

'''simple docstring'''
import re




def 	UpperCamelCase   (       lowercase_						:    str	)		->	list:




  '''simple docstring'''



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




def 	UpperCamelCase   (       lowercase_						:    str	)		->	str:




  '''simple docstring'''



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




def 	UpperCamelCase   (       lowercase_						:    str     ,					lowercase_						:    bool     ,					lowercase_						:    str	)		->	str:




  '''simple docstring'''



  try:
    lowercase									=split_input(lowercase_	)
    if upper:
      lowercase									=''''''.join(
          [
              separator.join([char.upper() for char in sub_str]	)
              for sub_str in string_split
          ]	)
    else:
      lowercase									=''''''.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 	UpperCamelCase   (       lowercase_						:    str	)		->	str:




  '''simple docstring'''



  return to_simple_case(lowercase_	)




def 	UpperCamelCase   (       lowercase_						:    str	)		->	str:




  '''simple docstring'''



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




def 	UpperCamelCase   (       lowercase_						:    str     ,					lowercase_						:    bool	)		->	str:




  '''simple docstring'''



  return to_complex_case(lowercase_     ,					lowercase_     ,					'''_'''	)




def 	UpperCamelCase   (       lowercase_						:    str     ,					lowercase_						:    bool	)		->	str:




  '''simple docstring'''



  return to_complex_case(lowercase_     ,					lowercase_     ,					'''-'''	)


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



'''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
from ...utils.backbone_utils import BackboneConfigMixin, get_aligned_output_features_output_indices


__lowerCamelCase									=     logging.get_logger(__name__)

__lowerCamelCase									=     {
    '''microsoft/resnet-50''': '''https://huggingface.co/microsoft/resnet-50/blob/main/config.json''',
}


class        A__   (   _snake_case    ,    _snake_case      ):
    lowercase						       =		"resnet"
    lowercase						       =		["basic", "bottleneck"]



    def __init__(       self		,					UpperCamelCase__=3		,					UpperCamelCase__=64		,					UpperCamelCase__=[256, 512, 1024, 2048]		,					UpperCamelCase__=[3, 4, 6, 3]		,					UpperCamelCase__="bottleneck"		,					UpperCamelCase__="relu"		,					UpperCamelCase__=False		,					UpperCamelCase__=None		,					UpperCamelCase__=None		,					**UpperCamelCase__		,					)    ->   List[str]:





           '''simple docstring'''
           super().__init__(**UpperCamelCase__							)
           if layer_type not in self.layer_types:
                  raise ValueError(f'''layer_type={layer_type} is not one of {",".join(self.layer_types							)}'''							)
           A_						       =   num_channels
           A_						       =   embedding_size
           A_						       =   hidden_sizes
           A_						       =   depths
           A_						       =   layer_type
           A_						       =   hidden_act
           A_						       =   downsample_in_first_stage
           A_						       =   ["""stem"""] + [f'''stage{idx}''' for idx in range(1		,					len(UpperCamelCase__							) + 1							)]
           A_       ,      A_						       =   get_aligned_output_features_output_indices(
               out_features=UpperCamelCase__		,					out_indices=UpperCamelCase__		,					stage_names=self.stage_names							)


class        A__   (   _snake_case      ):
    lowercase						       =		version.parse("1.11"      )



    @property
    def        snake_case_      (       self							)    ->   Mapping[str, Mapping[int, str]]:





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







    @property
    def        snake_case_      (       self							)    ->   float:





           '''simple docstring'''
           return 1e-3
