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source: branches/SmalltalkExport/HeuristicLab.Encodings.SymbolicExpressionTreeEncoding/3.3/Tests/SubtreeCrossoverTest.cs @ 4803

Last change on this file since 4803 was 4803, checked in by swinkler, 13 years ago

Created branch for implementing Smalltalk representation of formulas. (#1270)

File size: 3.7 KB
Line 
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
22using System;
23using System.Collections.Generic;
24using System.Diagnostics;
25using HeuristicLab.Encodings.SymbolicExpressionTreeEncoding;
26using HeuristicLab.Encodings.SymbolicExpressionTreeEncoding.Creators;
27using HeuristicLab.Encodings.SymbolicExpressionTreeEncoding.Crossovers;
28using HeuristicLab.Random;
29using Microsoft.VisualStudio.TestTools.UnitTesting;
30
31namespace HeuristicLab.Encodings.SymbolicExpressionTreeEncoding_3._3.Tests {
32  [TestClass]
33  public class SubtreeCrossoverTest {
34    private const int POPULATION_SIZE = 1000;
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
50    [TestMethod()]
51    public void SubtreeCrossoverDistributionsTest() {
52      int generations = 5;
53      var trees = new List<SymbolicExpressionTree>();
54      var grammar = Grammars.CreateArithmeticAndAdfGrammar();
55      var random = new MersenneTwister();
56      int failedEvents = 0;
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));
62      }
63      Stopwatch stopwatch = new Stopwatch();
64      stopwatch.Start();
65      for (int gCount = 0; gCount < generations; gCount++) {
66        var newPopulation = new List<SymbolicExpressionTree>();
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();
70          bool success;
71          newPopulation.Add(SubtreeCrossover.Cross(random, par0, par1, 0.9, 100, 10, out success));
72          if (!success) failedEvents++;
73        }
74        crossoverTrees = newPopulation;
75      }
76      stopwatch.Stop();
77      foreach (var tree in trees)
78        Util.IsValid(tree);
79
80      msPerCrossoverEvent = stopwatch.ElapsedMilliseconds / (double)POPULATION_SIZE / (double)generations;
81
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        );
90    }
91  }
92}
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