2023/02/15 23:38:31 - 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: 948785039
    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 23:38:32 - 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=False,
        init_cfg=dict(
            type='Pretrained',
            checkpoint=
            'https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics710/uniformerv2-base-p16-res224_clip-pre_u8_kinetics710-rgb_20221219-77d34f81.pth',
            prefix='backbone.')),
    cls_head=dict(
        type='UniFormerHead',
        dropout_ratio=0.5,
        num_classes=700,
        in_channels=768,
        average_clips='prob',
        channel_map=
        'configs/recognition/uniformerv2/k710_channel_map/map_k700.json',
        init_cfg=dict(
            type='Pretrained',
            checkpoint=
            'https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics710/uniformerv2-base-p16-res224_clip-pre_u8_kinetics710-rgb_20221219-77d34f81.pth',
            prefix='cls_head.')),
    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'),
    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'),
            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=5, val_begin=1, val_interval=1)
val_cfg = dict(type='ValLoop')
test_cfg = dict(type='TestLoop')
base_lr = 2e-06
optim_wrapper = dict(
    optimizer=dict(
        type='AdamW', lr=2e-06, 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=0.5,
        by_epoch=True,
        begin=0,
        end=1,
        convert_to_iter_based=True),
    dict(
        type='CosineAnnealingLR',
        T_max=4,
        eta_min_ratio=0.5,
        by_epoch=True,
        begin=1,
        end=5,
        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-kinetics710-pre_u8_kinetics700-rgb'
randomness = dict(seed=None, diff_rank_seed=False, deterministic=False)

2023/02/15 23:38:35 - mmengine - INFO - Drop path rate: 0.0
2023/02/15 23:38:35 - mmengine - INFO - No L_MHRA: True
2023/02/15 23:38:35 - mmengine - INFO - Double L_MHRA: True
2023/02/15 23:38:35 - mmengine - INFO - Drop path rate: 0.0
2023/02/15 23:38:35 - mmengine - INFO - No L_MHRA: True
2023/02/15 23:38:35 - mmengine - INFO - Double L_MHRA: True
2023/02/15 23:38:35 - mmengine - INFO - Drop path rate: 0.0
2023/02/15 23:38:35 - mmengine - INFO - No L_MHRA: True
2023/02/15 23:38:35 - mmengine - INFO - Double L_MHRA: True
2023/02/15 23:38:35 - mmengine - INFO - Drop path rate: 0.0
2023/02/15 23:38:35 - mmengine - INFO - No L_MHRA: True
2023/02/15 23:38:35 - mmengine - INFO - Double L_MHRA: True
2023/02/15 23:38:35 - mmengine - INFO - Drop path rate: 0.0
2023/02/15 23:38:35 - mmengine - INFO - No L_MHRA: True
2023/02/15 23:38:35 - mmengine - INFO - Double L_MHRA: True
2023/02/15 23:38:35 - mmengine - INFO - Drop path rate: 0.0
2023/02/15 23:38:35 - mmengine - INFO - No L_MHRA: True
2023/02/15 23:38:35 - mmengine - INFO - Double L_MHRA: True
2023/02/15 23:38:35 - mmengine - INFO - Drop path rate: 0.0
2023/02/15 23:38:35 - mmengine - INFO - No L_MHRA: True
2023/02/15 23:38:35 - mmengine - INFO - Double L_MHRA: True
2023/02/15 23:38:35 - mmengine - INFO - Drop path rate: 0.0
2023/02/15 23:38:35 - mmengine - INFO - No L_MHRA: True
2023/02/15 23:38:35 - mmengine - INFO - Double L_MHRA: True
2023/02/15 23:38:35 - mmengine - INFO - Drop path rate: 0.0
2023/02/15 23:38:35 - mmengine - INFO - No L_MHRA: True
2023/02/15 23:38:35 - mmengine - INFO - Double L_MHRA: True
2023/02/15 23:38:35 - mmengine - INFO - Drop path rate: 0.0
2023/02/15 23:38:35 - mmengine - INFO - No L_MHRA: True
2023/02/15 23:38:35 - mmengine - INFO - Double L_MHRA: True
2023/02/15 23:38:35 - mmengine - INFO - Drop path rate: 0.0
2023/02/15 23:38:35 - mmengine - INFO - No L_MHRA: True
2023/02/15 23:38:35 - mmengine - INFO - Double L_MHRA: True
2023/02/15 23:38:35 - mmengine - INFO - Drop path rate: 0.0
2023/02/15 23:38:35 - mmengine - INFO - No L_MHRA: True
2023/02/15 23:38:35 - mmengine - INFO - Double L_MHRA: True
2023/02/15 23:38:36 - mmengine - INFO - Drop path rate: 0.0
2023/02/15 23:38:36 - mmengine - INFO - Drop path rate: 0.0
2023/02/15 23:38:36 - mmengine - INFO - Drop path rate: 0.0
2023/02/15 23:38:36 - mmengine - INFO - Drop path rate: 0.0
2023/02/15 23:38:36 - 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 23:38:40 - mmengine - INFO - paramwise_options -- backbone.ln_pre.weight:weight_decay=0.0
2023/02/15 23:38:40 - mmengine - INFO - paramwise_options -- backbone.ln_pre.bias:weight_decay=0.0
2023/02/15 23:38:40 - mmengine - INFO - paramwise_options -- backbone.transformer.resblocks.0.attn.out_proj.bias:weight_decay=0.0
2023/02/15 23:38:40 - mmengine - INFO - paramwise_options -- backbone.transformer.resblocks.0.ln_1.weight:weight_decay=0.0
2023/02/15 23:38:40 - mmengine - INFO - paramwise_options -- backbone.transformer.resblocks.0.ln_1.bias:weight_decay=0.0
2023/02/15 23:38:40 - mmengine - INFO - paramwise_options -- backbone.transformer.resblocks.0.mlp.c_fc.bias:weight_decay=0.0
2023/02/15 23:38:40 - mmengine - INFO - paramwise_options -- backbone.transformer.resblocks.0.mlp.c_proj.bias:weight_decay=0.0
2023/02/15 23:38:40 - mmengine - INFO - paramwise_options -- backbone.transformer.resblocks.0.ln_2.weight:weight_decay=0.0
2023/02/15 23:38:40 - mmengine - INFO - paramwise_options -- backbone.transformer.resblocks.0.ln_2.bias:weight_decay=0.0
2023/02/15 23:38:40 - mmengine - INFO - paramwise_options -- backbone.transformer.resblocks.1.attn.out_proj.bias:weight_decay=0.0
2023/02/15 23:38:40 - mmengine - INFO - paramwise_options -- backbone.transformer.resblocks.1.ln_1.weight:weight_decay=0.0
2023/02/15 23:38:40 - mmengine - INFO - paramwise_options -- backbone.transformer.resblocks.1.ln_1.bias:weight_decay=0.0
2023/02/15 23:38:40 - mmengine - INFO - paramwise_options -- backbone.transformer.resblocks.1.mlp.c_fc.bias:weight_decay=0.0
2023/02/15 23:38:40 - mmengine - INFO - paramwise_options -- backbone.transformer.resblocks.1.mlp.c_proj.bias:weight_decay=0.0
2023/02/15 23:38:40 - mmengine - INFO - paramwise_options -- backbone.transformer.resblocks.1.ln_2.weight:weight_decay=0.0
2023/02/15 23:38:40 - mmengine - INFO - paramwise_options -- backbone.transformer.resblocks.1.ln_2.bias:weight_decay=0.0
2023/02/15 23:38:40 - mmengine - INFO - paramwise_options -- backbone.transformer.resblocks.2.attn.out_proj.bias:weight_decay=0.0
2023/02/15 23:38:40 - mmengine - INFO - paramwise_options -- backbone.transformer.resblocks.2.ln_1.weight:weight_decay=0.0
2023/02/15 23:38:40 - mmengine - INFO - paramwise_options -- backbone.transformer.resblocks.2.ln_1.bias:weight_decay=0.0
2023/02/15 23:38:40 - mmengine - INFO - paramwise_options -- backbone.transformer.resblocks.2.mlp.c_fc.bias:weight_decay=0.0
2023/02/15 23:38:40 - mmengine - INFO - paramwise_options -- backbone.transformer.resblocks.2.mlp.c_proj.bias:weight_decay=0.0
2023/02/15 23:38:40 - mmengine - INFO - paramwise_options -- backbone.transformer.resblocks.2.ln_2.weight:weight_decay=0.0
2023/02/15 23:38:40 - mmengine - INFO - paramwise_options -- backbone.transformer.resblocks.2.ln_2.bias:weight_decay=0.0
2023/02/15 23:38:40 - mmengine - INFO - paramwise_options -- backbone.transformer.resblocks.3.attn.out_proj.bias:weight_decay=0.0
2023/02/15 23:38:40 - mmengine - INFO - paramwise_options -- backbone.transformer.resblocks.3.ln_1.weight:weight_decay=0.0
2023/02/15 23:38:40 - mmengine - INFO - paramwise_options -- backbone.transformer.resblocks.3.ln_1.bias:weight_decay=0.0
2023/02/15 23:38:40 - mmengine - INFO - paramwise_options -- backbone.transformer.resblocks.3.mlp.c_fc.bias:weight_decay=0.0
2023/02/15 23:38:40 - mmengine - INFO - paramwise_options -- backbone.transformer.resblocks.3.mlp.c_proj.bias:weight_decay=0.0
2023/02/15 23:38:40 - mmengine - INFO - paramwise_options -- backbone.transformer.resblocks.3.ln_2.weight:weight_decay=0.0
2023/02/15 23:38:40 - mmengine - INFO - paramwise_options -- backbone.transformer.resblocks.3.ln_2.bias:weight_decay=0.0
2023/02/15 23:38:40 - mmengine - INFO - paramwise_options -- backbone.transformer.resblocks.4.attn.out_proj.bias:weight_decay=0.0
2023/02/15 23:38:40 - mmengine - INFO - paramwise_options -- backbone.transformer.resblocks.4.ln_1.weight:weight_decay=0.0
2023/02/15 23:38:40 - mmengine - INFO - paramwise_options -- backbone.transformer.resblocks.4.ln_1.bias:weight_decay=0.0
2023/02/15 23:38:40 - mmengine - INFO - paramwise_options -- backbone.transformer.resblocks.4.mlp.c_fc.bias:weight_decay=0.0
2023/02/15 23:38:40 - mmengine - INFO - paramwise_options -- backbone.transformer.resblocks.4.mlp.c_proj.bias:weight_decay=0.0
2023/02/15 23:38:40 - mmengine - INFO - paramwise_options -- backbone.transformer.resblocks.4.ln_2.weight:weight_decay=0.0
2023/02/15 23:38:40 - mmengine - INFO - paramwise_options -- backbone.transformer.resblocks.4.ln_2.bias:weight_decay=0.0
2023/02/15 23:38:40 - mmengine - INFO - paramwise_options -- backbone.transformer.resblocks.5.attn.out_proj.bias:weight_decay=0.0
2023/02/15 23:38:40 - mmengine - INFO - paramwise_options -- backbone.transformer.resblocks.5.ln_1.weight:weight_decay=0.0
2023/02/15 23:38:40 - mmengine - INFO - paramwise_options -- backbone.transformer.resblocks.5.ln_1.bias:weight_decay=0.0
2023/02/15 23:38:40 - mmengine - INFO - paramwise_options -- backbone.transformer.resblocks.5.mlp.c_fc.bias:weight_decay=0.0
2023/02/15 23:38:40 - mmengine - INFO - paramwise_options -- backbone.transformer.resblocks.5.mlp.c_proj.bias:weight_decay=0.0
2023/02/15 23:38:40 - mmengine - INFO - paramwise_options -- backbone.transformer.resblocks.5.ln_2.weight:weight_decay=0.0
2023/02/15 23:38:40 - mmengine - INFO - paramwise_options -- backbone.transformer.resblocks.5.ln_2.bias:weight_decay=0.0
2023/02/15 23:38:40 - mmengine - INFO - paramwise_options -- backbone.transformer.resblocks.6.attn.out_proj.bias:weight_decay=0.0
2023/02/15 23:38:40 - mmengine - INFO - paramwise_options -- backbone.transformer.resblocks.6.ln_1.weight:weight_decay=0.0
2023/02/15 23:38:40 - mmengine - INFO - paramwise_options -- backbone.transformer.resblocks.6.ln_1.bias:weight_decay=0.0
2023/02/15 23:38:40 - mmengine - INFO - paramwise_options -- backbone.transformer.resblocks.6.mlp.c_fc.bias:weight_decay=0.0
2023/02/15 23:38:40 - mmengine - INFO - paramwise_options -- backbone.transformer.resblocks.6.mlp.c_proj.bias:weight_decay=0.0
2023/02/15 23:38:40 - mmengine - INFO - paramwise_options -- backbone.transformer.resblocks.6.ln_2.weight:weight_decay=0.0
2023/02/15 23:38:40 - mmengine - INFO - paramwise_options -- backbone.transformer.resblocks.6.ln_2.bias:weight_decay=0.0
2023/02/15 23:38:40 - mmengine - INFO - paramwise_options -- backbone.transformer.resblocks.7.attn.out_proj.bias:weight_decay=0.0
2023/02/15 23:38:40 - mmengine - INFO - paramwise_options -- backbone.transformer.resblocks.7.ln_1.weight:weight_decay=0.0
2023/02/15 23:38:40 - mmengine - INFO - paramwise_options -- backbone.transformer.resblocks.7.ln_1.bias:weight_decay=0.0
2023/02/15 23:38:40 - mmengine - INFO - paramwise_options -- backbone.transformer.resblocks.7.mlp.c_fc.bias:weight_decay=0.0
2023/02/15 23:38:40 - mmengine - INFO - paramwise_options -- backbone.transformer.resblocks.7.mlp.c_proj.bias:weight_decay=0.0
2023/02/15 23:38:40 - mmengine - INFO - paramwise_options -- backbone.transformer.resblocks.7.ln_2.weight:weight_decay=0.0
2023/02/15 23:38:40 - mmengine - INFO - paramwise_options -- backbone.transformer.resblocks.7.ln_2.bias:weight_decay=0.0
2023/02/15 23:38:40 - mmengine - INFO - paramwise_options -- backbone.transformer.resblocks.8.attn.out_proj.bias:weight_decay=0.0
2023/02/15 23:38:40 - mmengine - INFO - paramwise_options -- backbone.transformer.resblocks.8.ln_1.weight:weight_decay=0.0
2023/02/15 23:38:40 - mmengine - INFO - paramwise_options -- backbone.transformer.resblocks.8.ln_1.bias:weight_decay=0.0
2023/02/15 23:38:40 - mmengine - INFO - paramwise_options -- backbone.transformer.resblocks.8.mlp.c_fc.bias:weight_decay=0.0
2023/02/15 23:38:40 - mmengine - INFO - paramwise_options -- backbone.transformer.resblocks.8.mlp.c_proj.bias:weight_decay=0.0
2023/02/15 23:38:40 - mmengine - INFO - paramwise_options -- backbone.transformer.resblocks.8.ln_2.weight:weight_decay=0.0
2023/02/15 23:38:40 - mmengine - INFO - paramwise_options -- backbone.transformer.resblocks.8.ln_2.bias:weight_decay=0.0
2023/02/15 23:38:40 - mmengine - INFO - paramwise_options -- backbone.transformer.resblocks.9.attn.out_proj.bias:weight_decay=0.0
2023/02/15 23:38:40 - mmengine - INFO - paramwise_options -- backbone.transformer.resblocks.9.ln_1.weight:weight_decay=0.0
2023/02/15 23:38:40 - mmengine - INFO - paramwise_options -- backbone.transformer.resblocks.9.ln_1.bias:weight_decay=0.0
2023/02/15 23:38:40 - mmengine - INFO - paramwise_options -- backbone.transformer.resblocks.9.mlp.c_fc.bias:weight_decay=0.0
2023/02/15 23:38:40 - mmengine - INFO - paramwise_options -- backbone.transformer.resblocks.9.mlp.c_proj.bias:weight_decay=0.0
2023/02/15 23:38:40 - mmengine - INFO - paramwise_options -- backbone.transformer.resblocks.9.ln_2.weight:weight_decay=0.0
2023/02/15 23:38:40 - mmengine - INFO - paramwise_options -- backbone.transformer.resblocks.9.ln_2.bias:weight_decay=0.0
2023/02/15 23:38:40 - mmengine - INFO - paramwise_options -- backbone.transformer.resblocks.10.attn.out_proj.bias:weight_decay=0.0
2023/02/15 23:38:40 - mmengine - INFO - paramwise_options -- backbone.transformer.resblocks.10.ln_1.weight:weight_decay=0.0
2023/02/15 23:38:40 - mmengine - INFO - paramwise_options -- backbone.transformer.resblocks.10.ln_1.bias:weight_decay=0.0
2023/02/15 23:38:40 - mmengine - INFO - paramwise_options -- backbone.transformer.resblocks.10.mlp.c_fc.bias:weight_decay=0.0
2023/02/15 23:38:40 - mmengine - INFO - paramwise_options -- backbone.transformer.resblocks.10.mlp.c_proj.bias:weight_decay=0.0
2023/02/15 23:38:40 - mmengine - INFO - paramwise_options -- backbone.transformer.resblocks.10.ln_2.weight:weight_decay=0.0
2023/02/15 23:38:40 - mmengine - INFO - paramwise_options -- backbone.transformer.resblocks.10.ln_2.bias:weight_decay=0.0
2023/02/15 23:38:40 - mmengine - INFO - paramwise_options -- backbone.transformer.resblocks.11.attn.out_proj.bias:weight_decay=0.0
2023/02/15 23:38:40 - mmengine - INFO - paramwise_options -- backbone.transformer.resblocks.11.ln_1.weight:weight_decay=0.0
2023/02/15 23:38:40 - mmengine - INFO - paramwise_options -- backbone.transformer.resblocks.11.ln_1.bias:weight_decay=0.0
2023/02/15 23:38:40 - mmengine - INFO - paramwise_options -- backbone.transformer.resblocks.11.mlp.c_fc.bias:weight_decay=0.0
2023/02/15 23:38:40 - mmengine - INFO - paramwise_options -- backbone.transformer.resblocks.11.mlp.c_proj.bias:weight_decay=0.0
2023/02/15 23:38:40 - mmengine - INFO - paramwise_options -- backbone.transformer.resblocks.11.ln_2.weight:weight_decay=0.0
2023/02/15 23:38:40 - mmengine - INFO - paramwise_options -- backbone.transformer.resblocks.11.ln_2.bias:weight_decay=0.0
2023/02/15 23:38:40 - mmengine - INFO - paramwise_options -- backbone.transformer.dpe.0.bias:weight_decay=0.0
2023/02/15 23:38:40 - mmengine - INFO - paramwise_options -- backbone.transformer.dpe.1.bias:weight_decay=0.0
2023/02/15 23:38:40 - mmengine - INFO - paramwise_options -- backbone.transformer.dpe.2.bias:weight_decay=0.0
2023/02/15 23:38:40 - mmengine - INFO - paramwise_options -- backbone.transformer.dpe.3.bias:weight_decay=0.0
2023/02/15 23:38:40 - mmengine - INFO - paramwise_options -- backbone.transformer.dec.0.attn.out_proj.bias:weight_decay=0.0
2023/02/15 23:38:40 - mmengine - INFO - paramwise_options -- backbone.transformer.dec.0.ln_1.weight:weight_decay=0.0
2023/02/15 23:38:40 - mmengine - INFO - paramwise_options -- backbone.transformer.dec.0.ln_1.bias:weight_decay=0.0
2023/02/15 23:38:40 - mmengine - INFO - paramwise_options -- backbone.transformer.dec.0.mlp.c_fc.bias:weight_decay=0.0
2023/02/15 23:38:40 - mmengine - INFO - paramwise_options -- backbone.transformer.dec.0.mlp.c_proj.bias:weight_decay=0.0
2023/02/15 23:38:40 - mmengine - INFO - paramwise_options -- backbone.transformer.dec.0.ln_2.weight:weight_decay=0.0
2023/02/15 23:38:40 - mmengine - INFO - paramwise_options -- backbone.transformer.dec.0.ln_2.bias:weight_decay=0.0
2023/02/15 23:38:40 - mmengine - INFO - paramwise_options -- backbone.transformer.dec.0.ln_3.weight:weight_decay=0.0
2023/02/15 23:38:40 - mmengine - INFO - paramwise_options -- backbone.transformer.dec.0.ln_3.bias:weight_decay=0.0
2023/02/15 23:38:40 - mmengine - INFO - paramwise_options -- backbone.transformer.dec.1.attn.out_proj.bias:weight_decay=0.0
2023/02/15 23:38:40 - mmengine - INFO - paramwise_options -- backbone.transformer.dec.1.ln_1.weight:weight_decay=0.0
2023/02/15 23:38:40 - mmengine - INFO - paramwise_options -- backbone.transformer.dec.1.ln_1.bias:weight_decay=0.0
2023/02/15 23:38:40 - mmengine - INFO - paramwise_options -- backbone.transformer.dec.1.mlp.c_fc.bias:weight_decay=0.0
2023/02/15 23:38:40 - mmengine - INFO - paramwise_options -- backbone.transformer.dec.1.mlp.c_proj.bias:weight_decay=0.0
2023/02/15 23:38:40 - mmengine - INFO - paramwise_options -- backbone.transformer.dec.1.ln_2.weight:weight_decay=0.0
2023/02/15 23:38:40 - mmengine - INFO - paramwise_options -- backbone.transformer.dec.1.ln_2.bias:weight_decay=0.0
2023/02/15 23:38:40 - mmengine - INFO - paramwise_options -- backbone.transformer.dec.1.ln_3.weight:weight_decay=0.0
2023/02/15 23:38:40 - mmengine - INFO - paramwise_options -- backbone.transformer.dec.1.ln_3.bias:weight_decay=0.0
2023/02/15 23:38:40 - mmengine - INFO - paramwise_options -- backbone.transformer.dec.2.attn.out_proj.bias:weight_decay=0.0
2023/02/15 23:38:40 - mmengine - INFO - paramwise_options -- backbone.transformer.dec.2.ln_1.weight:weight_decay=0.0
2023/02/15 23:38:40 - mmengine - INFO - paramwise_options -- backbone.transformer.dec.2.ln_1.bias:weight_decay=0.0
2023/02/15 23:38:40 - mmengine - INFO - paramwise_options -- backbone.transformer.dec.2.mlp.c_fc.bias:weight_decay=0.0
2023/02/15 23:38:40 - mmengine - INFO - paramwise_options -- backbone.transformer.dec.2.mlp.c_proj.bias:weight_decay=0.0
2023/02/15 23:38:40 - mmengine - INFO - paramwise_options -- backbone.transformer.dec.2.ln_2.weight:weight_decay=0.0
2023/02/15 23:38:40 - mmengine - INFO - paramwise_options -- backbone.transformer.dec.2.ln_2.bias:weight_decay=0.0
2023/02/15 23:38:40 - mmengine - INFO - paramwise_options -- backbone.transformer.dec.2.ln_3.weight:weight_decay=0.0
2023/02/15 23:38:40 - mmengine - INFO - paramwise_options -- backbone.transformer.dec.2.ln_3.bias:weight_decay=0.0
2023/02/15 23:38:40 - mmengine - INFO - paramwise_options -- backbone.transformer.dec.3.attn.out_proj.bias:weight_decay=0.0
2023/02/15 23:38:40 - mmengine - INFO - paramwise_options -- backbone.transformer.dec.3.ln_1.weight:weight_decay=0.0
2023/02/15 23:38:40 - mmengine - INFO - paramwise_options -- backbone.transformer.dec.3.ln_1.bias:weight_decay=0.0
2023/02/15 23:38:40 - mmengine - INFO - paramwise_options -- backbone.transformer.dec.3.mlp.c_fc.bias:weight_decay=0.0
2023/02/15 23:38:40 - mmengine - INFO - paramwise_options -- backbone.transformer.dec.3.mlp.c_proj.bias:weight_decay=0.0
2023/02/15 23:38:40 - mmengine - INFO - paramwise_options -- backbone.transformer.dec.3.ln_2.weight:weight_decay=0.0
2023/02/15 23:38:40 - mmengine - INFO - paramwise_options -- backbone.transformer.dec.3.ln_2.bias:weight_decay=0.0
2023/02/15 23:38:40 - mmengine - INFO - paramwise_options -- backbone.transformer.dec.3.ln_3.weight:weight_decay=0.0
2023/02/15 23:38:40 - mmengine - INFO - paramwise_options -- backbone.transformer.dec.3.ln_3.bias:weight_decay=0.0
2023/02/15 23:38:40 - mmengine - INFO - paramwise_options -- backbone.transformer.norm.weight:weight_decay=0.0
2023/02/15 23:38:40 - mmengine - INFO - paramwise_options -- backbone.transformer.norm.bias:weight_decay=0.0
2023/02/15 23:38:40 - mmengine - INFO - paramwise_options -- cls_head.fc_cls.bias:weight_decay=0.0
2023/02/15 23:38:40 - 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 23:38:41 - mmengine - INFO - load backbone. in model from: https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics710/uniformerv2-base-p16-res224_clip-pre_u8_kinetics710-rgb_20221219-77d34f81.pth
2023/02/15 23:38:41 - mmengine - INFO - load pretrained model from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics710/uniformerv2-base-p16-res224_clip-pre_u8_kinetics710-rgb_20221219-77d34f81.pth
2023/02/15 23:38:43 - mmengine - INFO - <All keys matched successfully>
Name of parameter - Initialization information

