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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.List;
import org.apache.ignite.Ignite;
import org.apache.ignite.IgniteCache;
import org.apache.ignite.IgniteException;
import org.apache.ignite.compute.ComputeJobAdapter;
import org.apache.ignite.resources.IgniteInstanceResource;
import org.apache.ignite.transactions.Transaction;
import org.apache.ignite.ml.genetic.parameter.GAGridConstants;
/**
* Responsible for applying mutation on respective Chromosome based on mutation Rate
*/
public class MutateJob extends ComputeJobAdapter {
/** primary key of Chromosome to mutate **/
private Long key;
/** primary keys of genes to be used in mutation **/
private List mutatedGeneKeys;
/** Ignite instance */
@IgniteInstanceResource
private Ignite ignite = null;
/** Mutation Rate **/
private double mutationRate;
/**
* @param key Primary key of chromosome
* @param mutatedGeneKeys Primary keys of genes to be used in mutation
* @param mutationRate Mutation rate
*/
public MutateJob(Long key, List mutatedGeneKeys, double mutationRate) {
this.key = key;
this.mutationRate = mutationRate;
this.mutatedGeneKeys = mutatedGeneKeys;
}
/**
* Perform mutation
*
* @return Boolean value
*/
public Boolean execute() throws IgniteException {
IgniteCache populationCache = ignite.cache(GAGridConstants.POPULATION_CACHE);
Chromosome chromosome = populationCache.localPeek(key);
long[] geneKeys = chromosome.getGenes();
for (int k = 0; k < this.mutatedGeneKeys.size(); k++) {
// Mutate gene based on MutatonRate
if (this.mutationRate > Math.random())
geneKeys[k] = this.mutatedGeneKeys.get(k);
}
chromosome.setGenes(geneKeys);
Transaction tx = ignite.transactions().txStart();
populationCache.put(chromosome.id(), chromosome);
tx.commit();
return Boolean.TRUE;
}
}
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