


'''simple docstring'''

import json
import sys
import tempfile
import unittest
from pathlib import Path

import transformers
from transformers import (
    CONFIG_MAPPING,
    FEATURE_EXTRACTOR_MAPPING,
    AutoConfig,
    AutoFeatureExtractor,
    WavaVecaConfig,
    WavaVecaFeatureExtractor,
)
from transformers.testing_utils import DUMMY_UNKNOWN_IDENTIFIER, get_tests_dir


sys.path.append(str(Path(__file__).parent.parent.parent.parent / """utils"""))

from test_module.custom_configuration import CustomConfig  # noqa E402
from test_module.custom_feature_extraction import CustomFeatureExtractor  # noqa E402


_UpperCAmelCase				: Tuple							    =				get_tests_dir("""fixtures""")
_UpperCAmelCase				: str							    =				get_tests_dir("""fixtures/dummy_feature_extractor_config.json""")
_UpperCAmelCase				: Optional[int]							    =				get_tests_dir("""fixtures/dummy-config.json""")


class       a__				( unittest.TestCase      ):







    """simple docstring"""



    def 					_snake_case  (self		):
          __lowerCAmelCase							       =				0




    def 					_snake_case  (self		):
          __lowerCAmelCase							       =				AutoFeatureExtractor.from_pretrained('''facebook/wav2vec2-base-960h'''		)
          self.assertIsInstance(__lowercase       ,			__lowercase		)




    def 					_snake_case  (self		):
          __lowerCAmelCase							       =				AutoFeatureExtractor.from_pretrained(__lowercase		)
          self.assertIsInstance(__lowercase       ,			__lowercase		)




    def 					_snake_case  (self		):
          with tempfile.TemporaryDirectory() as tmpdirname:
                __lowerCAmelCase							       =				WavaVecaConfig()

                # remove feature_extractor_type to make sure config.json alone is enough to load feature processor locally
                __lowerCAmelCase							       =				AutoFeatureExtractor.from_pretrained(__lowercase		).to_dict()

                config_dict.pop('''feature_extractor_type'''		)
                __lowerCAmelCase							       =				WavaVecaFeatureExtractor(**__lowercase		)

                # save in new folder
                model_config.save_pretrained(__lowercase		)
                config.save_pretrained(__lowercase		)

                __lowerCAmelCase							       =				AutoFeatureExtractor.from_pretrained(__lowercase		)

                # make sure private variable is not incorrectly saved
                __lowerCAmelCase							       =				json.loads(config.to_json_string()		)
                self.assertTrue('''_processor_class''' not in dict_as_saved		)

          self.assertIsInstance(__lowercase       ,			__lowercase		)




    def 					_snake_case  (self		):
          __lowerCAmelCase							       =				AutoFeatureExtractor.from_pretrained(__lowercase		)
          self.assertIsInstance(__lowercase       ,			__lowercase		)




    def 					_snake_case  (self		):
          with self.assertRaisesRegex(
              __lowercase       ,			'''bert-base is not a local folder and is not a valid model identifier'''		):
                __lowerCAmelCase							       =				AutoFeatureExtractor.from_pretrained('''bert-base'''		)




    def 					_snake_case  (self		):
          with self.assertRaisesRegex(
              __lowercase       ,			R'''aaaaaa is not a valid git identifier \(branch name, tag name or commit id\)'''		):
                __lowerCAmelCase							       =				AutoFeatureExtractor.from_pretrained(__lowercase       ,			revision='''aaaaaa'''		)




    def 					_snake_case  (self		):
          with self.assertRaisesRegex(
              __lowercase       ,			'''hf-internal-testing/config-no-model does not appear to have a file named preprocessor_config.json.'''       ,			):
                __lowerCAmelCase							       =				AutoFeatureExtractor.from_pretrained('''hf-internal-testing/config-no-model'''		)




    def 					_snake_case  (self		):
          # If remote code is not set, we will time out when asking whether to load the model.
          with self.assertRaises(__lowercase		):
                __lowerCAmelCase							       =				AutoFeatureExtractor.from_pretrained(
                    '''hf-internal-testing/test_dynamic_feature_extractor'''		)
          # If remote code is disabled, we can't load this config.
          with self.assertRaises(__lowercase		):
                __lowerCAmelCase							       =				AutoFeatureExtractor.from_pretrained(
                    '''hf-internal-testing/test_dynamic_feature_extractor'''       ,			trust_remote_code=__lowercase		)

