

'''simple docstring'''



import time
import unittest

from transformers import is_torch_available
from transformers.testing_utils import require_torch, torch_device

from ..test_modeling_common import ids_tensor


if is_torch_available():
		import torch

		from transformers.generation import (
		    MaxLengthCriteria,
		    MaxNewTokensCriteria,
		    MaxTimeCriteria,
		    StoppingCriteriaList,
		    validate_stopping_criteria,
		)



@require_torch
class lowerCamelCase			(  unittest.TestCase						):



			'''simple docstring'''






			def lowercase__						(				self	:						str		,      lowerCAmelCase_	:						Tuple			)      ->		List[Any]:





									'''simple docstring'''
									A__					:       Union[str, Any]     =3
									A__					:       int     =2_50

									A__					:       Dict     =ids_tensor((batch_size, length)		,      lowerCAmelCase_			)
									A__					:       Dict     =torch.ones((batch_size, length)		,      device=lowerCAmelCase_		,      dtype=torch.float			) / length
									return input_ids, scores


			def lowercase__						(				self	:						Union[str, Any]			)      ->		Union[str, Any]:





									'''simple docstring'''
									A__   ,						A__					:       Optional[int]     =self._get_tensors(5			)

									A__					:       Dict     =StoppingCriteriaList(
									    [
									        MaxLengthCriteria(max_length=10			),
									        MaxTimeCriteria(max_time=0.1			),
									    ]			)

									self.assertFalse(criteria(lowerCAmelCase_		,      lowerCAmelCase_			)			)

									A__   ,						A__					:       Optional[int]     =self._get_tensors(9			)
									self.assertFalse(criteria(lowerCAmelCase_		,      lowerCAmelCase_			)			)

									A__   ,						A__					:       Any     =self._get_tensors(10			)
									self.assertTrue(criteria(lowerCAmelCase_		,      lowerCAmelCase_			)			)


			def lowercase__						(				self	:						Any			)      ->		str:





									'''simple docstring'''
									A__					:       int     =MaxLengthCriteria(max_length=10			)

									A__   ,						A__					:       Union[str, Any]     =self._get_tensors(5			)
									self.assertFalse(criteria(lowerCAmelCase_		,      lowerCAmelCase_			)			)

									A__   ,						A__					:       Dict     =self._get_tensors(9			)
									self.assertFalse(criteria(lowerCAmelCase_		,      lowerCAmelCase_			)			)

									A__   ,						A__					:       Union[str, Any]     =self._get_tensors(10			)
									self.assertTrue(criteria(lowerCAmelCase_		,      lowerCAmelCase_			)			)


			def lowercase__						(				self	:						str			)      ->		Optional[int]:





									'''simple docstring'''
									A__					:       List[Any]     =MaxNewTokensCriteria(start_length=5		,      max_new_tokens=5			)

									A__   ,						A__					:       Tuple     =self._get_tensors(5			)
									self.assertFalse(criteria(lowerCAmelCase_		,      lowerCAmelCase_			)			)

									A__   ,						A__					:       Union[str, Any]     =self._get_tensors(9			)
									self.assertFalse(criteria(lowerCAmelCase_		,      lowerCAmelCase_			)			)

									A__   ,						A__					:       str     =self._get_tensors(10			)
									self.assertTrue(criteria(lowerCAmelCase_		,      lowerCAmelCase_			)			)

									A__					:       Optional[Any]     =StoppingCriteriaList([criteria]			)
									self.assertEqual(criteria_list.max_length		,      10			)


			def lowercase__						(				self	:						int			)      ->		Tuple:





									'''simple docstring'''
									A__   ,						A__					:       Union[str, Any]     =self._get_tensors(5			)

									A__					:       str     =MaxTimeCriteria(max_time=0.1			)
									self.assertFalse(criteria(lowerCAmelCase_		,      lowerCAmelCase_			)			)

									A__					:       List[str]     =MaxTimeCriteria(max_time=0.1		,      initial_timestamp=time.time() - 0.2			)
									self.assertTrue(criteria(lowerCAmelCase_		,      lowerCAmelCase_			)			)



			def lowercase__						(				self	:						Tuple			)      ->		Union[str, Any]:





									'''simple docstring'''
									validate_stopping_criteria(StoppingCriteriaList([MaxLengthCriteria(10			)]			)		,      10			)

									with self.assertWarns(lowerCAmelCase_			):
															validate_stopping_criteria(StoppingCriteriaList([MaxLengthCriteria(10			)]			)		,      11			)

									A__					:       Any     =validate_stopping_criteria(StoppingCriteriaList()		,      11			)

									self.assertEqual(len(lowerCAmelCase_			)		,      1			)




'''simple docstring'''



from maths.is_square_free import is_square_free
from maths.prime_factors import prime_factors
def 						__lowerCamelCase	(       __snake_case					:		int	)	->							int:






						"""simple docstring"""





						A__					:       List[Any]     =prime_factors(__snake_case	)
						if is_square_free(__snake_case	):
												return -1 if len(__snake_case	) % 2 else 1
						return 0


if __name__ == "__main__":
		import doctest

		doctest.testmod()

