






import unittest

from cer import CER


__snake_case							 =  CER()







class       UpperCAmelCase_						( unittest.TestCase			):



      """simple docstring"""
      def    UpperCAmelCase						(    self			)    ->				Tuple:
          UpperCamelCase	:Union[str, Any]     							=       ['''White House''']
          UpperCamelCase	:Any     							=       ['''white house''']
          # S = 2, D = 0, I = 0, N = 11, CER = 2 / 11
          UpperCamelCase	:List[str]     							=       cer.compute(predictions=SCREAMING_SNAKE_CASE_   ,    references=SCREAMING_SNAKE_CASE_			)
          self.assertTrue(abs(char_error_rate - 0.18_1818_1818			) < 1e-6			)
      def    UpperCAmelCase						(    self			)    ->				Any:
          UpperCamelCase	:List[Any]     							=       ['''were wolf''']
          UpperCamelCase	:Optional[int]     							=       ['''werewolf''']
          # S = 0, D = 0, I = 1, N = 9, CER = 1 / 9
          UpperCamelCase	:str     							=       cer.compute(predictions=SCREAMING_SNAKE_CASE_   ,    references=SCREAMING_SNAKE_CASE_			)
          self.assertTrue(abs(char_error_rate - 0.111_1111			) < 1e-6			)

          UpperCamelCase	:Optional[int]     							=       ['''werewolf''']
          UpperCamelCase	:Tuple     							=       ['''weae     wolf''']
          # S = 1, D = 1, I = 0, N = 8, CER = 0.25
          UpperCamelCase	:Union[str, Any]     							=       cer.compute(predictions=SCREAMING_SNAKE_CASE_   ,    references=SCREAMING_SNAKE_CASE_			)
          self.assertTrue(abs(char_error_rate - 0.25			) < 1e-6			)

          # consecutive whitespaces case 1
          UpperCamelCase	:int     							=       ['''were wolf''']
          UpperCamelCase	:List[str]     							=       ['''were               wolf''']
          # S = 0, D = 0, I = 0, N = 9, CER = 0
          UpperCamelCase	:Optional[Any]     							=       cer.compute(predictions=SCREAMING_SNAKE_CASE_   ,    references=SCREAMING_SNAKE_CASE_			)
          self.assertTrue(abs(char_error_rate - 0.0			) < 1e-6			)

          # consecutive whitespaces case 2
          UpperCamelCase	:int     							=       ['''were   wolf''']
          UpperCamelCase	:List[Any]     							=       ['''were               wolf''']
          # S = 0, D = 0, I = 0, N = 9, CER = 0
          UpperCamelCase	:Optional[Any]     							=       cer.compute(predictions=SCREAMING_SNAKE_CASE_   ,    references=SCREAMING_SNAKE_CASE_			)
          self.assertTrue(abs(char_error_rate - 0.0			) < 1e-6			)
      def    UpperCAmelCase						(    self			)    ->				str:
          UpperCamelCase	:Dict     							=       ['''werewolf''']
          UpperCamelCase	:Union[str, Any]     							=       ['''weaewolf''']
          # S = 1, D = 0, I = 0, N = 8, CER = 0.125
          UpperCamelCase	:Optional[int]     							=       cer.compute(predictions=SCREAMING_SNAKE_CASE_   ,    references=SCREAMING_SNAKE_CASE_			)
          self.assertTrue(abs(char_error_rate - 0.125			) < 1e-6			)
      def    UpperCAmelCase						(    self			)    ->				Tuple:
          UpperCamelCase	:Dict     							=       ['''werewolf''']
          UpperCamelCase	:str     							=       ['''wereawolf''']
          # S = 0, D = 1, I = 0, N = 8, CER = 0.125
          UpperCamelCase	:Union[str, Any]     							=       cer.compute(predictions=SCREAMING_SNAKE_CASE_   ,    references=SCREAMING_SNAKE_CASE_			)
          self.assertTrue(abs(char_error_rate - 0.125			) < 1e-6			)
      def    UpperCAmelCase						(    self			)    ->				str:
          UpperCamelCase	:Any     							=       ['''werewolf''']
          UpperCamelCase	:int     							=       ['''wereolf''']
          # S = 0, D = 0, I = 1, N = 8, CER = 0.125
          UpperCamelCase	:Optional[int]     							=       cer.compute(predictions=SCREAMING_SNAKE_CASE_   ,    references=SCREAMING_SNAKE_CASE_			)
          self.assertTrue(abs(char_error_rate - 0.125			) < 1e-6			)
      def    UpperCAmelCase						(    self			)    ->				str:
          UpperCamelCase	:Union[str, Any]     							=       ['''werewolf''']
          UpperCamelCase	:Any     							=       cer.compute(predictions=SCREAMING_SNAKE_CASE_   ,    references=SCREAMING_SNAKE_CASE_			)
          self.assertEqual(SCREAMING_SNAKE_CASE_   ,    0.0			)
      def    UpperCAmelCase						(    self			)    ->				Any:
          UpperCamelCase	:List[str]     							=       ['''werewolf''', '''I am your father''']
          UpperCamelCase	:List[str]     							=       cer.compute(predictions=SCREAMING_SNAKE_CASE_   ,    references=SCREAMING_SNAKE_CASE_			)
          self.assertEqual(SCREAMING_SNAKE_CASE_   ,    0.0			)

