[12434] | 1 | #region License Information
|
---|
| 2 | /* HeuristicLab
|
---|
[17434] | 3 | * Copyright (C) Heuristic and Evolutionary Algorithms Laboratory (HEAL)
|
---|
[12434] | 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.Collections.Generic;
|
---|
| 24 | using System.Globalization;
|
---|
| 25 | using System.Linq;
|
---|
| 26 | using System.Text;
|
---|
[14878] | 27 | using System.Text.RegularExpressions;
|
---|
[17434] | 28 | using HEAL.Attic;
|
---|
[12434] | 29 | using HeuristicLab.Common;
|
---|
| 30 | using HeuristicLab.Core;
|
---|
| 31 | using HeuristicLab.Encodings.SymbolicExpressionTreeEncoding;
|
---|
| 32 |
|
---|
| 33 | namespace HeuristicLab.Problems.DataAnalysis.Symbolic {
|
---|
| 34 | [Item("C# Symbolic Expression Tree Formatter", "A string formatter that converts symbolic expression trees to C# code.")]
|
---|
[17434] | 35 | [StorableType("88298836-6087-405A-9354-D4E6864887EB")]
|
---|
[12434] | 36 | public sealed class CSharpSymbolicExpressionTreeStringFormatter : NamedItem, ISymbolicExpressionTreeStringFormatter {
|
---|
| 37 | [StorableConstructor]
|
---|
[17434] | 38 | private CSharpSymbolicExpressionTreeStringFormatter(StorableConstructorFlag _) : base(_) { }
|
---|
[12434] | 39 | private CSharpSymbolicExpressionTreeStringFormatter(CSharpSymbolicExpressionTreeStringFormatter original, Cloner cloner) : base(original, cloner) { }
|
---|
| 40 | public CSharpSymbolicExpressionTreeStringFormatter()
|
---|
| 41 | : base() {
|
---|
| 42 | Name = ItemName;
|
---|
| 43 | Description = ItemDescription;
|
---|
| 44 | }
|
---|
| 45 | public override IDeepCloneable Clone(Cloner cloner) {
|
---|
| 46 | return new CSharpSymbolicExpressionTreeStringFormatter(this, cloner);
|
---|
| 47 | }
|
---|
| 48 |
|
---|
| 49 | public string Format(ISymbolicExpressionTree symbolicExpressionTree) {
|
---|
| 50 | // skip root and start symbols
|
---|
| 51 | StringBuilder strBuilder = new StringBuilder();
|
---|
| 52 | GenerateHeader(strBuilder, symbolicExpressionTree);
|
---|
| 53 | FormatRecursively(symbolicExpressionTree.Root.GetSubtree(0).GetSubtree(0), strBuilder);
|
---|
| 54 | GenerateFooter(strBuilder);
|
---|
| 55 | return strBuilder.ToString();
|
---|
| 56 | }
|
---|
| 57 |
|
---|
[17434] | 58 | private string VariableName2Identifier(string name) {
|
---|
[14878] | 59 | /*
|
---|
| 60 | * identifier-start-character:
|
---|
| 61 | * letter-character
|
---|
| 62 | * _ (the underscore character U+005F)
|
---|
| 63 | * identifier-part-characters:
|
---|
| 64 | * identifier-part-character
|
---|
| 65 | * identifier-part-characters identifier-part-character
|
---|
| 66 | * identifier-part-character:
|
---|
| 67 | * letter-character
|
---|
| 68 | * decimal-digit-character
|
---|
| 69 | * connecting-character
|
---|
| 70 | * combining-character
|
---|
| 71 | * formatting-character
|
---|
| 72 | * letter-character:
|
---|
| 73 | * A Unicode character of classes Lu, Ll, Lt, Lm, Lo, or Nl
|
---|
| 74 | * A unicode-escape-sequence representing a character of classes Lu, Ll, Lt, Lm, Lo, or Nl
|
---|
| 75 | * combining-character:
|
---|
| 76 | * A Unicode character of classes Mn or Mc
|
---|
| 77 | * A unicode-escape-sequence representing a character of classes Mn or Mc
|
---|
| 78 | * decimal-digit-character:
|
---|
| 79 | * A Unicode character of the class Nd
|
---|
| 80 | * A unicode-escape-sequence representing a character of the class Nd
|
---|
| 81 | * connecting-character:
|
---|
| 82 | * A Unicode character of the class Pc
|
---|