          __lowerCAmelCase							       =				AutoFeatureExtractor.from_pretrained(
              '''hf-internal-testing/test_dynamic_feature_extractor'''       ,			trust_remote_code=__lowercase		)
          self.assertEqual(feature_extractor.__class__.__name__       ,			'''NewFeatureExtractor'''		)

          # Test feature extractor can be reloaded.
          with tempfile.TemporaryDirectory() as tmp_dir:
                feature_extractor.save_pretrained(__lowercase		)
                __lowerCAmelCase							       =				AutoFeatureExtractor.from_pretrained(__lowercase       ,			trust_remote_code=__lowercase		)
          self.assertEqual(reloaded_feature_extractor.__class__.__name__       ,			'''NewFeatureExtractor'''		)




    def 					_snake_case  (self		):
          try:
                AutoConfig.register('''custom'''       ,			__lowercase		)
                AutoFeatureExtractor.register(__lowercase       ,			__lowercase		)
                # Trying to register something existing in the Transformers library will raise an error
                with self.assertRaises(__lowercase		):
                      AutoFeatureExtractor.register(__lowercase       ,			__lowercase		)

                # Now that the config is registered, it can be used as any other config with the auto-API
                __lowerCAmelCase							       =				CustomFeatureExtractor.from_pretrained(__lowercase		)
                with tempfile.TemporaryDirectory() as tmp_dir:
                      feature_extractor.save_pretrained(__lowercase		)
                      __lowerCAmelCase							       =				AutoFeatureExtractor.from_pretrained(__lowercase		)
                      self.assertIsInstance(__lowercase       ,			__lowercase		)

          finally:
                if "custom" in CONFIG_MAPPING._extra_content:
                      del CONFIG_MAPPING._extra_content["custom"]
                if CustomConfig in FEATURE_EXTRACTOR_MAPPING._extra_content:
                      del FEATURE_EXTRACTOR_MAPPING._extra_content[CustomConfig]




    def 					_snake_case  (self		):


          class       a__				( __A      ):







              """simple docstring"""



              __UpperCamelCase    :		List[Any]	=	True

          try:
                AutoConfig.register('''custom'''       ,			__lowercase		)
                AutoFeatureExtractor.register(__lowercase       ,			__lowercase		)
                # If remote code is not set, the default is to use local
                __lowerCAmelCase							       =				AutoFeatureExtractor.from_pretrained(
                    '''hf-internal-testing/test_dynamic_feature_extractor'''		)
                self.assertEqual(feature_extractor.__class__.__name__       ,			'''NewFeatureExtractor'''		)
                self.assertTrue(feature_extractor.is_local		)

                # If remote code is disabled, we load the local one.
                __lowerCAmelCase							       =				AutoFeatureExtractor.from_pretrained(
                    '''hf-internal-testing/test_dynamic_feature_extractor'''       ,			trust_remote_code=__lowercase		)
                self.assertEqual(feature_extractor.__class__.__name__       ,			'''NewFeatureExtractor'''		)
                self.assertTrue(feature_extractor.is_local		)

                # If remote is enabled, we load from the Hub
                __lowerCAmelCase							       =				AutoFeatureExtractor.from_pretrained(
                    '''hf-internal-testing/test_dynamic_feature_extractor'''       ,			trust_remote_code=__lowercase		)
                self.assertEqual(feature_extractor.__class__.__name__       ,			'''NewFeatureExtractor'''		)
                self.assertTrue(not hasattr(__lowercase       ,			'''is_local'''		)		)

          finally:
                if "custom" in CONFIG_MAPPING._extra_content:
                      del CONFIG_MAPPING._extra_content["custom"]
                if CustomConfig in FEATURE_EXTRACTOR_MAPPING._extra_content:
                      del FEATURE_EXTRACTOR_MAPPING._extra_content[CustomConfig]





