Free cookie consent management tool by TermsFeed Policy Generator

source: branches/symbreg-factors-2650/HeuristicLab.Problems.DataAnalysis.Symbolic/3.4/Formatters/SymbolicDataAnalysisExpressionCSharpFormatter.cs @ 14403

Last change on this file since 14403 was 14403, checked in by gkronber, 7 years ago

#2650: added support for factor variables to C# formatter

File size: 11.3 KB
Line 
1#region License Information
2/* HeuristicLab
3 * Copyright (C) 2002-2016 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
22using System;
23using System.Collections.Generic;
24using System.Globalization;
25using System.Linq;
26using System.Text;
27using HeuristicLab.Common;
28using HeuristicLab.Core;
29using HeuristicLab.Encodings.SymbolicExpressionTreeEncoding;
30using HeuristicLab.Persistence.Default.CompositeSerializers.Storable;
31
32namespace HeuristicLab.Problems.DataAnalysis.Symbolic {
33  [Item("C# Symbolic Expression Tree Formatter", "A string formatter that converts symbolic expression trees to C# code.")]
34  [StorableClass]
35  public sealed class CSharpSymbolicExpressionTreeStringFormatter : NamedItem, ISymbolicExpressionTreeStringFormatter {
36    [StorableConstructor]
37    private CSharpSymbolicExpressionTreeStringFormatter(bool deserializing) : base(deserializing) { }
38    private CSharpSymbolicExpressionTreeStringFormatter(CSharpSymbolicExpressionTreeStringFormatter original, Cloner cloner) : base(original, cloner) { }
39    public CSharpSymbolicExpressionTreeStringFormatter()
40      : base() {
41      Name = ItemName;
42      Description = ItemDescription;
43    }
44    public override IDeepCloneable Clone(Cloner cloner) {
45      return new CSharpSymbolicExpressionTreeStringFormatter(this, cloner);
46    }
47
48    public string Format(ISymbolicExpressionTree symbolicExpressionTree) {
49      // skip root and start symbols
50      StringBuilder strBuilder = new StringBuilder();
51      GenerateHeader(strBuilder, symbolicExpressionTree);
52      FormatRecursively(symbolicExpressionTree.Root.GetSubtree(0).GetSubtree(0), strBuilder);
53      GenerateFooter(strBuilder);
54      return strBuilder.ToString();
55    }
56
57    private void FormatRecursively(ISymbolicExpressionTreeNode node, StringBuilder strBuilder) {
58      // TODO: adapt to interpreter semantics. The HL interpreter also allows Boolean operations on reals
59      if (node.Subtrees.Any()) {
60        if (node.Symbol is Addition) {
61          FormatOperator(node, "+", strBuilder);
62        } else if (node.Symbol is And) {
63          FormatOperator(node, "&&", strBuilder);
64        } else if (node.Symbol is Average) {
65          FormatFunction(node, "Average", strBuilder);
66        } else if (node.Symbol is Cosine) {
67          FormatFunction(node, "Math.Cos", strBuilder);
68        } else if (node.Symbol is Division) {
69          FormatDivision(node, strBuilder);
70        } else if (node.Symbol is Exponential) {
71          FormatFunction(node, "Math.Exp", strBuilder);
72        } else if (node.Symbol is GreaterThan) {
73          FormatOperator(node, ">", strBuilder);
74        } else if (node.Symbol is IfThenElse) {
75          FormatFunction(node, "EvaluateIf", strBuilder);
76        } else if (node.Symbol is LessThan) {
77          FormatOperator(node, "<", strBuilder);
78        } else if (node.Symbol is Logarithm) {
79          FormatFunction(node, "Math.Log", strBuilder);
80        } else if (node.Symbol is Multiplication) {
81          FormatOperator(node, "*", strBuilder);
82        } else if (node.Symbol is Not) {
83          FormatOperator(node, "!", strBuilder);
84        } else if (node.Symbol is Or) {
85          FormatOperator(node, "||", strBuilder);
86        } else if (node.Symbol is Xor) {
87          FormatOperator(node, "^", strBuilder);
88        } else if (node.Symbol is Sine) {
