


'''simple docstring'''
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      (			__a=""   )  ->	str:



					'''simple docstring'''






					UpperCamelCase__   :Dict												= tempfile.mkdtemp()
					return os.path.join(__a ,					str(uuid.uuida()   ) + suffix   )
@require_soundfile
@require_torch
class    lowercase	(							unittest.TestCase					):

		"""simple docstring"""

		def     lowerCAmelCase__				(		self							):

							'''simple docstring'''


							UpperCamelCase__   :List[Any]												= torch.rand(12    ,   dtype=torch.floataa							) - 0.5
							UpperCamelCase__   :str												= AgentAudio(UpperCamelCase_							)
							UpperCamelCase__   :Tuple												= 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
							UpperCamelCase__					,				UpperCamelCase__   :Union[str, Any]												= sf.read(UpperCamelCase_							)
							self.assertTrue(torch.allclose(UpperCamelCase_    ,   torch.tensor(UpperCamelCase_							)    ,   atol=1e-4							)							)




		def     lowerCAmelCase__				(		self							):

							'''simple docstring'''


							UpperCamelCase__   :Optional[int]												= torch.rand(12    ,   dtype=torch.floataa							) - 0.5
							UpperCamelCase__   :Optional[Any]												= get_new_path(suffix='''.wav'''							)
							sf.write(UpperCamelCase_    ,   UpperCamelCase_    ,   16000							)

							UpperCamelCase__   :List[Any]												= 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    lowercase	(							unittest.TestCase					):

		"""simple docstring"""

		def     lowerCAmelCase__				(		self							):

							'''simple docstring'''


							UpperCamelCase__   :Optional[int]												= torch.randint(0    ,   256    ,   (64, 64, 3)							)
							UpperCamelCase__   :List[str]												= AgentImage(UpperCamelCase_							)
							UpperCamelCase__   :List[Any]												= 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     lowerCAmelCase__				(		self							):

							'''simple docstring'''


							UpperCamelCase__   :Tuple												= Path(get_tests_dir('''fixtures/tests_samples/COCO'''							)							) / '''000000039769.png'''
							UpperCamelCase__   :str												= Image.open(UpperCamelCase_							)
							UpperCamelCase__   :int												= 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     lowerCAmelCase__				(		self							):

							'''simple docstring'''


							UpperCamelCase__   :Optional[Any]												= Path(get_tests_dir('''fixtures/tests_samples/COCO'''							)							) / '''000000039769.png'''
							UpperCamelCase__   :List[Any]												= Image.open(UpperCamelCase_							)
							UpperCamelCase__   :Optional[Any]												= 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    lowercase	(							unittest.TestCase					):

		"""simple docstring"""

		def     lowerCAmelCase__				(		self							):

							'''simple docstring'''


							UpperCamelCase__   :List[str]												= '''Hey!'''
							UpperCamelCase__   :str												= AgentText(UpperCamelCase_							)

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

def       A       (					lowercase )   ->  list:
		'''simple docstring'''

		UpperCamelCase		=     len(lowercase )
		for i in range(1    ,       lowercase ):
				UpperCamelCase		=     collection[i]
				UpperCamelCase		=     0
				UpperCamelCase		=     i - 1

				while low <= high:
						UpperCamelCase		=     (low + high) // 2
						if val < collection[mid]:
								UpperCamelCase		=     mid - 1
						else:
								UpperCamelCase		=     mid + 1
				for j in range(lowercase    ,       lowercase    ,       -1 ):
						UpperCamelCase		=     collection[j - 1]
				UpperCamelCase		=     val
		return collection


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