'''simple docstring'''

from ..utils import DummyObject, requires_backends


class       a__				( metaclass=__A      ):







				"""simple docstring"""



				__UpperCamelCase    :		Optional[int]	=	['torch']




				def __init__(self       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(self       ,			['''torch''']		)




				@classmethod
				def 					_snake_case  (cls       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(cls       ,			['''torch''']		)




				@classmethod
				def 					_snake_case  (cls       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(cls       ,			['''torch''']		)


class       a__				( metaclass=__A      ):







				"""simple docstring"""



				__UpperCamelCase    :		Dict	=	['torch']




				def __init__(self       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(self       ,			['''torch''']		)




				@classmethod
				def 					_snake_case  (cls       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(cls       ,			['''torch''']		)




				@classmethod
				def 					_snake_case  (cls       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(cls       ,			['''torch''']		)


class       a__				( metaclass=__A      ):







				"""simple docstring"""



				__UpperCamelCase    :		Any	=	['torch']




				def __init__(self       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(self       ,			['''torch''']		)




				@classmethod
				def 					_snake_case  (cls       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(cls       ,			['''torch''']		)




				@classmethod
				def 					_snake_case  (cls       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(cls       ,			['''torch''']		)


class       a__				( metaclass=__A      ):







				"""simple docstring"""



				__UpperCamelCase    :		str	=	['torch']




				def __init__(self       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(self       ,			['''torch''']		)




				@classmethod
				def 					_snake_case  (cls       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(cls       ,			['''torch''']		)




				@classmethod
				def 					_snake_case  (cls       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(cls       ,			['''torch''']		)


class       a__				( metaclass=__A      ):







				"""simple docstring"""



				__UpperCamelCase    :		Tuple	=	['torch']




				def __init__(self       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(self       ,			['''torch''']		)




				@classmethod
				def 					_snake_case  (cls       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(cls       ,			['''torch''']		)




				@classmethod
				def 					_snake_case  (cls       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(cls       ,			['''torch''']		)


class       a__				( metaclass=__A      ):







				"""simple docstring"""



				__UpperCamelCase    :		Optional[int]	=	['torch']




				def __init__(self       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(self       ,			['''torch''']		)




				@classmethod
				def 					_snake_case  (cls       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(cls       ,			['''torch''']		)




				@classmethod
				def 					_snake_case  (cls       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(cls       ,			['''torch''']		)


class       a__				( metaclass=__A      ):







				"""simple docstring"""



				__UpperCamelCase    :		List[Any]	=	['torch']




				def __init__(self       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(self       ,			['''torch''']		)




				@classmethod
				def 					_snake_case  (cls       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(cls       ,			['''torch''']		)




				@classmethod
				def 					_snake_case  (cls       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(cls       ,			['''torch''']		)


class       a__				( metaclass=__A      ):







				"""simple docstring"""



				__UpperCamelCase    :		Optional[int]	=	['torch']




				def __init__(self       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(self       ,			['''torch''']		)




				@classmethod
				def 					_snake_case  (cls       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(cls       ,			['''torch''']		)




				@classmethod
				def 					_snake_case  (cls       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(cls       ,			['''torch''']		)


class       a__				( metaclass=__A      ):







				"""simple docstring"""



				__UpperCamelCase    :		Optional[int]	=	['torch']




				def __init__(self       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(self       ,			['''torch''']		)




				@classmethod
				def 					_snake_case  (cls       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(cls       ,			['''torch''']		)




				@classmethod
				def 					_snake_case  (cls       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(cls       ,			['''torch''']		)


class       a__				( metaclass=__A      ):







				"""simple docstring"""



				__UpperCamelCase    :		int	=	['torch']




				def __init__(self       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(self       ,			['''torch''']		)




				@classmethod
				def 					_snake_case  (cls       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(cls       ,			['''torch''']		)




				@classmethod
				def 					_snake_case  (cls       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(cls       ,			['''torch''']		)


class       a__				( metaclass=__A      ):







				"""simple docstring"""



