



'''simple docstring'''


class 	UpperCAmelCase	:


 '''simple docstring'''




 def __init__(   self) ->      str:



      """simple docstring"""







      a_       		=0
      a_       		=0
      a_       		={}




 def       lowercase_  (   self							,  lowerCAmelCase_) ->      Dict:



      """simple docstring"""







      if vertex not in self.adjacency:
           a_       		={}
           self.num_vertices += 1




 def       lowercase_  (   self							,  lowerCAmelCase_							,  lowerCAmelCase_							,  lowerCAmelCase_) ->      str:



      """simple docstring"""







      self.add_vertex(lowerCAmelCase_)
      self.add_vertex(lowerCAmelCase_)

      if head == tail:
           return

      a_       		=weight
      a_       		=weight




 def       lowercase_  (   self) ->      int:



      """simple docstring"""







      a_       		=self.get_edges()
      for edge in edges:
           a_		,						a_		,						a_       		=edge
           edges.remove((tail, head, weight))
      for i in range(len(lowerCAmelCase_)):
           a_       		=list(edges[i])

      edges.sort(key=lambda lowerCAmelCase_: e[2])
      for i in range(len(lowerCAmelCase_) - 1):
           if edges[i][2] >= edges[i + 1][2]:
                a_       		=edges[i][2] + 1
      for edge in edges:
           a_		,						a_		,						a_       		=edge
           a_       		=weight
           a_       		=weight




 def __str__(   self) ->      Union[str, Any]:



      """simple docstring"""







      a_       		=""
      for tail in self.adjacency:
           for head in self.adjacency[tail]:
                a_       		=self.adjacency[head][tail]
                string += f"""{head} -> {tail} == {weight}\n"""
      return string.rstrip("\n")




 def       lowercase_  (   self) ->      Any:



      """simple docstring"""







      a_       		=[]
      for tail in self.adjacency:
           for head in self.adjacency[tail]:
                output.append((tail, head, self.adjacency[head][tail]))
      return output




 def       lowercase_  (   self) ->      Tuple:



      """simple docstring"""







      return self.adjacency.keys()




 @staticmethod
 def       lowercase_  (   lowerCAmelCase_=None							,  lowerCAmelCase_=None) ->      Union[str, Any]:



      """simple docstring"""







      a_       		=Graph()
      if vertices is None:
           a_       		=[]
      if edges is None:
           a_       		=[]
      for vertex in vertices:
           g.add_vertex(lowerCAmelCase_)
      for edge in edges:
           g.add_edge(*lowerCAmelCase_)
      return g







 class 	UpperCAmelCase	:


  '''simple docstring'''




  def __init__(   self) ->      Any:



       """simple docstring"""







       a_       		={}
       a_       		={}




  def __len__(   self) ->      Union[str, Any]:



       """simple docstring"""







       return len(self.parent)




  def       lowercase_  (   self							,  lowerCAmelCase_) ->      Optional[Any]:



       """simple docstring"""







       if item in self.parent:
            return self.find(lowerCAmelCase_)

       a_       		=item
       a_       		=0
       return item




  def       lowercase_  (   self							,  lowerCAmelCase_) ->      Optional[int]:



       """simple docstring"""







       if item not in self.parent:
            return self.make_set(lowerCAmelCase_)
       if item != self.parent[item]:
            a_       		=self.find(self.parent[item])
       return self.parent[item]




  def       lowercase_  (   self							,  lowerCAmelCase_							,  lowerCAmelCase_) ->      Optional[int]:



       """simple docstring"""







       a_       		=self.find(lowerCAmelCase_)
       a_       		=self.find(lowerCAmelCase_)

       if roota == roota:
            return roota

       if self.rank[roota] > self.rank[roota]:
            a_       		=roota
            return roota

       if self.rank[roota] < self.rank[roota]:
            a_       		=roota
            return roota

       if self.rank[roota] == self.rank[roota]:
            self.rank[roota] += 1
            a_       		=roota
            return roota
       return None




 @staticmethod
 def       lowercase_  (   lowerCAmelCase_) ->      Optional[int]:



