


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

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






@dataclass(frozen=__snake_case				)
class       _UpperCamelCase    (					__snake_case				):

				"""simple docstring"""







				lowerCAmelCase 		= field(default='automatic-speech-recognition'    ,		metadata={'include_in_asdict_even_if_is_default': True}				)
				lowerCAmelCase 		= Features({'audio': Audio()}				)
				lowerCAmelCase 		= Features({'transcription': Value('string'				)}				)
				lowerCAmelCase 		= "audio"
				lowerCAmelCase 		= "transcription"

				def      _UpperCAmelCase					(						self				,   a__   )	->				List[Any]:
					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]				,   a__   ):
						raise ValueError(f'Column {self.audio_column} is not an Audio type.'   )
					A								=				copy.deepcopy(self   )
					A								=				self.input_schema.copy()
					A								=				features[self.audio_column]
					A								=				input_schema
					return task_template

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







import math





def   _lowerCAmelCase				(   UpperCamelCase__:     int						) ->   bool:





	"""simple docstring"""







	if 1 < number < 4:
		# 2 and 3 are primes
		return True
	elif number < 2 or number % 2 == 0 or number % 3 == 0:
		# Negatives, 0, 1, all even numbers, all multiples of 3 are not primes
		return False

	# All primes number are in format of 6k +/- 1
	for i in range(5							,					int(math.sqrt(UpperCamelCase__						) + 1						)							,					6						):
		if number % i == 0 or number % (i + 2) == 0:
			return False
	return True





def   _lowerCAmelCase				(   UpperCamelCase__:     float = 0.1						) ->   int:





	"""simple docstring"""







	A								=				3
	A								=				3

	while primes / (2 * j - 1) >= ratio:
		for i in range(j * j + j + 1							,					(j + 2) * (j + 2)							,					j + 1						):
			primes += is_prime(UpperCamelCase__						)
		j += 2
	return j


if __name__ == "__main__":
				import doctest

				doctest.testmod()



