





'''simple docstring'''

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

from ..features import Audio, Features, Value
from .base import TaskTemplate
@dataclass(frozen=__magic_name__			)
class     __lowerCAmelCase					(   __magic_name__			):






       """simple docstring"""
       _snake_case     :					str						    =   field(default='automatic-speech-recognition'						,						metadata={'include_in_asdict_even_if_is_default': True}			)
       _snake_case     :					ClassVar[Features]						    =   Features({'audio': Audio()}			)
       _snake_case     :					ClassVar[Features]						    =   Features({'transcription': Value('string'			)}			)
       _snake_case     :					str						    =   "audio"
       _snake_case     :					str						    =   "transcription"





       def snake_case__						(							self       :		Union[str, Any]	,			lowerCAmelCase__       :		List[str]					)   ->					str:

            '''simple docstring'''




            if self.audio_column not in features:
                 raise ValueError(f"""Column {self.audio_column} is not present in features."""					)
            if not isinstance(features[self.audio_column]	,			lowerCAmelCase__					):
                 raise ValueError(f"""Column {self.audio_column} is not an Audio type."""					)
            _UpperCamelCase       =	copy.deepcopy(self					)
            _UpperCamelCase       =	self.input_schema.copy()
            _UpperCamelCase       =	features[self.audio_column]
            _UpperCamelCase       =	input_schema
            return task_template







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

            '''simple docstring'''




            return {self.audio_column: "audio", self.transcription_column: "transcription"}










'''simple docstring'''

from __future__ import annotations







def  a__    (    lowercase :					list[int], lowercase :					list[int], lowercase :					int				)		->		tuple[float, list[float]]:





     """simple docstring"""

     _UpperCamelCase       =	list(range(len(lowercase				)				)				)
     _UpperCamelCase       =	[v / w for v, w in zip(lowercase, lowercase				)]
     index.sort(key=lambda lowercase				: ratio[i], reverse=lowercase				)

     _UpperCamelCase       =	0
     _UpperCamelCase       =	[0] * len(lowercase				)
     for i in index:
          if weight[i] <= capacity:
               _UpperCamelCase       =	1
               max_value += value[i]
               capacity -= weight[i]
          else:
               _UpperCamelCase       =	capacity / weight[i]
               max_value += value[i] * capacity / weight[i]
               break

     return max_value, fractions


if __name__ == "__main__":
   import doctest

   doctest.testmod()



