/* * Copyright 2015 S. Webber * * Licensed 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.oakgp.evolve; import static java.lang.Math.min; import java.util.Collection; import java.util.Map; import java.util.Set; import org.oakgp.node.Node; import org.oakgp.rank.RankedCandidates; import org.oakgp.select.NodeSelector; import org.oakgp.select.NodeSelectorFactory; import org.oakgp.util.NodeSet; /** Uses a user-defined collection of {@code GeneticOperator} instances to evolve new generations from existing generations. */ public final class GenerationEvolverImpl implements GenerationEvolver { private final int elitismSize; private final NodeSelectorFactory selectorFactory; private final Map<GeneticOperator, Integer> operators; /** * Creates a {@code GenerationEvolverImpl} that uses the given values to evolve new generations. * * @param elitismSize * the number of best candidates from an existing generation to automatically include "as-is" in the next generation * @param selectorFactory * used to select candidates from an existing generation to be used as a basis for evolving candidates for the next generation * @param operators * the genetic operators to be used to evolve new candidates where the key = a genetic operator and the value = the number of times that genetic * operator should be applied during each single invocation of {@link #evolve(RankedCandidates)} */ public GenerationEvolverImpl(int elitismSize, NodeSelectorFactory selectorFactory, Map<GeneticOperator, Integer> operators) { this.elitismSize = elitismSize; this.selectorFactory = selectorFactory; this.operators = operators; } /** * Returns a new generation of {@code Node} instances evolved from the specified existing generation. * * @param oldGeneration * the existing generation to use as a basis for evolving a new generation * @return a new generation of {@code Node} instances evolved from the existing generation specified by {@code oldGeneration} */ @Override public Collection<Node> evolve(RankedCandidates oldGeneration) { NodeSelector selector = selectorFactory.getSelector(oldGeneration); Set<Node> newGeneration = new NodeSet(); final int elitismSizeForGeneration = min(elitismSize, oldGeneration.size()); for (int i = 0; i < elitismSizeForGeneration; i++) { newGeneration.add(oldGeneration.get(i).getNode()); } for (Map.Entry<GeneticOperator, Integer> e : operators.entrySet()) { GeneticOperator operator = e.getKey(); int count = e.getValue(); for (int i = 0; i < count; i++) { newGeneration.add(operator.evolve(selector)); } } return newGeneration; } }