

'''simple docstring'''


class 					lowercase						:


							def __init__(			self)							->				Dict:
								UpperCAmelCase_		:      List[str]       	=					0
								UpperCAmelCase_		:      str       	=					0
								UpperCAmelCase_		:      Union[str, Any]       	=					{}


							def 						_snake_case							(			self    ,			_snake_case)							->				Tuple:
								if vertex not in self.adjacency:
									UpperCAmelCase_		:      Tuple       	=					{}
									self.num_vertices += 1


							def 						_snake_case							(			self    ,			_snake_case    ,			_snake_case    ,			_snake_case)							->				Any:
								self.add_vertex(_snake_case)
								self.add_vertex(_snake_case)

								if head == tail:
									return

								UpperCAmelCase_		:      str       	=					weight
								UpperCAmelCase_		:      Optional[int]       	=					weight


							def 						_snake_case							(			self)							->				Union[str, Any]:
								UpperCAmelCase_		:      Dict       	=					self.get_edges()
								for edge in edges:
									UpperCAmelCase_		:      str       	=					edge
									edges.remove((tail, head, weight))
								for i in range(len(_snake_case)):
									UpperCAmelCase_		:      Union[str, Any]       	=					list(edges[i])

								edges.sort(key=lambda _snake_case: e[2])
								for i in range(len(_snake_case) - 1):
									if edges[i][2] >= edges[i + 1][2]:
										UpperCAmelCase_		:      Tuple       	=					edges[i][2] + 1
								for edge in edges:
									UpperCAmelCase_		:      List[Any]       	=					edge
									UpperCAmelCase_		:      Any       	=					weight
									UpperCAmelCase_		:      Union[str, Any]       	=					weight


							def __str__(			self)							->				str:
								UpperCAmelCase_		:      int       	=					''
								for tail in self.adjacency:
									for head in self.adjacency[tail]:
										UpperCAmelCase_		:      Dict       	=					self.adjacency[head][tail]
										string += F"""{head} -> {tail} == {weight}\n"""
								return string.rstrip('\n')


							def 						_snake_case							(			self)							->				str:
								UpperCAmelCase_		:      Optional[int]       	=					[]
								for tail in self.adjacency:
									for head in self.adjacency[tail]:
										output.append((tail, head, self.adjacency[head][tail]))
								return output


							def 						_snake_case							(			self)							->				Any:
								return self.adjacency.keys()


							@staticmethod
							def 						_snake_case							(			_snake_case=None    ,			_snake_case=None)							->				Dict:
								UpperCAmelCase_		:      List[str]       	=					Graph()
								if vertices is None:
									UpperCAmelCase_		:      Optional[Any]       	=					[]
								if edges is None:
									UpperCAmelCase_		:      int       	=					[]
								for vertex in vertices:
									g.add_vertex(_snake_case)
								for edge in edges:
									g.add_edge(*_snake_case)
								return g



							class 					lowercase						:


														def __init__(			self)							->				Dict:
															UpperCAmelCase_		:      Tuple       	=					{}
															UpperCAmelCase_		:      str       	=					{}


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


														def 						_snake_case							(			self    ,			_snake_case)							->				Union[str, Any]:
															if item in self.parent:
																return self.find(_snake_case)

															UpperCAmelCase_		:      Any       	=					item
															UpperCAmelCase_		:      List[str]       	=					0
															return item


														def 						_snake_case							(			self    ,			_snake_case)							->				str:
															if item not in self.parent:
																return self.make_set(_snake_case)
															if item != self.parent[item]:
																UpperCAmelCase_		:      Dict       	=					self.find(self.parent[item])
															return self.parent[item]





														def 						_snake_case							(			self    ,			_snake_case    ,			_snake_case)							->				int:
															UpperCAmelCase_		:      List[str]       	=					self.find(_snake_case)
															UpperCAmelCase_		:      List[str]       	=					self.find(_snake_case)

															if roota == roota:
																return roota

															if self.rank[roota] > self.rank[roota]:
																UpperCAmelCase_		:      int       	=					roota
																return roota

															if self.rank[roota] < self.rank[roota]:
																UpperCAmelCase_		:      Dict       	=					roota
																return roota