backbone.class_embedding - torch.Size([768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics710/uniformerv2-base-p16-res224_clip-pre_u8_kinetics710-rgb_20221219-77d34f81.pth 

backbone.positional_embedding - torch.Size([197, 768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics710/uniformerv2-base-p16-res224_clip-pre_u8_kinetics710-rgb_20221219-77d34f81.pth 

backbone.conv1.weight - torch.Size([768, 3, 1, 16, 16]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics710/uniformerv2-base-p16-res224_clip-pre_u8_kinetics710-rgb_20221219-77d34f81.pth 

backbone.ln_pre.weight - torch.Size([768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics710/uniformerv2-base-p16-res224_clip-pre_u8_kinetics710-rgb_20221219-77d34f81.pth 

backbone.ln_pre.bias - torch.Size([768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics710/uniformerv2-base-p16-res224_clip-pre_u8_kinetics710-rgb_20221219-77d34f81.pth 

backbone.transformer.temporal_cls_token - torch.Size([1, 1, 768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics710/uniformerv2-base-p16-res224_clip-pre_u8_kinetics710-rgb_20221219-77d34f81.pth 

backbone.transformer.balance - torch.Size([768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics710/uniformerv2-base-p16-res224_clip-pre_u8_kinetics710-rgb_20221219-77d34f81.pth 

backbone.transformer.resblocks.0.attn.in_proj_weight - torch.Size([2304, 768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics710/uniformerv2-base-p16-res224_clip-pre_u8_kinetics710-rgb_20221219-77d34f81.pth 

backbone.transformer.resblocks.0.attn.in_proj_bias - torch.Size([2304]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics710/uniformerv2-base-p16-res224_clip-pre_u8_kinetics710-rgb_20221219-77d34f81.pth 

backbone.transformer.resblocks.0.attn.out_proj.weight - torch.Size([768, 768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics710/uniformerv2-base-p16-res224_clip-pre_u8_kinetics710-rgb_20221219-77d34f81.pth 

backbone.transformer.resblocks.0.attn.out_proj.bias - torch.Size([768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics710/uniformerv2-base-p16-res224_clip-pre_u8_kinetics710-rgb_20221219-77d34f81.pth 

backbone.transformer.resblocks.0.ln_1.weight - torch.Size([768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics710/uniformerv2-base-p16-res224_clip-pre_u8_kinetics710-rgb_20221219-77d34f81.pth 

backbone.transformer.resblocks.0.ln_1.bias - torch.Size([768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics710/uniformerv2-base-p16-res224_clip-pre_u8_kinetics710-rgb_20221219-77d34f81.pth 

backbone.transformer.resblocks.0.mlp.c_fc.weight - torch.Size([3072, 768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics710/uniformerv2-base-p16-res224_clip-pre_u8_kinetics710-rgb_20221219-77d34f81.pth 

backbone.transformer.resblocks.0.mlp.c_fc.bias - torch.Size([3072]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics710/uniformerv2-base-p16-res224_clip-pre_u8_kinetics710-rgb_20221219-77d34f81.pth 

backbone.transformer.resblocks.0.mlp.c_proj.weight - torch.Size([768, 3072]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics710/uniformerv2-base-p16-res224_clip-pre_u8_kinetics710-rgb_20221219-77d34f81.pth 

backbone.transformer.resblocks.0.mlp.c_proj.bias - torch.Size([768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics710/uniformerv2-base-p16-res224_clip-pre_u8_kinetics710-rgb_20221219-77d34f81.pth 

backbone.transformer.resblocks.0.ln_2.weight - torch.Size([768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics710/uniformerv2-base-p16-res224_clip-pre_u8_kinetics710-rgb_20221219-77d34f81.pth 

backbone.transformer.resblocks.0.ln_2.bias - torch.Size([768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics710/uniformerv2-base-p16-res224_clip-pre_u8_kinetics710-rgb_20221219-77d34f81.pth 

backbone.transformer.resblocks.1.attn.in_proj_weight - torch.Size([2304, 768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics710/uniformerv2-base-p16-res224_clip-pre_u8_kinetics710-rgb_20221219-77d34f81.pth 

backbone.transformer.resblocks.1.attn.in_proj_bias - torch.Size([2304]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics710/uniformerv2-base-p16-res224_clip-pre_u8_kinetics710-rgb_20221219-77d34f81.pth 

backbone.transformer.resblocks.1.attn.out_proj.weight - torch.Size([768, 768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics710/uniformerv2-base-p16-res224_clip-pre_u8_kinetics710-rgb_20221219-77d34f81.pth 

