





class   A      :
			'''simple docstring'''




			def __init__(      self       :   List[Any]       )     ->     Optional[int]:







					"""simple docstring"""






					A__  				=       0
					A__  				=       0
					A__  				=       {}






			def        a_	(      self       :   Union[str, Any]							,     __lowerCAmelCase       :   Optional[int]       )     ->     Tuple:







					"""simple docstring"""






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






			def        a_	(      self       :   Union[str, Any]							,     __lowerCAmelCase       :   Union[str, Any]							,     __lowerCAmelCase       :   Optional[int]							,     __lowerCAmelCase       :   Optional[Any]       )     ->     Union[str, Any]:







					"""simple docstring"""






					self.add_vertex(__lowerCAmelCase       )
					self.add_vertex(__lowerCAmelCase       )

					if head == tail:
							return

					A__  				=       weight
					A__  				=       weight






			def        a_	(      self       :   List[Any]       )     ->     List[Any]:







					"""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       :   Tuple       )     ->     List[str]:







					"""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        a_	(      self       :   List[Any]       )     ->     Union[str, 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        a_	(      self       :   Any       )     ->     Dict:







					"""simple docstring"""






					return self.adjacency.keys()






			@staticmethod
			def        a_	(      __lowerCAmelCase       :   str=None							,     __lowerCAmelCase       :   Dict=None       )     ->     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   A      :
						'''simple docstring'''




						def __init__(      self       :   Dict       )     ->     Dict:







								"""simple docstring"""






								A__  				=       {}
								A__  				=       {}






						def __len__(      self       :   int       )     ->     Optional[int]:







								"""simple docstring"""






								return len(self.parent       )






						def        a_	(      self       :   str							,     __lowerCAmelCase       :   Optional[int]       )     ->     Dict:







								"""simple docstring"""






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

								A__  				=       item
								A__  				=       0
								return item






						def        a_	(      self       :   List[str]							,     __lowerCAmelCase       :   List[Any]       )     ->     str:







								"""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        a_	(      self       :   str							,     __lowerCAmelCase       :   Union[str, Any]							,     __lowerCAmelCase       :   List[str]       )     ->     Tuple:







								"""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        a_	(      __lowerCAmelCase       :   int       )     ->     Dict:







					"""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










from typing import TYPE_CHECKING

from ...utils import _LazyModule


A   : Optional[Any]			=				{'''processing_wav2vec2_with_lm''': ['''Wav2Vec2ProcessorWithLM''']}


if TYPE_CHECKING:
					from .processing_wavaveca_with_lm import WavaVecaProcessorWithLM
else:
					import sys

					A   : List[str]			=				_LazyModule(__name__, globals()['''__file__'''], _import_structure, module_spec=__spec__)



