



'''simple docstring'''





from ..models.auto import AutoModelForSeqaSeqLM, AutoTokenizer
from .base import PipelineTool


lowercase_			=  "Here is a text containing a lot of information: '''{text}'''.\n\nCan you answer this question about the text: '{question}'"






class __A      (  A						):



 '''simple docstring'''







 __lowerCamelCase   :	Dict										=	'google/flan-t5-base'
 __lowerCamelCase   :	Optional[int]										=	(
     'This is a tool that answers questions related to a text. It takes two arguments named `text`, which is the '
     'text where to find the answer, and `question`, which is the question, and returns the answer to the question.'
 )
 __lowerCamelCase   :	Union[str, Any]										=	'text_qa'
 __lowerCamelCase   :	List[str]										=	AutoTokenizer
 __lowerCamelCase   :	List[str]										=	AutoModelForSeqaSeqLM

 __lowerCamelCase   :	List[Any]										=	['text', 'text']
 __lowerCamelCase   :	int										=	['text']



 def  a__  (self			,       A			,       A	)   ->					List[str]:


      """simple docstring"""



      _a     =  QA_PROMPT.format(text=A			,       question=A	)
      return self.pre_processor(A			,       return_tensors='''pt'''	)



 def  a__  (self			,       A	)   ->					List[Any]:


      """simple docstring"""



      _a     =  self.model.generate(**A	)

      _a  ,   _a     =  inputs['''input_ids'''].shape
      _a     =  output_ids.shape[0]

      return output_ids.reshape(A			,       out_b // in_b			,       *output_ids.shape[1:]	)[0][0]



 def  a__  (self			,       A	)   ->					Optional[int]:


      """simple docstring"""



      return self.pre_processor.decode(A			,       skip_special_tokens=A			,       clean_up_tokenization_spaces=A	)








'''simple docstring'''





from math import gcd




def lowerCAmelCase  (__A = 12_000):



     """simple docstring"""



     _a     =  0
     for d in range(max_d + 1):
          for n in range(d // 3 + 1  ,     (d + 1) // 2):
               if gcd(__A  ,     __A) == 1:
                    fractions_number += 1
     return fractions_number


if __name__ == "__main__":
  print(F"""{solution() = }""")



