


'''simple docstring'''






import pytest

from datasets import inspect_metric, list_metrics, load_metric






@pytest.fixture
def 	_A				(lowerCAmelCase__  :Optional[Any]		)   ->  int:




     '''simple docstring'''



     monkeypatch.setattr('datasets.utils.deprecation_utils._emitted_deprecation_warnings'				,						set()		)






@pytest.fixture
def 	_A				(lowerCAmelCase__  :Optional[int]		)   ->  Dict:




     '''simple docstring'''



     class  a     :
      def __init__( self      ,				__magic_name__						)					->							Dict:
           _a			      =							metric_id





     class  a     :
      _lowerCAmelCase 					=	[MetricMock(_SCREAMING_SNAKE_CASE       ) for metric_id in ["""accuracy""", """mse""", """precision""", """codeparrot/apps_metric"""]]
      def 							__UpperCAmelCase		( self						)					->							List[str]:
           return self._metrics





     monkeypatch.setattr('datasets.inspect.huggingface_hub'				,						HfhMock()		)






@pytest.mark.parametrize(
    'func, args'				,						[(load_metric, ('metrics/mse',)), (list_metrics, ()), (inspect_metric, ('metrics/mse', 'tmp_path'))]		)
def 	_A				(lowerCAmelCase__  :Tuple				,						lowerCAmelCase__  :int				,						lowerCAmelCase__  :Union[str, Any]				,						lowerCAmelCase__  :int				,						lowerCAmelCase__  :List[str]		)   ->  str:




     '''simple docstring'''



     if "tmp_path" in args:
          _a			      =							tuple(arg if arg != 'tmp_path' else tmp_path for arg in args		)
     with pytest.warns(lowerCAmelCase__				,						match='https://huggingface.co/docs/evaluate'		):
          func(*lowerCAmelCase__		)





'''simple docstring'''






class  a     :
 def __init__( self						)					->							List[Any]:
      _a			      =							''
      _a			      =							''
      _a			      =							[]
 def 							__UpperCAmelCase		( self      ,				__magic_name__      ,				__magic_name__						)					->							int:
      if m == -1:
           return n + 1
      elif n == -1:
           return m + 1
      elif self.dp[m][n] > -1:
           return self.dp[m][n]
      else:
           if self.worda[m] == self.worda[n]:
                _a			      =							self.__min_dist_top_down_dp(m - 1      ,				n - 1						)
           else:
                _a			      =							self.__min_dist_top_down_dp(__magic_name__      ,				n - 1						)
                _a			      =							self.__min_dist_top_down_dp(m - 1      ,				__magic_name__						)
                _a			      =							self.__min_dist_top_down_dp(m - 1      ,				n - 1						)
                _a			      =							1 + min(__magic_name__      ,				__magic_name__      ,				__magic_name__						)

           return self.dp[m][n]
 def 							__UpperCAmelCase		( self      ,				__magic_name__      ,				__magic_name__						)					->							int:
      _a			      =							worda
      _a			      =							worda
      _a			      =							[[-1 for _ in range(len(__magic_name__						)						)] for _ in range(len(__magic_name__						)						)]

      return self.__min_dist_top_down_dp(len(__magic_name__						) - 1      ,				len(__magic_name__						) - 1						)




 def 							__UpperCAmelCase		( self      ,				__magic_name__      ,				__magic_name__						)					->							int:
      _a			      =							worda
      _a			      =							worda
      _a			      =							len(__magic_name__						)
      _a			      =							len(__magic_name__						)
      _a			      =							[[0 for _ in range(n + 1						)] for _ in range(m + 1						)]

      for i in range(m + 1						):
           for j in range(n + 1						):
                if i == 0:  # first string is empty
                     _a			      =							j
                elif j == 0:  # second string is empty
                     _a			      =							i
                elif worda[i - 1] == worda[j - 1]:  # last characters are equal
                     _a			      =							self.dp[i - 1][j - 1]
                else:
                     _a			      =							self.dp[i][j - 1]
                     _a			      =							self.dp[i - 1][j]
                     _a			      =							self.dp[i - 1][j - 1]
                     _a			      =							1 + min(__magic_name__      ,				__magic_name__      ,				__magic_name__						)
      return self.dp[m][n]


if __name__ == "__main__":
 a_					:    Dict          =    EditDistance()

 print("****************** Testing Edit Distance DP Algorithm ******************")
 print()

 a_					:    Tuple          =    input("Enter the first string: ").strip()
 a_					:    Dict          =    input("Enter the second string: ").strip()

 print()
 print(f'''The minimum edit distance is: {solver.min_dist_top_down(Sa, Sa)}''')
 print(f'''The minimum edit distance is: {solver.min_dist_bottom_up(Sa, Sa)}''')
 print()
 print("*************** End of Testing Edit Distance DP Algorithm ***************")

