


'''simple docstring'''







from ...configuration_utils import PretrainedConfig
from ...utils import logging


SCREAMING_SNAKE_CASE_      =			logging.get_logger(__name__)

SCREAMING_SNAKE_CASE_      =			{
    'microsoft/cvt-13': 'https://huggingface.co/microsoft/cvt-13/resolve/main/config.json',
    # See all Cvt models at https://huggingface.co/models?filter=cvt
}


class  lowerCAmelCase_						(       snake_case__      ):





  """simple docstring"""



  a_       :Optional[int]												="""cvt"""

  def __init__(					self     :							str				,							SCREAMING_SNAKE_CASE__     :							Dict=3				,							SCREAMING_SNAKE_CASE__     :							Optional[Any]=[7, 3, 3]				,							SCREAMING_SNAKE_CASE__     :							str=[4, 2, 2]				,							SCREAMING_SNAKE_CASE__     :							Union[str, Any]=[2, 1, 1]				,							SCREAMING_SNAKE_CASE__     :							Optional[int]=[6_4, 1_9_2, 3_8_4]				,							SCREAMING_SNAKE_CASE__     :							Union[str, Any]=[1, 3, 6]				,							SCREAMING_SNAKE_CASE__     :							Optional[int]=[1, 2, 1_0]				,							SCREAMING_SNAKE_CASE__     :							Union[str, Any]=[4.0, 4.0, 4.0]				,							SCREAMING_SNAKE_CASE__     :							List[Any]=[0.0, 0.0, 0.0]				,							SCREAMING_SNAKE_CASE__     :							Optional[Any]=[0.0, 0.0, 0.0]				,							SCREAMING_SNAKE_CASE__     :							Any=[0.0, 0.0, 0.1]				,							SCREAMING_SNAKE_CASE__     :							Tuple=[True, True, True]				,							SCREAMING_SNAKE_CASE__     :							List[str]=[False, False, True]				,							SCREAMING_SNAKE_CASE__     :							Optional[int]=["dw_bn", "dw_bn", "dw_bn"]				,							SCREAMING_SNAKE_CASE__     :							List[str]=[3, 3, 3]				,							SCREAMING_SNAKE_CASE__     :							Dict=[1, 1, 1]				,							SCREAMING_SNAKE_CASE__     :							Union[str, Any]=[2, 2, 2]				,							SCREAMING_SNAKE_CASE__     :							List[Any]=[1, 1, 1]				,							SCREAMING_SNAKE_CASE__     :							Any=[1, 1, 1]				,							SCREAMING_SNAKE_CASE__     :							int=0.0_2				,							SCREAMING_SNAKE_CASE__     :							Union[str, Any]=1E-12				,							**SCREAMING_SNAKE_CASE__     :							Optional[int]				,							):





       '''simple docstring'''

       super().__init__(**SCREAMING_SNAKE_CASE__						)
       __a       =   num_channels
       __a       =   patch_sizes
       __a       =   patch_stride
       __a       =   patch_padding
       __a       =   embed_dim
       __a       =   num_heads
       __a       =   depth
       __a       =   mlp_ratio
       __a       =   attention_drop_rate
       __a       =   drop_rate
       __a       =   drop_path_rate
       __a       =   qkv_bias
       __a       =   cls_token
       __a       =   qkv_projection_method
       __a       =   kernel_qkv
       __a       =   padding_kv
       __a       =   stride_kv
       __a       =   padding_q
       __a       =   stride_q
       __a       =   initializer_range
       __a       =   layer_norm_eps










'''simple docstring'''







def        __lowercase						(      __SCREAMING_SNAKE_CASE				,  __SCREAMING_SNAKE_CASE		)				->					str:
     """simple docstring"""




     __a       =   """"""
     for word_or_phrase in separated:
          if not isinstance(__SCREAMING_SNAKE_CASE				,  __SCREAMING_SNAKE_CASE		):
               raise Exception("""join() accepts only strings to be joined"""		)
          joined += word_or_phrase + separator
     return joined.strip(__SCREAMING_SNAKE_CASE		)


if __name__ == "__main__":
 from doctest import testmod

 testmod()






