
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 	a_		(	__lowercase       :     Union[str, Any]=""			)			->  str:
			_snake_case          =      tempfile.mkdtemp()
			return os.path.join(__lowercase	, str(uuid.uuida()			) + suffix			)




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





	'''simple docstring'''



	def 			A							(  self     :   List[str]     ):


				'''simple docstring'''


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

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

				del agent_type

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

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





	def 			A							(  self     :   int     ):


				'''simple docstring'''


				_snake_case          =      torch.rand(12      ,  dtype=torch.floataa     ) - 0.5
				_snake_case          =      get_new_path(suffix='.wav'     )
				sf.write(lowercase      ,  lowercase      ,  16_000     )

				_snake_case          =      AgentAudio(lowercase     )

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




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





	'''simple docstring'''



	def 			A							(  self     :   str     ):


				'''simple docstring'''


				_snake_case          =      torch.randint(0      ,  256      ,  (64, 64, 3)     )
				_snake_case          =      AgentImage(lowercase     )
				_snake_case          =      str(agent_type.to_string()     )

				# Ensure that the tensor and the agent_type's tensor are the same
				self.assertTrue(torch.allclose(lowercase      ,  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(lowercase     )     )



	def 			A							(  self     :   Any     ):


				'''simple docstring'''


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

				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(lowercase     )     )





	def 			A							(  self     :   List[Any]     ):


				'''simple docstring'''


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

				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(lowercase     )     )




class        SCREAMING_SNAKE_CASE__					(     unittest.TestCase ):





	'''simple docstring'''



	def 			A							(  self     :   Optional[int]     ):


				'''simple docstring'''


				_snake_case          =      'Hey!'
				_snake_case          =      AgentText(lowercase     )

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

def 	a_		(	__lowercase       :     List[Any]			)			->  Tuple:
			_snake_case          =      len(__lowercase			)
			for i in range(length - 1			):
						_snake_case          =      i
						for k in range(i + 1	, __lowercase			):
									if collection[k] < collection[least]:
												_snake_case          =      k
						if least != i:
									_snake_case     , _snake_case          =      (collection[i], collection[least])
			return collection


if __name__ == "__main__":
			_lowerCamelCase	:    str          =      input('''Enter numbers separated by a comma:\n''').strip()
			_lowerCamelCase	:    List[Any]          =      [int(item) for item in user_input.split(''',''')]
			print(selection_sort(unsorted))