

'''simple docstring'''
import warnings

from ...utils import logging
from .image_processing_flava import FlavaImageProcessor


lowerCamelCase :      Optional[Any]					 =     logging.get_logger(__name__)







class 							A__    (       A__  ):





  def __init__(		self      :	str							,					*_a      :	Optional[int]							,					**_a      :	Dict )	->    None:





       '''simple docstring'''






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







import random


def 	UpperCamelCase__(       UpperCamelCase__			:       list ,     UpperCamelCase__			:       List[Any]  )->tuple:
       A__					,	A__					,	A__											=						[], [], []
       for element in data:
              if element < pivot:
                     less.append(UpperCamelCase__  )
              elif element > pivot:
                     greater.append(UpperCamelCase__  )
              else:
                     equal.append(UpperCamelCase__  )
       return less, equal, greater


def 	UpperCamelCase__(       UpperCamelCase__			:       list ,     UpperCamelCase__			:       int  )->Optional[int]:
       # index = len(items) // 2 when trying to find the median
       #   (value of index when items is sorted)

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

       A__											=						items[random.randint(0 ,     len(UpperCamelCase__  ) - 1  )]
       A__											=						0
       A__					,	A__					,	A__											=						_partition(UpperCamelCase__ ,     UpperCamelCase__  )
       A__											=						len(UpperCamelCase__  )
       A__											=						len(UpperCamelCase__  )

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





