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source: branches/HeuristicLab.Problems.GrammaticalOptimization/HeuristicLab.Problems.GrammaticalOptimization/Problems/EvenParityProblem.cs @ 11847

Last change on this file since 11847 was 11847, checked in by gkronber, 9 years ago

#2283 various fixes for tree-based GP

File size: 4.0 KB
Line 
1using System;
2using System.Collections.Generic;
3using System.Diagnostics;
4using System.Linq;
5using System.Text;
6using System.Text.RegularExpressions;
7using HeuristicLab.Encodings.SymbolicExpressionTreeEncoding;
8
9namespace HeuristicLab.Problems.GrammaticalOptimization {
10  // 4-bit even parity
11  public class EvenParityProblem : ISymbolicExpressionTreeProblem {
12    // + == OR
13    // * == AND
14    private const string grammarString = @"
15G(S):
16S -> a | b | c | d | a*S | b*S | c*S | d*S | a+S | b+S | c+S | d+S | !S | (S)
17";
18    // A = AND, O = OR, N = NOT, C = Clause
19    private const string hlGrammarString = @"
20G(E):
21E -> A | O | N | C | a | b | c | d
22A -> EE | EEE
23O -> EE | EEE
24N -> E
25C -> E
26    ";
27
28    private readonly IGrammar grammar;
29    public EvenParityProblem() {
30      this.grammar = new Grammar(grammarString);
31      this.SymbolicExpressionGrammar = new GenericSymbExprGrammar(new Grammar(hlGrammarString));
32    }
33
34    public double BestKnownQuality(int maxLen) {
35      // for now only an upper bound is returned, ideally all fitness cases are predicted correctly
36      return 16;
37    }
38
39    public IGrammar Grammar {
40      get { return grammar; }
41    }
42
43    public double Evaluate(string sentence) {
44      var interpreter = new ExpressionInterpreter(); // for concurrent evaluation
45      var vars = new bool[4];
46      var nCorrect = 0;
47      for (int b0 = 0; b0 <= 1; b0++)
48        for (int b1 = 0; b1 <= 1; b1++)
49          for (int b2 = 0; b2 <= 1; b2++)
50            for (int b3 = 0; b3 <= 1; b3++) {
51              vars[0] = b0 > 0;
52              vars[1] = b1 > 0;
53              vars[2] = b2 > 0;
54              vars[3] = b3 > 0;
55
56              var pred = interpreter.Interpret(sentence, vars);
57              var target = (b0 > 0) ^ (b1 > 0) ^ (b2 > 0) ^ (b3 > 0);
58              if (pred == target) nCorrect++;
59            }
60      return nCorrect;
61    }
62
63    public string CanonicalRepresentation(string phrase) {
64      throw new NotImplementedException();
65      return phrase;
66    }
67
68    public IEnumerable<Feature> GetFeatures(string phrase) {
69      throw new NotImplementedException();
70    }
71
72    public ISymbolicExpressionGrammar SymbolicExpressionGrammar { get; private set; }
73    public string ConvertTreeToSentence(ISymbolicExpressionTree tree) {
74      var sb = new StringBuilder();
75
76      TreeToSentence(tree.Root.GetSubtree(0).GetSubtree(0), sb);
77
78      return sb.ToString();
79    }
80
81    private void TreeToSentence(ISymbolicExpressionTreeNode treeNode, StringBuilder sb) {
82      if (treeNode.SubtreeCount == 0) {
83        // terminal
84        sb.Append(treeNode.Symbol.Name);
85      } else {
86        switch (treeNode.Symbol.Name) {
87          case "O": {
88              sb.Append("(");
89              TreeToSentence(treeNode.Subtrees.First(), sb);
90              foreach (var subTree in treeNode.Subtrees.Skip(1)) {
91                sb.Append("+");
92                TreeToSentence(subTree, sb);
93              }
94              sb.Append(")");
95              break;
96            }
97          case "A": {
98              TreeToSentence(treeNode.Subtrees.First(), sb);
99              foreach (var subTree in treeNode.Subtrees.Skip(1)) {
100                sb.Append("*");
101                TreeToSentence(subTree, sb);
102              }
103              break;
104            }
105          case "N": {
106              Debug.Assert(treeNode.SubtreeCount == 1);
107              sb.Append("!(");
108              TreeToSentence(treeNode.Subtrees.Single(), sb);
109              sb.Append(")");
110              break;
111            }
112          case "C": {
113              Debug.Assert(treeNode.SubtreeCount == 1);
114              sb.Append("(");
115              TreeToSentence(treeNode.Subtrees.Single(), sb);
116              sb.Append(")");
117              break;
118            }
119          default: {
120              Debug.Assert(treeNode.SubtreeCount == 1);
121              TreeToSentence(treeNode.Subtrees.Single(), sb);
122              break;
123            }
124        }
125      }
126    }
127  }
128}
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