[12982] | 1 | #region License Information
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| 2 | /* HeuristicLab
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[16565] | 3 | * Copyright (C) 2002-2019 Heuristic and Evolutionary Algorithms Laboratory (HEAL)
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[12982] | 4 | *
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| 5 | * This file is part of HeuristicLab.
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| 6 | *
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| 7 | * HeuristicLab is free software: you can redistribute it and/or modify
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| 8 | * it under the terms of the GNU General Public License as published by
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| 9 | * the Free Software Foundation, either version 3 of the License, or
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| 10 | * (at your option) any later version.
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| 11 | *
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| 12 | * HeuristicLab is distributed in the hope that it will be useful,
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| 13 | * but WITHOUT ANY WARRANTY; without even the implied warranty of
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| 14 | * MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
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| 15 | * GNU General Public License for more details.
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| 16 | *
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| 17 | * You should have received a copy of the GNU General Public License
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| 18 | * along with HeuristicLab. If not, see <http://www.gnu.org/licenses/>.
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| 19 | */
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| 20 | #endregion
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| 21 |
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| 22 | using System;
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| 23 | using System.Globalization;
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| 24 | using System.Linq;
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| 25 | using System.Text;
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[16702] | 26 | using HEAL.Attic;
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[12982] | 27 | using HeuristicLab.Common;
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| 28 | using HeuristicLab.Core;
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| 29 | using HeuristicLab.Encodings.SymbolicExpressionTreeEncoding;
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| 30 |
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| 31 | namespace HeuristicLab.Problems.DataAnalysis.Symbolic {
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| 32 | [Item("Mathematica Symbolic Expression Tree Formatter", "A string formatter that converts symbolic expression trees to Mathematica expressions.")]
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[16565] | 33 | [StorableType("818A9294-FA95-41F6-A5F0-D7D050BDD076")]
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[12982] | 34 | public sealed class SymbolicDataAnalysisExpressionMathematicaFormatter : NamedItem, ISymbolicExpressionTreeStringFormatter {
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| 35 | [StorableConstructor]
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[16565] | 36 | private SymbolicDataAnalysisExpressionMathematicaFormatter(StorableConstructorFlag _) : base(_) { }
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[12982] | 37 | private SymbolicDataAnalysisExpressionMathematicaFormatter(SymbolicDataAnalysisExpressionMathematicaFormatter original, Cloner cloner) : base(original, cloner) { }
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| 38 | public SymbolicDataAnalysisExpressionMathematicaFormatter()
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| 39 | : base() {
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| 40 | Name = ItemName;
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| 41 | Description = ItemDescription;
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| 42 | }
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| 43 | public override IDeepCloneable Clone(Cloner cloner) {
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| 44 | return new SymbolicDataAnalysisExpressionMathematicaFormatter(this, cloner);
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| 45 | }
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| 46 |
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| 47 | public string Format(ISymbolicExpressionTree symbolicExpressionTree) {
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| 48 | // skip root and start symbols
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| 49 | StringBuilder strBuilder = new StringBuilder();
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| 50 | FormatRecursively(symbolicExpressionTree.Root.GetSubtree(0).GetSubtree(0), strBuilder);
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| 51 | return strBuilder.ToString();
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| 52 | }
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| 53 |
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| 54 | private void FormatRecursively(ISymbolicExpressionTreeNode node, StringBuilder strBuilder) {
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| 55 | if (node.Subtrees.Any()) {
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| 56 | if (node.Symbol is Addition) {
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| 57 | FormatFunction(node, "Plus", strBuilder);
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| 58 | } else if (node.Symbol is Average) {
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| 59 | FormatAverage(node, strBuilder);
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| 60 | } else if (node.Symbol is Multiplication) {
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| 61 | FormatFunction(node, "Times", strBuilder);
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| 62 | } else if (node.Symbol is Subtraction) {
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| 63 | FormatSubtraction(node, strBuilder);
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| 64 | } else if (node.Symbol is Division) {
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| 65 | FormatDivision(node, strBuilder);
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| 66 | } else if (node.Symbol is Sine) {
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| 67 | FormatFunction(node, "Sin", strBuilder);
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| 68 | } else if (node.Symbol is Cosine) {
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| 69 | FormatFunction(node, "Cos", strBuilder);
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| 70 | } else if (node.Symbol is Tangent) {
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| 71 | FormatFunction(node, "Tan", strBuilder);
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[16702] | 72 | } else if (node.Symbol is HyperbolicTangent) {
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| 73 | FormatFunction(node, "Tanh", strBuilder);
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[12982] | 74 | } else if (node.Symbol is Exponential) {
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| 75 | FormatFunction(node, "Exp", strBuilder);
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| 76 | } else if (node.Symbol is Logarithm) {
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| 77 | FormatFunction(node, "Log", strBuilder);
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| 78 | } else if (node.Symbol is IfThenElse) {
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| 79 | FormatIf(node, strBuilder);
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| 80 | } else if (node.Symbol is GreaterThan) {
