

"""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


_a							=							logging.get_logger(__name__)

_a							=							{
    'microsoft/beit-base-patch16-224-pt22k': (
        'https://huggingface.co/microsoft/beit-base-patch16-224-pt22k/resolve/main/config.json'
    ),
    # See all BEiT models at https://huggingface.co/models?filter=beit
}




class  _lowerCAmelCase  (     lowercase       ):







 """simple docstring"""







 __UpperCAmelCase     : List[str]       		=     "beit"


 def __init__(      self							:      List[str], UpperCAmelCase__							:      Union[str, Any]=8_1_9_2, UpperCAmelCase__							:      Dict=7_6_8, UpperCAmelCase__							:      Optional[int]=1_2, UpperCAmelCase__							:      Optional[Any]=1_2, UpperCAmelCase__							:      Union[str, Any]=3_0_7_2, UpperCAmelCase__							:      Union[str, Any]="gelu", UpperCAmelCase__							:      Union[str, Any]=0.0, UpperCAmelCase__							:      Union[str, Any]=0.0, UpperCAmelCase__							:      List[str]=0.02, UpperCAmelCase__							:      int=1E-12, UpperCAmelCase__							:      Optional[int]=2_2_4, UpperCAmelCase__							:      Union[str, Any]=1_6, UpperCAmelCase__							:      List[Any]=3, UpperCAmelCase__							:      Optional[int]=False, UpperCAmelCase__							:      List[Any]=False, UpperCAmelCase__							:      List[str]=False, UpperCAmelCase__							:      List[str]=False, UpperCAmelCase__							:      List[str]=0.1, UpperCAmelCase__							:      Optional[int]=0.1, UpperCAmelCase__							:      int=True, UpperCAmelCase__							:      List[Any]=[3, 5, 7, 1_1], UpperCAmelCase__							:      Optional[int]=[1, 2, 3, 6], UpperCAmelCase__							:      List[str]=True, UpperCAmelCase__							:      Tuple=0.4, UpperCAmelCase__							:      str=2_5_6, UpperCAmelCase__							:      Any=1, UpperCAmelCase__							:      Optional[Any]=False, UpperCAmelCase__							:      List[Any]=2_5_5, **UpperCAmelCase__							:      Optional[int], ):
    super().__init__(**UpperCAmelCase__     )

    __lowercase								=						vocab_size
    __lowercase								=						hidden_size
    __lowercase								=						num_hidden_layers
    __lowercase								=						num_attention_heads
    __lowercase								=						intermediate_size
    __lowercase								=						hidden_act
    __lowercase								=						hidden_dropout_prob
    __lowercase								=						attention_probs_dropout_prob
    __lowercase								=						initializer_range
    __lowercase								=						layer_norm_eps

    __lowercase								=						image_size
    __lowercase								=						patch_size
    __lowercase								=						num_channels
    __lowercase								=						use_mask_token
    __lowercase								=						use_absolute_position_embeddings
    __lowercase								=						use_relative_position_bias
    __lowercase								=						use_shared_relative_position_bias
    __lowercase								=						layer_scale_init_value
    __lowercase								=						drop_path_rate
    __lowercase								=						use_mean_pooling
    # decode head attributes (semantic segmentation)
    __lowercase								=						out_indices
    __lowercase								=						pool_scales
    # auxiliary head attributes (semantic segmentation)
    __lowercase								=						use_auxiliary_head
    __lowercase								=						auxiliary_loss_weight
    __lowercase								=						auxiliary_channels
    __lowercase								=						auxiliary_num_convs
    __lowercase								=						auxiliary_concat_input
    __lowercase								=						semantic_loss_ignore_index







class  _lowerCAmelCase  (     lowercase       ):







 """simple docstring"""







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


 @property
 def  _lowercase			(      self							:      str     ):
    return OrderedDict(
        [
            ("pixel_values", {0: "batch", 1: "num_channels", 2: "height", 3: "width"}),
        ]     )



 @property
 def  _lowercase			(      self							:      Dict     ):
    return 1E-4







"""simple docstring"""





from __future__ import annotations

from typing import Any




class  _lowerCAmelCase  :







 """simple docstring"""







 def __init__(      self							:      Union[str, Any], UpperCAmelCase__							:      int     ):
    __lowercase								=						num_of_nodes
    __lowercase								=						[]
    __lowercase								=						{}


 def  _lowercase			(      self							:      Tuple, UpperCAmelCase__							:      int, UpperCAmelCase__							:      int, UpperCAmelCase__							:      int     ):
    self.m_edges.append([u_node, v_node, weight]     )


 def  _lowercase			(      self							:      Dict, UpperCAmelCase__							:      int     ):

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


 def  _lowercase			(      self							:      Dict, UpperCAmelCase__							:      int     ):

    if self.m_component[u_node] != u_node:
       for k in self.m_component:
          __lowercase								=						self.find_component(UpperCAmelCase__     )


 def  _lowercase			(      self							:      str, UpperCAmelCase__							:      list[int], UpperCAmelCase__							:      int, UpperCAmelCase__							:      int     ):

    if component_size[u_node] <= component_size[v_node]:
       __lowercase								=						v_node
       component_size[v_node] += component_size[u_node]
       self.set_component(UpperCAmelCase__     )

    elif component_size[u_node] >= component_size[v_node]:
       __lowercase								=						self.find_component(UpperCAmelCase__     )
       component_size[u_node] += component_size[v_node]
       self.set_component(UpperCAmelCase__     )



 def  _lowercase			(      self							:      Tuple     ):
    __lowercase								=						[]
    __lowercase								=						0

    __lowercase								=						[-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     )

    __lowercase								=						self.m_num_of_nodes

    while num_of_components > 1:
       for edge in self.m_edges:
          __lowercase		,__lowercase		,__lowercase								=						edge

          __lowercase								=						self.m_component[u]
          __lowercase								=						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
                ):
                   __lowercase								=						[u, v, w]

       for edge in minimum_weight_edge:
          if isinstance(UpperCAmelCase__, UpperCAmelCase__     ):
             __lowercase		,__lowercase		,__lowercase								=						edge

             __lowercase								=						self.m_component[u]
             __lowercase								=						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

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







def   _A  (  )     ->						None:
   '''simple docstring'''




if __name__ == "__main__":
   import doctest

   doctest.testmod()




