


'''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


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

__UpperCAmelCase    :Optional[Any]				       =     {
    "microsoft/swin-tiny-patch4-window7-224": (
        "https://huggingface.co/microsoft/swin-tiny-patch4-window7-224/resolve/main/config.json"
    ),
    # See all Swin models at https://huggingface.co/models?filter=swin
}



class 			a       (	_a			,						_a ):


     """simple docstring"""






     SCREAMING_SNAKE_CASE :				Optional[Any]							     =     "swin"

     SCREAMING_SNAKE_CASE :				List[Any]							     =     {
         "num_attention_heads": "num_heads",
         "num_hidden_layers": "num_layers",
     }

     def __init__(       self  :	str							,				snake_case  :	List[str]=224							,				snake_case  :	Any=4							,				snake_case  :	Dict=3							,				snake_case  :	List[Any]=96							,				snake_case  :	Tuple=[2, 2, 6, 2]							,				snake_case  :	Optional[Any]=[3, 6, 12, 24]							,				snake_case  :	Dict=7							,				snake_case  :	Union[str, Any]=4.0							,				snake_case  :	List[Any]=True							,				snake_case  :	int=0.0							,				snake_case  :	List[Any]=0.0							,				snake_case  :	Any=0.1							,				snake_case  :	List[Any]="gelu"							,				snake_case  :	Optional[int]=False							,				snake_case  :	int=0.02							,				snake_case  :	int=1E-5							,				snake_case  :	Union[str, Any]=32							,				snake_case  :	Any=None							,				snake_case  :	str=None							,				**snake_case  :	str							,				)		->							Tuple:
          super().__init__(**snake_case    )

          __UpperCAmelCase			:				Optional[Any]													=    image_size
          __UpperCAmelCase			:				List[str]													=    patch_size
          __UpperCAmelCase			:				str													=    num_channels
          __UpperCAmelCase			:				Optional[int]													=    embed_dim
          __UpperCAmelCase			:				Tuple													=    depths
          __UpperCAmelCase			:				Optional[int]													=    len(snake_case    )
          __UpperCAmelCase			:				int													=    num_heads
          __UpperCAmelCase			:				Tuple													=    window_size
          __UpperCAmelCase			:				Dict													=    mlp_ratio
          __UpperCAmelCase			:				Tuple													=    qkv_bias
          __UpperCAmelCase			:				List[Any]													=    hidden_dropout_prob
          __UpperCAmelCase			:				Union[str, Any]													=    attention_probs_dropout_prob
          __UpperCAmelCase			:				Any													=    drop_path_rate
          __UpperCAmelCase			:				Union[str, Any]													=    hidden_act
          __UpperCAmelCase			:				str													=    use_absolute_embeddings
          __UpperCAmelCase			:				Union[str, Any]													=    layer_norm_eps
          __UpperCAmelCase			:				str													=    initializer_range
          __UpperCAmelCase			:				Dict													=    encoder_stride
          # we set the hidden_size attribute in order to make Swin work with VisionEncoderDecoderModel
          # this indicates the channel dimension after the last stage of the model
          __UpperCAmelCase			:				List[str]													=    int(embed_dim * 2 ** (len(snake_case    ) - 1)    )
          __UpperCAmelCase			:				Union[str, Any]													=    ['''stem'''] + [f'stage{idx}' for idx in range(1							,				len(snake_case    ) + 1    )]
          __UpperCAmelCase							,     __UpperCAmelCase			:				Any													=    get_aligned_output_features_output_indices(
              out_features=snake_case							,				out_indices=snake_case							,				stage_names=self.stage_names    )



class 			a       (	_a ):


     """simple docstring"""






     SCREAMING_SNAKE_CASE :				Any							     =     version.parse("1.11" )

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






     @property
     def 				lowerCamelCase__				(       self  :	Tuple    )		->							float:
          return 1E-4