backbone.transformer.resblocks.1.attn.out_proj.bias - torch.Size([768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics710/uniformerv2-base-p16-res224_clip-pre_u8_kinetics710-rgb_20221219-77d34f81.pth 

backbone.transformer.resblocks.1.ln_1.weight - torch.Size([768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics710/uniformerv2-base-p16-res224_clip-pre_u8_kinetics710-rgb_20221219-77d34f81.pth 

backbone.transformer.resblocks.1.ln_1.bias - torch.Size([768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics710/uniformerv2-base-p16-res224_clip-pre_u8_kinetics710-rgb_20221219-77d34f81.pth 

backbone.transformer.resblocks.1.mlp.c_fc.weight - torch.Size([3072, 768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics710/uniformerv2-base-p16-res224_clip-pre_u8_kinetics710-rgb_20221219-77d34f81.pth 

backbone.transformer.resblocks.1.mlp.c_fc.bias - torch.Size([3072]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics710/uniformerv2-base-p16-res224_clip-pre_u8_kinetics710-rgb_20221219-77d34f81.pth 

backbone.transformer.resblocks.1.mlp.c_proj.weight - torch.Size([768, 3072]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics710/uniformerv2-base-p16-res224_clip-pre_u8_kinetics710-rgb_20221219-77d34f81.pth 

backbone.transformer.resblocks.1.mlp.c_proj.bias - torch.Size([768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics710/uniformerv2-base-p16-res224_clip-pre_u8_kinetics710-rgb_20221219-77d34f81.pth 

backbone.transformer.resblocks.1.ln_2.weight - torch.Size([768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics710/uniformerv2-base-p16-res224_clip-pre_u8_kinetics710-rgb_20221219-77d34f81.pth 

backbone.transformer.resblocks.1.ln_2.bias - torch.Size([768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics710/uniformerv2-base-p16-res224_clip-pre_u8_kinetics710-rgb_20221219-77d34f81.pth 

backbone.transformer.resblocks.2.attn.in_proj_weight - torch.Size([2304, 768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics710/uniformerv2-base-p16-res224_clip-pre_u8_kinetics710-rgb_20221219-77d34f81.pth 

backbone.transformer.resblocks.2.attn.in_proj_bias - torch.Size([2304]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics710/uniformerv2-base-p16-res224_clip-pre_u8_kinetics710-rgb_20221219-77d34f81.pth 

backbone.transformer.resblocks.2.attn.out_proj.weight - torch.Size([768, 768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics710/uniformerv2-base-p16-res224_clip-pre_u8_kinetics710-rgb_20221219-77d34f81.pth 

backbone.transformer.resblocks.2.attn.out_proj.bias - torch.Size([768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics710/uniformerv2-base-p16-res224_clip-pre_u8_kinetics710-rgb_20221219-77d34f81.pth 

backbone.transformer.resblocks.2.ln_1.weight - torch.Size([768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics710/uniformerv2-base-p16-res224_clip-pre_u8_kinetics710-rgb_20221219-77d34f81.pth 

backbone.transformer.resblocks.2.ln_1.bias - torch.Size([768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics710/uniformerv2-base-p16-res224_clip-pre_u8_kinetics710-rgb_20221219-77d34f81.pth 

backbone.transformer.resblocks.2.mlp.c_fc.weight - torch.Size([3072, 768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics710/uniformerv2-base-p16-res224_clip-pre_u8_kinetics710-rgb_20221219-77d34f81.pth 

backbone.transformer.resblocks.2.mlp.c_fc.bias - torch.Size([3072]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics710/uniformerv2-base-p16-res224_clip-pre_u8_kinetics710-rgb_20221219-77d34f81.pth 

backbone.transformer.resblocks.2.mlp.c_proj.weight - torch.Size([768, 3072]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics710/uniformerv2-base-p16-res224_clip-pre_u8_kinetics710-rgb_20221219-77d34f81.pth 

backbone.transformer.resblocks.2.mlp.c_proj.bias - torch.Size([768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics710/uniformerv2-base-p16-res224_clip-pre_u8_kinetics710-rgb_20221219-77d34f81.pth 

backbone.transformer.resblocks.2.ln_2.weight - torch.Size([768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics710/uniformerv2-base-p16-res224_clip-pre_u8_kinetics710-rgb_20221219-77d34f81.pth 

backbone.transformer.resblocks.2.ln_2.bias - torch.Size([768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics710/uniformerv2-base-p16-res224_clip-pre_u8_kinetics710-rgb_20221219-77d34f81.pth 

backbone.transformer.resblocks.3.attn.in_proj_weight - torch.Size([2304, 768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics710/uniformerv2-base-p16-res224_clip-pre_u8_kinetics710-rgb_20221219-77d34f81.pth 

backbone.transformer.resblocks.3.attn.in_proj_bias - torch.Size([2304]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics710/uniformerv2-base-p16-res224_clip-pre_u8_kinetics710-rgb_20221219-77d34f81.pth 

backbone.transformer.resblocks.3.attn.out_proj.weight - torch.Size([768, 768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics710/uniformerv2-base-p16-res224_clip-pre_u8_kinetics710-rgb_20221219-77d34f81.pth 

backbone.transformer.resblocks.3.attn.out_proj.bias - torch.Size([768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics710/uniformerv2-base-p16-res224_clip-pre_u8_kinetics710-rgb_20221219-77d34f81.pth 

backbone.transformer.resblocks.3.ln_1.weight - torch.Size([768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics710/uniformerv2-base-p16-res224_clip-pre_u8_kinetics710-rgb_20221219-77d34f81.pth 

backbone.transformer.resblocks.3.ln_1.bias - torch.Size([768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics710/uniformerv2-base-p16-res224_clip-pre_u8_kinetics710-rgb_20221219-77d34f81.pth 

backbone.transformer.resblocks.3.mlp.c_fc.weight - torch.Size([3072, 768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics710/uniformerv2-base-p16-res224_clip-pre_u8_kinetics710-rgb_20221219-77d34f81.pth 

backbone.transformer.resblocks.3.mlp.c_fc.bias - torch.Size([3072]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics710/uniformerv2-base-p16-res224_clip-pre_u8_kinetics710-rgb_20221219-77d34f81.pth 

backbone.transformer.resblocks.3.mlp.c_proj.weight - torch.Size([768, 3072]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics710/uniformerv2-base-p16-res224_clip-pre_u8_kinetics710-rgb_20221219-77d34f81.pth 

backbone.transformer.resblocks.3.mlp.c_proj.bias - torch.Size([768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics710/uniformerv2-base-p16-res224_clip-pre_u8_kinetics710-rgb_20221219-77d34f81.pth 

backbone.transformer.resblocks.3.ln_2.weight - torch.Size([768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics710/uniformerv2-base-p16-res224_clip-pre_u8_kinetics710-rgb_20221219-77d34f81.pth 

backbone.transformer.resblocks.3.ln_2.bias - torch.Size([768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics710/uniformerv2-base-p16-res224_clip-pre_u8_kinetics710-rgb_20221219-77d34f81.pth 

backbone.transformer.resblocks.4.attn.in_proj_weight - torch.Size([2304, 768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics710/uniformerv2-base-p16-res224_clip-pre_u8_kinetics710-rgb_20221219-77d34f81.pth 

backbone.transformer.resblocks.4.attn.in_proj_bias - torch.Size([2304]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics710/uniformerv2-base-p16-res224_clip-pre_u8_kinetics710-rgb_20221219-77d34f81.pth 

backbone.transformer.resblocks.4.attn.out_proj.weight - torch.Size([768, 768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics710/uniformerv2-base-p16-res224_clip-pre_u8_kinetics710-rgb_20221219-77d34f81.pth 

backbone.transformer.resblocks.4.attn.out_proj.bias - torch.Size([768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics710/uniformerv2-base-p16-res224_clip-pre_u8_kinetics710-rgb_20221219-77d34f81.pth 

backbone.transformer.resblocks.4.ln_1.weight - torch.Size([768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics710/uniformerv2-base-p16-res224_clip-pre_u8_kinetics710-rgb_20221219-77d34f81.pth 

backbone.transformer.resblocks.4.ln_1.bias - torch.Size([768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics710/uniformerv2-base-p16-res224_clip-pre_u8_kinetics710-rgb_20221219-77d34f81.pth 

backbone.transformer.resblocks.4.mlp.c_fc.weight - torch.Size([3072, 768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics710/uniformerv2-base-p16-res224_clip-pre_u8_kinetics710-rgb_20221219-77d34f81.pth 

backbone.transformer.resblocks.4.mlp.c_fc.bias - torch.Size([3072]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics710/uniformerv2-base-p16-res224_clip-pre_u8_kinetics710-rgb_20221219-77d34f81.pth 

backbone.transformer.resblocks.4.mlp.c_proj.weight - torch.Size([768, 3072]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics710/uniformerv2-base-p16-res224_clip-pre_u8_kinetics710-rgb_20221219-77d34f81.pth 

backbone.transformer.resblocks.4.mlp.c_proj.bias - torch.Size([768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics710/uniformerv2-base-p16-res224_clip-pre_u8_kinetics710-rgb_20221219-77d34f81.pth 

backbone.transformer.resblocks.4.ln_2.weight - torch.Size([768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics710/uniformerv2-base-p16-res224_clip-pre_u8_kinetics710-rgb_20221219-77d34f81.pth 

backbone.transformer.resblocks.4.ln_2.bias - torch.Size([768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics710/uniformerv2-base-p16-res224_clip-pre_u8_kinetics710-rgb_20221219-77d34f81.pth 

backbone.transformer.resblocks.5.attn.in_proj_weight - torch.Size([2304, 768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics710/uniformerv2-base-p16-res224_clip-pre_u8_kinetics710-rgb_20221219-77d34f81.pth 

backbone.transformer.resblocks.5.attn.in_proj_bias - torch.Size([2304]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics710/uniformerv2-base-p16-res224_clip-pre_u8_kinetics710-rgb_20221219-77d34f81.pth 

backbone.transformer.resblocks.5.attn.out_proj.weight - torch.Size([768, 768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics710/uniformerv2-base-p16-res224_clip-pre_u8_kinetics710-rgb_20221219-77d34f81.pth 

backbone.transformer.resblocks.5.attn.out_proj.bias - torch.Size([768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics710/uniformerv2-base-p16-res224_clip-pre_u8_kinetics710-rgb_20221219-77d34f81.pth 

backbone.transformer.resblocks.5.ln_1.weight - torch.Size([768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics710/uniformerv2-base-p16-res224_clip-pre_u8_kinetics710-rgb_20221219-77d34f81.pth 

backbone.transformer.resblocks.5.ln_1.bias - torch.Size([768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics710/uniformerv2-base-p16-res224_clip-pre_u8_kinetics710-rgb_20221219-77d34f81.pth 

backbone.transformer.resblocks.5.mlp.c_fc.weight - torch.Size([3072, 768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics710/uniformerv2-base-p16-res224_clip-pre_u8_kinetics710-rgb_20221219-77d34f81.pth 

backbone.transformer.resblocks.5.mlp.c_fc.bias - torch.Size([3072]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics710/uniformerv2-base-p16-res224_clip-pre_u8_kinetics710-rgb_20221219-77d34f81.pth 

backbone.transformer.resblocks.5.mlp.c_proj.weight - torch.Size([768, 3072]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics710/uniformerv2-base-p16-res224_clip-pre_u8_kinetics710-rgb_20221219-77d34f81.pth 

backbone.transformer.resblocks.5.mlp.c_proj.bias - torch.Size([768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics710/uniformerv2-base-p16-res224_clip-pre_u8_kinetics710-rgb_20221219-77d34f81.pth 

backbone.transformer.resblocks.5.ln_2.weight - torch.Size([768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics710/uniformerv2-base-p16-res224_clip-pre_u8_kinetics710-rgb_20221219-77d34f81.pth 

backbone.transformer.resblocks.5.ln_2.bias - torch.Size([768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics710/uniformerv2-base-p16-res224_clip-pre_u8_kinetics710-rgb_20221219-77d34f81.pth 

backbone.transformer.resblocks.6.attn.in_proj_weight - torch.Size([2304, 768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics710/uniformerv2-base-p16-res224_clip-pre_u8_kinetics710-rgb_20221219-77d34f81.pth 

backbone.transformer.resblocks.6.attn.in_proj_bias - torch.Size([2304]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics710/uniformerv2-base-p16-res224_clip-pre_u8_kinetics710-rgb_20221219-77d34f81.pth 

backbone.transformer.resblocks.6.attn.out_proj.weight - torch.Size([768, 768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics710/uniformerv2-base-p16-res224_clip-pre_u8_kinetics710-rgb_20221219-77d34f81.pth 

backbone.transformer.resblocks.6.attn.out_proj.bias - torch.Size([768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics710/uniformerv2-base-p16-res224_clip-pre_u8_kinetics710-rgb_20221219-77d34f81.pth 

backbone.transformer.resblocks.6.ln_1.weight - torch.Size([768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics710/uniformerv2-base-p16-res224_clip-pre_u8_kinetics710-rgb_20221219-77d34f81.pth 

backbone.transformer.resblocks.6.ln_1.bias - torch.Size([768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics710/uniformerv2-base-p16-res224_clip-pre_u8_kinetics710-rgb_20221219-77d34f81.pth 

backbone.transformer.resblocks.6.mlp.c_fc.weight - torch.Size([3072, 768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics710/uniformerv2-base-p16-res224_clip-pre_u8_kinetics710-rgb_20221219-77d34f81.pth 

backbone.transformer.resblocks.6.mlp.c_fc.bias - torch.Size([3072]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics710/uniformerv2-base-p16-res224_clip-pre_u8_kinetics710-rgb_20221219-77d34f81.pth 

backbone.transformer.resblocks.6.mlp.c_proj.weight - torch.Size([768, 3072]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics710/uniformerv2-base-p16-res224_clip-pre_u8_kinetics710-rgb_20221219-77d34f81.pth 

backbone.transformer.resblocks.6.mlp.c_proj.bias - torch.Size([768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics710/uniformerv2-base-p16-res224_clip-pre_u8_kinetics710-rgb_20221219-77d34f81.pth 

backbone.transformer.resblocks.6.ln_2.weight - torch.Size([768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics710/uniformerv2-base-p16-res224_clip-pre_u8_kinetics710-rgb_20221219-77d34f81.pth 

backbone.transformer.resblocks.6.ln_2.bias - torch.Size([768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics710/uniformerv2-base-p16-res224_clip-pre_u8_kinetics710-rgb_20221219-77d34f81.pth 

backbone.transformer.resblocks.7.attn.in_proj_weight - torch.Size([2304, 768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics710/uniformerv2-base-p16-res224_clip-pre_u8_kinetics710-rgb_20221219-77d34f81.pth 

backbone.transformer.resblocks.7.attn.in_proj_bias - torch.Size([2304]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics710/uniformerv2-base-p16-res224_clip-pre_u8_kinetics710-rgb_20221219-77d34f81.pth 

