1 | #region License Information
|
---|
2 | /* HeuristicLab
|
---|
3 | * Copyright (C) 2002-2019 Heuristic and Evolutionary Algorithms Laboratory (HEAL)
|
---|
4 | *
|
---|
5 | * This file is part of HeuristicLab.
|
---|
6 | *
|
---|
7 | * HeuristicLab is free software: you can redistribute it and/or modify
|
---|
8 | * it under the terms of the GNU General Public License as published by
|
---|
9 | * the Free Software Foundation, either version 3 of the License, or
|
---|
10 | * (at your option) any later version.
|
---|
11 | *
|
---|
12 | * HeuristicLab is distributed in the hope that it will be useful,
|
---|
13 | * but WITHOUT ANY WARRANTY; without even the implied warranty of
|
---|
14 | * MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
|
---|
15 | * GNU General Public License for more details.
|
---|
16 | *
|
---|
17 | * You should have received a copy of the GNU General Public License
|
---|
18 | * along with HeuristicLab. If not, see <http://www.gnu.org/licenses/>.
|
---|
19 | */
|
---|
20 | #endregion
|
---|
21 |
|
---|
22 | using System;
|
---|
23 | using System.Globalization;
|
---|
24 | using System.Linq;
|
---|
25 | using System.Text;
|
---|
26 | using HEAL.Attic;
|
---|
27 | using HeuristicLab.Common;
|
---|
28 | using HeuristicLab.Core;
|
---|
29 | using HeuristicLab.Encodings.SymbolicExpressionTreeEncoding;
|
---|
30 |
|
---|
31 | namespace HeuristicLab.Problems.DataAnalysis.Symbolic {
|
---|
32 | [Item("Mathematica Symbolic Expression Tree Formatter", "A string formatter that converts symbolic expression trees to Mathematica expressions.")]
|
---|
33 | [StorableType("818A9294-FA95-41F6-A5F0-D7D050BDD076")]
|
---|
34 | public sealed class SymbolicDataAnalysisExpressionMathematicaFormatter : NamedItem, ISymbolicExpressionTreeStringFormatter {
|
---|
35 | [StorableConstructor]
|
---|
36 | private SymbolicDataAnalysisExpressionMathematicaFormatter(StorableConstructorFlag _) : base(_) { }
|
---|
37 | private SymbolicDataAnalysisExpressionMathematicaFormatter(SymbolicDataAnalysisExpressionMathematicaFormatter original, Cloner cloner) : base(original, cloner) { }
|
---|
38 | public SymbolicDataAnalysisExpressionMathematicaFormatter()
|
---|
39 | : base() {
|
---|
40 | Name = ItemName;
|
---|
41 | Description = ItemDescription;
|
---|
42 | }
|
---|
43 | public override IDeepCloneable Clone(Cloner cloner) {
|
---|
44 | return new SymbolicDataAnalysisExpressionMathematicaFormatter(this, cloner);
|
---|
45 | }
|
---|
46 |
|
---|
47 | public string Format(ISymbolicExpressionTree symbolicExpressionTree) {
|
---|
48 | // skip root and start symbols
|
---|
49 | StringBuilder strBuilder = new StringBuilder();
|
---|
50 | FormatRecursively(symbolicExpressionTree.Root.GetSubtree(0).GetSubtree(0), strBuilder);
|
---|
51 | return strBuilder.ToString();
|
---|
52 | }
|
---|
53 |
|
---|
54 | private void FormatRecursively(ISymbolicExpressionTreeNode node, StringBuilder strBuilder) {
|
---|
55 | if (node.Subtrees.Any()) {
|
---|
56 | if (node.Symbol is Addition) {
|
---|
57 | FormatFunction(node, "Plus", strBuilder);
|
---|
58 | } else if (node.Symbol is Absolute) {
|
---|
59 | FormatFunction(node, "Abs", strBuilder);
|
---|
60 | } else if (node.Symbol is AnalyticQuotient) {
|
---|
61 | strBuilder.Append("[");
|
---|
