/**
* Licensed to the Apache Software Foundation (ASF) under one or more
* contributor license agreements. See the NOTICE file distributed with
* this work for additional information regarding copyright ownership.
* The ASF licenses this file to You under the Apache License, Version 2.0
* (the "License"); you may not use this file except in compliance with
* the License. You may obtain a copy of the License at
*
* http://www.apache.org/licenses/LICENSE-2.0
*
* Unless required by applicable law or agreed to in writing, software
* distributed under the License is distributed on an "AS IS" BASIS,
* WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
* See the License for the specific language governing permissions and
* limitations under the License.
*/
package org.apache.mahout.ga.watchmaker.cd;
import java.io.IOException;
import java.util.Collection;
import java.util.List;
import com.google.common.collect.Lists;
import org.apache.hadoop.fs.Path;
import org.apache.mahout.ga.watchmaker.STFitnessEvaluator;
import org.apache.mahout.ga.watchmaker.cd.hadoop.CDMahoutEvaluator;
import org.apache.mahout.ga.watchmaker.cd.hadoop.DatasetSplit;
/**
* Class Discovery Fitness Evaluator. Delegates to Mahout the task of evaluating
* the fitness.
*/
public class CDFitnessEvaluator extends STFitnessEvaluator<Rule> {
private final Path dataset;
private final DatasetSplit split;
private final Collection<CDFitness> evals = Lists.newArrayList();
private final int target;
/**
*
* @param dataset dataset path
* @param split
*/
public CDFitnessEvaluator(String dataset, int target, DatasetSplit split) {
this.dataset = new Path(dataset);
this.target = target;
this.split = split;
}
@Override
public boolean isNatural() {
return true;
}
@Override
protected void evaluate(List<? extends Rule> population,
List<Double> evaluations) {
evals.clear();
Path output = new Path("output");
try {
CDMahoutEvaluator.evaluate(population, target, dataset, output, evals, split);
} catch (IOException e) {
throw new IllegalStateException("Exception while evaluating the population", e);
} catch (InterruptedException e) {
throw new IllegalStateException("Exception while evaluating the population", e);
} catch (ClassNotFoundException e) {
throw new IllegalStateException("Exception while evaluating the population", e);
}
for (CDFitness fitness : evals) {
evaluations.add(fitness.get());
}
}
}