


'''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 							__magic_name__(						lowerCamelCase=""):
						__lowerCAmelCase							       =				tempfile.mkdtemp()
						return os.path.join(a__,				str(uuid.uuida()) + suffix)


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







				"""simple docstring"""



				def 					_snake_case  (self		):
										__lowerCAmelCase							       =				torch.rand(12       ,			dtype=torch.floataa		) - 0.5
										__lowerCAmelCase							       =				AgentAudio(lowercase_		)
										__lowerCAmelCase							       =				str(agent_type.to_string()		)

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

										del agent_type

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

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




				def 					_snake_case  (self		):
										__lowerCAmelCase							       =				torch.rand(12       ,			dtype=torch.floataa		) - 0.5
										__lowerCAmelCase							       =				get_new_path(suffix='''.wav'''		)
										sf.write(lowercase_       ,			lowercase_       ,			1_60_00		)

										__lowerCAmelCase							       =				AgentAudio(lowercase_		)

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


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







				"""simple docstring"""



				def 					_snake_case  (self		):
										__lowerCAmelCase							       =				torch.randint(0       ,			2_56       ,			(64, 64, 3)		)
										__lowerCAmelCase							       =				AgentImage(lowercase_		)
										__lowerCAmelCase							       =				str(agent_type.to_string()		)

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




				def 					_snake_case  (self		):
										__lowerCAmelCase							       =				Path(get_tests_dir('''fixtures/tests_samples/COCO'''		)		) / '''000000039769.png'''
										__lowerCAmelCase							       =				Image.open(lowercase_		)
										__lowerCAmelCase							       =				AgentImage(lowercase_		)

										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(lowercase_		)		)




				def 					_snake_case  (self		):
										__lowerCAmelCase							       =				Path(get_tests_dir('''fixtures/tests_samples/COCO'''		)		) / '''000000039769.png'''
										__lowerCAmelCase							       =				Image.open(lowercase_		)
										__lowerCAmelCase							       =				AgentImage(lowercase_		)

										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(lowercase_		)		)


class       a__				( unittest.TestCase      ):







				"""simple docstring"""



				def 					_snake_case  (self		):
										__lowerCAmelCase							       =				'''Hey!'''
										__lowerCAmelCase							       =				AgentText(lowercase_		)

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





'''simple docstring'''

from .glue import GlueDataset, GlueDataTrainingArguments
from .language_modeling import (
    LineByLineTextDataset,
    LineByLineWithRefDataset,
    LineByLineWithSOPTextDataset,
    TextDataset,
    TextDatasetForNextSentencePrediction,
)
from .squad import SquadDataset, SquadDataTrainingArguments

