




from pathlib import Path
from typing import List

from transformers import is_torch_available, is_vision_available
from transformers.testing_utils import get_tests_dir, is_tool_test
from transformers.tools.agent_types import AGENT_TYPE_MAPPING, AgentAudio, AgentImage, AgentText


if is_torch_available():
   import torch

if is_vision_available():
   from PIL import Image


lowerCamelCase__			:       Tuple         =							['text', 'image', 'audio']

def  UpperCAmelCase_							(				__UpperCAmelCase						:     List[str]							) ->			int:
      SCREAMING_SNAKE_CASE_     						=      []

      for input_type in input_types:
            if input_type == "text":
                  inputs.append('Text input'							)
            elif input_type == "image":
                  inputs.append(
                      Image.open(Path(get_tests_dir('fixtures/tests_samples/COCO'							)							) / '000000039769.png'							).resize((5_12, 5_12)							)							)
            elif input_type == "audio":
                  inputs.append(torch.ones(30_00							)							)
            elif isinstance(__UpperCAmelCase      ,      __UpperCAmelCase							):
                  inputs.append(create_inputs(__UpperCAmelCase							)							)
            else:
                  raise ValueError(f"Invalid type requested: {input_type}"							)

      return inputs

def  UpperCAmelCase_							(				__UpperCAmelCase						:     List							) ->			List[str]:
      SCREAMING_SNAKE_CASE_     						=      []

      for output in outputs:
            if isinstance(__UpperCAmelCase      ,      (str, AgentText)							):
                  output_types.append('text'							)
            elif isinstance(__UpperCAmelCase      ,      (Image.Image, AgentImage)							):
                  output_types.append('image'							)
            elif isinstance(__UpperCAmelCase      ,      (torch.Tensor, AgentAudio)							):
                  output_types.append('audio'							)
            else:
                  raise ValueError(f"Invalid output: {output}"							)

      return output_types





@is_tool_test
class 	lowerCamelCase_							:


 '''simple docstring'''







 def 				lowerCAmelCase_  (							self  :		Optional[int]						):
       self.assertTrue(hasattr(self.tool    ,    'inputs'						)						)
       self.assertTrue(hasattr(self.tool    ,    'outputs'						)						)

       SCREAMING_SNAKE_CASE_     						=      self.tool.inputs
       for _input in inputs:
             if isinstance(_input    ,    _lowerCAmelCase						):
                   for __input in _input:
                         self.assertTrue(__input in authorized_types						)
             else:
                   self.assertTrue(_input in authorized_types						)

       SCREAMING_SNAKE_CASE_     						=      self.tool.outputs
       for _output in outputs:
             self.assertTrue(_output in authorized_types						)



 def 				lowerCAmelCase_  (							self  :		List[str]						):
       SCREAMING_SNAKE_CASE_     						=      create_inputs(self.tool.inputs						)
       SCREAMING_SNAKE_CASE_     						=      self.tool(*_lowerCAmelCase						)

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

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



 def 				lowerCAmelCase_  (							self  :		List[Any]						):
       self.assertTrue(hasattr(self.tool    ,    'description'						)						)
       self.assertTrue(hasattr(self.tool    ,    'default_checkpoint'						)						)
       self.assertTrue(self.tool.description.startswith('This is a tool that'						)						)



 def 				lowerCAmelCase_  (							self  :		int						):
       SCREAMING_SNAKE_CASE_     						=      create_inputs(self.tool.inputs						)
       SCREAMING_SNAKE_CASE_     						=      self.tool(*_lowerCAmelCase						)

       if not isinstance(_lowerCAmelCase    ,    _lowerCAmelCase						):
             SCREAMING_SNAKE_CASE_     						=      [outputs]

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

       for output, output_type in zip(_lowerCAmelCase    ,    self.tool.outputs						):
             SCREAMING_SNAKE_CASE_     						=      AGENT_TYPE_MAPPING[output_type]
             self.assertTrue(isinstance(_lowerCAmelCase    ,    _lowerCAmelCase						)						)




 def 				lowerCAmelCase_  (							self  :		Any						):
       SCREAMING_SNAKE_CASE_     						=      create_inputs(self.tool.inputs						)

       SCREAMING_SNAKE_CASE_     						=      []

       for _input, input_type in zip(_lowerCAmelCase    ,    self.tool.inputs						):
             if isinstance(_lowerCAmelCase    ,    _lowerCAmelCase						):
                   _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
       SCREAMING_SNAKE_CASE_     						=      self.tool(*_lowerCAmelCase						)

       if not isinstance(_lowerCAmelCase    ,    _lowerCAmelCase						):
             SCREAMING_SNAKE_CASE_     						=      [outputs]

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





import random
from typing import Any

def  UpperCAmelCase_							(				__UpperCAmelCase						:     list							) ->			list[Any]:
      for _ in range(len(__UpperCAmelCase							)							):
            SCREAMING_SNAKE_CASE_     						=      random.randint(0      ,      len(__UpperCAmelCase							) - 1							)
            SCREAMING_SNAKE_CASE_     						=      random.randint(0      ,      len(__UpperCAmelCase							) - 1							)
            SCREAMING_SNAKE_CASE_						,			SCREAMING_SNAKE_CASE_     						=      data[b], data[a]
      return data


if __name__ == "__main__":
   lowerCamelCase__			:       Union[str, Any]         =							[0, 1, 2, 3, 4, 5, 6, 7]
   lowerCamelCase__			:       Optional[int]         =							['python', 'says', 'hello', '!']
   print('Fisher-Yates Shuffle:')
   print('List', integers, strings)
   print('FY Shuffle', fisher_yates_shuffle(integers), fisher_yates_shuffle(strings))