//============================================================================= // Copyright 2006-2010 Daniel W. Dyer // // Licensed under the Apache License, Version 2.0 (the "License"); // you may not use this file except in compliance with the License. // You may obtain a copy of the License at // // http://www.apache.org/licenses/LICENSE-2.0 // // Unless required by applicable law or agreed to in writing, software // distributed under the License is distributed on an "AS IS" BASIS, // WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. // See the License for the specific language governing permissions and // limitations under the License. //============================================================================= package org.uncommons.watchmaker.examples.monalisa; import java.util.ArrayList; import java.util.List; import java.util.Random; import org.uncommons.maths.number.ConstantGenerator; import org.uncommons.maths.number.NumberGenerator; import org.uncommons.maths.random.Probability; import org.uncommons.watchmaker.framework.EvolutionaryOperator; /** * Randomly mutates the polygons that make up an image by adding a polygon * according to some probability. * @author Daniel Dyer */ public class AddPolygonMutation implements EvolutionaryOperator<List<ColouredPolygon>> { private final NumberGenerator<Probability> addPolygonProbability; private final PolygonImageFactory factory; private final int maxPolygons; /** * @param addPolygonProbability A {@link NumberGenerator} that controls the probability * that a polygon will be added. * @param factory Used to create new polygons. * @param maxPolygons The maximum number of polygons permitted in an image (must be at least 2). */ public AddPolygonMutation(NumberGenerator<Probability> addPolygonProbability, PolygonImageFactory factory, int maxPolygons) { if (maxPolygons < 2) { throw new IllegalArgumentException("Max polygons must be > 1."); } this.addPolygonProbability = addPolygonProbability; this.factory = factory; this.maxPolygons = maxPolygons; } /** * @param addPolygonProbability The probability that a polygon will be removed. * @param factory Used to create new polygons. * @param maxPolygons The maximum number of polygons permitted in an image (must be at least 2). */ public AddPolygonMutation(Probability addPolygonProbability, PolygonImageFactory factory, int maxPolygons) { this(new ConstantGenerator<Probability>(addPolygonProbability), factory, maxPolygons); } public List<List<ColouredPolygon>> apply(List<List<ColouredPolygon>> selectedCandidates, Random rng) { List<List<ColouredPolygon>> mutatedCandidates = new ArrayList<List<ColouredPolygon>>(selectedCandidates.size()); for (List<ColouredPolygon> candidate : selectedCandidates) { // A single polygon is added with the configured probability, unless // we already have the maximum permitted number of polygons. if (candidate.size() < maxPolygons && addPolygonProbability.nextValue().nextEvent(rng)) { List<ColouredPolygon> newPolygons = new ArrayList<ColouredPolygon>(candidate); newPolygons.add(rng.nextInt(newPolygons.size() + 1), factory.createRandomPolygon(rng)); mutatedCandidates.add(newPolygons); } else // Nothing changed. { mutatedCandidates.add(candidate); } } return mutatedCandidates; } }