

import numpy as np

__A    	=			[
    ['''a''', '''b''', '''c''', '''d''', '''e'''],
    ['''f''', '''g''', '''h''', '''i''', '''k'''],
    ['''l''', '''m''', '''n''', '''o''', '''p'''],
    ['''q''', '''r''', '''s''', '''t''', '''u'''],
    ['''v''', '''w''', '''x''', '''y''', '''z'''],
]



class 						lowercase_					:



      def __init__(    self   :       List[str]	)					->  None:
        _snake_case		=							np.array(A__	)



      def 		UpperCamelCase_	(    self   :       int    ,      A__   :       str	)					->  np.ndarray:
        _snake_case,  _snake_case		=							np.where(letter == self.SQUARE	)
        _snake_case		=							np.concatenate([indexa + 1, indexa + 1]	)
        return indexes



      def 		UpperCamelCase_	(    self   :       Any    ,      A__   :       int    ,      A__   :       int	)					->  str:
        return self.SQUARE[indexa - 1, indexa - 1]



      def 		UpperCamelCase_	(    self   :       Dict    ,      A__   :       str	)					->  str:
        _snake_case		=							message.lower()
        _snake_case		=							message.replace('''j'''    ,      '''i'''	)

        _snake_case		=							''''''
        for letter_index in range(len(A__	)	):
          if message[letter_index] != " ":
            _snake_case		=							self.letter_to_numbers(message[letter_index]	)
            _snake_case		=							encoded_message + str(numbers[0]	) + str(numbers[1]	)
          elif message[letter_index] == " ":
            _snake_case		=							encoded_message + ''' '''

        return encoded_message







      def 		UpperCamelCase_	(    self   :       str    ,      A__   :       str	)					->  str:
        _snake_case		=							message.replace(''' '''    ,      '''  '''	)
        _snake_case		=							''''''
        for numbers_index in range(int(len(A__	) / 2	)	):
          if message[numbers_index * 2] != " ":
            _snake_case		=							message[numbers_index * 2]
            _snake_case		=							message[numbers_index * 2 + 1]

            _snake_case		=							self.numbers_to_letter(int(A__	)    ,      int(A__	)	)
            _snake_case		=							decoded_message + letter
          elif message[numbers_index * 2] == " ":
            _snake_case		=							decoded_message + ''' '''

        return decoded_message




import numpy as np



def    snake_case_(_UpperCamelCase  )							->			Any:



  """simple docstring"""






  _snake_case		=							np.exp(_UpperCamelCase  )

  # Add up the all the exponentials
  _snake_case		=							np.sum(_UpperCamelCase  )

  # Divide every exponent by the sum of all exponents
  _snake_case		=							exponent_vector / sum_of_exponents

  return softmax_vector


if __name__ == "__main__":
 print(softmax((0,)))

