/*
* Java Genetic Algorithm Library (@__identifier__@).
* Copyright (c) @__year__@ Franz Wilhelmstötter
*
* 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.
*
* Author:
* Franz Wilhelmstötter (franz.wilhelmstoetter@gmx.at)
*/
package org.jenetics.tool.problem;
import java.util.function.Function;
import org.jenetics.BitChromosome;
import org.jenetics.BitGene;
import org.jenetics.Genotype;
import org.jenetics.engine.Codec;
import org.jenetics.engine.Engine;
import org.jenetics.engine.EvolutionResult;
import org.jenetics.engine.Problem;
import org.jenetics.util.ISeq;
/**
* Full Ones-Counting example.
*
* @author <a href="mailto:franz.wilhelmstoetter@gmx.at">Franz Wilhelmstötter</a>
* @version 3.6
* @since 3.5
*/
public class OnesCounting implements Problem<ISeq<BitGene>, BitGene, Integer> {
private final int _length;
private final double _onesProbability;
/**
* Create a new Ones-Counting example with the given parameters.
*
* @param length the length of the ones-vector
* @param onesProbability the probability of ones in the created vector
*/
public OnesCounting(final int length, final double onesProbability) {
_length = length;
_onesProbability = onesProbability;
}
@Override
public Function<ISeq<BitGene>, Integer> fitness() {
return genes -> (int)genes.stream().filter(BitGene::getBit).count();
}
@Override
public Codec<ISeq<BitGene>, BitGene> codec() {
return Codec.of(
Genotype.of(BitChromosome.of(_length, _onesProbability)),
gt -> gt.getChromosome().toSeq()
);
}
public static void main(final String[] args) {
final OnesCounting problem = new OnesCounting(15, 0.13);
final Engine<BitGene, Integer> engine = Engine.builder(problem).build();
final ISeq<BitGene> result = problem.codec().decoder().apply(
engine.stream()
.limit(10)
.collect(EvolutionResult.toBestGenotype())
);
System.out.println(result);
}
}