





'''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="" ) ->				str:



			"""simple docstring"""


			__snake_case					:      Optional[Any]							      =     tempfile.mkdtemp()
			return os.path.join(_lowerCamelCase    ,	str(uuid.uuida() ) + suffix )




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

		def 	lowercase__     (   self					:   Optional[Any]			)					->    Optional[int]:


					"""simple docstring"""

					__snake_case					:      Optional[int]							      =     torch.rand(12  ,      dtype=torch.floataa			) - 0.5
					__snake_case					:      Tuple							      =     AgentAudio(__magic_name__			)
					__snake_case					:      List[str]							      =     str(agent_type.to_string()			)

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

					del agent_type

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

					# Ensure that the file contains the same value as the original tensor
					__snake_case      ,     __snake_case					:      Optional[Any]							      =     sf.read(__magic_name__			)
					self.assertTrue(torch.allclose(__magic_name__  ,      torch.tensor(__magic_name__			)  ,      atol=1E-4			)			)

		def 	lowercase__     (   self					:   Tuple			)					->    int:


					"""simple docstring"""

					__snake_case					:      Optional[int]							      =     torch.rand(12  ,      dtype=torch.floataa			) - 0.5
					__snake_case					:      Tuple							      =     get_new_path(suffix=""".wav"""			)
					sf.write(__magic_name__  ,      __magic_name__  ,      1_60_00			)

					__snake_case					:      int							      =     AgentAudio(__magic_name__			)

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





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

		def 	lowercase__     (   self					:   Tuple			)					->    Tuple:


					"""simple docstring"""

					__snake_case					:      int							      =     torch.randint(0  ,      2_56  ,      (64, 64, 3)			)
					__snake_case					:      List[str]							      =     AgentImage(__magic_name__			)
					__snake_case					:      List[str]							      =     str(agent_type.to_string()			)

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

		def 	lowercase__     (   self					:   Union[str, Any]			)					->    Optional[Any]:


					"""simple docstring"""

					__snake_case					:      Optional[Any]							      =     Path(get_tests_dir("""fixtures/tests_samples/COCO"""			)			) / """000000039769.png"""
					__snake_case					:      Tuple							      =     Image.open(__magic_name__			)
					__snake_case					:      Optional[int]							      =     AgentImage(__magic_name__			)

					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(__magic_name__			)			)

		def 	lowercase__     (   self					:   Optional[int]			)					->    List[Any]:


					"""simple docstring"""

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

					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(__magic_name__			)			)





class  _A (					unittest.TestCase		):

		def 	lowercase__     (   self					:   Optional[Any]			)					->    int:


					"""simple docstring"""

					__snake_case					:      List[str]							      =     """Hey!"""
					__snake_case					:      Optional[Any]							      =     AgentText(__magic_name__			)

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









'''simple docstring'''






import doctest
import logging
import os
import unittest
from pathlib import Path
from typing import List, Union

import transformers
from transformers.testing_utils import require_tf, require_torch, slow


__UpperCamelCase					    =	logging.getLogger()




@unittest.skip('''Temporarily disable the doc tests.'''		)
@require_torch
@require_tf
@slow
class  _A (					unittest.TestCase		):

		def 	lowercase__     (   self					:   Optional[int]  ,      __magic_name__					:   Path  ,      __magic_name__					:   Union[str, None] = None  ,      __magic_name__					:   Union[List[str], None] = None  ,      __magic_name__					:   Union[str, List[str], None] = None  ,      __magic_name__					:   bool = True  ,      )					->    Optional[int]:


					"""simple docstring"""

					__snake_case					:      Union[str, Any]							      =     [file for file in os.listdir(__magic_name__			) if os.path.isfile(os.path.join(__magic_name__  ,      __magic_name__			)			)]

					if identifier is not None:
								__snake_case					:      List[Any]							      =     [file for file in files if identifier in file]

					if n_identifier is not None:
								if isinstance(__magic_name__  ,      __magic_name__			):
											for n_ in n_identifier:
														__snake_case					:      Optional[int]							      =     [file for file in files if n_ not in file]
								else:
											__snake_case					:      Tuple							      =     [file for file in files if n_identifier not in file]

					__snake_case					:      Dict							      =     ignore_files or []
					ignore_files.append("""__init__.py"""			)
					__snake_case					:      List[str]							      =     [file for file in files if file not in ignore_files]

					for file in files:
								# Open all files
								print("""Testing"""  ,      __magic_name__			)

								if only_modules:
											__snake_case					:      List[Any]							      =     file.split("""."""			)[0]
											try:
														__snake_case					:      List[Any]							      =     getattr(__magic_name__  ,      __magic_name__			)
														__snake_case					:      Union[str, Any]							      =     doctest.DocTestSuite(__magic_name__			)
														__snake_case					:      Dict							      =     unittest.TextTestRunner().run(__magic_name__			)
														self.assertIs(len(result.failures			)  ,      0			)
											except AttributeError:
														logger.info(f'''{module_identifier} is not a module.'''			)
								else:
											__snake_case					:      Tuple							      =     doctest.testfile(str("""..""" / directory / file			)  ,      optionflags=doctest.ELLIPSIS			)
											self.assertIs(result.failed  ,      0			)

		def 	lowercase__     (   self					:   Union[str, Any]			)					->    Any:


					"""simple docstring"""

					__snake_case					:      List[Any]							      =     Path("""src/transformers"""			)
					__snake_case					:      List[Any]							      =     """modeling"""
					__snake_case					:      Union[str, Any]							      =     [
					    """modeling_ctrl.py""",
					    """modeling_tf_ctrl.py""",
					]
					self.analyze_directory(__magic_name__  ,      identifier=__magic_name__  ,      ignore_files=__magic_name__			)

		def 	lowercase__     (   self					:   Union[str, Any]			)					->    int:


					"""simple docstring"""

					__snake_case					:      Union[str, Any]							      =     Path("""src/transformers"""			)
					__snake_case					:      Any							      =     """tokenization"""
					self.analyze_directory(__magic_name__  ,      identifier=__magic_name__			)

		def 	lowercase__     (   self					:   Union[str, Any]			)					->    int:


					"""simple docstring"""

					__snake_case					:      List[Any]							      =     Path("""src/transformers"""			)
					__snake_case					:      List[str]							      =     """configuration"""
					self.analyze_directory(__magic_name__  ,      identifier=__magic_name__			)

		def 	lowercase__     (   self					:   Dict			)					->    Dict:


					"""simple docstring"""

					__snake_case					:      Tuple							      =     Path("""src/transformers"""			)
					__snake_case					:      int							      =     ["""configuration""", """modeling""", """tokenization"""]
					self.analyze_directory(__magic_name__  ,      n_identifier=__magic_name__			)

		def 	lowercase__     (   self					:   Optional[int]			)					->    Union[str, Any]:


					"""simple docstring"""

					__snake_case					:      int							      =     Path("""docs/source"""			)
					__snake_case					:      Optional[int]							      =     ["""favicon.ico"""]
					self.analyze_directory(__magic_name__  ,      ignore_files=__magic_name__  ,      only_modules=__magic_name__			)


