//============================================================================= // Copyright 2006-2010 Daniel W. Dyer // // 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.uncommons.watchmaker.framework.operators; import java.util.ArrayList; import java.util.List; import java.util.Random; import org.uncommons.maths.binary.BitString; import org.uncommons.maths.number.ConstantGenerator; import org.uncommons.maths.number.NumberGenerator; import org.uncommons.maths.random.Probability; import org.uncommons.watchmaker.framework.EvolutionaryOperator; /** * Mutation of individual bits in a {@link BitString} according to some * probability. * @see org.uncommons.maths.binary.BitString * @author Daniel Dyer */ public class BitStringMutation implements EvolutionaryOperator<BitString> { private final NumberGenerator<Probability> mutationProbability; private final NumberGenerator<Integer> mutationCount; /** * Creates a mutation operator for bit strings with the specified probability that a given * bit string will be mutated, with exactly one bit being flipped. * @param mutationProbability The probability of a candidate being mutated. */ public BitStringMutation(Probability mutationProbability) { this(new ConstantGenerator<Probability>(mutationProbability), new ConstantGenerator<Integer>(1)); } /** * Creates a mutation operator for bit strings, with the probability that any * given bit will be flipped governed by the specified number generator. * @param mutationProbability The (possibly variable) probability of a candidate * bit string being mutated at all. * @param mutationCount The (possibly variable) number of bits that will be flipped * on any candidate bit string that is selected for mutation. */ public BitStringMutation(NumberGenerator<Probability> mutationProbability, NumberGenerator<Integer> mutationCount) { this.mutationProbability = mutationProbability; this.mutationCount = mutationCount; } public List<BitString> apply(List<BitString> selectedCandidates, Random rng) { List<BitString> mutatedPopulation = new ArrayList<BitString>(selectedCandidates.size()); for (BitString b : selectedCandidates) { mutatedPopulation.add(mutateBitString(b, rng)); } return mutatedPopulation; } /** * Mutate a single bit string. Zero or more bits may be flipped. The * probability of any given bit being flipped is governed by the probability * generator configured for this mutation operator. * @param bitString The bit string to mutate. * @param rng A source of randomness. * @return The mutated bit string. */ private BitString mutateBitString(BitString bitString, Random rng) { if (mutationProbability.nextValue().nextEvent(rng)) { BitString mutatedBitString = bitString.clone(); int mutations = mutationCount.nextValue(); for (int i = 0; i < mutations; i++) { mutatedBitString.flipBit(rng.nextInt(mutatedBitString.getLength())); } return mutatedBitString; } return bitString; } }