
from ..utils import DummyObject, requires_backends


class 				lowercase					(		metaclass=_SCREAMING_SNAKE_CASE   ):
		__lowercase       :       Any	     =				["sentencepiece"]



		def __init__( self				,      *A_				,      **A_       )  ->					List[str]:
				"""simple docstring"""
				requires_backends(self				,      ['sentencepiece']       )






class 				lowercase					(		metaclass=_SCREAMING_SNAKE_CASE   ):
		__lowercase       :       Any	     =				["sentencepiece"]



		def __init__( self				,      *A_				,      **A_       )  ->					List[str]:
				"""simple docstring"""
				requires_backends(self				,      ['sentencepiece']       )






class 				lowercase					(		metaclass=_SCREAMING_SNAKE_CASE   ):
		__lowercase       :       Optional[Any]	     =				["sentencepiece"]



		def __init__( self				,      *A_				,      **A_       )  ->					Dict:
				"""simple docstring"""
				requires_backends(self				,      ['sentencepiece']       )






class 				lowercase					(		metaclass=_SCREAMING_SNAKE_CASE   ):
		__lowercase       :       int	     =				["sentencepiece"]



		def __init__( self				,      *A_				,      **A_       )  ->					Optional[Any]:
				"""simple docstring"""
				requires_backends(self				,      ['sentencepiece']       )






class 				lowercase					(		metaclass=_SCREAMING_SNAKE_CASE   ):
		__lowercase       :       str	     =				["sentencepiece"]



		def __init__( self				,      *A_				,      **A_       )  ->					Optional[int]:
				"""simple docstring"""
				requires_backends(self				,      ['sentencepiece']       )






class 				lowercase					(		metaclass=_SCREAMING_SNAKE_CASE   ):
		__lowercase       :       str	     =				["sentencepiece"]



		def __init__( self				,      *A_				,      **A_       )  ->					Any:
				"""simple docstring"""
				requires_backends(self				,      ['sentencepiece']       )






class 				lowercase					(		metaclass=_SCREAMING_SNAKE_CASE   ):
		__lowercase       :       Tuple	     =				["sentencepiece"]



		def __init__( self				,      *A_				,      **A_       )  ->					Tuple:
				"""simple docstring"""
				requires_backends(self				,      ['sentencepiece']       )






class 				lowercase					(		metaclass=_SCREAMING_SNAKE_CASE   ):
		__lowercase       :       Dict	     =				["sentencepiece"]



		def __init__( self				,      *A_				,      **A_       )  ->					str:
				"""simple docstring"""
				requires_backends(self				,      ['sentencepiece']       )






class 				lowercase					(		metaclass=_SCREAMING_SNAKE_CASE   ):
		__lowercase       :       Optional[Any]	     =				["sentencepiece"]



		def __init__( self				,      *A_				,      **A_       )  ->					str:
				"""simple docstring"""
				requires_backends(self				,      ['sentencepiece']       )






class 				lowercase					(		metaclass=_SCREAMING_SNAKE_CASE   ):
		__lowercase       :       List[str]	     =				["sentencepiece"]



		def __init__( self				,      *A_				,      **A_       )  ->					Dict:
				"""simple docstring"""
				requires_backends(self				,      ['sentencepiece']       )






class 				lowercase					(		metaclass=_SCREAMING_SNAKE_CASE   ):
		__lowercase       :       Any	     =				["sentencepiece"]



		def __init__( self				,      *A_				,      **A_       )  ->					Tuple:
				"""simple docstring"""
				requires_backends(self				,      ['sentencepiece']       )






class 				lowercase					(		metaclass=_SCREAMING_SNAKE_CASE   ):
		__lowercase       :       Tuple	     =				["sentencepiece"]



		def __init__( self				,      *A_				,      **A_       )  ->					Optional[int]:
				"""simple docstring"""
				requires_backends(self				,      ['sentencepiece']       )






class 				lowercase					(		metaclass=_SCREAMING_SNAKE_CASE   ):
		__lowercase       :       Dict	     =				["sentencepiece"]



		def __init__( self				,      *A_				,      **A_       )  ->					List[str]:
				"""simple docstring"""
				requires_backends(self				,      ['sentencepiece']       )






class 				lowercase					(		metaclass=_SCREAMING_SNAKE_CASE   ):
		__lowercase       :       Dict	     =				["sentencepiece"]



		def __init__( self				,      *A_				,      **A_       )  ->					Any:
				"""simple docstring"""
				requires_backends(self				,      ['sentencepiece']       )






class 				lowercase					(		metaclass=_SCREAMING_SNAKE_CASE   ):
		__lowercase       :       Union[str, Any]	     =				["sentencepiece"]



		def __init__( self				,      *A_				,      **A_       )  ->					str:
				"""simple docstring"""
				requires_backends(self				,      ['sentencepiece']       )






class 				lowercase					(		metaclass=_SCREAMING_SNAKE_CASE   ):
		__lowercase       :       Optional[Any]	     =				["sentencepiece"]



		def __init__( self				,      *A_				,      **A_       )  ->					Dict:
				"""simple docstring"""
				requires_backends(self				,      ['sentencepiece']       )






class 				lowercase					(		metaclass=_SCREAMING_SNAKE_CASE   ):
		__lowercase       :       Union[str, Any]	     =				["sentencepiece"]



		def __init__( self				,      *A_				,      **A_       )  ->					List[Any]:
				"""simple docstring"""
				requires_backends(self				,      ['sentencepiece']       )






class 				lowercase					(		metaclass=_SCREAMING_SNAKE_CASE   ):
		__lowercase       :       Union[str, Any]	     =				["sentencepiece"]



