#region License Information /* HeuristicLab * Copyright (C) 2002-2011 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.Collections.Generic; using HeuristicLab.Common; using HeuristicLab.Core; using HeuristicLab.Encodings.SymbolicExpressionTreeEncoding; using HeuristicLab.Optimization; using HeuristicLab.Problems.DataAnalysis.Regression.Symbolic; using HeuristicLab.Problems.DataAnalysis.Symbolic; using Microsoft.VisualStudio.TestTools.UnitTesting; using HeuristicLab.Encodings.SymbolicExpressionTreeEncoding.Formatters; namespace HeuristicLab.Problems.DataAnalysis.Tests { [TestClass()] public class SymbolicSimplifierTest { [DeploymentItem(@"RegressionSolution01.hl")] [DeploymentItem(@"RegressionSolution02.hl")] [DeploymentItem(@"RegressionSolution03.hl")] [DeploymentItem(@"RegressionSolution04.hl")] [DeploymentItem(@"RegressionSolution05.hl")] [DeploymentItem(@"RegressionSolution06.hl")] [TestMethod] public void SimplifyRegressionSolutionsTest() { ContentManager.Initialize(new PersistenceContentManager()); { SymbolicRegressionSolution solution = LoadSolution("RegressionSolution01.hl"); SymbolicRegressionSolution simplifiedSolution = SimplifySolution(solution); AssertEqualEnumerations(solution.EstimatedValues, simplifiedSolution.EstimatedValues); } { SymbolicRegressionSolution solution = LoadSolution("RegressionSolution02.hl"); SymbolicRegressionSolution simplifiedSolution = SimplifySolution(solution); AssertEqualEnumerations(solution.EstimatedValues, simplifiedSolution.EstimatedValues); } { SymbolicRegressionSolution solution = LoadSolution("RegressionSolution03.hl"); SymbolicRegressionSolution simplifiedSolution = SimplifySolution(solution); AssertEqualEnumerations(solution.EstimatedValues, simplifiedSolution.EstimatedValues); } { SymbolicRegressionSolution solution = LoadSolution("RegressionSolution04.hl"); SymbolicRegressionSolution simplifiedSolution = SimplifySolution(solution); AssertEqualEnumerations(solution.EstimatedValues, simplifiedSolution.EstimatedValues); } { SymbolicRegressionSolution solution = LoadSolution("RegressionSolution05.hl"); SymbolicRegressionSolution simplifiedSolution = SimplifySolution(solution); AssertEqualEnumerations(solution.EstimatedValues, simplifiedSolution.EstimatedValues); } { SymbolicRegressionSolution solution = LoadSolution("RegressionSolution06.hl"); SymbolicRegressionSolution simplifiedSolution = SimplifySolution(solution); AssertEqualEnumerations(solution.EstimatedValues, simplifiedSolution.EstimatedValues); } } [TestMethod] public void SimplifierAxiomsTest() { SymbolicExpressionImporter importer = new SymbolicExpressionImporter(); SymbolicSimplifier simplifier = new SymbolicSimplifier(); SymbolicExpressionTreeStringFormatter formatter = new SymbolicExpressionTreeStringFormatter(); #region single argument arithmetics { var actualTree = simplifier.Simplify(importer.Import("(+ 1.0)")); var expectedTree = importer.Import("1.0"); Assert.AreEqual(formatter.Format(expectedTree), formatter.Format(actualTree)); } { var actualTree = simplifier.Simplify(importer.Import("(+ (variable 2.0 a))")); var expectedTree = importer.Import("(variable 2.0 a)"); Assert.AreEqual(formatter.Format(expectedTree), formatter.Format(actualTree)); } { var actualTree = simplifier.Simplify(importer.Import("(- 1.0)")); var expectedTree = importer.Import("-1.0"); Assert.AreEqual(formatter.Format(expectedTree), formatter.Format(actualTree)); } { var actualTree = simplifier.Simplify(importer.Import("(- (variable 2.0 a))")); var expectedTree = importer.Import("(variable -2.0 a)"); Assert.AreEqual(formatter.Format(expectedTree), formatter.Format(actualTree)); } { var actualTree = simplifier.Simplify(importer.Import("(* 2.0)")); var expectedTree = importer.Import("2.0"); Assert.AreEqual(formatter.Format(expectedTree), formatter.Format(actualTree)); } { var