62 | FormatRecursively(node.GetSubtree(0), strBuilder);
|
---|
63 | strBuilder.Append("]/Sqrt[ 1 + Power[");
|
---|
64 | FormatRecursively(node.GetSubtree(1), strBuilder);
|
---|
65 | strBuilder.Append(", 2]]");
|
---|
66 | } else if (node.Symbol is Average) {
|
---|
67 | FormatAverage(node, strBuilder);
|
---|
68 | } else if (node.Symbol is Multiplication) {
|
---|
69 | FormatFunction(node, "Times", strBuilder);
|
---|
70 | } else if (node.Symbol is Subtraction) {
|
---|
71 | FormatSubtraction(node, strBuilder);
|
---|
72 | } else if (node.Symbol is Division) {
|
---|
73 | FormatDivision(node, strBuilder);
|
---|
74 | } else if (node.Symbol is Sine) {
|
---|
75 | FormatFunction(node, "Sin", strBuilder);
|
---|
76 | } else if (node.Symbol is Cosine) {
|
---|
77 | FormatFunction(node, "Cos", strBuilder);
|
---|
78 | } else if (node.Symbol is Tangent) {
|
---|
79 | FormatFunction(node, "Tan", strBuilder);
|
---|
80 | } else if (node.Symbol is HyperbolicTangent) {
|
---|
81 | FormatFunction(node, "Tanh", strBuilder);
|
---|
82 | } else if (node.Symbol is Exponential) {
|
---|
83 | FormatFunction(node, "Exp", strBuilder);
|
---|
84 | } else if (node.Symbol is Logarithm) {
|
---|
85 | FormatFunction(node, "Log", strBuilder);
|
---|
86 | } else if (node.Symbol is IfThenElse) {
|
---|
87 | FormatIf(node, strBuilder);
|
---|
88 | } else if (node.Symbol is GreaterThan) {
|
---|
89 | strBuilder.Append("If[Greater[");
|
---|
90 | FormatRecursively(node.GetSubtree(0), strBuilder);
|
---|
91 | strBuilder.Append(",");
|
---|
92 | FormatRecursively(node.GetSubtree(1), strBuilder);
|
---|
93 | strBuilder.Append("], 1, -1]");
|
---|
94 | } else if (node.Symbol is LessThan) {
|
---|
95 | strBuilder.Append("If[Less[");
|
---|
96 | FormatRecursively(node.GetSubtree(0), strBuilder);
|
---|
97 | strBuilder.Append(",");
|
---|
98 | FormatRecursively(node.GetSubtree(1), strBuilder);
|
---|
99 | strBuilder.Append("], 1, -1]");
|
---|
100 | } else if (node.Symbol is And) {
|
---|
101 | FormatAnd(node, strBuilder);
|
---|
102 | } else if (node.Symbol is Not) {
|
---|
103 | strBuilder.Append("If[Greater[");
|
---|
104 | FormatRecursively(node.GetSubtree(0), strBuilder);
|
---|
105 | strBuilder.Append(", 0], -1, 1]");
|
---|
106 | } else if (node.Symbol is Or) {
|
---|
107 | FormatOr(node, strBuilder);
|
---|
108 | } else if (node.Symbol is Xor) {
|
---|
109 | FormatXor(node, strBuilder);
|
---|
110 | } else if (node.Symbol is Square) {
|
---|
111 | FormatSquare(node, strBuilder);
|
---|
112 | } else if (node.Symbol is SquareRoot) {
|
---|
113 | FormatFunction(node, "Sqrt", strBuilder);
|
---|
114 | } else if (node.Symbol is Cube) {
|
---|
115 | FormatPower(node, strBuilder, "3");
|
---|
116 | } else if (node.Symbol is CubeRoot) {
|
---|
117 | strBuilder.Append("CubeRoot[");
|
---|
118 | FormatRecursively(node.GetSubtree(0), strBuilder);
|
---|
119 | strBuilder.Append("]");
|
---|
120 | } else if (node.Symbol is Power) {
|
---|
121 | FormatFunction(node, "Power", strBuilder);
|
---|
122 | } else if (node.Symbol is Root) {
|
---|
123 | FormatRoot(node, strBuilder);
|
---|
124 | } else {
|
---|
125 | throw new NotSupportedException("Formatting of symbol: " + node.Symbol + " is not supported.");
|
---|
126 | }
|
---|
127 | } else {
|
---|
128 | // terminals
|
