





import numpy as np




def 						A_			(  lowercase_  )			->						Optional[Any]:
       _snake_case      :							Union[str, Any]     				=						np.exp(lowercase_  )

       # Add up the all the exponentials
       _snake_case      :							List[str]     				=						np.sum(lowercase_  )

       # Divide every exponent by the sum of all exponents
       _snake_case      :							Optional[int]     				=						exponent_vector / sum_of_exponents

       return softmax_vector


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













import unittest

from transformers import load_tool
from transformers.tools.agent_types import AGENT_TYPE_MAPPING

from .test_tools_common import ToolTesterMixin, output_types

class 				A    (unittest.TestCase       ,__UpperCAmelCase				):



      def    __a (					self					)      ->   str:



             '''simple docstring'''

             _snake_case      :							List[Any]     				=						load_tool('''translation'''					)
             self.tool.setup()
             _snake_case      :							Any     				=						load_tool('''translation'''     ,  remote=lowercase_					)



      def    __a (					self					)      ->   Optional[int]:



             '''simple docstring'''

             _snake_case      :							Tuple     				=						self.tool('''Hey, what\'s up?'''     ,  src_lang='''English'''     ,  tgt_lang='''French'''					)
             self.assertEqual(lowercase_     ,  '''- Hé, comment ça va?'''					)



      def    __a (					self					)      ->   Union[str, Any]:



             '''simple docstring'''

             _snake_case      :							Optional[int]     				=						self.remote_tool('''Hey, what\'s up?'''     ,  src_lang='''English'''     ,  tgt_lang='''French'''					)
             self.assertEqual(lowercase_     ,  '''- Hé, comment ça va?'''					)



      def    __a (					self					)      ->   List[Any]:



             '''simple docstring'''

             _snake_case      :							Dict     				=						self.tool(text='''Hey, what\'s up?'''     ,  src_lang='''English'''     ,  tgt_lang='''French'''					)
             self.assertEqual(lowercase_     ,  '''- Hé, comment ça va?'''					)



      def    __a (					self					)      ->   Dict:



             '''simple docstring'''

             _snake_case      :							List[Any]     				=						self.remote_tool(text='''Hey, what\'s up?'''     ,  src_lang='''English'''     ,  tgt_lang='''French'''					)
             self.assertEqual(lowercase_     ,  '''- Hé, comment ça va?'''					)



      def    __a (					self					)      ->   str:



             '''simple docstring'''

             _snake_case      :							Optional[int]     				=						['''Hey, what\'s up?''', '''English''', '''Spanish''']
             _snake_case      :							Dict     				=						self.tool(*lowercase_					)

             # There is a single output
             if len(self.tool.outputs					) == 1:
                    _snake_case      :							Optional[Any]     				=						[outputs]

             self.assertListEqual(output_types(lowercase_					)     ,  self.tool.outputs					)



      def    __a (					self					)      ->   Tuple:



             '''simple docstring'''

             _snake_case      :							Union[str, Any]     				=						['''Hey, what\'s up?''', '''English''', '''Spanish''']
             _snake_case      :							Dict     				=						self.tool(*lowercase_					)

             if not isinstance(lowercase_     ,  lowercase_					):
                    _snake_case      :							Optional[Any]     				=						[outputs]

             self.assertEqual(len(lowercase_					)     ,  len(self.tool.outputs					)					)

             for output, output_type in zip(lowercase_     ,  self.tool.outputs					):
                    _snake_case      :							List[str]     				=						AGENT_TYPE_MAPPING[output_type]
                    self.assertTrue(isinstance(lowercase_     ,  lowercase_					)					)



      def    __a (					self					)      ->   List[Any]:



             '''simple docstring'''

             _snake_case      :							Dict     				=						['''Hey, what\'s up?''', '''English''', '''Spanish''']

             _snake_case      :							Any     				=						[]

             for _input, input_type in zip(lowercase_     ,  self.tool.inputs					):
                    if isinstance(lowercase_     ,  lowercase_					):
                           _inputs.append([AGENT_TYPE_MAPPING[_input_type](_input					) for _input_type in input_type]					)
                    else:
                           _inputs.append(AGENT_TYPE_MAPPING[input_type](_input					)					)

        # Should not raise an error
             _snake_case      :							List[Any]     				=						self.tool(*lowercase_					)

             if not isinstance(lowercase_     ,  lowercase_					):
                    _snake_case      :							Any     				=						[outputs]

             self.assertEqual(len(lowercase_					)     ,  len(self.tool.outputs					)					)