				__UpperCamelCase    :		int	=	['torch']




				def __init__(self       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(self       ,			['''torch''']		)




				@classmethod
				def 					_snake_case  (cls       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(cls       ,			['''torch''']		)




				@classmethod
				def 					_snake_case  (cls       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(cls       ,			['''torch''']		)

def 							__magic_name__(						*lowerCamelCase,				**lowerCamelCase):
						requires_backends(lowerCamelCase,				['''torch'''])

def 							__magic_name__(						*lowerCamelCase,				**lowerCamelCase):
						requires_backends(lowerCamelCase,				['''torch'''])

def 							__magic_name__(						*lowerCamelCase,				**lowerCamelCase):
						requires_backends(lowerCamelCase,				['''torch'''])

def 							__magic_name__(						*lowerCamelCase,				**lowerCamelCase):
						requires_backends(lowerCamelCase,				['''torch'''])

def 							__magic_name__(						*lowerCamelCase,				**lowerCamelCase):
						requires_backends(lowerCamelCase,				['''torch'''])

def 							__magic_name__(						*lowerCamelCase,				**lowerCamelCase):
						requires_backends(lowerCamelCase,				['''torch'''])

def 							__magic_name__(						*lowerCamelCase,				**lowerCamelCase):
						requires_backends(lowerCamelCase,				['''torch'''])


class       a__				( metaclass=__A      ):







				"""simple docstring"""



				__UpperCamelCase    :		List[str]	=	['torch']




				def __init__(self       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(self       ,			['''torch''']		)




				@classmethod
				def 					_snake_case  (cls       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(cls       ,			['''torch''']		)




				@classmethod
				def 					_snake_case  (cls       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(cls       ,			['''torch''']		)


class       a__				( metaclass=__A      ):







				"""simple docstring"""



				__UpperCamelCase    :		List[Any]	=	['torch']




				def __init__(self       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(self       ,			['''torch''']		)




				@classmethod
				def 					_snake_case  (cls       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(cls       ,			['''torch''']		)




				@classmethod
				def 					_snake_case  (cls       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(cls       ,			['''torch''']		)


class       a__				( metaclass=__A      ):







				"""simple docstring"""



				__UpperCamelCase    :		Dict	=	['torch']




				def __init__(self       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(self       ,			['''torch''']		)




				@classmethod
				def 					_snake_case  (cls       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(cls       ,			['''torch''']		)




				@classmethod
				def 					_snake_case  (cls       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(cls       ,			['''torch''']		)


class       a__				( metaclass=__A      ):







				"""simple docstring"""



				__UpperCamelCase    :		List[Any]	=	['torch']




				def __init__(self       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(self       ,			['''torch''']		)




				@classmethod
				def 					_snake_case  (cls       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(cls       ,			['''torch''']		)




				@classmethod
				def 					_snake_case  (cls       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(cls       ,			['''torch''']		)


class       a__				( metaclass=__A      ):







				"""simple docstring"""



				__UpperCamelCase    :		List[str]	=	['torch']




				def __init__(self       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(self       ,			['''torch''']		)




				@classmethod
				def 					_snake_case  (cls       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(cls       ,			['''torch''']		)




				@classmethod
				def 					_snake_case  (cls       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(cls       ,			['''torch''']		)


class       a__				( metaclass=__A      ):







				"""simple docstring"""



				__UpperCamelCase    :		Dict	=	['torch']




				def __init__(self       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(self       ,			['''torch''']		)




				@classmethod
				def 					_snake_case  (cls       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(cls       ,			['''torch''']		)




				@classmethod
				def 					_snake_case  (cls       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(cls       ,			['''torch''']		)


class       a__				( metaclass=__A      ):







				"""simple docstring"""



				__UpperCamelCase    :		Union[str, Any]	=	['torch']




				def __init__(self       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(self       ,			['''torch''']		)




				@classmethod
				def 					_snake_case  (cls       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(cls       ,			['''torch''']		)




				@classmethod
				def 					_snake_case  (cls       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(cls       ,			['''torch''']		)


class       a__				( metaclass=__A      ):







				"""simple docstring"""