| 83 | * A unicode-escape-sequence representing a character of the class Pc
|
---|
| 84 | * formatting-character:
|
---|
| 85 | * A Unicode character of the class Cf
|
---|
| 86 | * A unicode-escape-sequence representing a character of the class Cf
|
---|
| 87 | */
|
---|
| 88 |
|
---|
| 89 | var invalidIdentifierStarts = new Regex(@"[^_\p{Lu}\p{Ll}\p{Lt}\p{Lm}\p{Lo}\p{Nl}]");
|
---|
| 90 | var invalidIdentifierParts = new Regex(@"[^\p{Lu}\p{Ll}\p{Lt}\p{Lm}\p{Lo}\p{Nl}\p{Mn}\p{Mc}\p{Nd}\p{Pc}\p{Cf}]");
|
---|
| 91 | return "@" +
|
---|
| 92 | (invalidIdentifierStarts.IsMatch(name.Substring(0, 1)) ? "_" : "") + // prepend '_' if necessary
|
---|
| 93 | invalidIdentifierParts.Replace(name, "_");
|
---|
| 94 | }
|
---|
| 95 |
|
---|
[12434] | 96 | private void FormatRecursively(ISymbolicExpressionTreeNode node, StringBuilder strBuilder) {
|
---|
[13482] | 97 | // TODO: adapt to interpreter semantics. The HL interpreter also allows Boolean operations on reals
|
---|
[12434] | 98 | if (node.Subtrees.Any()) {
|
---|
| 99 | if (node.Symbol is Addition) {
|
---|
| 100 | FormatOperator(node, "+", strBuilder);
|
---|
| 101 | } else if (node.Symbol is And) {
|
---|
| 102 | FormatOperator(node, "&&", strBuilder);
|
---|
| 103 | } else if (node.Symbol is Average) {
|
---|
| 104 | FormatFunction(node, "Average", strBuilder);
|
---|
| 105 | } else if (node.Symbol is Cosine) {
|
---|
| 106 | FormatFunction(node, "Math.Cos", strBuilder);
|
---|
| 107 | } else if (node.Symbol is Division) {
|
---|
| 108 | FormatDivision(node, strBuilder);
|
---|
| 109 | } else if (node.Symbol is Exponential) {
|
---|
| 110 | FormatFunction(node, "Math.Exp", strBuilder);
|
---|
| 111 | } else if (node.Symbol is GreaterThan) {
|
---|
| 112 | FormatOperator(node, ">", strBuilder);
|
---|
| 113 | } else if (node.Symbol is IfThenElse) {
|
---|
| 114 | FormatFunction(node, "EvaluateIf", strBuilder);
|
---|
| 115 | } else if (node.Symbol is LessThan) {
|
---|
| 116 | FormatOperator(node, "<", strBuilder);
|
---|
| 117 | } else if (node.Symbol is Logarithm) {
|
---|
| 118 | FormatFunction(node, "Math.Log", strBuilder);
|
---|
| 119 | } else if (node.Symbol is Multiplication) {
|
---|
| 120 | FormatOperator(node, "*", strBuilder);
|
---|
| 121 | } else if (node.Symbol is Not) {
|
---|
| 122 | FormatOperator(node, "!", strBuilder);
|
---|
| 123 | } else if (node.Symbol is Or) {
|
---|
| 124 | FormatOperator(node, "||", strBuilder);
|
---|
[13482] | 125 | } else if (node.Symbol is Xor) {
|
---|
| 126 | FormatOperator(node, "^", strBuilder);
|
---|
[12434] | 127 | } else if (node.Symbol is Sine) {
|
---|
| 128 | FormatFunction(node, "Math.Sin", strBuilder);
|
---|
| 129 | } else if (node.Symbol is Subtraction) {
|
---|
[13482] | 130 | FormatSubtraction(node, strBuilder);
|
---|
[12434] | 131 | } else if (node.Symbol is Tangent) {
|
---|
| 132 | FormatFunction(node, "Math.Tan", strBuilder);
|
---|
[17434] | 133 | } else if (node.Symbol is HyperbolicTangent) {
|
---|
| 134 | FormatFunction(node, "Math.Tanh", strBuilder);
|
---|
[12434] | 135 | } else if (node.Symbol is Square) {
|
---|
| 136 | FormatSquare(node, strBuilder);
|
---|
| 137 | } else if (node.Symbol is SquareRoot) {
|
---|
| 138 | FormatFunction(node, "Math.Sqrt", strBuilder);
|
---|
[17434] | 139 | } else if (node.Symbol is Cube) {
|
---|
| 140 | FormatPower(node, strBuilder, "3");
|
---|
| 141 | } else if (node.Symbol is CubeRoot) {
|
---|
| 142 | strBuilder.Append("Cbrt(");
|
---|
| 143 | FormatRecursively(node.GetSubtree(0), strBuilder);
|
---|
