org.uma.jmetal.runner.multiobjective.WASFGAMeasuresRunner Maven / Gradle / Ivy

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package org.uma.jmetal.runner.multiobjective;

import org.knowm.xchart.BitmapEncoder.BitmapFormat;
import org.uma.jmetal.algorithm.Algorithm;
import org.uma.jmetal.algorithm.multiobjective.wasfga.WASFGAMeasures;
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.operator.CrossoverOperator;
import org.uma.jmetal.operator.MutationOperator;
import org.uma.jmetal.operator.SelectionOperator;
import org.uma.jmetal.operator.impl.crossover.SBXCrossover;
import org.uma.jmetal.operator.impl.mutation.PolynomialMutation;
import org.uma.jmetal.operator.impl.selection.BinaryTournamentSelection;
import org.uma.jmetal.problem.Problem;
import org.uma.jmetal.solution.DoubleSolution;
import org.uma.jmetal.util.*;
import org.uma.jmetal.util.chartcontainer.ChartContainer;
import org.uma.jmetal.util.comparator.RankingAndCrowdingDistanceComparator;
import org.uma.jmetal.util.evaluator.impl.SequentialSolutionListEvaluator;

import java.io.IOException;
import java.util.ArrayList;
import java.util.List;

public class WASFGAMeasuresRunner extends AbstractAlgorithmRunner {
  /**
   * @param args Command line arguments.
   * @throws JMetalException
 * @throws IOException 
   */
  public static void main(String[] args) throws JMetalException, IOException {
    Problem problem;
    Algorithm> algorithm;
    CrossoverOperator crossover;
    MutationOperator mutation;
    SelectionOperator, DoubleSolution> selection;
    String referenceParetoFront = "" ;
    List referencePoint = null;

    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 = ProblemUtils. loadProblem(problemName);

    referencePoint = new ArrayList<>();
    referencePoint.add(0.6);
    referencePoint.add(0.4);

    double crossoverProbability = 0.9 ;
    double crossoverDistributionIndex = 20.0 ;
    crossover = new SBXCrossover(crossoverProbability, crossoverDistributionIndex) ;

    double mutationProbability = 1.0 / problem.getNumberOfVariables() ;
    double mutationDistributionIndex = 20.0 ;
    mutation = new PolynomialMutation(mutationProbability, mutationDistributionIndex) ;

    selection = new BinaryTournamentSelection(new RankingAndCrowdingDistanceComparator());

    double epsilon = 0.01 ;
    algorithm = new WASFGAMeasures(
    				problem,
						100,
						250,
						crossover, mutation, selection,new SequentialSolutionListEvaluator(),
            epsilon,
            referencePoint) ;
    
    /* Measure management */
    MeasureManager measureManager = ((WASFGAMeasures) algorithm).getMeasureManager();

    BasicMeasure> solutionListMeasure = (BasicMeasure>) measureManager
            .>getPushMeasure("currentPopulation");
    CountingMeasure iterationMeasure = (CountingMeasure) measureManager.getPushMeasure("currentEvaluation");

    ChartContainer chart = new ChartContainer(algorithm.getName(), 200);
    chart.setFrontChart(0, 1, referenceParetoFront);
    chart.setReferencePoint(referencePoint);
    chart.setVarChart(0, 1);
    chart.initChart();

    solutionListMeasure.register(new ChartListener(chart));
    iterationMeasure.register(new IterationListener(chart));

    /* End of measure management */
    
    AlgorithmRunner algorithmRunner = new AlgorithmRunner.Executor(algorithm)
            .execute() ;

    chart.saveChart("WASFGA", BitmapFormat.PNG);
    List 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> {
      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 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 solutions) {
          refreshChart(solutions);
      }
  }

  private static class IterationListener implements MeasureListener {
      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);
          }
      }
  }
}