'''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:			int	       =       direct_transformers_import(PATH_TO_TRANSFORMERS)

__a:			Optional[int]	       =       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:			Union[str, Any]	       =       {
    """DecisionTransformerConfig""",
    """EncoderDecoderConfig""",
    """MusicgenConfig""",
    """RagConfig""",
    """SpeechEncoderDecoderConfig""",
    """TimmBackboneConfig""",
    """VisionEncoderDecoderConfig""",
    """VisionTextDualEncoderConfig""",
    """LlamaConfig""",
}
def       __UpperCamelCase	(       UpperCAmelCase					):
 lowercase__    :   Union[str, Any]						=				None

 # source code of `config_class`
 lowercase__    :   Tuple						=				inspect.getsource(lowerCamelCase__					)
 lowercase__    :   Tuple						=				_re_checkpoint.findall(lowerCamelCase__					)

 # 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('''/'''					):
   lowercase__    :   Tuple						=				ckpt_link[:-1]

  # verify the checkpoint name corresponds to the checkpoint link
  lowercase__    :   Union[str, Any]						=				F"""https://huggingface.co/{ckpt_name}"""
  if ckpt_link == ckpt_link_from_name:
   lowercase__    :   List[str]						=				ckpt_name
   break

 return checkpoint
def       __UpperCamelCase	(       ):
 lowercase__    :   List[str]						=				[]

 for config_class in list(CONFIG_MAPPING.values()					):
  # Skip deprecated models
  if "models.deprecated" in config_class.__module__:
   continue
  lowercase__    :   Optional[int]						=				get_checkpoint_from_config_class(lowerCamelCase__					)

  lowercase__    :   Optional[Any]						=				config_class.__name__
  if checkpoint is None and name not in CONFIG_CLASSES_TO_IGNORE_FOR_DOCSTRING_CHECKPOINT_CHECK:
   configs_without_checkpoint.append(lowerCamelCase__					)

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


if __name__ == "__main__":
  check_config_docstrings_have_checkpoints()


'''simple docstring'''

import numpy as np
def       __UpperCamelCase	(       UpperCAmelCase					):
 return 1 / (1 + np.exp(-vector					))
def       __UpperCamelCase	(       UpperCAmelCase					):
 return vector * sigmoid(UpperCAmelCase					)


if __name__ == "__main__":
  import doctest

  doctest.testmod()

