






def    SCREAMING_SNAKE_CASE_							(							__magic_name__					:  str					)		->			str:






	"""simple docstring"""



	UpperCamelCase     :int          =	0

	# if input_string is "aba" than new_input_string become "a|b|a"
	UpperCamelCase     :Dict          =	""""""
	UpperCamelCase     :int          =	""""""

	# append each character + "|" in new_string for range(0, length-1)
	for i in input_string[: len(__magic_name__					) - 1]:
		new_input_string += i + "|"
	# append last character
	new_input_string += input_string[-1]

	# we will store the starting and ending of previous furthest ending palindromic
	# substring
	UpperCamelCase     ,      UpperCamelCase     :str          =	0, 0

	# length[i] shows the length of palindromic substring with center i
	UpperCamelCase     :str          =	[1 for i in range(len(__magic_name__					)					)]

	# for each character in new_string find corresponding palindromic string
	UpperCamelCase     :List[Any]          =	0
	for j in range(len(__magic_name__					)					):
		UpperCamelCase     :str          =	1 if j > r else min(length[l + r - j] // 2	,			r - j + 1					)
		while (
		    j - k >= 0
		    and j + k < len(__magic_name__					)
		    and new_input_string[k + j] == new_input_string[j - k]
		):
			k += 1

		UpperCamelCase     :str          =	2 * k - 1

		# does this string is ending after the previously explored end (that is r) ?
		# if yes the update the new r to the last index of this
		if j + k - 1 > r:
			UpperCamelCase     :Optional[int]          =	j - k + 1  # noqa: E741
			UpperCamelCase     :Tuple          =	j + k - 1

		# update max_length and start position
		if max_length < length[j]:
			UpperCamelCase     :int          =	length[j]
			UpperCamelCase     :Dict          =	j

    # create that string
	UpperCamelCase     :List[Any]          =	new_input_string[start - max_length // 2 : start + max_length // 2 + 1]
	for i in s:
		if i != "|":
			output_string += i

	return output_string


if __name__ == "__main__":
	import doctest

	doctest.testmod()








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

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

@dataclass(frozen=_a      )
class     _SCREAMING_SNAKE_CASE       (			_a      ):
	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 						_A (		self				:					List[str] ,  __lowerCamelCase				:					Dict	):
		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     :int          =	copy.deepcopy(self	)
		UpperCamelCase     :Any          =	self.input_schema.copy()
		UpperCamelCase     :List[str]          =	features[self.audio_column]
		UpperCamelCase     :List[Any]          =	input_schema
		return task_template





	@property
	def 						_A (		self				:					Optional[int]	):
		return {self.audio_column: "audio", self.transcription_column: "transcription"}
