


'''simple docstring'''






from unittest import TestCase

from datasets import Dataset
from minhash_deduplication import deduplicate_dataset, make_duplicate_clusters







def 				UpperCamelCase_			(    ):
  '''simple docstring'''





  lowerCAmelCase_			:      Tuple			=   {
      """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_			:      int			=   Dataset.from_dict(A__					)
  return dataset






class    __snake_case       (   _SCREAMING_SNAKE_CASE):







    """simple docstring"""



    def __lowercase   (   self    :  Optional[Any]		)   ->  Dict:
      lowerCAmelCase_			:      List[Any]			=   get_dataset()
      lowerCAmelCase_			:      str			=   make_duplicate_clusters(lowerCamelCase    ,						0.85		)
      self.assertEqual(len(duplicate_clusters[0]		)    ,						2		)





    def __lowercase   (   self    :  Optional[int]		)   ->  List[str]:
      lowerCAmelCase_			:      Any			=   get_dataset()
      lowerCAmelCase_,							lowerCAmelCase_			:      Optional[int]			=   deduplicate_dataset(lowerCamelCase		)
      self.assertEqual(len(lowerCamelCase		)    ,						2		)
      print(lowerCamelCase		)
      self.assertEqual(duplicate_clusters[0][0]["""copies"""]    ,						2		)
      self.assertEqual(duplicate_clusters[0][0]["""is_extreme"""]    ,						lowerCamelCase		)







'''simple docstring'''






from __future__ import annotations

from typing import Any






class    __snake_case       (   _SCREAMING_SNAKE_CASE):







    """simple docstring"""



    pass







class    __snake_case       :







    """simple docstring"""



    def __init__(   self    :  Union[str, Any]    ,						lowerCamelCase    :  Any		)   ->  None:
      lowerCAmelCase_			:      Any			=   data
      lowerCAmelCase_			:      Node | None			=   None

    def __iter__(   self    :  Union[str, Any]		)   ->  Optional[Any]:
      lowerCAmelCase_			:      Union[str, Any]			=   self
      lowerCAmelCase_			:      Any			=   []
      while node:
        if node in visited:
          raise ContainsLoopError
        visited.append(lowerCamelCase		)
        yield node.data
        lowerCAmelCase_			:      int			=   node.next_node





    @property
    def __lowercase   (   self    :  str		)   ->  bool:
      try:
        list(self		)
        return False
      except ContainsLoopError:
        return True


if __name__ == "__main__":
  __A					:  Dict											=      Node(1)
  __A					:  Optional[Any]											=      Node(2)
  __A					:  int											=      Node(3)
  __A					:  Optional[Any]											=      Node(4)
  print(root_node.has_loop)  # False
  __A					:  Any											=      root_node.next_node
  print(root_node.has_loop)  # True

  __A					:  List[Any]											=      Node(5)
  __A					:  Dict											=      Node(6)
  __A					:  str											=      Node(5)
  __A					:  Dict											=      Node(6)
  print(root_node.has_loop)  # False

  __A					:  Optional[int]											=      Node(1)
  print(root_node.has_loop)  # False



