
"""simple docstring"""





from typing import Any



def 				lowerCamelCase__		(      __snake_case     )							->		Union[str, Any]:


					"""simple docstring"""





					if not input_list:
										return []
					_UpperCamelCase										=  [input_list.count(__snake_case     ) for value in input_list]
					_UpperCamelCase										=  max(__snake_case     )  # Gets the maximum count in the input list.
					# Gets values of modes
					return sorted({input_list[i] for i, value in enumerate(__snake_case     ) if value == y}     )


if __name__ == "__main__":
							import doctest

							doctest.testmod()








"""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														=		get_tests_dir("""fixtures/dummy-config.json""")






class    _UpperCAmelCase(   unittest.TestCase     ):



		def 						UpperCAmelCase							( self)	->	str:






							'''simple docstring'''
							_UpperCamelCase										=  0



		def 						UpperCAmelCase							( self)	->	List[str]:






							'''simple docstring'''
							self.assertIsNotNone(transformers.models.auto.__spec__)
							self.assertIsNotNone(importlib.util.find_spec('''transformers.models.auto'''))



		def 						UpperCAmelCase							( self)	->	str:






							'''simple docstring'''
							_UpperCamelCase										=  AutoConfig.from_pretrained('''bert-base-uncased''')
							self.assertIsInstance(__a    ,		__a)



		def 						UpperCAmelCase							( self)	->	Tuple:






							'''simple docstring'''
							_UpperCamelCase										=  AutoConfig.from_pretrained(__a)
							self.assertIsInstance(__a    ,		__a)



		def 						UpperCAmelCase							( self)	->	Optional[Any]:






							'''simple docstring'''
							_UpperCamelCase										=  AutoConfig.from_pretrained(__a)
							self.assertIsInstance(__a    ,		__a)



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






							'''simple docstring'''
							_UpperCamelCase										=  AutoConfig.for_model('''roberta''')
							self.assertIsInstance(__a    ,		__a)



		def 						UpperCAmelCase							( self)	->	Dict:






							'''simple docstring'''
							with tempfile.TemporaryDirectory() as tmp_dir:
												# This model name contains bert and roberta, but roberta ends up being picked.
												_UpperCamelCase										=  os.path.join(__a    ,		'''fake-roberta''')
												os.makedirs(__a    ,		exist_ok=__a)
												with open(os.path.join(__a    ,		'''config.json''')    ,		'''w''') as f:
																	f.write(json.dumps({}))
												_UpperCamelCase										=  AutoConfig.from_pretrained(__a)
												self.assertEqual(type(__a)    ,		__a)



		def 						UpperCAmelCase							( self)	->	Tuple:






							'''simple docstring'''
							try:
												AutoConfig.register('''custom'''    ,		__a)
												# Wrong model type will raise an error
												with self.assertRaises(__a):
																	AutoConfig.register('''model'''    ,		__a)
												# Trying to register something existing in the Transformers library will raise an error
												with self.assertRaises(__a):
																	AutoConfig.register('''bert'''    ,		__a)

												# Now that the config is registered, it can be used as any other config with the auto-API
												_UpperCamelCase										=  CustomConfig()
												with tempfile.TemporaryDirectory() as tmp_dir:
																	config.save_pretrained(__a)
																	_UpperCamelCase										=  AutoConfig.from_pretrained(__a)
																	self.assertIsInstance(__a    ,		__a)

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



		def 						UpperCAmelCase							( self)	->	List[Any]:






							'''simple docstring'''
							with self.assertRaisesRegex(
							    __a    ,		'''bert-base is not a local folder and is not a valid model identifier'''):
												_UpperCamelCase										=  AutoConfig.from_pretrained('''bert-base''')



		def 						UpperCAmelCase							( self)	->	List[Any]:






							'''simple docstring'''
							with self.assertRaisesRegex(
							    __a    ,		R'''aaaaaa is not a valid git identifier \(branch name, tag name or commit id\)'''):
												_UpperCamelCase										=  AutoConfig.from_pretrained(__a    ,		revision='''aaaaaa''')



		def 						UpperCAmelCase							( self)	->	Optional[Any]:






							'''simple docstring'''
							with self.assertRaisesRegex(
							    __a    ,		'''hf-internal-testing/no-config-test-repo does not appear to have a file named config.json.'''    ,		):
												_UpperCamelCase										=  AutoConfig.from_pretrained('''hf-internal-testing/no-config-test-repo''')



		def 						UpperCAmelCase							( self)	->	int:






							'''simple docstring'''
							# If remote code is not set, we will time out when asking whether to load the model.
							with self.assertRaises(__a):
												_UpperCamelCase										=  AutoConfig.from_pretrained('''hf-internal-testing/test_dynamic_model''')
							# If remote code is disabled, we can't load this config.
							with self.assertRaises(__a):
												_UpperCamelCase										=  AutoConfig.from_pretrained('''hf-internal-testing/test_dynamic_model'''    ,		trust_remote_code=__a)

							_UpperCamelCase										=  AutoConfig.from_pretrained('''hf-internal-testing/test_dynamic_model'''    ,		trust_remote_code=__a)
							self.assertEqual(config.__class__.__name__    ,		'''NewModelConfig''')

							# Test config can be reloaded.
							with tempfile.TemporaryDirectory() as tmp_dir:
												config.save_pretrained(__a)
												_UpperCamelCase										=  AutoConfig.from_pretrained(__a    ,		trust_remote_code=__a)
							self.assertEqual(reloaded_config.__class__.__name__    ,		'''NewModelConfig''')




		def 						UpperCAmelCase							( self)	->	Any:






							'''simple docstring'''






							class    _UpperCAmelCase(   lowerCamelCase     ):
									lowercase__      =				'new-model'

							try:
												AutoConfig.register('''new-model'''    ,		__a)
												# If remote code is not set, the default is to use local
												_UpperCamelCase										=  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										=  AutoConfig.from_pretrained('''hf-internal-testing/test_dynamic_model'''    ,		trust_remote_code=__a)
												self.assertEqual(config.__class__.__name__    ,		'''NewModelConfigLocal''')

												# If remote is enabled, we load from the Hub
												_UpperCamelCase										=  AutoConfig.from_pretrained('''hf-internal-testing/test_dynamic_model'''    ,		trust_remote_code=__a)
												self.assertEqual(config.__class__.__name__    ,		'''NewModelConfig''')

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






