






"""simple docstring"""



from typing import Dict

from .base import GenericTensor, Pipeline

class        a     (   a_	):







    def 			UpperCamelCase_      (			self							,		_lowerCamelCase=None							,		_lowerCamelCase=None							,		_lowerCamelCase=None							,		**_lowerCamelCase       ):
      if tokenize_kwargs is None:
        lowercase							    =       {}

      if truncation is not None:
        if "truncation" in tokenize_kwargs:
          raise ValueError(
              'truncation parameter defined twice (given as keyword argument as well as in tokenize_kwargs)'       )
        lowercase							    =       truncation

      lowercase							    =       tokenize_kwargs

      lowercase							    =       {}
      if return_tensors is not None:
        lowercase							    =       return_tensors

      return preprocess_params, {}, postprocess_params







    def 			UpperCamelCase_      (			self							,		_lowerCamelCase							,		**_lowerCamelCase       ):
      lowercase							    =       self.framework
      lowercase							    =       self.tokenizer(_lowerCamelCase							,		return_tensors=_lowerCamelCase							,		**_lowerCamelCase       )
      return model_inputs







    def 			UpperCamelCase_      (			self							,		_lowerCamelCase       ):
      lowercase							    =       self.model(**_lowerCamelCase       )
      return model_outputs







    def 			UpperCamelCase_      (			self							,		_lowerCamelCase							,		_lowerCamelCase=False       ):
      # [0] is the first available tensor, logits or last_hidden_state.
      if return_tensors:
        return model_outputs[0]
      if self.framework == "pt":
        return model_outputs[0].tolist()
      elif self.framework == "tf":
        return model_outputs[0].numpy().tolist()







    def __call__(			self							,		*_lowerCamelCase							,		**_lowerCamelCase       ):
      return super().__call__(*_lowerCamelCase							,		**_lowerCamelCase       )










"""simple docstring"""



def 						_SCREAMING_SNAKE_CASE (    __snake_case			:  int = 1_00    ):





  '''simple docstring'''





  lowercase							    =       0
  lowercase							    =       0
  for i in range(1		,					n + 1    ):
    sum_of_squares += i**2
    sum_of_ints += i
  return sum_of_ints**2 - sum_of_squares


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