actualTree = simplifier.Simplify(importer.Import("(* (variable 2.0 a))")); var expectedTree = importer.Import("(variable 2.0 a)"); Assert.AreEqual(formatter.Format(expectedTree), formatter.Format(actualTree)); } { var actualTree = simplifier.Simplify(importer.Import("(/ 2.0)")); var expectedTree = importer.Import("0.5"); Assert.AreEqual(formatter.Format(expectedTree), formatter.Format(actualTree)); } { var actualTree = simplifier.Simplify(importer.Import("(/ (variable 2.0 a))")); var expectedTree = importer.Import("(/ 1.0 (variable 2.0 a))"); Assert.AreEqual(formatter.Format(expectedTree), formatter.Format(actualTree)); } #endregion #region aggregation of constants into factors { var actualTree = simplifier.Simplify(importer.Import("(* 2.0 (variable 2.0 a))")); var expectedTree = importer.Import("(variable 4.0 a)"); Assert.AreEqual(formatter.Format(expectedTree), formatter.Format(actualTree)); } { var actualTree = simplifier.Simplify(importer.Import("(/ (variable 2.0 a) 2.0)")); var expectedTree = importer.Import("(variable 1.0 a)"); Assert.AreEqual(formatter.Format(expectedTree), formatter.Format(actualTree)); } { var actualTree = simplifier.Simplify(importer.Import("(/ (variable 2.0 a) (* 2.0 2.0))")); var expectedTree = importer.Import("(variable 0.5 a)"); Assert.AreEqual(formatter.Format(expectedTree), formatter.Format(actualTree)); } #endregion #region constant and variable folding { var actualTree = simplifier.Simplify(importer.Import("(+ 1.0 2.0)")); var expectedTree = importer.Import("3.0"); Assert.AreEqual(formatter.Format(expectedTree), formatter.Format(actualTree)); } { var actualTree = simplifier.Simplify(importer.Import("(+ (variable 2.0 a) (variable 2.0 a))")); var expectedTree = importer.Import("(variable 4.0 a)"); Assert.AreEqual(formatter.Format(expectedTree), formatter.Format(actualTree)); } { var actualTree = simplifier.Simplify(importer.Import("(- (variable 2.0 a) (variable 1.0 a))")); var expectedTree = importer.Import("(variable 1.0 a)"); Assert.AreEqual(formatter.Format(expectedTree), formatter.Format(actualTree)); } { var actualTree = simplifier.Simplify(importer.Import("(* (variable 2.0 a) (variable 2.0 a))")); var expectedTree = importer.Import("(* (* (variable 1.0 a) (variable 1.0 a)) 4.0)"); Assert.AreEqual(formatter.Format(expectedTree), formatter.Format(actualTree)); } { var actualTree = simplifier.Simplify(importer.Import("(/ (variable 1.0 a) (variable 2.0 a))")); var expectedTree = importer.Import("0.5"); Assert.AreEqual(formatter.Format(expectedTree), formatter.Format(actualTree)); } #endregion #region logarithm rules { // cancellation var actualTree = simplifier.Simplify(importer.Import("(log (exp (variable 2.0 a)))")); var expectedTree = importer.Import("(variable 2.0 a)"); Assert.AreEqual(formatter.Format(expectedTree), formatter.Format(actualTree)); } { // log transformation var actualTree = simplifier.Simplify(importer.Import("(log (* (variable 2.0 a) (variable 3.0 b)))")); var expectedTree = importer.Import("(+ (log (variable 1.0 a)) (log (variable 1.0 b)) 1.7918)"); Assert.AreEqual(formatter.Format(expectedTree), formatter.Format(actualTree)); } { // log transformation var actualTree = simplifier.Simplify(importer.Import("(log (/ (variable 2.0 a) (variable 3.0 b)))")); var expectedTree = importer.Import("(- (log (variable 2.0 a)) (log (variable 3.0 b)))"); Assert.AreEqual(formatter.Format(expectedTree), formatter.Format(actualTree)); } #endregion #region exponentiation rules { // cancellation var actualTree = simplifier.Simplify(importer.Import("(exp (log (variable 2.0 a)))")); var expectedTree = importer.Import("(variable 2.0 a)"); Assert.AreEqual(formatter.Format(expectedTree), formatter.Format(actualTree)); } { // exp transformation var actualTree = simplifier.Simplify(importer.Import("(exp (+ (variable 2.0 a) (variable 3.0 