
"""simple docstring"""





from unittest import TestCase

from datasets import Dataset
from minhash_deduplication import deduplicate_dataset, make_duplicate_clusters



def       lowerCamelCase__		(			)							->		List[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     _UpperCAmelCase(    lowerCamelCase	):



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






							'''simple docstring'''
							_UpperCamelCase							 =  get_dataset()
							_UpperCamelCase							 =  make_duplicate_clusters(__a				,		0.85)
							self.assertEqual(len(duplicate_clusters[0])				,		2)




		def 						UpperCAmelCase							(					self)       ->       int:






							'''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)








"""simple docstring"""





from __future__ import annotations



def       lowerCamelCase__		(			__snake_case,     __snake_case,     __snake_case	)							->		int | float:


					"""simple docstring"""





					if len(__snake_case	) == 0:
										raise ValueError('''find_max() arg is an empty sequence'''	)
					if (
					    left >= len(__snake_case	)
					    or left < -len(__snake_case	)
					    or right >= len(__snake_case	)
					    or right < -len(__snake_case	)
					):
										raise IndexError('''list index out of range'''	)
					if left == right:
										return nums[left]
					_UpperCamelCase							 =  (left + right) >> 1  # the middle
					_UpperCamelCase							 =  find_max(__snake_case,     __snake_case,     __snake_case	)  # find max in range[left, mid]
					_UpperCamelCase							 =  find_max(__snake_case,     mid + 1,     __snake_case	)  # find max in range[mid + 1, right]

					return left_max if left_max >= right_max else right_max


if __name__ == "__main__":
				import doctest

				doctest.testmod(verbose=True)