---|
129 | if (node.Symbol is Variable) {
|
---|
130 | var varNode = node as VariableTreeNode;
|
---|
131 | strBuilder.AppendFormat("Times[{0}, {1}]", varNode.VariableName, varNode.Weight.ToString("G17", CultureInfo.InvariantCulture));
|
---|
132 | } else if (node.Symbol is Constant) {
|
---|
133 | var constNode = node as ConstantTreeNode;
|
---|
134 | strBuilder.Append(constNode.Value.ToString("G17", CultureInfo.InvariantCulture));
|
---|
135 | } else if (node.Symbol is FactorVariable) {
|
---|
136 | var factorNode = node as FactorVariableTreeNode;
|
---|
137 | strBuilder.AppendFormat("Switch[{0},", factorNode.VariableName);
|
---|
138 | var varValues = factorNode.Symbol.GetVariableValues(factorNode.VariableName).ToArray();
|
---|
139 | var weights = varValues.Select(factorNode.GetValue).ToArray();
|
---|
140 |
|
---|
141 | var weightStr = string.Join(", ",
|
---|
142 | varValues.Zip(weights, (s, d) => string.Format(CultureInfo.InvariantCulture, "\"{0}\", {1:G17}", s, d)));
|
---|
143 | strBuilder.Append(weightStr);
|
---|
144 | strBuilder.Append("]");
|
---|
145 | } else if (node.Symbol is BinaryFactorVariable) {
|
---|
146 | var factorNode = node as BinaryFactorVariableTreeNode;
|
---|
147 | strBuilder.AppendFormat(CultureInfo.InvariantCulture, "If[{0}==\"{1}\",{2:G17},0.0]",
|
---|
148 | factorNode.VariableName, factorNode.VariableValue, factorNode.Weight);
|
---|
149 | } else {
|
---|
150 | throw new NotSupportedException("Formatting of symbol: " + node.Symbol + " is not supported.");
|
---|
151 | }
|
---|
152 | }
|
---|
153 | }
|
---|
154 |
|
---|
155 | private void FormatXor(ISymbolicExpressionTreeNode node, StringBuilder strBuilder) {
|
---|
156 | strBuilder.Append("If[Xor[");
|
---|
157 | foreach (var t in node.Subtrees) {
|
---|
158 | strBuilder.Append("Greater[");
|
---|
159 | FormatRecursively(t, strBuilder);
|
---|
160 | strBuilder.Append(", 0]");
|
---|
161 | if (t != node.Subtrees.Last()) strBuilder.Append(",");
|
---|
162 | }
|
---|
163 | strBuilder.Append("], 1, -1]");
|
---|
164 | }
|
---|
165 |
|
---|
166 | private void FormatOr(ISymbolicExpressionTreeNode node, StringBuilder strBuilder) {
|
---|
167 | strBuilder.Append("If[Or[");
|
---|
168 | foreach (var t in node.Subtrees) {
|
---|
169 | strBuilder.Append("Greater[");
|
---|
170 | FormatRecursively(t, strBuilder);
|
---|
171 | strBuilder.Append(", 0]");
|
---|
172 | if (t != node.Subtrees.Last()) strBuilder.Append(",");
|
---|
173 | }
|
---|
174 | strBuilder.Append("], 1, -1]");
|
---|
175 | }
|
---|
176 |
|
---|
177 | private void FormatAnd(ISymbolicExpressionTreeNode node, StringBuilder strBuilder) {
|
---|
178 | strBuilder.Append("If[And[");
|
---|
179 | foreach (var t in node.Subtrees) {
|
---|
180 | strBuilder.Append("Greater[");
|
---|
181 | FormatRecursively(t, strBuilder);
|
---|
182 | strBuilder.Append(", 0]");
|
---|
183 | if (t != node.Subtrees.Last()) strBuilder.Append(",");
|
---|
184 | }
|
---|
185 | strBuilder.Append("], 1, -1]");
|
---|
186 | }
|
---|
187 |
|
---|
188 | private void FormatIf(ISymbolicExpressionTreeNode node, StringBuilder strBuilder) {
|
---|
189 | strBuilder.Append("If[Greater[");
|
---|
190 | FormatRecursively(node.GetSubtree(0), strBuilder);
|
---|
191 | strBuilder.Append(", 0], ");
|
---|
