




'''simple docstring'''

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

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






@dataclass(frozen=_lowerCamelCase     )
class 						a				(   _lowerCamelCase     ):
				snake_case_      =		field(default="image-classification"   ,     metadata={"include_in_asdict_even_if_is_default": True}     )
				snake_case_      =		Features({"image": Image()}     )
				snake_case_      =		Features({"labels": ClassLabel}     )
				snake_case_      =		"image"
				snake_case_      =		"labels"


				def   A_ (		self    :					int       ,				lowercase_    :					Optional[int]					):
									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]       ,				lowercase_					):
														raise ValueError(F"Column {self.label_column} is not a ClassLabel."					)
									snake_case_									=				copy.deepcopy(self					)
									snake_case_									=				self.label_schema.copy()
									snake_case_									=				features[self.label_column]
									snake_case_									=				label_schema
									return task_template


				@property
				def   A_ (		self    :					Tuple					):
									return {
									    self.image_column: "image",
									    self.label_column: "labels",
									}







'''simple docstring'''

from __future__ import annotations

import math


def 		__magic_name__    (	__UpperCAmelCase,      __UpperCAmelCase,      __UpperCAmelCase,      __UpperCAmelCase,      __UpperCAmelCase	)		->					int:

					'''simple docstring'''

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

					if len(__UpperCAmelCase	) == 0:
										raise ValueError('''Scores cannot be empty'''	)

					if depth == height:
										return scores[node_index]

					if is_max:
										return max(
										    minimax(depth + 1,      node_index * 2,      __UpperCAmelCase,      __UpperCAmelCase,      __UpperCAmelCase	),      minimax(depth + 1,      node_index * 2 + 1,      __UpperCAmelCase,      __UpperCAmelCase,      __UpperCAmelCase	),      )

					return min(
					    minimax(depth + 1,      node_index * 2,      __UpperCAmelCase,      __UpperCAmelCase,      __UpperCAmelCase	),      minimax(depth + 1,      node_index * 2 + 1,      __UpperCAmelCase,      __UpperCAmelCase,      __UpperCAmelCase	),      )


def 		__magic_name__    (	)		->					None:

					'''simple docstring'''

					snake_case_									=				[90, 23, 6, 33, 21, 65, 123, 3_4423]
					snake_case_									=				math.log(len(__UpperCAmelCase	),      2	)
					print('''Optimal value : ''',      end=''''''	)
					print(minimax(0,      0,      __UpperCAmelCase,      __UpperCAmelCase,      __UpperCAmelCase	)	)


if __name__ == "__main__":
							import doctest

							doctest.testmod()
							main()

