public void RunAlpsGaSymRegSampleTest() { var alpsGa = CreateAlpsGaSymRegSample(); alpsGa.SetSeedRandomly.Value = false; SamplesUtils.RunAlgorithm(alpsGa); Assert.AreEqual(265855, SamplesUtils.GetIntResult(alpsGa, "EvaluatedSolutions")); }
public void RunSimulatedAnnealingRastriginSampleTest() { var sa = CreateSimulatedAnnealingRastriginSample(); sa.SetSeedRandomly.Value = false; SamplesUtils.RunAlgorithm(sa); Assert.AreEqual(0.00014039606034543795, SamplesUtils.GetDoubleResult(sa, "BestQuality")); Assert.AreEqual(5000, SamplesUtils.GetIntResult(sa, "EvaluatedMoves")); }
public void RunRAPGASchedulingSampleTest() { var rapga = CreateRAPGASchedulingSample(); rapga.SetSeedRandomly.Value = false; SamplesUtils.RunAlgorithm(rapga); Assert.AreEqual(988.00, SamplesUtils.GetDoubleResult(rapga, "BestQuality")); Assert.AreEqual(988.00, SamplesUtils.GetDoubleResult(rapga, "CurrentAverageQuality")); Assert.AreEqual(988.00, SamplesUtils.GetDoubleResult(rapga, "CurrentWorstQuality")); Assert.AreEqual(27100, SamplesUtils.GetIntResult(rapga, "EvaluatedSolutions")); }
public void RunEsGriewankSampleTest() { var es = CreateEsGriewankSample(); es.SetSeedRandomly.Value = false; SamplesUtils.RunAlgorithm(es); Assert.AreEqual(0, SamplesUtils.GetDoubleResult(es, "BestQuality")); Assert.AreEqual(0, SamplesUtils.GetDoubleResult(es, "CurrentAverageQuality")); Assert.AreEqual(0, SamplesUtils.GetDoubleResult(es, "CurrentWorstQuality")); Assert.AreEqual(100020, SamplesUtils.GetIntResult(es, "EvaluatedSolutions")); }
public void RunTabuSearchTspSampleTest() { var ts = CreateTabuSearchTspSample(); ts.SetSeedRandomly.Value = false; SamplesUtils.RunAlgorithm(ts); Assert.AreEqual(6294, SamplesUtils.GetDoubleResult(ts, "BestQuality")); Assert.AreEqual(7380.0386666666664, SamplesUtils.GetDoubleResult(ts, "CurrentAverageQuality")); Assert.AreEqual(8328, SamplesUtils.GetDoubleResult(ts, "CurrentWorstQuality")); Assert.AreEqual(750000, SamplesUtils.GetIntResult(ts, "EvaluatedMoves")); }
public void RunAlpsGaTspSampleTest() { var alpsGa = CreateAlpsGaTspSample(); alpsGa.SetSeedRandomly.Value = false; SamplesUtils.RunAlgorithm(alpsGa); Assert.AreEqual(7967, SamplesUtils.GetDoubleResult(alpsGa, "BestQuality")); Assert.AreEqual(17565.174444444445, SamplesUtils.GetDoubleResult(alpsGa, "CurrentAverageQuality")); Assert.AreEqual(50295, SamplesUtils.GetDoubleResult(alpsGa, "CurrentWorstQuality")); Assert.AreEqual(621900, SamplesUtils.GetIntResult(alpsGa, "EvaluatedSolutions")); }
public void RunGaGroupingProblemSampleTest() { var ga = CreateGaGroupingProblemSample(); ga.SetSeedRandomly.Value = false; SamplesUtils.RunAlgorithm(ga); Assert.AreEqual(127, SamplesUtils.GetDoubleResult(ga, "BestQuality")); Assert.AreEqual(129, 38, SamplesUtils.GetDoubleResult(ga, "CurrentAverageQuality")); Assert.AreEqual(132, SamplesUtils.GetDoubleResult(ga, "CurrentWorstQuality")); Assert.AreEqual(99100, SamplesUtils.GetIntResult(ga, "EvaluatedSolutions")); }