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| 81 | strBuilder.Append("If[Greater[");
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| 82 | FormatRecursively(node.GetSubtree(0), strBuilder);
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| 83 | strBuilder.Append(",");
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| 84 | FormatRecursively(node.GetSubtree(1), strBuilder);
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| 85 | strBuilder.Append("], 1, -1]");
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| 86 | } else if (node.Symbol is LessThan) {
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| 87 | strBuilder.Append("If[Less[");
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| 88 | FormatRecursively(node.GetSubtree(0), strBuilder);
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| 89 | strBuilder.Append(",");
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| 90 | FormatRecursively(node.GetSubtree(1), strBuilder);
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| 91 | strBuilder.Append("], 1, -1]");
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| 92 | } else if (node.Symbol is And) {
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| 93 | FormatAnd(node, strBuilder);
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| 94 | } else if (node.Symbol is Not) {
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| 95 | strBuilder.Append("If[Greater[");
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| 96 | FormatRecursively(node.GetSubtree(0), strBuilder);
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| 97 | strBuilder.Append(", 0], -1, 1]");
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| 98 | } else if (node.Symbol is Or) {
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| 99 | FormatOr(node, strBuilder);
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| 100 | } else if (node.Symbol is Xor) {
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| 101 | FormatXor(node, strBuilder);
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| 102 | } else if (node.Symbol is Square) {
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| 103 | FormatSquare(node, strBuilder);
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| 104 | } else if (node.Symbol is SquareRoot) {
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| 105 | FormatFunction(node, "Sqrt", strBuilder);
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| 106 | } else if (node.Symbol is Power) {
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| 107 | FormatFunction(node, "Power", strBuilder);
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| 108 | } else if (node.Symbol is Root) {
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| 109 | FormatRoot(node, strBuilder);
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| 110 | } else {
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| 111 | throw new NotSupportedException("Formatting of symbol: " + node.Symbol + " is not supported.");
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| 112 | }
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| 113 | } else {
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[14826] | 114 | // terminals
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| 115 | if (node.Symbol is Variable) {
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[12982] | 116 | var varNode = node as VariableTreeNode;
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| 117 | strBuilder.AppendFormat("Times[{0}, {1}]", varNode.VariableName, varNode.Weight.ToString("G17", CultureInfo.InvariantCulture));
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[14826] | 118 | } else if (node.Symbol is Constant) {
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[12982] | 119 | var constNode = node as ConstantTreeNode;
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| 120 | strBuilder.Append(constNode.Value.ToString("G17", CultureInfo.InvariantCulture));
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[14826] | 121 | } else if (node.Symbol is FactorVariable) {
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| 122 | var factorNode = node as FactorVariableTreeNode;
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| 123 | strBuilder.AppendFormat("Switch[{0},", factorNode.VariableName);
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| 124 | var varValues = factorNode.Symbol.GetVariableValues(factorNode.VariableName).ToArray();
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| 125 | var weights = varValues.Select(factorNode.GetValue).ToArray();
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| 126 |
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| 127 | var weightStr = string.Join(", ",
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| 128 | varValues.Zip(weights, (s, d) => string.Format(CultureInfo.InvariantCulture, "\"{0}\", {1:G17}", s, d)));
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| 129 | strBuilder.Append(weightStr);
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| 130 | strBuilder.Append("]");
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| 131 | } else if (node.Symbol is BinaryFactorVariable) {
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| 132 | var factorNode = node as BinaryFactorVariableTreeNode;
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| 133 | strBuilder.AppendFormat(CultureInfo.InvariantCulture, "If[{0}==\"{1}\",{2:G17},0.0]",
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| 134 | factorNode.VariableName, factorNode.VariableValue, factorNode.Weight);
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[12982] | 135 | } else {
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| 136 | throw new NotSupportedException("Formatting of symbol: " + node.Symbol + " is not supported.");
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| 137 | }
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| 138 | }
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| 139 | }
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| 140 |
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| 141 | private void FormatXor(ISymbolicExpressionTreeNode node, StringBuilder strBuilder) {
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| 142 | strBuilder.Append("If[Xor[");
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| 143 | foreach (var t in node.Subtrees) {
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| 144 | strBuilder.Append("Greater[");
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| 145 | FormatRecursively(t, strBuilder);
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| 146 | strBuilder.Append(", 0]");
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| 147 | if (t != node.Subtrees.Last()) strBuilder.Append(",");
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| 148 | }
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| 149 | strBuilder.Append("], 1, -1]");
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| 150 | }
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| 151 |
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| 152 | private void FormatOr(ISymbolicExpressionTreeNode node, StringBuilder strBuilder) {
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| 153 | strBuilder.Append("If[Or[");
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| 154 | foreach (var t in node.Subtrees) {
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| 155 | strBuilder.Append("Greater[");
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| 156 | FormatRecursively(t, strBuilder);
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| 157 | strBuilder.Append(", 0]");
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| 158 | if (t != node.Subtrees.Last()) strBuilder.Append(",");
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| 159 | }
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| 160 | strBuilder.Append("], 1, -1]");
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| 161 | }