      """simple docstring"""







      a_       		=graph.num_vertices

      a_       		=Graph.UnionFind()
      a_       		=[]
      while num_components > 1:
           a_       		={}
           for vertex in graph.get_vertices():
                a_       		=-1

           a_       		=graph.get_edges()
           for edge in edges:
                a_		,						a_		,						a_       		=edge
                edges.remove((tail, head, weight))
           for edge in edges:
                a_		,						a_		,						a_       		=edge
                a_       		=union_find.find(lowerCAmelCase_)
                a_       		=union_find.find(lowerCAmelCase_)
                if seta != seta:
                     if cheap_edge[seta] == -1 or cheap_edge[seta][2] > weight:
                          a_       		=[head, tail, weight]

                     if cheap_edge[seta] == -1 or cheap_edge[seta][2] > weight:
                          a_       		=[head, tail, weight]
           for vertex in cheap_edge:
                if cheap_edge[vertex] != -1:
                     a_		,						a_		,						a_       		=cheap_edge[vertex]
                     if union_find.find(lowerCAmelCase_) != union_find.find(lowerCAmelCase_):
                          union_find.union(lowerCAmelCase_							,  lowerCAmelCase_)
                          mst_edges.append(cheap_edge[vertex])
                          a_       		=num_components - 1
      a_       		=Graph.build(edges=lowerCAmelCase_)
      return mst







'''simple docstring'''


from collections import OrderedDict
from typing import Mapping

from ...configuration_utils import PretrainedConfig
from ...onnx import OnnxConfig


lowercase							       =			{
    '''albert-base-v1''': '''https://huggingface.co/albert-base-v1/resolve/main/config.json''',
    '''albert-large-v1''': '''https://huggingface.co/albert-large-v1/resolve/main/config.json''',
    '''albert-xlarge-v1''': '''https://huggingface.co/albert-xlarge-v1/resolve/main/config.json''',
    '''albert-xxlarge-v1''': '''https://huggingface.co/albert-xxlarge-v1/resolve/main/config.json''',
    '''albert-base-v2''': '''https://huggingface.co/albert-base-v2/resolve/main/config.json''',
    '''albert-large-v2''': '''https://huggingface.co/albert-large-v2/resolve/main/config.json''',
    '''albert-xlarge-v2''': '''https://huggingface.co/albert-xlarge-v2/resolve/main/config.json''',
    '''albert-xxlarge-v2''': '''https://huggingface.co/albert-xxlarge-v2/resolve/main/config.json''',
}







class 	UpperCAmelCase	(		__a):


 '''simple docstring'''




 __magic_name__					: int  =      "albert"




 def __init__(   self							,  lowerCAmelCase_=3_0_0_0_0							,  lowerCAmelCase_=1_2_8							,  lowerCAmelCase_=4_0_9_6							,  lowerCAmelCase_=1_2							,  lowerCAmelCase_=1							,  lowerCAmelCase_=6_4							,  lowerCAmelCase_=1_6_3_8_4							,  lowerCAmelCase_=1							,  lowerCAmelCase_="gelu_new"							,  lowerCAmelCase_=0							,  lowerCAmelCase_=0							,  lowerCAmelCase_=5_1_2							,  lowerCAmelCase_=2							,  lowerCAmelCase_=0.0_2							,  lowerCAmelCase_=1e-12							,  lowerCAmelCase_=0.1							,  lowerCAmelCase_="absolute"							,  lowerCAmelCase_=0							,  lowerCAmelCase_=2							,  lowerCAmelCase_=3							,  **lowerCAmelCase_							,  ) ->      Any:



      """simple docstring"""







      super().__init__(pad_token_id=lowerCAmelCase_							,  bos_token_id=lowerCAmelCase_							,  eos_token_id=lowerCAmelCase_							,  **lowerCAmelCase_)

      a_       		=vocab_size
      a_       		=embedding_size
      a_       		=hidden_size
      a_       		=num_hidden_layers
      a_       		=num_hidden_groups
      a_       		=num_attention_heads
      a_       		=inner_group_num
      a_       		=hidden_act
      a_       		=intermediate_size
      a_       		=hidden_dropout_prob
      a_       		=attention_probs_dropout_prob
      a_       		=max_position_embeddings
      a_       		=type_vocab_size
      a_       		=initializer_range
      a_       		=layer_norm_eps
      a_       		=classifier_dropout_prob
      a_       		=position_embedding_type







class 	UpperCAmelCase	(		__a):


 '''simple docstring'''




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



      """simple docstring"""







      if self.task == "multiple-choice":
           a_       		={0: "batch", 1: "choice", 2: "sequence"}
      else:
           a_       		={0: "batch", 1: "sequence"}
      return OrderedDict(
          [
              ("input_ids", dynamic_axis),
              ("attention_mask", dynamic_axis),
              ("token_type_ids", dynamic_axis),
          ])


