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

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






@dataclass(frozen=A__					)
class 		a__						(					A__					):
					A	       =							field(default='image-classification'    ,		metadata={'include_in_asdict_even_if_is_default': True}					)
					A	       =							Features({'image': Image()}					)
					A	       =							Features({'labels': ClassLabel}					)
					A	       =							"image"
					A	       =							"labels"

					def 				__UpperCamelCase   (    self      :       Any,_A      :       Optional[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.'    )
							SCREAMING_SNAKE_CASE_  :		Optional[Any]				      =    copy.deepcopy(self    )
							SCREAMING_SNAKE_CASE_  :		Tuple				      =    self.label_schema.copy()
							SCREAMING_SNAKE_CASE_  :		int				      =    features[self.label_column]
							SCREAMING_SNAKE_CASE_  :		List[Any]				      =    label_schema
							return task_template






					@property
					def 				__UpperCamelCase   (    self      :       List[str]    ):







							"""simple docstring"""






							return {
							    self.image_column: "image",
							    self.label_column: "labels",
							}

def       _snake_case	(   lowerCAmelCase							:   list	):
		"""simple docstring"""







		SCREAMING_SNAKE_CASE_  :		Dict				      =    len(lowerCAmelCase	)
		for i in range(1   , lowerCAmelCase	):
				SCREAMING_SNAKE_CASE_  :		int				      =    collection[i]
				SCREAMING_SNAKE_CASE_  :		Any				      =    0
				SCREAMING_SNAKE_CASE_  :		Tuple				      =    i - 1

				while low <= high:
						SCREAMING_SNAKE_CASE_  :		int				      =    (low + high) // 2
						if val < collection[mid]:
								SCREAMING_SNAKE_CASE_  :		Optional[Any]				      =    mid - 1
						else:
								SCREAMING_SNAKE_CASE_  :		Tuple				      =    mid + 1
				for j in range(lowerCAmelCase   , lowerCAmelCase   , -1	):
						SCREAMING_SNAKE_CASE_  :		Union[str, Any]				      =    collection[j - 1]
				SCREAMING_SNAKE_CASE_  :		int				      =    val
		return collection


if __name__ == "__main__":
		__lowerCamelCase					:	Dict       =  input('''Enter numbers separated by a comma:\n''').strip()
		__lowerCamelCase					:	List[str]       =  [int(item) for item in user_input.split(''',''')]
		print(binary_insertion_sort(unsorted))