          UpperCamelCase	:Any     							=       ['''werewolf''', '''I am your father''', '''doge''']
          UpperCamelCase	:Any     							=       ['''werxwolf''', '''I       am your father''', '''doge''']
          # S = 1, D = 0, I = 0, N = 28, CER = 1 / 28
          UpperCamelCase	:Optional[Any]     							=       cer.compute(predictions=SCREAMING_SNAKE_CASE_   ,    references=SCREAMING_SNAKE_CASE_			)
          self.assertTrue(abs(char_error_rate - 0.0357_1428			) < 1e-6			)
      def    UpperCAmelCase						(    self			)    ->				str:
          UpperCamelCase	:Dict     							=       ['''My hovercraft''', '''is full of eels''']
          UpperCamelCase	:Optional[int]     							=       ['''My hovercraft is full''', ''' of eels''']
          # S = 0, D = 0, I = 2, N = 28, CER = 2 / 28
          # whitespace at the front of " of eels" will be strip during preporcessing
          # so need to insert 2 whitespaces
          UpperCamelCase	:List[Any]     							=       cer.compute(predictions=SCREAMING_SNAKE_CASE_   ,    references=SCREAMING_SNAKE_CASE_   ,    concatenate_texts=SCREAMING_SNAKE_CASE_			)
          self.assertTrue(abs(char_error_rate - 0.07_1428			) < 1e-6			)
      def    UpperCAmelCase						(    self			)    ->				List[str]:
          UpperCamelCase	:str     							=       ['''我能吞下玻璃而不伤身体''']
          UpperCamelCase	:Union[str, Any]     							=       [''' 能吞虾玻璃而 不霜身体啦''']
          # S = 3, D = 2, I = 0, N = 11, CER = 5 / 11
          UpperCamelCase	:Optional[int]     							=       cer.compute(predictions=SCREAMING_SNAKE_CASE_   ,    references=SCREAMING_SNAKE_CASE_			)
          self.assertTrue(abs(char_error_rate - 0.45_4545_4545			) < 1e-6			)

          UpperCamelCase	:Optional[Any]     							=       ['''我能吞下玻璃''', '''而不伤身体''']
          UpperCamelCase	:Union[str, Any]     							=       ['''我    能 吞 下 玻 璃''', '''而不伤身体''']
          # S = 0, D = 5, I = 0, N = 11, CER = 5 / 11
          UpperCamelCase	:Tuple     							=       cer.compute(predictions=SCREAMING_SNAKE_CASE_   ,    references=SCREAMING_SNAKE_CASE_			)
          self.assertTrue(abs(char_error_rate - 0.4545_4545_4545			) < 1e-6			)

