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Apache Ignite® is a Distributed Database For High-Performance Computing With In-Memory Speed.
/*
* 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.ignite.ml.genetic;
import java.util.ArrayList;
import java.util.List;
import org.apache.ignite.Ignite;
import org.apache.ignite.IgniteCache;
import org.apache.ignite.IgniteException;
import org.apache.ignite.IgniteLogger;
import org.apache.ignite.compute.ComputeJobAdapter;
import org.apache.ignite.resources.IgniteInstanceResource;
import org.apache.ignite.resources.LoggerResource;
import org.apache.ignite.transactions.Transaction;
import org.apache.ignite.ml.genetic.parameter.GAGridConstants;
/**
* Responsible for performing fitness evaluation on an individual chromosome
*/
public class FitnessJob extends ComputeJobAdapter {
/**
* Chromosome primary Key
*/
private Long key;
/** Ignite instance */
@IgniteInstanceResource
private Ignite ignite = null;
/** Ignite logger */
@LoggerResource
private IgniteLogger log = null;
/** IFitnessFunction */
private IFitnessFunction fitnessFuncton = null;
/**
* @param key Chromosome primary Key
* @param fitnessFunction Fitness function defined by developer
*/
public FitnessJob(Long key, IFitnessFunction fitnessFunction) {
this.key = key;
this.fitnessFuncton = fitnessFunction;
}
/**
* Perform fitness operation utilizing IFitnessFunction
*
* Update chromosome's fitness value
*
* @return Fitness score
*/
public Double execute() throws IgniteException {
IgniteCache populationCache = ignite.cache(GAGridConstants.POPULATION_CACHE);
IgniteCache geneCache = ignite.cache(GAGridConstants.GENE_CACHE);
Chromosome chromosome = populationCache.localPeek(key);
long[] geneKeys = chromosome.getGenes();
List genes = new ArrayList();
for (int i = 0; i < geneKeys.length; i++) {
long aKey = geneKeys[i];
Gene aGene = geneCache.localPeek(aKey);
genes.add(aGene);
}
Double value = fitnessFuncton.evaluate(genes);
chromosome.setFitnessScore(value);
Transaction tx = ignite.transactions().txStart();
populationCache.put(chromosome.id(), chromosome);
tx.commit();
return value;
}
}
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