

'''simple docstring'''






from ...processing_utils import ProcessorMixin
from ...tokenization_utils_base import BatchEncoding






class     lowercase_			(lowerCamelCase__   ):




  """simple docstring"""




  SCREAMING_SNAKE_CASE					:						Optional[int]           =    ['image_processor', 'tokenizer']
  SCREAMING_SNAKE_CASE					:						Union[str, Any]           =    'AutoImageProcessor'
  SCREAMING_SNAKE_CASE					:						int           =    'AutoTokenizer'






  def __init__(   self     :  Tuple      ,lowercase__     :  str      ,lowercase__     :  Optional[Any]    ):
   super().__init__(lowercase__      ,lowercase__    )
   __lowercase													=				self.image_processor






  def __call__(   self     :  Any      ,lowercase__     :  Dict=None      ,lowercase__     :  str=None      ,lowercase__     :  Any=None      ,**lowercase__     :  List[Any]    ):

   if text is None and images is None:
    raise ValueError('''You have to specify either text or images. Both cannot be none.'''    )

   if text is not None:
    __lowercase													=				self.tokenizer(lowercase__      ,return_tensors=lowercase__      ,**lowercase__    )

   if images is not None:
    __lowercase													=				self.image_processor(lowercase__      ,return_tensors=lowercase__      ,**lowercase__    )

   if text is not None and images is not None:
    __lowercase													=				image_features.pixel_values
    return encoding
   elif text is not None:
    return encoding
   else:
    return BatchEncoding(data=dict(**lowercase__    )      ,tensor_type=lowercase__    )






  def       SCREAMING_SNAKE_CASE   (   self     :  Optional[int]      ,*lowercase__     :  Union[str, Any]      ,**lowercase__     :  Optional[int]    ):
   return self.tokenizer.batch_decode(*lowercase__      ,**lowercase__    )






  def       SCREAMING_SNAKE_CASE   (   self     :  int      ,*lowercase__     :  Dict      ,**lowercase__     :  List[str]    ):
   return self.tokenizer.decode(*lowercase__      ,**lowercase__    )






  @property
  def       SCREAMING_SNAKE_CASE   (   self     :  Any    ):
   return ["input_ids", "attention_mask", "pixel_values"]




'''simple docstring'''






import random
from typing import Any


def 	_A  (					A__   ):






 """simple docstring"""



 for _ in range(len(A__   )   ):
  __lowercase													=				random.randint(0  ,       len(A__   ) - 1   )
  __lowercase													=				random.randint(0  ,       len(A__   ) - 1   )
  __lowercase						,			__lowercase													=				data[b], data[a]
 return data


if __name__ == "__main__":
 lowerCAmelCase__      		=			[0, 1, 2, 3, 4, 5, 6, 7]
 lowerCAmelCase__      		=			['''python''', '''says''', '''hello''', '''!''']
 print('''Fisher-Yates Shuffle:''')
 print('''List''', integers, strings)
 print('''FY Shuffle''', fisher_yates_shuffle(integers), fisher_yates_shuffle(strings))