'''simple docstring'''



from collections.abc import Iterable
from typing import Any



class 			a       :


     """simple docstring"""






     def __init__(       self  :	Any							,				snake_case  :	int | None = None    )		->							int:
          __UpperCAmelCase			:				str													=    value
          __UpperCAmelCase			:				Node | None													=    None  # Added in order to delete a node easier
          __UpperCAmelCase			:				Node | None													=    None
          __UpperCAmelCase			:				Node | None													=    None






     def __repr__(       self  :	str    )		->							str:
          from pprint import pformat

          if self.left is None and self.right is None:
               return str(self.value    )
          return pformat({f'{self.value}': (self.left, self.right)}							,				indent=1    )



class 			a       :


     """simple docstring"""






     def __init__(       self  :	Optional[int]							,				snake_case  :	Node | None = None    )		->							str:
          __UpperCAmelCase			:				Optional[Any]													=    root

     def __str__(       self  :	str    )		->							str:
          return str(self.root    )

     def 				lowerCamelCase__				(       self  :	Union[str, Any]							,				snake_case  :	Node							,				snake_case  :	Node | None    )		->							None:
          if new_children is not None:  # reset its kids
               __UpperCAmelCase			:				List[str]													=    node.parent
          if node.parent is not None:  # reset its parent
               if self.is_right(snake_case    ):  # If it is the right children
                    __UpperCAmelCase			:				int													=    new_children
               else:
                    __UpperCAmelCase			:				Tuple													=    new_children
          else:
               __UpperCAmelCase			:				List[Any]													=    new_children

     def 				lowerCamelCase__				(       self  :	Optional[int]							,				snake_case  :	Node    )		->							bool:
          if node.parent and node.parent.right:
               return node == node.parent.right
          return False

     def 				lowerCamelCase__				(       self  :	int    )		->							bool:
          return self.root is None

     def 				lowerCamelCase__				(       self  :	Optional[int]							,				snake_case  :	Optional[Any]    )		->							None:
          __UpperCAmelCase			:				int													=    Node(snake_case    )  # create a new Node
          if self.empty():  # if Tree is empty
               __UpperCAmelCase			:				List[Any]													=    new_node  # set its root
          else:  # Tree is not empty
               __UpperCAmelCase			:				Tuple													=    self.root  # from root
               if parent_node is None:
                    return
               while True:  # While we don't get to a leaf
                    if value < parent_node.value:  # We go left
                         if parent_node.left is None:
                              __UpperCAmelCase			:				Optional[int]													=    new_node  # We insert the new node in a leaf
                              break
                         else:
                              __UpperCAmelCase			:				List[Any]													=    parent_node.left
                    else:
                         if parent_node.right is None:
                              __UpperCAmelCase			:				Optional[int]													=    new_node
                              break
                         else:
                              __UpperCAmelCase			:				List[str]													=    parent_node.right
               __UpperCAmelCase			:				int													=    parent_node

     def 				lowerCamelCase__				(       self  :	Optional[int]							,				*snake_case  :	List[Any]    )		->							None:
          for value in values:
               self.__insert(snake_case    )

     def 				lowerCamelCase__				(       self  :	Optional[int]							,				snake_case  :	Dict    )		->							Node | None:
          if self.empty():
               raise IndexError('''Warning: Tree is empty! please use another.'''    )
          else:
               __UpperCAmelCase			:				List[Any]													=    self.root
               # use lazy evaluation here to avoid NoneType Attribute error
               while node is not None and node.value is not value:
                    __UpperCAmelCase			:				Union[str, Any]													=    node.left if value < node.value else node.right
               return node

     def 				lowerCamelCase__				(       self  :	str							,				snake_case  :	Node | None = None    )		->							Node | None:
          if node is None:
               if self.root is None:
                    return None
               __UpperCAmelCase			:				Optional[Any]													=    self.root

          if not self.empty():
               while node.right is not None:
                    __UpperCAmelCase			:				str													=    node.right
          return node

