Epoch(train) [49][ 900/2119] lr: 1.3787e-06 eta: 5:00:10 time: 1.3133 data_time: 0.0345 memory: 52499 grad_norm: 30.2403 loss: 1.0926 top1_acc: 0.7500 top5_acc: 0.8750 loss_cls: 1.0926 2023/02/17 09:53:28 - mmengine - INFO - Epoch(train) [49][1000/2119] lr: 1.3733e-06 eta: 4:58:00 time: 1.2001 data_time: 0.0741 memory: 52499 grad_norm: 31.4599 loss: 1.3322 top1_acc: 0.5938 top5_acc: 0.8438 loss_cls: 1.3322 2023/02/17 09:55:38 - mmengine - INFO - Epoch(train) [49][1100/2119] lr: 1.3680e-06 eta: 4:55:51 time: 1.2911 data_time: 0.1340 memory: 52499 grad_norm: 30.7277 loss: 1.0799 top1_acc: 0.7812 top5_acc: 0.9062 loss_cls: 1.0799 2023/02/17 09:57:44 - mmengine - INFO - Epoch(train) [49][1200/2119] lr: 1.3627e-06 eta: 4:53:41 time: 1.2316 data_time: 0.0959 memory: 52499 grad_norm: 30.7773 loss: 1.1752 top1_acc: 0.7188 top5_acc: 0.9375 loss_cls: 1.1752 2023/02/17 09:59:37 - mmengine - INFO - Exp name: uniformerv2-base-p16-res224_clip_u8_kinetics700-rgb_20230215_191951 2023/02/17 09:59:52 - mmengine - INFO - Epoch(train) [49][1300/2119] lr: 1.3575e-06 eta: 4:51:32 time: 1.3100 data_time: 0.1801 memory: 52499 grad_norm: 29.9508 loss: 1.2069 top1_acc: 0.6875 top5_acc: 0.8125 loss_cls: 1.2069 2023/02/17 10:02:01 - mmengine - INFO - Epoch(train) [49][1400/2119] lr: 1.3523e-06 eta: 4:49:22 time: 1.2532 data_time: 0.0331 memory: 52499 grad_norm: 30.3325 loss: 1.1695 top1_acc: 0.7188 top5_acc: 0.8750 loss_cls: 1.1695 2023/02/17 10:04:08 - mmengine - INFO - Epoch(train) [49][1500/2119] lr: 1.3472e-06 eta: 4:47:13 time: 1.2521 data_time: 0.0322 memory: 52499 grad_norm: 30.6726 loss: 1.1510 top1_acc: 0.6562 top5_acc: 0.6875 loss_cls: 1.1510 2023/02/17 10:06:17 - mmengine - INFO - Epoch(train) [49][1600/2119] lr: 1.3420e-06 eta: 4:45:03 time: 1.2450 data_time: 0.0362 memory: 52499 grad_norm: 30.8047 loss: 1.1382 top1_acc: 0.6562 top5_acc: 0.8438 loss_cls: 1.1382 2023/02/17 10:08:23 - mmengine - INFO - Epoch(train) [49][1700/2119] lr: 1.3370e-06 eta: 4:42:54 time: 1.2450 data_time: 0.0306 memory: 52499 grad_norm: 31.0873 loss: 1.1435 top1_acc: 0.7188 top5_acc: 0.8125 loss_cls: 1.1435 2023/02/17 10:10:31 - mmengine - INFO - Epoch(train) [49][1800/2119] lr: 1.3319e-06 eta: 4:40:44 time: 1.2470 data_time: 0.0890 memory: 52499 grad_norm: 30.0618 loss: 1.2330 top1_acc: 0.5000 top5_acc: 0.7812 loss_cls: 1.2330 2023/02/17 10:12:40 - mmengine - INFO - Epoch(train) [49][1900/2119] lr: 1.3269e-06 eta: 4:38:35 time: 1.3260 data_time: 0.0348 memory: 52499 grad_norm: 31.3475 loss: 1.1509 top1_acc: 0.7188 top5_acc: 0.9062 loss_cls: 1.1509 2023/02/17 10:14:49 - mmengine - INFO - Epoch(train) [49][2000/2119] lr: 1.3219e-06 eta: 4:36:26 time: 1.3747 data_time: 0.0301 memory: 52499 grad_norm: 30.3690 loss: 1.3233 top1_acc: 0.5938 top5_acc: 0.7812 loss_cls: 1.3233 2023/02/17 10:16:57 - mmengine - INFO - Epoch(train) [49][2100/2119] lr: 1.3170e-06 eta: 4:34:16 time: 1.3327 data_time: 0.0352 memory: 52499 grad_norm: 30.3370 loss: 1.1521 top1_acc: 0.3750 top5_acc: 0.6875 loss_cls: 1.1521 2023/02/17 10:17:18 - mmengine - INFO - Exp name: uniformerv2-base-p16-res224_clip_u8_kinetics700-rgb_20230215_191951 2023/02/17 10:17:18 - mmengine - INFO - Epoch(train) [49][2119/2119] lr: 1.3161e-06 eta: 4:33:52 time: 1.1080 data_time: 0.0229 memory: 52499 grad_norm: 30.9664 loss: 1.3310 top1_acc: 0.4211 top5_acc: 0.8421 loss_cls: 1.3310 2023/02/17 10:17:41 - mmengine - INFO - Epoch(val) [49][100/545] eta: 0:01:40 time: 0.2509 data_time: 0.1705 memory: 2893 2023/02/17 10:18:02 - mmengine - INFO - Epoch(val) [49][200/545] eta: 0:01:14 time: 0.2040 data_time: 0.1247 memory: 2893 2023/02/17 10:18:23 - mmengine - INFO - Epoch(val) [49][300/545] eta: 0:00:52 time: 0.2390 data_time: 0.1583 memory: 2893 2023/02/17 10:18:42 - mmengine - INFO - Epoch(val) [49][400/545] eta: 0:00:30 time: 0.1633 data_time: 0.0835 memory: 2893 2023/02/17 10:19:03 - mmengine - INFO - Epoch(val) [49][500/545] eta: 0:00:09 time: 0.2107 data_time: 0.1309 memory: 2893 2023/02/17 10:19:17 - mmengine - INFO - Epoch(val) [49][545/545] acc/top1: 0.7393 acc/top5: 0.9161 acc/mean1: 0.7392 2023/02/17 10:19:17 - mmengine - INFO - The previous best checkpoint /mnt/petrelfs/lilin/Repos/mmact_dev/mmaction2/work_dirs/uniformer_train/uniformerv2-base-p16-res224_clip_u8_kinetics700-rgb/best_acc/top1_epoch_46.pth is removed 2023/02/17 10:19:19 - mmengine - INFO - The best checkpoint with 0.7393 acc/top1 at 49 epoch is saved to best_acc/top1_epoch_49.pth. 2023/02/17 10:21:36 - mmengine - INFO - Epoch(train) [50][ 100/2119] lr: 1.3112e-06 eta: 4:31:43 time: 1.3236 data_time: 0.1327 memory: 52499 grad_norm: 30.8296 loss: 1.0731 top1_acc: 0.7812 top5_acc: 0.9062 loss_cls: 1.0731 2023/02/17 10:23:03 - mmengine - INFO - Exp name: uniformerv2-base-p16-res224_clip_u8_kinetics700-rgb_20230215_191951 2023/02/17 10:23:43 - mmengine - INFO - Epoch(train) [50][ 200/2119] lr: 1.3063e-06 eta: 4:29:34 time: 1.3046 data_time: 0.0948 memory: 52499 grad_norm: 30.1576 loss: 1.2059 top1_acc: 0.5938 top5_acc: 0.8125 loss_cls: 1.2059 2023/02/17 10:25:51 - mmengine - INFO - Epoch(train) [50][ 300/2119] lr: 1.3015e-06 eta: 4:27:24 time: 1.3309 