


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


__UpperCamelCase    		=       ['text', 'image', 'audio']
def        UpperCamelCase_(				_A   :List[str]  )->		str:
			UpperCamelCase__					=       []

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

			return inputs
def        UpperCamelCase_(				_A   :List  )->		int:
			UpperCamelCase__					=       []

			for output in outputs:
						if isinstance(_A				,     (str, AgentText)  ):
									output_types.append("text"  )
						elif isinstance(_A				,     (Image.Image, AgentImage)  ):
									output_types.append("image"  )
						elif isinstance(_A				,     (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 				snake_case__				(							self     ):

						'''simple docstring'''


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

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

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




			def 				snake_case__				(							self     ):

						'''simple docstring'''


						UpperCamelCase__					=       create_inputs(self.tool.inputs     )
						UpperCamelCase__					=       self.tool(*snake_case     )

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

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




			def 				snake_case__				(							self     ):

						'''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 				snake_case__				(							self     ):

						'''simple docstring'''


						UpperCamelCase__					=       create_inputs(self.tool.inputs     )
						UpperCamelCase__					=       self.tool(*snake_case     )

						if not isinstance(snake_case      ,						snake_case     ):
									UpperCamelCase__					=       [outputs]

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

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







			def 				snake_case__				(							self     ):

						'''simple docstring'''


						UpperCamelCase__					=       create_inputs(self.tool.inputs     )

						UpperCamelCase__					=       []

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

						if not isinstance(snake_case      ,						snake_case     ):
									UpperCamelCase__					=       [outputs]

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






from __future__ import annotations
def        UpperCamelCase_(				_A   :list[int]				,     _A   :int  )->		list[int]:
			UpperCamelCase__					=       0
			UpperCamelCase__					=       len(_A  ) - 1

			while i < j:
						if nums[i] + nums[j] == target:
									return [i, j]
						elif nums[i] + nums[j] < target:
									UpperCamelCase__					=       i + 1
						else:
									UpperCamelCase__					=       j - 1

			return []


if __name__ == "__main__":
						import doctest

						doctest.testmod()
						print(f'''{two_pointer([2, 7, 1_1, 1_5], 9) = }''')