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


							@staticmethod
							def 						_snake_case							(			_snake_case)							->				int:
								UpperCAmelCase_		:      Optional[Any]       	=					graph.num_vertices

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

									UpperCAmelCase_		:      List[str]       	=					graph.get_edges()
									for edge in edges:
										UpperCAmelCase_		:      List[str]       	=					edge
										edges.remove((tail, head, weight))
									for edge in edges:
										UpperCAmelCase_		:      Union[str, Any]       	=					edge
										UpperCAmelCase_		:      Any       	=					union_find.find(_snake_case)
										UpperCAmelCase_		:      Dict       	=					union_find.find(_snake_case)
										if seta != seta:
											if cheap_edge[seta] == -1 or cheap_edge[seta][2] > weight:
												UpperCAmelCase_		:      List[str]       	=					[head, tail, weight]

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









'''simple docstring'''


from collections import OrderedDict
from typing import Mapping

from ...configuration_utils import PretrainedConfig
from ...onnx import OnnxConfig
from ...utils import logging


lowerCAmelCase__										= logging.get_logger(__name__)

lowerCAmelCase__										= {
    "facebook/xlm-roberta-xl": "https://huggingface.co/facebook/xlm-roberta-xl/resolve/main/config.json",
    "facebook/xlm-roberta-xxl": "https://huggingface.co/facebook/xlm-roberta-xxl/resolve/main/config.json",
    # See all XLM-RoBERTa-XL models at https://huggingface.co/models?filter=xlm-roberta-xl
}



class 					lowercase						(  a_ ):
							_lowerCamelCase		:      Any=   "xlm-roberta-xl"


							def __init__(			self    ,			_snake_case=25_0880    ,			_snake_case=2560    ,			_snake_case=36    ,			_snake_case=32    ,			_snake_case=1_0240    ,			_snake_case="gelu"    ,			_snake_case=0.1    ,			_snake_case=0.1    ,			_snake_case=514    ,			_snake_case=1    ,			_snake_case=0.02    ,			_snake_case=1e-05    ,			_snake_case=1    ,			_snake_case=0    ,			_snake_case=2    ,			_snake_case="absolute"    ,			_snake_case=True    ,			_snake_case=None    ,			**_snake_case    ,			)							->				Optional[Any]:
								super().__init__(pad_token_id=_snake_case    ,			bos_token_id=_snake_case    ,			eos_token_id=_snake_case    ,			**_snake_case)
								UpperCAmelCase_		:      List[str]       	=					vocab_size
								UpperCAmelCase_		:      int       	=					hidden_size
								UpperCAmelCase_		:      List[Any]       	=					num_hidden_layers
								UpperCAmelCase_		:      Optional[int]       	=					num_attention_heads
								UpperCAmelCase_		:      Union[str, Any]       	=					hidden_act
								UpperCAmelCase_		:      int       	=					intermediate_size
								UpperCAmelCase_		:      Tuple       	=					hidden_dropout_prob
								UpperCAmelCase_		:      List[str]       	=					attention_probs_dropout_prob
								UpperCAmelCase_		:      str       	=					max_position_embeddings
								UpperCAmelCase_		:      Union[str, Any]       	=					type_vocab_size
								UpperCAmelCase_		:      str       	=					initializer_range
								UpperCAmelCase_		:      List[str]       	=					layer_norm_eps
								UpperCAmelCase_		:      Dict       	=					position_embedding_type
								UpperCAmelCase_		:      int       	=					use_cache
								UpperCAmelCase_		:      List[Any]       	=					classifier_dropout



class 					lowercase						(  a_ ):


							@property
							def 						_snake_case							(			self)							->				Mapping[str, Mapping[int, str]]:
								if self.task == "multiple-choice":
									UpperCAmelCase_		:      Any       	=					{0: 'batch', 1: 'choice', 2: 'sequence'}
								else:
									UpperCAmelCase_		:      Optional[int]       	=					{0: 'batch', 1: 'sequence'}
								return OrderedDict(
								    [
								        ('input_ids', dynamic_axis),
								        ('attention_mask', dynamic_axis),
								    ])






