

def    lowerCAmelCase__							(		SCREAMING_SNAKE_CASE_:							Optional[Any]		,    SCREAMING_SNAKE_CASE_:							List[Any]		,    SCREAMING_SNAKE_CASE_:							str		,    SCREAMING_SNAKE_CASE_:							List[Any] )     -> int:




				'''simple docstring'''





				if start == end:
								return start if lst[start] > item else start + 1
				if start > end:
								return start

				A__            =     (start + end) // 2
				if lst[mid] < item:
								return binary_search(SCREAMING_SNAKE_CASE_		,    SCREAMING_SNAKE_CASE_		,    mid + 1		,    SCREAMING_SNAKE_CASE_ )
				elif lst[mid] > item:
								return binary_search(SCREAMING_SNAKE_CASE_		,    SCREAMING_SNAKE_CASE_		,    SCREAMING_SNAKE_CASE_		,    mid - 1 )
				else:
								return mid



def    lowerCAmelCase__							(		SCREAMING_SNAKE_CASE_:							Dict )     -> List[str]:




				'''simple docstring'''





				A__            =     len(SCREAMING_SNAKE_CASE_ )

				for index in range(1		,    SCREAMING_SNAKE_CASE_ ):
								A__            =     lst[index]
								A__            =     binary_search(SCREAMING_SNAKE_CASE_		,    SCREAMING_SNAKE_CASE_		,    0		,    index - 1 )
								A__            =     lst[:pos] + [value] + lst[pos:index] + lst[index + 1 :]

				return lst



def    lowerCAmelCase__							(		SCREAMING_SNAKE_CASE_:							str		,    SCREAMING_SNAKE_CASE_:							List[Any] )     -> Optional[int]:




				'''simple docstring'''





				if not left:
								return right

				if not right:
								return left

				if left[0] < right[0]:
								return [left[0], *merge(left[1:]		,    SCREAMING_SNAKE_CASE_ )]

				return [right[0], *merge(SCREAMING_SNAKE_CASE_		,    right[1:] )]



def    lowerCAmelCase__							(		SCREAMING_SNAKE_CASE_:							Tuple )     -> Union[str, Any]:




				'''simple docstring'''





				A__            =     len(SCREAMING_SNAKE_CASE_ )
				A__      ,			A__            =     [], []
				A__            =     [lst[0]]
				A__            =     []
				A__            =     1
				while i < length:
								if lst[i] < lst[i - 1]:
												runs.append(SCREAMING_SNAKE_CASE_ )
												A__            =     [lst[i]]
								else:
												new_run.append(lst[i] )
								i += 1
				runs.append(SCREAMING_SNAKE_CASE_ )

				for run in runs:
								sorted_runs.append(insertion_sort(SCREAMING_SNAKE_CASE_ ) )
				for run in sorted_runs:
								A__            =     merge(SCREAMING_SNAKE_CASE_		,    SCREAMING_SNAKE_CASE_ )

				return sorted_array



def    lowerCAmelCase__							(		)     -> List[str]:




				'''simple docstring'''





				A__            =     [5, 9, 1_0, 3, -4, 5, 1_7_8, 9_2, 4_6, -1_8, 0, 7]
				A__            =     tim_sort(SCREAMING_SNAKE_CASE_ )
				print(SCREAMING_SNAKE_CASE_ )


if __name__ == "__main__":
	main()




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__						=	{
    """MBZUAI/swiftformer-xs""": """https://huggingface.co/MBZUAI/swiftformer-xs/resolve/main/config.json""",
}

class    a__  (   snake_case     ):
			"""simple docstring"""







			__lowerCamelCase	    =    'swiftformer'


			def __init__(      self , lowercase=3 , lowercase=[3, 3, 6, 4] , lowercase=[48, 56, 112, 220] , lowercase=4 , lowercase=[True, True, True, True] , lowercase="gelu" , lowercase=3 , lowercase=2 , lowercase=1 , lowercase=0.0 , lowercase=True , lowercase=1e-5 , lowercase=1e-5 , **lowercase , )					->  Optional[int]:
							'''simple docstring'''






							super().__init__(**lowercase    )
							A__            =     num_channels
							A__            =     depths
							A__            =     embed_dims
							A__            =     mlp_ratio
							A__            =     downsamples
							A__            =     hidden_act
							A__            =     down_patch_size
							A__            =     down_stride
							A__            =     down_pad
							A__            =     drop_path_rate
							A__            =     use_layer_scale
							A__            =     layer_scale_init_value
							A__            =     batch_norm_eps

class    a__  (   snake_case     ):
			"""simple docstring"""







			__lowerCamelCase	    =    version.parse('1.11'     )


			@property
			def        UpperCamelCase						(      self    )					->  Mapping[str, Mapping[int, str]]:
							'''simple docstring'''






							return OrderedDict(
							    [
							        ("pixel_values", {0: "batch", 1: "num_channels", 2: "height", 3: "width"}),
							    ]    )


			@property
			def        UpperCamelCase						(      self    )					->  float:
							'''simple docstring'''






							return 1e-4