| 144 | strBuilder.Append(")");
|
---|
[12434] | 145 | } else if (node.Symbol is Power) {
|
---|
| 146 | FormatFunction(node, "Math.Pow", strBuilder);
|
---|
| 147 | } else if (node.Symbol is Root) {
|
---|
| 148 | FormatRoot(node, strBuilder);
|
---|
[17434] | 149 | } else if (node.Symbol is Absolute) {
|
---|
| 150 | FormatFunction(node, "Math.Abs", strBuilder);
|
---|
| 151 | } else if (node.Symbol is AnalyticQuotient) {
|
---|
| 152 | strBuilder.Append("(");
|
---|
| 153 | FormatRecursively(node.GetSubtree(0), strBuilder);
|
---|
| 154 | strBuilder.Append(" / Math.Sqrt(1 + Math.Pow(");
|
---|
| 155 | FormatRecursively(node.GetSubtree(1), strBuilder);
|
---|
| 156 | strBuilder.Append(" , 2) )");
|
---|
[12434] | 157 | } else {
|
---|
| 158 | throw new NotSupportedException("Formatting of symbol: " + node.Symbol + " not supported for C# symbolic expression tree formatter.");
|
---|
| 159 | }
|
---|
| 160 | } else {
|
---|
| 161 | if (node is VariableTreeNode) {
|
---|
| 162 | var varNode = node as VariableTreeNode;
|
---|
[14878] | 163 | strBuilder.AppendFormat("{0} * {1}", VariableName2Identifier(varNode.VariableName), varNode.Weight.ToString("g17", CultureInfo.InvariantCulture));
|
---|
[12434] | 164 | } else if (node is ConstantTreeNode) {
|
---|
| 165 | var constNode = node as ConstantTreeNode;
|
---|
| 166 | strBuilder.Append(constNode.Value.ToString("g17", CultureInfo.InvariantCulture));
|
---|
[14878] | 167 | } else if (node.Symbol is FactorVariable) {
|
---|
| 168 | var factorNode = node as FactorVariableTreeNode;
|
---|
| 169 | FormatFactor(factorNode, strBuilder);
|
---|
| 170 | } else if (node.Symbol is BinaryFactorVariable) {
|
---|
| 171 | var binFactorNode = node as BinaryFactorVariableTreeNode;
|
---|
| 172 | FormatBinaryFactor(binFactorNode, strBuilder);
|
---|
[12434] | 173 | } else {
|
---|
| 174 | throw new NotSupportedException("Formatting of symbol: " + node.Symbol + " not supported for C# symbolic expression tree formatter.");
|
---|
| 175 | }
|
---|
| 176 | }
|
---|
| 177 | }
|
---|
| 178 |
|
---|
[14878] | 179 | private void FormatFactor(FactorVariableTreeNode node, StringBuilder strBuilder) {
|
---|
| 180 | strBuilder.AppendFormat("EvaluateFactor({0}, new [] {{ {1} }}, new [] {{ {2} }})", VariableName2Identifier(node.VariableName),
|
---|
| 181 | string.Join(",", node.Symbol.GetVariableValues(node.VariableName).Select(name => "\"" + name + "\"")), string.Join(",", node.Weights.Select(v => v.ToString(CultureInfo.InvariantCulture))));
|
---|
| 182 | }
|
---|
| 183 |
|
---|
| 184 | private void FormatBinaryFactor(BinaryFactorVariableTreeNode node, StringBuilder strBuilder) {
|
---|
| 185 | strBuilder.AppendFormat(CultureInfo.InvariantCulture, "EvaluateBinaryFactor({0}, \"{1}\", {2})", VariableName2Identifier(node.VariableName), node.VariableValue, node.Weight);
|
---|
| 186 | }
|
---|
| 187 |
|
---|
[12434] | 188 | private void FormatSquare(ISymbolicExpressionTreeNode node, StringBuilder strBuilder) {
|
---|
[17434] | 189 | FormatPower(node, strBuilder, "2");
|
---|
| 190 | }
|
---|
| 191 | private void FormatPower(ISymbolicExpressionTreeNode node, StringBuilder strBuilder, string exponent) {
|
---|
[12434] | 192 | strBuilder.Append("Math.Pow(");
|
---|
| 193 | FormatRecursively(node.GetSubtree(0), strBuilder);
|
---|
[17434] | 194 | strBuilder.Append($", {exponent})");
|
---|
[12434] | 195 | }
|
---|
| 196 |
|
---|
| 197 | private void FormatRoot(ISymbolicExpressionTreeNode node, StringBuilder strBuilder) {
|
---|
| 198 | strBuilder.Append("Math.Pow(");
