






"""simple docstring"""
from __future__ import annotations

def        snake_case   (     A__			,A__			,A__			,A__		):
			UpperCAmelCase_  :				Any      =      []
			UpperCAmelCase_  :				int      =      input_list[low:mid], input_list[mid : high + 1]
			while left and right:
						result.append((left if left[0] <= right[0] else right).pop(0		)		)
			UpperCAmelCase_  :				int      =      result + left + right
			return input_list

def        snake_case   (     A__		):
			if len(a_		) <= 1:
						return input_list
			UpperCAmelCase_  :				List[str]      =      list(a_		)

			# iteration for two-way merging
			UpperCAmelCase_  :				Optional[int]      =      2
			while p <= len(a_		):
						# getting low, high and middle value for merge-sort of single list
						for i in range(0			,len(a_		)			,a_		):
									UpperCAmelCase_  :				List[str]      =      i
									UpperCAmelCase_  :				int      =      i + p - 1
									UpperCAmelCase_  :				Dict      =      (low + high + 1) // 2
									UpperCAmelCase_  :				Optional[Any]      =      merge(a_			,a_			,a_			,a_		)
						# final merge of last two parts
						if p * 2 >= len(a_		):
									UpperCAmelCase_  :				Dict      =      i
									UpperCAmelCase_  :				int      =      merge(a_			,0			,a_			,len(a_		) - 1		)
									break
						p *= 2

			return input_list


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











"""simple docstring"""
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


lowerCamelCase_       			=   logging.get_logger(__name__)

lowerCamelCase_       			=   {
    '''facebook/levit-128S''': '''https://huggingface.co/facebook/levit-128S/resolve/main/config.json''',
    # See all LeViT models at https://huggingface.co/models?filter=levit
}







class     UpperCamelCase_ (__A  ):
	__magic_name__			   =       '''levit'''





	def __init__(   self      :				List[str]			,			lowerCAmelCase_      :				int=224			,			lowerCAmelCase_      :				Union[str, Any]=3			,			lowerCAmelCase_      :				Tuple=3			,			lowerCAmelCase_      :				int=2			,			lowerCAmelCase_      :				str=1			,			lowerCAmelCase_      :				Optional[Any]=16			,			lowerCAmelCase_      :				Tuple=[128, 256, 384]			,			lowerCAmelCase_      :				Optional[int]=[4, 8, 12]			,			lowerCAmelCase_      :				str=[4, 4, 4]			,			lowerCAmelCase_      :				Dict=[16, 16, 16]			,			lowerCAmelCase_      :				int=0			,			lowerCAmelCase_      :				Optional[int]=[2, 2, 2]			,			lowerCAmelCase_      :				Any=[2, 2, 2]			,			lowerCAmelCase_      :				int=0.0_2			,			**lowerCAmelCase_      :				List[Any]			,			)		->    List[str]:
				super().__init__(**lowerCAmelCase_		)
				UpperCAmelCase_  :				int      =      image_size
				UpperCAmelCase_  :				List[Any]      =      num_channels
				UpperCAmelCase_  :				str      =      kernel_size
				UpperCAmelCase_  :				List[Any]      =      stride
				UpperCAmelCase_  :				List[str]      =      padding
				UpperCAmelCase_  :				Any      =      hidden_sizes
				UpperCAmelCase_  :				List[str]      =      num_attention_heads
				UpperCAmelCase_  :				List[str]      =      depths
				UpperCAmelCase_  :				int      =      key_dim
				UpperCAmelCase_  :				List[str]      =      drop_path_rate
				UpperCAmelCase_  :				str      =      patch_size
				UpperCAmelCase_  :				Tuple      =      attention_ratio
				UpperCAmelCase_  :				Optional[int]      =      mlp_ratio
				UpperCAmelCase_  :				Union[str, Any]      =      initializer_range
				UpperCAmelCase_  :				List[Any]      =      [
				    ["Subsample", key_dim[0], hidden_sizes[0] // key_dim[0], 4, 2, 2],
				    ["Subsample", key_dim[0], hidden_sizes[1] // key_dim[0], 4, 2, 2],
				]







class     UpperCamelCase_ (__A  ):
	__magic_name__			   =       version.parse('''1.11'''  )





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





	@property
	def   _SCREAMING_SNAKE_CASE   (   self      :				Dict		)		->    float:
				return 1e-4



