

"""simple docstring"""





from unittest import TestCase

from datasets import Dataset
from minhash_deduplication import deduplicate_dataset, make_duplicate_clusters

def   __SCREAMING_SNAKE_CASE  (      ):
	lowerCAmelCase__	:						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__	:						str  				=	Dataset.from_dict(A_ )
	return dataset







class 				SCREAMING_SNAKE_CASE					(		a_       ):






					"""simple docstring"""



					def        __lowerCAmelCase (       self			:				List[Any]		):
						lowerCAmelCase__	:						str  				=	get_dataset()
						lowerCAmelCase__	:						List[str]  				=	make_duplicate_clusters(lowercase_   ,0.85		)
						self.assertEqual(len(duplicate_clusters[0]		)   ,2		)







					def        __lowerCAmelCase (       self			:				List[Any]		):
						lowerCAmelCase__	:						int  				=	get_dataset()
						lowerCAmelCase__				,lowerCAmelCase__	:						Union[str, Any]  				=	deduplicate_dataset(lowercase_		)
						self.assertEqual(len(lowercase_		)   ,2		)
						print(lowercase_		)
						self.assertEqual(duplicate_clusters[0][0]['''copies''']   ,2		)
						self.assertEqual(duplicate_clusters[0][0]['''is_extreme''']   ,lowercase_		)







"""simple docstring"""





from ..utils import DummyObject, requires_backends







class 				SCREAMING_SNAKE_CASE					(		metaclass=a_       ):






					"""simple docstring"""



					lowercase__				 =       ["speech"]







					def __init__(       self			:				Tuple   ,*lowercase_			:				Tuple   ,**lowercase_			:				List[str]		):
						requires_backends(self   ,['''speech''']		)







class 				SCREAMING_SNAKE_CASE					(		metaclass=a_       ):






					"""simple docstring"""



					lowercase__				 =       ["speech"]







					def __init__(       self			:				Union[str, Any]   ,*lowercase_			:				List[str]   ,**lowercase_			:				Any		):
						requires_backends(self   ,['''speech''']		)




