[3360] | 1 | #region License Information
|
---|
| 2 | /* HeuristicLab
|
---|
| 3 | * Copyright (C) 2002-2010 Heuristic and Evolutionary Algorithms Laboratory (HEAL)
|
---|
| 4 | *
|
---|
| 5 | * This file is part of HeuristicLab.
|
---|
| 6 | *
|
---|
| 7 | * HeuristicLab is free software: you can redistribute it and/or modify
|
---|
| 8 | * it under the terms of the GNU General Public License as published by
|
---|
| 9 | * the Free Software Foundation, either version 3 of the License, or
|
---|
| 10 | * (at your option) any later version.
|
---|
| 11 | *
|
---|
| 12 | * HeuristicLab is distributed in the hope that it will be useful,
|
---|
| 13 | * but WITHOUT ANY WARRANTY; without even the implied warranty of
|
---|
| 14 | * MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
|
---|
| 15 | * GNU General Public License for more details.
|
---|
| 16 | *
|
---|
| 17 | * You should have received a copy of the GNU General Public License
|
---|
| 18 | * along with HeuristicLab. If not, see <http://www.gnu.org/licenses/>.
|
---|
| 19 | */
|
---|
| 20 | #endregion
|
---|
| 21 |
|
---|
| 22 | using System;
|
---|
[3297] | 23 | using System.Collections.Generic;
|
---|
[4068] | 24 | using System.Diagnostics;
|
---|
[3297] | 25 | using HeuristicLab.Encodings.SymbolicExpressionTreeEncoding;
|
---|
[4068] | 26 | using HeuristicLab.Encodings.SymbolicExpressionTreeEncoding.Creators;
|
---|
| 27 | using HeuristicLab.Encodings.SymbolicExpressionTreeEncoding.Crossovers;
|
---|
[3297] | 28 | using HeuristicLab.Random;
|
---|
[4068] | 29 | using Microsoft.VisualStudio.TestTools.UnitTesting;
|
---|
[3297] | 30 |
|
---|
| 31 | namespace HeuristicLab.Encodings.SymbolicExpressionTreeEncoding_3._3.Tests {
|
---|
| 32 | [TestClass]
|
---|
| 33 | public class SubtreeCrossoverTest {
|
---|
[3360] | 34 | private const int POPULATION_SIZE = 1000;
|
---|
[3297] | 35 | private TestContext testContextInstance;
|
---|
| 36 |
|
---|
| 37 | /// <summary>
|
---|
| 38 | ///Gets or sets the test context which provides
|
---|
| 39 | ///information about and functionality for the current test run.
|
---|
| 40 | ///</summary>
|
---|
| 41 | public TestContext TestContext {
|
---|
| 42 | get {
|
---|
| 43 | return testContextInstance;
|
---|
| 44 | }
|
---|
| 45 | set {
|
---|
| 46 | testContextInstance = value;
|
---|
| 47 | }
|
---|
| 48 | }
|
---|
| 49 |
|
---|
[3360] | 50 | [TestMethod()]
|
---|
| 51 | public void SubtreeCrossoverDistributionsTest() {
|
---|
[3297] | 52 | int generations = 5;
|
---|
[3360] | 53 | var trees = new List<SymbolicExpressionTree>();
|
---|
| 54 | var grammar = Grammars.CreateArithmeticAndAdfGrammar();
|
---|
| 55 | var random = new MersenneTwister();
|
---|
[3338] | 56 | int failedEvents = 0;
|
---|
[3360] | 57 | List<SymbolicExpressionTree> crossoverTrees;
|
---|
| 58 | double msPerCrossoverEvent;
|
---|
| 59 |
|
---|
| 60 | for (int i = 0; i < POPULATION_SIZE; i++) {
|
---|
| 61 | trees.Add(ProbabilisticTreeCreator.Create(random, grammar, 100, 10, 3, 3));
|
---|
[3297] | 62 | }
|
---|
| 63 | Stopwatch stopwatch = new Stopwatch();
|
---|
| 64 | stopwatch.Start();
|
---|
| 65 | for (int gCount = 0; gCount < generations; gCount++) {
|
---|
| 66 | var newPopulation = new List<SymbolicExpressionTree>();
|
---|
[3360] | 67 | for (int i = 0; i < POPULATION_SIZE; i++) {
|
---|
| 68 | var par0 = (SymbolicExpressionTree)trees.SelectRandom(random).Clone();
|
---|
| 69 | var par1 = (SymbolicExpressionTree)trees.SelectRandom(random).Clone();
|
---|
[3297] | 70 | bool success;
|
---|
[3338] | 71 | newPopulation.Add(SubtreeCrossover.Cross(random, par0, par1, 0.9, 100, 10, out success));
|
---|
| 72 | if (!success) failedEvents++;
|
---|
[3297] | 73 | }
|
---|
| 74 | crossoverTrees = newPopulation;
|
---|
| 75 | }
|
---|
| 76 | stopwatch.Stop();
|
---|
[3360] | 77 | foreach (var tree in trees)
|
---|
| 78 | Util.IsValid(tree);
|
---|
[3297] | 79 |
|
---|
[3360] | 80 | msPerCrossoverEvent = stopwatch.ElapsedMilliseconds / (double)POPULATION_SIZE / (double)generations;
|
---|
[3297] | 81 |
|
---|
[3360] | 82 | Assert.Inconclusive("SubtreeCrossover: " + Environment.NewLine +
|
---|
| 83 | "Failed events: " + failedEvents / (double)POPULATION_SIZE * 100 + " %" + Environment.NewLine +
|
---|
| 84 | msPerCrossoverEvent + " ms per crossover event (~" + Math.Round(1000.0 / (msPerCrossoverEvent)) + "crossovers / s)" + Environment.NewLine +
|
---|
| 85 | Util.GetSizeDistributionString(trees, 105, 5) + Environment.NewLine +
|
---|
| 86 | Util.GetFunctionDistributionString(trees) + Environment.NewLine +
|
---|
| 87 | Util.GetNumberOfSubTreesDistributionString(trees) + Environment.NewLine +
|
---|
| 88 | Util.GetTerminalDistributionString(trees) + Environment.NewLine
|
---|
| 89 | );
|
---|
[3297] | 90 | }
|
---|
| 91 | }
|
---|
| 92 | }
|
---|