




"""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_				:    Tuple										=     get_tests_dir('''fixtures/dummy-config.json''')

class __lowercase(      unittest.TestCase				):




     '''simple docstring'''


     def     snake_case_				(    self     ):
        __lowerCamelCase					:	Optional[Any]	       =				0
     def     snake_case_				(    self     ):
        self.assertIsNotNone(transformers.models.auto.__spec__     )
        self.assertIsNotNone(importlib.util.find_spec('transformers.models.auto'     )     )
     def     snake_case_				(    self     ):
        __lowerCamelCase					:	List[str]	       =				AutoConfig.from_pretrained('bert-base-uncased'     )
        self.assertIsInstance(__lowerCamelCase						,	__lowerCamelCase     )
     def     snake_case_				(    self     ):
        __lowerCamelCase					:	Optional[int]	       =				AutoConfig.from_pretrained(__lowerCamelCase     )
        self.assertIsInstance(__lowerCamelCase						,	__lowerCamelCase     )
     def     snake_case_				(    self     ):
        __lowerCamelCase					:	Optional[Any]	       =				AutoConfig.from_pretrained(__lowerCamelCase     )
        self.assertIsInstance(__lowerCamelCase						,	__lowerCamelCase     )
     def     snake_case_				(    self     ):
        __lowerCamelCase					:	str	       =				AutoConfig.for_model('roberta'     )
        self.assertIsInstance(__lowerCamelCase						,	__lowerCamelCase     )
     def     snake_case_				(    self     ):
        with tempfile.TemporaryDirectory() as tmp_dir:
           # This model name contains bert and roberta, but roberta ends up being picked.
           __lowerCamelCase					:	Optional[int]	       =				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({}     )     )
           __lowerCamelCase					:	int	       =				AutoConfig.from_pretrained(__lowerCamelCase     )
           self.assertEqual(type(__lowerCamelCase     )						,	__lowerCamelCase     )
     def     snake_case_				(    self     ):
        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
           __lowerCamelCase					:	Optional[Any]	       =				CustomConfig()
           with tempfile.TemporaryDirectory() as tmp_dir:
              config.save_pretrained(__lowerCamelCase     )
              __lowerCamelCase					:	Optional[Any]	       =				AutoConfig.from_pretrained(__lowerCamelCase     )
              self.assertIsInstance(__lowerCamelCase						,	__lowerCamelCase     )

        finally:
           if "custom" in CONFIG_MAPPING._extra_content:
              del CONFIG_MAPPING._extra_content["custom"]
     def     snake_case_				(    self     ):
        with self.assertRaisesRegex(
            __lowerCamelCase						,	'bert-base is not a local folder and is not a valid model identifier'     ):
           __lowerCamelCase					:	str	       =				AutoConfig.from_pretrained('bert-base'     )
     def     snake_case_				(    self     ):
        with self.assertRaisesRegex(
            __lowerCamelCase						,	r'aaaaaa is not a valid git identifier \(branch name, tag name or commit id\)'     ):
           __lowerCamelCase					:	Optional[int]	       =				AutoConfig.from_pretrained(__lowerCamelCase						,	revision='aaaaaa'     )
     def     snake_case_				(    self     ):
        with self.assertRaisesRegex(
            __lowerCamelCase						,	'hf-internal-testing/no-config-test-repo does not appear to have a file named config.json.'						,	):
           __lowerCamelCase					:	Optional[Any]	       =				AutoConfig.from_pretrained('hf-internal-testing/no-config-test-repo'     )
     def     snake_case_				(    self     ):
        # If remote code is not set, we will time out when asking whether to load the model.
        with self.assertRaises(__lowerCamelCase     ):
           __lowerCamelCase					:	int	       =				AutoConfig.from_pretrained('hf-internal-testing/test_dynamic_model'     )
        # If remote code is disabled, we can't load this config.
        with self.assertRaises(__lowerCamelCase     ):
           __lowerCamelCase					:	Union[str, Any]	       =				AutoConfig.from_pretrained('hf-internal-testing/test_dynamic_model'						,	trust_remote_code=__lowerCamelCase     )

        __lowerCamelCase					:	Union[str, Any]	       =				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     )
           __lowerCamelCase					:	List[Any]	       =				AutoConfig.from_pretrained(__lowerCamelCase						,	trust_remote_code=__lowerCamelCase     )
        self.assertEqual(reloaded_config.__class__.__name__						,	'NewModelConfig'     )





     def     snake_case_				(    self     ):

        class __lowercase(      _A				):




             '''simple docstring'''


             __a						:						int     		= 'new-model'

        try:
           AutoConfig.register('new-model'						,	__lowerCamelCase     )
           # If remote code is not set, the default is to use local
           __lowerCamelCase					:	Optional[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.
           __lowerCamelCase					:	str	       =				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
           __lowerCamelCase					:	Any	       =				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"]









"""simple docstring"""
import random





def 						UpperCAmelCase				(			A__:    Union[str, Any]							,				A__:    List[str]							,				A__:    Union[str, Any]     )  ->     int:
			__lowerCamelCase					:	Optional[Any]	       =				a[left_index]
			__lowerCamelCase					:	int	       =				left_index + 1
			for j in range(left_index + 1							,				A__     ):
						if a[j] < pivot:
									__lowerCamelCase       ,      __lowerCamelCase					:	Optional[int]	       =				a[i], a[j]
									i += 1
			__lowerCamelCase       ,      __lowerCamelCase					:	str	       =				a[i - 1], a[left_index]
			return i - 1





def 						UpperCAmelCase				(			A__:    List[Any]							,				A__:    Tuple							,				A__:    Tuple     )  ->     Dict:
			if left < right:
						__lowerCamelCase					:	Optional[int]	       =				random.randint(A__							,				right - 1     )
						__lowerCamelCase       ,      __lowerCamelCase					:	int	       =				(
						    a[left],
						    a[pivot],
						)  # switches the pivot with the left most bound
						__lowerCamelCase					:	Union[str, Any]	       =				partition(A__							,				A__							,				A__     )
						quick_sort_random(
						    A__							,				A__							,				A__     )  # recursive quicksort to the left of the pivot point
						quick_sort_random(
						    A__							,				pivot_index + 1							,				A__     )  # recursive quicksort to the right of the pivot point





def 						UpperCAmelCase				(			)  ->     int:
			__lowerCamelCase					:	Dict	       =				input('Enter numbers separated by a comma:\n'     ).strip()
			__lowerCamelCase					:	int	       =				[int(A__     ) for item in user_input.split(','     )]

			quick_sort_random(A__							,				0							,				len(A__     )     )

			print(A__     )


if __name__ == "__main__":
					main()



