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source: branches/GeneralizedQAP/HeuristicLab.Encodings.SymbolicExpressionTreeEncoding/3.4/Creators/RampedHalfAndHalfTreeCreator.cs @ 6900

Last change on this file since 6900 was 6900, checked in by abeham, 13 years ago

#1614

  • updated branch from trunk
File size: 6.9 KB
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1#region License Information
2/* HeuristicLab
3 * Copyright (C) 2002-2011 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.ComponentModel;
25using System.Linq;
26using HeuristicLab.Common;
27using HeuristicLab.Core;
28using HeuristicLab.Data;
29using HeuristicLab.Parameters;
30using HeuristicLab.Persistence.Default.CompositeSerializers.Storable;
31
32namespace HeuristicLab.Encodings.SymbolicExpressionTreeEncoding {
33  [StorableClass]
34  [Item("RampedHalfAndHalfTreeCreator", "An operator that creates new symbolic expression trees in an alternate way: half the trees are created usign the 'Grow' method while the other half are created using the 'Full' method")]
35  public class RampedHalfAndHalfTreeCreator : SymbolicExpressionTreeCreator,
36                                 ISymbolicExpressionTreeSizeConstraintOperator,
37                                 ISymbolicExpressionTreeGrammarBasedOperator {
38    private const string MaximumSymbolicExpressionTreeLengthParameterName = "MaximumSymbolicExpressionTreeLength";
39    private const string MaximumSymbolicExpressionTreeDepthParameterName = "MaximumSymbolicExpressionTreeDepth";
40    private const string SymbolicExpressionTreeGrammarParameterName = "SymbolicExpressionTreeGrammar";
41    private const string ClonedSymbolicExpressionTreeGrammarParameterName = "ClonedSymbolicExpressionTreeGrammar";
42
43    #region Parameter Properties
44    public IValueLookupParameter<IntValue> MaximumSymbolicExpressionTreeLengthParameter {
45      get { return (IValueLookupParameter<IntValue>)Parameters[MaximumSymbolicExpressionTreeLengthParameterName]; }
46    }
47
48    public IValueLookupParameter<IntValue> MaximumSymbolicExpressionTreeDepthParameter {
49      get { return (IValueLookupParameter<IntValue>)Parameters[MaximumSymbolicExpressionTreeDepthParameterName]; }
50    }
51
52    public IValueLookupParameter<ISymbolicExpressionGrammar> SymbolicExpressionTreeGrammarParameter {
53      get {
54        return
55            (IValueLookupParameter<ISymbolicExpressionGrammar>)
56            Parameters[SymbolicExpressionTreeGrammarParameterName];
57      }
58    }
59
60    public ILookupParameter<ISymbolicExpressionGrammar> ClonedSymbolicExpressionTreeGrammarParameter {
61      get {
62        return
63            (ILookupParameter<ISymbolicExpressionGrammar>)
64            Parameters[ClonedSymbolicExpressionTreeGrammarParameterName];
65      }
66    }
67
68    #endregion
69    #region Properties
70    public IntValue MaximumSymbolicExpressionTreeDepth {
71      get { return MaximumSymbolicExpressionTreeDepthParameter.ActualValue; }
72    }
73
74    public ISymbolicExpressionGrammar SymbolicExpressionTreeGrammar {
75      get { return ClonedSymbolicExpressionTreeGrammarParameter.ActualValue; }
76    }
77    #endregion
78
79    [StorableConstructor]
80    protected RampedHalfAndHalfTreeCreator(bool deserializing) : base(deserializing) { }
81    protected RampedHalfAndHalfTreeCreator(RampedHalfAndHalfTreeCreator original, Cloner cloner) : base(original, cloner) { }
82
83    public RampedHalfAndHalfTreeCreator()
84      : base() {
85      Parameters.Add(new ValueLookupParameter<IntValue>(MaximumSymbolicExpressionTreeLengthParameterName, "The maximal length (number of nodes) of the symbolic expression tree."));
86      Parameters.Add(new ValueLookupParameter<IntValue>(MaximumSymbolicExpressionTreeDepthParameterName, "The maximal depth of the symbolic expression tree (a tree with one node has depth = 0)."));
87      Parameters.Add(new ValueLookupParameter<ISymbolicExpressionGrammar>(SymbolicExpressionTreeGrammarParameterName, "The tree grammar that defines the correct syntax of symbolic expression trees that should be created."));
88      Parameters.Add(new LookupParameter<ISymbolicExpressionGrammar>(ClonedSymbolicExpressionTreeGrammarParameterName, "An immutable clone of the concrete grammar that is actually used to create and manipulate trees."));
89    }
90
91    public override IDeepCloneable Clone(Cloner cloner) {
92      return new RampedHalfAndHalfTreeCreator(this, cloner);
93    }
94
95    public override IOperation Apply() {
96      if (ClonedSymbolicExpressionTreeGrammarParameter.ActualValue == null) {
97        SymbolicExpressionTreeGrammarParameter.ActualValue.ReadOnly = true;
98        IScope globalScope = ExecutionContext.Scope;
99        while (globalScope.Parent != null)
100          globalScope = globalScope.Parent;
101
102        globalScope.Variables.Add(new Variable(ClonedSymbolicExpressionTreeGrammarParameterName, (ISymbolicExpressionGrammar)SymbolicExpressionTreeGrammarParameter.ActualValue.Clone()));
103      }
104      return base.Apply();
105    }
106
107    protected override ISymbolicExpressionTree Create(IRandom random) {
108      return Create(random, SymbolicExpressionTreeGrammar, MaximumSymbolicExpressionTreeDepth.Value);
109    }
110
111    /// <summary>
112    /// Create a symbolic expression tree using 'RampedHalfAndHalf' strategy.
113    /// Half the trees are created with the 'Grow' method, and the other half are created with the 'Full' method.
114    /// </summary>
115    /// <param name="random">Random generator</param>
116    /// <param name="grammar">Available tree grammar</param>
117    /// <param name="maxTreeDepth">Maximum tree depth</param>
118    /// <returns></returns>
119    public static ISymbolicExpressionTree Create(IRandom random, ISymbolicExpressionGrammar grammar, int maxTreeDepth) {
120      var tree = new SymbolicExpressionTree();
121      var rootNode = (SymbolicExpressionTreeTopLevelNode)grammar.ProgramRootSymbol.CreateTreeNode();
122      if (rootNode.HasLocalParameters) rootNode.ResetLocalParameters(random);
123      rootNode.SetGrammar(new SymbolicExpressionTreeGrammar(grammar));
124
125      var startNode = (SymbolicExpressionTreeTopLevelNode)grammar.StartSymbol.CreateTreeNode();
126      startNode.SetGrammar(new SymbolicExpressionTreeGrammar(grammar));
127      if (startNode.HasLocalParameters) startNode.ResetLocalParameters(random);
128
129      rootNode.AddSubtree(startNode);
130
131      double p = random.NextDouble();
132
133      if (p < 0.5)
134        GrowTreeCreator.Grow(random, startNode, maxTreeDepth - 2);
135      else
136        FullTreeCreator.Grow(random, startNode, maxTreeDepth - 2);
137
138      tree.Root = rootNode;
139      return tree;
140    }
141  }
142}
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