

import os
import tempfile
import unittest
import uuid
from pathlib import Path

from transformers.testing_utils import get_tests_dir, require_soundfile, require_torch, require_vision
from transformers.tools.agent_types import AgentAudio, AgentImage, AgentText
from transformers.utils import is_soundfile_availble, is_torch_available, is_vision_available


if is_torch_available():
						import torch

if is_soundfile_availble():
						import soundfile as sf

if is_vision_available():
						from PIL import Image




def 					_lowercase     (				a_				:					Any=""				)				->	str:




					'''simple docstring'''







					__magic_name__							=    tempfile.mkdtemp()
					return os.path.join(a_					,str(uuid.uuida()				) + suffix				)

@require_soundfile
@require_torch
class 				__UpperCamelCase				(					unittest.TestCase			):







	def 	_SCREAMING_SNAKE_CASE							(   self: Any      ):

						'''simple docstring'''





						__magic_name__							=    torch.rand(12  , dtype=torch.floataa      ) - 0.5
						__magic_name__							=    AgentAudio(__UpperCamelCase      )
						__magic_name__							=    str(agent_type.to_string()      )

						# Ensure that the tensor and the agent_type's tensor are the same
						self.assertTrue(torch.allclose(__UpperCamelCase  , agent_type.to_raw()  , atol=1E-4      )      )

						del agent_type

						# Ensure the path remains even after the object deletion
						self.assertTrue(os.path.exists(__UpperCamelCase      )      )

						# Ensure that the file contains the same value as the original tensor
						__magic_name__,	__magic_name__							=    sf.read(__UpperCamelCase      )
						self.assertTrue(torch.allclose(__UpperCamelCase  , torch.tensor(__UpperCamelCase      )  , atol=1E-4      )      )







	def 	_SCREAMING_SNAKE_CASE							(   self: Dict      ):

						'''simple docstring'''





						__magic_name__							=    torch.rand(12  , dtype=torch.floataa      ) - 0.5
						__magic_name__							=    get_new_path(suffix='.wav'      )
						sf.write(__UpperCamelCase  , __UpperCamelCase  , 1_60_00      )

						__magic_name__							=    AgentAudio(__UpperCamelCase      )

						self.assertTrue(torch.allclose(__UpperCamelCase  , agent_type.to_raw()  , atol=1E-4      )      )
						self.assertEqual(agent_type.to_string()  , __UpperCamelCase      )




@require_vision
@require_torch
class 				__UpperCamelCase				(					unittest.TestCase			):







	def 	_SCREAMING_SNAKE_CASE							(   self: Union[str, Any]      ):

						'''simple docstring'''





						__magic_name__							=    torch.randint(0  , 2_56  , (64, 64, 3)      )
						__magic_name__							=    AgentImage(__UpperCamelCase      )
						__magic_name__							=    str(agent_type.to_string()      )

						# Ensure that the tensor and the agent_type's tensor are the same
						self.assertTrue(torch.allclose(__UpperCamelCase  , agent_type._tensor  , atol=1E-4      )      )

						self.assertIsInstance(agent_type.to_raw()  , Image.Image      )

						# Ensure the path remains even after the object deletion
						del agent_type
						self.assertTrue(os.path.exists(__UpperCamelCase      )      )







	def 	_SCREAMING_SNAKE_CASE							(   self: Tuple      ):

						'''simple docstring'''





						__magic_name__							=    Path(get_tests_dir('fixtures/tests_samples/COCO'      )      ) / '000000039769.png'
						__magic_name__							=    Image.open(__UpperCamelCase      )
						__magic_name__							=    AgentImage(__UpperCamelCase      )

						self.assertTrue(path.samefile(agent_type.to_string()      )      )
						self.assertTrue(image == agent_type.to_raw()      )

						# Ensure the path remains even after the object deletion
						del agent_type
						self.assertTrue(os.path.exists(__UpperCamelCase      )      )







	def 	_SCREAMING_SNAKE_CASE							(   self: List[str]      ):

						'''simple docstring'''





						__magic_name__							=    Path(get_tests_dir('fixtures/tests_samples/COCO'      )      ) / '000000039769.png'
						__magic_name__							=    Image.open(__UpperCamelCase      )
						__magic_name__							=    AgentImage(__UpperCamelCase      )

						self.assertFalse(path.samefile(agent_type.to_string()      )      )
						self.assertTrue(image == agent_type.to_raw()      )

						# Ensure the path remains even after the object deletion
						del agent_type
						self.assertTrue(os.path.exists(__UpperCamelCase      )      )




class 				__UpperCamelCase				(					unittest.TestCase			):







	def 	_SCREAMING_SNAKE_CASE							(   self: Any      ):

						'''simple docstring'''





						__magic_name__							=    'Hey!'
						__magic_name__							=    AgentText(__UpperCamelCase      )

						self.assertEqual(__UpperCamelCase  , agent_type.to_string()      )
						self.assertEqual(__UpperCamelCase  , agent_type.to_raw()      )
						self.assertEqual(__UpperCamelCase  , __UpperCamelCase      )



from __future__ import annotations




def 					_lowercase     (				a_				:					list[int]				)				->	int:




					'''simple docstring'''







					if not nums:
										return 0
					__magic_name__							=    nums[0]
					__magic_name__							=    0
					for num in nums[1:]:
										__magic_name__,	__magic_name__							=    (
										    max_excluding + num,
										    max(a_					,a_				),
										)
					return max(a_					,a_				)


if __name__ == "__main__":
						import doctest

						doctest.testmod()




