



'''simple docstring'''






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

import transformers
import transformers.models.auto
from transformers.models.auto.configuration_auto import CONFIG_MAPPING, AutoConfig
from transformers.models.bert.configuration_bert import BertConfig
from transformers.models.roberta.configuration_roberta import RobertaConfig
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


A_							: Optional[int]						 =	get_tests_dir("""fixtures/dummy-config.json""")



class 							lowercase       (  unittest.TestCase				):


 """simple docstring"""


 def _snake_case (							self							)		->   List[Any]:
        _UpperCAmelCase  :						Union[str, Any]			     = 0







 def _snake_case (							self							)		->   Optional[Any]:
        self.assertIsNotNone(transformers.models.auto.__spec__							)
        self.assertIsNotNone(importlib.util.find_spec("""transformers.models.auto"""							)							)







 def _snake_case (							self							)		->   str:
        _UpperCAmelCase  :						List[str]			     = AutoConfig.from_pretrained("""bert-base-uncased"""							)
        self.assertIsInstance(lowercase_  ,lowercase_							)







 def _snake_case (							self							)		->   Optional[Any]:
        _UpperCAmelCase  :						Any			     = AutoConfig.from_pretrained(lowercase_							)
        self.assertIsInstance(lowercase_  ,lowercase_							)







 def _snake_case (							self							)		->   Dict:
        _UpperCAmelCase  :						Tuple			     = AutoConfig.from_pretrained(lowercase_							)
        self.assertIsInstance(lowercase_  ,lowercase_							)







 def _snake_case (							self							)		->   int:
        _UpperCAmelCase  :						List[str]			     = AutoConfig.for_model("""roberta"""							)
        self.assertIsInstance(lowercase_  ,lowercase_							)







 def _snake_case (							self							)		->   int:
        with tempfile.TemporaryDirectory() as tmp_dir:
               # This model name contains bert and roberta, but roberta ends up being picked.
               _UpperCAmelCase  :						List[str]			     = os.path.join(lowercase_  ,"""fake-roberta"""							)
               os.makedirs(lowercase_  ,exist_ok=lowercase_							)
               with open(os.path.join(lowercase_  ,"""config.json"""							)  ,"""w"""							) as f:
                      f.write(json.dumps({}							)							)
               _UpperCAmelCase  :						int			     = AutoConfig.from_pretrained(lowercase_							)
               self.assertEqual(type(lowercase_							)  ,lowercase_							)







 def _snake_case (							self							)		->   Union[str, Any]:
        try:
               AutoConfig.register("""custom"""  ,lowercase_							)
               # Wrong model type will raise an error
               with self.assertRaises(lowercase_							):
                      AutoConfig.register("""model"""  ,lowercase_							)
               # Trying to register something existing in the Transformers library will raise an error
               with self.assertRaises(lowercase_							):
                      AutoConfig.register("""bert"""  ,lowercase_							)

               # Now that the config is registered, it can be used as any other config with the auto-API
               _UpperCAmelCase  :						int			     = CustomConfig()
               with tempfile.TemporaryDirectory() as tmp_dir:
                      config.save_pretrained(lowercase_							)
                      _UpperCAmelCase  :						List[Any]			     = AutoConfig.from_pretrained(lowercase_							)
                      self.assertIsInstance(lowercase_  ,lowercase_							)

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







 def _snake_case (							self							)		->   Tuple:
        with self.assertRaisesRegex(
            lowercase_  ,"""bert-base is not a local folder and is not a valid model identifier"""							):
               _UpperCAmelCase  :						Optional[int]			     = AutoConfig.from_pretrained("""bert-base"""							)







 def _snake_case (							self							)		->   Dict:
        with self.assertRaisesRegex(
            lowercase_  ,r"""aaaaaa is not a valid git identifier \(branch name, tag name or commit id\)"""							):
               _UpperCAmelCase  :						Optional[Any]			     = AutoConfig.from_pretrained(lowercase_  ,revision="""aaaaaa"""							)