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| 162 |
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| 163 | private void FormatAnd(ISymbolicExpressionTreeNode node, StringBuilder strBuilder) {
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| 164 | strBuilder.Append("If[And[");
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| 165 | foreach (var t in node.Subtrees) {
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| 166 | strBuilder.Append("Greater[");
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| 167 | FormatRecursively(t, strBuilder);
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| 168 | strBuilder.Append(", 0]");
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| 169 | if (t != node.Subtrees.Last()) strBuilder.Append(",");
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| 170 | }
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| 171 | strBuilder.Append("], 1, -1]");
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| 172 | }
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| 173 |
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| 174 | private void FormatIf(ISymbolicExpressionTreeNode node, StringBuilder strBuilder) {
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| 175 | strBuilder.Append("If[Greater[");
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| 176 | FormatRecursively(node.GetSubtree(0), strBuilder);
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| 177 | strBuilder.Append(", 0], ");
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| 178 | FormatRecursively(node.GetSubtree(1), strBuilder);
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| 179 | strBuilder.Append(", ");
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| 180 | FormatRecursively(node.GetSubtree(2), strBuilder);
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| 181 | strBuilder.Append("]");
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| 182 | }
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| 183 |
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| 184 | private void FormatAverage(ISymbolicExpressionTreeNode node, StringBuilder strBuilder) {
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| 185 | // mean function needs a list of values
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| 186 | strBuilder.Append("Mean[{");
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| 187 | FormatRecursively(node.GetSubtree(0), strBuilder);
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| 188 | for (int i = 1; i < node.SubtreeCount; i++) {
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| 189 | strBuilder.Append(",");
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| 190 | FormatRecursively(node.GetSubtree(i), strBuilder);
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| 191 | }
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| 192 | strBuilder.Append("}]");
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| 193 | }
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| 194 |
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| 195 | private void FormatSubtraction(ISymbolicExpressionTreeNode node, StringBuilder strBuilder) {
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| 196 | strBuilder.Append("Subtract[");
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| 197 | FormatRecursively(node.GetSubtree(0), strBuilder);
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| 198 | strBuilder.Append(", Times[-1");
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| 199 | foreach (var t in node.Subtrees) {
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| 200 | strBuilder.Append(",");
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| 201 | FormatRecursively(t, strBuilder);
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| 202 | }
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| 203 | strBuilder.Append("]]");
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| 204 | }
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| 205 |
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| 206 | private void FormatSquare(ISymbolicExpressionTreeNode node, StringBuilder strBuilder) {
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| 207 | strBuilder.Append("Power[");
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| 208 | FormatRecursively(node.GetSubtree(0), strBuilder);
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| 209 | strBuilder.Append(", 2]");
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| 210 | }
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| 211 |
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| 212 | private void FormatRoot(ISymbolicExpressionTreeNode node, StringBuilder strBuilder) {
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| 213 | strBuilder.Append("Power[");
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| 214 | FormatRecursively(node.GetSubtree(0), strBuilder);
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| 215 | strBuilder.Append(", Divide[1,");
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| 216 | FormatRecursively(node.GetSubtree(1), strBuilder);
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| 217 | strBuilder.Append("]]");
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| 218 | }
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| 219 |
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| 220 | private void FormatDivision(ISymbolicExpressionTreeNode node, StringBuilder strBuilder) {
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| 221 | if (node.SubtreeCount == 1) {
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| 222 | strBuilder.Append("Divide[1, ");
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| 223 | FormatRecursively(node.GetSubtree(0), strBuilder);
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| 224 | strBuilder.Append("]");
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| 225 | } else {
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| 226 | strBuilder.Append("Divide[");
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| 227 | FormatRecursively(node.GetSubtree(0), strBuilder);
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| 228 | strBuilder.Append(", Times[");
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| 229 | FormatRecursively(node.GetSubtree(1), strBuilder);
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| 230 | for (int i = 2; i < node.SubtreeCount; i++) {
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| 231 | strBuilder.Append(",");
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| 232 | FormatRecursively(node.GetSubtree(i), strBuilder);
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| 233 | }
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| 234 | strBuilder.Append("]]");
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| 235 | }
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| 236 | }
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| 237 |
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| 238 | private void FormatFunction(ISymbolicExpressionTreeNode node, string function, StringBuilder strBuilder) {
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| 239 | strBuilder.Append(function + "[");
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| 240 | foreach (var child in node.Subtrees) {
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| 241 | FormatRecursively(child, strBuilder);
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| 242 | if (child != node.Subtrees.Last())
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| 243 | strBuilder.Append(", ");
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| 244 | }
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| 245 | strBuilder.Append("]");
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| 246 | }
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| 247 | }
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| 248 | }
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