'''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=_UpperCAmelCase)
class   SCREAMING_SNAKE_CASE			(						_UpperCAmelCase):







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






		def 		UpperCamelCase__       (   self		,						__A				) ->     str:
								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]		,						lowercase__				):
														raise ValueError(F'''Column {self.audio_column} is not an Audio type.'''				)
								_lowerCAmelCase										=copy.deepcopy(self				)
								_lowerCAmelCase										=self.input_schema.copy()
								_lowerCAmelCase										=features[self.audio_column]
								_lowerCAmelCase										=input_schema
								return task_template






		@property
		def 		UpperCamelCase__       (   self				) ->     str:
								return {self.audio_column: "audio", self.transcription_column: "transcription"}






'''simple docstring'''

from __future__ import annotations



def 							UpperCamelCase__			(			a__      ):


						'''simple docstring'''






						_lowerCAmelCase										=len(a__      ) // 2

						# choose the middle 3 elements
						_lowerCAmelCase										=lst[m - 1 : m + 2]

						# if middle element is peak
						if three[1] > three[0] and three[1] > three[2]:
												return three[1]

						# if increasing, recurse on right
						elif three[0] < three[2]:
												if len(lst[:m]      ) == 2:
																		m -= 1
												return peak(lst[m:]      )

						# decreasing
						else:
												if len(lst[:m]      ) == 2:
																		m += 1
												return peak(lst[:m]      )


if __name__ == "__main__":
							import doctest

							doctest.testmod()





