1 | #region License Information
|
---|
2 | /* HeuristicLab
|
---|
3 | * Copyright (C) 2002-2013 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.Collections.Generic;
|
---|
23 | using System.Linq;
|
---|
24 | using System.Text;
|
---|
25 | using HeuristicLab.Analysis;
|
---|
26 | using HeuristicLab.Common;
|
---|
27 | using HeuristicLab.Core;
|
---|
28 | using HeuristicLab.Data;
|
---|
29 | using HeuristicLab.Encodings.SymbolicExpressionTreeEncoding;
|
---|
30 | using HeuristicLab.Parameters;
|
---|
31 | using HeuristicLab.Persistence.Default.CompositeSerializers.Storable;
|
---|
32 |
|
---|
33 | namespace HeuristicLab.Problems.DataAnalysis.Symbolic {
|
---|
34 | [Item("SymbolicDataAnalysisAlleleFrequencyAnalyzer", "")]
|
---|
35 | [StorableClass]
|
---|
36 | public sealed class SymbolicDataAnalysisAlleleFrequencyAnalyzer : AlleleFrequencyAnalyzer<ISymbolicExpressionTree>, ISymbolicDataAnalysisAnalyzer {
|
---|
37 | private const string AlleleTreeDepthParameterName = "AlleleTreeDepth";
|
---|
38 |
|
---|
39 | #region parameter properties
|
---|
40 | public IScopeTreeLookupParameter<ISymbolicExpressionTree> SymbolicExpressionTreeParameter {
|
---|
41 | get { return SolutionParameter; }
|
---|
42 | }
|
---|
43 |
|
---|
44 | public ILookupParameter<Optimization.ResultCollection> ResultCollectionParameter {
|
---|
45 | get { return ResultsParameter; }
|
---|
46 | }
|
---|
47 |
|
---|
48 | public IFixedValueParameter<IntValue> AlleleTreeDepthParameter {
|
---|
49 | get { return (IFixedValueParameter<IntValue>)Parameters[AlleleTreeDepthParameterName]; }
|
---|
50 | }
|
---|
51 | #endregion
|
---|
52 | #region properties
|
---|
53 | public int AlleleTreeDepth {
|
---|
54 | get { return AlleleTreeDepthParameter.Value.Value; }
|
---|
55 | set { AlleleTreeDepthParameter.Value.Value = value; }
|
---|
56 | }
|
---|
57 | #endregion
|
---|
58 |
|
---|
59 | [StorableConstructor]
|
---|
60 | private SymbolicDataAnalysisAlleleFrequencyAnalyzer(bool deserializing) : base(deserializing) { }
|
---|
61 | private SymbolicDataAnalysisAlleleFrequencyAnalyzer(SymbolicDataAnalysisAlleleFrequencyAnalyzer original, Cloner cloner) : base(original, cloner) { }
|
---|
62 | public SymbolicDataAnalysisAlleleFrequencyAnalyzer()
|
---|
63 | : base() {
|
---|
64 | Parameters.Add(new FixedValueParameter<IntValue>(AlleleTreeDepthParameterName, "The depth of subtrees that should be considered as allele", new IntValue(2)));
|
---|
65 | }
|
---|
66 |
|
---|
67 | public override IDeepCloneable Clone(Cloner cloner) {
|
---|
68 | return new SymbolicDataAnalysisAlleleFrequencyAnalyzer(this, cloner);
|
---|
69 | }
|
---|
70 |
|
---|
71 | protected override Allele[] CalculateAlleles(ISymbolicExpressionTree solution) {
|
---|
72 | return CalculateAlleles(solution, AlleleTreeDepth);
|
---|
73 | }
|
---|
74 |
|
---|
75 | public static Allele[] CalculateAlleles(ISymbolicExpressionTree solution, int alleleTreedepth) {
|
---|
76 | return GetAllSubtreesOfDepth(solution, alleleTreedepth)
|
---|
77 | .AsParallel()
|
---|
78 | .Select(t => GetAlleleFromSubtreeOfDepth(t, alleleTreedepth))
|
---|
79 | .ToArray();
|
---|
80 | }
|
---|
81 |
|
---|
82 | private static Allele GetAlleleFromSubtreeOfDepth(ISymbolicExpressionTreeNode tree, int d) {
|
---|
83 | string textualRepresentation = GetTextualRepresentationFromSubtreeOfDepth(tree, d);
|
---|
84 | return new Allele(textualRepresentation);
|
---|
85 | }
|
---|
86 |
|
---|
87 | private static string GetTextualRepresentationFromSubtreeOfDepth(ISymbolicExpressionTreeNode tree, int d) {
|
---|
88 | if (d == 0) return "";
|
---|
89 | StringBuilder builder = new StringBuilder();
|
---|
90 | var varTreeNode = tree as VariableTreeNode;
|
---|
91 | var constTreeNode = tree as ConstantTreeNode;
|
---|
92 | if (varTreeNode != null) {
|
---|
93 | builder.Append("(var " + varTreeNode.VariableName);
|
---|
94 | } else if (constTreeNode != null) {
|
---|
95 | builder.Append("(const");
|
---|
96 | } else {
|
---|
97 | builder.Append("(" + tree.ToString());
|
---|
98 | }
|
---|
99 | for (int i = 0; i < tree.SubtreeCount; i++) {
|
---|
100 | builder.Append(" " + GetTextualRepresentationFromSubtreeOfDepth(tree.GetSubtree(i), d - 1));
|
---|
101 | }
|
---|
102 | builder.Append(")");
|
---|
103 | return builder.ToString();
|
---|
104 | }
|
---|
105 |
|
---|
106 | private static IEnumerable<ISymbolicExpressionTreeNode> GetAllSubtreesOfDepth(ISymbolicExpressionTree solution, int d) {
|
---|
107 | return from node in solution.IterateNodesPostfix()
|
---|
108 | where node.GetDepth() >= d
|
---|
109 | select node;
|
---|
110 | }
|
---|
111 | }
|
---|
112 | }
|
---|