b)))")); var expectedTree = importer.Import("(* (exp (variable 2.0 a)) (exp (variable 3.0 b)))"); Assert.AreEqual(formatter.Format(expectedTree), formatter.Format(actualTree)); } { // exp transformation var actualTree = simplifier.Simplify(importer.Import("(exp (- (variable 2.0 a) (variable 3.0 b)))")); var expectedTree = importer.Import("(* (exp (variable 2.0 a)) (exp (variable -3.0 b)))"); Assert.AreEqual(formatter.Format(expectedTree), formatter.Format(actualTree)); } #endregion #region power rules { // cancellation var actualTree = simplifier.Simplify(importer.Import("(pow (variable 2.0 a) 0.0)")); var expectedTree = importer.Import("1.0"); Assert.AreEqual(formatter.Format(expectedTree), formatter.Format(actualTree)); } { // fixed point var actualTree = simplifier.Simplify(importer.Import("(pow (variable 2.0 a) 1.0)")); var expectedTree = importer.Import("(variable 2.0 a)"); Assert.AreEqual(formatter.Format(expectedTree), formatter.Format(actualTree)); } { // inversion fixed point var actualTree = simplifier.Simplify(importer.Import("(pow (variable 2.0 a) -1.0)")); var expectedTree = importer.Import("(/ 1.0 (variable 2.0 a))"); Assert.AreEqual(formatter.Format(expectedTree), formatter.Format(actualTree)); } { // inversion var actualTree = simplifier.Simplify(importer.Import("(pow (variable 2.0 a) -2.0)")); var expectedTree = importer.Import("(/ 1.0 (pow (variable 2.0 a) 2.0))"); Assert.AreEqual(formatter.Format(expectedTree), formatter.Format(actualTree)); } { // constant folding var actualTree = simplifier.Simplify(importer.Import("(pow 3.0 2.0)")); var expectedTree = importer.Import("9.0"); Assert.AreEqual(formatter.Format(expectedTree), formatter.Format(actualTree)); } #endregion #region root rules { // cancellation var actualTree = simplifier.Simplify(importer.Import("(root (variable 2.0 a) 0.0)")); var expectedTree = importer.Import("1.0"); Assert.AreEqual(formatter.Format(expectedTree), formatter.Format(actualTree)); } { // fixed point var actualTree = simplifier.Simplify(importer.Import("(root (variable 2.0 a) 1.0)")); var expectedTree = importer.Import("(variable 2.0 a)"); Assert.AreEqual(formatter.Format(expectedTree), formatter.Format(actualTree)); } { // inversion fixed point var actualTree = simplifier.Simplify(importer.Import("(root (variable 2.0 a) -1.0)")); var expectedTree = importer.Import("(/ 1.0 (variable 2.0 a))"); Assert.AreEqual(formatter.Format(expectedTree), formatter.Format(actualTree)); } { // inversion var actualTree = simplifier.Simplify(importer.Import("(root (variable 2.0 a) -2.0)")); var expectedTree = importer.Import("(/ 1.0 (root (variable 2.0 a) 2.0))"); Assert.AreEqual(formatter.Format(expectedTree), formatter.Format(actualTree)); } { // constant folding var actualTree = simplifier.Simplify(importer.Import("(root 9.0 2.0)")); var expectedTree = importer.Import("3.0"); Assert.AreEqual(formatter.Format(expectedTree), formatter.Format(actualTree)); } #endregion #region boolean operations { // always true and var actualTree = simplifier.Simplify(importer.Import("(and 1.0 2.0)")); var expectedTree = importer.Import("1.0"); Assert.AreEqual(formatter.Format(expectedTree), formatter.Format(actualTree)); } { // always false and var actualTree = simplifier.Simplify(importer.Import("(and 1.0 -2.0)")); var expectedTree = importer.Import("-1.0"); Assert.AreEqual(formatter.Format(expectedTree), formatter.Format(actualTree)); } { // always true or var actualTree = simplifier.Simplify(importer.Import("(or -1.0 2.0)")); var expectedTree = importer.Import("1.0"); Assert.AreEqual(formatter.Format(expectedTree), formatter.Format(actualTree)); } { // always false or var actualTree = simplifier.Simplify(importer.Import("(or -1.0 -2.0)")); var expectedTree = importer.Import("-1.0"); Assert.AreEqual(formatter.Format(expectedTree), formatter.Format(actualTree)); } { // constant