from __future__ import annotations

from collections.abc import Iterator
from typing import Generic, TypeVar

SCREAMING_SNAKE_CASE_:					Tuple  =TypeVar('T')




class 	__A				(			Generic[T]     ):



    def __init__(self   :   List[str]       ,      __a   :   T			):
         UpperCAmelCase_	   =       data
         UpperCAmelCase_	   =       None






    def __str__(self   :   List[Any]			):
         return f"""{self.data}"""




class 	__A				(			Generic[T]     ):



    def __init__(self   :   str			):
         UpperCAmelCase_	   =       None



    def __iter__(self   :   Any			):
         UpperCAmelCase_	   =       self.top
         while node:
              yield node.data
              UpperCAmelCase_	   =       node.next



    def __str__(self   :   str			):
         return "->".join([str(__snake_case			) for item in self]			)



    def __len__(self   :   Dict			):
         return len(tuple(iter(self			)			)			)



    def  _lowercase						(self   :   List[Any]			):
         return self.top is None



    def  _lowercase						(self   :   List[str]       ,      __a   :   T			):
         UpperCAmelCase_	   =       Node(__snake_case			)
         if not self.is_empty():
              UpperCAmelCase_	   =       self.top
         UpperCAmelCase_	   =       node



    def  _lowercase						(self   :   Optional[int]			):
         if self.is_empty():
              raise IndexError("pop from empty stack"			)
         assert isinstance(self.top       ,      __snake_case			)
         UpperCAmelCase_	   =       self.top
         UpperCAmelCase_	   =       self.top.next
         return pop_node.data



    def  _lowercase						(self   :   int			):
         if self.is_empty():
              raise IndexError("peek from empty stack"			)

         assert self.top is not None
         return self.top.data






    def  _lowercase						(self   :   Dict			):
         UpperCAmelCase_	   =       None


if __name__ == "__main__":
    from doctest import testmod

    testmod()





'''simple docstring'''





from unittest import TestCase

from datasets import Dataset
from minhash_deduplication import deduplicate_dataset, make_duplicate_clusters





def      lowerCAmelCase_    ( )   ->				str:


     '''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(snake_case_      )
     return dataset






class 	__A				(			UpperCamelCase__     ):



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






    def  _lowercase						(self   :   Optional[Any]			):
         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			)




