


"""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
from ...utils.backbone_utils import BackboneConfigMixin, get_aligned_output_features_output_indices


a__				:							Optional[int]						=     logging.get_logger(__name__)

a__				:							int						=     {
    '''microsoft/resnet-50''': '''https://huggingface.co/microsoft/resnet-50/blob/main/config.json''',
}




class  UpperCamelCase_	( _UpperCAmelCase			,  _UpperCAmelCase):

	"""simple docstring"""





	snake_case__				:  Dict    					=			"resnet"
	snake_case__				:  Tuple    					=			["basic", "bottleneck"]




	def __init__( self			:				Optional[Any]			,			UpperCAmelCase__			:				int=3			,			UpperCAmelCase__			:				List[str]=6_4			,			UpperCAmelCase__			:				int=[2_5_6, 5_1_2, 1_0_2_4, 2_0_4_8]			,			UpperCAmelCase__			:				Tuple=[3, 4, 6, 3]			,			UpperCAmelCase__			:				Union[str, Any]="bottleneck"			,			UpperCAmelCase__			:				List[str]="relu"			,			UpperCAmelCase__			:				Tuple=False			,			UpperCAmelCase__			:				List[str]=None			,			UpperCAmelCase__			:				List[Any]=None			,			**UpperCAmelCase__			:				str			,			)       ->	Optional[Any]:
						super().__init__(**lowercase_   )
						if layer_type not in self.layer_types:
											raise ValueError(F"""layer_type={layer_type} is not one of {','.join(self.layer_types   )}"""   )
						__SCREAMING_SNAKE_CASE						   =				num_channels
						__SCREAMING_SNAKE_CASE						   =				embedding_size
						__SCREAMING_SNAKE_CASE						   =				hidden_sizes
						__SCREAMING_SNAKE_CASE						   =				depths
						__SCREAMING_SNAKE_CASE						   =				layer_type
						__SCREAMING_SNAKE_CASE						   =				hidden_act
						__SCREAMING_SNAKE_CASE						   =				downsample_in_first_stage
						__SCREAMING_SNAKE_CASE						   =				["stem"] + [F"""stage{idx}""" for idx in range(1			,			len(lowercase_   ) + 1   )]
						__SCREAMING_SNAKE_CASE   ,  __SCREAMING_SNAKE_CASE						   =				get_aligned_output_features_output_indices(
						    out_features=lowercase_			,			out_indices=lowercase_			,			stage_names=self.stage_names   )




class  UpperCamelCase_	( _UpperCAmelCase):

	"""simple docstring"""





	snake_case__				:  Union[str, Any]    					=			version.parse("1.11")




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




	@property
	def   UpperCAmelCase_      ( self			:				Any   )       ->	float:
						return 1E-3



def 						_snake_case(    SCREAMING_SNAKE_CASE__			:	Optional[Any]    ,			SCREAMING_SNAKE_CASE__			:	Union[str, Any]      )							->      Tuple:





    '''simple docstring'''






    A__          =   0
    A__          =   len(SCREAMING_SNAKE_CASE__      ) - 1

    while left <= right:
        # avoid divided by 0 during interpolation
        if sorted_collection[left] == sorted_collection[right]:
            if sorted_collection[left] == item:
                return left
            else:
                return None

        A__          =   left + ((item - sorted_collection[left]) * (right - left)) // (
            sorted_collection[right] - sorted_collection[left]
        )

        # out of range check
        if point < 0 or point >= len(SCREAMING_SNAKE_CASE__      ):
            return None

        A__          =   sorted_collection[point]
        if current_item == item:
            return point
        else:
            if point < left:
                A__          =   left
                A__          =   point
            elif point > right:
                A__          =   right
                A__          =   point
            else:
                if item < current_item:
                    A__          =   point - 1
                else:
                    A__          =   point + 1
    return None
def 						_snake_case(    SCREAMING_SNAKE_CASE__			:	Optional[Any]    ,			SCREAMING_SNAKE_CASE__			:	List[str]    ,			SCREAMING_SNAKE_CASE__			:	Optional[Any]    ,			SCREAMING_SNAKE_CASE__			:	List[str]      )							->      str:





    '''simple docstring'''






    if sorted_collection[left] == sorted_collection[right]:
        if sorted_collection[left] == item:
            return left
        else:
            return None

    A__          =   left + ((item - sorted_collection[left]) * (right - left)) // (
        sorted_collection[right] - sorted_collection[left]
    )

    # out of range check
    if point < 0 or point >= len(SCREAMING_SNAKE_CASE__      ):
        return None

    if sorted_collection[point] == item:
        return point
    elif point < left:
        return interpolation_search_by_recursion(SCREAMING_SNAKE_CASE__    ,			SCREAMING_SNAKE_CASE__    ,			SCREAMING_SNAKE_CASE__    ,			SCREAMING_SNAKE_CASE__      )
    elif point > right:
        return interpolation_search_by_recursion(SCREAMING_SNAKE_CASE__    ,			SCREAMING_SNAKE_CASE__    ,			SCREAMING_SNAKE_CASE__    ,			SCREAMING_SNAKE_CASE__      )
    else:
        if sorted_collection[point] > item:
            return interpolation_search_by_recursion(
                SCREAMING_SNAKE_CASE__    ,			SCREAMING_SNAKE_CASE__    ,			SCREAMING_SNAKE_CASE__    ,			point - 1      )
        else:
            return interpolation_search_by_recursion(
                SCREAMING_SNAKE_CASE__    ,			SCREAMING_SNAKE_CASE__    ,			point + 1    ,			SCREAMING_SNAKE_CASE__      )
def 						_snake_case(    SCREAMING_SNAKE_CASE__			:	Tuple      )							->      Tuple:





    '''simple docstring'''






    if collection != sorted(SCREAMING_SNAKE_CASE__      ):
        raise ValueError('Collection must be ascending sorted'      )
    return True


if __name__ == "__main__":
     import sys
     lowercase_       		=  0
     if debug == 1:
          lowercase_       		=  [10, 30, 40, 45, 50, 66, 77, 93]
          try:
               __assert_sorted(collection)
          except ValueError:
               sys.exit("Sequence must be ascending sorted to apply interpolation search")
          lowercase_       		=  67

     lowercase_       		=  interpolation_search(collection, target)
     if result is not None:
          print(f"""{target} found at positions: {result}""")
     else:
          print("Not found")

