



'''simple docstring'''





from __future__ import annotations

from typing import Any






class        lowerCAmelCase_:
  '''simple docstring'''




  def __init__(    self  ,__UpperCAmelCase      )    ->		None:
      lowerCAmelCase__ :  List[str]							      =					num_of_nodes
      lowerCAmelCase__ :  list[list[int]]							      =					[]
      lowerCAmelCase__ :  dict[int, int]							      =					{}




  def 							UpperCAmelCase_	(    self  ,__UpperCAmelCase  ,__UpperCAmelCase  ,__UpperCAmelCase      )    ->		None:
      self.m_edges.append([u_node, v_node, weight]      )




  def 							UpperCAmelCase_	(    self  ,__UpperCAmelCase      )    ->		int:

      if self.m_component[u_node] == u_node:
          return u_node
      return self.find_component(self.m_component[u_node]      )




  def 							UpperCAmelCase_	(    self  ,__UpperCAmelCase      )    ->		None:

      if self.m_component[u_node] != u_node:
          for k in self.m_component:
              lowerCAmelCase__ :  Optional[Any]							      =					self.find_component(__UpperCAmelCase      )




  def 							UpperCAmelCase_	(    self  ,__UpperCAmelCase  ,__UpperCAmelCase  ,__UpperCAmelCase      )    ->		None:

      if component_size[u_node] <= component_size[v_node]:
          lowerCAmelCase__ :  Dict							      =					v_node
          component_size[v_node] += component_size[u_node]
          self.set_component(__UpperCAmelCase      )

      elif component_size[u_node] >= component_size[v_node]:
          lowerCAmelCase__ :  Union[str, Any]							      =					self.find_component(__UpperCAmelCase      )
          component_size[u_node] += component_size[v_node]
          self.set_component(__UpperCAmelCase      )






  def 							UpperCAmelCase_	(    self      )    ->		None:
      lowerCAmelCase__ :  Union[str, Any]							      =					[]
      lowerCAmelCase__ :  Any							      =					0

      lowerCAmelCase__ :  list[Any]							      =					[-1] * self.m_num_of_nodes

      # A list of components (initialized to all of the nodes)
      for node in range(self.m_num_of_nodes      ):
          self.m_component.update({node: node}      )
          component_size.append(1      )

      lowerCAmelCase__ :  str							      =					self.m_num_of_nodes

      while num_of_components > 1:
          for edge in self.m_edges:
              lowerCAmelCase__      ,   lowerCAmelCase__      ,   lowerCAmelCase__ :  List[Any]							      =					edge

              lowerCAmelCase__ :  Union[str, Any]							      =					self.m_component[u]
              lowerCAmelCase__ :  str							      =					self.m_component[v]

              if u_component != v_component:

                  for component in (u_component, v_component):
                      if (
                          minimum_weight_edge[component] == -1
                          or minimum_weight_edge[component][2] > w
                      ):
                          lowerCAmelCase__ :  str							      =					[u, v, w]

          for edge in minimum_weight_edge:
              if isinstance(__UpperCAmelCase  ,__UpperCAmelCase      ):
                  lowerCAmelCase__      ,   lowerCAmelCase__      ,   lowerCAmelCase__ :  Any							      =					edge

                  lowerCAmelCase__ :  Optional[int]							      =					self.m_component[u]
                  lowerCAmelCase__ :  Union[str, Any]							      =					self.m_component[v]

                  if u_component != v_component:
                      mst_weight += w
                      self.union(__UpperCAmelCase  ,__UpperCAmelCase  ,__UpperCAmelCase      )
                      print(F"""Added edge [{u} - {v}]\nAdded weight: {w}\n"""      )
                      num_of_components -= 1

          lowerCAmelCase__ :  Tuple							      =					[-1] * self.m_num_of_nodes
      print(F"""The total weight of the minimal spanning tree is: {mst_weight}"""      )







def    _SCREAMING_SNAKE_CASE  (       ):



    """simple docstring"""







if __name__ == "__main__":
 import doctest

 doctest.testmod()









'''simple docstring'''


from ...configuration_utils import PretrainedConfig
from ...utils import logging


lowerCAmelCase					:     Optional[Any]												=logging.get_logger(__name__)

lowerCAmelCase					:     Tuple												={
    '''facebook/vit-mae-base''': '''https://huggingface.co/facebook/vit-mae-base/resolve/main/config.json''',
    # See all ViT MAE models at https://huggingface.co/models?filter=vit-mae
}
class       a_   (				_lowerCAmelCase							):
     __A      =			"vit_mae"





     def __init__( self		:					Any	,      lowercase		:					int=768	,      lowercase		:					Tuple=12	,      lowercase		:					str=12	,      lowercase		:					Optional[Any]=3_072	,      lowercase		:					List[Any]="gelu"	,      lowercase		:					Tuple=0.0	,      lowercase		:					Union[str, Any]=0.0	,      lowercase		:					str=0.02	,      lowercase		:					Optional[int]=1e-1_2	,      lowercase		:					List[Any]=224	,      lowercase		:					str=16	,      lowercase		:					List[str]=3	,      lowercase		:					Optional[Any]=True	,      lowercase		:					int=16	,      lowercase		:					Optional[Any]=512	,      lowercase		:					Optional[Any]=8	,      lowercase		:					Optional[Any]=2_048	,      lowercase		:					List[str]=0.75	,      lowercase		:					str=False	,      **lowercase		:					Union[str, Any]	,      ):





        """simple docstring"""




        super().__init__(**lowercase						)

        lowercase_			:Any    			= hidden_size
        lowercase_			:Optional[Any]    			= num_hidden_layers
        lowercase_			:Optional[Any]    			= num_attention_heads
        lowercase_			:int    			= intermediate_size
        lowercase_			:Optional[int]    			= hidden_act
        lowercase_			:str    			= hidden_dropout_prob
        lowercase_			:Optional[Any]    			= attention_probs_dropout_prob
        lowercase_			:str    			= initializer_range
        lowercase_			:Optional[int]    			= layer_norm_eps
        lowercase_			:str    			= image_size
        lowercase_			:Union[str, Any]    			= patch_size
        lowercase_			:Dict    			= num_channels
        lowercase_			:Any    			= qkv_bias
        lowercase_			:Optional[int]    			= decoder_num_attention_heads
        lowercase_			:Optional[Any]    			= decoder_hidden_size
        lowercase_			:Union[str, Any]    			= decoder_num_hidden_layers
        lowercase_			:List[Any]    			= decoder_intermediate_size
        lowercase_			:Optional[Any]    			= mask_ratio
        lowercase_			:Optional[Any]    			= norm_pix_loss