     def 				lowerCamelCase__				(       self  :	int							,				snake_case  :	Node | None = None    )		->							Node | None:
          if node is None:
               __UpperCAmelCase			:				str													=    self.root
          if self.root is None:
               return None
          if not self.empty():
               __UpperCAmelCase			:				List[str]													=    self.root
               while node.left is not None:
                    __UpperCAmelCase			:				str													=    node.left
          return node

     def 				lowerCamelCase__				(       self  :	Union[str, Any]							,				snake_case  :	int    )		->							None:
          __UpperCAmelCase			:				List[str]													=    self.search(snake_case    )  # Look for the node with that label
          if node is not None:
               if node.left is None and node.right is None:  # If it has no children
                    self.__reassign_nodes(snake_case							,				snake_case    )
               elif node.left is None:  # Has only right children
                    self.__reassign_nodes(snake_case							,				node.right    )
               elif node.right is None:  # Has only left children
                    self.__reassign_nodes(snake_case							,				node.left    )
               else:
                    __UpperCAmelCase			:				Optional[int]													=    self.get_max(
                        node.left    )  # Gets the max value of the left branch
                    self.remove(tmp_node.value    )  # type: ignore
                    __UpperCAmelCase			:				List[str]													=    (
                        tmp_node.value  # type: ignore
                    )  # Assigns the value to the node to delete and keep tree structure

     def 				lowerCamelCase__				(       self  :	List[str]							,				snake_case  :	Node | None    )		->							Iterable:
          if node is not None:
               yield node  # Preorder Traversal
               yield from self.preorder_traverse(node.left    )
               yield from self.preorder_traverse(node.right    )

     def 				lowerCamelCase__				(       self  :	Union[str, Any]							,				snake_case  :	int=None    )		->							Any:
          if traversal_function is None:
               return self.preorder_traverse(self.root    )
          else:
               return traversal_function(self.root    )

     def 				lowerCamelCase__				(       self  :	str							,				snake_case  :	list							,				snake_case  :	Node | None    )		->							None:
          if node:
               self.inorder(snake_case							,				node.left    )
               arr.append(node.value    )
               self.inorder(snake_case							,				node.right    )






     def 				lowerCamelCase__				(       self  :	Optional[int]							,				snake_case  :	int							,				snake_case  :	Node    )		->							int:
          __UpperCAmelCase			:				list[int]													=    []
          self.inorder(snake_case							,				snake_case    )  # append all values to list using inorder traversal
          return arr[k - 1]




def 			_a			(		_lowercase      :			Node | None						):





     '''simple docstring'''






     __UpperCAmelCase			:				List[str]													=    []
     if curr_node is not None:
          __UpperCAmelCase			:				Union[str, Any]													=    postorder(curr_node.left						) + postorder(curr_node.right						) + [curr_node]
     return node_list




def 			_a			(		):





     '''simple docstring'''






     __UpperCAmelCase			:				Optional[Any]													=    (8, 3, 6, 1, 10, 14, 13, 4, 7)
     __UpperCAmelCase			:				Union[str, Any]													=    BinarySearchTree()
     for i in testlist:
          t.insert(_lowercase						)

     # Prints all the elements of the list in order traversal
     print(_lowercase						)

     if t.search(6						) is not None:
          print('''The value 6 exists'''						)
     else:
          print('''The value 6 doesn\'t exist'''						)

     if t.search(-1						) is not None:
          print('''The value -1 exists'''						)
     else:
          print('''The value -1 doesn\'t exist'''						)

     if not t.empty():
          print('''Max Value: '''    ,      t.get_max().value						)  # type: ignore
          print('''Min Value: '''    ,      t.get_min().value						)  # type: ignore

     for i in testlist:
          t.remove(_lowercase						)
          print(_lowercase						)


if __name__ == "__main__":
      import doctest

      doctest.testmod(verbose=True)