data_time: 0.0305 memory: 52499 grad_norm: 30.7263 loss: 1.2470 top1_acc: 0.9062 top5_acc: 0.9688 loss_cls: 1.2470 2023/02/17 10:27:57 - mmengine - INFO - Epoch(train) [50][ 400/2119] lr: 1.2967e-06 eta: 4:25:15 time: 1.2153 data_time: 0.0381 memory: 52499 grad_norm: 30.6344 loss: 1.1066 top1_acc: 0.8438 top5_acc: 0.9688 loss_cls: 1.1066 2023/02/17 10:30:05 - mmengine - INFO - Epoch(train) [50][ 500/2119] lr: 1.2920e-06 eta: 4:23:05 time: 1.2771 data_time: 0.0332 memory: 52499 grad_norm: 30.3665 loss: 1.1051 top1_acc: 0.7188 top5_acc: 0.8438 loss_cls: 1.1051 2023/02/17 10:32:13 - mmengine - INFO - Epoch(train) [50][ 600/2119] lr: 1.2872e-06 eta: 4:20:56 time: 1.2736 data_time: 0.0361 memory: 52499 grad_norm: 31.2075 loss: 1.2124 top1_acc: 0.7500 top5_acc: 0.9375 loss_cls: 1.2124 2023/02/17 10:34:21 - mmengine - INFO - Epoch(train) [50][ 700/2119] lr: 1.2826e-06 eta: 4:18:46 time: 1.3441 data_time: 0.0347 memory: 52499 grad_norm: 31.5811 loss: 1.1903 top1_acc: 0.6250 top5_acc: 0.8125 loss_cls: 1.1903 2023/02/17 10:36:30 - mmengine - INFO - Epoch(train) [50][ 800/2119] lr: 1.2779e-06 eta: 4:16:37 time: 1.3302 data_time: 0.0316 memory: 52499 grad_norm: 31.4036 loss: 1.2100 top1_acc: 0.7188 top5_acc: 0.8750 loss_cls: 1.2100 2023/02/17 10:38:39 - mmengine - INFO - Epoch(train) [50][ 900/2119] lr: 1.2733e-06 eta: 4:14:28 time: 1.3763 data_time: 0.0932 memory: 52499 grad_norm: 30.9079 loss: 1.2394 top1_acc: 0.6562 top5_acc: 0.9375 loss_cls: 1.2394 2023/02/17 10:40:45 - mmengine - INFO - Epoch(train) [50][1000/2119] lr: 1.2688e-06 eta: 4:12:18 time: 1.2679 data_time: 0.0302 memory: 52499 grad_norm: 30.2229 loss: 1.2282 top1_acc: 0.8438 top5_acc: 0.9688 loss_cls: 1.2282 2023/02/17 10:42:54 - mmengine - INFO - Epoch(train) [50][1100/2119] lr: 1.2643e-06 eta: 4:10:09 time: 1.3684 data_time: 0.0371 memory: 52499 grad_norm: 31.1351 loss: 1.1324 top1_acc: 0.7188 top5_acc: 0.8438 loss_cls: 1.1324 2023/02/17 10:44:19 - mmengine - INFO - Exp name: uniformerv2-base-p16-res224_clip_u8_kinetics700-rgb_20230215_191951 2023/02/17 10:44:59 - mmengine - INFO - Epoch(train) [50][1200/2119] lr: 1.2598e-06 eta: 4:07:59 time: 1.2251 data_time: 0.0332 memory: 52499 grad_norm: 30.6793 loss: 1.1834 top1_acc: 0.7500 top5_acc: 0.8750 loss_cls: 1.1834 2023/02/17 10:47:07 - mmengine - INFO - Epoch(train) [50][1300/2119] lr: 1.2553e-06 eta: 4:05:50 time: 1.3043 data_time: 0.0371 memory: 52499 grad_norm: 30.7757 loss: 1.1221 top1_acc: 0.6562 top5_acc: 0.8750 loss_cls: 1.1221 2023/02/17 10:49:18 - mmengine - INFO - Epoch(train) [50][1400/2119] lr: 1.2509e-06 eta: 4:03:41 time: 1.2228 data_time: 0.0375 memory: 52499 grad_norm: 31.4429 loss: 1.2303 top1_acc: 0.6875 top5_acc: 0.7812 loss_cls: 1.2303 2023/02/17 10:51:26 - mmengine - INFO - Epoch(train) [50][1500/2119] lr: 1.2465e-06 eta: 4:01:32 time: 1.2591 data_time: 0.0337 memory: 52499 grad_norm: 31.4705 loss: 1.2974 top1_acc: 0.6250 top5_acc: 0.9062 loss_cls: 1.2974 2023/02/17 10:53:32 - mmengine - INFO - Epoch(train) [50][1600/2119] lr: 1.2422e-06 eta: 3:59:22 time: 1.2721 data_time: 0.0325 memory: 52499 grad_norm: 31.1705 loss: 1.2233 top1_acc: 0.8125 top5_acc: 0.8750 loss_cls: 1.2233 2023/02/17 10:55:46 - mmengine - INFO - Epoch(train) [50][1700/2119] lr: 1.2379e-06 eta: 3:57:13 time: 1.4593 data_time: 0.0333 memory: 52499 grad_norm: 30.5666 loss: 1.1188 top1_acc: 0.7812 top5_acc: 0.9375 loss_cls: 1.1188 2023/02/17 10:57:53 - mmengine - INFO - Epoch(train) [50][1800/2119] lr: 1.2336e-06 eta: 3:55:04 time: 1.2440 data_time: 0.0331 memory: 52499 grad_norm: 30.2970 loss: 1.0881 top1_acc: 0.7188 top5_acc: 0.8438 loss_cls: 1.0881 2023/02/17 11:00:03 - mmengine - INFO - Epoch(train) [50][1900/2119] lr: 1.2294e-06 eta: 3:52:55 time: 1.3303 data_time: 0.0447 memory: 52499 grad_norm: 31.0278 loss: 1.2156 top1_acc: 0.6250 top5_acc: 0.9062 loss_cls: 1.2156 2023/02/17 11:02:09 - mmengine - INFO - Epoch(train) [50][2000/2119] lr: 1.2252e-06 eta: 3:50:45 time: 1.2335 data_time: 0.0347 memory: 52499 grad_norm: 30.5338 loss: 1.3771 top1_acc: 0.6562 top5_acc: 0.8125 loss_cls: 1.3771 2023/02/17 11:04:16 - mmengine - INFO - Epoch(train) [50][2100/2119] lr: 1.2211e-06 eta: 3:48:36 time: 1.3078 data_time: 0.0343 memory: 52499 grad_norm: 30.9895 loss: 1.1329 top1_acc: 0.6875 top5_acc: 0.9062 loss_cls: 1.1329 2023/02/17 11:04:37 - mmengine - INFO - Exp name: uniformerv2-base-p16-res224_clip_u8_kinetics700-rgb_20230215_191951 2023/02/17 11:04:37 - mmengine - INFO - Epoch(train) [50][2119/2119] lr: 1.2203e-06 eta: 3:48:11 time: 1.1220 data_time: 0.0398 memory: 52499 grad_norm: 30.0949 loss: 1.1272 top1_acc: 0.6842 top5_acc: 0.8421 loss_cls: 1.1272 2023/02/17 11:05:00 - mmengine - INFO - Epoch(val) [50][100/545] eta: 0:01:42 time: 0.2480 data_time: 0.1680 memory: 2893 2023/02/17 11:05:20 - mmengine - INFO - Epoch(val) [50][200/545] eta: 0:01:13 time: 0.1813 data_time: 0.1017 memory: 2893 2023/02/17 11:05:41 - mmengine - INFO - Epoch(val) [50][300/545] eta: 0:00:51 time: 0.2352 data_time: 0.1556 memory: 2893 2023/02/17 11:06:00 - mmengine - INFO - Epoch(val) [50][400/545] eta: 0:00:30 time: 0.1576 data_time: 0.0778 memory: 2893 2023/02/17 