
from __future__ import annotations



def       _lowercase					(      __SCREAMING_SNAKE_CASE				,    __SCREAMING_SNAKE_CASE )	->     Union[str, Any]:
			UpperCamelCase__    :		Optional[int]     =				0
			UpperCamelCase__    :		Tuple     =				len(__SCREAMING_SNAKE_CASE ) - 1
			while left <= right:
						UpperCamelCase__    :		Any     =				(left + right) // 2
						if left == right:
									if sorted_list[middle] < item:
												UpperCamelCase__    :		Dict     =				middle + 1
									break
						elif sorted_list[middle] < item:
									UpperCamelCase__    :		Dict     =				middle + 1
						else:
									UpperCamelCase__    :		Dict     =				middle - 1
			sorted_list.insert(__SCREAMING_SNAKE_CASE				,    __SCREAMING_SNAKE_CASE )
			return sorted_list



def       _lowercase					(      __SCREAMING_SNAKE_CASE				,    __SCREAMING_SNAKE_CASE )	->     Optional[int]:
			UpperCamelCase__    :		int     =				[]
			while left and right:
						if left[0][0] < right[0][0]:
									result.append(left.pop(0 ) )
						else:
									result.append(right.pop(0 ) )
			return result + left + right



def       _lowercase					(      __SCREAMING_SNAKE_CASE )	->     Dict:
			UpperCamelCase__    :		Optional[Any]     =				len(__SCREAMING_SNAKE_CASE )
			if length <= 1:
						return list_ad
			UpperCamelCase__    :		Optional[int]     =				length // 2
			return merge(sortlist_ad(list_ad[:middle] )				,    sortlist_ad(list_ad[middle:] ) )



def       _lowercase					(      __SCREAMING_SNAKE_CASE )	->     list[int]:

			if len(__SCREAMING_SNAKE_CASE ) <= 1:
						return collection
			UpperCamelCase__    :		Optional[int]     =				[]
			UpperCamelCase__    :		List[str]     =				False
			for i in range(0				,    len(__SCREAMING_SNAKE_CASE )				,    2 ):
						if i == len(__SCREAMING_SNAKE_CASE ) - 1:
									UpperCamelCase__    :		List[Any]     =				True
						else:
									if collection[i] < collection[i + 1]:
												two_paired_list.append([collection[i], collection[i + 1]] )
									else:
												two_paired_list.append([collection[i + 1], collection[i]] )
			UpperCamelCase__    :		Optional[Any]     =				sortlist_ad(__SCREAMING_SNAKE_CASE )
			UpperCamelCase__    :		List[str]     =				[i[0] for i in sorted_list_ad]
			result.append(sorted_list_ad[-1][1] )
			if has_last_odd_item:
						UpperCamelCase__    :		Optional[Any]     =				collection[-1]
						UpperCamelCase__    :		Optional[Any]     =				binary_search_insertion(__SCREAMING_SNAKE_CASE				,    __SCREAMING_SNAKE_CASE )
			UpperCamelCase__    :		Union[str, Any]     =				False
			for i in range(len(__SCREAMING_SNAKE_CASE ) - 1 ):
						if result[i] == collection[-1] and has_last_odd_item:
									UpperCamelCase__    :		Union[str, Any]     =				True
						UpperCamelCase__    :		Dict     =				sorted_list_ad[i][1]
						# If last_odd_item is inserted before the item's index,
						# you should forward index one more.
						if is_last_odd_item_inserted_before_this_index:
									UpperCamelCase__    :		Tuple     =				result[: i + 2] + binary_search_insertion(result[i + 2 :]				,    __SCREAMING_SNAKE_CASE )
						else:
									UpperCamelCase__    :		Optional[Any]     =				result[: i + 1] + binary_search_insertion(result[i + 1 :]				,    __SCREAMING_SNAKE_CASE )

			return result


if __name__ == "__main__":
							UpperCAmelCase__				:  Union[str, Any]       					=				input('''Enter numbers separated by a comma:\n''').strip()
							UpperCAmelCase__				:  Optional[Any]       					=				[int(item) for item in user_input.split(''',''')]
							print(merge_insertion_sort(unsorted))





from typing import Optional

from ..utils.logging import get_logger
from .audio_classificiation import AudioClassification
from .automatic_speech_recognition import AutomaticSpeechRecognition
from .base import TaskTemplate
from .image_classification import ImageClassification
from .language_modeling import LanguageModeling
from .question_answering import QuestionAnsweringExtractive
from .summarization import Summarization
from .text_classification import TextClassification


UpperCAmelCase__				:  Tuple       					=				[
    '''AutomaticSpeechRecognition''',
    '''AudioClassification''',
    '''ImageClassification''',
    '''LanguageModeling''',
    '''QuestionAnsweringExtractive''',
    '''Summarization''',
    '''TaskTemplate''',
    '''TextClassification''',
]

UpperCAmelCase__				:  Dict       					=				get_logger(__name__)


UpperCAmelCase__				:  Dict       					=				{
    AutomaticSpeechRecognition.task: AutomaticSpeechRecognition,
    AudioClassification.task: AudioClassification,
    ImageClassification.task: ImageClassification,
    LanguageModeling.task: LanguageModeling,
    QuestionAnsweringExtractive.task: QuestionAnsweringExtractive,
    Summarization.task: Summarization,
    TextClassification.task: TextClassification,
}



def       _lowercase					(      __SCREAMING_SNAKE_CASE )	->     Optional[TaskTemplate]:
			UpperCamelCase__    :		Any     =				task_template_dict.get('task' )
			if task_name is None:
						logger.warning(F"""Couldn't find template for task '{task_name}'. Available templates: {list(__SCREAMING_SNAKE_CASE )}""" )
						return None
			UpperCamelCase__    :		Any     =				NAMEaTEMPLATE.get(__SCREAMING_SNAKE_CASE )
			return template.from_dict(__SCREAMING_SNAKE_CASE )



