



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    snake_case_				(    _SCREAMING_SNAKE_CASE=""   ):
	__lowercase		       =			tempfile.mkdtemp()
	return os.path.join(_SCREAMING_SNAKE_CASE  ,	str(uuid.uuida()   ) + suffix   )

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


						'''simple docstring'''





						def     _snake_case	(	self	:							str	):






							'''simple docstring'''



							__lowercase		       =			torch.rand(12							,      dtype=torch.floataa	) - 0.5
							__lowercase		       =			AgentAudio(lowerCamelCase	)
							__lowercase		       =			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
							__lowercase       ,    __lowercase		       =			sf.read(lowerCamelCase	)
							self.assertTrue(torch.allclose(lowerCamelCase							,      torch.tensor(lowerCamelCase	)							,      atol=1e-4	)	)



						def     _snake_case	(	self	:							Optional[Any]	):






							'''simple docstring'''



							__lowercase		       =			torch.rand(12							,      dtype=torch.floataa	) - 0.5
							__lowercase		       =			get_new_path(suffix=".wav"	)
							sf.write(lowerCamelCase							,      lowerCamelCase							,      16_000	)

							__lowercase		       =			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   _A   ( unittest.TestCase	):


						'''simple docstring'''





						def     _snake_case	(	self	:							Any	):






							'''simple docstring'''



							__lowercase		       =			torch.randint(0							,      256							,      (64, 64, 3)	)
							__lowercase		       =			AgentImage(lowerCamelCase	)
							__lowercase		       =			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     _snake_case	(	self	:							List[str]	):






							'''simple docstring'''



							__lowercase		       =			Path(get_tests_dir("fixtures/tests_samples/COCO"	)	) / "000000039769.png"
							__lowercase		       =			Image.open(lowerCamelCase	)
							__lowercase		       =			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     _snake_case	(	self	:							int	):






							'''simple docstring'''



							__lowercase		       =			Path(get_tests_dir("fixtures/tests_samples/COCO"	)	) / "000000039769.png"
							__lowercase		       =			Image.open(lowerCamelCase	)
							__lowercase		       =			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   _A   ( unittest.TestCase	):


						'''simple docstring'''





						def     _snake_case	(	self	:							Optional[Any]	):






							'''simple docstring'''



							__lowercase		       =			"Hey!"
							__lowercase		       =			AgentText(lowerCamelCase	)

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








from ....utils import logging


snake_case__					:     List[Any]    		=   logging.get_logger(__name__)

class   _A   ( _lowercase	):


						'''simple docstring'''





						def __init__(	self	:							List[str]							,      lowerCamelCase	:							Any							,      lowerCamelCase	:							Dict=None							,      lowerCamelCase	:							Dict=2_048	):






							'''simple docstring'''



							__lowercase		       =			config.__dict__
							__lowercase		       =			modal_hidden_size
							if num_labels:
								__lowercase		       =			num_labels



