
from typing import Dict

from .base import GenericTensor, Pipeline





class       _lowerCAmelCase   (      __a			):




				def 	__a		(   self							,							_UpperCamelCase=None							,							_UpperCamelCase=None							,							_UpperCamelCase=None							,							**_UpperCamelCase	)							-> int:
							if tokenize_kwargs is None:
										lowerCAmelCase_         =      {}

							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)"	)
										lowerCAmelCase_         =      truncation

							lowerCAmelCase_         =      tokenize_kwargs

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

							return preprocess_params, {}, postprocess_params




				def 	__a		(   self							,							_UpperCamelCase							,							**_UpperCamelCase	)							-> Dict[str, GenericTensor]:
							lowerCAmelCase_         =      self.framework
							lowerCAmelCase_         =      self.tokenizer(_UpperCamelCase							,							return_tensors=_UpperCamelCase							,							**_UpperCamelCase	)
							return model_inputs




				def 	__a		(   self							,							_UpperCamelCase	)							-> Dict:
							lowerCAmelCase_         =      self.model(**_UpperCamelCase	)
							return model_outputs




				def 	__a		(   self							,							_UpperCamelCase							,							_UpperCamelCase=False	)							-> Any:
							# [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							,							*_UpperCamelCase							,							**_UpperCamelCase	)							-> List[Any]:
							return super().__call__(*_UpperCamelCase							,							**_UpperCamelCase	)





from collections.abc import Callable






def   lowerCamelCase__							(							__lowerCAmelCase    :    Callable[[float], float]       ,				__lowerCAmelCase    :    float       ,				__lowerCAmelCase    :    float							):




			"""simple docstring"""


			lowerCAmelCase_         =      a
			lowerCAmelCase_         =      b
			if function(__lowerCAmelCase							) == 0:  # one of the a or b is a root for the function
						return a
			elif function(__lowerCAmelCase							) == 0:
						return b
			elif (
			    function(__lowerCAmelCase							) * function(__lowerCAmelCase							) > 0
			):  # if none of these are root and they are both positive or negative,
						# then this algorithm can't find the root
						raise ValueError("could not find root in given interval."							)
			else:
						lowerCAmelCase_         =      start + (end - start) / 2.0
						while abs(start - mid							) > 10**-7:  # until precisely equals to 10^-7
									if function(__lowerCAmelCase							) == 0:
												return mid
									elif function(__lowerCAmelCase							) * function(__lowerCAmelCase							) < 0:
												lowerCAmelCase_         =      mid
									else:
												lowerCAmelCase_         =      mid
									lowerCAmelCase_         =      start + (end - start) / 2.0
						return mid






def   lowerCamelCase__							(							__lowerCAmelCase    :    float							):




			"""simple docstring"""


			return x**3 - 2 * x - 5


if __name__ == "__main__":
			print(bisection(f, 1, 10_00))

			import doctest

			doctest.testmod()



