





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_							(	_lowerCAmelCase=""	)		->					str:
 UpperCamelCase      :   Optional[int]			      =  tempfile.mkdtemp()
 return os.path.join(_lowerCAmelCase				,  str(uuid.uuida()	) + suffix	)



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





      def 			__UpperCamelCase(					self  ):
       '''simple docstring'''




       UpperCamelCase      :   int			      =  torch.rand(12			,				dtype=torch.floataa  ) - 0.5
       UpperCamelCase      :   str			      =  AgentAudio(A_  )
       UpperCamelCase      :   Union[str, Any]			      =  str(agent_type.to_string()  )

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

       del agent_type

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

       # Ensure that the file contains the same value as the original tensor
       UpperCamelCase      ,       UpperCamelCase      :   List[str]			      =  sf.read(A_  )
       self.assertTrue(torch.allclose(A_			,				torch.tensor(A_  )			,				atol=1e-4  )  )





      def 			__UpperCamelCase(					self  ):
       '''simple docstring'''




       UpperCamelCase      :   int			      =  torch.rand(12			,				dtype=torch.floataa  ) - 0.5
       UpperCamelCase      :   Tuple			      =  get_new_path(suffix=".wav"  )
       sf.write(A_			,				A_			,				1_6000  )

       UpperCamelCase      :   List[Any]			      =  AgentAudio(A_  )

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



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





      def 			__UpperCamelCase(					self  ):
       '''simple docstring'''




       UpperCamelCase      :   str			      =  torch.randint(0			,				256			,				(64, 64, 3)  )
       UpperCamelCase      :   Union[str, Any]			      =  AgentImage(A_  )
       UpperCamelCase      :   Optional[int]			      =  str(agent_type.to_string()  )

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





      def 			__UpperCamelCase(					self  ):
       '''simple docstring'''




       UpperCamelCase      :   Union[str, Any]			      =  Path(get_tests_dir("fixtures/tests_samples/COCO"  )  ) / "000000039769.png"
       UpperCamelCase      :   Union[str, Any]			      =  Image.open(A_  )
       UpperCamelCase      :   List[str]			      =  AgentImage(A_  )

       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(A_  )  )





      def 			__UpperCamelCase(					self  ):
       '''simple docstring'''




       UpperCamelCase      :   Optional[Any]			      =  Path(get_tests_dir("fixtures/tests_samples/COCO"  )  ) / "000000039769.png"
       UpperCamelCase      :   List[Any]			      =  Image.open(A_  )
       UpperCamelCase      :   Any			      =  AgentImage(A_  )

       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(A_  )  )



class    A__  (			unittest.TestCase     ):





      def 			__UpperCamelCase(					self  ):
       '''simple docstring'''




       UpperCamelCase      :   Union[str, Any]			      =  "Hey!"
       UpperCamelCase      :   Tuple			      =  AgentText(A_  )

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







def 						A_							(	_lowerCAmelCase = 1000	)		->					int:
 UpperCamelCase      :   Optional[int]			      =  -1
 UpperCamelCase      :   int			      =  0
 for a in range(1				,  n // 3	):
  # Solving the two equations a**2+b**2=c**2 and a+b+c=N eliminating c
  UpperCamelCase      :   Optional[Any]			      =  (n * n - 2 * a * n) // (2 * n - 2 * a)
  UpperCamelCase      :   List[str]			      =  n - a - b
  if c * c == (a * a + b * b):
   UpperCamelCase      :   Union[str, Any]			      =  a * b * c
   if candidate >= product:
    UpperCamelCase      :   Tuple			      =  candidate
 return product


if __name__ == "__main__":
    print(f"""{solution() = }""")