|
---|
| 199 | FormatRecursively(node.GetSubtree(0), strBuilder);
|
---|
| 200 | strBuilder.Append(", 1.0 / (");
|
---|
| 201 | FormatRecursively(node.GetSubtree(1), strBuilder);
|
---|
| 202 | strBuilder.Append("))");
|
---|
| 203 | }
|
---|
| 204 |
|
---|
| 205 | private void FormatDivision(ISymbolicExpressionTreeNode node, StringBuilder strBuilder) {
|
---|
| 206 | if (node.SubtreeCount == 1) {
|
---|
| 207 | strBuilder.Append("1.0 / ");
|
---|
| 208 | FormatRecursively(node.GetSubtree(0), strBuilder);
|
---|
| 209 | } else {
|
---|
| 210 | FormatRecursively(node.GetSubtree(0), strBuilder);
|
---|
| 211 | strBuilder.Append("/ (");
|
---|
| 212 | for (int i = 1; i < node.SubtreeCount; i++) {
|
---|
| 213 | if (i > 1) strBuilder.Append(" * ");
|
---|
| 214 | FormatRecursively(node.GetSubtree(i), strBuilder);
|
---|
| 215 | }
|
---|
| 216 | strBuilder.Append(")");
|
---|
| 217 | }
|
---|
| 218 | }
|
---|
| 219 |
|
---|
[13482] | 220 | private void FormatSubtraction(ISymbolicExpressionTreeNode node, StringBuilder strBuilder) {
|
---|
| 221 | if (node.SubtreeCount == 1) {
|
---|
| 222 | strBuilder.Append("-");
|
---|
| 223 | FormatRecursively(node.GetSubtree(0), strBuilder);
|
---|
| 224 | return;
|
---|
| 225 | }
|
---|
| 226 | //Default case: more than 1 child
|
---|
| 227 | FormatOperator(node, "-", strBuilder);
|
---|
| 228 | }
|
---|
| 229 |
|
---|
[12434] | 230 | private void FormatOperator(ISymbolicExpressionTreeNode node, string symbol, StringBuilder strBuilder) {
|
---|
| 231 | strBuilder.Append("(");
|
---|
| 232 | foreach (var child in node.Subtrees) {
|
---|
| 233 | FormatRecursively(child, strBuilder);
|
---|
| 234 | if (child != node.Subtrees.Last())
|
---|
| 235 | strBuilder.Append(" " + symbol + " ");
|
---|
| 236 | }
|
---|
| 237 | strBuilder.Append(")");
|
---|
| 238 | }
|
---|
| 239 |
|
---|
| 240 | private void FormatFunction(ISymbolicExpressionTreeNode node, string function, StringBuilder strBuilder) {
|
---|
| 241 | strBuilder.Append(function + "(");
|
---|
| 242 | foreach (var child in node.Subtrees) {
|
---|
| 243 | FormatRecursively(child, strBuilder);
|
---|
| 244 | if (child != node.Subtrees.Last())
|
---|
| 245 | strBuilder.Append(", ");
|
---|
| 246 | }
|
---|
| 247 | strBuilder.Append(")");
|
---|
| 248 | }
|
---|
| 249 |
|
---|
| 250 | private void GenerateHeader(StringBuilder strBuilder, ISymbolicExpressionTree symbolicExpressionTree) {
|
---|
| 251 | strBuilder.AppendLine("using System;");
|
---|
| 252 | strBuilder.AppendLine("using System.Linq;" + Environment.NewLine);
|
---|
| 253 | strBuilder.AppendLine("namespace HeuristicLab.Models {");
|
---|
| 254 | strBuilder.AppendLine("public static class Model {");
|
---|
| 255 | GenerateAverageSource(strBuilder);
|
---|
[17434] | 256 | GenerateCbrtSource(strBuilder);
|
---|
[12434] | 257 | GenerateIfThenElseSource(strBuilder);
|
---|
[14878] | 258 | GenerateFactorSource(strBuilder);
|
---|
| 259 | GenerateBinaryFactorSource(strBuilder);
|
---|
[12434] | 260 | strBuilder.Append(Environment.NewLine + "public static double Evaluate (");
|
---|
| 261 |
|
---|
[14878] | 262 | // here we don't have access to problemData to determine the type for each variable (double/string) therefore we must distinguish based on the symbol type
|
---|
| 263 | HashSet<string> doubleVarNames = new HashSet<string>();
|
---|
| 264 | foreach (var node in symbolicExpressionTree.IterateNodesPostfix().Where(x => x is VariableTreeNode || x is VariableConditionTreeNode)) {
|
---|