				__UpperCamelCase    :		Optional[int]	=	['torch']




				def __init__(self       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(self       ,			['''torch''']		)




				@classmethod
				def 					_snake_case  (cls       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(cls       ,			['''torch''']		)




				@classmethod
				def 					_snake_case  (cls       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(cls       ,			['''torch''']		)


class       a__				( metaclass=__A      ):







				"""simple docstring"""



				__UpperCamelCase    :		int	=	['torch']




				def __init__(self       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(self       ,			['''torch''']		)




				@classmethod
				def 					_snake_case  (cls       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(cls       ,			['''torch''']		)




				@classmethod
				def 					_snake_case  (cls       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(cls       ,			['''torch''']		)


class       a__				( metaclass=__A      ):







				"""simple docstring"""



				__UpperCamelCase    :		Optional[Any]	=	['torch']




				def __init__(self       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(self       ,			['''torch''']		)




				@classmethod
				def 					_snake_case  (cls       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(cls       ,			['''torch''']		)




				@classmethod
				def 					_snake_case  (cls       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(cls       ,			['''torch''']		)


class       a__				( metaclass=__A      ):







				"""simple docstring"""



				__UpperCamelCase    :		List[Any]	=	['torch']




				def __init__(self       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(self       ,			['''torch''']		)




				@classmethod
				def 					_snake_case  (cls       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(cls       ,			['''torch''']		)




				@classmethod
				def 					_snake_case  (cls       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(cls       ,			['''torch''']		)


class       a__				( metaclass=__A      ):







				"""simple docstring"""



				__UpperCamelCase    :		str	=	['torch']




				def __init__(self       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(self       ,			['''torch''']		)




				@classmethod
				def 					_snake_case  (cls       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(cls       ,			['''torch''']		)




				@classmethod
				def 					_snake_case  (cls       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(cls       ,			['''torch''']		)


class       a__				( metaclass=__A      ):







				"""simple docstring"""



				__UpperCamelCase    :		int	=	['torch']




				def __init__(self       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(self       ,			['''torch''']		)




				@classmethod
				def 					_snake_case  (cls       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(cls       ,			['''torch''']		)




				@classmethod
				def 					_snake_case  (cls       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(cls       ,			['''torch''']		)


class       a__				( metaclass=__A      ):







				"""simple docstring"""



				__UpperCamelCase    :		Dict	=	['torch']




				def __init__(self       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(self       ,			['''torch''']		)




				@classmethod
				def 					_snake_case  (cls       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(cls       ,			['''torch''']		)




				@classmethod
				def 					_snake_case  (cls       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(cls       ,			['''torch''']		)


class       a__				( metaclass=__A      ):







				"""simple docstring"""



				__UpperCamelCase    :		Tuple	=	['torch']




				def __init__(self       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(self       ,			['''torch''']		)




				@classmethod
				def 					_snake_case  (cls       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(cls       ,			['''torch''']		)




				@classmethod
				def 					_snake_case  (cls       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(cls       ,			['''torch''']		)


class       a__				( metaclass=__A      ):







				"""simple docstring"""



				__UpperCamelCase    :		Dict	=	['torch']




				def __init__(self       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(self       ,			['''torch''']		)




				@classmethod
				def 					_snake_case  (cls       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(cls       ,			['''torch''']		)




				@classmethod
				def 					_snake_case  (cls       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(cls       ,			['''torch''']		)


class       a__				( metaclass=__A      ):







				"""simple docstring"""



				__UpperCamelCase    :		int	=	['torch']




				def __init__(self       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(self       ,			['''torch''']		)




				@classmethod
				def 					_snake_case  (cls       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(cls       ,			['''torch''']		)




				@classmethod
				def 					_snake_case  (cls       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(cls       ,			['''torch''']		)


class       a__				( metaclass=__A      ):







				"""simple docstring"""



				__UpperCamelCase    :		Optional[Any]	=	['torch']




				def __init__(self       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(self       ,			['''torch''']		)




				@classmethod
				def 					_snake_case  (cls       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(cls       ,			['''torch''']		)




