[6887] | 1 | #region License Information
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| 2 | /* HeuristicLab
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| 3 | * Copyright (C) 2002-2011 Heuristic and Evolutionary Algorithms Laboratory (HEAL)
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| 4 | *
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| 5 | * This file is part of HeuristicLab.
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| 6 | *
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| 7 | * HeuristicLab is free software: you can redistribute it and/or modify
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| 8 | * it under the terms of the GNU General Public License as published by
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| 9 | * the Free Software Foundation, either version 3 of the License, or
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| 10 | * (at your option) any later version.
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| 11 | *
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| 12 | * HeuristicLab is distributed in the hope that it will be useful,
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| 13 | * but WITHOUT ANY WARRANTY; without even the implied warranty of
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| 14 | * MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
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| 15 | * GNU General Public License for more details.
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| 16 | *
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| 17 | * You should have received a copy of the GNU General Public License
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| 18 | * along with HeuristicLab. If not, see <http://www.gnu.org/licenses/>.
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| 19 | */
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| 20 | #endregion
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| 21 |
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| 22 | using HeuristicLab.Common;
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| 23 | using HeuristicLab.Core;
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| 24 | using HeuristicLab.Data;
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| 25 | using HeuristicLab.Parameters;
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| 26 | using HeuristicLab.Persistence.Default.CompositeSerializers.Storable;
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[7012] | 27 | using HeuristicLab.PluginInfrastructure;
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[6887] | 28 |
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| 29 | namespace HeuristicLab.Encodings.SymbolicExpressionTreeEncoding {
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[7012] | 30 | [NonDiscoverableType]
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[6887] | 31 | [StorableClass]
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| 32 | [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")]
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| 33 | public class RampedHalfAndHalfTreeCreator : SymbolicExpressionTreeCreator,
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| 34 | ISymbolicExpressionTreeSizeConstraintOperator,
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| 35 | ISymbolicExpressionTreeGrammarBasedOperator {
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| 36 | private const string MaximumSymbolicExpressionTreeLengthParameterName = "MaximumSymbolicExpressionTreeLength";
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| 37 | private const string MaximumSymbolicExpressionTreeDepthParameterName = "MaximumSymbolicExpressionTreeDepth";
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| 38 | private const string SymbolicExpressionTreeGrammarParameterName = "SymbolicExpressionTreeGrammar";
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| 39 | private const string ClonedSymbolicExpressionTreeGrammarParameterName = "ClonedSymbolicExpressionTreeGrammar";
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| 40 |
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| 41 | #region Parameter Properties
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| 42 | public IValueLookupParameter<IntValue> MaximumSymbolicExpressionTreeLengthParameter {
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| 43 | get { return (IValueLookupParameter<IntValue>)Parameters[MaximumSymbolicExpressionTreeLengthParameterName]; }
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| 44 | }
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| 45 |
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| 46 | public IValueLookupParameter<IntValue> MaximumSymbolicExpressionTreeDepthParameter {
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| 47 | get { return (IValueLookupParameter<IntValue>)Parameters[MaximumSymbolicExpressionTreeDepthParameterName]; }
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| 48 | }
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| 49 |
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| 50 | public IValueLookupParameter<ISymbolicExpressionGrammar> SymbolicExpressionTreeGrammarParameter {
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| 51 | get {
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[7236] | 52 | return (IValueLookupParameter<ISymbolicExpressionGrammar>)Parameters[SymbolicExpressionTreeGrammarParameterName];
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[6887] | 53 | }
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| 54 | }
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| 55 |
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| 56 | public ILookupParameter<ISymbolicExpressionGrammar> ClonedSymbolicExpressionTreeGrammarParameter {
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| 57 | get {
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[7236] | 58 | return (ILookupParameter<ISymbolicExpressionGrammar>)Parameters[ClonedSymbolicExpressionTreeGrammarParameterName];
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[6887] | 59 | }
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| 60 | }
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| 61 |
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| 62 | #endregion
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| 63 | #region Properties
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| 64 | public IntValue MaximumSymbolicExpressionTreeDepth {
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| 65 | get { return MaximumSymbolicExpressionTreeDepthParameter.ActualValue; }
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| 66 | }
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| 67 |
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[7012] | 68 | public IntValue MaximumSymbolicExpressionTreeLength {
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| 69 | get { return MaximumSymbolicExpressionTreeLengthParameter.ActualValue; }
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| 70 | }
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| 71 |
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[7236] | 72 | public ISymbolicExpressionGrammar ClonedSymbolicExpressionTreeGrammar {
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[6887] | 73 | get { return ClonedSymbolicExpressionTreeGrammarParameter.ActualValue; }
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| 74 | }
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| 75 | #endregion
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| 76 |
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| 77 | [StorableConstructor]
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| 78 | protected RampedHalfAndHalfTreeCreator(bool deserializing) : base(deserializing) { }
