





'''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__					:			Union[str, Any]          =     get_tests_dir('''fixtures/dummy-config.json''')






class 				__snake_case     (					unittest.TestCase							):





	def   _snake_case   (		self		)      ->		List[str]:
		snake_case__	       =   0





	def   _snake_case   (		self		)      ->		str:
		self.assertIsNotNone(transformers.models.auto.__spec__		)
		self.assertIsNotNone(importlib.util.find_spec('transformers.models.auto'		)		)





	def   _snake_case   (		self		)      ->		List[str]:
		snake_case__	       =   AutoConfig.from_pretrained('bert-base-uncased'		)
		self.assertIsInstance(UpperCamelCase_      ,       UpperCamelCase_		)





	def   _snake_case   (		self		)      ->		str:
		snake_case__	       =   AutoConfig.from_pretrained(UpperCamelCase_		)
		self.assertIsInstance(UpperCamelCase_      ,       UpperCamelCase_		)





	def   _snake_case   (		self		)      ->		str:
		snake_case__	       =   AutoConfig.from_pretrained(UpperCamelCase_		)
		self.assertIsInstance(UpperCamelCase_      ,       UpperCamelCase_		)





	def   _snake_case   (		self		)      ->		List[Any]:
		snake_case__	       =   AutoConfig.for_model('roberta'		)
		self.assertIsInstance(UpperCamelCase_      ,       UpperCamelCase_		)





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





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

			# 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(UpperCamelCase_		)
				snake_case__	       =   AutoConfig.from_pretrained(UpperCamelCase_		)
				self.assertIsInstance(UpperCamelCase_      ,       UpperCamelCase_		)

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





	def   _snake_case   (		self		)      ->		List[Any]:
		with self.assertRaisesRegex(
		    UpperCamelCase_      ,       'bert-base is not a local folder and is not a valid model identifier'		):
			snake_case__	       =   AutoConfig.from_pretrained('bert-base'		)





	def   _snake_case   (		self		)      ->		Union[str, Any]:
		with self.assertRaisesRegex(
		    UpperCamelCase_      ,       R'aaaaaa is not a valid git identifier \(branch name, tag name or commit id\)'		):
			snake_case__	       =   AutoConfig.from_pretrained(UpperCamelCase_      ,       revision='aaaaaa'		)





	def   _snake_case   (		self		)      ->		Any:
		with self.assertRaisesRegex(
		    UpperCamelCase_      ,       '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   _snake_case   (		self		)      ->		Optional[Any]:
		# If remote code is not set, we will time out when asking whether to load the model.
		with self.assertRaises(UpperCamelCase_		):
			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(UpperCamelCase_		):
			snake_case__	       =   AutoConfig.from_pretrained('hf-internal-testing/test_dynamic_model'      ,       trust_remote_code=UpperCamelCase_		)

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

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





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






		class 				__snake_case     (					__magic_name__							):
			__lowerCAmelCase       						=  '''new-model'''

		try:
			AutoConfig.register('new-model'      ,       UpperCamelCase_		)
			# 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=UpperCamelCase_		)
			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=UpperCamelCase_		)
			self.assertEqual(config.__class__.__name__      ,       'NewModelConfig'		)

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










'''simple docstring'''




from __future__ import annotations

import math




def 						__lowerCamelCase			(	UpperCAmelCase_					,				UpperCAmelCase_					,				UpperCAmelCase_					,				UpperCAmelCase_					,				UpperCAmelCase_							)   ->int:

	if depth < 0:
		raise ValueError('Depth cannot be less than 0'							)

	if not scores:
		raise ValueError('Scores cannot be empty'							)

	if depth == height:
		return scores[node_index]

	return (
	    max(
	        minimax(depth + 1					,				node_index * 2					,				UpperCAmelCase_					,				UpperCAmelCase_					,				UpperCAmelCase_							)					,				minimax(depth + 1					,				node_index * 2 + 1					,				UpperCAmelCase_					,				UpperCAmelCase_					,				UpperCAmelCase_							)					,				)
	    if is_max
	    else min(
	        minimax(depth + 1					,				node_index * 2					,				UpperCAmelCase_					,				UpperCAmelCase_					,				UpperCAmelCase_							)					,				minimax(depth + 1					,				node_index * 2 + 1					,				UpperCAmelCase_					,				UpperCAmelCase_					,				UpperCAmelCase_							)					,				)
	)




def 						__lowerCamelCase			(	)   ->None:
	snake_case__	       =   [90, 23, 6, 33, 21, 65, 1_23, 3_44_23]
	snake_case__	       =   math.log(len(UpperCAmelCase_							)					,				2							)
	print(f'''Optimal value : {minimax(0					,				0					,				UpperCAmelCase_					,				UpperCAmelCase_					,				UpperCAmelCase_							)}'''							)


if __name__ == "__main__":
			import doctest

			doctest.testmod()
			main()



