JGraphT

时间:2023-03-09 20:33:33
JGraphT

例1: 添加点、边

import java.net.*;

import org.jgrapht.*;
import org.jgrapht.graph.*; /**
* A simple introduction to using JGraphT.
*
* @author Barak Naveh
* @since Jul 27, 2003
*/
public final class HelloJGraphT
{
private HelloJGraphT()
{
} // ensure non-instantiability. /**
* The starting point for the demo.
*
* @param args ignored.
*/
public static void main(String[] args)
{
UndirectedGraph<String, DefaultEdge> stringGraph = createStringGraph(); // note undirected edges are printed as: {<v1>,<v2>}
System.out.println(stringGraph.toString()); // create a graph based on URL objects
DirectedGraph<URL, DefaultEdge> hrefGraph = createHrefGraph(); // note directed edges are printed as: (<v1>,<v2>)
System.out.println(hrefGraph.toString());
} /**
* Creates a toy directed graph based on URL objects that represents link structure.
*
* @return a graph based on URL objects.
*/
private static DirectedGraph<URL, DefaultEdge> createHrefGraph()
{
DirectedGraph<URL, DefaultEdge> g = new DefaultDirectedGraph<URL, DefaultEdge>(DefaultEdge.class); try {
URL amazon = new URL("http://www.amazon.com");
URL yahoo = new URL("http://www.yahoo.com");
URL ebay = new URL("http://www.ebay.com"); // add the vertices
g.addVertex(amazon);
g.addVertex(yahoo);
g.addVertex(ebay); // add edges to create linking structure
g.addEdge(yahoo, amazon);
g.addEdge(yahoo, ebay);
} catch (MalformedURLException e) {
e.printStackTrace();
} return g;
} /**
* Create a toy graph based on String objects.
*
* @return a graph based on String objects.
*/
private static UndirectedGraph<String, DefaultEdge> createStringGraph()
{
UndirectedGraph<String, DefaultEdge> g = new SimpleGraph<String, DefaultEdge>(DefaultEdge.class); String v1 = "v1";
String v2 = "v2";
String v3 = "v3";
String v4 = "v4"; // add the vertices
g.addVertex(v1);
g.addVertex(v2);
g.addVertex(v3);
g.addVertex(v4); // add edges to create a circuit
g.addEdge(v1, v2);
g.addEdge(v2, v3);
g.addEdge(v3, v4);
g.addEdge(v4, v1); return g;
}
}

结果

([v1, v2, v3, v4], [{v1,v2}, {v2,v3}, {v3,v4}, {v4,v1}])
([http://www.amazon.com, http://www.yahoo.com, http://www.ebay.com], [(http://www.yahoo.com,http://www.amazon.com), (http://www.yahoo.com,http://www.ebay.com)])

例2:强、弱连通

import java.util.List;
import java.util.Set; import org.jgrapht.DirectedGraph;
import org.jgrapht.alg.KosarajuStrongConnectivityInspector;
import org.jgrapht.alg.interfaces.StrongConnectivityAlgorithm;
import org.jgrapht.alg.ConnectivityInspector;
import org.jgrapht.graph.DefaultDirectedGraph;
import org.jgrapht.graph.DefaultEdge; public class GraphConnDemo
{
private DirectedGraph<String, DefaultEdge> directedGraph; public GraphConnDemo(){
directedGraph = new DefaultDirectedGraph<String, DefaultEdge>(DefaultEdge.class);
directedGraph.addVertex("a");
directedGraph.addVertex("b");
directedGraph.addVertex("c");
directedGraph.addVertex("d");
directedGraph.addVertex("e");
directedGraph.addVertex("f");
directedGraph.addVertex("h");
directedGraph.addVertex("i");
directedGraph.addEdge("a", "b");
directedGraph.addEdge("b", "c");
directedGraph.addEdge("c", "d");
directedGraph.addEdge("d", "a");
directedGraph.addEdge("c", "e");
directedGraph.addEdge("f", "h");
directedGraph.addEdge("f", "i");
} public void testStrongConn(){
StrongConnectivityAlgorithm<String, DefaultEdge> scAlg =
new KosarajuStrongConnectivityInspector<String, DefaultEdge>(directedGraph);
List<Set<String>> stronglyConnetedSet =
scAlg.stronglyConnectedSets(); System.out.println("Strongly connected components:");
for (int i = 0; i < stronglyConnetedSet.size(); i++) {
System.out.println(stronglyConnetedSet.get(i));
}
System.out.println(); }
public void testWeakConn() {
ConnectivityInspector<String, DefaultEdge> connectivityInspector = new ConnectivityInspector<String, DefaultEdge>(directedGraph);
List<Set<String>> weaklyConnectedSet = connectivityInspector.connectedSets();
System.out.println("Weakly connected components:");
for (int i = 0; i < weaklyConnectedSet.size(); i++) {
System.out.println(weaklyConnectedSet.get(i));
}
System.out.println(); } public static void main(String args[])
{
GraphConnDemo test = new GraphConnDemo();
test.testStrongConn();
test.testWeakConn();
}
}

