[9835] | 1 | #region License Information
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| 2 | /* HeuristicLab
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| 3 | * Copyright (C) 2002-2012 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 System;
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| 23 | using System.Linq;
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| 24 | using HeuristicLab.Common;
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| 25 | using HeuristicLab.Core;
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| 26 | using HeuristicLab.Parameters;
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| 27 | using HeuristicLab.Persistence.Default.CompositeSerializers.Storable;
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| 28 |
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| 29 | namespace HeuristicLab.Encodings.SymbolicExpressionTreeEncoding {
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| 30 | /// <summary>
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| 31 | /// A base class for operators that perform a crossover of symbolic expression trees.
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| 32 | /// </summary>
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| 33 | [Item("SymbolicExpressionTreeCrossover", "A base class for operators that perform a crossover of symbolic expression trees.")]
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| 34 | [StorableClass]
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| 35 | public abstract class TracingSymbolicExpressionTreeCrossover : TracingSymbolicExpressionTreeOperator, ISymbolicExpressionTreeCrossover {
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| 36 | private const string ParentsParameterName = "Parents";
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| 37 | private const string ChildParameterName = "Child";
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| 38 |
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| 39 | #region Parameter Properties
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| 40 | public ILookupParameter<ItemArray<ISymbolicExpressionTree>> ParentsParameter {
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| 41 | get { return (ScopeTreeLookupParameter<ISymbolicExpressionTree>)Parameters[ParentsParameterName]; }
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| 42 | }
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| 43 | public ILookupParameter<ISymbolicExpressionTree> ChildParameter {
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| 44 | get { return (ILookupParameter<ISymbolicExpressionTree>)Parameters[ChildParameterName]; }
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| 45 | }
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| 46 | #endregion
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| 47 |
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| 48 | #region Properties
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| 49 | public ItemArray<ISymbolicExpressionTree> Parents {
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| 50 | get { return ParentsParameter.ActualValue; }
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| 51 | }
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| 52 | public ISymbolicExpressionTree Child {
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| 53 | get { return ChildParameter.ActualValue; }
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| 54 | set { ChildParameter.ActualValue = value; }
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| 55 | }
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| 56 | #endregion
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| 57 |
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| 58 | [StorableConstructor]
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| 59 | protected TracingSymbolicExpressionTreeCrossover(bool deserializing)
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| 60 | : base(deserializing) {
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| 61 | }
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| 62 | protected TracingSymbolicExpressionTreeCrossover(TracingSymbolicExpressionTreeCrossover original, Cloner cloner)
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| 63 | : base(original, cloner) {
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| 64 | }
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| 65 | protected TracingSymbolicExpressionTreeCrossover()
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| 66 | : base() {
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| 67 | Parameters.Add(new ScopeTreeLookupParameter<ISymbolicExpressionTree>(ParentsParameterName, "The parent symbolic expression trees which should be crossed."));
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| 68 | Parameters.Add(new LookupParameter<ISymbolicExpressionTree>(ChildParameterName, "The child symbolic expression tree resulting from the crossover."));
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| 69 | }
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| 70 | public override IOperation Apply() {
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| 71 | if (Parents.Length != 2)
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| 72 | throw new ArgumentException("Number of parents must be exactly two for symbolic expression tree crossover operators.");
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| 73 |
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| 74 | AddTracingVariablesToGlobalScope();
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| 75 |
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| 76 | // save the nodes of parent0 in a list so we can track what modifications are made by crossover
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| 77 | var nodes0 = Parents[0].IterateNodesPrefix().ToList();
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| 78 | var nodes1 = Parents[1].IterateNodesPrefix().ToList();
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| 79 |
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| 80 | // perform crossover
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| 81 | Child = Crossover(Random, Parents[0], Parents[1]);
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| 82 |
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| 83 | // create another list of parent0's nodes, so we can compare it with the first list to see what changed
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| 84 | var childNodes = Child.IterateNodesPrefix().ToList();
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| 85 |
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| 86 | // compare the two node lists and check the difference (comparing node references so we avoid false functional identity).
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| 87 | int i = 0, min0 = Math.Min(nodes0.Count, childNodes.Count);
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| 88 | // find the index of the fragment (with respect to the prefix order of nodes) in Parent0
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| 89 | while (i < min0 && ReferenceEquals(nodes0[i], childNodes[i])) ++i;
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| 90 |
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| 91 | var fragmentRoot = (i == min0) ? null : childNodes[i];
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| 92 | int j = 0;
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| 93 | // find the index of the fragment (with respect to the prefix order of nodes) in Parent1
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| 94 | while (j < nodes1.Count && !ReferenceEquals(nodes1[j], fragmentRoot)) ++j; // this works because the swapped subtree is not removed from the non-root parent
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| 95 |
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| 96 | if (i < min0 && j < nodes1.Count && !ReferenceEquals(childNodes[i], nodes1[j])) {
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| 97 | throw new Exception("The two array elements should reference the same subtree.");
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| 98 | }
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| 99 |
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| 100 | // map child to its corresponding parents from the previous generation
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| 101 | GlobalTraceMap[Child] = new ItemList<IItem>(from p in Parents select GlobalCloneMap[p]);
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| 102 | var fragment0 = new Fragment { Root = i == min0 ? null : nodes0[i], Index = i }; // fragment replaced in Parent0
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| 103 | var fragment1 = new Fragment { Root = fragmentRoot, Index = i, OldIndex = j }; // fragment received from Parent1
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| 104 | GlobalFragmentMap[Child] = fragment1; // map child to the index of its fragment
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| 105 | // transaction.FragmentIn = the fragment received from the other parent
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| 106 | // transaction.FragmentOut = the fragment that got replaced
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| 107 | GlobalGeneticExchangeMap.Add(new GeneticExchange { FragmentIn = fragment1, FragmentOut = fragment0 });
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| 108 | return base.Apply();
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| 109 | }
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| 110 |
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| 111 | public abstract ISymbolicExpressionTree Crossover(IRandom random, ISymbolicExpressionTree parent0, ISymbolicExpressionTree parent1);
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| 112 | }
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| 113 | }
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