
import copy

from transformers.configuration_utils import PretrainedConfig
from transformers.utils import logging


UpperCAmelCase__	:  int      =   logging.get_logger(__name__)






class UpperCAmelCase     (		_SCREAMING_SNAKE_CASE     ):





   '''simple docstring'''
   __UpperCamelCase	:					int				       =					'''hybrid-clip'''
   __UpperCamelCase	:					Optional[int]				       =					True


   def __init__(      self  :							List[str]    ,    lowerCAmelCase_  :							Dict=5_1_2    ,    **lowerCAmelCase_  :							Optional[Any]  ):

      """simple docstring"""
      super().__init__(**__A  )

      if "text_config" not in kwargs:
         raise ValueError('''`text_config` can not be `None`.'''  )

      if "vision_config" not in kwargs:
         raise ValueError('''`vision_config` can not be `None`.'''  )

      _A:						int	    = kwargs.pop('''text_config'''  )
      _A:						Dict	    = kwargs.pop('''vision_config'''  )

      _A:						Any	    = text_config.pop('''model_type'''  )
      _A:						Any	    = vision_config.pop('''model_type'''  )

      from transformers import AutoConfig

      _A:						str	    = AutoConfig.for_model(__A    ,    **__A  )

      if vision_model_type == "clip":
         _A:						List[str]	    = AutoConfig.for_model(__A    ,    **__A  ).vision_config
      elif vision_model_type == "clip_vision_model":
         from transformers import CLIPVisionConfig

         _A:						List[Any]	    = CLIPVisionConfig(**__A  )
      else:
         _A:						List[str]	    = AutoConfig.for_model(__A    ,    **__A  )

      _A:						Union[str, Any]	    = projection_dim
      _A:						List[Any]	    = 1.0


   @classmethod
   def 				__magic_name__       (      cls  :							Dict    ,    lowerCAmelCase_  :							Union[str, Any]    ,    lowerCAmelCase_  :							str    ,    **lowerCAmelCase_  :							int  ):

      """simple docstring"""
      return cls(text_config=text_config.to_dict()    ,    vision_config=vision_config.to_dict()    ,    **__A  )


   def 				__magic_name__       (      self  :							Optional[int]  ):

      """simple docstring"""
      _A:						Union[str, Any]	    = copy.deepcopy(self.__dict__  )
      _A:						Dict	    = self.text_config.to_dict()
      _A:						List[Any]	    = self.vision_config.to_dict()
      _A:						Union[str, Any]	    = self.__class__.model_type
      return output





from __future__ import annotations






def 						lowerCamelCase__							(      a	,	a   )   ->     Union[str, Any]:
   _A:						Any	    = 0
   _A:						str	    = len(a   ) - 1
   while left <= right:
      _A:						Any	    = (left + right) // 2
      if left == right:
         if sorted_list[middle] < item:
            _A:						Union[str, Any]	    = middle + 1
         break
      elif sorted_list[middle] < item:
         _A:						Optional[Any]	    = middle + 1
      else:
         _A:						str	    = middle - 1
   sorted_list.insert(a	,	a   )
   return sorted_list






def 						lowerCamelCase__							(      a	,	a   )   ->     int:
   _A:						List[Any]	    = []
   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 						lowerCamelCase__							(      a   )   ->     List[Any]:
   _A:						Dict	    = len(a   )
   if length <= 1:
      return list_ad
   _A:						str	    = length // 2
   return merge(sortlist_ad(list_ad[:middle]   )	,	sortlist_ad(list_ad[middle:]   )   )






def 						lowerCamelCase__							(      a   )   ->     list[int]:

   if len(a   ) <= 1:
      return collection
   _A:						str	    = []
   _A:						Tuple	    = False
   for i in range(0	,	len(a   )	,	2   ):
      if i == len(a   ) - 1:
         _A:						Dict	    = 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]]   )
   _A:						List[Any]	    = sortlist_ad(a   )
   _A:						Union[str, Any]	    = [i[0] for i in sorted_list_ad]
   result.append(sorted_list_ad[-1][1]   )
   if has_last_odd_item:
      _A:						List[Any]	    = collection[-1]
      _A:						Optional[Any]	    = binary_search_insertion(a	,	a   )
   _A:						Optional[int]	    = False
   for i in range(len(a   ) - 1   ):
      if result[i] == collection[-1] and has_last_odd_item:
         _A:						Tuple	    = True
      _A:						Optional[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:
         _A:						int	    = result[: i + 2] + binary_search_insertion(result[i + 2 :]	,	a   )
      else:
         _A:						Union[str, Any]	    = result[: i + 1] + binary_search_insertion(result[i + 1 :]	,	a   )

   return result


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



