
"""simple docstring"""





import copy
from dataclasses import dataclass, field
from typing import ClassVar, Dict

from ..features import Audio, ClassLabel, Features
from .base import TaskTemplate






@dataclass(frozen=lowerCamelCase     )
class    _UpperCAmelCase(   lowerCamelCase     ):
		lowercase__      =				field(default='audio-classification'				,					metadata={'include_in_asdict_even_if_is_default': True}     )
		lowercase__      =				Features({'audio': Audio()}     )
		lowercase__      =				Features({'labels': ClassLabel}     )
		lowercase__      =				"audio"
		lowercase__      =				"labels"



		def 						UpperCAmelCase							( self    ,		__a)	->	List[Any]:






							'''simple docstring'''
							if self.label_column not in features:
												raise ValueError(F'''Column {self.label_column} is not present in features.''')
							if not isinstance(features[self.label_column]    ,		__a):
												raise ValueError(F'''Column {self.label_column} is not a ClassLabel.''')
							_UpperCamelCase										=  copy.deepcopy(self)
							_UpperCamelCase										=  self.label_schema.copy()
							_UpperCamelCase										=  features[self.label_column]
							_UpperCamelCase										=  label_schema
							return task_template




		@property
		def 						UpperCAmelCase							( self)	->	Dict[str, str]:






							'''simple docstring'''
							return {
							    self.audio_column: "audio",
							    self.label_column: "labels",
							}








"""simple docstring"""





from __future__ import annotations



def 				lowerCamelCase__		(      __snake_case,					__snake_case     )							->		Optional[int]:


					"""simple docstring"""





					if len(__snake_case     ) <= 1 or n <= 1:
										return

					insert_next(__snake_case,					n - 1     )
					rec_insertion_sort(__snake_case,					n - 1     )



def 				lowerCamelCase__		(      __snake_case,					__snake_case     )							->		Dict:


					"""simple docstring"""





					if index >= len(__snake_case     ) or collection[index - 1] <= collection[index]:
										return

					# Swaps adjacent elements since they are not in ascending order
					_UpperCamelCase			,  _UpperCamelCase										=  (
					    collection[index],
					    collection[index - 1],
					)

					insert_next(__snake_case,					index + 1     )


if __name__ == "__main__":
				_a														=		input("""Enter integers separated by spaces: """)
				_a														=		[int(num) for num in numbers.split()]
				rec_insertion_sort(number_list, len(number_list))
				print(number_list)






