#region License Information
/* HeuristicLab
* Copyright (C) 2002-2016 Heuristic and Evolutionary Algorithms Laboratory (HEAL)
*
* This file is part of HeuristicLab.
*
* HeuristicLab is free software: you can redistribute it and/or modify
* it under the terms of the GNU General Public License as published by
* the Free Software Foundation, either version 3 of the License, or
* (at your option) any later version.
*
* HeuristicLab is distributed in the hope that it will be useful,
* but WITHOUT ANY WARRANTY; without even the implied warranty of
* MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
* GNU General Public License for more details.
*
* You should have received a copy of the GNU General Public License
* along with HeuristicLab. If not, see .
*/
#endregion
using System;
using System.Linq;
using System.Threading;
using HeuristicLab.Common;
using HeuristicLab.Problems.DataAnalysis;
using HeuristicLab.Problems.Instances.DataAnalysis;
using Microsoft.VisualStudio.TestTools.UnitTesting;
namespace HeuristicLab.Algorithms.DataAnalysis.Tests {
[TestClass]
public class GaussianProcessRegressionTest {
public GaussianProcessRegressionTest() { }
private TestContext testContextInstance;
public TestContext TestContext {
get { return testContextInstance; }
set { testContextInstance = value; }
}
private EventWaitHandle trigger = new AutoResetEvent(false);
private Exception ex;
[TestMethod]
[TestCategory("Algorithms.DataAnalysis")]
[TestProperty("Time", "long")]
public void GaussianProcessRegressionPerformanceTest() {
ex = null;
var alg = new GaussianProcessRegression();
alg.Engine = new HeuristicLab.SequentialEngine.SequentialEngine();
alg.SetSeedRandomly = false;
alg.Problem = new RegressionProblem();
var provider = new RegressionCSVInstanceProvider();
var problemData = (RegressionProblemData)provider.ImportData(@"Test Resources\co2.txt");
problemData.TargetVariableParameter.ActualValue = problemData.TargetVariableParameter.ValidValues.First(x => x.Value == "interpolated");
problemData.InputVariables.SetItemCheckedState(problemData.InputVariables.First(x => x.Value == "year"), false);
problemData.InputVariables.SetItemCheckedState(problemData.InputVariables.First(x => x.Value == "month"), false);
problemData.InputVariables.SetItemCheckedState(problemData.InputVariables.First(x => x.Value == "average"), false);
problemData.InputVariables.SetItemCheckedState(problemData.InputVariables.First(x => x.Value == "interpolated"), false);
problemData.InputVariables.SetItemCheckedState(problemData.InputVariables.First(x => x.Value == "trend"), false);
problemData.InputVariables.SetItemCheckedState(problemData.InputVariables.First(x => x.Value == "#days"), false);
alg.Problem.ProblemDataParameter.Value = problemData;
alg.ExceptionOccurred += new EventHandler>(cv_ExceptionOccurred);
alg.Stopped += new EventHandler(cv_Stopped);
alg.Prepare();
alg.Start();
trigger.WaitOne();
if (ex != null) throw ex;
TestContext.WriteLine("Runtime: {0}", alg.ExecutionTime.ToString());
}
private void cv_ExceptionOccurred(object sender, EventArgs e) {
ex = e.Value;
}
private void cv_Stopped(object sender, EventArgs e) {
trigger.Set();
}
}
}