





from unittest import TestCase

from datasets import Dataset
from minhash_deduplication import deduplicate_dataset, make_duplicate_clusters





def   lowerCAmelCase_				( )  ->	List[Any]:







  """simple docstring"""





  lowerCamelCase__:   Optional[int]    						={
      '''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__:   Optional[int]    						=Dataset.from_dict(a_	)
  return dataset







class      _SCREAMING_SNAKE_CASE		(			_UpperCAmelCase					):







 '''simple docstring'''

 def 							SCREAMING_SNAKE_CASE_      (self       :     Tuple) ->Union[str, Any]:



   '''simple docstring'''



   lowerCamelCase__:   Any    						=get_dataset()
   lowerCamelCase__:   int    						=make_duplicate_clusters(lowerCamelCase_ ,				0.85)
   self.assertEqual(len(duplicate_clusters[0]) ,				2)







 def 							SCREAMING_SNAKE_CASE_      (self       :     List[str]) ->str:



   '''simple docstring'''



   lowerCamelCase__:   List[Any]    						=get_dataset()
   lowerCamelCase__:   Optional[Any]    						=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_)








from bisect import bisect
from itertools import accumulate





def   lowerCAmelCase_				( __a			,					__a			,					__a			,					__a	)  ->	List[Any]:







  """simple docstring"""





  lowerCamelCase__:   str    						=sorted(zip(__a			,					__a	)			,					key=lambda __a	: x[0] / x[1]			,					reverse=__a	)
  lowerCamelCase__						,      lowerCamelCase__:   str    						=[i[0] for i in r], [i[1] for i in r]
  lowerCamelCase__:   Tuple    						=list(accumulate(__a	)	)
  lowerCamelCase__:   Any    						=bisect(__a			,					__a	)
  return (
      0
      if k == 0
      else sum(vl[:k]	) + (w - acc[k - 1]) * (vl[k]) / (wt[k])
      if k != n
      else sum(vl[:k]	)
  )


if __name__ == "__main__":
     import doctest

     doctest.testmod()