not var actualTree = simplifier.Simplify(importer.Import("(not -2.0)")); var expectedTree = importer.Import("2.0"); Assert.AreEqual(formatter.Format(expectedTree), formatter.Format(actualTree)); } { // constant not var actualTree = simplifier.Simplify(importer.Import("(not 2.0)")); var expectedTree = importer.Import("-2.0"); Assert.AreEqual(formatter.Format(expectedTree), formatter.Format(actualTree)); } { // constant not var actualTree = simplifier.Simplify(importer.Import("(not 0.0)")); var expectedTree = importer.Import("0.0"); Assert.AreEqual(formatter.Format(expectedTree), formatter.Format(actualTree)); } #endregion #region conditionals { // always false var actualTree = simplifier.Simplify(importer.Import("(if -1.0 (variable 2.0 a) (variable 3.0 a))")); var expectedTree = importer.Import("(variable 3.0 a)"); Assert.AreEqual(formatter.Format(expectedTree), formatter.Format(actualTree)); } { // always true var actualTree = simplifier.Simplify(importer.Import("(if 1.0 (variable 2.0 a) (variable 3.0 a))")); var expectedTree = importer.Import("(variable 2.0 a)"); Assert.AreEqual(formatter.Format(expectedTree), formatter.Format(actualTree)); } { // always false (0.0) var actualTree = simplifier.Simplify(importer.Import("(if 0.0 (variable 2.0 a) (variable 3.0 a))")); var expectedTree = importer.Import("(variable 3.0 a)"); Assert.AreEqual(formatter.Format(expectedTree), formatter.Format(actualTree)); } { // complex constant condition (always false) var actualTree = simplifier.Simplify(importer.Import("(if (* 1.0 -2.0) (variable 2.0 a) (variable 3.0 a))")); var expectedTree = importer.Import("(variable 3.0 a)"); Assert.AreEqual(formatter.Format(expectedTree), formatter.Format(actualTree)); } { // complex constant condition (always false) var actualTree = simplifier.Simplify(importer.Import("(if (/ (variable 1.0 a) (variable -2.0 a)) (variable 2.0 a) (variable 3.0 a))")); var expectedTree = importer.Import("(variable 3.0 a)"); Assert.AreEqual(formatter.Format(expectedTree), formatter.Format(actualTree)); } { // insertion of relational operator var actualTree = simplifier.Simplify(importer.Import("(if (variable 1.0 a) (variable 2.0 a) (variable 3.0 a))")); var expectedTree = importer.Import("(if (> (variable 1.0 a) 0.0) (variable 2.0 a) (variable 3.0 a))"); Assert.AreEqual(formatter.Format(expectedTree), formatter.Format(actualTree)); } #endregion } private SymbolicRegressionSolution LoadSolution(string fileName) { var doc = ContentManager.Load(fileName); Result result = doc as Result; if (result != null) { return (SymbolicRegressionSolution)result.Value; } SymbolicRegressionSolution solution = doc as SymbolicRegressionSolution; if (solution != null) { return solution; } Assert.Fail("Cannot load file " + fileName); throw new AssertFailedException(); } private SymbolicRegressionSolution SimplifySolution(SymbolicRegressionSolution original) { SymbolicSimplifier simplifier = new SymbolicSimplifier(); SymbolicExpressionTree simplifiedTree = simplifier.Simplify(original.Model.SymbolicExpressionTree); SymbolicRegressionModel simplifiedModel = new SymbolicRegressionModel(original.Model.Interpreter, simplifiedTree); return new SymbolicRegressionSolution(original.ProblemData, simplifiedModel, original.LowerEstimationLimit, original.UpperEstimationLimit); } private void AssertEqualEnumerations(IEnumerable expected, IEnumerable actual) { var expectedEnumerator = expected.GetEnumerator(); var actualEnumerator = actual.GetEnumerator(); while (expectedEnumerator.MoveNext() & actualEnumerator.MoveNext()) { Assert.AreEqual(expectedEnumerator.Current, actualEnumerator.Current, Math.Abs(1E-6 * expectedEnumerator.Current)); } if (expectedEnumerator.MoveNext() | actualEnumerator.MoveNext()) Assert.Fail("Number of elements in enumerations do not match"); } } }