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source: branches/DataAnalysis/HeuristicLab.Problems.DataAnalysis/3.3/Symbolic/FullFunctionalExpressionGrammar.cs @ 5750

Last change on this file since 5750 was 5275, checked in by gkronber, 14 years ago

Merged changes from trunk to data analysis exploration branch and added fractional distance metric evaluator. #1142

File size: 4.5 KB
Line 
1#region License Information
2/* HeuristicLab
3 * Copyright (C) 2002-2010 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.Collections.Generic;
23using HeuristicLab.Common;
24using HeuristicLab.Core;
25using HeuristicLab.Encodings.SymbolicExpressionTreeEncoding;
26using HeuristicLab.Encodings.SymbolicExpressionTreeEncoding.Symbols;
27using HeuristicLab.Persistence.Default.CompositeSerializers.Storable;
28using HeuristicLab.Problems.DataAnalysis.Symbolic.Symbols;
29namespace HeuristicLab.Problems.DataAnalysis.Symbolic {
30  [StorableClass]
31  [Item("FullFunctionalExpressionGrammar", "Represents a grammar for functional expressions using all available functions.")]
32  public class FullFunctionalExpressionGrammar : DefaultSymbolicExpressionGrammar {
33    [StorableConstructor]
34    protected FullFunctionalExpressionGrammar(bool deserializing) : base(deserializing) { }
35    protected FullFunctionalExpressionGrammar(FullFunctionalExpressionGrammar original, Cloner cloner) : base(original, cloner) { }
36    public FullFunctionalExpressionGrammar()
37      : base() {
38      Initialize();
39    }
40
41    public override IDeepCloneable Clone(Cloner cloner) {
42      return new FullFunctionalExpressionGrammar(this, cloner);
43    }
44
45    private void Initialize() {
46      var add = new Addition();
47      var sub = new Subtraction();
48      var mul = new Multiplication();
49      var div = new Division();
50      var mean = new Average();
51      var sin = new Sine();
52      var cos = new Cosine();
53      var tan = new Tangent();
54      var log = new Logarithm();
55      var exp = new Exponential();
56      var @if = new IfThenElse();
57      var gt = new GreaterThan();
58      var lt = new LessThan();
59      var and = new And();
60      var or = new Or();
61      var not = new Not();
62      var constant = new Constant();
63      constant.MinValue = -20;
64      constant.MaxValue = 20;
65      var variableSymbol = new HeuristicLab.Problems.DataAnalysis.Symbolic.Symbols.Variable();
66      var laggedVariable = new LaggedVariable();
67      laggedVariable.InitialFrequency = 0.0;
68
69      var allSymbols = new List<Symbol>() { add, sub, mul, div, mean, sin, cos, tan, log, exp, @if, gt, lt, and, or, not, constant, variableSymbol, laggedVariable };
70      var unaryFunctionSymbols = new List<Symbol>() { sin, cos, tan, log, exp, not };
71      var binaryFunctionSymbols = new List<Symbol>() { gt, lt };
72      var functionSymbols = new List<Symbol>() { add, sub, mul, div, mean, and, or };
73      var terminalSymbols = new List<Symbol>() { variableSymbol, constant, laggedVariable };
74
75      foreach (var symb in allSymbols)
76        AddSymbol(symb);
77
78      foreach (var funSymb in functionSymbols) {
79        SetMinSubtreeCount(funSymb, 1);
80        SetMaxSubtreeCount(funSymb, 3);
81      }
82      foreach (var funSymb in unaryFunctionSymbols) {
83        SetMinSubtreeCount(funSymb, 1);
84        SetMaxSubtreeCount(funSymb, 1);
85      }
86      foreach (var funSymb in binaryFunctionSymbols) {
87        SetMinSubtreeCount(funSymb, 2);
88        SetMaxSubtreeCount(funSymb, 2);
89      }
90
91      foreach (var terminalSymbol in terminalSymbols) {
92        SetMinSubtreeCount(terminalSymbol, 0);
93        SetMaxSubtreeCount(terminalSymbol, 0);
94      }
95
96      SetMinSubtreeCount(@if, 3);
97      SetMaxSubtreeCount(@if, 3);
98
99
100      // allow each symbol as child of the start symbol
101      foreach (var symb in allSymbols) {
102        SetAllowedChild(StartSymbol, symb, 0);
103      }
104
105      // allow each symbol as child of every other symbol (except for terminals that have maxSubtreeCount == 0)
106      foreach (var parent in allSymbols) {
107        for (int i = 0; i < GetMaxSubtreeCount(parent); i++)
108          foreach (var child in allSymbols) {
109            SetAllowedChild(parent, child, i);
110          }
111      }
112    }
113  }
114}
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