ProgramRulesApplicatorMutator.java
package net.bmahe.genetics4j.gp.mutation;
import java.util.ArrayList;
import java.util.List;
import java.util.Optional;
import org.apache.commons.lang3.Validate;
import org.apache.logging.log4j.LogManager;
import org.apache.logging.log4j.Logger;
import net.bmahe.genetics4j.core.Genotype;
import net.bmahe.genetics4j.core.chromosomes.Chromosome;
import net.bmahe.genetics4j.core.chromosomes.TreeChromosome;
import net.bmahe.genetics4j.core.chromosomes.TreeNode;
import net.bmahe.genetics4j.core.mutation.Mutator;
import net.bmahe.genetics4j.core.spec.AbstractEAConfiguration;
import net.bmahe.genetics4j.core.spec.chromosome.ChromosomeSpec;
import net.bmahe.genetics4j.gp.Operation;
import net.bmahe.genetics4j.gp.program.Program;
import net.bmahe.genetics4j.gp.spec.chromosome.ProgramTreeChromosomeSpec;
import net.bmahe.genetics4j.gp.spec.mutation.Rule;
import net.bmahe.genetics4j.gp.utils.TreeNodeUtils;
public class ProgramRulesApplicatorMutator implements Mutator {
final static public Logger logger = LogManager.getLogger(ProgramRulesApplicatorMutator.class);
private final List<Rule> rules;
private final AbstractEAConfiguration eaConfiguration;
public ProgramRulesApplicatorMutator(final List<Rule> _rules, final AbstractEAConfiguration _eaConfiguration) {
Validate.notNull(_rules);
Validate.isTrue(_rules.isEmpty() == false);
Validate.notNull(_eaConfiguration);
this.rules = _rules;
this.eaConfiguration = _eaConfiguration;
}
protected TreeNode<Operation<?>> duplicateAndApplyRule(final Program program, final TreeNode<Operation<?>> root) {
Validate.notNull(root);
logger.trace("A - {}", TreeNodeUtils.toStringTreeNode(root));
final Operation<?> rootOperation = root.getData();
final List<TreeNode<Operation<?>>> children = root.getChildren();
TreeNode<Operation<?>> currentRoot = new TreeNode<Operation<?>>(rootOperation);
if (children.size() > 0) {
final List<TreeNode<Operation<?>>> newChildren = new ArrayList<>();
for (int i = 0; i < children.size(); i++) {
final TreeNode<Operation<?>> childNode = children.get(i);
final TreeNode<Operation<?>> childCopy = duplicateAndApplyRule(program, childNode);
newChildren.add(childCopy);
}
currentRoot.addChildren(newChildren);
}
boolean done = false;
while (done == false) {
final TreeNode<Operation<?>> localRoot = currentRoot;
logger.trace("B - {}", TreeNodeUtils.toStringTreeNode(localRoot));
final Optional<Rule> applicableRule = rules.stream().filter((rule) -> rule.test(localRoot)).findFirst();
final Optional<TreeNode<Operation<?>>> newRootOpt = applicableRule.map(x -> x.apply(program, localRoot));
done = newRootOpt.map(newRoot -> TreeNodeUtils.areSame(newRoot, localRoot)).orElse(true);
if (newRootOpt.isPresent()) {
currentRoot = newRootOpt.get();
}
}
return currentRoot;
}
@Override
public Genotype mutate(final Genotype original) {
Validate.notNull(original);
logger.trace("Mutating genotype: {}", original);
final Chromosome[] newChromosomes = new Chromosome[original.getSize()];
final Chromosome[] chromosomes = original.getChromosomes();
for (int chromosomeIndex = 0; chromosomeIndex < chromosomes.length; chromosomeIndex++) {
final ChromosomeSpec chromosomeSpec = eaConfiguration.getChromosomeSpec(chromosomeIndex);
final Chromosome chromosome = chromosomes[chromosomeIndex];
if (chromosomeSpec instanceof ProgramTreeChromosomeSpec == false) {
throw new IllegalArgumentException("This mutator does not support chromosome specs " + chromosomeSpec);
}
if (chromosome instanceof TreeChromosome<?> == false) {
throw new IllegalArgumentException(
"This mutator does not support chromosome of type " + chromosome.getClass().getSimpleName());
}
final ProgramTreeChromosomeSpec programTreeChromosomeSpec = (ProgramTreeChromosomeSpec) chromosomeSpec;
final TreeChromosome<Operation<?>> treeChromosome = (TreeChromosome<Operation<?>>) chromosome;
final TreeNode<Operation<?>> root = treeChromosome.getRoot();
if (logger.isTraceEnabled()) {
logger.trace("Original chromosome {} - {}", chromosomeIndex, TreeNodeUtils.toStringTreeNode(root));
}
final TreeNode<Operation<?>> newRoot = duplicateAndApplyRule(programTreeChromosomeSpec.program(), root);
final TreeChromosome<Operation<?>> newTreeChromosome = new TreeChromosome<>(newRoot);
newChromosomes[chromosomeIndex] = newTreeChromosome;
}
return new Genotype(newChromosomes);
}
}