图示

JGraphT

结果

Strongly connected components:
[f]
[h]
[i]
[a, b, c, d]
[e] Weakly connected components:
[a, b, c, d, e]
[f, h, i]

例3:子图

import java.util.HashSet;
import java.util.List;
import java.util.Set; import org.jgrapht.DirectedGraph;
import org.jgrapht.alg.KosarajuStrongConnectivityInspector;
import org.jgrapht.alg.interfaces.StrongConnectivityAlgorithm;
import org.jgrapht.alg.ConnectivityInspector;
import org.jgrapht.graph.DefaultDirectedGraph;
import org.jgrapht.graph.DefaultEdge;
import org.jgrapht.graph.DirectedSubgraph; public class GraphConnDemo
{
private DirectedGraph<String, DefaultEdge> directedGraph;
private DirectedGraph<String, DefaultEdge> directedSubGraph; public GraphConnDemo(){
directedGraph = new DefaultDirectedGraph<String, DefaultEdge>(DefaultEdge.class);
directedGraph.addVertex("a");
directedGraph.addVertex("b");
directedGraph.addVertex("c");
directedGraph.addVertex("d");
directedGraph.addVertex("e");
directedGraph.addVertex("f");
directedGraph.addVertex("h");
directedGraph.addVertex("i");
directedGraph.addEdge("a", "b");
directedGraph.addEdge("b", "c");
directedGraph.addEdge("c", "d");
directedGraph.addEdge("d", "a");
directedGraph.addEdge("c", "e");
directedGraph.addEdge("f", "h");
directedGraph.addEdge("f", "i");
} public void subGraph() {
Set<String> subNode = new HashSet<String>();
subNode.add("a");
subNode.add("d");
subNode.add("c");
subNode.add("f");
directedSubGraph = new DirectedSubgraph(directedGraph, subNode);
System.out.println(directedSubGraph.vertexSet());
System.out.println(directedSubGraph.edgeSet()); } public static void main(String args[])
{
GraphConnDemo test = new GraphConnDemo();
test.subGraph();
}
}

结果

[a, c, d, f]
[(c : d), (d : a)]

压测: 和networkX对比

对比数据:点:593514    边: 2373298

NetworkX(str)

JGraphT(str)

JGraphT(int)

建路网

955s

240s

224s

强连通算法

255s

76s

71s

内存峰值

71.82G

78.87G

62.9G

CPU峰值

3.2%

27%

28.5%

释放内存

33min

2min

2min

例4: 得到最短路径

    void testDijkstraShortestPath() {
DirectedGraph<String, DefaultEdge> g2 = new DefaultDirectedGraph<String, DefaultEdge>(DefaultEdge.class); String v1 = "v1";
String v2 = "v2";
String v3 = "v3"; // add the vertices
g2.addVertex(v1);
g2.addVertex(v2);
g2.addVertex(v3); // add edges to create a circuit
g2.addEdge(v1, v2);
g2.addEdge(v2, v3); DijkstraShortestPath dijk = new DijkstraShortestPath(g2);
GraphPath<Integer, DefaultWeightedEdge> shortestPath1 = dijk.getPath(v1, v3);
GraphPath<Integer, DefaultWeightedEdge> shortestPath2 = dijk.getPath(v1, v2);
GraphPath<Integer, DefaultWeightedEdge> shortestPath3 = dijk.getPath(v1, v1);
GraphPath<Integer, DefaultWeightedEdge> shortestPath4 = dijk.getPath(v2, v1);
GraphPath<Integer, DefaultWeightedEdge> shortestPath5 = dijk.getPath(v2, v3);
GraphPath<Integer, DefaultWeightedEdge> shortestPath6 = dijk.getPath(v2, v2);
GraphPath<Integer, DefaultWeightedEdge> shortestPath7 = dijk.getPath(v3, v1);
GraphPath<Integer, DefaultWeightedEdge> shortestPath8 = dijk.getPath(v3, v2);
GraphPath<Integer, DefaultWeightedEdge> shortestPath9 = dijk.getPath(v3, v3); }

同时也可以判断两点之间是否可连通