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/*
 * 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.commons.math3.genetics;

/**
 * Individual in a population. Chromosomes are compared based on their fitness.
 * 

* The chromosomes are IMMUTABLE, and so their fitness is also immutable and * therefore it can be cached. * * @since 2.0 */ public abstract class Chromosome implements Comparable,Fitness { /** Value assigned when no fitness has been computed yet. */ private static final double NO_FITNESS = Double.NEGATIVE_INFINITY; /** Cached value of the fitness of this chromosome. */ private double fitness = NO_FITNESS; /** * Access the fitness of this chromosome. The bigger the fitness, the better the chromosome. *

* Computation of fitness is usually very time-consuming task, therefore the fitness is cached. * * @return the fitness */ public double getFitness() { if (this.fitness == NO_FITNESS) { // no cache - compute the fitness this.fitness = fitness(); } return this.fitness; } /** * Compares two chromosomes based on their fitness. The bigger the fitness, the better the chromosome. * * @param another another chromosome to compare * @return *

    *
  • -1 if another is better than this
  • *
  • 1 if another is worse than this
  • *
  • 0 if the two chromosomes have the same fitness
  • *
*/ public int compareTo(final Chromosome another) { return Double.compare(getFitness(), another.getFitness()); } /** * Returns true iff another has the same representation and therefore the same fitness. By * default, it returns false -- override it in your implementation if you need it. * * @param another chromosome to compare * @return true if another is equivalent to this chromosome */ protected boolean isSame(final Chromosome another) { return false; } /** * Searches the population for another chromosome with the same representation. If such chromosome is * found, it is returned, if no such chromosome exists, returns null. * * @param population Population to search * @return Chromosome with the same representation, or null if no such chromosome exists. */ protected Chromosome findSameChromosome(final Population population) { for (Chromosome anotherChr : population) { if (this.isSame(anotherChr)) { return anotherChr; } } return null; } /** * Searches the population for a chromosome representing the same solution, and if it finds one, * updates the fitness to its value. * * @param population Population to search */ public void searchForFitnessUpdate(final Population population) { Chromosome sameChromosome = findSameChromosome(population); if (sameChromosome != null) { fitness = sameChromosome.getFitness(); } } }




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