public void RunGpArtificialAntSampleTest() { var ga = CreateGpArtificialAntSample(); ga.SetSeedRandomly.Value = false; SamplesUtils.RunAlgorithm(ga); Assert.AreEqual(81, SamplesUtils.GetDoubleResult(ga, "BestQuality")); Assert.AreEqual(48.19, SamplesUtils.GetDoubleResult(ga, "CurrentAverageQuality")); Assert.AreEqual(0, SamplesUtils.GetDoubleResult(ga, "CurrentWorstQuality")); Assert.AreEqual(50950, SamplesUtils.GetIntResult(ga, "EvaluatedSolutions")); }
public void RunTabuSearchVRPSampleTest() { var vrp = CreateTabuSearchVrpSample(); vrp.SetSeedRandomly.Value = false; SamplesUtils.RunAlgorithm(vrp); Assert.AreEqual(1473, SamplesUtils.GetDoubleResult(vrp, "BestQuality")); Assert.AreEqual(2102.1192622950812, SamplesUtils.GetDoubleResult(vrp, "CurrentAverageQuality")); Assert.AreEqual(4006, SamplesUtils.GetDoubleResult(vrp, "CurrentWorstQuality")); Assert.AreEqual(119072, SamplesUtils.GetIntResult(vrp, "EvaluatedMoves")); }
public void RunLocalSearchKnapsackSampleTest() { var ls = CreateLocalSearchKnapsackSample(); ls.SetSeedRandomly.Value = false; SamplesUtils.RunAlgorithm(ls); Assert.AreEqual(345, SamplesUtils.GetDoubleResult(ls, "BestQuality")); Assert.AreEqual(340.70731707317071, SamplesUtils.GetDoubleResult(ls, "CurrentAverageQuality")); Assert.AreEqual(337, SamplesUtils.GetDoubleResult(ls, "CurrentWorstQuality")); Assert.AreEqual(82000, SamplesUtils.GetIntResult(ls, "EvaluatedMoves")); }
public void RunOSESGriewankSampleTest() { var es = CreateOSESGriewankSample(); es.SetSeedRandomly.Value = false; SamplesUtils.RunAlgorithm(es); Assert.AreEqual(1.80366417E-07, SamplesUtils.GetDoubleResult(es, "BestQuality"), 1.0E-15); Assert.AreEqual(4.84418627E-07, SamplesUtils.GetDoubleResult(es, "CurrentAverageQuality"), 1.0E-15); Assert.AreEqual(9.20629802E-07, SamplesUtils.GetDoubleResult(es, "CurrentWorstQuality"), 1.0E-15); Assert.AreEqual(39750, SamplesUtils.GetIntResult(es, "EvaluatedSolutions")); }
public void RunGaBppSampleTest() { var ga = CreateGaBppSample(); ga.SetSeedRandomly.Value = false; SamplesUtils.RunAlgorithm(ga); Assert.AreEqual(0.59369488300408157, SamplesUtils.GetDoubleResult(ga, "BestQuality"), 1E-6); Assert.AreEqual(0.51834350243004124, SamplesUtils.GetDoubleResult(ga, "CurrentAverageQuality"), 1E-6); Assert.AreEqual(0.36227753691428577, SamplesUtils.GetDoubleResult(ga, "CurrentWorstQuality"), 1E-6); Assert.AreEqual(15250, SamplesUtils.GetIntResult(ga, "EvaluatedSolutions")); }
public void RunIslandGaTspSampleTest() { var ga = CreateIslandGaTspSample(); ga.SetSeedRandomly.Value = false; SamplesUtils.RunAlgorithm(ga); Assert.AreEqual(9918, SamplesUtils.GetDoubleResult(ga, "BestQuality")); Assert.AreEqual(10324.64, SamplesUtils.GetDoubleResult(ga, "CurrentAverageQuality")); Assert.AreEqual(11823, SamplesUtils.GetDoubleResult(ga, "CurrentWorstQuality")); Assert.AreEqual(495500, SamplesUtils.GetIntResult(ga, "EvaluatedSolutions")); }
public void RunVnsOpSampleTest() { var vns = CreateVnsOpSample(); vns.SetSeedRandomly = false; SamplesUtils.RunAlgorithm(vns); Assert.AreEqual(1182, SamplesUtils.GetDoubleResult(vns, "BestQuality")); Assert.AreEqual(1182, SamplesUtils.GetDoubleResult(vns, "CurrentAverageQuality")); Assert.AreEqual(1182, SamplesUtils.GetDoubleResult(vns, "CurrentWorstQuality")); Assert.AreEqual(42651753, SamplesUtils.GetIntResult(vns, "EvaluatedSolutions")); }