11:06:22 - mmengine - INFO - Epoch(val) [50][500/545] eta: 0:00:09 time: 0.1985 data_time: 0.1190 memory: 2893 2023/02/17 11:06:35 - mmengine - INFO - Epoch(val) [50][545/545] acc/top1: 0.7374 acc/top5: 0.9159 acc/mean1: 0.7373 2023/02/17 11:07:52 - mmengine - INFO - Exp name: uniformerv2-base-p16-res224_clip_u8_kinetics700-rgb_20230215_191951 2023/02/17 11:08:56 - mmengine - INFO - Epoch(train) [51][ 100/2119] lr: 1.2162e-06 eta: 3:46:03 time: 1.3117 data_time: 0.0376 memory: 52499 grad_norm: 30.7551 loss: 1.1643 top1_acc: 0.7500 top5_acc: 0.7812 loss_cls: 1.1643 2023/02/17 11:11:04 - mmengine - INFO - Epoch(train) [51][ 200/2119] lr: 1.2121e-06 eta: 3:43:53 time: 1.2137 data_time: 0.0295 memory: 52499 grad_norm: 31.1076 loss: 1.1356 top1_acc: 0.7812 top5_acc: 0.8438 loss_cls: 1.1356 2023/02/17 11:13:13 - mmengine - INFO - Epoch(train) [51][ 300/2119] lr: 1.2081e-06 eta: 3:41:44 time: 1.3022 data_time: 0.0423 memory: 52499 grad_norm: 30.6883 loss: 1.0640 top1_acc: 0.7500 top5_acc: 0.8750 loss_cls: 1.0640 2023/02/17 11:15:21 - mmengine - INFO - Epoch(train) [51][ 400/2119] lr: 1.2041e-06 eta: 3:39:35 time: 1.1928 data_time: 0.0329 memory: 52499 grad_norm: 31.1470 loss: 1.2391 top1_acc: 0.6875 top5_acc: 0.8125 loss_cls: 1.2391 2023/02/17 11:17:30 - mmengine - INFO - Epoch(train) [51][ 500/2119] lr: 1.2001e-06 eta: 3:37:25 time: 1.2759 data_time: 0.0346 memory: 52499 grad_norm: 31.6584 loss: 1.0654 top1_acc: 0.7188 top5_acc: 0.7812 loss_cls: 1.0654 2023/02/17 11:19:36 - mmengine - INFO - Epoch(train) [51][ 600/2119] lr: 1.1962e-06 eta: 3:35:16 time: 1.2440 data_time: 0.0330 memory: 52499 grad_norm: 30.6828 loss: 1.0938 top1_acc: 0.8125 top5_acc: 0.9375 loss_cls: 1.0938 2023/02/17 11:21:42 - mmengine - INFO - Epoch(train) [51][ 700/2119] lr: 1.1923e-06 eta: 3:33:06 time: 1.3047 data_time: 0.0323 memory: 52499 grad_norm: 31.7185 loss: 1.1988 top1_acc: 0.6562 top5_acc: 0.8750 loss_cls: 1.1988 2023/02/17 11:23:56 - mmengine - INFO - Epoch(train) [51][ 800/2119] lr: 1.1885e-06 eta: 3:30:58 time: 1.2891 data_time: 0.0315 memory: 52499 grad_norm: 31.6782 loss: 1.0663 top1_acc: 0.6875 top5_acc: 0.8438 loss_cls: 1.0663 2023/02/17 11:26:06 - mmengine - INFO - Epoch(train) [51][ 900/2119] lr: 1.1847e-06 eta: 3:28:48 time: 1.3700 data_time: 0.0331 memory: 52499 grad_norm: 30.4292 loss: 1.0683 top1_acc: 0.8438 top5_acc: 0.9688 loss_cls: 1.0683 2023/02/17 11:28:15 - mmengine - INFO - Epoch(train) [51][1000/2119] lr: 1.1809e-06 eta: 3:26:39 time: 1.3048 data_time: 0.0310 memory: 52499 grad_norm: 30.8581 loss: 1.2984 top1_acc: 0.6562 top5_acc: 0.7188 loss_cls: 1.2984 2023/02/17 11:29:19 - mmengine - INFO - Exp name: uniformerv2-base-p16-res224_clip_u8_kinetics700-rgb_20230215_191951 2023/02/17 11:30:32 - mmengine - INFO - Epoch(train) [51][1100/2119] lr: 1.1772e-06 eta: 3:24:31 time: 1.3585 data_time: 0.0353 memory: 52499 grad_norm: 30.5735 loss: 1.1666 top1_acc: 0.7188 top5_acc: 0.8750 loss_cls: 1.1666 2023/02/17 11:32:38 - mmengine - INFO - Epoch(train) [51][1200/2119] lr: 1.1735e-06 eta: 3:22:21 time: 1.2609 data_time: 0.0375 memory: 52499 grad_norm: 31.7550 loss: 1.2840 top1_acc: 0.6562 top5_acc: 0.9062 loss_cls: 1.2840 2023/02/17 11:34:44 - mmengine - INFO - Epoch(train) [51][1300/2119] lr: 1.1699e-06 eta: 3:20:11 time: 1.2078 data_time: 0.0283 memory: 52499 grad_norm: 30.5880 loss: 1.0698 top1_acc: 0.7812 top5_acc: 0.9375 loss_cls: 1.0698 2023/02/17 11:36:53 - mmengine - INFO - Epoch(train) [51][1400/2119] lr: 1.1663e-06 eta: 3:18:02 time: 1.3120 data_time: 0.0380 memory: 52499 grad_norm: 30.7673 loss: 1.1310 top1_acc: 0.7812 top5_acc: 0.9375 loss_cls: 1.1310 2023/02/17 11:39:03 - mmengine - INFO - Epoch(train) [51][1500/2119] lr: 1.1627e-06 eta: 3:15:53 time: 1.3417 data_time: 0.0343 memory: 52499 grad_norm: 30.8953 loss: 1.2683 top1_acc: 0.7188 top5_acc: 0.8438 loss_cls: 1.2683 2023/02/17 11:41:11 - mmengine - INFO - Epoch(train) [51][1600/2119] lr: 1.1591e-06 eta: 3:13:44 time: 1.2514 data_time: 0.0348 memory: 52499 grad_norm: 30.1274 loss: 1.2740 top1_acc: 0.7500 top5_acc: 0.9375 loss_cls: 1.2740 2023/02/17 11:43:16 - mmengine - INFO - Epoch(train) [51][1700/2119] lr: 1.1557e-06 eta: 3:11:34 time: 1.2400 data_time: 0.0997 memory: 52499 grad_norm: 31.4072 loss: 1.2109 top1_acc: 0.6875 top5_acc: 0.9375 loss_cls: 1.2109 2023/02/17 11:45:24 - mmengine - INFO - Epoch(train) [51][1800/2119] lr: 1.1522e-06 eta: 3:09:25 time: 1.3242 data_time: 0.1203 memory: 52499 grad_norm: 30.3158 loss: 1.1690 top1_acc: 0.7812 top5_acc: 0.8438 loss_cls: 1.1690 2023/02/17 11:47:33 - mmengine - INFO - Epoch(train) [51][1900/2119] lr: 1.1488e-06 eta: 3:07:16 time: 1.3422 data_time: 0.2125 memory: 52499 grad_norm: 30.2018 loss: 1.0935 top1_acc: 0.6562 top5_acc: 0.9062 loss_cls: 1.0935 2023/02/17 11:49:41 - mmengine - INFO - Epoch(train) [51][2000/2119] lr: 1.1454e-06 eta: 3:05:06 time: 1.3153 data_time: 0.0699 memory: 52499 grad_norm: 31.3108 loss: 1.2294 top1_acc: 0.8125 top5_acc: 0.9375 loss_cls: 1.2294 2023/02/17 11:50:45 - mmengine - INFO - Exp name: uniformerv2-base-p16-res224_clip_u8_kinetics700-rgb_20230215_191951 2023/02/17 11:51:51 - mmengine - INFO - Epoch(train) [51][2100/2119] lr: 1.1420e-06 eta: 3:02:57 time: 1.2744 data_time: 0.0294 memory: 52499 grad_norm: 31.7374 loss: 1.1838 top1_acc: 0.8125 top5_acc: 0.9688 loss_cls: 1.1838 2023/02/17 11:52:13 - mmengine - INFO - Exp name: uniformerv2-base-p16-res224_clip_u8_kinetics700-rgb_20230215_191951 2023/02/17 11:52:13 - mmengine - INFO - Epoch(train) [51][2119/2119] lr: 1.1414e-06 eta: 3:02:32 time: 1.1730 data_time: 0.0230 memory: 52499 grad_norm: 31.3511 loss: 1.1744 top1_acc: 0.8421 top5_acc: 0.8947 loss_cls: 1.1744 2023/02/17 11:52:13 - mmengine - INFO - Saving checkpoint at 51 epochs 2023/02/17 11:52:40 - mmengine - INFO - Epoch(val) [51][100/545] eta: 0:01:40 time: 0.2688 data_time: 0.1892 memory: 2893 2023/02/17 11:53:00 - mmengine - INFO - Epoch(val) [51][200/545] eta: 0:01:13 time: 0.2185 data_time: 0.1387 memory: 2893 2023/02/17 11:53:22 - mmengine - INFO - Epoch(val) [51][300/545] eta: 0:00:52 time: 0.2408 data_time: 0.1604 memory: 2893 2023/02/17 11:53:41 - mmengine - INFO - Epoch(val) [51][400/545] eta: 0:00:30 time: 0.1613 data_time: 0.0803 memory: 2893 2023/02/17 11:54:03 - mmengine - INFO - Epoch(val) [51][500/545] eta: 0:00:09 time: 0.2051 data_time: 0.1246 memory: 2893 2023/02/17 11:54:14 - mmengine - INFO - Epoch(val) [51][545/545] acc/top1: 0.7388 acc/top5: 0.9159 acc/mean1: 0.7388 2023/02/17 11:56:34 - mmengine - INFO - Epoch(train) [52][ 100/2119] lr: 1.1381e-06 eta: 3:00:24 time: 1.3887 data_time: 0.0399 memory: 52499 grad_norm: 31.3358 loss: 1.1376 top1_acc: 0.7188 top5_acc: 0.9375 loss_cls: 1.1376 2023/02/17 11:58:44 - mmengine - INFO - Epoch(train) [52][ 200/2119] lr: 1.1348e-06 eta: 2:58:15 time: 1.2989 data_time: 0.0301 memory: 52499 grad_norm: 30.6044 loss: 1.2728 top1_acc: 0.8750 top5_acc: 0.9375 loss_cls: 1.2728 2023/02/17 12:00:56 - mmengine - INFO - Epoch(train) [52][ 300/2119] lr: 1.1316e-06 eta: 2:56:06 time: 1.3351 data_time: 0.0353 memory: 52499 grad_norm: 31.0441 loss: 1.1048 top1_acc: 0.7812 top5_acc: 0.9062 loss_cls: 1.1048 2023/02/17 12:03:03 - mmengine - INFO - Epoch(train) [52][ 400/2119] lr: 1.1284e-06 eta: 2:53:56 time: 1.2342 data_time: 0.0424 memory: 52499 grad_norm: 30.9179 loss: 1.1840 top1_acc: 0.7812 top5_acc: 0.9062 loss_cls: 1.1840 2023/02/17 12:05:11 - mmengine - INFO - Epoch(train) [52][ 500/2119] lr: 1.1253e-06 eta: 2:51:47 time: 1.2441 data_time: 0.0338 memory: 52499 grad_norm: 31.0910 loss: 1.1573 top1_acc: 0.7500 top5_acc: 0.9062 loss_cls: 1.1573 2023/02/17 12:07:21 - mmengine - INFO - Epoch(train) [52][ 600/2119] lr: 1.1222e-06 eta: 2:49:38 time: 1.2694 data_time: 0.0350 memory: 52499 grad_norm: 30.8424 loss: 1.1461 top1_acc: 0.7500 top5_acc: 0.8750 loss_cls: 1.1461 2023/02/17 12:09:26 - mmengine - INFO - Epoch(train) [52][ 700/2119] lr: 1.1191e-06 eta: 2:47:28 time: 1.2223 data_time: 0.0358 memory: 52499 grad_norm: 30.5340 loss: 1.1457 top1_acc: 0.7188 top5_acc: 0.8125 loss_cls: 1.1457 2023/02/17 12:11:35 - mmengine - INFO - Epoch(train) [52][ 800/2119] lr: 1.1161e-06 eta: 2:45:19 time: 1.2816 data_time: 0.0335 memory: 52499 grad_norm: 30.5796 loss: 1.0931 top1_acc: 0.7500 top5_acc: 0.9062 loss_cls: 1.0931 2023/02/17 12:13:43 - mmengine - INFO - Epoch(train) [52][ 900/2119] lr: 1.1131e-06 eta: 2:43:10 time: 1.2695 data_time: 0.0355 memory: 52499 grad_norm: 31.0790 loss: 1.2929 top1_acc: 0.6562 top5_acc: 0.8750 loss_cls: 1.2929 2023/02/17 12:14:22 - mmengine - INFO - Exp name: uniformerv2-base-p16-res224_clip_u8_kinetics700-rgb_20230215_191951 2023/02/17 12:15:51 - mmengine - INFO - Epoch(train) [52][1000/2119] lr: 1.1101e-06 eta: 2:41:00 time: 1.3117 data_time: 0.0340 memory: 52499 grad_norm: 31.1293 loss: 1.2811 top1_acc: 0.6875 top5_acc: 0.9062 loss_cls: 1.2811 2023/02/17 12:18:01 - mmengine - INFO - Epoch(train) [52][1100/2119] lr: 1.1072e-06 eta: 2:38:51 time: 1.3838 data_time: 0.0343 memory: 52499 grad_norm: 30.1641 loss: 1.2909 top1_acc: 0.7812 top5_acc: 0.9375 loss_cls: 1.2909 2023/02/17 12:20:10 - mmengine - INFO - Epoch(train) [52][1200/2119] lr: 1.1044e-06 eta: 2:36:42 time: 1.2263 data_time: 0.0397 memory: 52499 grad_norm: 30.4757 loss: 1.1437 top1_acc: 0.6875 top5_acc: 0.8125 loss_cls: 1.1437 2023/02/17 12:22:18 - mmengine - INFO - Epoch(train) [52][1300/2119] lr: 1.1015e-06 eta: 2:34:33 time: 1.2566 data_time: 0.0321 memory: 52499 grad_norm: 31.1558 loss: 1.0620 top1_acc: 0.7500 top5_acc: 0.9062 loss_cls: 1.0620 2023/02/17 12:24:27 - mmengine - INFO - Epoch(train) [52][1400/2119] lr: 1.0987e-06 eta: 2:32:23 time: 1.2961 data_time: 0.0326 memory: 52499 grad_norm: 30.8185 loss: 1.3115 top1_acc: 0.6250 top5_acc: 0.8125 loss_cls: 1.3115 2023/02/17 12:26:30 - mmengine - INFO - Epoch(train) [52][1500/2119] lr: 1.0960e-06 eta: 2:30:14 time: 1.2659 data_time: 0.0334 memory: 52499 grad_norm: 30.8942 loss: 1.2376 top1_acc: 0.6562 top5_acc: 0.8750 loss_cls: 1.2376 2023/02/17 12:28:39 - mmengine - INFO - Epoch(train) [52][1600/2119] lr: 1.0932e-06 eta: 2:28:05 time: 1.2791 data_time: 0.0326 memory: 52499 grad_norm: 30.7876 loss: 1.1504 top1_acc: 0.7812 top5_acc: 0.9375 loss_cls: 1.1504 2023/02/17 12:30:48 - mmengine - INFO - Epoch(train) [52][1700/2119] lr: 