
from unittest import TestCase

from datasets import Dataset
from minhash_deduplication import deduplicate_dataset, make_duplicate_clusters



def 		UpperCamelCase     (       )   ->			Tuple:






						'''simple docstring'''

						_lowercase       :	Dict           =   {
						    "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],
						}
						_lowercase       :	Union[str, Any]           =   Dataset.from_dict(_UpperCAmelCase  )
						return dataset




class   __lowercase						(						__snake_case       ):






	def       _a(self				: List[str]    ) ->			Optional[Any]:
							_lowercase       :	Union[str, Any]           =   get_dataset()
							_lowercase       :	Optional[int]           =   make_duplicate_clusters(snake_case      ,	0.85    )
							self.assertEqual(len(duplicate_clusters[0]    )      ,	2    )






	def       _a(self				: Optional[Any]    ) ->			Tuple:
							_lowercase       :	str           =   get_dataset()
							_lowercase      ,    _lowercase       :	Union[str, Any]           =   deduplicate_dataset(snake_case    )
							self.assertEqual(len(snake_case    )      ,	2    )
							print(snake_case    )
							self.assertEqual(duplicate_clusters[0][0]["copies"]      ,	2    )
							self.assertEqual(duplicate_clusters[0][0]["is_extreme"]      ,	snake_case    )






def 		UpperCamelCase     (       _UpperCAmelCase  :   list[int] ,			_UpperCAmelCase  :   list[int]  )   ->			tuple[float, float]:






						'''simple docstring'''

						if not len(_UpperCAmelCase  ) == len(_UpperCAmelCase  ) == 3:
												raise ValueError("Please enter a valid equation."  )
						if equationa[0] == equationa[1] == equationa[0] == equationa[1] == 0:
												raise ValueError("Both a & b of two equations can't be zero."  )

						# Extract the coefficients
						_lowercase      ,    _lowercase      ,    _lowercase       :	List[str]           =   equationa
						_lowercase      ,    _lowercase      ,    _lowercase       :	List[str]           =   equationa

						# Calculate the determinants of the matrices
						_lowercase       :	List[Any]           =   aa * ba - aa * ba
						_lowercase       :	Tuple           =   ca * ba - ca * ba
						_lowercase       :	Union[str, Any]           =   aa * ca - aa * ca

						# Check if the system of linear equations has a solution (using Cramer's rule)
						if determinant == 0:
												if determinant_x == determinant_y == 0:
																		raise ValueError("Infinite solutions. (Consistent system)"  )
												else:
																		raise ValueError("No solution. (Inconsistent system)"  )
						else:
												if determinant_x == determinant_y == 0:
																		# Trivial solution (Inconsistent system)
																		return (0.0, 0.0)
												else:
																		_lowercase       :	str           =   determinant_x / determinant
																		_lowercase       :	Union[str, Any]           =   determinant_y / determinant
																		# Non-Trivial Solution (Consistent system)
																		return (x, y)




