


'''simple docstring'''






import inspect
import re

from transformers.utils import direct_transformers_import


# 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_					:    Optional[int]          =    "src/transformers"


# This is to make sure the transformers module imported is the one in the repo.
a_					:    Tuple          =    direct_transformers_import(PATH_TO_TRANSFORMERS)

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_					:    int          =    re.compile(R"\[(.+?)\]\((https://huggingface\.co/.+?)\)")


a_					:    Tuple          =    {
    "DecisionTransformerConfig",
    "EncoderDecoderConfig",
    "MusicgenConfig",
    "RagConfig",
    "SpeechEncoderDecoderConfig",
    "TimmBackboneConfig",
    "VisionEncoderDecoderConfig",
    "VisionTextDualEncoderConfig",
    "LlamaConfig",
}






def 	_A				(lowerCAmelCase__  :Dict		)   ->  Union[str, Any]:




     '''simple docstring'''



     _a			      =							None

     # source code of `config_class`
     _a			      =							inspect.getsource(lowercase__		)
     _a			      =							_re_checkpoint.findall(lowercase__		)

     # Each `checkpoint` is a tuple of a checkpoint name and a checkpoint link.
     # For example, `('bert-base-uncased', 'https://huggingface.co/bert-base-uncased')`
     for ckpt_name, ckpt_link in checkpoints:
          # allow the link to end with `/`
          if ckpt_link.endswith('/'		):
               _a			      =							ckpt_link[:-1]

          # verify the checkpoint name corresponds to the checkpoint link
          _a			      =							f'https://huggingface.co/{ckpt_name}'
          if ckpt_link == ckpt_link_from_name:
               _a			      =							ckpt_name
               break

     return checkpoint






def 	_A				()   ->  str:




     '''simple docstring'''



     _a			      =							[]

     for config_class in list(CONFIG_MAPPING.values()		):
          # Skip deprecated models
          if "models.deprecated" in config_class.__module__:
               continue
          _a			      =							get_checkpoint_from_config_class(lowercase__		)

          _a			      =							config_class.__name__
          if checkpoint is None and name not in CONFIG_CLASSES_TO_IGNORE_FOR_DOCSTRING_CHECKPOINT_CHECK:
               configs_without_checkpoint.append(lowercase__		)

     if len(lowercase__		) > 0:
          _a			      =							'\n'.join(sorted(lowercase__		)		)
          raise ValueError(f'The following configurations don\'t contain any valid checkpoint:\n{message}'		)


if __name__ == "__main__":
 check_config_docstrings_have_checkpoints()





'''simple docstring'''






from functools import reduce

a_					:    Any          =    (
    "73167176531330624919225119674426574742355349194934"
    "96983520312774506326239578318016984801869478851843"
    "85861560789112949495459501737958331952853208805511"
    "12540698747158523863050715693290963295227443043557"
    "66896648950445244523161731856403098711121722383113"
    "62229893423380308135336276614282806444486645238749"
    "30358907296290491560440772390713810515859307960866"
    "70172427121883998797908792274921901699720888093776"
    "65727333001053367881220235421809751254540594752243"
    "52584907711670556013604839586446706324415722155397"
    "53697817977846174064955149290862569321978468622482"
    "83972241375657056057490261407972968652414535100474"
    "82166370484403199890008895243450658541227588666881"
    "16427171479924442928230863465674813919123162824586"
    "17866458359124566529476545682848912883142607690042"
    "24219022671055626321111109370544217506941658960408"
    "07198403850962455444362981230987879927244284909188"
    "84580156166097919133875499200524063689912560717606"
    "05886116467109405077541002256983155200055935729725"
    "71636269561882670428252483600823257530420752963450"
)






def 	_A				(lowerCAmelCase__  :str = N		)   ->  int:




     '''simple docstring'''



     return max(
         # mypy cannot properly interpret reduce
         int(reduce(lambda lowerCAmelCase__				,						lowerCAmelCase__		: str(int(lowerCAmelCase__		) * int(lowerCAmelCase__		)		)				,						n[i : i + 13]		)		)
         for i in range(len(lowerCAmelCase__		) - 12		)		)


if __name__ == "__main__":
 print(f'''{solution() = }''')

