






"""simple docstring"""


from collections import OrderedDict
from typing import Mapping

from packaging import version

from ...configuration_utils import PretrainedConfig
from ...onnx import OnnxConfig
from ...utils import logging


lowercase_				     =     logging.get_logger(__name__)

lowercase_				     =     {
    'facebook/deit-base-distilled-patch16-224': (
        'https://huggingface.co/facebook/deit-base-patch16-224/resolve/main/config.json'
    ),
    # See all DeiT models at https://huggingface.co/models?filter=deit
}


class 					snake_case		(							_lowerCAmelCase						):


   '''simple docstring'''

   A_						:	Union[str, Any]						 = "deit"


   def __init__(	self :     List[str],       _lowerCamelCase :     List[Any]=7_68,       _lowerCamelCase :     Tuple=12,       _lowerCamelCase :     Optional[Any]=12,       _lowerCamelCase :     Optional[int]=30_72,       _lowerCamelCase :     Union[str, Any]="gelu",       _lowerCamelCase :     Dict=0.0,       _lowerCamelCase :     List[str]=0.0,       _lowerCamelCase :     List[str]=0.02,       _lowerCamelCase :     int=1e-12,       _lowerCamelCase :     Any=2_24,       _lowerCamelCase :     Any=16,       _lowerCamelCase :     Tuple=3,       _lowerCamelCase :     Optional[Any]=True,       _lowerCamelCase :     Optional[Any]=16,       **_lowerCamelCase :     str,       ):

     '''simple docstring'''
     super().__init__(**_lowerCamelCase  )

     __A									= hidden_size
     __A									= num_hidden_layers
     __A									= num_attention_heads
     __A									= intermediate_size
     __A									= hidden_act
     __A									= hidden_dropout_prob
     __A									= attention_probs_dropout_prob
     __A									= initializer_range
     __A									= layer_norm_eps
     __A									= image_size
     __A									= patch_size
     __A									= num_channels
     __A									= qkv_bias
     __A									= encoder_stride





class 					snake_case		(							_lowerCAmelCase						):


   '''simple docstring'''

   A_						:	str						 = version.parse("1.11"						)


   @property
   def 				_SCREAMING_SNAKE_CASE				(	self :     int  ):

     '''simple docstring'''
     return OrderedDict(
         [
             ('''pixel_values''', {0: '''batch''', 1: '''num_channels''', 2: '''height''', 3: '''width'''}),
         ]  )






   @property
   def 				_SCREAMING_SNAKE_CASE				(	self :     List[Any]  ):

     '''simple docstring'''
     return 1e-4












"""simple docstring"""


import re



def 					lowerCAmelCase				(    __UpperCamelCase ):




  """simple docstring"""







  return [char.split() for char in re.split(r'''[^ a-z A-Z 0-9 \s]'''		,       str_ )]



def 					lowerCAmelCase				(    __UpperCamelCase ):




  """simple docstring"""







  __A									= split_input(str_ )
  return "".join(
      [''''''.join([char.capitalize() for char in sub_str] ) for sub_str in string_split] )



def 					lowerCAmelCase				(    __UpperCamelCase		,       __UpperCamelCase		,       __UpperCamelCase ):




  """simple docstring"""







  try:
    __A									= split_input(__UpperCamelCase )
    if upper:
      __A									= ''''''.join(
          [
              separator.join([char.upper() for char in sub_str] )
              for sub_str in string_split
          ] )
    else:
      __A									= ''''''.join(
          [
              separator.join([char.lower() for char in sub_str] )
              for sub_str in string_split
          ] )
    return res_str
  except IndexError:
    return "not valid string"



def 					lowerCAmelCase				(    __UpperCamelCase ):




  """simple docstring"""







  return to_simple_case(__UpperCamelCase )



def 					lowerCAmelCase				(    __UpperCamelCase ):




  """simple docstring"""







  try:
    __A									= to_simple_case(__UpperCamelCase )
    return res_str[0].lower() + res_str[1:]
  except IndexError:
    return "not valid string"



def 					lowerCAmelCase				(    __UpperCamelCase		,       __UpperCamelCase ):




  """simple docstring"""







  return to_complex_case(__UpperCamelCase		,       __UpperCamelCase		,       '''_''' )



def 					lowerCAmelCase				(    __UpperCamelCase		,       __UpperCamelCase ):




  """simple docstring"""







  return to_complex_case(__UpperCamelCase		,       __UpperCamelCase		,       '''-''' )


if __name__ == "__main__":
       __import__('doctest').testmod()




