org.uma.jmetal.runner.multiobjective.GDE3Runner Maven / Gradle / Ivy

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Runners classes
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package org.uma.jmetal.runner.multiobjective;

import org.uma.jmetal.algorithm.Algorithm;
import org.uma.jmetal.algorithm.multiobjective.gde3.GDE3Builder;
import org.uma.jmetal.operator.impl.crossover.DifferentialEvolutionCrossover;
import org.uma.jmetal.operator.impl.selection.DifferentialEvolutionSelection;
import org.uma.jmetal.problem.DoubleProblem;
import org.uma.jmetal.solution.DoubleSolution;
import org.uma.jmetal.util.AbstractAlgorithmRunner;
import org.uma.jmetal.util.AlgorithmRunner;
import org.uma.jmetal.util.JMetalLogger;
import org.uma.jmetal.util.ProblemUtils;
import org.uma.jmetal.util.evaluator.impl.SequentialSolutionListEvaluator;

import java.io.FileNotFoundException;
import java.util.List;

/**
 * Class for configuring and running the GDE3 algorithm
 *
 * @author Antonio J. Nebro 
 */
public class GDE3Runner extends AbstractAlgorithmRunner {
  /**
   * @param args Command line arguments.
   * @throws SecurityException Invoking command: java org.uma.jmetal.runner.multiobjective.GDE3Runner
   *                           problemName [referenceFront]
   */
  public static void main(String[] args) throws FileNotFoundException {
    DoubleProblem problem;
    Algorithm> algorithm;
    DifferentialEvolutionSelection selection;
    DifferentialEvolutionCrossover crossover;

    String problemName;
    String referenceParetoFront = "";
    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.loadProblem(problemName);

    double cr = 0.5;
    double f = 0.5;
    crossover = new DifferentialEvolutionCrossover(cr, f, "rand/1/bin");

    selection = new DifferentialEvolutionSelection();

    algorithm = new GDE3Builder(problem)
            .setCrossover(crossover)
            .setSelection(selection)
            .setMaxEvaluations(25000)
            .setPopulationSize(100)
            .setSolutionSetEvaluator(new SequentialSolutionListEvaluator<>())
            .build();

    AlgorithmRunner algorithmRunner = new AlgorithmRunner.Executor(algorithm)
            .execute();

    List population = algorithm.getResult();
    long computingTime = algorithmRunner.getComputingTime();

    JMetalLogger.logger.info("Total execution time: " + computingTime + "ms");

    printFinalSolutionSet(population);
    if (!referenceParetoFront.equals("")) {
      printQualityIndicators(population, referenceParetoFront);
    }
  }
}