





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

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

@dataclass(frozen=__UpperCAmelCase )
class  __A(						__UpperCAmelCase ):
     __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,       A      ):





            """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      ):





            """simple docstring"""

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













def     SCREAMING_SNAKE_CASE			(      lowerCAmelCase    ,       lowerCAmelCase    ,       lowerCAmelCase = 0    ,       lowerCAmelCase = 0					):
       _UpperCamelCase              =						right or len(lowerCAmelCase					) - 1
       if left > right:
              return -1
       elif list_data[left] == key:
              return left
       elif list_data[right] == key:
              return right
       else:
              return search(lowerCAmelCase    ,       lowerCAmelCase    ,       left + 1    ,       right - 1					)


if __name__ == "__main__":
       import doctest

       doctest.testmod()






