





class 					A_					:







       """simple docstring"""





       def __init__(     self						:						List[str]	)    ->       Any:
         _lowercase						    =			0
         _lowercase						    =			0
         _lowercase						    =			{}







       def  __UpperCAmelCase			(     self						:						Union[str, Any]    ,__A						:						Tuple	)    ->       Dict:
         if vertex not in self.adjacency:
           _lowercase						    =			{}
           self.num_vertices += 1







       def  __UpperCAmelCase			(     self						:						Dict    ,__A						:						List[Any]    ,__A						:						Tuple    ,__A						:						str	)    ->       Union[str, Any]:
         self.add_vertex(__A	)
         self.add_vertex(__A	)

         if head == tail:
           return

         _lowercase						    =			weight
         _lowercase						    =			weight







       def  __UpperCAmelCase			(     self						:						List[str]	)    ->       str:
         _lowercase						    =			self.get_edges()
         for edge in edges:
           _lowercase    ,		_lowercase    ,		_lowercase						    =			edge
           edges.remove((tail, head, weight)	)
         for i in range(len(__A	)	):
           _lowercase						    =			list(edges[i]	)

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







       def __str__(     self						:						List[Any]	)    ->       Tuple:
         _lowercase						    =			''
         for tail in self.adjacency:
           for head in self.adjacency[tail]:
             _lowercase						    =			self.adjacency[head][tail]
             string += F"""{head} -> {tail} == {weight}\n"""
         return string.rstrip('\n'	)







       def  __UpperCAmelCase			(     self						:						Any	)    ->       Dict:
         _lowercase						    =			[]
         for tail in self.adjacency:
           for head in self.adjacency[tail]:
             output.append((tail, head, self.adjacency[head][tail])	)
         return output







       def  __UpperCAmelCase			(     self						:						Dict	)    ->       Union[str, Any]:
         return self.adjacency.keys()







       @staticmethod
       def  __UpperCAmelCase			(     __A						:						str=None    ,__A						:						Optional[int]=None	)    ->       int:
         _lowercase						    =			Graph()
         if vertices is None:
           _lowercase						    =			[]
         if edges is None:
           _lowercase						    =			[]
         for vertex in vertices:
           g.add_vertex(__A	)
         for edge in edges:
           g.add_edge(*__A	)
         return g





       class 					A_					:







              """simple docstring"""





              def __init__(     self						:						Any	)    ->       int:
                _lowercase						    =			{}
                _lowercase						    =			{}







              def __len__(     self						:						Optional[int]	)    ->       Optional[Any]:
                return len(self.parent	)







              def  __UpperCAmelCase			(     self						:						str    ,__A						:						List[str]	)    ->       Any:
                if item in self.parent:
                  return self.find(__A	)

                _lowercase						    =			item
                _lowercase						    =			0
                return item







              def  __UpperCAmelCase			(     self						:						List[Any]    ,__A						:						Dict	)    ->       List[str]:
                if item not in self.parent:
                  return self.make_set(__A	)
                if item != self.parent[item]:
                  _lowercase						    =			self.find(self.parent[item]	)
                return self.parent[item]







              def  __UpperCAmelCase			(     self						:						Optional[int]    ,__A						:						Optional[int]    ,__A						:						List[Any]	)    ->       Any:
                _lowercase						    =			self.find(__A	)
                _lowercase						    =			self.find(__A	)

                if roota == roota:
                  return roota

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

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

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







       @staticmethod
       def  __UpperCAmelCase			(     __A						:						Union[str, Any]	)    ->       List[Any]:
         _lowercase						    =			graph.num_vertices

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

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

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



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


UpperCAmelCase   :    Union[str, Any]     =		logging.get_logger(__name__)

UpperCAmelCase   :    List[Any]     =		{
    "SCUT-DLVCLab/lilt-roberta-en-base": (
        "https://huggingface.co/SCUT-DLVCLab/lilt-roberta-en-base/resolve/main/config.json"
    ),
}







class        __lowercase       (							a_  ):



		"""simple docstring"""

		UpperCamelCase     :					List[str]			       =		"lilt"







		def __init__( self		,      A=3_05_22		,      A=7_68		,      A=12		,      A=12		,      A=30_72		,      A="gelu"		,      A=0.1		,      A=0.1		,      A=5_12		,      A=2		,      A=0.02		,      A=1e-1_2		,      A=0		,      A="absolute"		,      A=None		,      A=4		,      A=10_24		,      **A		,      )  -> List[Any]:







					'''simple docstring'''







					super().__init__(pad_token_id=A		,      **A	)

					lowerCamelCase    		=  vocab_size
					lowerCamelCase    		=  hidden_size
					lowerCamelCase    		=  num_hidden_layers
					lowerCamelCase    		=  num_attention_heads
					lowerCamelCase    		=  hidden_act
					lowerCamelCase    		=  intermediate_size
					lowerCamelCase    		=  hidden_dropout_prob
					lowerCamelCase    		=  attention_probs_dropout_prob
					lowerCamelCase    		=  max_position_embeddings
					lowerCamelCase    		=  type_vocab_size
					lowerCamelCase    		=  initializer_range
					lowerCamelCase    		=  layer_norm_eps
					lowerCamelCase    		=  position_embedding_type
					lowerCamelCase    		=  classifier_dropout
					lowerCamelCase    		=  channel_shrink_ratio
					lowerCamelCase    		=  max_ad_position_embeddings