public void RunScatterSearchVRPSampleTest() { var ss = CreateScatterSearchVRPSample(); ss.SetSeedRandomly.Value = false; SamplesUtils.RunAlgorithm(ss); Assert.AreEqual(828.93686694283383, SamplesUtils.GetDoubleResult(ss, "BestQuality")); Assert.AreEqual(868.63623986983077, SamplesUtils.GetDoubleResult(ss, "CurrentAverageQuality")); Assert.AreEqual(1048.8333559209832, SamplesUtils.GetDoubleResult(ss, "CurrentWorstQuality")); Assert.AreEqual(262622, SamplesUtils.GetIntResult(ss, "EvaluatedSolutions")); }
public void RunGaVrpSampleTest() { var ga = CreateGaVrpSample(); ga.SetSeedRandomly.Value = false; SamplesUtils.RunAlgorithm(ga); Assert.AreEqual(1828.9368669428338, SamplesUtils.GetDoubleResult(ga, "BestQuality")); Assert.AreEqual(1830.1444308908331, SamplesUtils.GetDoubleResult(ga, "CurrentAverageQuality")); Assert.AreEqual(1871.7128510304112, SamplesUtils.GetDoubleResult(ga, "CurrentWorstQuality")); Assert.AreEqual(99100, SamplesUtils.GetIntResult(ga, "EvaluatedSolutions")); }
public void RunGpTimeSeriesSampleTest() { var osga = CreateGpTimeSeriesSample(); osga.SetSeedRandomly.Value = false; SamplesUtils.RunAlgorithm(osga); Assert.AreEqual(0.020952753415199643, SamplesUtils.GetDoubleResult(osga, "BestQuality"), 1E-8); Assert.AreEqual(0.023220938866319357, SamplesUtils.GetDoubleResult(osga, "CurrentAverageQuality"), 1E-8); Assert.AreEqual(0.023716788824595391, SamplesUtils.GetDoubleResult(osga, "CurrentWorstQuality"), 1E-8); Assert.AreEqual(48200, SamplesUtils.GetIntResult(osga, "EvaluatedSolutions")); }
public void RunGpMultiplexerSampleTest() { var osga = CreateGpMultiplexerSample(); osga.SetSeedRandomly.Value = false; SamplesUtils.RunAlgorithm(osga); Assert.AreEqual(1856, SamplesUtils.GetDoubleResult(osga, "BestQuality"), 1E-8); Assert.AreEqual(1784.76, SamplesUtils.GetDoubleResult(osga, "CurrentAverageQuality"), 1E-8); Assert.AreEqual(1536, SamplesUtils.GetDoubleResult(osga, "CurrentWorstQuality"), 1E-8); Assert.AreEqual(66900, SamplesUtils.GetIntResult(osga, "EvaluatedSolutions")); }
public void RunGpTimeSeriesSampleTest() { var osga = CreateGpTimeSeriesSample(); osga.SetSeedRandomly.Value = false; SamplesUtils.RunAlgorithm(osga); Assert.AreEqual(0.015441526903606416, SamplesUtils.GetDoubleResult(osga, "BestQuality"), 1E-8); Assert.AreEqual(0.017420834241279298, SamplesUtils.GetDoubleResult(osga, "CurrentAverageQuality"), 1E-8); Assert.AreEqual(0.065195703753298972, SamplesUtils.GetDoubleResult(osga, "CurrentWorstQuality"), 1E-8); Assert.AreEqual(92000, SamplesUtils.GetIntResult(osga, "EvaluatedSolutions")); }
