





'''simple docstring'''

def     __magic_name__							(				__UpperCAmelCase				,						__UpperCAmelCase				,						__UpperCAmelCase=False   )    ->       Tuple:

   '''simple docstring'''







   if isinstance(__UpperCAmelCase				,						__UpperCAmelCase   ) and isinstance(__UpperCAmelCase				,						__UpperCAmelCase   ):
      __SCREAMING_SNAKE_CASE   				=							len(set_a.intersection(__UpperCAmelCase   )   )

      if alternative_union:
         __SCREAMING_SNAKE_CASE   				=							len(__UpperCAmelCase   ) + len(__UpperCAmelCase   )
      else:
         __SCREAMING_SNAKE_CASE   				=							len(set_a.union(__UpperCAmelCase   )   )

      return intersection / union

   if isinstance(__UpperCAmelCase				,						(list, tuple)   ) and isinstance(__UpperCAmelCase				,						(list, tuple)   ):
      __SCREAMING_SNAKE_CASE   				=							[element for element in set_a if element in set_b]

      if alternative_union:
         __SCREAMING_SNAKE_CASE   				=							len(__UpperCAmelCase   ) + len(__UpperCAmelCase   )
         return len(__UpperCAmelCase   ) / union
      else:
         __SCREAMING_SNAKE_CASE   				=							set_a + [element for element in set_b if element not in set_a]
         return len(__UpperCAmelCase   ) / len(__UpperCAmelCase   )

      return len(__UpperCAmelCase   ) / len(__UpperCAmelCase   )
   return None


if __name__ == "__main__":
    a   	=    {"a", "b", "c", "d", "e"}
    a   	=    {"c", "d", "e", "f", "h", "i"}
    print(jaccard_similarity(set_a, set_b))













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

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




@dataclass(frozen=lowercase_)
class       snake_case__ (				lowercase_):

       '''simple docstring'''
       lowerCamelCase				:					str								=			field(default="audio-classification"						,     metadata={"include_in_asdict_even_if_is_default": True})
       lowerCamelCase				:					ClassVar[Features]								=			Features({"audio": Audio()})
       lowerCamelCase				:					ClassVar[Features]								=			Features({"labels": ClassLabel})
       lowerCamelCase				:					str								=			"audio"
       lowerCamelCase				:					str								=			"labels"



       def        __lowercase    (				self      ,    a__     )			->   Dict:






            '''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.'''     )
            __snake_case      :Any 							=    copy.deepcopy(self     )
            __snake_case      :List[Any] 							=    self.label_schema.copy()
            __snake_case      :List[Any] 							=    features[self.label_column]
            __snake_case      :Optional[Any] 							=    label_schema
            return task_template



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






            '''simple docstring'''





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


