


"""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=lowerCAmelCase__	)
class 						_UpperCamelCase						(     lowerCAmelCase__	):
							'''simple docstring'''







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

							def     snake_case       (  self					,     __a			):
										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."			)
										__lowerCAmelCase       					=    copy.deepcopy(self			)
										__lowerCAmelCase       					=    self.input_schema.copy()
										__lowerCAmelCase       					=    features[self.audio_column]
										__lowerCAmelCase       					=    input_schema
										return task_template



							@property
							def     snake_case       (  self			):
										return {self.audio_column: "audio", self.transcription_column: "transcription"}








"""simple docstring"""


import string


def _lowerCamelCase			(	_UpperCamelCase   ):

			'''simple docstring'''




			__lowerCAmelCase       					=    ""
			for i in sequence:
						__lowerCAmelCase       					=    ord(_UpperCamelCase   )
						if 65 <= extract <= 90:
									output += chr(155 - extract   )
						elif 97 <= extract <= 122:
									output += chr(219 - extract   )
						else:
									output += i
			return output


def _lowerCamelCase			(	_UpperCamelCase   ):

			'''simple docstring'''




			__lowerCAmelCase       					=    string.ascii_letters
			__lowerCAmelCase       					=    string.ascii_lowercase[::-1] + string.ascii_uppercase[::-1]
			return "".join(
			    letters_reversed[letters.index(_UpperCamelCase   )] if c in letters else c for c in sequence   )


def _lowerCamelCase			(	):

			'''simple docstring'''




			from timeit import timeit

			print("Running performance benchmarks..."   )
			__lowerCAmelCase       					=    "from string import printable ; from __main__ import atbash, atbash_slow"
			print(f"> atbash_slow(): {timeit('atbash_slow(printable)'					,				setup=_UpperCamelCase   )} seconds"   )
			print(f">      atbash(): {timeit('atbash(printable)'					,				setup=_UpperCamelCase   )} seconds"   )


if __name__ == "__main__":
	for example in ("ABCDEFGH", "123GGjj", "testStringtest", "with space"):
		print(f'''{example} encrypted in atbash: {atbash(example)}''')
	benchmark()