89          FormatFunction(node, "Math.Sin", strBuilder);
90        } else if (node.Symbol is Subtraction) {
91          FormatSubtraction(node, strBuilder);
92        } else if (node.Symbol is Tangent) {
93          FormatFunction(node, "Math.Tan", strBuilder);
94        } else if (node.Symbol is Square) {
95          FormatSquare(node, strBuilder);
96        } else if (node.Symbol is SquareRoot) {
97          FormatFunction(node, "Math.Sqrt", strBuilder);
98        } else if (node.Symbol is Power) {
99          FormatFunction(node, "Math.Pow", strBuilder);
100        } else if (node.Symbol is Root) {
101          FormatRoot(node, strBuilder);
102        } else {
103          throw new NotSupportedException("Formatting of symbol: " + node.Symbol + " not supported for C# symbolic expression tree formatter.");
104        }
105      } else {
106        if (node is VariableTreeNode) {
107          var varNode = node as VariableTreeNode;
108          strBuilder.AppendFormat("{0} * {1}", varNode.VariableName, varNode.Weight.ToString("g17", CultureInfo.InvariantCulture));
109        } else if (node is ConstantTreeNode) {
110          var constNode = node as ConstantTreeNode;
111          strBuilder.Append(constNode.Value.ToString("g17", CultureInfo.InvariantCulture));
112        } else if (node.Symbol is FactorVariable) {
113          var factorNode = node as FactorVariableTreeNode;
114          FormatFactor(factorNode, strBuilder);
115        } else if (node.Symbol is BinaryFactorVariable) {
116          var binFactorNode = node as BinaryFactorVariableTreeNode;
117          FormatBinaryFactor(binFactorNode, strBuilder);
118        } else {
119          throw new NotSupportedException("Formatting of symbol: " + node.Symbol + " not supported for C# symbolic expression tree formatter.");
120        }
121      }
122    }
123
124    private void FormatFactor(FactorVariableTreeNode node, StringBuilder strBuilder) {
125      strBuilder.AppendFormat("EvaluateFactor({0}, new [] {{ {1} }}, new [] {{ {2} }})", node.VariableName,
126        string.Join(",", node.Symbol.GetVariableValues(node.VariableName)), string.Join(",", node.Weights.Select(v => v.ToString(CultureInfo.InvariantCulture))));
127    }
128
129    private void FormatBinaryFactor(BinaryFactorVariableTreeNode node, StringBuilder strBuilder) {
130      strBuilder.AppendFormat(CultureInfo.InvariantCulture, "EvaluateBinaryFactor({0}, {1}, {2})", node.VariableName, node.VariableValue, node.Weight);
131    }
132
133    private void FormatSquare(ISymbolicExpressionTreeNode node, StringBuilder strBuilder) {
134      strBuilder.Append("Math.Pow(");
135      FormatRecursively(node.GetSubtree(0), strBuilder);
136      strBuilder.Append(", 2)");
137    }
138
139    private void FormatRoot(ISymbolicExpressionTreeNode node, StringBuilder strBuilder) {
140      strBuilder.Append("Math.Pow(");
141      FormatRecursively(node.GetSubtree(0), strBuilder);
142      strBuilder.Append(", 1.0 / (");
143      FormatRecursively(node.GetSubtree(1), strBuilder);
144      strBuilder.Append("))");
145    }
146
147    private void FormatDivision(ISymbolicExpressionTreeNode node, StringBuilder strBuilder) {
148      if (node.SubtreeCount == 1) {
149        strBuilder.Append("1.0 / ");
150        FormatRecursively(node.GetSubtree(0), strBuilder);
151      } else {
152        FormatRecursively(node.GetSubtree(0), strBuilder);
153        strBuilder.Append("/ (");
154        for (int i = 1; i < node.SubtreeCount; i++) {
155          if (i > 1) strBuilder.Append(" * ");
156          FormatRecursively(node.GetSubtree(i), strBuilder);
157        }
158        strBuilder.Append(")");
159      }
160    }
161
162    private void FormatSubtraction(ISymbolicExpressionTreeNode node, StringBuilder strBuilder) {
163      if (node.SubtreeCount == 1) {
164        strBuilder.Append("-");
165        FormatRecursively(node.GetSubtree(0), strBuilder);