backbone.transformer.resblocks.7.attn.out_proj.weight - torch.Size([768, 768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics710/uniformerv2-base-p16-res224_clip-pre_u8_kinetics710-rgb_20221219-77d34f81.pth 

backbone.transformer.resblocks.7.attn.out_proj.bias - torch.Size([768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics710/uniformerv2-base-p16-res224_clip-pre_u8_kinetics710-rgb_20221219-77d34f81.pth 

backbone.transformer.resblocks.7.ln_1.weight - torch.Size([768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics710/uniformerv2-base-p16-res224_clip-pre_u8_kinetics710-rgb_20221219-77d34f81.pth 

backbone.transformer.resblocks.7.ln_1.bias - torch.Size([768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics710/uniformerv2-base-p16-res224_clip-pre_u8_kinetics710-rgb_20221219-77d34f81.pth 

backbone.transformer.resblocks.7.mlp.c_fc.weight - torch.Size([3072, 768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics710/uniformerv2-base-p16-res224_clip-pre_u8_kinetics710-rgb_20221219-77d34f81.pth 

backbone.transformer.resblocks.7.mlp.c_fc.bias - torch.Size([3072]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics710/uniformerv2-base-p16-res224_clip-pre_u8_kinetics710-rgb_20221219-77d34f81.pth 

backbone.transformer.resblocks.7.mlp.c_proj.weight - torch.Size([768, 3072]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics710/uniformerv2-base-p16-res224_clip-pre_u8_kinetics710-rgb_20221219-77d34f81.pth 

backbone.transformer.resblocks.7.mlp.c_proj.bias - torch.Size([768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics710/uniformerv2-base-p16-res224_clip-pre_u8_kinetics710-rgb_20221219-77d34f81.pth 

backbone.transformer.resblocks.7.ln_2.weight - torch.Size([768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics710/uniformerv2-base-p16-res224_clip-pre_u8_kinetics710-rgb_20221219-77d34f81.pth 

backbone.transformer.resblocks.7.ln_2.bias - torch.Size([768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics710/uniformerv2-base-p16-res224_clip-pre_u8_kinetics710-rgb_20221219-77d34f81.pth 

backbone.transformer.resblocks.8.attn.in_proj_weight - torch.Size([2304, 768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics710/uniformerv2-base-p16-res224_clip-pre_u8_kinetics710-rgb_20221219-77d34f81.pth 

backbone.transformer.resblocks.8.attn.in_proj_bias - torch.Size([2304]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics710/uniformerv2-base-p16-res224_clip-pre_u8_kinetics710-rgb_20221219-77d34f81.pth 

backbone.transformer.resblocks.8.attn.out_proj.weight - torch.Size([768, 768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics710/uniformerv2-base-p16-res224_clip-pre_u8_kinetics710-rgb_20221219-77d34f81.pth 

backbone.transformer.resblocks.8.attn.out_proj.bias - torch.Size([768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics710/uniformerv2-base-p16-res224_clip-pre_u8_kinetics710-rgb_20221219-77d34f81.pth 

backbone.transformer.resblocks.8.ln_1.weight - torch.Size([768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics710/uniformerv2-base-p16-res224_clip-pre_u8_kinetics710-rgb_20221219-77d34f81.pth 

backbone.transformer.resblocks.8.ln_1.bias - torch.Size([768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics710/uniformerv2-base-p16-res224_clip-pre_u8_kinetics710-rgb_20221219-77d34f81.pth 

backbone.transformer.resblocks.8.mlp.c_fc.weight - torch.Size([3072, 768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics710/uniformerv2-base-p16-res224_clip-pre_u8_kinetics710-rgb_20221219-77d34f81.pth 

backbone.transformer.resblocks.8.mlp.c_fc.bias - torch.Size([3072]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics710/uniformerv2-base-p16-res224_clip-pre_u8_kinetics710-rgb_20221219-77d34f81.pth 

backbone.transformer.resblocks.8.mlp.c_proj.weight - torch.Size([768, 3072]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics710/uniformerv2-base-p16-res224_clip-pre_u8_kinetics710-rgb_20221219-77d34f81.pth 

backbone.transformer.resblocks.8.mlp.c_proj.bias - torch.Size([768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics710/uniformerv2-base-p16-res224_clip-pre_u8_kinetics710-rgb_20221219-77d34f81.pth 

backbone.transformer.resblocks.8.ln_2.weight - torch.Size([768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics710/uniformerv2-base-p16-res224_clip-pre_u8_kinetics710-rgb_20221219-77d34f81.pth 

backbone.transformer.resblocks.8.ln_2.bias - torch.Size([768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics710/uniformerv2-base-p16-res224_clip-pre_u8_kinetics710-rgb_20221219-77d34f81.pth 

backbone.transformer.resblocks.9.attn.in_proj_weight - torch.Size([2304, 768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics710/uniformerv2-base-p16-res224_clip-pre_u8_kinetics710-rgb_20221219-77d34f81.pth 

backbone.transformer.resblocks.9.attn.in_proj_bias - torch.Size([2304]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics710/uniformerv2-base-p16-res224_clip-pre_u8_kinetics710-rgb_20221219-77d34f81.pth 

backbone.transformer.resblocks.9.attn.out_proj.weight - torch.Size([768, 768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics710/uniformerv2-base-p16-res224_clip-pre_u8_kinetics710-rgb_20221219-77d34f81.pth 

backbone.transformer.resblocks.9.attn.out_proj.bias - torch.Size([768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics710/uniformerv2-base-p16-res224_clip-pre_u8_kinetics710-rgb_20221219-77d34f81.pth 

backbone.transformer.resblocks.9.ln_1.weight - torch.Size([768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics710/uniformerv2-base-p16-res224_clip-pre_u8_kinetics710-rgb_20221219-77d34f81.pth 

backbone.transformer.resblocks.9.ln_1.bias - torch.Size([768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics710/uniformerv2-base-p16-res224_clip-pre_u8_kinetics710-rgb_20221219-77d34f81.pth 

backbone.transformer.resblocks.9.mlp.c_fc.weight - torch.Size([3072, 768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics710/uniformerv2-base-p16-res224_clip-pre_u8_kinetics710-rgb_20221219-77d34f81.pth 

backbone.transformer.resblocks.9.mlp.c_fc.bias - torch.Size([3072]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics710/uniformerv2-base-p16-res224_clip-pre_u8_kinetics710-rgb_20221219-77d34f81.pth 

backbone.transformer.resblocks.9.mlp.c_proj.weight - torch.Size([768, 3072]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics710/uniformerv2-base-p16-res224_clip-pre_u8_kinetics710-rgb_20221219-77d34f81.pth 

backbone.transformer.resblocks.9.mlp.c_proj.bias - torch.Size([768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics710/uniformerv2-base-p16-res224_clip-pre_u8_kinetics710-rgb_20221219-77d34f81.pth 

backbone.transformer.resblocks.9.ln_2.weight - torch.Size([768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics710/uniformerv2-base-p16-res224_clip-pre_u8_kinetics710-rgb_20221219-77d34f81.pth 

backbone.transformer.resblocks.9.ln_2.bias - torch.Size([768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics710/uniformerv2-base-p16-res224_clip-pre_u8_kinetics710-rgb_20221219-77d34f81.pth 

backbone.transformer.resblocks.10.attn.in_proj_weight - torch.Size([2304, 768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics710/uniformerv2-base-p16-res224_clip-pre_u8_kinetics710-rgb_20221219-77d34f81.pth 

backbone.transformer.resblocks.10.attn.in_proj_bias - torch.Size([2304]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics710/uniformerv2-base-p16-res224_clip-pre_u8_kinetics710-rgb_20221219-77d34f81.pth 

backbone.transformer.resblocks.10.attn.out_proj.weight - torch.Size([768, 768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics710/uniformerv2-base-p16-res224_clip-pre_u8_kinetics710-rgb_20221219-77d34f81.pth 

backbone.transformer.resblocks.10.attn.out_proj.bias - torch.Size([768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics710/uniformerv2-base-p16-res224_clip-pre_u8_kinetics710-rgb_20221219-77d34f81.pth 

backbone.transformer.resblocks.10.ln_1.weight - torch.Size([768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics710/uniformerv2-base-p16-res224_clip-pre_u8_kinetics710-rgb_20221219-77d34f81.pth 

backbone.transformer.resblocks.10.ln_1.bias - torch.Size([768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics710/uniformerv2-base-p16-res224_clip-pre_u8_kinetics710-rgb_20221219-77d34f81.pth 

backbone.transformer.resblocks.10.mlp.c_fc.weight - torch.Size([3072, 768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics710/uniformerv2-base-p16-res224_clip-pre_u8_kinetics710-rgb_20221219-77d34f81.pth 

backbone.transformer.resblocks.10.mlp.c_fc.bias - torch.Size([3072]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics710/uniformerv2-base-p16-res224_clip-pre_u8_kinetics710-rgb_20221219-77d34f81.pth 

backbone.transformer.resblocks.10.mlp.c_proj.weight - torch.Size([768, 3072]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics710/uniformerv2-base-p16-res224_clip-pre_u8_kinetics710-rgb_20221219-77d34f81.pth 

backbone.transformer.resblocks.10.mlp.c_proj.bias - torch.Size([768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics710/uniformerv2-base-p16-res224_clip-pre_u8_kinetics710-rgb_20221219-77d34f81.pth 

backbone.transformer.resblocks.10.ln_2.weight - torch.Size([768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics710/uniformerv2-base-p16-res224_clip-pre_u8_kinetics710-rgb_20221219-77d34f81.pth 

backbone.transformer.resblocks.10.ln_2.bias - torch.Size([768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics710/uniformerv2-base-p16-res224_clip-pre_u8_kinetics710-rgb_20221219-77d34f81.pth 

backbone.transformer.resblocks.11.attn.in_proj_weight - torch.Size([2304, 768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics710/uniformerv2-base-p16-res224_clip-pre_u8_kinetics710-rgb_20221219-77d34f81.pth 

backbone.transformer.resblocks.11.attn.in_proj_bias - torch.Size([2304]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics710/uniformerv2-base-p16-res224_clip-pre_u8_kinetics710-rgb_20221219-77d34f81.pth 

backbone.transformer.resblocks.11.attn.out_proj.weight - torch.Size([768, 768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics710/uniformerv2-base-p16-res224_clip-pre_u8_kinetics710-rgb_20221219-77d34f81.pth 

backbone.transformer.resblocks.11.attn.out_proj.bias - torch.Size([768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics710/uniformerv2-base-p16-res224_clip-pre_u8_kinetics710-rgb_20221219-77d34f81.pth 

backbone.transformer.resblocks.11.ln_1.weight - torch.Size([768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics710/uniformerv2-base-p16-res224_clip-pre_u8_kinetics710-rgb_20221219-77d34f81.pth 

backbone.transformer.resblocks.11.ln_1.bias - torch.Size([768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics710/uniformerv2-base-p16-res224_clip-pre_u8_kinetics710-rgb_20221219-77d34f81.pth 

backbone.transformer.resblocks.11.mlp.c_fc.weight - torch.Size([3072, 768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics710/uniformerv2-base-p16-res224_clip-pre_u8_kinetics710-rgb_20221219-77d34f81.pth 

backbone.transformer.resblocks.11.mlp.c_fc.bias - torch.Size([3072]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics710/uniformerv2-base-p16-res224_clip-pre_u8_kinetics710-rgb_20221219-77d34f81.pth 

backbone.transformer.resblocks.11.mlp.c_proj.weight - torch.Size([768, 3072]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics710/uniformerv2-base-p16-res224_clip-pre_u8_kinetics710-rgb_20221219-77d34f81.pth 

backbone.transformer.resblocks.11.mlp.c_proj.bias - torch.Size([768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics710/uniformerv2-base-p16-res224_clip-pre_u8_kinetics710-rgb_20221219-77d34f81.pth 

backbone.transformer.resblocks.11.ln_2.weight - torch.Size([768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics710/uniformerv2-base-p16-res224_clip-pre_u8_kinetics710-rgb_20221219-77d34f81.pth 

backbone.transformer.resblocks.11.ln_2.bias - torch.Size([768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics710/uniformerv2-base-p16-res224_clip-pre_u8_kinetics710-rgb_20221219-77d34f81.pth 

backbone.transformer.dpe.0.weight - torch.Size([768, 1, 3, 3, 3]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics710/uniformerv2-base-p16-res224_clip-pre_u8_kinetics710-rgb_20221219-77d34f81.pth 

backbone.transformer.dpe.0.bias - torch.Size([768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics710/uniformerv2-base-p16-res224_clip-pre_u8_kinetics710-rgb_20221219-77d34f81.pth 

backbone.transformer.dpe.1.weight - torch.Size([768, 1, 3, 3, 3]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics710/uniformerv2-base-p16-res224_clip-pre_u8_kinetics710-rgb_20221219-77d34f81.pth 

backbone.transformer.dpe.1.bias - torch.Size([768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics710/uniformerv2-base-p16-res224_clip-pre_u8_kinetics710-rgb_20221219-77d34f81.pth 

backbone.transformer.dpe.2.weight - torch.Size([768, 1, 3, 3, 3]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics710/uniformerv2-base-p16-res224_clip-pre_u8_kinetics710-rgb_20221219-77d34f81.pth 

backbone.transformer.dpe.2.bias - torch.Size([768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics710/uniformerv2-base-p16-res224_clip-pre_u8_kinetics710-rgb_20221219-77d34f81.pth 

backbone.transformer.dpe.3.weight - torch.Size([768, 1, 3, 3, 3]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics710/uniformerv2-base-p16-res224_clip-pre_u8_kinetics710-rgb_20221219-77d34f81.pth 

backbone.transformer.dpe.3.bias - torch.Size([768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics710/uniformerv2-base-p16-res224_clip-pre_u8_kinetics710-rgb_20221219-77d34f81.pth 

backbone.transformer.dec.0.attn.in_proj_weight - torch.Size([2304, 768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics710/uniformerv2-base-p16-res224_clip-pre_u8_kinetics710-rgb_20221219-77d34f81.pth 

backbone.transformer.dec.0.attn.in_proj_bias - torch.Size([2304]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics710/uniformerv2-base-p16-res224_clip-pre_u8_kinetics710-rgb_20221219-77d34f81.pth 

backbone.transformer.dec.0.attn.out_proj.weight - torch.Size([768, 768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics710/uniformerv2-base-p16-res224_clip-pre_u8_kinetics710-rgb_20221219-77d34f81.pth 

backbone.transformer.dec.0.attn.out_proj.bias - torch.Size([768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics710/uniformerv2-base-p16-res224_clip-pre_u8_kinetics710-rgb_20221219-77d34f81.pth 

backbone.transformer.dec.0.ln_1.weight - torch.Size([768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics710/uniformerv2-base-p16-res224_clip-pre_u8_kinetics710-rgb_20221219-77d34f81.pth 

