1 | #region License Information
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2 | /* HeuristicLab
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3 | * Copyright (C) 2002-2015 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.Data;
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27 | using HeuristicLab.Persistence.Default.CompositeSerializers.Storable;
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28 | using HeuristicLab.Random;
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29 |
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30 | namespace HeuristicLab.Encodings.SymbolicExpressionTreeEncoding {
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31 | /// <summary>
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32 | /// Manipulates a symbolic expression by deleting a preexisting function-defining branch.
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33 | /// As described in Koza, Bennett, Andre, Keane, Genetic Programming III - Darwinian Invention and Problem Solving, 1999, pp. 108
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34 | /// </summary>
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35 | [Item("SubroutineDeleter", "Manipulates a symbolic expression by deleting a preexisting function-defining branch. As described in Koza, Bennett, Andre, Keane, Genetic Programming III - Darwinian Invention and Problem Solving, 1999, pp. 108")]
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36 | [StorableType("E2DE0C38-392B-4393-A652-7C098B24F41D")]
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37 | public sealed class SubroutineDeleter : SymbolicExpressionTreeArchitectureManipulator {
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38 | [StorableConstructor]
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39 | private SubroutineDeleter(bool deserializing) : base(deserializing) { }
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40 | private SubroutineDeleter(SubroutineDeleter original, Cloner cloner) : base(original, cloner) { }
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41 | public SubroutineDeleter() : base() { }
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42 |
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43 | public override IDeepCloneable Clone(Cloner cloner) {
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44 | return new SubroutineDeleter(this, cloner);
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45 | }
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46 |
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47 | public override sealed void ModifyArchitecture(
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48 | IRandom random,
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49 | ISymbolicExpressionTree symbolicExpressionTree,
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50 | IntValue maxFunctionDefinitions, IntValue maxFunctionArguments) {
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51 | DeleteSubroutine(random, symbolicExpressionTree, maxFunctionDefinitions.Value, maxFunctionArguments.Value);
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52 | }
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53 |
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54 | public static bool DeleteSubroutine(
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55 | IRandom random,
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56 | ISymbolicExpressionTree symbolicExpressionTree,
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57 | int maxFunctionDefinitions, int maxFunctionArguments) {
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58 | var functionDefiningBranches = symbolicExpressionTree.IterateNodesPrefix().OfType<DefunTreeNode>().ToList();
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59 |
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60 | if (!functionDefiningBranches.Any())
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61 | // no ADF to delete => abort
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62 | return false;
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63 |
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64 | var selectedDefunBranch = functionDefiningBranches.SampleRandom(random);
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65 | // remove the selected defun
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66 | int defunSubtreeIndex = symbolicExpressionTree.Root.IndexOfSubtree(selectedDefunBranch);
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67 | symbolicExpressionTree.Root.RemoveSubtree(defunSubtreeIndex);
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68 |
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69 | // remove references to deleted function
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70 | foreach (var subtree in symbolicExpressionTree.Root.Subtrees.OfType<SymbolicExpressionTreeTopLevelNode>()) {
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71 | var matchingInvokeSymbol = (from symb in subtree.Grammar.Symbols.OfType<InvokeFunction>()
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72 | where symb.FunctionName == selectedDefunBranch.FunctionName
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73 | select symb).SingleOrDefault();
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74 | if (matchingInvokeSymbol != null) {
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75 | subtree.Grammar.RemoveSymbol(matchingInvokeSymbol);
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76 | }
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77 | }
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78 |
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79 | DeletionByRandomRegeneration(random, symbolicExpressionTree, selectedDefunBranch);
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80 | return true;
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81 | }
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82 |
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83 | private static void DeletionByRandomRegeneration(IRandom random, ISymbolicExpressionTree symbolicExpressionTree, DefunTreeNode selectedDefunBranch) {
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84 | // find first invocation and replace it with a randomly generated tree
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85 | // can't find all invocations in one step because once we replaced a top level invocation
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86 | // the invocations below it are removed already
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87 | var invocationCutPoint = (from node in symbolicExpressionTree.IterateNodesPrefix()
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88 | from subtree in node.Subtrees.OfType<InvokeFunctionTreeNode>()
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89 | where subtree.Symbol.FunctionName == selectedDefunBranch.FunctionName
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90 | select new CutPoint(node, subtree)).FirstOrDefault();
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91 | while (invocationCutPoint != null) {
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92 | // deletion by random regeneration
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93 | ISymbolicExpressionTreeNode replacementTree = null;
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94 | var allowedSymbolsList = invocationCutPoint.Parent.Grammar.GetAllowedChildSymbols(invocationCutPoint.Parent.Symbol, invocationCutPoint.ChildIndex).ToList();
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95 | var weights = allowedSymbolsList.Select(s => s.InitialFrequency);
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96 |
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97 | #pragma warning disable 612, 618
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98 | var selectedSymbol = allowedSymbolsList.SelectRandom(weights, random);
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99 | #pragma warning restore 612, 618
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100 |
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101 |
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102 | int minPossibleLength = invocationCutPoint.Parent.Grammar.GetMinimumExpressionLength(selectedSymbol);
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103 | int maxLength = Math.Max(minPossibleLength, invocationCutPoint.Child.GetLength());
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104 | int minPossibleDepth = invocationCutPoint.Parent.Grammar.GetMinimumExpressionDepth(selectedSymbol);
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105 | int maxDepth = Math.Max(minPossibleDepth, invocationCutPoint.Child.GetDepth());
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106 | replacementTree = selectedSymbol.CreateTreeNode();
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107 | if (replacementTree.HasLocalParameters)
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108 | replacementTree.ResetLocalParameters(random);
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109 | invocationCutPoint.Parent.RemoveSubtree(invocationCutPoint.ChildIndex);
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110 | invocationCutPoint.Parent.InsertSubtree(invocationCutPoint.ChildIndex, replacementTree);
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111 |
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112 | ProbabilisticTreeCreator.PTC2(random, replacementTree, maxLength, maxDepth);
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113 |
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114 | invocationCutPoint = (from node in symbolicExpressionTree.IterateNodesPrefix()
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115 | from subtree in node.Subtrees.OfType<InvokeFunctionTreeNode>()
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116 | where subtree.Symbol.FunctionName == selectedDefunBranch.FunctionName
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117 | select new CutPoint(node, subtree)).FirstOrDefault();
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118 | }
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119 | }
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120 | }
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121 | }
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