
'''simple docstring'''

from unittest import TestCase

from datasets import Dataset
from minhash_deduplication import deduplicate_dataset, make_duplicate_clusters


def        UpperCAmelCase_ (  ):







 """simple docstring"""


 lowerCAmelCase__     :   Any     		=	{
     "repo_name": ["test_repo1", "test_repo2", "test_repo3"],
     "path": ["test_1.py", "test_2.py", "unit_test.py"],
     "content": ["a " * 2_0, "a " * 3_0, "b " * 7],
 }
 lowerCAmelCase__     :   Optional[Any]     		=	Dataset.from_dict(lowerCamelCase_			)
 return dataset







class    lowerCAmelCase       (     UpperCamelCase_  ):


 def    _A	(    self  : str    ):
  '''simple docstring'''

  lowerCAmelCase__     :   Union[str, Any]     		=	get_dataset()
  lowerCAmelCase__     :   Tuple     		=	make_duplicate_clusters(a__			,							0.85    )
  self.assertEqual(len(duplicate_clusters[0]    )			,							2    )


 def    _A	(    self  : Union[str, Any]    ):
  '''simple docstring'''

  lowerCAmelCase__     :   List[Any]     		=	get_dataset()
  lowerCAmelCase__		,     lowerCAmelCase__     :   Union[str, Any]     		=	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__    )







'''simple docstring'''

import warnings
from functools import wraps
from typing import Callable


def        UpperCAmelCase_ (  lowerCamelCase_			):







 """simple docstring"""


 @wraps(lowerCamelCase_			)
 def _inner_fn(*lowerCamelCase_      ,			**lowerCamelCase_			):
  warnings.warn(
      (f'''\'{fn.__name__}\' is experimental and might be subject to breaking changes in the future.''')      ,			lowerCamelCase_      ,			)
  return fn(*lowerCamelCase_      ,			**lowerCamelCase_			)

 return _inner_fn





