#region License Information /* HeuristicLab * Copyright (C) 2002-2019 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.Globalization; using System.Linq; using System.Text; using HEAL.Attic; using HeuristicLab.Common; using HeuristicLab.Core; using HeuristicLab.Encodings.SymbolicExpressionTreeEncoding; namespace HeuristicLab.Problems.DataAnalysis.Symbolic { [Item("Mathematica Symbolic Expression Tree Formatter", "A string formatter that converts symbolic expression trees to Mathematica expressions.")] [StorableType("818A9294-FA95-41F6-A5F0-D7D050BDD076")] public sealed class SymbolicDataAnalysisExpressionMathematicaFormatter : NamedItem, ISymbolicExpressionTreeStringFormatter { [StorableConstructor] private SymbolicDataAnalysisExpressionMathematicaFormatter(StorableConstructorFlag _) : base(_) { } private SymbolicDataAnalysisExpressionMathematicaFormatter(SymbolicDataAnalysisExpressionMathematicaFormatter original, Cloner cloner) : base(original, cloner) { } public SymbolicDataAnalysisExpressionMathematicaFormatter() : base() { Name = ItemName; Description = ItemDescription; } public override IDeepCloneable Clone(Cloner cloner) { return new SymbolicDataAnalysisExpressionMathematicaFormatter(this, cloner); } public string Format(ISymbolicExpressionTree symbolicExpressionTree) { // skip root and start symbols StringBuilder strBuilder = new StringBuilder(); FormatRecursively(symbolicExpressionTree.Root.GetSubtree(0).GetSubtree(0), strBuilder); return strBuilder.ToString(); } private void FormatRecursively(ISymbolicExpressionTreeNode node, StringBuilder strBuilder) { if (node.Subtrees.Any()) { if (node.Symbol is Addition) { FormatFunction(node, "Plus", strBuilder); } else if (node.Symbol is Absolute) { FormatFunction(node, "Abs", strBuilder); } else if (node.Symbol is AnalyticQuotient) { strBuilder.Append("["); FormatRecursively(node.GetSubtree(0), strBuilder); strBuilder.Append("]/Sqrt[ 1 + Power["); FormatRecursively(node.GetSubtree(1), strBuilder); strBuilder.Append(", 2]]"); } else if (node.Symbol is Average) { FormatAverage(node, strBuilder); } else if (node.Symbol is Multiplication) { FormatFunction(node, "Times", strBuilder); } else if (node.Symbol is Subtraction) { FormatSubtraction(node, strBuilder); } else if (node.Symbol is Division) { FormatDivision(node, strBuilder); } else if (node.Symbol is Sine) { FormatFunction(node, "Sin", strBuilder); } else if (node.Symbol is Cosine) { FormatFunction(node, "Cos", strBuilder); } else if (node.Symbol is Tangent) { FormatFunction(node, "Tan", strBuilder); } else if (node.Symbol is HyperbolicTangent) { FormatFunction(node, "Tanh", strBuilder); } else if (node.Symbol is Exponential) { FormatFunction(node, "Exp", strBuilder); } else if (node.Symbol is Logarithm) { FormatFunction(node, "Log", strBuilder); } else if (node.Symbol is IfThenElse) { FormatIf(node, strBuilder); } else if (node.Symbol is GreaterThan) { strBuilder.Append("If[Greater["); FormatRecursively(node.GetSubtree(0), strBuilder); strBuilder.Append(","); FormatRecursively(node.GetSubtree(1), strBuilder); strBuilder.Append("], 1, -1]"); } else if (node.Symbol is LessThan) { strBuilder.Append("If[Less["); FormatRecursively(node.GetSubtree(0), strBuilder); strBuilder.Append(","); FormatRecursively(node.GetSubtree(1), strBuilder); strBuilder.Append("], 1, -1]"); } else if (node.Symbol is And) { FormatAnd(node, strBuilder); } else if (node.Symbol is Not) { strBuilder.Append("If[Greater["); FormatRecursively(node.GetSubtree(0), strBuilder); strBuilder.Append(", 0], -1, 1]"); } else if (node.Symbol is Or) { FormatOr(node, strBuilder); } else if (node.Symbol is Xor) { FormatXor(node, strBuilder); } else if (node.Symbol is Square) { FormatSquare(node, strBuilder); } else if (node.Symbol is SquareRoot) { FormatFunction(node, "Sqrt", strBuilder); } else if (node.Symbol is Cube) { FormatPower(node, strBuilder, "3"); } else if (node.Symbol is CubeRoot) { strBuilder.Append("CubeRoot["); FormatRecursively(node.GetSubtree(0), strBuilder); strBuilder.Append("]"); } else if (node.Symbol is Power) { FormatFunction(node, "Power", strBuilder); } else if (node.Symbol is Root) { FormatRoot(node, strBuilder); } else { throw new NotSupportedException("Formatting of symbol: " + node.Symbol + " is not supported."); } } else { // terminals if (node.Symbol is Variable) { var varNode = node as VariableTreeNode; strBuilder.AppendFormat("Times[{0}, {1}]", varNode.VariableName, varNode.Weight.ToString("G17", CultureInfo.InvariantCulture)); } else if (node.Symbol is