public void RunGpSymbolicClassificationSampleTest() { var ga = CreateGpSymbolicClassificationSample(); ga.SetSeedRandomly.Value = false; SamplesUtils.RunAlgorithm(ga); Assert.AreEqual(0.141880203907627, SamplesUtils.GetDoubleResult(ga, "BestQuality"), 1E-8); Assert.AreEqual(4.3246992327753295, SamplesUtils.GetDoubleResult(ga, "CurrentAverageQuality"), 1E-8); Assert.AreEqual(100.62175156249987, SamplesUtils.GetDoubleResult(ga, "CurrentWorstQuality"), 1E-8); Assert.AreEqual(100900, SamplesUtils.GetIntResult(ga, "EvaluatedSolutions")); var bestTrainingSolution = (IClassificationSolution)ga.Results["Best training solution"].Value; Assert.AreEqual(0.80875, bestTrainingSolution.TrainingAccuracy, 1E-8); Assert.AreEqual(0.795031055900621, bestTrainingSolution.TestAccuracy, 1E-8); var bestValidationSolution = (IClassificationSolution)ga.Results["Best validation solution"].Value; Assert.AreEqual(0.81375, bestValidationSolution.TrainingAccuracy, 1E-8); Assert.AreEqual(0.788819875776398, bestValidationSolution.TestAccuracy, 1E-8); }
public void RunGpSymbolicRegressionSampleTest() { var ga = CreateGpSymbolicRegressionSample(); ga.SetSeedRandomly.Value = false; SamplesUtils.RunAlgorithm(ga); Assert.AreEqual(0.858344291534625, SamplesUtils.GetDoubleResult(ga, "BestQuality"), 1E-8); Assert.AreEqual(0.56758466520692641, SamplesUtils.GetDoubleResult(ga, "CurrentAverageQuality"), 1E-8); Assert.AreEqual(0, SamplesUtils.GetDoubleResult(ga, "CurrentWorstQuality"), 1E-8); Assert.AreEqual(50950, SamplesUtils.GetIntResult(ga, "EvaluatedSolutions")); var bestTrainingSolution = (IRegressionSolution)ga.Results["Best training solution"].Value; Assert.AreEqual(0.85504801557844745, bestTrainingSolution.TrainingRSquared, 1E-8); Assert.AreEqual(0.86259381948647817, bestTrainingSolution.TestRSquared, 1E-8); var bestValidationSolution = (IRegressionSolution)ga.Results["Best validation solution"].Value; Assert.AreEqual(0.84854338315539746, bestValidationSolution.TrainingRSquared, 1E-8); Assert.AreEqual(0.8662813452656678, bestValidationSolution.TestRSquared, 1E-8); }
public void RunPsoSchwefelSampleTest() { var pso = CreatePsoSchwefelSample(); pso.SetSeedRandomly.Value = false; SamplesUtils.RunAlgorithm(pso); if (!Environment.Is64BitProcess) { Assert.AreEqual(118.44027985932837, SamplesUtils.GetDoubleResult(pso, "BestQuality")); Assert.AreEqual(140.71570105946438, SamplesUtils.GetDoubleResult(pso, "CurrentAverageQuality")); Assert.AreEqual(220.956806502853, SamplesUtils.GetDoubleResult(pso, "CurrentWorstQuality")); Assert.AreEqual(1000, SamplesUtils.GetIntResult(pso, "Iterations")); } else { Assert.AreEqual(118.43958282879345, SamplesUtils.GetDoubleResult(pso, "BestQuality")); Assert.AreEqual(139.43946864779372, SamplesUtils.GetDoubleResult(pso, "CurrentAverageQuality")); Assert.AreEqual(217.14654589055152, SamplesUtils.GetDoubleResult(pso, "CurrentWorstQuality")); Assert.AreEqual(1000, SamplesUtils.GetIntResult(pso, "Iterations")); } }
public void RunPsoRastriginSampleTest() { var pso = CreatePsoRastriginSample(); pso.SetSeedRandomly.Value = false; SamplesUtils.RunAlgorithm(pso); if (Environment.Is64BitProcess) { Assert.AreEqual(0, SamplesUtils.GetDoubleResult(pso, "BestQuality")); Assert.AreEqual(3.9649516110677525, SamplesUtils.GetDoubleResult(pso, "CurrentAverageQuality"), 1e-08); Assert.AreEqual(25.566430359483757, SamplesUtils.GetDoubleResult(pso, "CurrentWorstQuality"), 1e-08); Assert.AreEqual(200, SamplesUtils.GetIntResult(pso, "Iterations")); } else { Assert.AreEqual(0, SamplesUtils.GetDoubleResult(pso, "BestQuality")); Assert.AreEqual(3.3957460831564048, SamplesUtils.GetDoubleResult(pso, "CurrentAverageQuality"), 1e-08); Assert.AreEqual(34.412788077766145, SamplesUtils.GetDoubleResult(pso, "CurrentWorstQuality"), 1e-08); Assert.AreEqual(200, SamplesUtils.GetIntResult(pso, "Iterations")); } }
