




from unittest import TestCase

from datasets import Dataset
from minhash_deduplication import deduplicate_dataset, make_duplicate_clusters




def  SCREAMING_SNAKE_CASE     (	)  ->							Tuple:
    UpperCAmelCase_										=					{
        '''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],
    }
    UpperCAmelCase_										=					Dataset.from_dict(__snake_case				)
    return dataset



class       a					(       lowerCamelCase__      ):

     '''simple docstring'''





     def   lowerCamelCase_       (     self       :      List[str]    ):
         UpperCAmelCase_										=					get_dataset()
         UpperCAmelCase_										=					make_duplicate_clusters(__snake_case ,   0.85    )
         self.assertEqual(len(duplicate_clusters[0]    ) ,   2    )




     def   lowerCamelCase_       (     self       :      Optional[Any]    ):
         UpperCAmelCase_										=					get_dataset()
         UpperCAmelCase_			,							UpperCAmelCase_										=					deduplicate_dataset(__snake_case    )
         self.assertEqual(len(__snake_case    ) ,   2    )
         print(__snake_case    )
         self.assertEqual(duplicate_clusters[0][0]['''copies'''] ,   2    )
         self.assertEqual(duplicate_clusters[0][0]['''is_extreme'''] ,   __snake_case    )











import numpy as np




def  SCREAMING_SNAKE_CASE     (	__UpperCamelCase      :						np.array				)  ->							np.array:
    return (2 / (1 + np.exp(-2 * vector				))) - 1


if __name__ == "__main__":
 import doctest

 doctest.testmod()





