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source: trunk/HeuristicLab.Tests/HeuristicLab.Scripting-3.3/GridSearchSVMRegressionScriptTest.cs @ 17021

Last change on this file since 17021 was 17021, checked in by mkommend, 5 years ago

#2520: Adapted all unit tests to use attic instead of the xml persistence. This affects all sample unit tests, the test resources, script unit tests and some general unit tests.

File size: 3.4 KB
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1#region License Information
2/* HeuristicLab
3 * Copyright (C) 2002-2019 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.IO;
23using System.Linq;
24using HEAL.Attic;
25using HeuristicLab.Problems.DataAnalysis;
26using HeuristicLab.Problems.Instances.DataAnalysis;
27using HeuristicLab.Scripting;
28using Microsoft.VisualStudio.TestTools.UnitTesting;
29
30namespace HeuristicLab.Tests {
31  [TestClass]
32  public class GridSearchSVMRegressionScriptTest {
33    private const string ScriptFileName = "GridSearch_SVM_Regression_Script";
34    private const string ScriptItemName = "Grid Search SVM Script - Regression";
35    private const string ScriptItemDescription = "A script that runs a grid search for SVM parameters for solving symbolic regression problems";
36    private const string ProblemInstanceName = "Keijzer 9 f(x) = arcsinh(x)  i.e. ln(x + sqrt(x² + 1))";
37    private const string ProblemInstanceDataVaribleName = "problem";
38    private const string BestSolutionVariableName = "bestSolution";
39
40    private static readonly ProtoBufSerializer serializer = new ProtoBufSerializer();
41
42    [TestMethod]
43    [TestCategory("Scripts.Create")]
44    [TestProperty("Time", "short")]
45    public void CreateGridSearchSVMRegressionScriptTest() {
46      var script = CreateGridSearchSVMRegressionScript();
47      string path = Path.Combine(ScriptingUtils.ScriptsDirectory, ScriptFileName + ScriptingUtils.ScriptFileExtension);
48      serializer.Serialize(script, path);
49    }
50
51    [TestMethod]
52    [TestCategory("Scripts.Execute")]
53    [TestProperty("Time", "medium")]
54    public void RunGridSearchSVMRegressionScriptTest() {
55      var script = CreateGridSearchSVMRegressionScript();
56
57      script.Compile();
58      ScriptingUtils.RunScript(script);
59
60      var bestSolution = ScriptingUtils.GetVariable<IRegressionSolution>(script, BestSolutionVariableName);
61      Assert.AreEqual(0.982485852864274, bestSolution.TrainingRSquared, 1E-8);
62      Assert.AreEqual(0.98817480950295, bestSolution.TestRSquared, 1E-8);
63    }
64
65    private CSharpScript CreateGridSearchSVMRegressionScript() {
66      var script = new CSharpScript {
67        Name = ScriptItemName,
68        Description = ScriptItemDescription
69      };
70      #region Variables
71      var provider = new KeijzerInstanceProvider();
72      var instance = (ArtificialRegressionDataDescriptor)provider.GetDataDescriptors().Single(x => x.Name == ProblemInstanceName);
73      var data = instance.GenerateRegressionData();
74      script.VariableStore.Add(ProblemInstanceDataVaribleName, data);
75      #endregion
76      #region Code
77      script.Code = ScriptSources.GridSearchSVMRegressionScriptSource;
78      #endregion
79      return script;
80    }
81  }
82}
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