from __future__ import annotations

def     lowercase_       (    _lowerCamelCase							: List[str]	,			_lowerCamelCase							: Tuple):
    lowercase__				:     int					      =       0
    lowercase__				:     Tuple					      =       len(_lowerCamelCase) - 1
    while left <= right:
        lowercase__				:     Optional[int]					      =       (left + right) // 2
        if left == right:
            if sorted_list[middle] < item:
                lowercase__				:     Union[str, Any]					      =       middle + 1
            break
        elif sorted_list[middle] < item:
            lowercase__				:     int					      =       middle + 1
        else:
            lowercase__				:     Optional[int]					      =       middle - 1
    sorted_list.insert(_lowerCamelCase	,			_lowerCamelCase)
    return sorted_list

def     lowercase_       (    _lowerCamelCase							: Optional[int]	,			_lowerCamelCase							: Union[str, Any]):
    lowercase__				:     Tuple					      =       []
    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     lowercase_       (    _lowerCamelCase							: Tuple):
    lowercase__				:     List[Any]					      =       len(_lowerCamelCase)
    if length <= 1:
        return list_ad
    lowercase__				:     str					      =       length // 2
    return merge(sortlist_ad(list_ad[:middle])	,			sortlist_ad(list_ad[middle:]))

def     lowercase_       (    _lowerCamelCase							: list[int]):

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

    return result


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




from collections import OrderedDict
from typing import Mapping

from packaging import version

from ...configuration_utils import PretrainedConfig
from ...onnx import OnnxConfig
from ...utils import logging


UpperCamelCase													=		logging.get_logger(__name__)

UpperCamelCase													=		{
    '''apple/mobilevit-small''': '''https://huggingface.co/apple/mobilevit-small/resolve/main/config.json''',
    '''apple/mobilevit-x-small''': '''https://huggingface.co/apple/mobilevit-x-small/resolve/main/config.json''',
    '''apple/mobilevit-xx-small''': '''https://huggingface.co/apple/mobilevit-xx-small/resolve/main/config.json''',
    '''apple/deeplabv3-mobilevit-small''': (
        '''https://huggingface.co/apple/deeplabv3-mobilevit-small/resolve/main/config.json'''
    ),
    '''apple/deeplabv3-mobilevit-x-small''': (
        '''https://huggingface.co/apple/deeplabv3-mobilevit-x-small/resolve/main/config.json'''
    ),
    '''apple/deeplabv3-mobilevit-xx-small''': (
        '''https://huggingface.co/apple/deeplabv3-mobilevit-xx-small/resolve/main/config.json'''
    ),
    # See all MobileViT models at https://huggingface.co/models?filter=mobilevit
}



class 						snake_case_ (	__A ):
   __A			:	Any        =       "mobilevit"






   def __init__(   self       :  Union[str, Any]			,		lowercase_       :  List[Any]=3			,		lowercase_       :  List[Any]=2_56			,		lowercase_       :  Union[str, Any]=2			,		lowercase_       :  int=[1_44, 1_92, 2_40]			,		lowercase_       :  List[str]=[16, 32, 64, 96, 1_28, 1_60, 6_40]			,		lowercase_       :  Tuple=4			,		lowercase_       :  Optional[int]=2.0			,		lowercase_       :  int=4.0			,		lowercase_       :  str="silu"			,		lowercase_       :  Optional[Any]=3			,		lowercase_       :  Dict=32			,		lowercase_       :  Union[str, Any]=0.1			,		lowercase_       :  str=0.0			,		lowercase_       :  str=0.1			,		lowercase_       :  List[str]=0.02			,		lowercase_       :  Union[str, Any]=1E-5			,		lowercase_       :  Tuple=True			,		lowercase_       :  Optional[Any]=2_56			,		lowercase_       :  List[str]=[6, 12, 18]			,		lowercase_       :  Any=0.1			,		lowercase_       :  List[str]=2_55			,		**lowercase_       :  Tuple			,		)      ->		Optional[Any]:
       super().__init__(**lowercase_						)

       lowercase__				:     List[str]					      =       num_channels
       lowercase__				:     Optional[int]					      =       image_size
       lowercase__				:     Any					      =       patch_size
       lowercase__				:     int					      =       hidden_sizes
       lowercase__				:     str					      =       neck_hidden_sizes
       lowercase__				:     Optional[int]					      =       num_attention_heads
       lowercase__				:     Tuple					      =       mlp_ratio
       lowercase__				:     Tuple					      =       expand_ratio
       lowercase__				:     List[str]					      =       hidden_act
       lowercase__				:     Optional[int]					      =       conv_kernel_size
       lowercase__				:     Union[str, Any]					      =       output_stride
       lowercase__				:     Optional[int]					      =       hidden_dropout_prob
       lowercase__				:     List[str]					      =       attention_probs_dropout_prob
       lowercase__				:     Union[str, Any]					      =       classifier_dropout_prob
       lowercase__				:     Union[str, Any]					      =       initializer_range
       lowercase__				:     List[str]					      =       layer_norm_eps
       lowercase__				:     Dict					      =       qkv_bias

       # decode head attributes for semantic segmentation
       lowercase__				:     List[Any]					      =       aspp_out_channels
       lowercase__				:     List[Any]					      =       atrous_rates
       lowercase__				:     str					      =       aspp_dropout_prob
       lowercase__				:     int					      =       semantic_loss_ignore_index



class 						snake_case_ (	__A ):
   __A			:	int        =       version.parse("1.11" )






   @property
   def    __UpperCamelCase  (   self       :  Union[str, Any]						)      ->		Mapping[str, Mapping[int, str]]:
       return OrderedDict([("pixel_values", {0: "batch", 1: "num_channels", 2: "height", 3: "width"})]						)






   @property
   def    __UpperCamelCase  (   self       :  str						)      ->		Mapping[str, Mapping[int, str]]:
       if self.task == "image-classification":
           return OrderedDict([("logits", {0: "batch"})]						)
       else:
           return OrderedDict([("last_hidden_state", {0: "batch"}), ("pooler_output", {0: "batch"})]						)







   @property
   def    __UpperCamelCase  (   self       :  Union[str, Any]						)      ->		float:
       return 1E-4