backbone.transformer.dec.0.ln_1.bias - torch.Size([768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics710/uniformerv2-base-p16-res224_clip-pre_u8_kinetics710-rgb_20221219-77d34f81.pth 

backbone.transformer.dec.0.mlp.c_fc.weight - torch.Size([3072, 768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics710/uniformerv2-base-p16-res224_clip-pre_u8_kinetics710-rgb_20221219-77d34f81.pth 

backbone.transformer.dec.0.mlp.c_fc.bias - torch.Size([3072]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics710/uniformerv2-base-p16-res224_clip-pre_u8_kinetics710-rgb_20221219-77d34f81.pth 

backbone.transformer.dec.0.mlp.c_proj.weight - torch.Size([768, 3072]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics710/uniformerv2-base-p16-res224_clip-pre_u8_kinetics710-rgb_20221219-77d34f81.pth 

backbone.transformer.dec.0.mlp.c_proj.bias - torch.Size([768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics710/uniformerv2-base-p16-res224_clip-pre_u8_kinetics710-rgb_20221219-77d34f81.pth 

backbone.transformer.dec.0.ln_2.weight - torch.Size([768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics710/uniformerv2-base-p16-res224_clip-pre_u8_kinetics710-rgb_20221219-77d34f81.pth 

backbone.transformer.dec.0.ln_2.bias - torch.Size([768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics710/uniformerv2-base-p16-res224_clip-pre_u8_kinetics710-rgb_20221219-77d34f81.pth 

backbone.transformer.dec.0.ln_3.weight - torch.Size([768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics710/uniformerv2-base-p16-res224_clip-pre_u8_kinetics710-rgb_20221219-77d34f81.pth 

backbone.transformer.dec.0.ln_3.bias - torch.Size([768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics710/uniformerv2-base-p16-res224_clip-pre_u8_kinetics710-rgb_20221219-77d34f81.pth 

backbone.transformer.dec.1.attn.in_proj_weight - torch.Size([2304, 768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics710/uniformerv2-base-p16-res224_clip-pre_u8_kinetics710-rgb_20221219-77d34f81.pth 

backbone.transformer.dec.1.attn.in_proj_bias - torch.Size([2304]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics710/uniformerv2-base-p16-res224_clip-pre_u8_kinetics710-rgb_20221219-77d34f81.pth 

backbone.transformer.dec.1.attn.out_proj.weight - torch.Size([768, 768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics710/uniformerv2-base-p16-res224_clip-pre_u8_kinetics710-rgb_20221219-77d34f81.pth 

backbone.transformer.dec.1.attn.out_proj.bias - torch.Size([768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics710/uniformerv2-base-p16-res224_clip-pre_u8_kinetics710-rgb_20221219-77d34f81.pth 

backbone.transformer.dec.1.ln_1.weight - torch.Size([768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics710/uniformerv2-base-p16-res224_clip-pre_u8_kinetics710-rgb_20221219-77d34f81.pth 

backbone.transformer.dec.1.ln_1.bias - torch.Size([768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics710/uniformerv2-base-p16-res224_clip-pre_u8_kinetics710-rgb_20221219-77d34f81.pth 

backbone.transformer.dec.1.mlp.c_fc.weight - torch.Size([3072, 768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics710/uniformerv2-base-p16-res224_clip-pre_u8_kinetics710-rgb_20221219-77d34f81.pth 

backbone.transformer.dec.1.mlp.c_fc.bias - torch.Size([3072]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics710/uniformerv2-base-p16-res224_clip-pre_u8_kinetics710-rgb_20221219-77d34f81.pth 

backbone.transformer.dec.1.mlp.c_proj.weight - torch.Size([768, 3072]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics710/uniformerv2-base-p16-res224_clip-pre_u8_kinetics710-rgb_20221219-77d34f81.pth 

backbone.transformer.dec.1.mlp.c_proj.bias - torch.Size([768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics710/uniformerv2-base-p16-res224_clip-pre_u8_kinetics710-rgb_20221219-77d34f81.pth 

backbone.transformer.dec.1.ln_2.weight - torch.Size([768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics710/uniformerv2-base-p16-res224_clip-pre_u8_kinetics710-rgb_20221219-77d34f81.pth 

backbone.transformer.dec.1.ln_2.bias - torch.Size([768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics710/uniformerv2-base-p16-res224_clip-pre_u8_kinetics710-rgb_20221219-77d34f81.pth 

backbone.transformer.dec.1.ln_3.weight - torch.Size([768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics710/uniformerv2-base-p16-res224_clip-pre_u8_kinetics710-rgb_20221219-77d34f81.pth 

backbone.transformer.dec.1.ln_3.bias - torch.Size([768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics710/uniformerv2-base-p16-res224_clip-pre_u8_kinetics710-rgb_20221219-77d34f81.pth 

backbone.transformer.dec.2.attn.in_proj_weight - torch.Size([2304, 768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics710/uniformerv2-base-p16-res224_clip-pre_u8_kinetics710-rgb_20221219-77d34f81.pth 

backbone.transformer.dec.2.attn.in_proj_bias - torch.Size([2304]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics710/uniformerv2-base-p16-res224_clip-pre_u8_kinetics710-rgb_20221219-77d34f81.pth 

backbone.transformer.dec.2.attn.out_proj.weight - torch.Size([768, 768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics710/uniformerv2-base-p16-res224_clip-pre_u8_kinetics710-rgb_20221219-77d34f81.pth 

backbone.transformer.dec.2.attn.out_proj.bias - torch.Size([768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics710/uniformerv2-base-p16-res224_clip-pre_u8_kinetics710-rgb_20221219-77d34f81.pth 

backbone.transformer.dec.2.ln_1.weight - torch.Size([768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics710/uniformerv2-base-p16-res224_clip-pre_u8_kinetics710-rgb_20221219-77d34f81.pth 

backbone.transformer.dec.2.ln_1.bias - torch.Size([768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics710/uniformerv2-base-p16-res224_clip-pre_u8_kinetics710-rgb_20221219-77d34f81.pth 

backbone.transformer.dec.2.mlp.c_fc.weight - torch.Size([3072, 768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics710/uniformerv2-base-p16-res224_clip-pre_u8_kinetics710-rgb_20221219-77d34f81.pth 

backbone.transformer.dec.2.mlp.c_fc.bias - torch.Size([3072]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics710/uniformerv2-base-p16-res224_clip-pre_u8_kinetics710-rgb_20221219-77d34f81.pth 

backbone.transformer.dec.2.mlp.c_proj.weight - torch.Size([768, 3072]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics710/uniformerv2-base-p16-res224_clip-pre_u8_kinetics710-rgb_20221219-77d34f81.pth 

backbone.transformer.dec.2.mlp.c_proj.bias - torch.Size([768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics710/uniformerv2-base-p16-res224_clip-pre_u8_kinetics710-rgb_20221219-77d34f81.pth 

backbone.transformer.dec.2.ln_2.weight - torch.Size([768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics710/uniformerv2-base-p16-res224_clip-pre_u8_kinetics710-rgb_20221219-77d34f81.pth 

backbone.transformer.dec.2.ln_2.bias - torch.Size([768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics710/uniformerv2-base-p16-res224_clip-pre_u8_kinetics710-rgb_20221219-77d34f81.pth 

backbone.transformer.dec.2.ln_3.weight - torch.Size([768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics710/uniformerv2-base-p16-res224_clip-pre_u8_kinetics710-rgb_20221219-77d34f81.pth 

backbone.transformer.dec.2.ln_3.bias - torch.Size([768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics710/uniformerv2-base-p16-res224_clip-pre_u8_kinetics710-rgb_20221219-77d34f81.pth 

backbone.transformer.dec.3.attn.in_proj_weight - torch.Size([2304, 768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics710/uniformerv2-base-p16-res224_clip-pre_u8_kinetics710-rgb_20221219-77d34f81.pth 

backbone.transformer.dec.3.attn.in_proj_bias - torch.Size([2304]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics710/uniformerv2-base-p16-res224_clip-pre_u8_kinetics710-rgb_20221219-77d34f81.pth 

backbone.transformer.dec.3.attn.out_proj.weight - torch.Size([768, 768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics710/uniformerv2-base-p16-res224_clip-pre_u8_kinetics710-rgb_20221219-77d34f81.pth 

backbone.transformer.dec.3.attn.out_proj.bias - torch.Size([768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics710/uniformerv2-base-p16-res224_clip-pre_u8_kinetics710-rgb_20221219-77d34f81.pth 

backbone.transformer.dec.3.ln_1.weight - torch.Size([768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics710/uniformerv2-base-p16-res224_clip-pre_u8_kinetics710-rgb_20221219-77d34f81.pth 

backbone.transformer.dec.3.ln_1.bias - torch.Size([768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics710/uniformerv2-base-p16-res224_clip-pre_u8_kinetics710-rgb_20221219-77d34f81.pth 

backbone.transformer.dec.3.mlp.c_fc.weight - torch.Size([3072, 768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics710/uniformerv2-base-p16-res224_clip-pre_u8_kinetics710-rgb_20221219-77d34f81.pth 

backbone.transformer.dec.3.mlp.c_fc.bias - torch.Size([3072]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics710/uniformerv2-base-p16-res224_clip-pre_u8_kinetics710-rgb_20221219-77d34f81.pth 

backbone.transformer.dec.3.mlp.c_proj.weight - torch.Size([768, 3072]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics710/uniformerv2-base-p16-res224_clip-pre_u8_kinetics710-rgb_20221219-77d34f81.pth 

backbone.transformer.dec.3.mlp.c_proj.bias - torch.Size([768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics710/uniformerv2-base-p16-res224_clip-pre_u8_kinetics710-rgb_20221219-77d34f81.pth 

backbone.transformer.dec.3.ln_2.weight - torch.Size([768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics710/uniformerv2-base-p16-res224_clip-pre_u8_kinetics710-rgb_20221219-77d34f81.pth 

backbone.transformer.dec.3.ln_2.bias - torch.Size([768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics710/uniformerv2-base-p16-res224_clip-pre_u8_kinetics710-rgb_20221219-77d34f81.pth 

backbone.transformer.dec.3.ln_3.weight - torch.Size([768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics710/uniformerv2-base-p16-res224_clip-pre_u8_kinetics710-rgb_20221219-77d34f81.pth 

backbone.transformer.dec.3.ln_3.bias - torch.Size([768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics710/uniformerv2-base-p16-res224_clip-pre_u8_kinetics710-rgb_20221219-77d34f81.pth 

backbone.transformer.norm.weight - torch.Size([768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics710/uniformerv2-base-p16-res224_clip-pre_u8_kinetics710-rgb_20221219-77d34f81.pth 

backbone.transformer.norm.bias - torch.Size([768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics710/uniformerv2-base-p16-res224_clip-pre_u8_kinetics710-rgb_20221219-77d34f81.pth 

cls_head.fc_cls.weight - torch.Size([700, 768]): 
Initialized by user-defined `init_weights` in UniFormerHead  

