

'''simple docstring'''

from __future__ import annotations

def      __magic_name__							(			A				)      ->		list[int]:
	if not list_of_ints:
		return []

	if min(A				) < 0:
		raise ValueError('All numbers must be positive'				)

	snake_case							=					max(len(bin(A				)[2:]				) for x in list_of_ints				)
	return _msd_radix_sort(A       , A				)

def      __magic_name__							(			A       , A				)      ->		list[int]:
	if bit_position == 0 or len(A				) in [0, 1]:
		return list_of_ints

	snake_case							=					[]
	snake_case							=					[]
	# Split numbers based on bit at bit_position from the right
	for number in list_of_ints:
		if (number >> (bit_position - 1)) & 1:
			# number has a one at bit bit_position
			ones.append(A				)
		else:
			# number has a zero at bit bit_position
			zeros.append(A				)

    # recursively split both lists further
	snake_case							=					_msd_radix_sort(A       , bit_position - 1				)
	snake_case							=					_msd_radix_sort(A       , bit_position - 1				)

	# recombine lists
	snake_case							=					zeros
	res.extend(A				)

	return res

def      __magic_name__							(			A				)      ->		Any:
	snake_case							=					len(A				)
	if not list_of_ints or length == 1:
		return

	if min(A				) < 0:
		raise ValueError('All numbers must be positive'				)

	snake_case							=					max(len(bin(A				)[2:]				) for x in list_of_ints				)
	_msd_radix_sort_inplace(A       , A       , 0       , A				)

def      __magic_name__							(			A       , A       , A       , A				)      ->		Any:
	if bit_position == 0 or end_index - begin_index <= 1:
		return

	bit_position -= 1

	snake_case							=					begin_index
	snake_case							=					end_index - 1
	while i <= j:
		snake_case							=					False
		if not (list_of_ints[i] >> bit_position) & 1:
			# found zero at the beginning
			i += 1
			snake_case							=					True
		if (list_of_ints[j] >> bit_position) & 1:
			# found one at the end
			j -= 1
			snake_case							=					True

		if changed:
			continue

		snake_case			,			snake_case							=					list_of_ints[j], list_of_ints[i]
		j -= 1
		if j != i:
			i += 1

	_msd_radix_sort_inplace(A       , A       , A       , A				)
	_msd_radix_sort_inplace(A       , A       , A       , A				)


if __name__ == "__main__":
						import doctest

						doctest.testmod()










import copy

from ...configuration_utils import PretrainedConfig
from ...utils import logging
from ..auto.configuration_auto import AutoConfig


UpperCAmelCase :				Union[str, Any]							=logging.get_logger(__name__)


class    _lowercase (a_   ):
				'''simple docstring'''







				lowercase__     =    """speech-encoder-decoder"""
				lowercase__     =    True

				def __init__(			self  ,			**snake_case__     ):

									'''simple docstring'''


									super().__init__(**snake_case__     )
									if "encoder" not in kwargs or "decoder" not in kwargs:
														raise ValueError(
														    F"""A configuraton of type {self.model_type} cannot be instantiated because not both `encoder` and"""
														    F""" `decoder` sub-configurations are passed, but only {kwargs}"""     )

									UpperCamelCase_			= kwargs.pop("encoder"     )
									UpperCamelCase_			= encoder_config.pop("model_type"     )
									UpperCamelCase_			= kwargs.pop("decoder"     )
									UpperCamelCase_			= decoder_config.pop("model_type"     )

									UpperCamelCase_			= AutoConfig.for_model(snake_case__  ,			**snake_case__     )
									UpperCamelCase_			= AutoConfig.for_model(snake_case__  ,			**snake_case__     )
									UpperCamelCase_			= True

				@classmethod
				def    _lowerCamelCase       (			cls  ,			snake_case__  ,			snake_case__  ,			**snake_case__     ):

									'''simple docstring'''


									logger.info("Setting `config.is_decoder=True` and `config.add_cross_attention=True` for decoder_config"     )
									UpperCamelCase_			= True
									UpperCamelCase_			= True

									return cls(encoder=encoder_config.to_dict()  ,			decoder=decoder_config.to_dict()  ,			**snake_case__     )

				def    _lowerCamelCase       (			self     ):

									'''simple docstring'''


									UpperCamelCase_			= copy.deepcopy(self.__dict__     )
									UpperCamelCase_			= self.encoder.to_dict()
									UpperCamelCase_			= self.decoder.to_dict()
									UpperCamelCase_			= self.__class__.model_type
									return output