1.0906e-06 eta: 2:25:55 time: 1.2516 data_time: 0.0326 memory: 52499 grad_norm: 31.2949 loss: 1.1739 top1_acc: 0.7812 top5_acc: 0.8750 loss_cls: 1.1739 2023/02/17 12:32:57 - mmengine - INFO - Epoch(train) [52][1800/2119] lr: 1.0879e-06 eta: 2:23:46 time: 1.2610 data_time: 0.0363 memory: 52499 grad_norm: 31.4250 loss: 0.9762 top1_acc: 0.5312 top5_acc: 0.7188 loss_cls: 0.9762 2023/02/17 12:35:04 - mmengine - INFO - Epoch(train) [52][1900/2119] lr: 1.0853e-06 eta: 2:21:37 time: 1.2894 data_time: 0.0355 memory: 52499 grad_norm: 30.4575 loss: 1.1842 top1_acc: 0.7188 top5_acc: 0.8125 loss_cls: 1.1842 2023/02/17 12:35:44 - mmengine - INFO - Exp name: uniformerv2-base-p16-res224_clip_u8_kinetics700-rgb_20230215_191951 2023/02/17 12:37:11 - mmengine - INFO - Epoch(train) [52][2000/2119] lr: 1.0827e-06 eta: 2:19:27 time: 1.2189 data_time: 0.0330 memory: 52499 grad_norm: 30.9215 loss: 1.2157 top1_acc: 0.6562 top5_acc: 0.7812 loss_cls: 1.2157 2023/02/17 12:39:20 - mmengine - INFO - Epoch(train) [52][2100/2119] lr: 1.0802e-06 eta: 2:17:18 time: 1.3130 data_time: 0.0327 memory: 52499 grad_norm: 31.1501 loss: 1.2228 top1_acc: 0.6562 top5_acc: 0.9688 loss_cls: 1.2228 2023/02/17 12:39:42 - mmengine - INFO - Exp name: uniformerv2-base-p16-res224_clip_u8_kinetics700-rgb_20230215_191951 2023/02/17 12:39:42 - mmengine - INFO - Epoch(train) [52][2119/2119] lr: 1.0797e-06 eta: 2:16:53 time: 1.1159 data_time: 0.0247 memory: 52499 grad_norm: 31.2589 loss: 1.1203 top1_acc: 0.6316 top5_acc: 0.8421 loss_cls: 1.1203 2023/02/17 12:40:04 - mmengine - INFO - Epoch(val) [52][100/545] eta: 0:01:40 time: 0.2578 data_time: 0.1785 memory: 2893 2023/02/17 12:40:25 - mmengine - INFO - Epoch(val) [52][200/545] eta: 0:01:14 time: 0.2122 data_time: 0.1323 memory: 2893 2023/02/17 12:40:46 - mmengine - INFO - Epoch(val) [52][300/545] eta: 0:00:52 time: 0.2403 data_time: 0.1599 memory: 2893 2023/02/17 12:41:06 - mmengine - INFO - Epoch(val) [52][400/545] eta: 0:00:30 time: 0.1632 data_time: 0.0828 memory: 2893 2023/02/17 12:41:27 - mmengine - INFO - Epoch(val) [52][500/545] eta: 0:00:09 time: 0.2010 data_time: 0.1215 memory: 2893 2023/02/17 12:41:39 - mmengine - INFO - Epoch(val) [52][545/545] acc/top1: 0.7387 acc/top5: 0.9168 acc/mean1: 0.7387 2023/02/17 12:43:59 - mmengine - INFO - Epoch(train) [53][ 100/2119] lr: 1.0773e-06 eta: 2:14:45 time: 1.3512 data_time: 0.0374 memory: 52499 grad_norm: 31.3350 loss: 1.2057 top1_acc: 0.5625 top5_acc: 0.7188 loss_cls: 1.2057 2023/02/17 12:46:06 - mmengine - INFO - Epoch(train) [53][ 200/2119] lr: 1.0748e-06 eta: 2:12:35 time: 1.2265 data_time: 0.0309 memory: 52499 grad_norm: 30.3516 loss: 1.0928 top1_acc: 0.7500 top5_acc: 0.9375 loss_cls: 1.0928 2023/02/17 12:48:14 - mmengine - INFO - Epoch(train) [53][ 300/2119] lr: 1.0724e-06 eta: 2:10:26 time: 1.3689 data_time: 0.0356 memory: 52499 grad_norm: 29.9690 loss: 1.1716 top1_acc: 0.7188 top5_acc: 0.9062 loss_cls: 1.1716 2023/02/17 12:50:29 - mmengine - INFO - Epoch(train) [53][ 400/2119] lr: 1.0700e-06 eta: 2:08:17 time: 1.3064 data_time: 0.0339 memory: 52499 grad_norm: 31.0838 loss: 1.1220 top1_acc: 0.7812 top5_acc: 0.8438 loss_cls: 1.1220 2023/02/17 12:52:37 - mmengine - INFO - Epoch(train) [53][ 500/2119] lr: 1.0677e-06 eta: 2:06:08 time: 1.3245 data_time: 0.0346 memory: 52499 grad_norm: 31.0385 loss: 1.2189 top1_acc: 0.8125 top5_acc: 0.9062 loss_cls: 1.2189 2023/02/17 12:54:46 - mmengine - INFO - Epoch(train) [53][ 600/2119] lr: 1.0654e-06 eta: 2:03:59 time: 1.3007 data_time: 0.0331 memory: 52499 grad_norm: 31.2494 loss: 1.2050 top1_acc: 0.8125 top5_acc: 0.9062 loss_cls: 1.2050 2023/02/17 12:56:54 - mmengine - INFO - Epoch(train) [53][ 700/2119] lr: 1.0632e-06 eta: 2:01:49 time: 1.2588 data_time: 0.0409 memory: 52499 grad_norm: 30.5684 loss: 1.2337 top1_acc: 0.7500 top5_acc: 0.9062 loss_cls: 1.2337 2023/02/17 12:58:57 - mmengine - INFO - Epoch(train) [53][ 800/2119] lr: 1.0610e-06 eta: 1:59:40 time: 1.1842 data_time: 0.0356 memory: 52499 grad_norm: 31.5854 loss: 1.1538 top1_acc: 0.7188 top5_acc: 0.9375 loss_cls: 1.1538 2023/02/17 12:59:14 - mmengine - INFO - Exp name: uniformerv2-base-p16-res224_clip_u8_kinetics700-rgb_20230215_191951 2023/02/17 13:01:07 - mmengine - INFO - Epoch(train) [53][ 900/2119] lr: 1.0588e-06 eta: 1:57:31 time: 1.2841 data_time: 0.0345 memory: 52499 grad_norm: 31.0679 loss: 1.1574 top1_acc: 0.7188 top5_acc: 0.8750 loss_cls: 1.1574 2023/02/17 13:03:17 - mmengine - INFO - Epoch(train) [53][1000/2119] lr: 1.0567e-06 eta: 1:55:22 time: 1.2926 data_time: 0.0320 memory: 52499 grad_norm: 31.1805 loss: 1.1227 top1_acc: 0.7500 top5_acc: 0.8438 loss_cls: 1.1227 2023/02/17 13:05:27 - mmengine - INFO - Epoch(train) [53][1100/2119] lr: 1.0546e-06 eta: 1:53:12 time: 1.3263 data_time: 0.0323 memory: 52499 grad_norm: 31.3444 loss: 1.1115 top1_acc: 0.6250 top5_acc: 0.8125 loss_cls: 1.1115 2023/02/17 13:07:34 - mmengine - INFO - Epoch(train) [53][1200/2119] lr: 1.0525e-06 eta: 1:51:03 time: 1.2638 data_time: 0.0444 memory: 52499 grad_norm: 31.0100 loss: 1.2409 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 1.2409 2023/02/17 13:09:39 - mmengine - INFO - Epoch(train) [53][1300/2119] lr: 1.0505e-06 eta: 1:48:54 time: 1.2824 data_time: 0.0340 memory: 52499 grad_norm: 31.5921 loss: 1.1013 top1_acc: 0.7500 top5_acc: 0.9375 loss_cls: 1.1013 2023/02/17 13:11:46 - mmengine - INFO - Epoch(train) [53][1400/2119] lr: 1.0485e-06 eta: 1:46:44 time: 1.2544 data_time: 0.0373 memory: 52499 grad_norm: 31.2551 loss: 1.1966 top1_acc: 0.7812 top5_acc: 0.9688 loss_cls: 1.1966 2023/02/17 13:13:55 - mmengine - INFO - Epoch(train) [53][1500/2119] lr: 1.0466e-06 eta: 1:44:35 time: 1.2891 data_time: 0.0325 memory: 52499 grad_norm: 30.4497 loss: 1.0955 top1_acc: 0.8125 top5_acc: 0.9375 loss_cls: 1.0955 2023/02/17 13:16:06 - mmengine - INFO - Epoch(train) [53][1600/2119] lr: 1.0447e-06 eta: 1:42:26 time: 1.3721 data_time: 0.1402 memory: 52499 grad_norm: 30.6784 loss: 1.2904 top1_acc: 0.7188 top5_acc: 0.8438 loss_cls: 1.2904 2023/02/17 13:18:14 - mmengine - INFO - Epoch(train) [53][1700/2119] lr: 1.0429e-06 eta: 1:40:17 time: 1.2627 data_time: 0.0965 memory: 52499 grad_norm: 31.2400 loss: 1.1491 top1_acc: 0.7812 top5_acc: 0.9062 loss_cls: 1.1491 2023/02/17 13:20:24 - mmengine - INFO - Epoch(train) [53][1800/2119] lr: 1.0410e-06 eta: 1:38:08 time: 1.2877 data_time: 0.0389 memory: 52499 grad_norm: 30.5174 loss: 1.0214 top1_acc: 0.7500 top5_acc: 0.8750 loss_cls: 1.0214 2023/02/17 13:20:39 - mmengine - INFO - Exp name: uniformerv2-base-p16-res224_clip_u8_kinetics700-rgb_20230215_191951 2023/02/17 13:22:33 - mmengine - INFO - Epoch(train) [53][1900/2119] lr: 1.0393e-06 eta: 1:35:58 time: 1.2993 data_time: 0.1746 memory: 52499 grad_norm: 30.0554 loss: 1.1593 top1_acc: 0.6562 top5_acc: 0.8438 loss_cls: 1.1593 2023/02/17 13:24:39 - mmengine - INFO - Epoch(train) [53][2000/2119] lr: 1.0375e-06 eta: 1:33:49 time: 1.2410 data_time: 0.0371 memory: 52499 grad_norm: 30.9941 loss: 1.3481 top1_acc: 0.6875 top5_acc: 0.8438 loss_cls: 1.3481 2023/02/17 13:26:46 - mmengine - INFO - Epoch(train) [53][2100/2119] lr: 1.0358e-06 eta: 1:31:40 time: 1.3238 data_time: 0.1438 memory: 52499 grad_norm: 31.1257 loss: 1.0727 top1_acc: 0.6562 top5_acc: 0.9062 loss_cls: 1.0727 2023/02/17 13:27:08 - mmengine - INFO - Exp name: uniformerv2-base-p16-res224_clip_u8_kinetics700-rgb_20230215_191951 2023/02/17 13:27:08 - mmengine - INFO - Epoch(train) [53][2119/2119] lr: 1.0355e-06 eta: 1:31:15 time: 1.1380 data_time: 0.0556 memory: 52499 grad_norm: 31.8967 loss: 1.2058 top1_acc: 0.7895 top5_acc: 0.8947 loss_cls: 1.2058 2023/02/17 13:27:31 - mmengine - INFO - Epoch(val) [53][100/545] eta: 0:01:40 time: 0.2570 data_time: 0.1773 memory: 2893 2023/02/17 13:27:51 - mmengine - INFO - Epoch(val) [53][200/545] eta: 0:01:14 time: 0.2291 data_time: 0.1461 memory: 2893 2023/02/17 13:28:12 - mmengine - INFO - Epoch(val) [53][300/545] eta: 0:00:52 time: 0.2303 data_time: 0.1416 memory: 2893 2023/02/17 13:28:32 - mmengine - INFO - Epoch(val) [53][400/545] eta: 0:00:30 time: 0.1640 data_time: 0.0840 memory: 2893 2023/02/17 13:28:53 - mmengine - INFO - Epoch(val) [53][500/545] eta: 0:00:09 time: 0.2135 data_time: 0.1337 memory: 2893 2023/02/17 13:29:06 - mmengine - INFO - Epoch(val) [53][545/545] acc/top1: 0.7390 acc/top5: 0.9172 acc/mean1: 0.7390 2023/02/17 13:31:25 - mmengine - INFO - Epoch(train) [54][ 100/2119] lr: 1.0338e-06 eta: 1:29:06 time: 1.3656 data_time: 0.0851 memory: 52499 grad_norm: 30.7790 loss: 1.1044 top1_acc: 0.8750 top5_acc: 0.9375 loss_cls: 1.1044 2023/02/17 13:33:32 - mmengine - INFO - Epoch(train) [54][ 200/2119] lr: 1.0322e-06 eta: 1:26:57 time: 1.2458 data_time: 0.0309 memory: 52499 grad_norm: 30.2578 loss: 1.0231 top1_acc: 0.8125 top5_acc: 0.9375 loss_cls: 1.0231 2023/02/17 13:35:40 - mmengine - INFO - Epoch(train) [54][ 300/2119] lr: 1.0307e-06 eta: 1:24:48 time: 1.3222 data_time: 0.0389 memory: 52499 grad_norm: 30.8884 loss: 1.0914 top1_acc: 0.8125 top5_acc: 0.8750 loss_cls: 1.0914 2023/02/17 13:37:45 - mmengine - INFO - Epoch(train) [54][ 400/2119] lr: 1.0291e-06 eta: 1:22:38 time: 1.2604 data_time: 0.0310 memory: 52499 grad_norm: 31.2542 loss: 1.2631 top1_acc: 0.7500 top5_acc: 0.9375 loss_cls: 1.2631 2023/02/17 13:39:55 - mmengine - INFO - Epoch(train) [54][ 500/2119] lr: 1.0276e-06 eta: 1:20:29 time: 1.2566 data_time: 0.0367 memory: 52499 grad_norm: 29.8646 loss: 1.2037 top1_acc: 0.7500 top5_acc: 0.9688 loss_cls: 1.2037 2023/02/17 13:42:02 - mmengine - INFO - Epoch(train) [54][ 600/2119] lr: 1.0262e-06 eta: 1:18:20 time: 1.2895 data_time: 0.0296 memory: 52499 grad_norm: 30.9914 loss: 1.2604 top1_acc: 0.7188 top5_acc: 0.9375 loss_cls: 1.2604 2023/02/17 13:44:04 - mmengine - INFO - Exp name: uniformerv2-base-p16-res224_clip_u8_kinetics700-rgb_20230215_191951 2023/02/17 13:44:12 - mmengine - INFO - Epoch(train) [54][ 700/2119] lr: 1.0248e-06 eta: 1:16:11 time: 1.2468 data_time: 0.0359 memory: 52499 grad_norm: 30.6222 loss: 1.1446 top1_acc: 0.7812 top5_acc: 0.8750 loss_cls: 1.1446 2023/02/17 13:46:21 - mmengine - INFO - Epoch(train) [54][ 800/2119] lr: 1.0234e-06 eta: 1:14:01 time: 1.3880 data_time: 0.0343 memory: 52499 grad_norm: 31.0092 loss: 1.2088 top1_acc: 0.7188 top5_acc: 0.8750 loss_cls: 1.2088 2023/02/17 13:48:28 - mmengine - INFO - Epoch(train) [54][ 900/2119] lr: 1.0220e-06 eta: 1:11:52 time: 1.2244 data_time: 0.0358 memory: 52499 grad_norm: 30.8436 loss: 1.2042 top1_acc: 0.5938 top5_acc: 0.7812 loss_cls: 1.2042 2023/02/17 13:50:36 - mmengine - INFO - Epoch(train) [54][1000/2119] lr: 1.0207e-06 eta: 1:09:43 time: 1.2738 data_time: 0.0314 memory: 52499 grad_norm: 31.3381 loss: 1.2445 top1_acc: 0.7188 top5_acc: 0.8750 loss_cls: 1.2445 2023/02/17 13:52:44 - mmengine - INFO - Epoch(train) [54][1100/2119] lr: 1.0195e-06 eta: 1:07:34 time: 1.2697 data_time: 0.0369 memory: 52499 grad_norm: 31.2009 loss: 1.2010 top1_acc: 0.4688 top5_acc: 0.7188 loss_cls: 1.2010 2023/02/17 13:54:51 - mmengine - INFO - Epoch(train) [54][1200/2119] lr: 1.0183e-06 eta: 1:05:24 time: 1.2414 data_time: 0.0297 memory: 52499 grad_norm: 31.7035 loss: 1.1407 top1_acc: 0.6562 top5_acc: 0.7812 loss_cls: 1.1407 2023/02/17 13:56:59 - mmengine - INFO - Epoch(train) [54][1300/2119] lr: 1.0171e-06 eta: 1:03:15 time: 1.2808 data_time: 0.1184 memory: 52499 grad_norm: 30.4656 loss: 1.1967 top1_acc: 0.6875 top5_acc: 0.9062 loss_cls: 1.1967 2023/02/17 13:59:08 - mmengine - INFO - Epoch(train) [54][1400/2119] lr: 1.0159e-06 eta: 1:01:06 time: 1.2112 data_time: 0.0766 memory: 52499 grad_norm: 30.8345 loss: 1.1019 top1_acc: 0.7500 top5_acc: 0.9062 loss_cls: 1.1019 2023/02/17 14:01:17 - mmengine - INFO - Epoch(train) [54][1500/2119] lr: 1.0148e-06 eta: 0:58:57 time: 1.3233 data_time: 0.1879 memory: 52499 grad_norm: 32.4870 loss: 1.2823 top1_acc: 0.6562 top5_acc: 0.8125 loss_cls: 1.2823 2023/02/17 14:03:22 - mmengine - INFO - Epoch(train) [54][1600/2119] lr: 1.0138e-06 eta: 0:56:48 time: 1.1982 data_time: 0.0750 memory: 52499 grad_norm: 31.2402 loss: 1.2541 top1_acc: 0.7188 top5_acc: 0.8750 loss_cls: 1.2541 2023/02/17 14:05:23 - mmengine - INFO - Exp name: uniformerv2-base-p16-res224_clip_u8_kinetics700-rgb_20230215_191951 2023/02/17 14:05:32 - mmengine - INFO - Epoch(train) [54][1700/2119] lr: 1.0127e-06 eta: 0:54:38 time: 1.3083 data_time: 0.1783 memory: 52499 grad_norm: 30.5226 loss: 1.1407 top1_acc: 0.6562 top5_acc: 0.8750 loss_cls: 1.1407 2023/02/17 14:07:41 - mmengine - INFO - Epoch(train) [54][1800/2119] lr: 1.0118e-06 eta: 0:52:29 time: 1.2368 data_time: 0.1029 memory: 52499 grad_norm: 30.0332 loss: 1.1743 top1_acc: 0.6875 top5_acc: 0.8125 loss_cls: 1.1743 2023/02/17 14:09:46 - mmengine - INFO - Epoch(train) [54][1900/2119] lr: 1.0108e-06 eta: 0:50:20 time: 1.3448 data_time: 0.2229 memory: 52499 grad_norm: 31.4235 loss: 1.0597 top1_acc: 0.6250 top5_acc: 0.8125 loss_cls: 1.0597 2023/02/17 14:11:54 - mmengine - INFO - Epoch(train) [54][2000/2119] lr: 1.0099e-06 eta: 0:48:11 time: 1.3117 data_time: 0.0688 memory: 52499 grad_norm: 30.8516 loss: 1.1618 top1_acc: 0.7812 top5_acc: 0.9062 loss_cls: 1.1618 2023/02/17 14:14:02 - mmengine - INFO - Epoch(train) [54][2100/2119] lr: 1.0090e-06 eta: 0:46:01 time: 1.3395 data_time: 0.2040 memory: 52499 grad_norm: 30.9658 loss: 1.1445 top1_acc: 0.6562 top5_acc: 0.8438 loss_cls: 1.1445 2023/02/17 14:14:23 - mmengine - INFO - Exp name: uniformerv2-base-p16-res224_clip_u8_kinetics700-rgb_20230215_191951 2023/02/17 14:14:23 - mmengine - INFO - Epoch(train) [54][2119/2119] lr: 1.0089e-06 eta: 0:45:37 time: 1.1352 data_time: 0.0563 memory: 52499 grad_norm: 31.7684 loss: 1.2271 top1_acc: 0.8421 top5_acc: 1.0000 loss_cls: 1.2271 2023/02/17 14:14:23 - mmengine - INFO - Saving checkpoint at 54 epochs 2023/02/17 14:14:50 - mmengine - INFO - Epoch(val) [54][100/545] eta: 0:01:39 time: 0.2471 data_time: 0.1670 memory: 2893 2023/02/17 14:15:11 - mmengine - INFO - Epoch(val) [54][200/545] eta: 0:01:14 time: 0.2148 data_time: 0.1353 memory: 2893 2023/02/17 14:15:32 - mmengine - INFO - Epoch(val) [54][300/545] eta: 0:00:52 time: 0.2412 data_time: 0.1611 memory: 2893 2023/02/17 14:15:52 - mmengine - INFO - Epoch(val) [54][400/545] eta: 0:00:30 time: 0.1670 data_time: 0.0869 memory: 2893 2023/02/17 14:16:13 - mmengine - INFO - Epoch(val) [54][500/545] eta: 0:00:09 time: 0.2220 data_time: 0.1414 memory: 2893 2023/02/17 14:16:24 - mmengine - INFO - Epoch(val) [54][545/545] acc/top1: 0.7387 acc/top5: 0.9157 acc/mean1: 0.7387 2023/02/17 14:18:44 - mmengine - INFO - Epoch(train) [55][ 100/2119] lr: 1.0081e-06 eta: 0:43:28 time: 1.3930 data_time: 0.0387 memory: 52499 grad_norm: 31.0413 loss: 1.1207 top1_acc: 0.6250 top5_acc: 0.9375 loss_cls: 1.1207 2023/02/17 14:20:51 - mmengine - INFO - Epoch(train) [55][ 200/2119] lr: 1.0073e-06 eta: 0:41:19 time: 1.2296 data_time: 0.0334 memory: 52499 grad_norm: 31.6382 loss: 1.1067 top1_acc: 0.7812 top5_acc: 0.8750 loss_cls: 1.1067 2023/02/17 14:22:57 - mmengine - INFO - Epoch(train) [55][ 300/2119] lr: 1.0066e-06 eta: 0:39:09 time: 1.2089 data_time: 0.0328 memory: 52499 grad_norm: 30.3987 loss: 1.1619 top1_acc: 0.6875 top5_acc: 0.8125 loss_cls: 1.1619 2023/02/17 14:25:07 - mmengine - INFO - Epoch(train) [55][ 400/2119] lr: 1.0059e-06 eta: 0:37:00 time: 1.2798 data_time: 0.0335 memory: 52499 grad_norm: 31.1817 loss: 1.1493 top1_acc: 0.7500 top5_acc: 0.8125 loss_cls: 1.1493 2023/02/17 14:27:14 - mmengine - INFO - Epoch(train) [55][ 500/2119] lr: 1.0052e-06 