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| 79 | protected RampedHalfAndHalfTreeCreator(RampedHalfAndHalfTreeCreator original, Cloner cloner) : base(original, cloner) { }
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| 80 |
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| 81 | public RampedHalfAndHalfTreeCreator()
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| 82 | : base() {
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[7236] | 83 | Parameters.Add(new ValueLookupParameter<IntValue>(MaximumSymbolicExpressionTreeLengthParameterName,
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| 84 | "The maximal length (number of nodes) of the symbolic expression tree (this parameter is ignored)."));
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| 85 | Parameters.Add(new ValueLookupParameter<IntValue>(MaximumSymbolicExpressionTreeDepthParameterName,
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| 86 | "The maximal depth of the symbolic expression tree (a tree with one node has depth = 0)."));
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| 87 | Parameters.Add(new ValueLookupParameter<ISymbolicExpressionGrammar>(SymbolicExpressionTreeGrammarParameterName,
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| 88 | "The tree grammar that defines the correct syntax of symbolic expression trees that should be created."));
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| 89 | Parameters.Add(new LookupParameter<ISymbolicExpressionGrammar>(ClonedSymbolicExpressionTreeGrammarParameterName,
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| 90 | "An immutable clone of the concrete grammar that is actually used to create and manipulate trees."));
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[6887] | 91 | }
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| 92 |
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| 93 | public override IDeepCloneable Clone(Cloner cloner) {
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| 94 | return new RampedHalfAndHalfTreeCreator(this, cloner);
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| 95 | }
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| 96 |
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| 97 | public override IOperation Apply() {
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| 98 | if (ClonedSymbolicExpressionTreeGrammarParameter.ActualValue == null) {
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| 99 | SymbolicExpressionTreeGrammarParameter.ActualValue.ReadOnly = true;
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| 100 | IScope globalScope = ExecutionContext.Scope;
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| 101 | while (globalScope.Parent != null)
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| 102 | globalScope = globalScope.Parent;
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| 103 |
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[7236] | 104 | globalScope.Variables.Add(new Variable(ClonedSymbolicExpressionTreeGrammarParameterName,
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| 105 | (ISymbolicExpressionGrammar)SymbolicExpressionTreeGrammarParameter.ActualValue.Clone()));
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[6887] | 106 | }
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| 107 | return base.Apply();
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| 108 | }
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| 109 |
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| 110 | protected override ISymbolicExpressionTree Create(IRandom random) {
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[7236] | 111 | return Create(random, ClonedSymbolicExpressionTreeGrammar, MaximumSymbolicExpressionTreeLength.Value, MaximumSymbolicExpressionTreeDepth.Value);
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[6887] | 112 | }
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| 113 |
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[7012] | 114 | public override ISymbolicExpressionTree CreateTree(IRandom random, ISymbolicExpressionGrammar grammar, int maxTreeLength, int maxTreeDepth) {
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| 115 | return Create(random, grammar, maxTreeLength, maxTreeDepth);
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| 116 | }
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| 117 |
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[6887] | 118 | /// <summary>
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| 119 | /// Create a symbolic expression tree using 'RampedHalfAndHalf' strategy.
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| 120 | /// Half the trees are created with the 'Grow' method, and the other half are created with the 'Full' method.
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| 121 | /// </summary>
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| 122 | /// <param name="random">Random generator</param>
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| 123 | /// <param name="grammar">Available tree grammar</param>
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[7236] | 124 | /// <param name="maxTreeLength">Maximum tree length (this parameter is ignored)</param>
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[6887] | 125 | /// <param name="maxTreeDepth">Maximum tree depth</param>
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| 126 | /// <returns></returns>
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[7012] | 127 | public static ISymbolicExpressionTree Create(IRandom random, ISymbolicExpressionGrammar grammar, int maxTreeLength, int maxTreeDepth) {
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[6887] | 128 | var tree = new SymbolicExpressionTree();
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| 129 | var rootNode = (SymbolicExpressionTreeTopLevelNode)grammar.ProgramRootSymbol.CreateTreeNode();
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| 130 | if (rootNode.HasLocalParameters) rootNode.ResetLocalParameters(random);
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| 131 | rootNode.SetGrammar(new SymbolicExpressionTreeGrammar(grammar));
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| 132 |
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| 133 | var startNode = (SymbolicExpressionTreeTopLevelNode)grammar.StartSymbol.CreateTreeNode();
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[7236] | 134 | if (startNode.HasLocalParameters) startNode.ResetLocalParameters(random);
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[6887] | 135 | startNode.SetGrammar(new SymbolicExpressionTreeGrammar(grammar));
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| 136 |
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| 137 | rootNode.AddSubtree(startNode);
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| 138 |
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| 139 | double p = random.NextDouble();
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| 140 |
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| 141 | if (p < 0.5)
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[7236] | 142 | GrowTreeCreator.Create(random, startNode, maxTreeDepth - 2);
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[6887] | 143 | else
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[7236] | 144 | FullTreeCreator.Create(random, startNode, maxTreeDepth - 2);
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[6887] | 145 |
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| 146 | tree.Root = rootNode;
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| 147 | return tree;
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| 148 | }
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| 149 | }
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[7034] | 150 | }
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