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source: branches/GP-Refactoring-713/sources/HeuristicLab.GP/3.3/RampedTreeCreator.cs @ 2202

Last change on this file since 2202 was 2202, checked in by gkronber, 15 years ago

Created a branch for #713

File size: 3.9 KB
Line 
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 RampedTreeCreator : OperatorBase {
32    public override string Description {
33      get { return @"Generates a new random operator tree."; }
34    }
35
36    public RampedTreeCreator()
37      : base() {
38      AddVariableInfo(new VariableInfo("Random", "Uniform random number generator", typeof(MersenneTwister), VariableKind.In));
39      AddVariableInfo(new VariableInfo("OperatorLibrary", "The operator library containing all available operators", typeof(FunctionLibrary), VariableKind.In));
40      AddVariableInfo(new VariableInfo("MinTreeHeight", "The minimal allowed height of the tree", typeof(IntData), VariableKind.In));
41      AddVariableInfo(new VariableInfo("MaxTreeHeight", "The maximal allowed height of the tree", typeof(IntData), VariableKind.In));
42      AddVariableInfo(new VariableInfo("BalancedTreesRate", "Determines how many trees should be balanced", typeof(DoubleData), VariableKind.In));
43      AddVariableInfo(new VariableInfo("FunctionTree", "The created tree", typeof(IFunctionTree), VariableKind.New | VariableKind.Out));
44      AddVariableInfo(new VariableInfo("TreeSize", "The size (number of nodes) of the tree", typeof(IntData), VariableKind.New | VariableKind.Out));
45      AddVariableInfo(new VariableInfo("TreeHeight", "The height of the tree", typeof(IntData), VariableKind.New | VariableKind.Out));
46    }
47
48    public override IOperation Apply(IScope scope) {
49      IRandom random = GetVariableValue<IRandom>("Random", scope, true);
50      FunctionLibrary opLibrary = GetVariableValue<FunctionLibrary>("OperatorLibrary", scope, true);
51      int minTreeHeight = GetVariableValue<IntData>("MinTreeHeight", scope, true).Data;
52      int maxTreeHeight = GetVariableValue<IntData>("MaxTreeHeight", scope, true).Data;
53      double balancedTreesRate = GetVariableValue<DoubleData>("BalancedTreesRate", scope, true).Data;
54
55      TreeGardener gardener = new TreeGardener(random, opLibrary);
56
57      int treeHeight = random.Next(minTreeHeight, maxTreeHeight + 1);
58      IFunctionTree root;
59      if(random.NextDouble() <= balancedTreesRate) {
60        root = gardener.CreateBalancedRandomTree(Int32.MaxValue, treeHeight);
61      } else {
62        root = gardener.CreateUnbalancedRandomTree(Int32.MaxValue, treeHeight);
63      }
64
65      int actualTreeSize = root.Size;
66      int actualTreeHeight = root.Height;
67
68      scope.AddVariable(new HeuristicLab.Core.Variable(scope.TranslateName("FunctionTree"), root));
69      scope.AddVariable(new HeuristicLab.Core.Variable(scope.TranslateName("TreeSize"), new IntData(actualTreeSize)));
70      scope.AddVariable(new HeuristicLab.Core.Variable(scope.TranslateName("TreeHeight"), new IntData(actualTreeHeight)));
71
72      Debug.Assert(gardener.IsValidTree(root) && actualTreeHeight <= maxTreeHeight);
73
74      return gardener.CreateInitializationOperation(gardener.GetAllSubTrees(root), scope);
75    }
76  }
77}
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