cls_head.fc_cls.bias - torch.Size([700]): 
Initialized by user-defined `init_weights` in UniFormerHead  
2023/02/15 23:38:43 - mmengine - INFO - Checkpoints will be saved to /mnt/petrelfs/lilin/Repos/mmact_dev/mmaction2/work_dirs/uniformer_train/uniformerv2-base-p16-res224_clip-kinetics710-pre_u8_kinetics700-rgb.
2023/02/15 23:41:39 - mmengine - INFO - Epoch(train) [1][ 100/2119]  lr: 1.0467e-06  eta: 5:07:40  time: 1.2845  data_time: 0.0309  memory: 52499  grad_norm: 29.3602  loss: 1.1004  top1_acc: 0.7188  top5_acc: 0.8750  loss_cls: 1.1004
2023/02/15 23:43:50 - mmengine - INFO - Epoch(train) [1][ 200/2119]  lr: 1.0940e-06  eta: 4:25:19  time: 1.2465  data_time: 0.0237  memory: 52499  grad_norm: 29.4767  loss: 1.2308  top1_acc: 0.6250  top5_acc: 0.9688  loss_cls: 1.2308
2023/02/15 23:45:58 - mmengine - INFO - Epoch(train) [1][ 300/2119]  lr: 1.1412e-06  eta: 4:08:31  time: 1.2395  data_time: 0.0269  memory: 52499  grad_norm: 28.7243  loss: 1.1849  top1_acc: 0.7812  top5_acc: 0.8750  loss_cls: 1.1849
2023/02/15 23:48:06 - mmengine - INFO - Epoch(train) [1][ 400/2119]  lr: 1.1884e-06  eta: 3:58:49  time: 1.2553  data_time: 0.0288  memory: 52499  grad_norm: 28.0750  loss: 1.1858  top1_acc: 0.7812  top5_acc: 0.9062  loss_cls: 1.1858
2023/02/15 23:50:11 - mmengine - INFO - Epoch(train) [1][ 500/2119]  lr: 1.2356e-06  eta: 3:51:32  time: 1.2392  data_time: 0.0357  memory: 52499  grad_norm: 27.0428  loss: 1.2082  top1_acc: 0.6562  top5_acc: 0.8750  loss_cls: 1.2082
2023/02/15 23:52:18 - mmengine - INFO - Epoch(train) [1][ 600/2119]  lr: 1.2828e-06  eta: 3:46:16  time: 1.2522  data_time: 0.0264  memory: 52499  grad_norm: 27.5108  loss: 1.0831  top1_acc: 0.6875  top5_acc: 0.9062  loss_cls: 1.0831
2023/02/15 23:54:24 - mmengine - INFO - Epoch(train) [1][ 700/2119]  lr: 1.3300e-06  eta: 3:41:43  time: 1.2357  data_time: 0.1131  memory: 52499  grad_norm: 28.2139  loss: 1.1844  top1_acc: 0.8438  top5_acc: 1.0000  loss_cls: 1.1844
2023/02/15 23:56:32 - mmengine - INFO - Epoch(train) [1][ 800/2119]  lr: 1.3772e-06  eta: 3:38:10  time: 1.3422  data_time: 0.0302  memory: 52499  grad_norm: 28.2826  loss: 1.1096  top1_acc: 0.6562  top5_acc: 0.8750  loss_cls: 1.1096
2023/02/15 23:58:41 - mmengine - INFO - Epoch(train) [1][ 900/2119]  lr: 1.4245e-06  eta: 3:34:59  time: 1.2992  data_time: 0.0301  memory: 52499  grad_norm: 29.1022  loss: 1.2365  top1_acc: 0.9688  top5_acc: 1.0000  loss_cls: 1.2365
2023/02/16 00:00:47 - mmengine - INFO - Exp name: uniformerv2-base-p16-res224_clip-kinetics710-pre_u8_kinetics700-rgb_20230215_233821
2023/02/16 00:00:47 - mmengine - INFO - Epoch(train) [1][1000/2119]  lr: 1.4717e-06  eta: 3:31:45  time: 1.2728  data_time: 0.0289  memory: 52499  grad_norm: 27.2131  loss: 1.2854  top1_acc: 0.7188  top5_acc: 0.9062  loss_cls: 1.2854
2023/02/16 00:02:53 - mmengine - INFO - Epoch(train) [1][1100/2119]  lr: 1.5189e-06  eta: 3:28:37  time: 1.1916  data_time: 0.0290  memory: 52499  grad_norm: 27.3054  loss: 1.1571  top1_acc: 0.8125  top5_acc: 0.8750  loss_cls: 1.1571
2023/02/16 00:05:02 - mmengine - INFO - Epoch(train) [1][1200/2119]  lr: 1.5661e-06  eta: 3:25:58  time: 1.3544  data_time: 0.0290  memory: 52499  grad_norm: 27.2886  loss: 1.1175  top1_acc: 0.6875  top5_acc: 0.8438  loss_cls: 1.1175
2023/02/16 00:07:06 - mmengine - INFO - Epoch(train) [1][1300/2119]  lr: 1.6133e-06  eta: 3:22:55  time: 1.2499  data_time: 0.0279  memory: 52499  grad_norm: 28.2131  loss: 1.0459  top1_acc: 0.7812  top5_acc: 0.9375  loss_cls: 1.0459
2023/02/16 00:09:14 - mmengine - INFO - Epoch(train) [1][1400/2119]  lr: 1.6605e-06  eta: 3:20:21  time: 1.2691  data_time: 0.1485  memory: 52499  grad_norm: 28.1009  loss: 1.0419  top1_acc: 0.8438  top5_acc: 0.9688  loss_cls: 1.0419
2023/02/16 00:11:20 - mmengine - INFO - Epoch(train) [1][1500/2119]  lr: 1.7077e-06  eta: 3:17:46  time: 1.1775  data_time: 0.0510  memory: 52499  grad_norm: 29.1571  loss: 1.3196  top1_acc: 0.7188  top5_acc: 0.8438  loss_cls: 1.3196
2023/02/16 00:13:28 - mmengine - INFO - Epoch(train) [1][1600/2119]  lr: 1.7550e-06  eta: 3:15:22  time: 1.3285  data_time: 0.2105  memory: 52499  grad_norm: 27.7938  loss: 1.2207  top1_acc: 0.6875  top5_acc: 1.0000  loss_cls: 1.2207
2023/02/16 00:15:34 - mmengine - INFO - Epoch(train) [1][1700/2119]  lr: 1.8022e-06  eta: 3:12:47  time: 1.2212  data_time: 0.1019  memory: 52499  grad_norm: 27.6591  loss: 1.1173  top1_acc: 0.8125  top5_acc: 0.8438  loss_cls: 1.1173
2023/02/16 00:17:44 - mmengine - INFO - Epoch(train) [1][1800/2119]  lr: 1.8494e-06  eta: 3:10:36  time: 1.3587  data_time: 0.2364  memory: 52499  grad_norm: 26.7560  loss: 1.1730  top1_acc: 0.8438  top5_acc: 0.8438  loss_cls: 1.1730
2023/02/16 00:19:50 - mmengine - INFO - Epoch(train) [1][1900/2119]  lr: 1.8966e-06  eta: 3:08:09  time: 1.2048  data_time: 0.0877  memory: 52499  grad_norm: 27.3249  loss: 1.1922  top1_acc: 0.6562  top5_acc: 0.8438  loss_cls: 1.1922
2023/02/16 00:21:58 - mmengine - INFO - Exp name: uniformerv2-base-p16-res224_clip-kinetics710-pre_u8_kinetics700-rgb_20230215_233821
2023/02/16 00:21:58 - mmengine - INFO - Epoch(train) [1][2000/2119]  lr: 1.9438e-06  eta: 3:05:49  time: 1.3311  data_time: 0.2047  memory: 52499  grad_norm: 27.5168  loss: 1.2219  top1_acc: 0.8125  top5_acc: 0.9062  loss_cls: 1.2219
2023/02/16 00:24:04 - mmengine - INFO - Epoch(train) [1][2100/2119]  lr: 1.9910e-06  eta: 3:03:24  time: 1.2027  data_time: 0.0257  memory: 52499  grad_norm: 26.7972  loss: 1.0540  top1_acc: 0.7812  top5_acc: 0.8750  loss_cls: 1.0540
2023/02/16 00:24:26 - mmengine - INFO - Exp name: uniformerv2-base-p16-res224_clip-kinetics710-pre_u8_kinetics700-rgb_20230215_233821
2023/02/16 00:24:26 - mmengine - INFO - Epoch(train) [1][2119/2119]  lr: 2.0000e-06  eta: 3:02:48  time: 1.1429  data_time: 0.0229  memory: 52499  grad_norm: 27.9973  loss: 1.2199  top1_acc: 0.6842  top5_acc: 0.7895  loss_cls: 1.2199
2023/02/16 00:25:16 - mmengine - INFO - Epoch(val) [1][100/545]    eta: 0:03:45  time: 0.2461  data_time: 0.1662  memory: 2893  
2023/02/16 00:25:37 - mmengine - INFO - Epoch(val) [1][200/545]    eta: 0:02:02  time: 0.2196  data_time: 0.1390  memory: 2893  
2023/02/16 00:25:58 - mmengine - INFO - Epoch(val) [1][300/545]    eta: 0:01:15  time: 0.2331  data_time: 0.1537  memory: 2893  
2023/02/16 00:26:18 - mmengine - INFO - Epoch(val) [1][400/545]    eta: 0:00:40  time: 0.1671  data_time: 0.0877  memory: 2893  
2023/02/16 00:26:39 - mmengine - INFO - Epoch(val) [1][500/545]    eta: 0:00:12  time: 0.2324  data_time: 0.1522  memory: 2893  
2023/02/16 00:26:51 - mmengine - INFO - Epoch(val) [1][545/545]  acc/top1: 0.7396  acc/top5: 0.9143  acc/mean1: 0.7395
2023/02/16 00:26:54 - mmengine - INFO - The best checkpoint with 0.7396 acc/top1 at 1 epoch is saved to best_acc/top1_epoch_1.pth.
2023/02/16 00:29:09 - mmengine - INFO - Epoch(train) [2][ 100/2119]  lr: 1.9997e-06  eta: 3:00:59  time: 1.2740  data_time: 0.1353  memory: 52499  grad_norm: 27.3573  loss: 1.1755  top1_acc: 0.7812  top5_acc: 0.8750  loss_cls: 1.1755
2023/02/16 00:31:17 - mmengine - INFO - Epoch(train) [2][ 200/2119]  lr: 1.9986e-06  eta: 2:58:42  time: 1.2573  data_time: 0.0317  memory: 52499  grad_norm: 27.0049  loss: 1.1856  top1_acc: 0.6875  top5_acc: 0.8438  loss_cls: 1.1856
2023/02/16 00:33:24 - mmengine - INFO - Epoch(train) [2][ 300/2119]  lr: 1.9969e-06  eta: 2:56:25  time: 1.2662  data_time: 0.1224  memory: 52499  grad_norm: 27.8050  loss: 1.0294  top1_acc: 0.7812  top5_acc: 0.9375  loss_cls: 1.0294
2023/02/16 00:35:31 - mmengine - INFO - Epoch(train) [2][ 400/2119]  lr: 1.9945e-06  eta: 2:54:08  time: 1.2901  data_time: 0.0515  memory: 52499  grad_norm: 27.0039  loss: 1.0159  top1_acc: 0.6875  top5_acc: 0.9062  loss_cls: 1.0159
2023/02/16 00:37:40 - mmengine - INFO - Epoch(train) [2][ 500/2119]  lr: 1.9915e-06  eta: 2:51:57  time: 1.3390  data_time: 0.0323  memory: 52499  grad_norm: 27.1748  loss: 1.0256  top1_acc: 0.8125  top5_acc: 0.9062  loss_cls: 1.0256
2023/02/16 00:39:46 - mmengine - INFO - Epoch(train) [2][ 600/2119]  lr: 1.9877e-06  eta: 2:49:40  time: 1.2514  data_time: 0.0332  memory: 52499  grad_norm: 27.5200  loss: 1.2209  top1_acc: 0.6875  top5_acc: 0.8438  loss_cls: 1.2209
2023/02/16 00:41:53 - mmengine - INFO - Epoch(train) [2][ 700/2119]  lr: 1.9833e-06  eta: 2:47:23  time: 1.2363  data_time: 0.0313  memory: 52499  grad_norm: 28.2925  loss: 1.0242  top1_acc: 0.7812  top5_acc: 0.8750  loss_cls: 1.0242
2023/02/16 00:43:59 - mmengine - INFO - Epoch(train) [2][ 800/2119]  lr: 1.9782e-06  eta: 2:45:07  time: 1.2423  data_time: 0.0335  memory: 52499  grad_norm: 27.5349  loss: 1.0287  top1_acc: 0.7812  top5_acc: 0.8125  loss_cls: 1.0287
2023/02/16 00:45:41 - mmengine - INFO - Exp name: uniformerv2-base-p16-res224_clip-kinetics710-pre_u8_kinetics700-rgb_20230215_233821
2023/02/16 00:46:05 - mmengine - INFO - Epoch(train) [2][ 900/2119]  lr: 1.9725e-06  eta: 2:42:49  time: 1.2354  data_time: 0.0334  memory: 52499  grad_norm: 26.4496  loss: 1.1202  top1_acc: 0.6562  top5_acc: 0.8438  loss_cls: 1.1202
2023/02/16 00:48:13 - mmengine - INFO - Epoch(train) [2][1000/2119]  lr: 1.9661e-06  eta: 2:40:37  time: 1.2289  data_time: 0.0298  memory: 52499  grad_norm: 28.5515  loss: 1.1702  top1_acc: 0.8750  top5_acc: 0.9688  loss_cls: 1.1702
2023/02/16 00:50:20 - mmengine - INFO - Epoch(train) [2][1100/2119]  lr: 1.9591e-06  eta: 2:38:23  time: 1.2051  data_time: 0.0326  memory: 52499  grad_norm: 28.0506  loss: 1.1600  top1_acc: 0.7500  top5_acc: 0.8750  loss_cls: 1.1600
2023/02/16 00:52:32 - mmengine - INFO - Epoch(train) [2][1200/2119]  lr: 1.9514e-06  eta: 2:36:21  time: 1.5029  data_time: 0.0335  memory: 52499  grad_norm: 26.4099  loss: 1.1452  top1_acc: 0.5938  top5_acc: 0.7812  loss_cls: 1.1452
2023/02/16 00:54:36 - mmengine - INFO - Epoch(train) [2][1300/2119]  lr: 1.9432e-06  eta: 2:34:03  time: 1.3068  data_time: 0.0330  memory: 52499  grad_norm: 27.6640  loss: 1.2980  top1_acc: 0.6562  top5_acc: 0.9062  loss_cls: 1.2980
2023/02/16 00:56:44 - mmengine - INFO - Epoch(train) [2][1400/2119]  lr: 1.9343e-06  eta: 2:31:52  time: 1.2836  data_time: 0.0306  memory: 52499  grad_norm: 27.4536  loss: 1.1791  top1_acc: 0.6562  top5_acc: 0.8125  loss_cls: 1.1791
2023/02/16 00:58:51 - mmengine - INFO - Epoch(train) [2][1500/2119]  lr: 1.9248e-06  eta: 2:29:40  time: 1.2972  data_time: 0.0305  memory: 52499  grad_norm: 27.6052  loss: 1.0314  top1_acc: 0.7812  top5_acc: 0.8750  loss_cls: 1.0314
2023/02/16 01:00:58 - mmengine - INFO - Epoch(train) [2][1600/2119]  lr: 1.9147e-06  eta: 2:27:28  time: 1.3385  data_time: 0.0381  memory: 52499  grad_norm: 27.4074  loss: 1.2175  top1_acc: 0.6562  top5_acc: 0.8750  loss_cls: 1.2175
2023/02/16 01:03:06 - mmengine - INFO - Epoch(train) [2][1700/2119]  lr: 1.9041e-06  eta: 2:25:18  time: 1.2660  data_time: 0.0317  memory: 52499  grad_norm: 28.0502  loss: 1.0984  top1_acc: 0.8750  top5_acc: 0.9375  loss_cls: 1.0984
2023/02/16 01:05:12 - mmengine - INFO - Epoch(train) [2][1800/2119]  lr: 1.8929e-06  eta: 2:23:06  time: 1.2749  data_time: 0.0321  memory: 52499  grad_norm: 28.9196  loss: 1.2374  top1_acc: 0.6562  top5_acc: 0.8125  loss_cls: 1.2374
