






import importlib
import inspect
import os
import re


# All paths are set with the intent you should run this script from the root of the repo with the command
# python utils/check_config_docstrings.py
A_						:						Dict						      =					'src/transformers'


# This is to make sure the transformers module imported is the one in the repo.
A_						:						str						      =					importlib.util.spec_from_file_location(
    'transformers',
    os.path.join(PATH_TO_TRANSFORMERS, '__init__.py'),
    submodule_search_locations=[PATH_TO_TRANSFORMERS],
)
A_						:						Tuple						      =					spec.loader.load_module()

A_						:						str						      =					transformers.models.auto.configuration_auto.CONFIG_MAPPING

# Regex pattern used to find the checkpoint mentioned in the docstring of `config_class`.
# For example, `[bert-base-uncased](https://huggingface.co/bert-base-uncased)`
A_						:						Any						      =					re.compile('\[(.+?)\]\((https://huggingface\.co/.+?)\)')


A_						:						Optional[int]						      =					{
    'CLIPConfigMixin',
    'DecisionTransformerConfigMixin',
    'EncoderDecoderConfigMixin',
    'RagConfigMixin',
    'SpeechEncoderDecoderConfigMixin',
    'VisionEncoderDecoderConfigMixin',
    'VisionTextDualEncoderConfigMixin',
}

def     snake_case   ()			->							Optional[Any]:
  UpperCamelCase_:   str        =							[]

  for config_class in list(CONFIG_MAPPING.values()    ):
    UpperCamelCase_:   int        =							False

    # source code of `config_class`
    UpperCamelCase_:   int        =							inspect.getsource(UpperCAmelCase__    )
    UpperCamelCase_:   List[Any]        =							_re_checkpoint.findall(UpperCAmelCase__    )

    for checkpoint in checkpoints:
      # Each `checkpoint` is a tuple of a checkpoint name and a checkpoint link.
      # For example, `('bert-base-uncased', 'https://huggingface.co/bert-base-uncased')`
      UpperCamelCase_ ,UpperCamelCase_:   int        =							checkpoint

      # verify the checkpoint name corresponds to the checkpoint link
      UpperCamelCase_:   List[str]        =							F'''https://huggingface.co/{ckpt_name}'''
      if ckpt_link == ckpt_link_from_name:
        UpperCamelCase_:   Optional[Any]        =							True
        break

    UpperCamelCase_:   Tuple        =							config_class.__name__
    if not checkpoint_found and name not in CONFIG_CLASSES_TO_IGNORE_FOR_DOCSTRING_CHECKPOINT_CHECK:
      configs_without_checkpoint.append(UpperCAmelCase__    )

  if len(UpperCAmelCase__    ) > 0:
    UpperCamelCase_:   List[Any]        =							'\n'.join(sorted(UpperCAmelCase__    )    )
    raise ValueError(F'''The following configurations don\'t contain any valid checkpoint:\n{message}'''    )


if __name__ == "__main__":
   check_config_docstrings_have_checkpoints()




'''simple docstring'''





def lowerCAmelCase    (__A):



     """simple docstring"""



     if not isinstance(__A    ,      __A):
          raise ValueError('''multiplicative_persistence() only accepts integral values''')
     if num < 0:
          raise ValueError('''multiplicative_persistence() does not accept negative values''')

     _a           =    0
     _a           =    str(__A)

     while len(__A) != 1:
          _a           =    [int(__A) for i in num_string]

          _a           =    1
          for i in range(0    ,      len(__A)):
               total *= numbers[i]

          _a           =    str(__A)

          steps += 1
     return steps




def lowerCAmelCase    (__A):



     """simple docstring"""



     if not isinstance(__A    ,      __A):
          raise ValueError('''additive_persistence() only accepts integral values''')
     if num < 0:
          raise ValueError('''additive_persistence() does not accept negative values''')

     _a           =    0
     _a           =    str(__A)

     while len(__A) != 1:
          _a           =    [int(__A) for i in num_string]

          _a           =    0
          for i in range(0    ,      len(__A)):
               total += numbers[i]

          _a           =    str(__A)

          steps += 1
     return steps


if __name__ == "__main__":
  import doctest

  doctest.testmod()



