




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 						lowerCAmelCase		(		_lowerCAmelCase							:   Optional[int]=""	):




 """simple docstring"""







 UpperCAmelCase__							 =						tempfile.mkdtemp()
 return os.path.join(_lowerCAmelCase						,							str(uuid.uuida()	) + suffix	)
@require_soundfile
@require_torch
class 			_UpperCamelCase      (				unittest.TestCase		):
      def 	UpperCAmelCase_						(			self   :str      )     ->			List[str]:
       UpperCAmelCase__							 =						torch.rand(12 ,      dtype=torch.floataa      ) - 0.5
       UpperCAmelCase__							 =						AgentAudio(lowerCamelCase      )
       UpperCAmelCase__							 =						str(agent_type.to_string()      )

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

       del agent_type

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

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







      def 	UpperCAmelCase_						(			self   :Dict      )     ->			Union[str, Any]:
       UpperCAmelCase__							 =						torch.rand(12 ,      dtype=torch.floataa      ) - 0.5
       UpperCAmelCase__							 =						get_new_path(suffix=".wav"      )
       sf.write(lowerCamelCase ,      lowerCamelCase ,      1_6000      )

       UpperCAmelCase__							 =						AgentAudio(lowerCamelCase      )

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



@require_vision
@require_torch
class 			_UpperCamelCase      (				unittest.TestCase		):
      def 	UpperCAmelCase_						(			self   :List[Any]      )     ->			Optional[Any]:
       UpperCAmelCase__							 =						torch.randint(0 ,      256 ,      (64, 64, 3)      )
       UpperCAmelCase__							 =						AgentImage(lowerCamelCase      )
       UpperCAmelCase__							 =						str(agent_type.to_string()      )

       # Ensure that the tensor and the agent_type's tensor are the same
       self.assertTrue(torch.allclose(lowerCamelCase ,      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(lowerCamelCase      )      )
      def 	UpperCAmelCase_						(			self   :Optional[Any]      )     ->			Optional[Any]:
       UpperCAmelCase__							 =						Path(get_tests_dir("fixtures/tests_samples/COCO"      )      ) / "000000039769.png"
       UpperCAmelCase__							 =						Image.open(lowerCamelCase      )
       UpperCAmelCase__							 =						AgentImage(lowerCamelCase      )

       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(lowerCamelCase      )      )







      def 	UpperCAmelCase_						(			self   :Tuple      )     ->			str:
       UpperCAmelCase__							 =						Path(get_tests_dir("fixtures/tests_samples/COCO"      )      ) / "000000039769.png"
       UpperCAmelCase__							 =						Image.open(lowerCamelCase      )
       UpperCAmelCase__							 =						AgentImage(lowerCamelCase      )

       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(lowerCamelCase      )      )



class 			_UpperCamelCase      (				unittest.TestCase		):
      def 	UpperCAmelCase_						(			self   :Union[str, Any]      )     ->			Optional[int]:
       UpperCAmelCase__							 =						"Hey!"
       UpperCAmelCase__							 =						AgentText(lowerCamelCase      )

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











import math



def 						lowerCAmelCase		(		_lowerCAmelCase							:   int	):




 """simple docstring"""







 UpperCAmelCase__							 =						math.loga(math.sqrt(4 * positive_integer + 1	) / 2 + 1 / 2	)

 return exponent == int(_lowerCAmelCase	)



def 						lowerCAmelCase		(		_lowerCAmelCase							:   float = 1 / 1_2345	):




 """simple docstring"""







 UpperCAmelCase__							 =						0
 UpperCAmelCase__							 =						0

 UpperCAmelCase__							 =						3
 while True:
  UpperCAmelCase__							 =						(integer**2 - 1) / 4
  # if candidate is an integer, then there is a partition for k
  if partition_candidate == int(_lowerCAmelCase	):
   UpperCAmelCase__							 =						int(_lowerCAmelCase	)
   total_partitions += 1
   if check_partition_perfect(_lowerCAmelCase	):
    perfect_partitions += 1
  if perfect_partitions > 0:
   if perfect_partitions / total_partitions < max_proportion:
    return int(_lowerCAmelCase	)
  integer += 1


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





