
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
__lowerCAmelCase			:     List[str]           =   'src/transformers'


# This is to make sure the transformers module imported is the one in the repo.
__lowerCAmelCase			:     Optional[int]           =   direct_transformers_import(PATH_TO_TRANSFORMERS)

__lowerCAmelCase			:     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)`
__lowerCAmelCase			:     Optional[int]           =   re.compile(R'\[(.+?)\]\((https://huggingface\.co/.+?)\)')


__lowerCAmelCase			:     Tuple           =   {
    'DecisionTransformerConfig',
    'EncoderDecoderConfig',
    'MusicgenConfig',
    'RagConfig',
    'SpeechEncoderDecoderConfig',
    'TimmBackboneConfig',
    'VisionEncoderDecoderConfig',
    'VisionTextDualEncoderConfig',
    'LlamaConfig',
}

def a__    (       A_					):






  '''simple docstring'''





  __magic_name__				     =       None

  # source code of `config_class`
  __magic_name__				     =       inspect.getsource(_lowerCAmelCase					)
  __magic_name__				     =       _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("""/"""					):
      __magic_name__				     =       ckpt_link[:-1]

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

  return checkpoint

def a__    (       ):






  '''simple docstring'''





  __magic_name__				     =       []

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

    __magic_name__				     =       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:
    __magic_name__				     =       """\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'''





from PIL import Image





def 						__snake_case(				_lowerCAmelCase     ,   _lowerCAmelCase		)		-> Image:

      def brightness(_lowerCAmelCase		) -> float:
            return 128 + level + (c - 128)

      if not -255.0 <= level <= 255.0:
            raise ValueError("""level must be between -255.0 (black) and 255.0 (white)"""		)
      return img.point(_lowerCAmelCase		)


if __name__ == "__main__":
       # Load image
       with Image.open("image_data/lena.jpg") as img:
              # Change brightness to 100
              __a          =		change_brightness(img, 100)
              brigt_img.save("image_data/lena_brightness.png", format="png")
