




"""simple docstring"""
import numpy as np

from transformers import Pipeline





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






class __lowercase(      __A				):




					'''simple docstring'''


					def     snake_case_				(    self						,	**__a     ):
								__lowerCamelCase					:	str	       =				{}
								if "second_text" in kwargs:
											__lowerCamelCase					:	str	       =				kwargs['second_text']
								return preprocess_kwargs, {}, {}
					def     snake_case_				(    self						,	__a						,	__a=None     ):
								return self.tokenizer(__a						,	text_pair=__a						,	return_tensors=self.framework     )
					def     snake_case_				(    self						,	__a     ):
								return self.model(**__a     )





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

								__lowerCamelCase					:	Any	       =				np.argmax(__a     )
								__lowerCamelCase					:	List[str]	       =				self.model.config.idalabel[best_class]
								__lowerCamelCase					:	Tuple	       =				probabilities[best_class].item()
								__lowerCamelCase					:	Union[str, Any]	       =				logits.tolist()
								return {"label": label, "score": score, "logits": logits}









"""simple docstring"""
import random
from typing import Any





def 						UpperCAmelCase				(			A__:    list     )  ->     list[Any]:
			for _ in range(len(A__     )     ):
						__lowerCamelCase					:	List[Any]	       =				random.randint(0							,				len(A__     ) - 1     )
						__lowerCamelCase					:	Optional[Any]	       =				random.randint(0							,				len(A__     ) - 1     )
						__lowerCamelCase       ,      __lowerCamelCase					:	Any	       =				data[b], data[a]
			return data


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



