tp-apprentissage/clustering-benchmark-master/src/main/java/org/clueminer/clustering/benchmark/nsga/NsgaScore.java
Titouan Labourdette e3009c62af 1er commit
2021-09-28 15:35:45 +02:00

82 rivejä
3 KiB
Java

/*
* Copyright (C) 2011-2016 clueminer.org
*
* This program is free software: you can redistribute it and/or modify
* it under the terms of the GNU 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 General Public License for more details.
*
* You should have received a copy of the GNU General Public License
* along with this program. If not, see <http://www.gnu.org/licenses/>.
*/
package org.clueminer.clustering.benchmark.nsga;
import com.beust.jcommander.JCommander;
import java.util.List;
import java.util.Map;
import java.util.concurrent.ExecutorService;
import java.util.concurrent.Executors;
import org.clueminer.clustering.api.ClusterEvaluation;
import org.clueminer.clustering.api.InternalEvaluator;
import org.clueminer.clustering.api.factory.InternalEvaluatorFactory;
import org.clueminer.clustering.benchmark.Bench;
import static org.clueminer.clustering.benchmark.Bench.ensureFolder;
import static org.clueminer.clustering.benchmark.Bench.printUsage;
import org.clueminer.dataset.api.Dataset;
import org.clueminer.dataset.api.Instance;
import org.clueminer.log.ClmLog;
/**
*
* @author Tomas Barton
*/
public class NsgaScore extends Bench {
public static final String name = "nsga-scores";
protected static NsgaParams parseArguments(String[] args) {
NsgaParams params = new NsgaParams();
JCommander cmd = new JCommander(params);
printUsage(args, cmd, params);
return params;
}
@Override
public void main(String[] args) {
NsgaParams params = parseArguments(args);
if (params.test || params.dataset != null) {
if (params.test) {
load("iris");
} else {
load(params.dataset);
}
} else {
loadDatasets();
}
System.out.println("loaded dataset");
ClmLog.setup(params.log);
int i = 0;
for (Map.Entry<String, Map.Entry<Dataset<? extends Instance>, Integer>> e : availableDatasets.entrySet()) {
System.out.println((i++) + ":" + e.getKey());
}
benchmarkFolder = params.home + '/' + "benchmark" + '/' + name;
ensureFolder(benchmarkFolder);
System.out.println("writing results to: " + benchmarkFolder);
System.out.println("=== starting " + name);
List<InternalEvaluator> eval = InternalEvaluatorFactory.getInstance().getAll();
ClusterEvaluation[] scores = eval.toArray(new ClusterEvaluation[eval.size()]);
System.out.println("scores size: " + scores.length);
NsgaExp exp = new NsgaExp(params, benchmarkFolder, scores, availableDatasets);
ExecutorService execService = Executors.newFixedThreadPool(1);
execService.submit(exp);
execService.shutdown();
}
}