JGraphT - apply BFS to WeightedGraph

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孤独总比滥情好
孤独总比滥情好 2021-01-21 20:20

I have written the code finding the optimal path for a Weighted Graph:

SimpleDirectedWeightedGraph graph =
                new         


        
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  • 2021-01-21 21:11

    The simplest solution would be to ignore each of the edge weights and calculate the shortest path as per Dijkstra's algorithm.

    It is possible to create an unweighted directed graph from a weighted directed graph with the AsUnweightedDirectedGraph class. This simply overrides the getEdgeWeight method for each edge and returns 1.0, i.e. the default weight.

    Graph<String, DefaultWeightedEdge> unweightedGraph = new AsUnweightedDirectedGraph<>(graph);
    List<DefaultWeightedEdge> path = DijkstraShortestPath.findPathBetween(unweightedGraph, "1", "3");
    System.out.println(path); // prints [(1 : 2), (2 : 3)]
    

    This might not provide the best performance. To improve it, you can build your own BreadthFirstIterator to just iterate through the graph. This code is based on this class, but updated to match the more recent versions of JGraphT. It provides a BFSShortestPath class that finds the shortest path between two vertices with a BFS, whatever the weight on each edge.

    public class Test {
    
        public static void main(String[] args) {
            SimpleDirectedWeightedGraph<String, DefaultWeightedEdge> graph =
                    new SimpleDirectedWeightedGraph<String, DefaultWeightedEdge>(DefaultWeightedEdge.class);
            graph.addVertex("1");
            graph.addVertex("2");
            graph.addVertex("3");
            graph.addVertex("4");
            graph.addVertex("5");
    
            DefaultWeightedEdge e1 = graph.addEdge("1", "2");
            graph.setEdgeWeight(e1, 5);
            DefaultWeightedEdge e2 = graph.addEdge("2", "3");
            graph.setEdgeWeight(e2, 10);
            DefaultWeightedEdge e3 = graph.addEdge("2", "4");
            graph.setEdgeWeight(e3, 2);
            DefaultWeightedEdge e4 = graph.addEdge("4", "5");
            graph.setEdgeWeight(e4, 2);
            DefaultWeightedEdge e5 = graph.addEdge("5", "3");
            graph.setEdgeWeight(e5, 2);
    
            System.out.println(BFSShortestPath.findPathBetween(graph, "1", "3"));
        }
    
    }
    
    final class BFSShortestPath {
    
        private BFSShortestPath() {} // ensure non-instantiability.
    
        public static <V, E> List<E> findPathBetween(Graph<V, E> graph, V startVertex, V endVertex) {
            MyBreadthFirstIterator<V, E> iter = new MyBreadthFirstIterator<>(graph, startVertex);
            while (iter.hasNext()) {
                Object vertex = iter.next();
                if (vertex.equals(endVertex)) {
                    return createPath(iter, endVertex);
                }
            }
            return null;
        }
    
        private static <V, E> List<E> createPath(MyBreadthFirstIterator<V, E> iter, V endVertex) {
            List<E> path = new ArrayList<E>();
            while (true) {
                E edge = iter.getSpanningTreeEdge(endVertex);
                if (edge == null) {
                    break;
                }
                path.add(edge);
                endVertex = Graphs.getOppositeVertex(iter.getGraph(), edge, endVertex);
            }
            Collections.reverse(path);
            return path;
        }
    
        private static class MyBreadthFirstIterator<V, E> extends BreadthFirstIterator<V, E> {
    
            public MyBreadthFirstIterator(Graph<V, E> g, V startVertex) {
                super(g, startVertex);
            }
    
            @Override
            protected void encounterVertex(V vertex, E edge) {
                super.encounterVertex(vertex, edge);
                putSeenData(vertex, edge);
            }
    
            @SuppressWarnings("unchecked")
            public E getSpanningTreeEdge(V vertex) {
                return (E) getSeenData(vertex);
            }
    
        }
    }
    
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