// This program is free software: you can redistribute it and/or modify
// it under the terms of the GNU Lesser General Public License as published by
// the Free Software Foundation, either version 3 of the License, or
// (at your option) any later version.
//
// This program is distributed in the hope that it will be useful,
// but WITHOUT ANY WARRANTY; without even the implied warranty of
// MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
// GNU Lesser General Public License for more details.
//
// You should have received a copy of the GNU Lesser General Public License
// along with this program. If not, see <http://www.gnu.org/licenses/>.
package org.uma.jmetal.runner.multiobjective;
import java.util.List;
import org.knowm.xchart.BitmapEncoder.BitmapFormat;
import org.uma.jmetal.algorithm.multiobjective.dmopso.DMOPSO.FunctionType;
import org.uma.jmetal.algorithm.multiobjective.dmopso.DMOPSOMeasures;
import org.uma.jmetal.measure.MeasureListener;
import org.uma.jmetal.measure.MeasureManager;
import org.uma.jmetal.measure.impl.BasicMeasure;
import org.uma.jmetal.measure.impl.CountingMeasure;
import org.uma.jmetal.problem.DoubleProblem;
import org.uma.jmetal.runner.AbstractAlgorithmRunner;
import org.uma.jmetal.solution.DoubleSolution;
import org.uma.jmetal.util.AlgorithmRunner;
import org.uma.jmetal.util.JMetalLogger;
import org.uma.jmetal.util.ProblemUtils;
import org.uma.jmetal.util.chartcontainer.ChartContainer;
import org.uma.jmetal.util.front.imp.ArrayFront;
/**
* Class for configuring and running the DMOPSO algorithm
*
* @author Antonio J. Nebro <antonio@lcc.uma.es>
*/
public class DMOPSOMeasuresRunner extends AbstractAlgorithmRunner {
/**
* @param args
* Command line arguments.
* @throws org.uma.jmetal.util.JMetalException
* @throws java.io.IOException
* @throws SecurityException
* Invoking command: java
* org.uma.jmetal.runner.multiobjective.DMOPSORunner problemName
* [referenceFront]
*/
public static void main(String[] args) throws Exception {
DoubleProblem problem;
DMOPSOMeasures algorithm;
String referenceParetoFront = "";
String problemName;
if (args.length == 1) {
problemName = args[0];
} else if (args.length == 2) {
problemName = args[0];
referenceParetoFront = args[1];
} else {
problemName = "org.uma.jmetal.problem.multiobjective.zdt.ZDT1";
referenceParetoFront = "../jmetal-problem/src/test/resources/pareto_fronts/ZDT1.pf";
}
problem = (DoubleProblem) ProblemUtils.<DoubleSolution>loadProblem(problemName);
algorithm = new DMOPSOMeasures(problem, 100, 150, 0.0, 0.1, 0.0, 1.0, 1.5, 2.5, 1.5, 2.5, 0.1, 0.4, -1.0, -1.0,
FunctionType.TCHE, "MOEAD_Weights", 2);
algorithm.setReferenceFront(new ArrayFront(referenceParetoFront));
/* Measure management */
MeasureManager measureManager = ((DMOPSOMeasures) algorithm).getMeasureManager();
BasicMeasure<List<DoubleSolution>> solutionListMeasure = (BasicMeasure<List<DoubleSolution>>) measureManager
.<List<DoubleSolution>>getPushMeasure("currentPopulation");
CountingMeasure iterationMeasure = (CountingMeasure) measureManager.<Long>getPushMeasure("currentEvaluation");
BasicMeasure<Double> hypervolumeMeasure = (BasicMeasure<Double>) measureManager
.<Double>getPushMeasure("hypervolume");
BasicMeasure<Double> epsilonMeasure = (BasicMeasure<Double>) measureManager.<Double>getPushMeasure("epsilon");
ChartContainer chart = new ChartContainer(algorithm.getName(), 200);
chart.setFrontChart(0, 1, referenceParetoFront);
chart.setVarChart(0, 1);
chart.addIndicatorChart("Hypervolume");
chart.addIndicatorChart("Epsilon");
chart.initChart();
solutionListMeasure.register(new ChartListener(chart));
iterationMeasure.register(new IterationListener(chart));
hypervolumeMeasure.register(new IndicatorListener("Hypervolume", chart));
epsilonMeasure.register(new IndicatorListener("Epsilon", chart));
/* End of measure management */
AlgorithmRunner algorithmRunner = new AlgorithmRunner.Executor(algorithm).execute();
chart.saveChart("./chart", BitmapFormat.PNG);
List<DoubleSolution> population = algorithm.getResult();
long computingTime = algorithmRunner.getComputingTime();
JMetalLogger.logger.info("Total execution time: " + computingTime + "ms");
printFinalSolutionSet(population);
if (!referenceParetoFront.equals("")) {
printQualityIndicators(population, referenceParetoFront);
}
}
private static class ChartListener implements MeasureListener<List<DoubleSolution>> {
private ChartContainer chart;
private int iteration = 0;
public ChartListener(ChartContainer chart) {
this.chart = chart;
this.chart.getFrontChart().setTitle("Iteration: " + this.iteration);
}
private void refreshChart(List<DoubleSolution> solutionList) {
if (this.chart != null) {
iteration++;
this.chart.getFrontChart().setTitle("Iteration: " + this.iteration);
this.chart.updateFrontCharts(solutionList);
this.chart.refreshCharts();
}
}
@Override
synchronized public void measureGenerated(List<DoubleSolution> solutions) {
refreshChart(solutions);
}
}
private static class IterationListener implements MeasureListener<Long> {
ChartContainer chart;
public IterationListener(ChartContainer chart) {
this.chart = chart;
this.chart.getFrontChart().setTitle("Iteration: " + 0);
}
@Override
synchronized public void measureGenerated(Long iteration) {
if (this.chart != null) {
this.chart.getFrontChart().setTitle("Iteration: " + iteration);
}
}
}
private static class IndicatorListener implements MeasureListener<Double> {
ChartContainer chart;
String indicator;
public IndicatorListener(String indicator, ChartContainer chart) {
this.chart = chart;
this.indicator = indicator;
}
@Override
synchronized public void measureGenerated(Double value) {
if (this.chart != null) {
this.chart.updateIndicatorChart(this.indicator, value);
this.chart.refreshCharts(0);
}
}
}
}