/* * Licensed to the Apache Software Foundation (ASF) under one or more * contributor license agreements. See the NOTICE file distributed with * this work for additional information regarding copyright ownership. * The ASF licenses this file to You 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.apache.commons.math4.genetics; import java.util.ArrayList; import java.util.List; import org.junit.Assert; import org.apache.commons.math4.exception.DimensionMismatchException; import org.apache.commons.math4.exception.MathIllegalArgumentException; import org.apache.commons.math4.exception.OutOfRangeException; import org.apache.commons.math4.genetics.BinaryChromosome; import org.apache.commons.math4.genetics.Chromosome; import org.apache.commons.math4.genetics.ChromosomePair; import org.apache.commons.math4.genetics.CrossoverPolicy; import org.apache.commons.math4.genetics.UniformCrossover; import org.junit.BeforeClass; import org.junit.Test; public class UniformCrossoverTest { private static final int LEN = 10000; private static final List<Integer> p1 = new ArrayList<>(LEN); private static final List<Integer> p2 = new ArrayList<>(LEN); @SuppressWarnings("boxing") @BeforeClass public static void setUpBeforeClass() { for (int i = 0; i < LEN; i++) { p1.add(0); p2.add(1); } } @Test(expected = OutOfRangeException.class) public void testRatioTooLow() { new UniformCrossover<Integer>(-0.5d); } @Test(expected = OutOfRangeException.class) public void testRatioTooHigh() { new UniformCrossover<Integer>(1.5d); } @Test public void testCrossover() { // test crossover with different ratios performCrossover(0.5); performCrossover(0.7); performCrossover(0.2); } private void performCrossover(double ratio) { final DummyBinaryChromosome p1c = new DummyBinaryChromosome(p1); final DummyBinaryChromosome p2c = new DummyBinaryChromosome(p2); final CrossoverPolicy cp = new UniformCrossover<Integer>(ratio); // make a number of rounds for (int i = 0; i < 20; i++) { final ChromosomePair pair = cp.crossover(p1c, p2c); final List<Integer> c1 = ((DummyBinaryChromosome) pair.getFirst()).getRepresentation(); final List<Integer> c2 = ((DummyBinaryChromosome) pair.getSecond()).getRepresentation(); int from1 = 0; int from2 = 0; // check first child for (int val : c1) { if (val == 0) { from1++; } else { from2++; } } Assert.assertEquals(1.0 - ratio, (double) from1 / LEN, 0.1); Assert.assertEquals(ratio, (double) from2 / LEN, 0.1); from1 = 0; from2 = 0; // check second child for (int val : c2) { if (val == 0) { from1++; } else { from2++; } } Assert.assertEquals(ratio, (double) from1 / LEN, 0.1); Assert.assertEquals(1.0 - ratio, (double) from2 / LEN, 0.1); } } @Test(expected = DimensionMismatchException.class) public void testCrossoverDimensionMismatchException(){ @SuppressWarnings("boxing") final Integer[] p1 = new Integer[] {1,0,1,0,0,1,0,1,1}; @SuppressWarnings("boxing") final Integer[] p2 = new Integer[] {0,1,1,0,1}; final BinaryChromosome p1c = new DummyBinaryChromosome(p1); final BinaryChromosome p2c = new DummyBinaryChromosome(p2); final CrossoverPolicy cp = new UniformCrossover<Integer>(0.5d); cp.crossover(p1c, p2c); } @Test(expected = MathIllegalArgumentException.class) public void testCrossoverInvalidFixedLengthChromosomeFirst() { @SuppressWarnings("boxing") final Integer[] p1 = new Integer[] {1,0,1,0,0,1,0,1,1}; final BinaryChromosome p1c = new DummyBinaryChromosome(p1); final Chromosome p2c = new Chromosome() { @Override public double fitness() { // Not important return 0; } }; final CrossoverPolicy cp = new UniformCrossover<Integer>(0.5d); cp.crossover(p1c, p2c); } @Test(expected = MathIllegalArgumentException.class) public void testCrossoverInvalidFixedLengthChromosomeSecond() { @SuppressWarnings("boxing") final Integer[] p1 = new Integer[] {1,0,1,0,0,1,0,1,1}; final BinaryChromosome p2c = new DummyBinaryChromosome(p1); final Chromosome p1c = new Chromosome() { @Override public double fitness() { // Not important return 0; } }; final CrossoverPolicy cp = new UniformCrossover<Integer>(0.5d); cp.crossover(p1c, p2c); } }