




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_						=			['text', 'image', 'audio']






def  snake_case(    __magic_name__   )			->							str:





     '''simple docstring'''


     lowercase :       Optional[Any]       =			[]

     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(__magic_name__			,		__magic_name__   ):
               inputs.append(create_inputs(__magic_name__   )   )
          else:
               raise ValueError(F"""Invalid type requested: {input_type}"""   )

     return inputs






def  snake_case(    __magic_name__   )			->							Any:





     '''simple docstring'''


     lowercase :       Any       =			[]

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

     return output_types



@is_tool_test
class 						_A :






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






       """simple docstring"""







       self.assertTrue(hasattr(self.tool				,						'''inputs'''				)				)
       self.assertTrue(hasattr(self.tool				,						'''outputs'''				)				)

       lowercase :       List[Any]       =			self.tool.inputs
       for _input in inputs:
            if isinstance(_input				,						_A				):
                 for __input in _input:
                      self.assertTrue(__input in authorized_types				)
            else:
                 self.assertTrue(_input in authorized_types				)

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






  def  __a      (  self		:     Dict				)		->   Any:






       """simple docstring"""







       lowercase :       Union[str, Any]       =			create_inputs(self.tool.inputs				)
       lowercase :       Dict       =			self.tool(*_A				)

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

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






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






       """simple docstring"""







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






       """simple docstring"""







       lowercase :       str       =			create_inputs(self.tool.inputs				)
       lowercase :       int       =			self.tool(*_A				)

       if not isinstance(_A				,						_A				):
            lowercase :       Optional[int]       =			[outputs]

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

       for output, output_type in zip(_A				,						self.tool.outputs				):
            lowercase :       List[Any]       =			AGENT_TYPE_MAPPING[output_type]
            self.assertTrue(isinstance(_A				,						_A				)				)






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






       """simple docstring"""







       lowercase :       int       =			create_inputs(self.tool.inputs				)

       lowercase :       Tuple       =			[]

       for _input, input_type in zip(_A				,						self.tool.inputs				):
            if isinstance(_A				,						_A				):
                 _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
       lowercase :       int       =			self.tool(*_A				)

       if not isinstance(_A				,						_A				):
            lowercase :       Union[str, Any]       =			[outputs]

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





import os
from collections.abc import Iterator






def  snake_case(    __magic_name__ = "."   )			->							Iterator[str]:





     '''simple docstring'''


     for dir_path, dir_names, filenames in os.walk(__magic_name__   ):
          lowercase :       Tuple       =			[d for d in dir_names if d != '''scripts''' and d[0] not in '''._''']
          for filename in filenames:
               if filename == "__init__.py":
                    continue
               if os.path.splitext(__magic_name__   )[1] in (".py", ".ipynb"):
                    yield os.path.join(__magic_name__			,		__magic_name__   ).lstrip('''./'''   )






def  snake_case(    __magic_name__   )			->							Dict:





     '''simple docstring'''


     return F"""{i * '  '}*""" if i else "\n##"






def  snake_case(    __magic_name__			,		__magic_name__   )			->							str:





     '''simple docstring'''


     lowercase :       Dict       =			old_path.split(os.sep   )
     for i, new_part in enumerate(new_path.split(os.sep   )   ):
          if (i + 1 > len(__magic_name__   ) or old_parts[i] != new_part) and new_part:
               print(F"""{md_prefix(__magic_name__   )} {new_part.replace('_'			,		' '   ).title()}"""   )
     return new_path






def  snake_case(    __magic_name__ = "."   )			->							None:





     '''simple docstring'''


     lowercase :       str       =			''''''
     for filepath in sorted(good_file_paths(__magic_name__   )   ):
          lowercase      ,	lowercase :       Optional[int]       =			os.path.split(__magic_name__   )
          if filepath != old_path:
               lowercase :       str       =			print_path(__magic_name__			,		__magic_name__   )
          lowercase :       Optional[int]       =			(filepath.count(os.sep   ) + 1) if filepath else 0
          lowercase :       Optional[Any]       =			F"""{filepath}/{filename}""".replace(''' '''			,		'''%20'''   )
          lowercase :       List[str]       =			os.path.splitext(filename.replace('''_'''			,		''' '''   ).title()   )[0]
          print(F"""{md_prefix(__magic_name__   )} [{filename}]({url})"""   )


if __name__ == "__main__":
 print_directory_md('.')