166        return;
167      }
168      //Default case: more than 1 child
169      FormatOperator(node, "-", strBuilder);
170    }
171
172    private void FormatOperator(ISymbolicExpressionTreeNode node, string symbol, StringBuilder strBuilder) {
173      strBuilder.Append("(");
174      foreach (var child in node.Subtrees) {
175        FormatRecursively(child, strBuilder);
176        if (child != node.Subtrees.Last())
177          strBuilder.Append(" " + symbol + " ");
178      }
179      strBuilder.Append(")");
180    }
181
182    private void FormatFunction(ISymbolicExpressionTreeNode node, string function, StringBuilder strBuilder) {
183      strBuilder.Append(function + "(");
184      foreach (var child in node.Subtrees) {
185        FormatRecursively(child, strBuilder);
186        if (child != node.Subtrees.Last())
187          strBuilder.Append(", ");
188      }
189      strBuilder.Append(")");
190    }
191
192    private void GenerateHeader(StringBuilder strBuilder, ISymbolicExpressionTree symbolicExpressionTree) {
193      strBuilder.AppendLine("using System;");
194      strBuilder.AppendLine("using System.Linq;" + Environment.NewLine);
195      strBuilder.AppendLine("namespace HeuristicLab.Models {");
196      strBuilder.AppendLine("public static class Model {");
197      GenerateAverageSource(strBuilder);
198      GenerateIfThenElseSource(strBuilder);
199      GenerateFactorSource(strBuilder);
200      GenerateBinaryFactorSource(strBuilder);
201      strBuilder.Append(Environment.NewLine + "public static double Evaluate (");
202
203      HashSet<string> varNames = new HashSet<string>();
204      foreach (var node in symbolicExpressionTree.IterateNodesPostfix().Where(x => x is VariableTreeNode)) {
205        varNames.Add(((VariableTreeNode)node).VariableName);
206      }
207
208      var orderedNames = varNames.OrderBy(n => n, new NaturalStringComparer()).Select(n => "double " + n);
209      strBuilder.Append(string.Join(", ", orderedNames));
210
211      strBuilder.AppendLine(") {");
212      strBuilder.Append("double result = ");
213    }
214
215    private void GenerateFooter(StringBuilder strBuilder) {
216      strBuilder.AppendLine(";");
217      strBuilder.AppendLine("return result;");
218      strBuilder.AppendLine("}");
219      strBuilder.AppendLine("}");
220      strBuilder.AppendLine("}");
221    }
222
223    private void GenerateAverageSource(StringBuilder strBuilder) {
224      strBuilder.AppendLine("private static double Average(params double[] values) {");
225      strBuilder.AppendLine("  return values.Average();");
226      strBuilder.AppendLine("}");
227    }
228
229    private void GenerateIfThenElseSource(StringBuilder strBuilder) {
230      strBuilder.AppendLine("private static double EvaluateIf(bool condition, double then, double @else) {");
231      strBuilder.AppendLine("   return condition ? then : @else;");
232      strBuilder.AppendLine("}");
233    }
234
235    private void GenerateFactorSource(StringBuilder strBuilder) {
236      strBuilder.AppendLine("private static double EvaluateFactor(string factorValue, string[] factorValues, double[] constants) {");
237      strBuilder.AppendLine("   for(int i=0;i<factorValues.Length;i++) " +
238                            "      if(factorValues[i] == factorValue) return constants[i];" +
239                            "   throw new ArgumentException();");
240      strBuilder.AppendLine("}");
241    }
242
243    private void GenerateBinaryFactorSource(StringBuilder strBuilder) {
244      strBuilder.AppendLine("private static double EvaluateBinaryFactor(string factorValue, string targetValue, double weight) {");
245      strBuilder.AppendLine("  return factorValue == targetValue ? weight : 0.0;");
246      strBuilder.AppendLine("}");
247    }
248
249  }
250}
Note: See TracBrowser for help on using the repository browser.