// NSGAIIRunner.java // // Author: // Antonio J. Nebro <antonio@lcc.uma.es> // // Copyright (c) 2014 Antonio J. Nebro // // 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 org.uma.jmetal.algorithm.Algorithm; import org.uma.jmetal.algorithm.multiobjective.smpso.SMPSOBuilder; import org.uma.jmetal.algorithm.multiobjective.smpso.SMPSOMeasures; 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.measure.impl.DurationMeasure; import org.uma.jmetal.operator.MutationOperator; import org.uma.jmetal.operator.impl.mutation.PolynomialMutation; import org.uma.jmetal.problem.DoubleProblem; import org.uma.jmetal.runner.AbstractAlgorithmRunner; import org.uma.jmetal.solution.DoubleSolution; import org.uma.jmetal.util.JMetalException; import org.uma.jmetal.util.JMetalLogger; import org.uma.jmetal.util.ProblemUtils; import org.uma.jmetal.util.archive.BoundedArchive; import org.uma.jmetal.util.archive.impl.CrowdingDistanceArchive; import org.uma.jmetal.util.evaluator.impl.SequentialSolutionListEvaluator; import org.uma.jmetal.util.pseudorandom.impl.MersenneTwisterGenerator; import java.io.FileNotFoundException; import java.util.List; import java.util.concurrent.TimeUnit; /** * Class to configure and run the NSGA-II algorithm (variant with measures) */ public class SMPSOMeasuresRunner extends AbstractAlgorithmRunner { /** * @param args Command line arguments. * @throws SecurityException * Invoking command: java org.uma.jmetal.runner.multiobjective.NSGAIIMeasuresRunner problemName [referenceFront] */ public static void main(String[] args) throws JMetalException, InterruptedException, FileNotFoundException { DoubleProblem problem; Algorithm<List<DoubleSolution>> algorithm; MutationOperator<DoubleSolution> mutation; 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.ZDT4"; referenceParetoFront = "jmetal-problem/src/test/resources/pareto_fronts/ZDT4.pf" ; } problem = (DoubleProblem) ProblemUtils.<DoubleSolution> loadProblem(problemName); BoundedArchive<DoubleSolution> archive = new CrowdingDistanceArchive<DoubleSolution>(100) ; double mutationProbability = 1.0 / problem.getNumberOfVariables() ; double mutationDistributionIndex = 20.0 ; mutation = new PolynomialMutation(mutationProbability, mutationDistributionIndex) ; int maxIterations = 250 ; int swarmSize = 100 ; algorithm = new SMPSOBuilder(problem, archive) .setMutation(mutation) .setMaxIterations(maxIterations) .setSwarmSize(swarmSize) .setRandomGenerator(new MersenneTwisterGenerator()) .setSolutionListEvaluator(new SequentialSolutionListEvaluator<DoubleSolution>()) .setVariant(SMPSOBuilder.SMPSOVariant.Measures) .build(); /* Measure management */ MeasureManager measureManager = ((SMPSOMeasures)algorithm).getMeasureManager() ; CountingMeasure currentIteration = (CountingMeasure) measureManager.<Long>getPullMeasure("currentIteration"); DurationMeasure currentComputingTime = (DurationMeasure) measureManager.<Long>getPullMeasure("currentExecutionTime"); BasicMeasure<List<DoubleSolution>> solutionListMeasure = (BasicMeasure<List<DoubleSolution>>) measureManager.<List<DoubleSolution>> getPushMeasure("currentPopulation"); CountingMeasure iteration2 = (CountingMeasure) measureManager.<Long>getPushMeasure("currentIteration"); solutionListMeasure.register(new Listener()); iteration2.register(new Listener2()); /* End of measure management */ Thread algorithmThread = new Thread(algorithm) ; algorithmThread.start(); /* Using the measures */ int i = 0 ; while(currentIteration.get() < maxIterations) { TimeUnit.SECONDS.sleep(1); System.out.println("Iteration (" + i + ") : " + currentIteration.get()) ; System.out.println("Computing time (" + i + ") : " + currentComputingTime.get()) ; i++ ; } algorithmThread.join(); List<DoubleSolution> population = algorithm.getResult() ; long computingTime = currentComputingTime.get() ; JMetalLogger.logger.info("Total execution time: " + computingTime + "ms"); printFinalSolutionSet(population); if (!referenceParetoFront.equals("")) { printQualityIndicators(population, referenceParetoFront) ; } } private static class Listener implements MeasureListener<List<DoubleSolution>> { private int counter = 0 ; @Override synchronized public void measureGenerated(List<DoubleSolution> solutions) { if ((counter % 100 == 0)) { System.out.println("PUSH MEASURE. Counter = " + counter+ " First solution: " + solutions.get(0).getVariableValue(0)) ; } counter ++ ; } } private static class Listener2 implements MeasureListener<Long> { @Override synchronized public void measureGenerated(Long value) { if ((value % 10 == 0)) { System.out.println("PUSH MEASURE. Iteration: " + value) ; } } } }