				@classmethod
				def 					_snake_case  (cls       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(cls       ,			['''torch''']		)


class       a__				( metaclass=__A      ):







				"""simple docstring"""



				__UpperCamelCase    :		Optional[Any]	=	['torch']




				def __init__(self       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(self       ,			['''torch''']		)




				@classmethod
				def 					_snake_case  (cls       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(cls       ,			['''torch''']		)




				@classmethod
				def 					_snake_case  (cls       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(cls       ,			['''torch''']		)


class       a__				( metaclass=__A      ):







				"""simple docstring"""



				__UpperCamelCase    :		List[str]	=	['torch']




				def __init__(self       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(self       ,			['''torch''']		)




				@classmethod
				def 					_snake_case  (cls       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(cls       ,			['''torch''']		)




				@classmethod
				def 					_snake_case  (cls       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(cls       ,			['''torch''']		)


class       a__				( metaclass=__A      ):







				"""simple docstring"""



				__UpperCamelCase    :		List[str]	=	['torch']




				def __init__(self       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(self       ,			['''torch''']		)




				@classmethod
				def 					_snake_case  (cls       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(cls       ,			['''torch''']		)




				@classmethod
				def 					_snake_case  (cls       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(cls       ,			['''torch''']		)


class       a__				( metaclass=__A      ):







				"""simple docstring"""



				__UpperCamelCase    :		str	=	['torch']




				def __init__(self       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(self       ,			['''torch''']		)




				@classmethod
				def 					_snake_case  (cls       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(cls       ,			['''torch''']		)




				@classmethod
				def 					_snake_case  (cls       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(cls       ,			['''torch''']		)


class       a__				( metaclass=__A      ):







				"""simple docstring"""



				__UpperCamelCase    :		Tuple	=	['torch']




				def __init__(self       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(self       ,			['''torch''']		)




				@classmethod
				def 					_snake_case  (cls       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(cls       ,			['''torch''']		)




				@classmethod
				def 					_snake_case  (cls       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(cls       ,			['''torch''']		)


class       a__				( metaclass=__A      ):







				"""simple docstring"""



				__UpperCamelCase    :		Optional[Any]	=	['torch']




				def __init__(self       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(self       ,			['''torch''']		)




				@classmethod
				def 					_snake_case  (cls       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(cls       ,			['''torch''']		)




				@classmethod
				def 					_snake_case  (cls       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(cls       ,			['''torch''']		)


class       a__				( metaclass=__A      ):







				"""simple docstring"""



				__UpperCamelCase    :		List[Any]	=	['torch']




				def __init__(self       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(self       ,			['''torch''']		)




				@classmethod
				def 					_snake_case  (cls       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(cls       ,			['''torch''']		)




				@classmethod
				def 					_snake_case  (cls       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(cls       ,			['''torch''']		)


class       a__				( metaclass=__A      ):







				"""simple docstring"""



				__UpperCamelCase    :		Dict	=	['torch']




				def __init__(self       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(self       ,			['''torch''']		)




				@classmethod
				def 					_snake_case  (cls       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(cls       ,			['''torch''']		)




				@classmethod
				def 					_snake_case  (cls       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(cls       ,			['''torch''']		)


class       a__				( metaclass=__A      ):







				"""simple docstring"""



				__UpperCamelCase    :		Any	=	['torch']




				def __init__(self       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(self       ,			['''torch''']		)




				@classmethod
				def 					_snake_case  (cls       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(cls       ,			['''torch''']		)




				@classmethod
				def 					_snake_case  (cls       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(cls       ,			['''torch''']		)


class       a__				( metaclass=__A      ):







				"""simple docstring"""



				__UpperCamelCase    :		List[Any]	=	['torch']




				def __init__(self       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(self       ,			['''torch''']		)




				@classmethod
				def 					_snake_case  (cls       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(cls       ,			['''torch''']		)




				@classmethod
				def 					_snake_case  (cls       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(cls       ,			['''torch''']		)


class       a__				( metaclass=__A      ):







				"""simple docstring"""



				__UpperCamelCase    :		List[str]	=	['torch']




				def __init__(self       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(self       ,			['''torch''']		)




