






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      	=  '''src/transformers'''


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

_a      	=  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      	=  re.compile('''\[(.+?)\]\((https://huggingface\.co/.+?)\)''')


_a      	=  {
    '''CLIPConfigMixin''',
    '''DecisionTransformerConfigMixin''',
    '''EncoderDecoderConfigMixin''',
    '''RagConfigMixin''',
    '''SpeechEncoderDecoderConfigMixin''',
    '''VisionEncoderDecoderConfigMixin''',
    '''VisionTextDualEncoderConfigMixin''',
}


def __A    (      )->  List[str]:





						"""simple docstring"""



						_UpperCAmelCase									=			[]

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

												# source code of `config_class`
												_UpperCAmelCase									=			inspect.getsource(__lowerCAmelCase	)
												_UpperCAmelCase									=			_re_checkpoint.findall(__lowerCAmelCase	)

												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									=			checkpoint

																		# verify the checkpoint name corresponds to the checkpoint link
																		_UpperCAmelCase									=			F"""https://huggingface.co/{ckpt_name}"""
																		if ckpt_link == ckpt_link_from_name:
																								_UpperCAmelCase									=			True
																								break

												_UpperCAmelCase									=			config_class.__name__
												if not checkpoint_found and name not in CONFIG_CLASSES_TO_IGNORE_FOR_DOCSTRING_CHECKPOINT_CHECK:
																		configs_without_checkpoint.append(__lowerCAmelCase	)

						if len(__lowerCAmelCase	) > 0:
												_UpperCAmelCase									=			'\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")
