
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
from ...utils.backbone_utils import BackboneConfigMixin, get_aligned_output_features_output_indices


SCREAMING_SNAKE_CASE__							=				logging.get_logger(__name__)

SCREAMING_SNAKE_CASE__							=				{
    '''microsoft/resnet-50''': '''https://huggingface.co/microsoft/resnet-50/blob/main/config.json''',
}
class 	A__   (						_A    ,						_A				):
							lowerCAmelCase__		:						List[Any]    			=							"resnet"
							lowerCAmelCase__		:						Tuple    			=							["basic", "bottleneck"]





							def __init__( self  :   Any     , _UpperCAmelCase  :   Tuple=3     , _UpperCAmelCase  :   str=64     , _UpperCAmelCase  :   Tuple=[2_56, 5_12, 10_24, 20_48]     , _UpperCAmelCase  :   List[Any]=[3, 4, 6, 3]     , _UpperCAmelCase  :   Union[str, Any]="bottleneck"     , _UpperCAmelCase  :   int="relu"     , _UpperCAmelCase  :   List[Any]=False     , _UpperCAmelCase  :   Tuple=None     , _UpperCAmelCase  :   int=None     , **_UpperCAmelCase  :   List[str]     , )						->		List[Any]:



											"""simple docstring"""


											super().__init__(**_UpperCAmelCase				)
											if layer_type not in self.layer_types:
															raise ValueError(f"""layer_type={layer_type} is not one of {",".join(self.layer_types				)}"""				)
											__lowercase								=					num_channels
											__lowercase								=					embedding_size
											__lowercase								=					hidden_sizes
											__lowercase								=					depths
											__lowercase								=					layer_type
											__lowercase								=					hidden_act
											__lowercase								=					downsample_in_first_stage
											__lowercase								=					['''stem'''] + [f"""stage{idx}""" for idx in range(1     , len(_UpperCAmelCase				) + 1				)]
											__lowercase								=					get_aligned_output_features_output_indices(
											    out_features=_UpperCAmelCase     , out_indices=_UpperCAmelCase     , stage_names=self.stage_names				)






class 	A__   (						_A				):
							lowerCAmelCase__		:						str    			=							version.parse("1.11"				)





							@property
							def 			a__ ( self  :   Any				)						->		Mapping[str, Mapping[int, str]]:



											"""simple docstring"""


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





							@property
							def 			a__ ( self  :   Union[str, Any]				)						->		float:



											"""simple docstring"""


											return 1e-3













"""simple docstring"""



def 						lowercase    (				__snake_case				: list[int]	):
		lowercase_ : List[Any]							       =   len(__snake_case	)
		for i in range(__snake_case	):
				for j in range(i + 1		,					__snake_case	):
						if numbers[j] < numbers[i]:
								lowercase_       ,					lowercase_ : Optional[int]							       =   numbers[j], numbers[i]
		return numbers


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



