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source: branches/HeuristicLab.Hive_Milestone2/sources/HeuristicLab.GP/3.3/ProbabilisticTreeCreator.cs @ 3717

Last change on this file since 3717 was 1529, checked in by gkronber, 16 years ago

Moved source files of plugins AdvancedOptimizationFrontEnd ... Grid into version-specific sub-folders. #576

File size: 4.0 KB
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1#region License Information
2/* HeuristicLab
3 * Copyright (C) 2002-2008 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.Linq;
23using HeuristicLab.Core;
24using HeuristicLab.Data;
25using HeuristicLab.Operators;
26using System;
27using HeuristicLab.Random;
28using System.Diagnostics;
29
30namespace HeuristicLab.GP {
31  public class ProbabilisticTreeCreator : OperatorBase {
32    private int MAX_TRIES { get { return 100; } }
33
34    public override string Description {
35      get { return @"Generates a new random operator tree."; }
36    }
37
38    public ProbabilisticTreeCreator()
39      : base() {
40      AddVariableInfo(new VariableInfo("Random", "Uniform random number generator", typeof(MersenneTwister), VariableKind.In));
41      AddVariableInfo(new VariableInfo("OperatorLibrary", "The operator library containing all available operators", typeof(GPOperatorLibrary), VariableKind.In));
42      AddVariableInfo(new VariableInfo("MinTreeSize", "The minimal allowed size of the tree", typeof(IntData), VariableKind.In));
43      AddVariableInfo(new VariableInfo("MaxTreeSize", "The maximal allowed size of the tree", typeof(IntData), VariableKind.In));
44      AddVariableInfo(new VariableInfo("MaxTreeHeight", "The maximal allowed height of the tree", typeof(IntData), VariableKind.In));
45      AddVariableInfo(new VariableInfo("FunctionTree", "The created tree", typeof(IFunctionTree), VariableKind.New | VariableKind.Out));
46      AddVariableInfo(new VariableInfo("TreeSize", "The size (number of nodes) of the tree", typeof(IntData), VariableKind.New | VariableKind.Out));
47      AddVariableInfo(new VariableInfo("TreeHeight", "The height of the tree", typeof(IntData), VariableKind.New | VariableKind.Out));
48    }
49
50    public override IOperation Apply(IScope scope) {
51      IRandom random = GetVariableValue<IRandom>("Random", scope, true);
52      GPOperatorLibrary opLibrary = GetVariableValue<GPOperatorLibrary>("OperatorLibrary", scope, true);
53      int minTreeSize = GetVariableValue<IntData>("MinTreeSize", scope, true).Data;
54      int maxTreeSize = GetVariableValue<IntData>("MaxTreeSize", scope, true).Data;
55      int maxTreeHeight = GetVariableValue<IntData>("MaxTreeHeight", scope, true).Data;
56
57      TreeGardener gardener = new TreeGardener(random, opLibrary);
58
59      int treeSize = random.Next(minTreeSize, maxTreeSize + 1);
60
61      IFunctionTree root;
62      int actualTreeSize;
63      int actualTreeHeight;
64      int tries = 0;
65      do {
66        root = gardener.PTC2(random, treeSize, maxTreeHeight);
67        actualTreeSize = root.Size;
68        actualTreeHeight = root.Height;
69        if (tries++ >= MAX_TRIES) {
70          // try a different size
71          treeSize = random.Next(minTreeSize, maxTreeSize + 1);
72          tries = 0;
73        }
74      } while (actualTreeSize > maxTreeSize || actualTreeHeight > maxTreeHeight);
75
76      scope.AddVariable(new HeuristicLab.Core.Variable(scope.TranslateName("FunctionTree"), root));
77      scope.AddVariable(new HeuristicLab.Core.Variable(scope.TranslateName("TreeSize"), new IntData(actualTreeSize)));
78      scope.AddVariable(new HeuristicLab.Core.Variable(scope.TranslateName("TreeHeight"), new IntData(actualTreeHeight)));
79
80      return gardener.CreateInitializationOperation(gardener.GetAllSubTrees(root), scope);
81    }
82  }
83}
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