org.jgrapht.generate.GnpRandomGraphGenerator Maven / Gradle / Ivy
/*
* (C) Copyright 2016-2021, by Dimitrios Michail and Contributors.
*
* JGraphT : a free Java graph-theory library
*
* See the CONTRIBUTORS.md file distributed with this work for additional
* information regarding copyright ownership.
*
* This program and the accompanying materials are made available under the
* terms of the Eclipse Public License 2.0 which is available at
* http://www.eclipse.org/legal/epl-2.0, or the
* GNU Lesser General Public License v2.1 or later
* which is available at
* http://www.gnu.org/licenses/old-licenses/lgpl-2.1-standalone.html.
*
* SPDX-License-Identifier: EPL-2.0 OR LGPL-2.1-or-later
*/
package org.jgrapht.generate;
import org.jgrapht.*;
import java.util.*;
/**
* Create a random graph based on the $G(n, p)$ Erdős–Rényi model. See the Wikipedia article for
* details and references about Random
* Graphs and the
* Erdős–Rényi model
* .
*
*
* In the $G(n, p)$ model, a graph is constructed by connecting nodes randomly. Each edge is
* included in the graph with probability $p$ independent from every other edge. The complexity of
* the generator is $O(n^2)$ where $n$ is the number of vertices.
*
*
* For the $G(n, M)$ model please see {@link GnmRandomGraphGenerator}.
*
* @author Dimitrios Michail
*
* @param the graph vertex type
* @param the graph edge type
*
* @see GnmRandomGraphGenerator
*/
public class GnpRandomGraphGenerator
implements
GraphGenerator
{
private static final boolean DEFAULT_ALLOW_LOOPS = false;
private final Random rng;
private final int n;
private final double p;
private final boolean createLoops;
/**
* Create a new $G(n, p)$ random graph generator. The generator does not create self-loops.
*
* @param n the number of nodes
* @param p the edge probability
*/
public GnpRandomGraphGenerator(int n, double p)
{
this(n, p, new Random(), DEFAULT_ALLOW_LOOPS);
}
/**
* Create a new $G(n, p)$ random graph generator. The generator does not create self-loops.
*
* @param n the number of nodes
* @param p the edge probability
* @param seed seed for the random number generator
*/
public GnpRandomGraphGenerator(int n, double p, long seed)
{
this(n, p, new Random(seed), DEFAULT_ALLOW_LOOPS);
}
/**
* Create a new $G(n, p)$ random graph generator.
*
* @param n the number of nodes
* @param p the edge probability
* @param seed seed for the random number generator
* @param createLoops whether the generated graph may create loops
*/
public GnpRandomGraphGenerator(int n, double p, long seed, boolean createLoops)
{
this(n, p, new Random(seed), createLoops);
}
/**
* Create a new $G(n, p)$ random graph generator.
*
* @param n the number of nodes
* @param p the edge probability
* @param rng the random number generator to use
* @param createLoops whether the generated graph may create loops
*/
public GnpRandomGraphGenerator(int n, double p, Random rng, boolean createLoops)
{
if (n < 0) {
throw new IllegalArgumentException("number of vertices must be non-negative");
}
this.n = n;
if (p < 0.0 || p > 1.0) {
throw new IllegalArgumentException("not valid probability of edge existence");
}
this.p = p;
this.rng = Objects.requireNonNull(rng);
this.createLoops = createLoops;
}
/**
* Generates a random graph based on the $G(n, p)$ model.
*
* @param target the target graph
* @param resultMap not used by this generator, can be null
*/
@Override
public void generateGraph(Graph target, Map resultMap)
{
// special case
if (n == 0) {
return;
}
// check whether to also create loops
if (createLoops && !target.getType().isAllowingSelfLoops()) {
throw new IllegalArgumentException("Provided graph does not support self-loops");
}
// create vertices
int previousVertexSetSize = target.vertexSet().size();
List vertices = new ArrayList<>(n);
for (int i = 0; i < n; i++) {
vertices.add(target.addVertex());
}
if (target.vertexSet().size() != previousVertexSetSize + n) {
throw new IllegalArgumentException(
"Vertex factory did not produce " + n + " distinct vertices.");
}
// check if graph is directed
boolean isDirected = target.getType().isDirected();
// create edges
for (int i = 0; i < n; i++) {
for (int j = i; j < n; j++) {
if (i == j) {
if (!createLoops) {
// no self-loops
continue;
}
}
V s = null;
V t = null;
// s->t
if (rng.nextDouble() < p) {
s = vertices.get(i);
t = vertices.get(j);
target.addEdge(s, t);
}
if (isDirected) {
// t->s
if (rng.nextDouble() < p) {
if (s == null) {
s = vertices.get(i);
t = vertices.get(j);
}
target.addEdge(t, s);
}
}
}
}
}
}