          UpperCamelCase	:Any     							=       ['''我能吞下玻璃而不伤身体''']
          UpperCamelCase	:List[Any]     							=       cer.compute(predictions=SCREAMING_SNAKE_CASE_   ,    references=SCREAMING_SNAKE_CASE_			)
          self.assertFalse(SCREAMING_SNAKE_CASE_   ,    0.0			)




      def    UpperCAmelCase						(    self			)    ->				Optional[Any]:
          UpperCamelCase	:str     							=       ['''''']
          UpperCamelCase	:Union[str, Any]     							=       ['''Hypothesis''']
          with self.assertRaises(SCREAMING_SNAKE_CASE_			):
              cer.compute(predictions=SCREAMING_SNAKE_CASE_   ,    references=SCREAMING_SNAKE_CASE_			)


if __name__ == "__main__":
 unittest.main()













def   _A       (    SCREAMING_SNAKE_CASE__  :     list[list[int]]	):
    if len(SCREAMING_SNAKE_CASE__	) == 0 or not all(len(SCREAMING_SNAKE_CASE__	) == 2 for pair in coordinates	):
        raise ValueError('''The program cannot work out a fitting polynomial.'''	)

    if len({tuple(SCREAMING_SNAKE_CASE__	) for pair in coordinates}	) != len(SCREAMING_SNAKE_CASE__	):
        raise ValueError('''The program cannot work out a fitting polynomial.'''	)

    UpperCamelCase	:str     							=       {x for x, _ in coordinates}
    if len(SCREAMING_SNAKE_CASE__	) == 1:
        return F'''x={coordinates[0][0]}'''

    if len(SCREAMING_SNAKE_CASE__	) != len(SCREAMING_SNAKE_CASE__	):
        raise ValueError('''The program cannot work out a fitting polynomial.'''	)

    UpperCamelCase	:List[Any]     							=       len(SCREAMING_SNAKE_CASE__	)

    UpperCamelCase	:Optional[int]     							=       0
    UpperCamelCase	:list[list[float]]     							=       []
    # put the x and x to the power values in a matrix
    while count_of_line < x:
        UpperCamelCase	:Tuple     							=       0
        UpperCamelCase	:Optional[int]     							=       coordinates[count_of_line][0]
        UpperCamelCase	:list[float]     							=       []
        while count_in_line < x:
            count_line.append(a ** (x - (count_in_line + 1))	)
            count_in_line += 1
        matrix.append(SCREAMING_SNAKE_CASE__	)
        count_of_line += 1

    UpperCamelCase	:Optional[int]     							=       0
    # put the y values into a vector
    UpperCamelCase	:list[float]     							=       []
    while count_of_line < x:
        vector.append(coordinates[count_of_line][1]	)
        count_of_line += 1

    UpperCamelCase	:str     							=       0

    while count < x:
        UpperCamelCase	:Optional[Any]     							=       0
        while zahlen < x:
            if count == zahlen:
                zahlen += 1
            if zahlen == x:
                break
            UpperCamelCase	:Union[str, Any]     							=       matrix[zahlen][count] / matrix[count][count]
            for counting_columns, item in enumerate(matrix[count]	):
                # manipulating all the values in the matrix
                matrix[zahlen][counting_columns] -= item * bruch
            # manipulating the values in the vector
            vector[zahlen] -= vector[count] * bruch
            zahlen += 1
        count += 1

    UpperCamelCase	:Optional[int]     							=       0
    # make solutions
    UpperCamelCase	:list[str]     							=       []
    while count < x:
        solution.append(str(vector[count] / matrix[count][count]	)	)
        count += 1

    UpperCamelCase	:Union[str, Any]     							=       0
    UpperCamelCase	:Any     							=       '''f(x)='''

    while count < x:
        UpperCamelCase	:list[str]     							=       solution[count].split('''E'''	)
        if len(SCREAMING_SNAKE_CASE__	) > 1:
            UpperCamelCase	:List[Any]     							=       F'''{remove_e[0]}*10^{remove_e[1]}'''
        solved += F'''x^{x - (count + 1)}*{solution[count]}'''
        if count + 1 != x:
            solved += "+"
        count += 1

    return solved


if __name__ == "__main__":
 print(points_to_polynomial([]))
 print(points_to_polynomial([[]]))
 print(points_to_polynomial([[1, 0], [2, 0], [3, 0]]))
 print(points_to_polynomial([[1, 1], [2, 1], [3, 1]]))
 print(points_to_polynomial([[1, 3], [2, 3], [3, 3]]))
 print(points_to_polynomial([[1, 1], [2, 2], [3, 3]]))
 print(points_to_polynomial([[1, 1], [2, 4], [3, 9]]))
 print(points_to_polynomial([[1, 3], [2, 6], [3, 11]]))
 print(points_to_polynomial([[1, -3], [2, -6], [3, -11]]))
 print(points_to_polynomial([[1, 5], [2, 2], [3, 9]]))





