






'''simple docstring'''




from __future__ import annotations

def 			UpperCamelCase_							(      _UpperCAmelCase						:   Tuple    ,			_UpperCAmelCase						:   Tuple					)					->					List[str]:


       """simple docstring"""







       _UpperCAmelCase  :						Any							   =					0
       _UpperCAmelCase  :						Any							   =					len(_UpperCAmelCase					) - 1
       while left <= right:
              _UpperCAmelCase  :						int							   =					(left + right) // 2
              if left == right:
                     if sorted_list[middle] < item:
                            _UpperCAmelCase  :						int							   =					middle + 1
                     break
              elif sorted_list[middle] < item:
                     _UpperCAmelCase  :						Optional[int]							   =					middle + 1
              else:
                     _UpperCAmelCase  :						Dict							   =					middle - 1
       sorted_list.insert(_UpperCAmelCase    ,			_UpperCAmelCase					)
       return sorted_list

def 			UpperCamelCase_							(      _UpperCAmelCase						:   Union[str, Any]    ,			_UpperCAmelCase						:   Any					)					->					int:


       """simple docstring"""







       _UpperCAmelCase  :						Optional[int]							   =					[]
       while left and right:
              if left[0][0] < right[0][0]:
                     result.append(left.pop(0					)					)
              else:
                     result.append(right.pop(0					)					)
       return result + left + right

def 			UpperCamelCase_							(      _UpperCAmelCase						:   Dict					)					->					int:


       """simple docstring"""







       _UpperCAmelCase  :						Any							   =					len(_UpperCAmelCase					)
       if length <= 1:
              return list_ad
       _UpperCAmelCase  :						Tuple							   =					length // 2
       return merge(sortlist_ad(list_ad[:middle]					)    ,			sortlist_ad(list_ad[middle:]					)					)

def 			UpperCamelCase_							(      _UpperCAmelCase						:   list[int]					)					->					list[int]:


       """simple docstring"""







       if len(_UpperCAmelCase					) <= 1:
              return collection
       _UpperCAmelCase  :						Any							   =					[]
       _UpperCAmelCase  :						Union[str, Any]							   =					False
       for i in range(0    ,			len(_UpperCAmelCase					)    ,			2					):
              if i == len(_UpperCAmelCase					) - 1:
                     _UpperCAmelCase  :						int							   =					True
              else:
                     if collection[i] < collection[i + 1]:
                            two_paired_list.append([collection[i], collection[i + 1]]					)
                     else:
                            two_paired_list.append([collection[i + 1], collection[i]]					)
       _UpperCAmelCase  :						str							   =					sortlist_ad(_UpperCAmelCase					)
       _UpperCAmelCase  :						Dict							   =					[i[0] for i in sorted_list_ad]
       result.append(sorted_list_ad[-1][1]					)
       if has_last_odd_item:
              _UpperCAmelCase  :						Dict							   =					collection[-1]
              _UpperCAmelCase  :						str							   =					binary_search_insertion(_UpperCAmelCase    ,			_UpperCAmelCase					)
       _UpperCAmelCase  :						Optional[int]							   =					False
       for i in range(len(_UpperCAmelCase					) - 1					):
              if result[i] == collection[-1] and has_last_odd_item:
                     _UpperCAmelCase  :						Tuple							   =					True
              _UpperCAmelCase  :						Any							   =					sorted_list_ad[i][1]
              # If last_odd_item is inserted before the item's index,
              # you should forward index one more.
              if is_last_odd_item_inserted_before_this_index:
                     _UpperCAmelCase  :						Optional[int]							   =					result[: i + 2] + binary_search_insertion(result[i + 2 :]    ,			_UpperCAmelCase					)
              else:
                     _UpperCAmelCase  :						Tuple							   =					result[: i + 1] + binary_search_insertion(result[i + 1 :]    ,			_UpperCAmelCase					)

       return result


if __name__ == "__main__":
  __SCREAMING_SNAKE_CASE :  Optional[Any]  =						input("""Enter numbers separated by a comma:\n""").strip()
  __SCREAMING_SNAKE_CASE :  List[str]  =						[int(item) for item in user_input.split(""",""")]
  print(merge_insertion_sort(unsorted))


'''simple docstring'''




import copy

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


__SCREAMING_SNAKE_CASE :  Optional[int]  =						logging.get_logger(__name__)

class 			lowerCamelCase_			(snake_case__					):
      '''simple docstring'''

      __UpperCamelCase:						List[Any]      			=		"speech-encoder-decoder"
      __UpperCamelCase:						Optional[int]      			=		True




      def __init__( self		:       Optional[int]		,      **A		:       Tuple ):
             super().__init__(**A )
             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  :						Dict							   =					kwargs.pop("encoder" )
             _UpperCAmelCase  :						Any							   =					encoder_config.pop("model_type" )
             _UpperCAmelCase  :						str							   =					kwargs.pop("decoder" )
             _UpperCAmelCase  :						int							   =					decoder_config.pop("model_type" )

             _UpperCAmelCase  :						List[Any]							   =					AutoConfig.for_model(A		,      **A )
             _UpperCAmelCase  :						str							   =					AutoConfig.for_model(A		,      **A )
             _UpperCAmelCase  :						Optional[int]							   =					True




      @classmethod
      def   _A			( cls		:       int		,      A		:       PretrainedConfig		,      A		:       PretrainedConfig		,      **A		:       Dict ):
             logger.info("Setting `config.is_decoder=True` and `config.add_cross_attention=True` for decoder_config" )
             _UpperCAmelCase  :						Any							   =					True
             _UpperCAmelCase  :						Union[str, Any]							   =					True

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





      def   _A			( self		:       Tuple ):
             _UpperCAmelCase  :						List[str]							   =					copy.deepcopy(self.__dict__ )
             _UpperCAmelCase  :						Any							   =					self.encoder.to_dict()
             _UpperCAmelCase  :						Union[str, Any]							   =					self.decoder.to_dict()
             _UpperCAmelCase  :						Union[str, Any]							   =					self.__class__.model_type
             return output