eta: 0:34:51 time: 1.2918 data_time: 0.0914 memory: 52499 grad_norm: 30.3173 loss: 1.1574 top1_acc: 0.8125 top5_acc: 0.9375 loss_cls: 1.1574 2023/02/17 14:28:50 - mmengine - INFO - Exp name: uniformerv2-base-p16-res224_clip_u8_kinetics700-rgb_20230215_191951 2023/02/17 14:29:24 - mmengine - INFO - Epoch(train) [55][ 600/2119] lr: 1.0046e-06 eta: 0:32:42 time: 1.3120 data_time: 0.0328 memory: 52499 grad_norm: 31.0614 loss: 1.2667 top1_acc: 0.6875 top5_acc: 0.8438 loss_cls: 1.2667 2023/02/17 14:31:31 - mmengine - INFO - Epoch(train) [55][ 700/2119] lr: 1.0040e-06 eta: 0:30:33 time: 1.2553 data_time: 0.1363 memory: 52499 grad_norm: 31.0827 loss: 1.2356 top1_acc: 0.7188 top5_acc: 0.8750 loss_cls: 1.2356 2023/02/17 14:33:38 - mmengine - INFO - Epoch(train) [55][ 800/2119] lr: 1.0034e-06 eta: 0:28:23 time: 1.2380 data_time: 0.0628 memory: 52499 grad_norm: 30.7636 loss: 1.1306 top1_acc: 0.6875 top5_acc: 0.7500 loss_cls: 1.1306 2023/02/17 14:35:46 - mmengine - INFO - Epoch(train) [55][ 900/2119] lr: 1.0029e-06 eta: 0:26:14 time: 1.2828 data_time: 0.1517 memory: 52499 grad_norm: 30.9248 loss: 1.2269 top1_acc: 0.6562 top5_acc: 0.8750 loss_cls: 1.2269 2023/02/17 14:37:56 - mmengine - INFO - Epoch(train) [55][1000/2119] lr: 1.0025e-06 eta: 0:24:05 time: 1.3540 data_time: 0.0308 memory: 52499 grad_norm: 31.3062 loss: 1.2115 top1_acc: 0.6562 top5_acc: 0.8750 loss_cls: 1.2115 2023/02/17 14:40:01 - mmengine - INFO - Epoch(train) [55][1100/2119] lr: 1.0021e-06 eta: 0:21:56 time: 1.2851 data_time: 0.0354 memory: 52499 grad_norm: 31.8295 loss: 0.9900 top1_acc: 0.7812 top5_acc: 0.8750 loss_cls: 0.9900 2023/02/17 14:42:08 - mmengine - INFO - Epoch(train) [55][1200/2119] lr: 1.0017e-06 eta: 0:19:47 time: 1.2451 data_time: 0.0288 memory: 52499 grad_norm: 30.6591 loss: 1.1391 top1_acc: 0.7500 top5_acc: 0.9688 loss_cls: 1.1391 2023/02/17 14:44:16 - mmengine - INFO - Epoch(train) [55][1300/2119] lr: 1.0013e-06 eta: 0:17:37 time: 1.2662 data_time: 0.0374 memory: 52499 grad_norm: 30.5683 loss: 1.3017 top1_acc: 0.7188 top5_acc: 0.9375 loss_cls: 1.3017 2023/02/17 14:46:24 - mmengine - INFO - Epoch(train) [55][1400/2119] lr: 1.0010e-06 eta: 0:15:28 time: 1.2883 data_time: 0.0877 memory: 52499 grad_norm: 31.5946 loss: 1.0460 top1_acc: 0.9062 top5_acc: 0.9688 loss_cls: 1.0460 2023/02/17 14:48:30 - mmengine - INFO - Epoch(train) [55][1500/2119] lr: 1.0008e-06 eta: 0:13:19 time: 1.2305 data_time: 0.0361 memory: 52499 grad_norm: 30.5279 loss: 1.2287 top1_acc: 0.6250 top5_acc: 0.8438 loss_cls: 1.2287 2023/02/17 14:50:05 - mmengine - INFO - Exp name: uniformerv2-base-p16-res224_clip_u8_kinetics700-rgb_20230215_191951 2023/02/17 14:50:38 - mmengine - INFO - Epoch(train) [55][1600/2119] lr: 1.0005e-06 eta: 0:11:10 time: 1.2325 data_time: 0.0292 memory: 52499 grad_norm: 31.3209 loss: 1.0632 top1_acc: 0.8750 top5_acc: 0.9375 loss_cls: 1.0632 2023/02/17 14:52:48 - mmengine - INFO - Epoch(train) [55][1700/2119] lr: 1.0003e-06 eta: 0:09:01 time: 1.3346 data_time: 0.1019 memory: 52499 grad_norm: 31.4007 loss: 1.2283 top1_acc: 0.6875 top5_acc: 0.7812 loss_cls: 1.2283 2023/02/17 14:54:57 - mmengine - INFO - Epoch(train) [55][1800/2119] lr: 1.0002e-06 eta: 0:06:52 time: 1.2857 data_time: 0.0306 memory: 52499 grad_norm: 30.4061 loss: 0.9919 top1_acc: 0.7500 top5_acc: 0.9062 loss_cls: 0.9919 2023/02/17 14:57:04 - mmengine - INFO - Epoch(train) [55][1900/2119] lr: 1.0001e-06 eta: 0:04:42 time: 1.2302 data_time: 0.0361 memory: 52499 grad_norm: 31.2142 loss: 1.2483 top1_acc: 0.7188 top5_acc: 0.9375 loss_cls: 1.2483 2023/02/17 14:59:12 - mmengine - INFO - Epoch(train) [55][2000/2119] lr: 1.0000e-06 eta: 0:02:33 time: 1.2825 data_time: 0.0294 memory: 52499 grad_norm: 32.1590 loss: 1.1518 top1_acc: 0.7500 top5_acc: 0.9062 loss_cls: 1.1518 2023/02/17 15:01:19 - mmengine - INFO - Epoch(train) [55][2100/2119] lr: 1.0000e-06 eta: 0:00:24 time: 1.2570 data_time: 0.0390 memory: 52499 grad_norm: 31.4513 loss: 1.3755 top1_acc: 0.6562 top5_acc: 0.8750 loss_cls: 1.3755 2023/02/17 15:01:42 - mmengine - INFO - Exp name: uniformerv2-base-p16-res224_clip_u8_kinetics700-rgb_20230215_191951 2023/02/17 15:01:42 - mmengine - INFO - Epoch(train) [55][2119/2119] lr: 1.0000e-06 eta: 0:00:00 time: 1.1694 data_time: 0.0195 memory: 52499 grad_norm: 31.2602 loss: 1.1675 top1_acc: 0.7368 top5_acc: 1.0000 loss_cls: 1.1675 2023/02/17 15:01:42 - mmengine - INFO - Saving checkpoint at 55 epochs 2023/02/17 15:02:09 - mmengine - INFO - Epoch(val) [55][100/545] eta: 0:01:39 time: 0.2477 data_time: 0.1682 memory: 2893 2023/02/17 15:02:30 - mmengine - INFO - Epoch(val) [55][200/545] eta: 0:01:15 time: 0.2214 data_time: 0.1413 memory: 2893 2023/02/17 15:02:51 - mmengine - INFO - Epoch(val) [55][300/545] eta: 0:00:52 time: 0.2438 data_time: 0.1639 memory: 2893 2023/02/17 15:03:11 - mmengine - INFO - Epoch(val) [55][400/545] eta: 0:00:30 time: 0.1598 data_time: 0.0803 memory: 2893 2023/02/17 15:03:32 - mmengine - INFO - Epoch(val) [55][500/545] eta: 0:00:09 time: 0.2144 data_time: 0.1333 memory: 2893 2023/02/17 15:03:43 - mmengine - INFO - Epoch(val) [55][545/545] acc/top1: 0.7376 acc/top5: 0.9164 acc/mean1: 0.7375