2023/02/16 01:06:54 - mmengine - INFO - Exp name: uniformerv2-base-p16-res224_clip-kinetics710-pre_u8_kinetics700-rgb_20230215_233821
2023/02/16 01:07:18 - mmengine - INFO - Epoch(train) [2][1900/2119]  lr: 1.8812e-06  eta: 2:20:52  time: 1.2635  data_time: 0.0368  memory: 52499  grad_norm: 27.9640  loss: 1.1617  top1_acc: 0.5625  top5_acc: 0.7812  loss_cls: 1.1617
2023/02/16 01:09:26 - mmengine - INFO - Epoch(train) [2][2000/2119]  lr: 1.8689e-06  eta: 2:18:42  time: 1.3192  data_time: 0.0297  memory: 52499  grad_norm: 27.9153  loss: 1.1819  top1_acc: 0.6875  top5_acc: 0.8125  loss_cls: 1.1819
2023/02/16 01:11:33 - mmengine - INFO - Epoch(train) [2][2100/2119]  lr: 1.8562e-06  eta: 2:16:32  time: 1.2158  data_time: 0.0320  memory: 52499  grad_norm: 27.7709  loss: 1.1825  top1_acc: 0.7812  top5_acc: 0.9375  loss_cls: 1.1825
2023/02/16 01:11:55 - mmengine - INFO - Exp name: uniformerv2-base-p16-res224_clip-kinetics710-pre_u8_kinetics700-rgb_20230215_233821
2023/02/16 01:11:55 - mmengine - INFO - Epoch(train) [2][2119/2119]  lr: 1.8537e-06  eta: 2:16:04  time: 1.1394  data_time: 0.0232  memory: 52499  grad_norm: 27.6616  loss: 1.1996  top1_acc: 0.6842  top5_acc: 0.9474  loss_cls: 1.1996
2023/02/16 01:12:17 - mmengine - INFO - Epoch(val) [2][100/545]    eta: 0:01:39  time: 0.2500  data_time: 0.1700  memory: 2893  
2023/02/16 01:12:38 - mmengine - INFO - Epoch(val) [2][200/545]    eta: 0:01:13  time: 0.2131  data_time: 0.1336  memory: 2893  
2023/02/16 01:12:59 - mmengine - INFO - Epoch(val) [2][300/545]    eta: 0:00:52  time: 0.2400  data_time: 0.1606  memory: 2893  
2023/02/16 01:13:18 - mmengine - INFO - Epoch(val) [2][400/545]    eta: 0:00:30  time: 0.1648  data_time: 0.0847  memory: 2893  
2023/02/16 01:13:39 - mmengine - INFO - Epoch(val) [2][500/545]    eta: 0:00:09  time: 0.1979  data_time: 0.1174  memory: 2893  
2023/02/16 01:13:52 - mmengine - INFO - Epoch(val) [2][545/545]  acc/top1: 0.7411  acc/top5: 0.9161  acc/mean1: 0.7410
2023/02/16 01:13:52 - mmengine - INFO - The previous best checkpoint /mnt/petrelfs/lilin/Repos/mmact_dev/mmaction2/work_dirs/uniformer_train/uniformerv2-base-p16-res224_clip-kinetics710-pre_u8_kinetics700-rgb/best_acc/top1_epoch_1.pth is removed
2023/02/16 01:13:55 - mmengine - INFO - The best checkpoint with 0.7411 acc/top1 at 2 epoch is saved to best_acc/top1_epoch_2.pth.
2023/02/16 01:16:14 - mmengine - INFO - Epoch(train) [3][ 100/2119]  lr: 1.8403e-06  eta: 2:14:09  time: 1.3086  data_time: 0.2020  memory: 52499  grad_norm: 26.8099  loss: 1.1565  top1_acc: 0.7188  top5_acc: 0.9375  loss_cls: 1.1565
2023/02/16 01:18:19 - mmengine - INFO - Epoch(train) [3][ 200/2119]  lr: 1.8265e-06  eta: 2:11:56  time: 1.1840  data_time: 0.0532  memory: 52499  grad_norm: 27.3264  loss: 1.3245  top1_acc: 0.5938  top5_acc: 0.8125  loss_cls: 1.3245
2023/02/16 01:20:27 - mmengine - INFO - Epoch(train) [3][ 300/2119]  lr: 1.8123e-06  eta: 2:09:47  time: 1.2764  data_time: 0.0356  memory: 52499  grad_norm: 27.3434  loss: 1.1087  top1_acc: 0.7812  top5_acc: 0.9375  loss_cls: 1.1087
2023/02/16 01:22:34 - mmengine - INFO - Epoch(train) [3][ 400/2119]  lr: 1.7976e-06  eta: 2:07:36  time: 1.2590  data_time: 0.0363  memory: 52499  grad_norm: 28.8111  loss: 1.2656  top1_acc: 0.7500  top5_acc: 0.9062  loss_cls: 1.2656
2023/02/16 01:24:41 - mmengine - INFO - Epoch(train) [3][ 500/2119]  lr: 1.7825e-06  eta: 2:05:26  time: 1.3534  data_time: 0.0324  memory: 52499  grad_norm: 28.3772  loss: 1.2139  top1_acc: 0.5938  top5_acc: 0.8438  loss_cls: 1.2139
2023/02/16 01:26:47 - mmengine - INFO - Epoch(train) [3][ 600/2119]  lr: 1.7670e-06  eta: 2:03:14  time: 1.2558  data_time: 0.0354  memory: 52499  grad_norm: 27.0297  loss: 1.1639  top1_acc: 0.7188  top5_acc: 0.8438  loss_cls: 1.1639
2023/02/16 01:28:56 - mmengine - INFO - Epoch(train) [3][ 700/2119]  lr: 1.7512e-06  eta: 2:01:06  time: 1.3907  data_time: 0.0313  memory: 52499  grad_norm: 27.8829  loss: 1.0864  top1_acc: 0.6875  top5_acc: 0.8750  loss_cls: 1.0864
2023/02/16 01:30:13 - mmengine - INFO - Exp name: uniformerv2-base-p16-res224_clip-kinetics710-pre_u8_kinetics700-rgb_20230215_233821
2023/02/16 01:31:00 - mmengine - INFO - Epoch(train) [3][ 800/2119]  lr: 1.7350e-06  eta: 1:58:53  time: 1.2412  data_time: 0.0371  memory: 52499  grad_norm: 26.8520  loss: 1.1113  top1_acc: 0.7188  top5_acc: 0.8125  loss_cls: 1.1113
2023/02/16 01:33:07 - mmengine - INFO - Epoch(train) [3][ 900/2119]  lr: 1.7185e-06  eta: 1:56:43  time: 1.2693  data_time: 0.0298  memory: 52499  grad_norm: 28.0899  loss: 1.1612  top1_acc: 0.6562  top5_acc: 0.8750  loss_cls: 1.1612
2023/02/16 01:35:16 - mmengine - INFO - Epoch(train) [3][1000/2119]  lr: 1.7017e-06  eta: 1:54:35  time: 1.3017  data_time: 0.0312  memory: 52499  grad_norm: 28.2557  loss: 1.2513  top1_acc: 0.6562  top5_acc: 0.9375  loss_cls: 1.2513
2023/02/16 01:37:23 - mmengine - INFO - Epoch(train) [3][1100/2119]  lr: 1.6846e-06  eta: 1:52:26  time: 1.2582  data_time: 0.0346  memory: 52499  grad_norm: 27.2737  loss: 1.0131  top1_acc: 0.7500  top5_acc: 0.9375  loss_cls: 1.0131
2023/02/16 01:39:31 - mmengine - INFO - Epoch(train) [3][1200/2119]  lr: 1.6672e-06  eta: 1:50:17  time: 1.4038  data_time: 0.0412  memory: 52499  grad_norm: 27.5436  loss: 1.2631  top1_acc: 0.7812  top5_acc: 0.8750  loss_cls: 1.2631
2023/02/16 01:41:34 - mmengine - INFO - Epoch(train) [3][1300/2119]  lr: 1.6496e-06  eta: 1:48:04  time: 1.1985  data_time: 0.0310  memory: 52499  grad_norm: 27.5301  loss: 1.0283  top1_acc: 0.6562  top5_acc: 0.8750  loss_cls: 1.0283
2023/02/16 01:43:42 - mmengine - INFO - Epoch(train) [3][1400/2119]  lr: 1.6319e-06  eta: 1:45:56  time: 1.2190  data_time: 0.0363  memory: 52499  grad_norm: 26.6891  loss: 1.1209  top1_acc: 0.8125  top5_acc: 0.9062  loss_cls: 1.1209
2023/02/16 01:45:50 - mmengine - INFO - Epoch(train) [3][1500/2119]  lr: 1.6139e-06  eta: 1:43:48  time: 1.2208  data_time: 0.0329  memory: 52499  grad_norm: 27.3155  loss: 1.1705  top1_acc: 0.7500  top5_acc: 0.9375  loss_cls: 1.1705
2023/02/16 01:47:57 - mmengine - INFO - Epoch(train) [3][1600/2119]  lr: 1.5958e-06  eta: 1:41:38  time: 1.2953  data_time: 0.0314  memory: 52499  grad_norm: 27.1881  loss: 1.2384  top1_acc: 0.6875  top5_acc: 0.8125  loss_cls: 1.2384
2023/02/16 01:50:04 - mmengine - INFO - Epoch(train) [3][1700/2119]  lr: 1.5775e-06  eta: 1:39:29  time: 1.2177  data_time: 0.0348  memory: 52499  grad_norm: 27.0806  loss: 1.1475  top1_acc: 0.6875  top5_acc: 0.9062  loss_cls: 1.1475
2023/02/16 01:51:22 - mmengine - INFO - Exp name: uniformerv2-base-p16-res224_clip-kinetics710-pre_u8_kinetics700-rgb_20230215_233821
2023/02/16 01:52:13 - mmengine - INFO - Epoch(train) [3][1800/2119]  lr: 1.5592e-06  eta: 1:37:21  time: 1.3090  data_time: 0.0372  memory: 52499  grad_norm: 26.4291  loss: 1.0742  top1_acc: 0.7500  top5_acc: 0.9062  loss_cls: 1.0742
2023/02/16 01:54:20 - mmengine - INFO - Epoch(train) [3][1900/2119]  lr: 1.5407e-06  eta: 1:35:12  time: 1.2842  data_time: 0.0336  memory: 52499  grad_norm: 27.7975  loss: 1.1601  top1_acc: 0.7500  top5_acc: 0.9375  loss_cls: 1.1601
2023/02/16 01:56:27 - mmengine - INFO - Epoch(train) [3][2000/2119]  lr: 1.5222e-06  eta: 1:33:03  time: 1.2854  data_time: 0.0342  memory: 52499  grad_norm: 27.7762  loss: 1.1124  top1_acc: 0.7500  top5_acc: 0.8438  loss_cls: 1.1124
2023/02/16 01:58:33 - mmengine - INFO - Epoch(train) [3][2100/2119]  lr: 1.5037e-06  eta: 1:30:53  time: 1.2014  data_time: 0.0422  memory: 52499  grad_norm: 27.3143  loss: 0.9963  top1_acc: 0.8125  top5_acc: 0.9688  loss_cls: 0.9963
2023/02/16 01:58:54 - mmengine - INFO - Exp name: uniformerv2-base-p16-res224_clip-kinetics710-pre_u8_kinetics700-rgb_20230215_233821
2023/02/16 01:58:54 - mmengine - INFO - Epoch(train) [3][2119/2119]  lr: 1.5002e-06  eta: 1:30:27  time: 1.1367  data_time: 0.0253  memory: 52499  grad_norm: 27.6727  loss: 1.1039  top1_acc: 0.6842  top5_acc: 0.8947  loss_cls: 1.1039
2023/02/16 01:58:54 - mmengine - INFO - Saving checkpoint at 3 epochs
2023/02/16 01:59:22 - mmengine - INFO - Epoch(val) [3][100/545]    eta: 0:01:41  time: 0.2592  data_time: 0.1797  memory: 2893  
2023/02/16 01:59:42 - mmengine - INFO - Epoch(val) [3][200/545]    eta: 0:01:14  time: 0.2130  data_time: 0.1333  memory: 2893  
2023/02/16 02:00:04 - mmengine - INFO - Epoch(val) [3][300/545]    eta: 0:00:52  time: 0.2362  data_time: 0.1563  memory: 2893  
2023/02/16 02:00:24 - mmengine - INFO - Epoch(val) [3][400/545]    eta: 0:00:30  time: 0.1670  data_time: 0.0870  memory: 2893  
2023/02/16 02:00:45 - mmengine - INFO - Epoch(val) [3][500/545]    eta: 0:00:09  time: 0.2152  data_time: 0.1355  memory: 2893  
2023/02/16 02:00:56 - mmengine - INFO - Epoch(val) [3][545/545]  acc/top1: 0.7421  acc/top5: 0.9159  acc/mean1: 0.7420
2023/02/16 02:00:56 - mmengine - INFO - The previous best checkpoint /mnt/petrelfs/lilin/Repos/mmact_dev/mmaction2/work_dirs/uniformer_train/uniformerv2-base-p16-res224_clip-kinetics710-pre_u8_kinetics700-rgb/best_acc/top1_epoch_2.pth is removed
2023/02/16 02:00:59 - mmengine - INFO - The best checkpoint with 0.7421 acc/top1 at 3 epoch is saved to best_acc/top1_epoch_3.pth.
2023/02/16 02:03:15 - mmengine - INFO - Epoch(train) [4][ 100/2119]  lr: 1.4817e-06  eta: 1:28:25  time: 1.2855  data_time: 0.0379  memory: 52499  grad_norm: 26.9842  loss: 1.1365  top1_acc: 0.7812  top5_acc: 0.9062  loss_cls: 1.1365
2023/02/16 02:05:24 - mmengine - INFO - Epoch(train) [4][ 200/2119]  lr: 1.4632e-06  eta: 1:26:17  time: 1.3276  data_time: 0.0272  memory: 52499  grad_norm: 27.6299  loss: 1.1123  top1_acc: 0.7500  top5_acc: 0.8125  loss_cls: 1.1123
2023/02/16 02:07:30 - mmengine - INFO - Epoch(train) [4][ 300/2119]  lr: 1.4447e-06  eta: 1:24:07  time: 1.2902  data_time: 0.0350  memory: 52499  grad_norm: 27.2400  loss: 1.1187  top1_acc: 0.6875  top5_acc: 0.8750  loss_cls: 1.1187
2023/02/16 02:09:35 - mmengine - INFO - Epoch(train) [4][ 400/2119]  lr: 1.4263e-06  eta: 1:21:57  time: 1.1930  data_time: 0.0315  memory: 52499  grad_norm: 28.2008  loss: 1.2089  top1_acc: 0.7500  top5_acc: 0.8438  loss_cls: 1.2089
2023/02/16 02:11:43 - mmengine - INFO - Epoch(train) [4][ 500/2119]  lr: 1.4081e-06  eta: 1:19:49  time: 1.2969  data_time: 0.1284  memory: 52499  grad_norm: 27.5406  loss: 1.1244  top1_acc: 0.7812  top5_acc: 0.9062  loss_cls: 1.1244
2023/02/16 02:13:49 - mmengine - INFO - Epoch(train) [4][ 600/2119]  lr: 1.3899e-06  eta: 1:17:40  time: 1.2597  data_time: 0.0994  memory: 52499  grad_norm: 27.3219  loss: 1.0840  top1_acc: 0.9062  top5_acc: 0.9688  loss_cls: 1.0840
2023/02/16 02:14:45 - mmengine - INFO - Exp name: uniformerv2-base-p16-res224_clip-kinetics710-pre_u8_kinetics700-rgb_20230215_233821
2023/02/16 02:15:59 - mmengine - INFO - Epoch(train) [4][ 700/2119]  lr: 1.3719e-06  eta: 1:15:33  time: 1.3197  data_time: 0.1849  memory: 52499  grad_norm: 27.7552  loss: 1.1879  top1_acc: 0.5938  top5_acc: 0.9375  loss_cls: 1.1879
2023/02/16 02:18:05 - mmengine - INFO - Epoch(train) [4][ 800/2119]  lr: 1.3541e-06  eta: 1:13:24  time: 1.2468  data_time: 0.1264  memory: 52499  grad_norm: 27.2901  loss: 1.1064  top1_acc: 0.8438  top5_acc: 0.9062  loss_cls: 1.1064
