
'''simple docstring'''
import copy

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


a_           =    logging.get_logger(__name__)






class  UpperCAmelCase_					(						snake_case__       ):
 UpperCAmelCase_		     =    """speech-encoder-decoder"""
 UpperCAmelCase_		     =    True





 def __init__(     self			,							**lowercase_):
     super().__init__(**lowercase_)
     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}')

     snake_case_			:     str        =    kwargs.pop("encoder")
     snake_case_			:     Dict        =    encoder_config.pop("model_type")
     snake_case_			:     Optional[int]        =    kwargs.pop("decoder")
     snake_case_			:     int        =    decoder_config.pop("model_type")

     snake_case_			:     Dict        =    AutoConfig.for_model(lowercase_			,							**lowercase_)
     snake_case_			:     Dict        =    AutoConfig.for_model(lowercase_			,							**lowercase_)
     snake_case_			:     Any        =    True





 @classmethod
 def 							snake_case__		(     cls			,							lowercase_			,							lowercase_			,							**lowercase_):
     logger.info("Setting `config.is_decoder=True` and `config.add_cross_attention=True` for decoder_config")
     snake_case_			:     List[str]        =    True
     snake_case_			:     List[Any]        =    True

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





 def 							snake_case__		(     self):
     snake_case_			:     List[str]        =    copy.deepcopy(self.__dict__)
     snake_case_			:     Any        =    self.encoder.to_dict()
     snake_case_			:     Tuple        =    self.decoder.to_dict()
     snake_case_			:     Optional[int]        =    self.__class__.model_type
     return output






'''simple docstring'''
def     UpperCamelCase_  (						__SCREAMING_SNAKE_CASE,		__SCREAMING_SNAKE_CASE,		__SCREAMING_SNAKE_CASE							):
    """simple docstring"""






    if right <= left:
        return
    snake_case_			:     Dict        =    left
    snake_case_			:     Tuple        =    right
    snake_case_			:     List[str]        =    sorting[left]
    while i <= b:
        if sorting[i] < pivot:
            snake_case_      ,			snake_case_			:     Union[str, Any]        =    sorting[i], sorting[a]
            a += 1
            i += 1
        elif sorting[i] > pivot:
            snake_case_      ,			snake_case_			:     List[str]        =    sorting[i], sorting[b]
            b -= 1
        else:
            i += 1
    quick_sort_apartition(__SCREAMING_SNAKE_CASE,		__SCREAMING_SNAKE_CASE,		a - 1							)
    quick_sort_apartition(__SCREAMING_SNAKE_CASE,		b + 1,		__SCREAMING_SNAKE_CASE							)

def     UpperCamelCase_  (						__SCREAMING_SNAKE_CASE,		__SCREAMING_SNAKE_CASE,		__SCREAMING_SNAKE_CASE							):
    """simple docstring"""






    if left < right:
        snake_case_			:     Dict        =    lomuto_partition(__SCREAMING_SNAKE_CASE,		__SCREAMING_SNAKE_CASE,		__SCREAMING_SNAKE_CASE							)
        quick_sort_lomuto_partition(__SCREAMING_SNAKE_CASE,		__SCREAMING_SNAKE_CASE,		pivot_index - 1							)
        quick_sort_lomuto_partition(__SCREAMING_SNAKE_CASE,		pivot_index + 1,		__SCREAMING_SNAKE_CASE							)

def     UpperCamelCase_  (						__SCREAMING_SNAKE_CASE,		__SCREAMING_SNAKE_CASE,		__SCREAMING_SNAKE_CASE							):
    """simple docstring"""






    snake_case_			:     List[Any]        =    sorting[right]
    snake_case_			:     Optional[int]        =    left
    for i in range(__SCREAMING_SNAKE_CASE,		__SCREAMING_SNAKE_CASE							):
        if sorting[i] < pivot:
            snake_case_      ,			snake_case_			:     Dict        =    sorting[i], sorting[store_index]
            store_index += 1
    snake_case_      ,			snake_case_			:     Optional[Any]        =    sorting[store_index], sorting[right]
    return store_index

def     UpperCamelCase_  (						__SCREAMING_SNAKE_CASE							):
    """simple docstring"""






    if len(__SCREAMING_SNAKE_CASE							) <= 1:
        return sorting
    return (
        three_way_radix_quicksort([i for i in sorting if i < sorting[0]]							)
        + [i for i in sorting if i == sorting[0]]
        + three_way_radix_quicksort([i for i in sorting if i > sorting[0]]							)
    )


if __name__ == "__main__":
  import doctest

  doctest.testmod(verbose=True)

  a_           =    input("Enter numbers separated by a comma:\n").strip()
  a_           =    [int(item) for item in user_input.split(",")]
  quick_sort_apartition(unsorted, 0, len(unsorted) - 1)
  print(unsorted)




