




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


lowerCamelCase__			:       str         =							get_tests_dir('fixtures/dummy-config.json')





class 	lowerCamelCase_							(				unittest.TestCase ):


	'''simple docstring'''







	def 				lowerCAmelCase_  (							self  :		Dict						):
							SCREAMING_SNAKE_CASE_     						=      0



	def 				lowerCAmelCase_  (							self  :		Optional[int]						):
							self.assertIsNotNone(transformers.models.auto.__spec__						)
							self.assertIsNotNone(importlib.util.find_spec('transformers.models.auto'						)						)



	def 				lowerCAmelCase_  (							self  :		Any						):
							SCREAMING_SNAKE_CASE_     						=      AutoConfig.from_pretrained('bert-base-uncased'						)
							self.assertIsInstance(_lowerCAmelCase    ,    _lowerCAmelCase						)



	def 				lowerCAmelCase_  (							self  :		Union[str, Any]						):
							SCREAMING_SNAKE_CASE_     						=      AutoConfig.from_pretrained(_lowerCAmelCase						)
							self.assertIsInstance(_lowerCAmelCase    ,    _lowerCAmelCase						)



	def 				lowerCAmelCase_  (							self  :		Optional[Any]						):
							SCREAMING_SNAKE_CASE_     						=      AutoConfig.from_pretrained(_lowerCAmelCase						)
							self.assertIsInstance(_lowerCAmelCase    ,    _lowerCAmelCase						)



	def 				lowerCAmelCase_  (							self  :		Dict						):
							SCREAMING_SNAKE_CASE_     						=      AutoConfig.for_model('roberta'						)
							self.assertIsInstance(_lowerCAmelCase    ,    _lowerCAmelCase						)



	def 				lowerCAmelCase_  (							self  :		Dict						):
							with tempfile.TemporaryDirectory() as tmp_dir:
													# This model name contains bert and roberta, but roberta ends up being picked.
													SCREAMING_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({}						)						)
													SCREAMING_SNAKE_CASE_     						=      AutoConfig.from_pretrained(_lowerCAmelCase						)
													self.assertEqual(type(_lowerCAmelCase						)    ,    _lowerCAmelCase						)



	def 				lowerCAmelCase_  (							self  :		Optional[Any]						):
							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
													SCREAMING_SNAKE_CASE_     						=      CustomConfig()
													with tempfile.TemporaryDirectory() as tmp_dir:
																			config.save_pretrained(_lowerCAmelCase						)
																			SCREAMING_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 				lowerCAmelCase_  (							self  :		Optional[int]						):
							with self.assertRaisesRegex(
							    _lowerCAmelCase    ,    'bert-base is not a local folder and is not a valid model identifier'						):
													SCREAMING_SNAKE_CASE_     						=      AutoConfig.from_pretrained('bert-base'						)



	def 				lowerCAmelCase_  (							self  :		int						):
							with self.assertRaisesRegex(
							    _lowerCAmelCase    ,    R'aaaaaa is not a valid git identifier \(branch name, tag name or commit id\)'						):
													SCREAMING_SNAKE_CASE_     						=      AutoConfig.from_pretrained(_lowerCAmelCase    ,    revision='aaaaaa'						)



	def 				lowerCAmelCase_  (							self  :		Tuple						):
							with self.assertRaisesRegex(
							    _lowerCAmelCase    ,    'hf-internal-testing/no-config-test-repo does not appear to have a file named config.json.'    ,    ):
													SCREAMING_SNAKE_CASE_     						=      AutoConfig.from_pretrained('hf-internal-testing/no-config-test-repo'						)



	def 				lowerCAmelCase_  (							self  :		Union[str, Any]						):
							# If remote code is not set, we will time out when asking whether to load the model.
							with self.assertRaises(_lowerCAmelCase						):
													SCREAMING_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						):
													SCREAMING_SNAKE_CASE_     						=      AutoConfig.from_pretrained('hf-internal-testing/test_dynamic_model'    ,    trust_remote_code=_lowerCAmelCase						)

							SCREAMING_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						)
													SCREAMING_SNAKE_CASE_     						=      AutoConfig.from_pretrained(_lowerCAmelCase    ,    trust_remote_code=_lowerCAmelCase						)
							self.assertEqual(reloaded_config.__class__.__name__    ,    'NewModelConfig'						)




	def 				lowerCAmelCase_  (							self  :		Any						):





							class 	lowerCamelCase_							(				_SCREAMING_SNAKE_CASE ):


								'''simple docstring'''







								lowercase_       =   "new-model"

							try:
													AutoConfig.register('new-model'    ,    _lowerCAmelCase						)
													# If remote code is not set, the default is to use local
													SCREAMING_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.
													SCREAMING_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
													SCREAMING_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"]





def  UpperCAmelCase_							(				__UpperCAmelCase						:     Optional[Any]      ,      __UpperCAmelCase						:     Union[str, Any]							) ->			List[str]:
      SCREAMING_SNAKE_CASE_     						=      0
      while b > 0:
            if b & 1:
                  res += a

            a += a
            b >>= 1

      return res

def  UpperCAmelCase_							(				__UpperCAmelCase						:     str      ,      __UpperCAmelCase						:     int      ,      __UpperCAmelCase						:     Tuple							) ->			int:
      SCREAMING_SNAKE_CASE_     						=      0
      while b > 0:
            if b & 1:
                  SCREAMING_SNAKE_CASE_     						=      ((res % c) + (a % c)) % c

            a += a
            b >>= 1

      return res