Constant) { var constNode = node as ConstantTreeNode; strBuilder.Append(constNode.Value.ToString("G17", CultureInfo.InvariantCulture)); } else if (node.Symbol is FactorVariable) { var factorNode = node as FactorVariableTreeNode; strBuilder.AppendFormat("Switch[{0},", factorNode.VariableName); var varValues = factorNode.Symbol.GetVariableValues(factorNode.VariableName).ToArray(); var weights = varValues.Select(factorNode.GetValue).ToArray(); var weightStr = string.Join(", ", varValues.Zip(weights, (s, d) => string.Format(CultureInfo.InvariantCulture, "\"{0}\", {1:G17}", s, d))); strBuilder.Append(weightStr); strBuilder.Append("]"); } else if (node.Symbol is BinaryFactorVariable) { var factorNode = node as BinaryFactorVariableTreeNode; strBuilder.AppendFormat(CultureInfo.InvariantCulture, "If[{0}==\"{1}\",{2:G17},0.0]", factorNode.VariableName, factorNode.VariableValue, factorNode.Weight); } else { throw new NotSupportedException("Formatting of symbol: " + node.Symbol + " is not supported."); } } } private void FormatXor(ISymbolicExpressionTreeNode node, StringBuilder strBuilder) { strBuilder.Append("If[Xor["); foreach (var t in node.Subtrees) { strBuilder.Append("Greater["); FormatRecursively(t, strBuilder); strBuilder.Append(", 0]"); if (t != node.Subtrees.Last()) strBuilder.Append(","); } strBuilder.Append("], 1, -1]"); } private void FormatOr(ISymbolicExpressionTreeNode node, StringBuilder strBuilder) { strBuilder.Append("If[Or["); foreach (var t in node.Subtrees) { strBuilder.Append("Greater["); FormatRecursively(t, strBuilder); strBuilder.Append(", 0]"); if (t != node.Subtrees.Last()) strBuilder.Append(","); } strBuilder.Append("], 1, -1]"); } private void FormatAnd(ISymbolicExpressionTreeNode node, StringBuilder strBuilder) { strBuilder.Append("If[And["); foreach (var t in node.Subtrees) { strBuilder.Append("Greater["); FormatRecursively(t, strBuilder); strBuilder.Append(", 0]"); if (t != node.Subtrees.Last()) strBuilder.Append(","); } strBuilder.Append("], 1, -1]"); } private void FormatIf(ISymbolicExpressionTreeNode node, StringBuilder strBuilder) { strBuilder.Append("If[Greater["); FormatRecursively(node.GetSubtree(0), strBuilder); strBuilder.Append(", 0], "); FormatRecursively(node.GetSubtree(1), strBuilder); strBuilder.Append(", "); FormatRecursively(node.GetSubtree(2), strBuilder); strBuilder.Append("]"); } private void FormatAverage(ISymbolicExpressionTreeNode node, StringBuilder strBuilder) { // mean function needs a list of values strBuilder.Append("Mean[{"); FormatRecursively(node.GetSubtree(0), strBuilder); for (int i = 1; i < node.SubtreeCount; i++) { strBuilder.Append(","); FormatRecursively(node.GetSubtree(i), strBuilder); } strBuilder.Append("}]"); } private void FormatSubtraction(ISymbolicExpressionTreeNode node, StringBuilder strBuilder) { strBuilder.Append("Subtract["); FormatRecursively(node.GetSubtree(0), strBuilder); strBuilder.Append(", Times[-1"); foreach (var t in node.Subtrees) { strBuilder.Append(","); FormatRecursively(t, strBuilder); } strBuilder.Append("]]"); } private void FormatSquare(ISymbolicExpressionTreeNode node, StringBuilder strBuilder) { FormatPower(node, strBuilder, "2"); } private void FormatPower(ISymbolicExpressionTreeNode node, StringBuilder strBuilder, string exponent) { strBuilder.Append("Power["); FormatRecursively(node.GetSubtree(0), strBuilder); strBuilder.Append($", {exponent}]"); } private void FormatRoot(ISymbolicExpressionTreeNode node, StringBuilder strBuilder) { strBuilder.Append("Power["); FormatRecursively(node.GetSubtree(0), strBuilder); strBuilder.Append(", Divide[1,"); FormatRecursively(node.GetSubtree(1), strBuilder); strBuilder.Append("]]"); } private void FormatDivision(ISymbolicExpressionTreeNode node, StringBuilder strBuilder) { if (node.SubtreeCount == 1) { strBuilder.Append("Divide[1, "); FormatRecursively(node.GetSubtree(0), strBuilder); strBuilder.Append("]"); } else { strBuilder.Append("Divide["); FormatRecursively(node.GetSubtree(0), strBuilder); strBuilder.Append(", Times["); FormatRecursively(node.GetSubtree(1), strBuilder); for (int i = 2; i < node.SubtreeCount; i++) { strBuilder.Append(","); FormatRecursively(node.GetSubtree(i), strBuilder); } strBuilder.Append("]]"); } } private void FormatFunction(ISymbolicExpressionTreeNode node, string function, StringBuilder strBuilder) { strBuilder.Append(function + "["); foreach (var child in node.Subtrees) { FormatRecursively(child, strBuilder); if (child != node.Subtrees.Last()) strBuilder.Append(", "); } strBuilder.Append("]"); } } }