				@classmethod
				def 					_snake_case  (cls       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(cls       ,			['''torch''']		)




				@classmethod
				def 					_snake_case  (cls       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(cls       ,			['''torch''']		)


class       a__				( metaclass=__A      ):







				"""simple docstring"""



				__UpperCamelCase    :		int	=	['torch']




				def __init__(self       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(self       ,			['''torch''']		)




				@classmethod
				def 					_snake_case  (cls       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(cls       ,			['''torch''']		)




				@classmethod
				def 					_snake_case  (cls       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(cls       ,			['''torch''']		)


class       a__				( metaclass=__A      ):







				"""simple docstring"""



				__UpperCamelCase    :		Dict	=	['torch']




				def __init__(self       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(self       ,			['''torch''']		)




				@classmethod
				def 					_snake_case  (cls       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(cls       ,			['''torch''']		)




				@classmethod
				def 					_snake_case  (cls       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(cls       ,			['''torch''']		)


class       a__				( metaclass=__A      ):







				"""simple docstring"""



				__UpperCamelCase    :		List[Any]	=	['torch']




				def __init__(self       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(self       ,			['''torch''']		)




				@classmethod
				def 					_snake_case  (cls       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(cls       ,			['''torch''']		)




				@classmethod
				def 					_snake_case  (cls       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(cls       ,			['''torch''']		)


class       a__				( metaclass=__A      ):







				"""simple docstring"""



				__UpperCamelCase    :		Dict	=	['torch']




				def __init__(self       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(self       ,			['''torch''']		)




				@classmethod
				def 					_snake_case  (cls       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(cls       ,			['''torch''']		)




				@classmethod
				def 					_snake_case  (cls       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(cls       ,			['''torch''']		)


class       a__				( metaclass=__A      ):







				"""simple docstring"""



				__UpperCamelCase    :		Any	=	['torch']




				def __init__(self       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(self       ,			['''torch''']		)




				@classmethod
				def 					_snake_case  (cls       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(cls       ,			['''torch''']		)




				@classmethod
				def 					_snake_case  (cls       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(cls       ,			['''torch''']		)


class       a__				( metaclass=__A      ):







				"""simple docstring"""



				__UpperCamelCase    :		List[str]	=	['torch']




				def __init__(self       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(self       ,			['''torch''']		)




				@classmethod
				def 					_snake_case  (cls       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(cls       ,			['''torch''']		)




				@classmethod
				def 					_snake_case  (cls       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(cls       ,			['''torch''']		)


class       a__				( metaclass=__A      ):







				"""simple docstring"""



				__UpperCamelCase    :		Optional[int]	=	['torch']




				def __init__(self       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(self       ,			['''torch''']		)




				@classmethod
				def 					_snake_case  (cls       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(cls       ,			['''torch''']		)




				@classmethod
				def 					_snake_case  (cls       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(cls       ,			['''torch''']		)


class       a__				( metaclass=__A      ):







				"""simple docstring"""



				__UpperCamelCase    :		Union[str, Any]	=	['torch']




				def __init__(self       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(self       ,			['''torch''']		)




				@classmethod
				def 					_snake_case  (cls       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(cls       ,			['''torch''']		)




				@classmethod
				def 					_snake_case  (cls       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(cls       ,			['''torch''']		)


class       a__				( metaclass=__A      ):







				"""simple docstring"""



				__UpperCamelCase    :		Dict	=	['torch']




				def __init__(self       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(self       ,			['''torch''']		)




				@classmethod
				def 					_snake_case  (cls       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(cls       ,			['''torch''']		)




				@classmethod
				def 					_snake_case  (cls       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(cls       ,			['''torch''']		)


class       a__				( metaclass=__A      ):







				"""simple docstring"""



				__UpperCamelCase    :		Dict	=	['torch']




				def __init__(self       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(self       ,			['''torch''']		)




				@classmethod
				def 					_snake_case  (cls       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(cls       ,			['''torch''']		)




				@classmethod
				def 					_snake_case  (cls       ,			*__lowercase       ,			**__lowercase		):
										requires_backends(cls       ,			['''torch''']		)