2023/02/16 02:21:49 - mmengine - INFO - Epoch(train) [4][ 900/2119]  lr: 1.3365e-06  eta: 1:12:00  time: 1.2399  data_time: 0.1318  memory: 52499  grad_norm: 27.9112  loss: 1.0810  top1_acc: 0.7500  top5_acc: 0.8438  loss_cls: 1.0810
2023/02/16 02:23:56 - mmengine - INFO - Epoch(train) [4][1000/2119]  lr: 1.3191e-06  eta: 1:09:49  time: 1.2496  data_time: 0.1255  memory: 52499  grad_norm: 26.6515  loss: 1.1942  top1_acc: 0.7500  top5_acc: 0.9375  loss_cls: 1.1942
2023/02/16 02:26:05 - mmengine - INFO - Epoch(train) [4][1100/2119]  lr: 1.3019e-06  eta: 1:07:39  time: 1.2564  data_time: 0.0380  memory: 52499  grad_norm: 27.7282  loss: 1.0362  top1_acc: 0.6875  top5_acc: 0.9375  loss_cls: 1.0362
2023/02/16 02:28:12 - mmengine - INFO - Epoch(train) [4][1200/2119]  lr: 1.2850e-06  eta: 1:05:29  time: 1.2742  data_time: 0.0346  memory: 52499  grad_norm: 27.7453  loss: 1.1402  top1_acc: 0.7188  top5_acc: 0.8125  loss_cls: 1.1402
2023/02/16 02:30:18 - mmengine - INFO - Epoch(train) [4][1300/2119]  lr: 1.2685e-06  eta: 1:03:19  time: 1.2409  data_time: 0.0360  memory: 52499  grad_norm: 27.2852  loss: 1.0573  top1_acc: 0.6875  top5_acc: 0.7812  loss_cls: 1.0573
2023/02/16 02:32:26 - mmengine - INFO - Epoch(train) [4][1400/2119]  lr: 1.2522e-06  eta: 1:01:09  time: 1.2850  data_time: 0.0358  memory: 52499  grad_norm: 27.4558  loss: 0.9661  top1_acc: 0.8750  top5_acc: 0.9062  loss_cls: 0.9661
2023/02/16 02:34:33 - mmengine - INFO - Epoch(train) [4][1500/2119]  lr: 1.2363e-06  eta: 0:58:59  time: 1.2764  data_time: 0.0348  memory: 52499  grad_norm: 27.0320  loss: 1.1506  top1_acc: 0.7500  top5_acc: 0.8750  loss_cls: 1.1506
2023/02/16 02:36:39 - mmengine - INFO - Epoch(train) [4][1600/2119]  lr: 1.2207e-06  eta: 0:56:48  time: 1.1662  data_time: 0.0329  memory: 52499  grad_norm: 26.9768  loss: 1.0489  top1_acc: 0.7812  top5_acc: 0.9062  loss_cls: 1.0489
2023/02/16 02:37:35 - mmengine - INFO - Exp name: uniformerv2-base-p16-res224_clip-kinetics710-pre_u8_kinetics700-rgb_20230215_233821
2023/02/16 02:38:48 - mmengine - INFO - Epoch(train) [4][1700/2119]  lr: 1.2055e-06  eta: 0:54:39  time: 1.2886  data_time: 0.0377  memory: 52499  grad_norm: 28.0028  loss: 1.0102  top1_acc: 0.7812  top5_acc: 0.9062  loss_cls: 1.0102
2023/02/16 02:40:54 - mmengine - INFO - Epoch(train) [4][1800/2119]  lr: 1.1908e-06  eta: 0:52:29  time: 1.3030  data_time: 0.0277  memory: 52499  grad_norm: 26.7238  loss: 1.1041  top1_acc: 0.7812  top5_acc: 0.9375  loss_cls: 1.1041
2023/02/16 02:43:02 - mmengine - INFO - Epoch(train) [4][1900/2119]  lr: 1.1764e-06  eta: 0:50:19  time: 1.3450  data_time: 0.0364  memory: 52499  grad_norm: 27.0154  loss: 1.0812  top1_acc: 0.7500  top5_acc: 0.8750  loss_cls: 1.0812
2023/02/16 02:45:11 - mmengine - INFO - Epoch(train) [4][2000/2119]  lr: 1.1625e-06  eta: 0:48:10  time: 1.2720  data_time: 0.0339  memory: 52499  grad_norm: 27.0150  loss: 1.0182  top1_acc: 0.8438  top5_acc: 0.9375  loss_cls: 1.0182
2023/02/16 02:47:17 - mmengine - INFO - Epoch(train) [4][2100/2119]  lr: 1.1491e-06  eta: 0:46:00  time: 1.2946  data_time: 0.0341  memory: 52499  grad_norm: 27.3386  loss: 1.3261  top1_acc: 0.5938  top5_acc: 0.9062  loss_cls: 1.3261
2023/02/16 02:49:15 - mmengine - INFO - Exp name: uniformerv2-base-p16-res224_clip-kinetics710-pre_u8_kinetics700-rgb_20230215_233821
2023/02/16 02:49:15 - mmengine - INFO - Epoch(train) [4][2119/2119]  lr: 1.1466e-06  eta: 0:45:59  time: 5.9648  data_time: 0.0246  memory: 52499  grad_norm: 26.5711  loss: 1.1280  top1_acc: 0.8421  top5_acc: 0.9474  loss_cls: 1.1280
2023/02/16 02:49:38 - mmengine - INFO - Epoch(val) [4][100/545]    eta: 0:01:40  time: 0.2576  data_time: 0.1782  memory: 2893  
2023/02/16 02:49:58 - mmengine - INFO - Epoch(val) [4][200/545]    eta: 0:01:14  time: 0.2026  data_time: 0.1230  memory: 2893  
2023/02/16 02:50:20 - mmengine - INFO - Epoch(val) [4][300/545]    eta: 0:00:52  time: 0.2529  data_time: 0.1732  memory: 2893  
2023/02/16 02:50:39 - mmengine - INFO - Epoch(val) [4][400/545]    eta: 0:00:30  time: 0.1785  data_time: 0.0988  memory: 2893  
2023/02/16 02:51:00 - mmengine - INFO - Epoch(val) [4][500/545]    eta: 0:00:09  time: 0.1920  data_time: 0.1116  memory: 2893  
2023/02/16 02:51:13 - mmengine - INFO - Epoch(val) [4][545/545]  acc/top1: 0.7433  acc/top5: 0.9166  acc/mean1: 0.7432
2023/02/16 02:51:13 - mmengine - INFO - The previous best checkpoint /mnt/petrelfs/lilin/Repos/mmact_dev/mmaction2/work_dirs/uniformer_train/uniformerv2-base-p16-res224_clip-kinetics710-pre_u8_kinetics700-rgb/best_acc/top1_epoch_3.pth is removed
2023/02/16 02:51:16 - mmengine - INFO - The best checkpoint with 0.7433 acc/top1 at 4 epoch is saved to best_acc/top1_epoch_4.pth.
2023/02/16 02:53:29 - mmengine - INFO - Epoch(train) [5][ 100/2119]  lr: 1.1337e-06  eta: 0:43:49  time: 1.2881  data_time: 0.0693  memory: 52499  grad_norm: 27.0866  loss: 1.0866  top1_acc: 0.7812  top5_acc: 0.9062  loss_cls: 1.0866
2023/02/16 02:55:37 - mmengine - INFO - Epoch(train) [5][ 200/2119]  lr: 1.1214e-06  eta: 0:41:39  time: 1.2519  data_time: 0.0363  memory: 52499  grad_norm: 27.6650  loss: 1.1451  top1_acc: 0.7188  top5_acc: 0.9375  loss_cls: 1.1451
2023/02/16 02:57:44 - mmengine - INFO - Epoch(train) [5][ 300/2119]  lr: 1.1095e-06  eta: 0:39:28  time: 1.2619  data_time: 0.0289  memory: 52499  grad_norm: 27.3406  loss: 1.1089  top1_acc: 0.6250  top5_acc: 0.8750  loss_cls: 1.1089
2023/02/16 02:59:51 - mmengine - INFO - Epoch(train) [5][ 400/2119]  lr: 1.0982e-06  eta: 0:37:17  time: 1.3536  data_time: 0.2267  memory: 52499  grad_norm: 27.7059  loss: 1.1119  top1_acc: 0.7500  top5_acc: 0.8750  loss_cls: 1.1119
2023/02/16 03:01:59 - mmengine - INFO - Epoch(train) [5][ 500/2119]  lr: 1.0875e-06  eta: 0:35:06  time: 1.2409  data_time: 0.1194  memory: 52499  grad_norm: 26.4851  loss: 1.1049  top1_acc: 0.6562  top5_acc: 0.9375  loss_cls: 1.1049
2023/02/16 03:02:28 - mmengine - INFO - Exp name: uniformerv2-base-p16-res224_clip-kinetics710-pre_u8_kinetics700-rgb_20230215_233821
2023/02/16 03:04:07 - mmengine - INFO - Epoch(train) [5][ 600/2119]  lr: 1.0773e-06  eta: 0:32:56  time: 1.3180  data_time: 0.2042  memory: 52499  grad_norm: 27.3281  loss: 1.0797  top1_acc: 0.7500  top5_acc: 0.9375  loss_cls: 1.0797
2023/02/16 03:06:13 - mmengine - INFO - Epoch(train) [5][ 700/2119]  lr: 1.0677e-06  eta: 0:30:45  time: 1.3171  data_time: 0.2006  memory: 52499  grad_norm: 28.3157  loss: 1.1217  top1_acc: 0.7500  top5_acc: 0.8438  loss_cls: 1.1217
2023/02/16 03:08:19 - mmengine - INFO - Epoch(train) [5][ 800/2119]  lr: 1.0587e-06  eta: 0:28:35  time: 1.3194  data_time: 0.1955  memory: 52499  grad_norm: 27.3099  loss: 1.1114  top1_acc: 0.5938  top5_acc: 0.7812  loss_cls: 1.1114
2023/02/16 03:10:26 - mmengine - INFO - Epoch(train) [5][ 900/2119]  lr: 1.0503e-06  eta: 0:26:24  time: 1.2619  data_time: 0.1408  memory: 52499  grad_norm: 27.5512  loss: 1.1173  top1_acc: 0.6250  top5_acc: 0.8438  loss_cls: 1.1173
2023/02/16 03:12:34 - mmengine - INFO - Epoch(train) [5][1000/2119]  lr: 1.0425e-06  eta: 0:24:14  time: 1.2681  data_time: 0.1462  memory: 52499  grad_norm: 27.1959  loss: 1.0819  top1_acc: 0.6875  top5_acc: 0.9375  loss_cls: 1.0819
2023/02/16 03:14:39 - mmengine - INFO - Epoch(train) [5][1100/2119]  lr: 1.0353e-06  eta: 0:22:03  time: 1.2305  data_time: 0.0307  memory: 52499  grad_norm: 28.3978  loss: 1.2021  top1_acc: 0.6250  top5_acc: 0.8125  loss_cls: 1.2021
2023/02/16 03:16:47 - mmengine - INFO - Epoch(train) [5][1200/2119]  lr: 1.0288e-06  eta: 0:19:53  time: 1.3094  data_time: 0.0409  memory: 52499  grad_norm: 27.6231  loss: 1.1415  top1_acc: 0.8125  top5_acc: 0.9688  loss_cls: 1.1415
2023/02/16 03:18:53 - mmengine - INFO - Epoch(train) [5][1300/2119]  lr: 1.0229e-06  eta: 0:17:43  time: 1.2864  data_time: 0.0292  memory: 52499  grad_norm: 27.8445  loss: 1.2003  top1_acc: 0.6875  top5_acc: 0.7812  loss_cls: 1.2003
2023/02/16 03:21:00 - mmengine - INFO - Epoch(train) [5][1400/2119]  lr: 1.0177e-06  eta: 0:15:33  time: 1.2032  data_time: 0.0425  memory: 52499  grad_norm: 28.1477  loss: 1.3259  top1_acc: 0.7500  top5_acc: 0.8438  loss_cls: 1.3259
2023/02/16 03:23:07 - mmengine - INFO - Epoch(train) [5][1500/2119]  lr: 1.0131e-06  eta: 0:13:23  time: 1.2952  data_time: 0.0313  memory: 52499  grad_norm: 28.2252  loss: 1.0259  top1_acc: 0.8125  top5_acc: 0.9375  loss_cls: 1.0259
2023/02/16 03:23:37 - mmengine - INFO - Exp name: uniformerv2-base-p16-res224_clip-kinetics710-pre_u8_kinetics700-rgb_20230215_233821
2023/02/16 03:25:13 - mmengine - INFO - Epoch(train) [5][1600/2119]  lr: 1.0093e-06  eta: 0:11:13  time: 1.2408  data_time: 0.0480  memory: 52499  grad_norm: 27.3595  loss: 1.1270  top1_acc: 0.7812  top5_acc: 0.8438  loss_cls: 1.1270
2023/02/16 03:27:19 - mmengine - INFO - Epoch(train) [5][1700/2119]  lr: 1.0060e-06  eta: 0:09:03  time: 1.2210  data_time: 0.0916  memory: 52499  grad_norm: 27.0805  loss: 1.0395  top1_acc: 0.8438  top5_acc: 0.9375  loss_cls: 1.0395
2023/02/16 03:29:27 - mmengine - INFO - Epoch(train) [5][1800/2119]  lr: 1.0035e-06  eta: 0:06:53  time: 1.2021  data_time: 0.0378  memory: 52499  grad_norm: 26.8763  loss: 1.0309  top1_acc: 0.6875  top5_acc: 0.8438  loss_cls: 1.0309
2023/02/16 03:31:37 - mmengine - INFO - Epoch(train) [5][1900/2119]  lr: 1.0017e-06  eta: 0:04:44  time: 1.3028  data_time: 0.0297  memory: 52499  grad_norm: 28.3629  loss: 1.2874  top1_acc: 0.7500  top5_acc: 0.8750  loss_cls: 1.2874
2023/02/16 03:33:42 - mmengine - INFO - Epoch(train) [5][2000/2119]  lr: 1.0005e-06  eta: 0:02:34  time: 1.2398  data_time: 0.0426  memory: 52499  grad_norm: 27.2908  loss: 1.0728  top1_acc: 0.7500  top5_acc: 0.8750  loss_cls: 1.0728
2023/02/16 03:35:51 - mmengine - INFO - Epoch(train) [5][2100/2119]  lr: 1.0000e-06  eta: 0:00:24  time: 1.3346  data_time: 0.0279  memory: 52499  grad_norm: 26.5698  loss: 0.9499  top1_acc: 0.6875  top5_acc: 0.8750  loss_cls: 0.9499
2023/02/16 03:36:12 - mmengine - INFO - Exp name: uniformerv2-base-p16-res224_clip-kinetics710-pre_u8_kinetics700-rgb_20230215_233821
2023/02/16 03:36:12 - mmengine - INFO - Epoch(train) [5][2119/2119]  lr: 1.0000e-06  eta: 0:00:00  time: 1.0944  data_time: 0.0232  memory: 52499  grad_norm: 27.1764  loss: 0.9425  top1_acc: 0.8421  top5_acc: 1.0000  loss_cls: 0.9425
2023/02/16 03:36:12 - mmengine - INFO - Saving checkpoint at 5 epochs
2023/02/16 03:36:40 - mmengine - INFO - Epoch(val) [5][100/545]    eta: 0:01:41  time: 0.2533  data_time: 0.1740  memory: 2893  
2023/02/16 03:37:00 - mmengine - INFO - Epoch(val) [5][200/545]    eta: 0:01:13  time: 0.2062  data_time: 0.1269  memory: 2893  
2023/02/16 03:37:21 - mmengine - INFO - Epoch(val) [5][300/545]    eta: 0:00:52  time: 0.2364  data_time: 0.1570  memory: 2893  
2023/02/16 03:37:41 - mmengine - INFO - Epoch(val) [5][400/545]    eta: 0:00:30  time: 0.1641  data_time: 0.0842  memory: 2893  
2023/02/16 03:38:03 - mmengine - INFO - Epoch(val) [5][500/545]    eta: 0:00:09  time: 0.2283  data_time: 0.1486  memory: 2893  
2023/02/16 03:38:13 - mmengine - INFO - Epoch(val) [5][545/545]  acc/top1: 0.7429  acc/top5: 0.9162  acc/mean1: 0.7428