"""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_		(      lowerCamelCase="" ):
				UpperCAmelCase__    =							tempfile.mkdtemp()
				return os.path.join(lowerCamelCase      ,    str(uuid.uuida() ) + suffix )
@require_soundfile
@require_torch
class        snake_case (				unittest.TestCase       ):




					"""simple docstring"""

					def 	__lowerCAmelCase		(       self     :			Dict    ):
									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 	__lowerCAmelCase		(       self     :			Union[str, Any]    ):
									UpperCAmelCase__    =							torch.rand(12					,dtype=torch.floataa    ) - 0.5
									UpperCAmelCase__    =							get_new_path(suffix='.wav'    )
									sf.write(lowerCamelCase__					,lowerCamelCase__					,16_000    )

									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        snake_case (				unittest.TestCase       ):




					"""simple docstring"""

					def 	__lowerCAmelCase		(       self     :			Tuple    ):
									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 	__lowerCAmelCase		(       self     :			str    ):
									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 	__lowerCAmelCase		(       self     :			Optional[Any]    ):
									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        snake_case (				unittest.TestCase       ):




					"""simple docstring"""

					def 	__lowerCAmelCase		(       self     :			Any    ):
									UpperCAmelCase__    =							'Hey!'
									UpperCAmelCase__    =							AgentText(lowerCamelCase__    )

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




"""simple docstring"""






import warnings
from functools import wraps
from typing import Callable



def 						a_		(      lowerCamelCase ):

				@wraps(lowerCamelCase )
				def _inner_fn(*lowerCamelCase      ,    **lowerCamelCase ):
								warnings.warn(
								    (f'''\'{fn.__name__}\' is experimental and might be subject to breaking changes in the future.''')      ,    lowerCamelCase      ,    )
								return fn(*lowerCamelCase      ,    **lowerCamelCase )

				return _inner_fn