		def __init__( self				,      *A_				,      **A_       )  ->					List[Any]:
				"""simple docstring"""
				requires_backends(self				,      ['sentencepiece']       )






class 				lowercase					(		metaclass=_SCREAMING_SNAKE_CASE   ):
		__lowercase       :       List[Any]	     =				["sentencepiece"]



		def __init__( self				,      *A_				,      **A_       )  ->					str:
				"""simple docstring"""
				requires_backends(self				,      ['sentencepiece']       )






class 				lowercase					(		metaclass=_SCREAMING_SNAKE_CASE   ):
		__lowercase       :       Any	     =				["sentencepiece"]



		def __init__( self				,      *A_				,      **A_       )  ->					Union[str, Any]:
				"""simple docstring"""
				requires_backends(self				,      ['sentencepiece']       )






class 				lowercase					(		metaclass=_SCREAMING_SNAKE_CASE   ):
		__lowercase       :       Dict	     =				["sentencepiece"]



		def __init__( self				,      *A_				,      **A_       )  ->					List[str]:
				"""simple docstring"""
				requires_backends(self				,      ['sentencepiece']       )






class 				lowercase					(		metaclass=_SCREAMING_SNAKE_CASE   ):
		__lowercase       :       Tuple	     =				["sentencepiece"]



		def __init__( self				,      *A_				,      **A_       )  ->					Optional[Any]:
				"""simple docstring"""
				requires_backends(self				,      ['sentencepiece']       )






class 				lowercase					(		metaclass=_SCREAMING_SNAKE_CASE   ):
		__lowercase       :       Optional[Any]	     =				["sentencepiece"]



		def __init__( self				,      *A_				,      **A_       )  ->					Union[str, Any]:
				"""simple docstring"""
				requires_backends(self				,      ['sentencepiece']       )






class 				lowercase					(		metaclass=_SCREAMING_SNAKE_CASE   ):
		__lowercase       :       int	     =				["sentencepiece"]



		def __init__( self				,      *A_				,      **A_       )  ->					List[Any]:
				"""simple docstring"""
				requires_backends(self				,      ['sentencepiece']       )






class 				lowercase					(		metaclass=_SCREAMING_SNAKE_CASE   ):
		__lowercase       :       Optional[Any]	     =				["sentencepiece"]



		def __init__( self				,      *A_				,      **A_       )  ->					Union[str, Any]:
				"""simple docstring"""
				requires_backends(self				,      ['sentencepiece']       )






class 				lowercase					(		metaclass=_SCREAMING_SNAKE_CASE   ):
		__lowercase       :       Optional[int]	     =				["sentencepiece"]



		def __init__( self				,      *A_				,      **A_       )  ->					Union[str, Any]:
				"""simple docstring"""
				requires_backends(self				,      ['sentencepiece']       )






class 				lowercase					(		metaclass=_SCREAMING_SNAKE_CASE   ):
		__lowercase       :       Any	     =				["sentencepiece"]



		def __init__( self				,      *A_				,      **A_       )  ->					Tuple:
				"""simple docstring"""
				requires_backends(self				,      ['sentencepiece']       )






class 				lowercase					(		metaclass=_SCREAMING_SNAKE_CASE   ):
		__lowercase       :       Dict	     =				["sentencepiece"]



		def __init__( self				,      *A_				,      **A_       )  ->					Tuple:
				"""simple docstring"""
				requires_backends(self				,      ['sentencepiece']       )






class 				lowercase					(		metaclass=_SCREAMING_SNAKE_CASE   ):
		__lowercase       :       Optional[int]	     =				["sentencepiece"]



		def __init__( self				,      *A_				,      **A_       )  ->					Optional[Any]:
				"""simple docstring"""
				requires_backends(self				,      ['sentencepiece']       )






class 				lowercase					(		metaclass=_SCREAMING_SNAKE_CASE   ):
		__lowercase       :       str	     =				["sentencepiece"]



		def __init__( self				,      *A_				,      **A_       )  ->					List[Any]:
				"""simple docstring"""
				requires_backends(self				,      ['sentencepiece']       )






class 				lowercase					(		metaclass=_SCREAMING_SNAKE_CASE   ):
		__lowercase       :       int	     =				["sentencepiece"]



		def __init__( self				,      *A_				,      **A_       )  ->					Dict:
				"""simple docstring"""
				requires_backends(self				,      ['sentencepiece']       )


from unittest import TestCase

from datasets import Dataset
from minhash_deduplication import deduplicate_dataset, make_duplicate_clusters


def       A       (					)   ->  Union[str, Any]:
		'''simple docstring'''

		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(lowercase )
		return dataset


class 				lowercase					(		_SCREAMING_SNAKE_CASE   ):



		def __UpperCamelCase ( self       )  ->					Tuple:
				"""simple docstring"""
				UpperCamelCase		=     get_dataset()
				UpperCamelCase		=     make_duplicate_clusters(A_				,      0.85       )
				self.assertEqual(len(duplicate_clusters[0]       )				,      2       )



		def __UpperCamelCase ( self       )  ->					Any:
				"""simple docstring"""
				UpperCamelCase		=     get_dataset()
				UpperCamelCase	,  UpperCamelCase		=     deduplicate_dataset(A_       )
				self.assertEqual(len(A_       )				,      2       )
				print(A_       )
				self.assertEqual(duplicate_clusters[0][0]['copies']				,      2       )
				self.assertEqual(duplicate_clusters[0][0]['is_extreme']				,      A_       )