public void RunGPSymbolicRegressionSampleWithOSTest() { var osga = CreateGpSymbolicRegressionSample(); osga.SetSeedRandomly.Value = false; osga.Seed.Value = seed; osga.MaximumGenerations.Value = 10; //reduce unit test runtime SamplesUtils.RunAlgorithm(osga); var bestTrainingSolution = (IRegressionSolution)osga.Results["Best training solution"].Value; if (Environment.Is64BitProcess) { // the following are the result values as produced on builder.heuristiclab.com // Unfortunately, running the same test on a different machine results in different values // For x86 environments the results below match but on x64 there is a difference // We tracked down the ConstantOptimizationEvaluator as a possible cause but have not // been able to identify the real cause. Presumably, execution on a Xeon and a Core i7 processor // leads to different results. Assert.AreEqual(0.90811178793448177, SamplesUtils.GetDoubleResult(osga, "BestQuality"), 1E-8, Environment.NewLine + "Best Quality differs."); Assert.AreEqual(0.87264498853305739, SamplesUtils.GetDoubleResult(osga, "CurrentAverageQuality"), 1E-8, Environment.NewLine + "Current Average Quality differs."); Assert.AreEqual(0.75425658608938817, SamplesUtils.GetDoubleResult(osga, "CurrentWorstQuality"), 1E-8, Environment.NewLine + "Current Worst Quality differs."); Assert.AreEqual(8900, SamplesUtils.GetIntResult(osga, "EvaluatedSolutions"), Environment.NewLine + "Evaluated Solutions differ."); Assert.AreEqual(0.90811178793448177, bestTrainingSolution.TrainingRSquared, 1E-8, Environment.NewLine + "Best Training Solution Training R² differs."); // Assert.AreEqual(0.896290231994223, bestTrainingSolution.TestRSquared, 1E-8, Environment.NewLine + "Best Training Solution Test R² differs."); } else { Assert.AreEqual(0.9971536312165723, SamplesUtils.GetDoubleResult(osga, "BestQuality"), 1E-8, Environment.NewLine + "Best Qualitiy differs."); Assert.AreEqual(0.98382832370544937, SamplesUtils.GetDoubleResult(osga, "CurrentAverageQuality"), 1E-8, Environment.NewLine + "Current Average Quality differs."); Assert.AreEqual(0.960805603777699, SamplesUtils.GetDoubleResult(osga, "CurrentWorstQuality"), 1E-8, Environment.NewLine + "Current Worst Quality differs."); Assert.AreEqual(10500, SamplesUtils.GetIntResult(osga, "EvaluatedSolutions"), Environment.NewLine + "Evaluated Solutions differ."); Assert.AreEqual(0.9971536312165723, bestTrainingSolution.TrainingRSquared, 1E-8, Environment.NewLine + "Best Training Solution Training R² differs."); Assert.AreEqual(0.010190137960908724, bestTrainingSolution.TestRSquared, 1E-8, Environment.NewLine + "Best Training Solution Test R² differs."); } }