192 | FormatRecursively(node.GetSubtree(1), strBuilder);
|
---|
193 | strBuilder.Append(", ");
|
---|
194 | FormatRecursively(node.GetSubtree(2), strBuilder);
|
---|
195 | strBuilder.Append("]");
|
---|
196 | }
|
---|
197 |
|
---|
198 | private void FormatAverage(ISymbolicExpressionTreeNode node, StringBuilder strBuilder) {
|
---|
199 | // mean function needs a list of values
|
---|
200 | strBuilder.Append("Mean[{");
|
---|
201 | FormatRecursively(node.GetSubtree(0), strBuilder);
|
---|
202 | for (int i = 1; i < node.SubtreeCount; i++) {
|
---|
203 | strBuilder.Append(",");
|
---|
204 | FormatRecursively(node.GetSubtree(i), strBuilder);
|
---|
205 | }
|
---|
206 | strBuilder.Append("}]");
|
---|
207 | }
|
---|
208 |
|
---|
209 | private void FormatSubtraction(ISymbolicExpressionTreeNode node, StringBuilder strBuilder) {
|
---|
210 | strBuilder.Append("Subtract[");
|
---|
211 | FormatRecursively(node.GetSubtree(0), strBuilder);
|
---|
212 | strBuilder.Append(", Times[-1");
|
---|
213 | foreach (var t in node.Subtrees) {
|
---|
214 | strBuilder.Append(",");
|
---|
215 | FormatRecursively(t, strBuilder);
|
---|
216 | }
|
---|
217 | strBuilder.Append("]]");
|
---|
218 | }
|
---|
219 |
|
---|
220 | private void FormatSquare(ISymbolicExpressionTreeNode node, StringBuilder strBuilder) {
|
---|
221 | FormatPower(node, strBuilder, "2");
|
---|
222 | }
|
---|
223 |
|
---|
224 | private void FormatPower(ISymbolicExpressionTreeNode node, StringBuilder strBuilder, string exponent) {
|
---|
225 | strBuilder.Append("Power[");
|
---|
226 | FormatRecursively(node.GetSubtree(0), strBuilder);
|
---|
227 | strBuilder.Append($", {exponent}]");
|
---|
228 | }
|
---|
229 |
|
---|
230 | private void FormatRoot(ISymbolicExpressionTreeNode node, StringBuilder strBuilder) {
|
---|
231 | strBuilder.Append("Power[");
|
---|
232 | FormatRecursively(node.GetSubtree(0), strBuilder);
|
---|
233 | strBuilder.Append(", Divide[1,");
|
---|
234 | FormatRecursively(node.GetSubtree(1), strBuilder);
|
---|
235 | strBuilder.Append("]]");
|
---|
236 | }
|
---|
237 |
|
---|
238 | private void FormatDivision(ISymbolicExpressionTreeNode node, StringBuilder strBuilder) {
|
---|
239 | if (node.SubtreeCount == 1) {
|
---|
240 | strBuilder.Append("Divide[1, ");
|
---|
241 | FormatRecursively(node.GetSubtree(0), strBuilder);
|
---|
242 | strBuilder.Append("]");
|
---|
243 | } else {
|
---|
244 | strBuilder.Append("Divide[");
|
---|
245 | FormatRecursively(node.GetSubtree(0), strBuilder);
|
---|
246 | strBuilder.Append(", Times[");
|
---|
247 | FormatRecursively(node.GetSubtree(1), strBuilder);
|
---|
248 | for (int i = 2; i < node.SubtreeCount; i++) {
|
---|
249 | strBuilder.Append(",");
|
---|
250 | FormatRecursively(node.GetSubtree(i), strBuilder);
|
---|
251 | }
|
---|
252 | strBuilder.Append("]]");
|
---|
253 | }
|
---|
254 | }
|
---|
255 |
|
---|
256 | private void FormatFunction(ISymbolicExpressionTreeNode node, string function, StringBuilder strBuilder) {
|
---|
257 | strBuilder.Append(function + "[");
|
---|
258 | foreach (var child in node.Subtrees) {
|
---|
259 | FormatRecursively(child, strBuilder);
|
---|
260 | if (child != node.Subtrees.Last())
|
---|
261 | strBuilder.Append(", ");
|
---|
262 | }
|
---|
263 | strBuilder.Append("]");
|
---|
264 | }
|
---|
265 | }
|
---|
266 | }
|
---|