




"""simple docstring"""






import random





def 							UpperCAmelCase		(		snake_case			:					list      ,       snake_case			:					Optional[int]    ):
					_lowerCAmelCase							,   _lowerCAmelCase							,   _lowerCAmelCase:str									=  [], [], []
					for element in data:
										if element < pivot:
															less.append(snake_case    )
										elif element > pivot:
															greater.append(snake_case    )
										else:
															equal.append(snake_case    )
					return less, equal, greater





def 							UpperCAmelCase		(		snake_case			:					list      ,       snake_case			:					int    ):
					# index = len(items) // 2 when trying to find the median
					#   (value of index when items is sorted)

					# invalid input
					if index >= len(snake_case    ) or index < 0:
										return None

					_lowerCAmelCase:Optional[Any]									=  items[random.randint(0      ,       len(snake_case    ) - 1    )]
					_lowerCAmelCase:List[Any]									=  0
					_lowerCAmelCase							,   _lowerCAmelCase							,   _lowerCAmelCase:Optional[int]									=  _partition(snake_case      ,       snake_case    )
					_lowerCAmelCase:Union[str, Any]									=  len(snake_case    )
					_lowerCAmelCase:Union[str, Any]									=  len(snake_case    )

					# index is the pivot
					if m <= index < m + count:
										return pivot
					# must be in smaller
					elif m > index:
										return quick_select(snake_case      ,       snake_case    )
					# must be in larger
					else:
										return quick_select(snake_case      ,       index - (m + count)    )












"""simple docstring"""






import warnings

from ...utils import logging
from .image_processing_poolformer import PoolFormerImageProcessor


UpperCamelCase__						=			logging.get_logger(__name__)




class   a__			(       UpperCamelCase_  ):





						def __init__(							self      :	Dict     ,*a__      :	List[str]     ,**a__      :	str)						->       None:




											"""simple docstring"""







											warnings.warn(
											    '''The class PoolFormerFeatureExtractor is deprecated and will be removed in version 5 of Transformers.'''
											    ''' Please use PoolFormerImageProcessor instead.'''     ,a__     ,)
											super().__init__(*a__     ,**a__)