 def _snake_case (							self							)		->   Optional[int]:
        with self.assertRaisesRegex(
            lowercase_  ,"""hf-internal-testing/no-config-test-repo does not appear to have a file named config.json."""  ,):
               _UpperCAmelCase  :						Dict			     = AutoConfig.from_pretrained("""hf-internal-testing/no-config-test-repo"""							)







 def _snake_case (							self							)		->   Any:
        # If remote code is not set, we will time out when asking whether to load the model.
        with self.assertRaises(lowercase_							):
               _UpperCAmelCase  :						Tuple			     = AutoConfig.from_pretrained("""hf-internal-testing/test_dynamic_model"""							)
        # If remote code is disabled, we can't load this config.
        with self.assertRaises(lowercase_							):
               _UpperCAmelCase  :						Optional[Any]			     = AutoConfig.from_pretrained("""hf-internal-testing/test_dynamic_model"""  ,trust_remote_code=lowercase_							)

        _UpperCAmelCase  :						Optional[Any]			     = AutoConfig.from_pretrained("""hf-internal-testing/test_dynamic_model"""  ,trust_remote_code=lowercase_							)
        self.assertEqual(config.__class__.__name__  ,"""NewModelConfig"""							)

        # Test config can be reloaded.
        with tempfile.TemporaryDirectory() as tmp_dir:
               config.save_pretrained(lowercase_							)
               _UpperCAmelCase  :						List[str]			     = AutoConfig.from_pretrained(lowercase_  ,trust_remote_code=lowercase_							)
        self.assertEqual(reloaded_config.__class__.__name__  ,"""NewModelConfig"""							)







 def _snake_case (							self							)		->   Dict:



        class 							lowercase       (  lowerCAmelCase__				):


         """simple docstring"""


         UpperCAmelCase							=  """new-model"""

        try:
               AutoConfig.register("""new-model"""  ,lowercase_							)
               # If remote code is not set, the default is to use local
               _UpperCAmelCase  :						Union[str, Any]			     = AutoConfig.from_pretrained("""hf-internal-testing/test_dynamic_model"""							)
               self.assertEqual(config.__class__.__name__  ,"""NewModelConfigLocal"""							)

               # If remote code is disabled, we load the local one.
               _UpperCAmelCase  :						Union[str, Any]			     = AutoConfig.from_pretrained("""hf-internal-testing/test_dynamic_model"""  ,trust_remote_code=lowercase_							)
               self.assertEqual(config.__class__.__name__  ,"""NewModelConfigLocal"""							)

               # If remote is enabled, we load from the Hub
               _UpperCAmelCase  :						Optional[int]			     = AutoConfig.from_pretrained("""hf-internal-testing/test_dynamic_model"""  ,trust_remote_code=lowercase_							)
               self.assertEqual(config.__class__.__name__  ,"""NewModelConfig"""							)

        finally:
               if "new-model" in CONFIG_MAPPING._extra_content:
                      del CONFIG_MAPPING._extra_content["new-model"]








"""simple docstring"""

def __lowercase			(							_a		,			_a		,			_a=False    ):

    if isinstance(_a		,			_a    ) and isinstance(_a		,			_a    ):
        snake_case_ :     Union[str, Any]				=	len(set_a.intersection(_a    )    )

        if alternative_union:
            snake_case_ :     Any				=	len(_a    ) + len(_a    )
        else:
            snake_case_ :     str				=	len(set_a.union(_a    )    )

        return intersection / union

    if isinstance(_a		,			(list, tuple)    ) and isinstance(_a		,			(list, tuple)    ):
        snake_case_ :     str				=	[element for element in set_a if element in set_b]

        if alternative_union:
            snake_case_ :     Tuple				=	len(_a    ) + len(_a    )
            return len(_a    ) / union
        else:
            snake_case_ :     List[Any]				=	set_a + [element for element in set_b if element not in set_a]
            return len(_a    ) / len(_a    )

        return len(_a    ) / len(_a    )
    return None


if __name__ == "__main__":
     lowercase__    :  Any							    =	{'''a''', '''b''', '''c''', '''d''', '''e'''}
     lowercase__    :  Optional[Any]							    =	{'''c''', '''d''', '''e''', '''f''', '''h''', '''i'''}
     print(jaccard_similarity(set_a, set_b))





