
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					   =       'src/transformers'


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

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


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


def    a      ( a	)     ->List[Any]:




			'''simple docstring'''


			SCREAMING_SNAKE_CASE     						= None

			# source code of `config_class`
			SCREAMING_SNAKE_CASE     						= inspect.getsource(a	)
			SCREAMING_SNAKE_CASE     						= _re_checkpoint.findall(a	)

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

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

			return checkpoint


def    a      ( )     ->Optional[int]:




			'''simple docstring'''


			SCREAMING_SNAKE_CASE     						= []

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

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

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


if __name__ == "__main__":
							check_config_docstrings_have_checkpoints()

# Function to print upper half of diamond (pyramid)


def    a      ( a	)     ->Optional[Any]:




			'''simple docstring'''


			for i in range(0		,						a	):
						for _ in range(0		,						n - i - 1	):  # printing spaces
									print(''' '''		,						end=''''''	)
						for _ in range(0		,						i + 1	):  # printing stars
									print('''* '''		,						end=''''''	)
						print()


def    a      ( a	)     ->Union[str, Any]:




			'''simple docstring'''


			for i in range(a		,						0		,						-1	):
						for _ in range(a		,						0		,						-1	):  # printing stars
									print('''* '''		,						end=''''''	)
						print()
						for _ in range(n - i + 1		,						0		,						-1	):  # printing spaces
									print(''' '''		,						end=''''''	)


def    a      ( a	)     ->Optional[int]:




			'''simple docstring'''


			if n <= 0:
						print('''       ...       ....        nothing printing :('''	)
						return
			floyd(a	)  # upper half
			reverse_floyd(a	)  # lower half


if __name__ == "__main__":
							print(R'| /\ | |- |  |-  |--| |\  /| |-')
							print(R'|/  \| |- |_ |_  |__| | \/ | |_')
							__lowerCAmelCase					   =       1
							while K:
														__lowerCAmelCase					   =       int(input('enter the number and , and see the magic : '))
														print()
														pretty_print(user_number)
														__lowerCAmelCase					   =       int(input('press 0 to exit... and 1 to continue...'))

							print('Good Bye...')