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source: branches/HeuristicLab.Algorithms.IteratedSentenceConstruction/Tests/IteratedSymbolicExpressionConstructionTest.cs @ 13384

Last change on this file since 13384 was 12924, checked in by gkronber, 9 years ago

#2471

  • implemented a demo for value approximation with gbt and a trivial feature function
File size: 3.2 KB
RevLine 
[12923]1using System;
2using System.Threading;
3using HeuristicLab.Algorithms.IteratedSymbolicExpressionConstruction;
4using HeuristicLab.Problems.GeneticProgramming.ArtificialAnt;
5using Microsoft.VisualStudio.TestTools.UnitTesting;
6
7namespace Tests {
8  [TestClass]
9  public class IteratedSymbolicExpressionConstructionTest {
10    [TestMethod]
11    public void TestArtificialAnt() {
12
13      // see Langdon and Poli, "Why Ants are Hard", Table 2 (http://marvin.cs.uidaho.edu/Teaching/CS472/santaFeTrailSpace.pdf)
[12924]14      TestAlg(problem: new Problem(), policy: new RandomSymbolicExpressionConstructionPolicy(), maxLen: 3, expectedEvals: 3, expectedBestQuality: 3);
15      TestAlg(problem: new Problem(), policy: new RandomSymbolicExpressionConstructionPolicy(), maxLen: 4, expectedEvals: 3, expectedBestQuality: 3);
16      TestAlg(problem: new Problem(), policy: new RandomSymbolicExpressionConstructionPolicy(), maxLen: 5, expectedEvals: 21, expectedBestQuality: 11);
17      TestAlg(problem: new Problem(), policy: new RandomSymbolicExpressionConstructionPolicy(), maxLen: 6, expectedEvals: 48, expectedBestQuality: 11);
18      TestAlg(problem: new Problem(), policy: new RandomSymbolicExpressionConstructionPolicy(), maxLen: 10, expectedEvals: 25455, expectedBestQuality: 47);
19      TestAlg(problem: new Problem(), policy: new RandomSymbolicExpressionConstructionPolicy(), maxLen: 13, expectedEvals: 3191259, expectedBestQuality: 89);
[12923]20
21      // log of runtimes (28.08.2015), single core, Intel Core i5 @3.2 GHz
22      // hh:mm:ss.ms
23      // 00:00:00.037
24      // 00:00:00.001
25      // 00:00:00.003
26      // 00:00:00.008
27      // 00:00:05.499
28      // 00:13:17.395
29    }
30
[12924]31    [TestMethod]
32    public void TestStateAggregation() {
33      var stateValueFunction = new TabularMaxStateValueFunction();
34      stateValueFunction.StateFunction = new ParentChildStateFunction();
35      var pol = new UcbSymbolicExpressionConstructionPolicy();
36      pol.StateValueFunction = stateValueFunction;
37      TestAlg(new Problem(), pol, maxLen: 13, expectedEvals: 3191259, expectedBestQuality: 89);
38    }
39
40    [TestMethod]
41    public void TestStateValueApproximation() {
42      var stateValueFunction = new GbtApproximateStateValueFunction();
43      var pol = new EpsGreedySymbolicExpressionConstructionPolicy();
44      pol.StateValueFunction = stateValueFunction;     
45      TestAlg(new Problem(), pol, maxLen: 13, expectedEvals: 3191259, expectedBestQuality: 89);
46    }
47
48    private void TestAlg(Problem problem, ISymbolicExpressionConstructionPolicy policy, int maxLen, int expectedEvals, double expectedBestQuality) {
[12923]49      var alg = new IteratedSymbolicExpressionConstruction();
50      problem.Encoding.TreeLength = maxLen;
51      alg.Problem = problem;
[12924]52      alg.PolicyParameter.Value = policy;
[12923]53      alg.MaximumEvaluations = 5000000;
54
55      var wh = new ManualResetEvent(false);
56
57      alg.Stopped += (sender, args) => { wh.Set(); };
58      alg.ExceptionOccurred += (sender, args) => {
59        wh.Set();
60      };
61
62      alg.Start();
63      wh.WaitOne();
64
65      Assert.AreEqual(expectedEvals, alg.ResultsEvaluations);
66      Assert.AreEqual(expectedBestQuality, alg.ResultsBestQuality);
67
68      Console.WriteLine(alg.ExecutionTime);
69    }
70  }
71}
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