



"""simple docstring"""






import random
from typing import Any




def 			snake_case		(		lowerCAmelCase_	)						->				list[Any]:
  for _ in range(len(lowerCAmelCase_	)	):
    _snake_case   	=      random.randint(0  ,						len(lowerCAmelCase_	) - 1	)
    _snake_case   	=      random.randint(0  ,						len(lowerCAmelCase_	) - 1	)
    _snake_case	,     _snake_case   	=      data[b], data[a]
  return data


if __name__ == "__main__":
     snake_case   					=				[0, 1, 2, 3, 4, 5, 6, 7]
     snake_case   					=				['''python''', '''says''', '''hello''', '''!''']
     print('''Fisher-Yates Shuffle:''')
     print('''List''', integers, strings)
     print('''FY Shuffle''', fisher_yates_shuffle(integers), fisher_yates_shuffle(strings))










"""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


snake_case   					=				get_tests_dir('''fixtures/dummy-config.json''')



class     UpperCAmelCase    (	unittest.TestCase  ):



   def    __UpperCAmelCase    (       self    :	Any				):



     """simple docstring"""
     _snake_case   	=      0



   def    __UpperCAmelCase    (       self    :	Optional[Any]				):



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



   def    __UpperCAmelCase    (       self    :	List[str]				):



     """simple docstring"""
     _snake_case   	=      AutoConfig.from_pretrained('''bert-base-uncased'''				)
     self.assertIsInstance(__lowerCamelCase							,       __lowerCamelCase				)



   def    __UpperCAmelCase    (       self    :	Union[str, Any]				):



     """simple docstring"""
     _snake_case   	=      AutoConfig.from_pretrained(__lowerCamelCase				)
     self.assertIsInstance(__lowerCamelCase							,       __lowerCamelCase				)



   def    __UpperCAmelCase    (       self    :	int				):



     """simple docstring"""
     _snake_case   	=      AutoConfig.from_pretrained(__lowerCamelCase				)
     self.assertIsInstance(__lowerCamelCase							,       __lowerCamelCase				)



   def    __UpperCAmelCase    (       self    :	Union[str, Any]				):



     """simple docstring"""
     _snake_case   	=      AutoConfig.for_model('''roberta'''				)
     self.assertIsInstance(__lowerCamelCase							,       __lowerCamelCase				)



   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.
       _snake_case   	=      os.path.join(__lowerCamelCase							,       '''fake-roberta'''				)
       os.makedirs(__lowerCamelCase							,       exist_ok=__lowerCamelCase				)
       with open(os.path.join(__lowerCamelCase							,       '''config.json'''				)							,       '''w'''				) as f:
         f.write(json.dumps({}				)				)
       _snake_case   	=      AutoConfig.from_pretrained(__lowerCamelCase				)
       self.assertEqual(type(__lowerCamelCase				)							,       __lowerCamelCase				)



   def    __UpperCAmelCase    (       self    :	Optional[Any]				):



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

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

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



   def    __UpperCAmelCase    (       self    :	Optional[int]				):



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



   def    __UpperCAmelCase    (       self    :	Dict				):



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



   def    __UpperCAmelCase    (       self    :	Dict				):



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



   def    __UpperCAmelCase    (       self    :	str				):



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

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

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





   def    __UpperCAmelCase    (       self    :	Union[str, Any]				):



     """simple docstring"""



     class     UpperCAmelCase    (	__SCREAMING_SNAKE_CASE  ):
        A__		:	List[Any]           =  '''new-model'''

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

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

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





