001/* 002 * Java Genetic Algorithm Library (jenetics-8.1.0). 003 * Copyright (c) 2007-2024 Franz Wilhelmstötter 004 * 005 * Licensed under the Apache License, Version 2.0 (the "License"); 006 * you may not use this file except in compliance with the License. 007 * You may obtain a copy of the License at 008 * 009 * http://www.apache.org/licenses/LICENSE-2.0 010 * 011 * Unless required by applicable law or agreed to in writing, software 012 * distributed under the License is distributed on an "AS IS" BASIS, 013 * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. 014 * See the License for the specific language governing permissions and 015 * limitations under the License. 016 * 017 * Author: 018 * Franz Wilhelmstötter (franz.wilhelmstoetter@gmail.com) 019 */ 020package io.jenetics.engine; 021 022import java.util.concurrent.atomic.AtomicBoolean; 023 024import io.jenetics.Gene; 025import io.jenetics.Phenotype; 026 027/** 028 * This class allows forcing a reevaluation of the fitness function. A 029 * reevaluation is necessary if the fitness function changes. Changing the 030 * fitness function is not the usual use case but is necessary for some 031 * problems, like symbolic regression analyses with changing input data (time 032 * series). 033 * {@snippet lang="java": 034 * final var nullifier = new FitnessNullifier<DoubleGene, Double>(); 035 * 036 * final Engine<DoubleGene, Double> engine = Engine.builder(problem) 037 * .interceptor(nullifier) 038 * .build(); 039 * 040 * // Invalidate fitness value by calling the 'nullifyFitness' method, 041 * // possible from a different thread. This forces the reevaluation of 042 * // the fitness values at the start of the next generation. 043 * nullifier.nullifyFitness(); 044 * } 045 * 046 * @implNote 047 * This interceptor is thread-safe and can be used from different threads. No 048 * additional synchronization is necessary. 049 * 050 * @see Phenotype#nullifyFitness() 051 * 052 * @param <G> the gene type 053 * @param <C> the fitness result type 054 * 055 * @author <a href="mailto:franz.wilhelmstoetter@gmail.com">Franz Wilhelmstötter</a> 056 * @since 6.0 057 * @version 6.0 058 */ 059public final class FitnessNullifier< 060 G extends Gene<?, G>, 061 C extends Comparable<? super C> 062> 063 implements EvolutionInterceptor<G, C> 064{ 065 066 private final AtomicBoolean _invalid = new AtomicBoolean(false); 067 068 /** 069 * Nullifies the fitness values of the population, if requested. The 070 * <em>nullification flag</em> is reset after this call. Two consecutive 071 * calls of this method might lead to two different results. 072 * 073 * @see #nullifyFitness() 074 * 075 * @param start the evolution start object 076 * @return the evolution start object with the nullified fitness values, 077 * if the nullification has been triggered 078 */ 079 @Override 080 public EvolutionStart<G, C> before(final EvolutionStart<G, C> start) { 081 final boolean invalid = _invalid.getAndSet(false); 082 return invalid ? invalidate(start) : start; 083 } 084 085 private EvolutionStart<G, C> invalidate(final EvolutionStart<G, C> start) { 086 return EvolutionStart.of( 087 start.population().map(Phenotype::nullifyFitness), 088 start.generation() 089 ); 090 } 091 092 /** 093 * Triggers the nullification of the fitness values of the population for 094 * the next generation. 095 * 096 * @see #before(EvolutionStart) 097 * 098 * @return {@code true} if the <em>nullification</em> request will trigger 099 * a new fitness nullification. @{code false} if the fitness 100 * <em>nullification</em> has been requested before, without 101 * actually executing it. 102 */ 103 public boolean nullifyFitness() { 104 return !_invalid.getAndSet(true); 105 } 106 107}