org.uma.jmetal.runner.multiobjective.NSGAIIMeasuresRunner Maven / Gradle / Ivy
// NSGAIIRunner.java
//
// Author:
// Antonio J. Nebro
//
// 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 .
package org.uma.jmetal.runner.multiobjective;
import org.uma.jmetal.algorithm.Algorithm;
import org.uma.jmetal.algorithm.multiobjective.nsgaii.NSGAIIMeasures;
import org.uma.jmetal.algorithm.multiobjective.nsgaii.NSGAIIMeasuresBuilder;
import org.uma.jmetal.measure.MeasureManager;
import org.uma.jmetal.measure.impl.CountingMeasure;
import org.uma.jmetal.measure.impl.DurationMeasure;
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.problem.multiobjective.Kursawe;
import org.uma.jmetal.solution.Solution;
import org.uma.jmetal.util.JMetalException;
import org.uma.jmetal.util.JMetalLogger;
import org.uma.jmetal.util.ProblemUtils;
import org.uma.jmetal.util.comparator.RankingAndCrowdingDistanceComparator;
import org.uma.jmetal.util.fileoutput.SolutionSetOutput;
import org.uma.jmetal.util.fileoutput.impl.DefaultFileOutputContext;
import java.util.List;
import java.util.concurrent.TimeUnit;
/**
* Class to configure and run the NSGA-II algorithm
*/
public class NSGAIIMeasuresRunner {
/**
* @param args Command line arguments.
* @throws java.io.IOException
* @throws SecurityException
* @throws ClassNotFoundException
* Usage: three options
* - org.uma.jmetal.runner.multiobjective.NSGAIIRunner
* - org.uma.jmetal.runner.multiobjective.NSGAIIRunner problemName
* - org.uma.jmetal.runner.multiobjective.NSGAIIRunner problemName paretoFrontFile
*/
public static void main(String[] args) throws JMetalException, InterruptedException {
Problem problem;
Algorithm> algorithm;
CrossoverOperator crossover;
MutationOperator mutation;
SelectionOperator selection;
String problemName ;
if (args.length == 1) {
problemName = args[0] ;
problem = ProblemUtils.loadProblem(problemName);
} else {
problem = new Kursawe(1000);
}
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());
int maxIterations = 250 ;
int populationSize = 100 ;
algorithm = new NSGAIIMeasuresBuilder(problem)
.setCrossoverOperator(crossover)
.setMutationOperator(mutation)
.setSelectionOperator(selection)
.setMaxIterations(maxIterations)
.setPopulationSize(populationSize)
.build() ;
/* Measure management */
MeasureManager measureManager = ((NSGAIIMeasures)algorithm).getMeasureManager() ;
CountingMeasure iteration =
(CountingMeasure) measureManager.getPullMeasure("currentIteration");
DurationMeasure currentComputingTime =
(DurationMeasure) measureManager.getPullMeasure("currentExecutionTime");
/* End of measure management */
//AlgorithmRunner algorithmRunner = new AlgorithmRunner.Executor(algorithm)
// .execute() ;
Thread algorithmThread = new Thread(algorithm) ;
algorithmThread.start();
/* Using the measures */
int i = 0 ;
while(iteration.get() < maxIterations) {
TimeUnit.SECONDS.sleep(5);
System.out.println("Iteration (" + i + "): " + iteration.get()) ;
System.out.println("Computing time (" + i + "): " + currentComputingTime.get()) ;
i++ ;
}
algorithmThread.join();
List population = algorithm.getResult() ;
long computingTime = currentComputingTime.get() ;
//long computingTime = algorithmRunner.getComputingTime() ;
new SolutionSetOutput.Printer(population)
.setSeparator("\t")
.setVarFileOutputContext(new DefaultFileOutputContext("VAR.tsv"))
.setFunFileOutputContext(new DefaultFileOutputContext("FUN.tsv"))
.print();
JMetalLogger.logger.info("Total execution time: " + computingTime + "ms");
JMetalLogger.logger.info("Objectives values have been written to file FUN.tsv");
JMetalLogger.logger.info("Variables values have been written to file VAR.tsv");
}
}