| 265 | doubleVarNames.Add(((IVariableTreeNode)node).VariableName);
|
---|
[12434] | 266 | }
|
---|
| 267 |
|
---|
[14878] | 268 | HashSet<string> stringVarNames = new HashSet<string>();
|
---|
| 269 | foreach (var node in symbolicExpressionTree.IterateNodesPostfix().Where(x => x is BinaryFactorVariableTreeNode || x is FactorVariableTreeNode)) {
|
---|
| 270 | stringVarNames.Add(((IVariableTreeNode)node).VariableName);
|
---|
| 271 | }
|
---|
| 272 |
|
---|
| 273 | var orderedNames = stringVarNames.OrderBy(n => n, new NaturalStringComparer()).Select(n => "string " + VariableName2Identifier(n) + " /* " + n + " */");
|
---|
[12645] | 274 | strBuilder.Append(string.Join(", ", orderedNames));
|
---|
| 275 |
|
---|
[14878] | 276 | if (stringVarNames.Any() && doubleVarNames.Any())
|
---|
| 277 | strBuilder.AppendLine(",");
|
---|
| 278 | orderedNames = doubleVarNames.OrderBy(n => n, new NaturalStringComparer()).Select(n => "double " + VariableName2Identifier(n) + " /* " + n + " */");
|
---|
| 279 | strBuilder.Append(string.Join(", ", orderedNames));
|
---|
| 280 |
|
---|
| 281 |
|
---|
[12434] | 282 | strBuilder.AppendLine(") {");
|
---|
| 283 | strBuilder.Append("double result = ");
|
---|
| 284 | }
|
---|
| 285 |
|
---|
| 286 | private void GenerateFooter(StringBuilder strBuilder) {
|
---|
| 287 | strBuilder.AppendLine(";");
|
---|
[14878] | 288 |
|
---|
[12434] | 289 | strBuilder.AppendLine("return result;");
|
---|
| 290 | strBuilder.AppendLine("}");
|
---|
| 291 | strBuilder.AppendLine("}");
|
---|
| 292 | strBuilder.AppendLine("}");
|
---|
| 293 | }
|
---|
| 294 |
|
---|
| 295 | private void GenerateAverageSource(StringBuilder strBuilder) {
|
---|
| 296 | strBuilder.AppendLine("private static double Average(params double[] values) {");
|
---|
| 297 | strBuilder.AppendLine(" return values.Average();");
|
---|
| 298 | strBuilder.AppendLine("}");
|
---|
| 299 | }
|
---|
[17434] | 300 | private void GenerateCbrtSource(StringBuilder strBuilder) {
|
---|
| 301 | strBuilder.AppendLine("private static double Cbrt(double x) {");
|
---|
| 302 | strBuilder.AppendLine(" return x < 0 ? -Math.Pow(-x, 1.0 / 3.0) : Math.Pow(x, 1.0 / 3.0);");
|
---|
| 303 | strBuilder.AppendLine("}");
|
---|
| 304 | }
|
---|
[12434] | 305 |
|
---|
| 306 | private void GenerateIfThenElseSource(StringBuilder strBuilder) {
|
---|
| 307 | strBuilder.AppendLine("private static double EvaluateIf(bool condition, double then, double @else) {");
|
---|
| 308 | strBuilder.AppendLine(" return condition ? then : @else;");
|
---|
| 309 | strBuilder.AppendLine("}");
|
---|
| 310 | }
|
---|
[14878] | 311 |
|
---|
| 312 | private void GenerateFactorSource(StringBuilder strBuilder) {
|
---|
| 313 | strBuilder.AppendLine("private static double EvaluateFactor(string factorValue, string[] factorValues, double[] constants) {");
|
---|
| 314 | strBuilder.AppendLine(" for(int i=0;i<factorValues.Length;i++) " +
|
---|
| 315 | " if(factorValues[i] == factorValue) return constants[i];" +
|
---|
| 316 | " throw new ArgumentException();");
|
---|
| 317 | strBuilder.AppendLine("}");
|
---|
| 318 | }
|
---|
| 319 |
|
---|
| 320 | private void GenerateBinaryFactorSource(StringBuilder strBuilder) {
|
---|
| 321 | strBuilder.AppendLine("private static double EvaluateBinaryFactor(string factorValue, string targetValue, double weight) {");
|
---|
| 322 | strBuilder.AppendLine(" return factorValue == targetValue ? weight : 0.0;");
|
---|
| 323 | strBuilder.AppendLine("}");
|
---|
| 324 | }
|
---|
| 325 |
|
---|
[12434] | 326 | }
|
---|
| 327 | }
|
---|