




'''simple docstring'''







from __future__ import annotations

from collections.abc import MutableSequence


class 			_a  :
       def __init__(	self						:	Union[str, Any]   ,				lowercase						:	int   ,				lowercase						:	MutableSequence[float]				):



           '''simple docstring'''

           if len(lowercase				) != degree + 1:
               raise ValueError(
                   '''The number of coefficients should be equal to the degree + 1.'''				)

           UpperCAmelCase			       =		list(lowercase				)
           UpperCAmelCase			       =		degree
       def __add__(	self						:	List[Any]   ,				lowercase						:	Polynomial				):



           '''simple docstring'''

           if self.degree > polynomial_a.degree:
               UpperCAmelCase			       =		self.coefficients[:]
               for i in range(polynomial_a.degree + 1				):
                   coefficients[i] += polynomial_a.coefficients[i]
               return Polynomial(self.degree   ,				lowercase				)
           else:
               UpperCAmelCase			       =		polynomial_a.coefficients[:]
               for i in range(self.degree + 1				):
                   coefficients[i] += self.coefficients[i]
               return Polynomial(polynomial_a.degree   ,				lowercase				)
       def __sub__(	self						:	str   ,				lowercase						:	Polynomial				):



           '''simple docstring'''

           return self + polynomial_a * Polynomial(0   ,				[-1]				)
       def __neg__(	self						:	Optional[int]				):



           '''simple docstring'''

           return Polynomial(self.degree   ,				[-c for c in self.coefficients]				)
       def __mul__(	self						:	List[Any]   ,				lowercase						:	Polynomial				):



           '''simple docstring'''

           UpperCAmelCase			       =		[0] * (self.degree + polynomial_a.degree + 1)
           for i in range(self.degree + 1				):
               for j in range(polynomial_a.degree + 1				):
                   coefficients[i + j] += (
                       self.coefficients[i] * polynomial_a.coefficients[j]
                   )

           return Polynomial(self.degree + polynomial_a.degree   ,				lowercase				)
       def     A      (	self						:	Optional[int]   ,				lowercase						:	int | float				):



           '''simple docstring'''

           UpperCAmelCase			       =		0
           for i in range(self.degree + 1				):
               result += self.coefficients[i] * (substitution**i)
           return result
       def __str__(	self						:	str				):



           '''simple docstring'''

           UpperCAmelCase			       =		''''''
           for i in range(self.degree   ,				-1   ,				-1				):
               if self.coefficients[i] == 0:
                   continue
               elif self.coefficients[i] > 0:
                   if polynomial:
                       polynomial += " + "
               else:
                   polynomial += " - "

               if i == 0:
                   polynomial += str(abs(self.coefficients[i]				)				)
               elif i == 1:
                   polynomial += str(abs(self.coefficients[i]				)				) + "x"
               else:
                   polynomial += str(abs(self.coefficients[i]				)				) + "x^" + str(lowercase				)

           return polynomial
       def __repr__(	self						:	List[Any]				):



           '''simple docstring'''

           return self.__str__()
       def     A      (	self						:	List[Any]				):



           '''simple docstring'''

           UpperCAmelCase			       =		[0] * self.degree
           for i in range(self.degree				):
               UpperCAmelCase			       =		self.coefficients[i + 1] * (i + 1)
           return Polynomial(self.degree - 1   ,				lowercase				)
       def     A      (	self						:	str   ,				lowercase						:	int | float = 0				):



           '''simple docstring'''

           UpperCAmelCase			       =		[0] * (self.degree + 2)
           UpperCAmelCase			       =		constant
           for i in range(self.degree + 1				):
               UpperCAmelCase			       =		self.coefficients[i] / (i + 1)
           return Polynomial(self.degree + 1   ,				lowercase				)
       def __eq__(	self						:	List[Any]   ,				lowercase						:	object				):



           '''simple docstring'''

           if not isinstance(lowercase   ,				lowercase				):
               return False

           if self.degree != polynomial_a.degree:
               return False

           for i in range(self.degree + 1				):
               if self.coefficients[i] != polynomial_a.coefficients[i]:
                   return False

           return True







       def __ne__(	self						:	Tuple   ,				lowercase						:	object				):



           '''simple docstring'''

           return not self.__eq__(lowercase				)









'''simple docstring'''





import numpy as np

from transformers import Pipeline





def 						__snake_case(				_lowerCAmelCase		)		-> Optional[int]:
      snake_case__  :    Optional[Any]    						=      np.max(_lowerCAmelCase     ,   axis=-1     ,   keepdims=_lowerCAmelCase		)
      snake_case__  :    List[str]    						=      np.exp(outputs - maxes		)
      return shifted_exp / shifted_exp.sum(axis=-1     ,   keepdims=_lowerCAmelCase		)







class     UpperCAmelCase_       (       _a	):
    """simple docstring"""







    def lowerCamelCase       (    self					:     Optional[Any] ,     **snake_case_					:     int						):
          snake_case__  :    Optional[int]    						=      {}
          if "second_text" in kwargs:
                snake_case__  :    Union[str, Any]    						=      kwargs["""second_text"""]
          return preprocess_kwargs, {}, {}




    def lowerCamelCase       (    self					:     str ,     snake_case_					:     Tuple ,     snake_case_					:     Union[str, Any]=None						):
          return self.tokenizer(snake_case_ ,     text_pair=snake_case_ ,     return_tensors=self.framework						)




    def lowerCamelCase       (    self					:     List[Any] ,     snake_case_					:     Dict						):
          return self.model(**snake_case_						)




    def lowerCamelCase       (    self					:     int ,     snake_case_					:     List[Any]						):
          snake_case__  :    Union[str, Any]    						=      model_outputs.logits[0].numpy()
          snake_case__  :    List[str]    						=      softmax(snake_case_						)

          snake_case__  :    List[str]    						=      np.argmax(snake_case_						)
          snake_case__  :    List[str]    						=      self.model.config.idalabel[best_class]
          snake_case__  :    Optional[int]    						=      probabilities[best_class].item()
          snake_case__  :    str    						=      logits.tolist()
          return {"label": label, "score": score, "logits": logits}
