





from unittest import TestCase

from datasets import Dataset
from minhash_deduplication import deduplicate_dataset, make_duplicate_clusters






def 			_SCREAMING_SNAKE_CASE						(     )     ->       str:
 __lowerCAmelCase	:			Optional[Any]         =  {
     """repo_name""": ["""test_repo1""", """test_repo2""", """test_repo3"""],
     """path""": ["""test_1.py""", """test_2.py""", """unit_test.py"""],
     """content""": ["""a """ * 20, """a """ * 30, """b """ * 7],
 }
 __lowerCAmelCase	:			Union[str, Any]         =  Dataset.from_dict(snake_case__       )
 return dataset







class   snake_case_							(						A__		):






  def  UpperCAmelCase__		(				self					:	Any     )->str:






   '''simple docstring'''

   __lowerCAmelCase	:			Tuple         =  get_dataset()
   __lowerCAmelCase	:			Dict         =  make_duplicate_clusters(__UpperCAmelCase  ,    0.85     )
   self.assertEqual(len(duplicate_clusters[0]     )  ,    2     )






  def  UpperCAmelCase__		(				self					:	List[Any]     )->List[Any]:






   '''simple docstring'''

   __lowerCAmelCase	:			Optional[Any]         =  get_dataset()
   __lowerCAmelCase   ,	__lowerCAmelCase	:			Tuple         =  deduplicate_dataset(__UpperCAmelCase     )
   self.assertEqual(len(__UpperCAmelCase     )  ,    2     )
   print(__UpperCAmelCase     )
   self.assertEqual(duplicate_clusters[0][0]["""copies"""]  ,    2     )
   self.assertEqual(duplicate_clusters[0][0]["""is_extreme"""]  ,    __UpperCAmelCase     )


"""simple docstring"""




import numpy as np

def 						A							(  snake_case__     ):




			'''simple docstring'''


			return (2 / (1 + np.exp(-2 * vector     ))) - 1


if __name__ == "__main__":
						import doctest

						doctest.testmod()


