
'''simple docstring'''






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

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

@dataclass(frozen=__UpperCAmelCase )
class  UpperCAmelCase__						(       __UpperCAmelCase ):
    lowerCAmelCase_				    =		field(default='text-classification'						,	metadata={'include_in_asdict_even_if_is_default': True} )
    lowerCAmelCase_				    =		Features({'text': Value('string' )} )
    lowerCAmelCase_				    =		Features({'labels': ClassLabel} )
    lowerCAmelCase_				    =		"text"
    lowerCAmelCase_				    =		"labels"



    def   lowerCamelCase_  (	self      :       Dict,__A      :       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],UpperCAmelCase_     ):
                raise ValueError(f'Column {self.label_column} is not a ClassLabel.'     )
          _lowerCamelCase				:   Dict								=   copy.deepcopy(self     )
          _lowerCamelCase				:   List[Any]								=   self.label_schema.copy()
          _lowerCamelCase				:   str								=   features[self.label_column]
          _lowerCamelCase				:   Optional[Any]								=   label_schema
          return task_template



    @property
    def   lowerCamelCase_  (	self      :       Optional[Any]     ):
          return {
              self.text_column: "text",
              self.label_column: "labels",
          }


'''simple docstring'''






import math







def 		A_       (	_lowerCAmelCase   :    int							):



      """simple docstring"""




      _lowerCamelCase				:   Optional[int]								=   math.loga(math.sqrt(4 * positive_integer + 1							) / 2 + 1 / 2							)

      return exponent == int(_lowerCAmelCase							)







def 		A_       (	_lowerCAmelCase   :    float = 1 / 12345							):



      """simple docstring"""




      _lowerCamelCase				:   Optional[int]								=   0
      _lowerCamelCase				:   int								=   0

      _lowerCamelCase				:   List[str]								=   3
      while True:
            _lowerCamelCase				:   List[Any]								=   (integer**2 - 1) / 4
            # if candidate is an integer, then there is a partition for k
            if partition_candidate == int(_lowerCAmelCase							):
                  _lowerCamelCase				:   Any								=   int(_lowerCAmelCase							)
                  total_partitions += 1
                  if check_partition_perfect(_lowerCAmelCase							):
                        perfect_partitions += 1
            if perfect_partitions > 0:
                  if perfect_partitions / total_partitions < max_proportion:
                        return int(_lowerCAmelCase							)
            integer += 1


if __name__ == "__main__":
 print(f'''{solution() = }''')