1 | #region License Information
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2 | /* HeuristicLab
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3 | * Copyright (C) 2002-2010 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.Core;
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25 | using HeuristicLab.Data;
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26 | using HeuristicLab.Operators;
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27 | using HeuristicLab.Optimization;
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28 | using HeuristicLab.Parameters;
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29 | using HeuristicLab.Persistence.Default.CompositeSerializers.Storable;
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30 | using HeuristicLab.Encodings.SymbolicExpressionTreeEncoding.GeneralSymbols;
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31 | using System.Collections.Generic;
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32 | using System.Text;
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33 | using System.Diagnostics;
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34 |
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35 | namespace HeuristicLab.Encodings.SymbolicExpressionTreeEncoding.ArchitectureAlteringOperators {
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36 | /// <summary>
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37 | /// Manipulates a symbolic expression by deleting a preexisting function-defining branch.
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38 | /// As described in Koza, Bennett, Andre, Keane, Genetic Programming III - Darwinian Invention and Problem Solving, 1999, pp. 108
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39 | /// </summary>
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40 | [Item("SubroutineDeleter", "Manipulates a symbolic expression by deleting a preexisting function-defining branch.")]
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41 | [StorableClass]
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42 | public sealed class SubroutineDeleter : SymbolicExpressionTreeArchitectureAlteringOperator {
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43 | private const int MAX_TRIES = 100;
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44 | public override sealed void ModifyArchitecture(
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45 | IRandom random,
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46 | SymbolicExpressionTree symbolicExpressionTree,
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47 | ISymbolicExpressionGrammar grammar,
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48 | IntValue maxTreeSize, IntValue maxTreeHeight,
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49 | IntValue maxFunctionDefiningBranches, IntValue maxFunctionArguments,
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50 | out bool success) {
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51 | success = DeleteSubroutine(random, symbolicExpressionTree, grammar, maxTreeSize.Value, maxTreeHeight.Value, maxFunctionDefiningBranches.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 | SymbolicExpressionTree symbolicExpressionTree,
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57 | ISymbolicExpressionGrammar grammar,
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58 | int maxTreeSize, int maxTreeHeight,
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59 | int maxFunctionDefiningBranches, int maxFunctionArguments) {
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60 | var functionDefiningBranches = symbolicExpressionTree.IterateNodesPrefix().OfType<DefunTreeNode>();
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61 |
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62 | if (functionDefiningBranches.Count() == 0)
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63 | // no ADF to delete => abort
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64 | return false;
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65 | var selectedDefunBranch = (DefunTreeNode)SelectRandomBranch(random, functionDefiningBranches);
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66 | // remove the selected defun
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67 | int defunSubtreeIndex = symbolicExpressionTree.Root.SubTrees.IndexOf(selectedDefunBranch);
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68 | symbolicExpressionTree.Root.RemoveSubTree(defunSubtreeIndex);
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69 |
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70 | // get all cut points that contain an invokation of the deleted defun
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71 | var invocationCutPoints = from node in symbolicExpressionTree.IterateNodesPrefix()
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72 | where node.SubTrees.Count > 0
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73 | from argIndex in Enumerable.Range(0, node.SubTrees.Count)
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74 | let subtree = node.SubTrees[argIndex] as InvokeFunctionTreeNode
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75 | where subtree != null
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76 | where subtree.InvokedFunctionName == selectedDefunBranch.Name
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77 | select new { Parent = node, ReplacedChildIndex = argIndex, ReplacedChild = subtree };
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78 | // deletion by random regeneration
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79 | foreach (var cutPoint in invocationCutPoints) {
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80 | SymbolicExpressionTreeNode replacementTree = null;
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81 | int targetSize = random.Next(cutPoint.ReplacedChild.GetSize());
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82 | int targetHeight = cutPoint.ReplacedChild.GetHeight();
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83 | int tries = 0;
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84 | do {
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85 | try {
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86 | replacementTree = ProbabilisticTreeCreator.PTC2(random, grammar, cutPoint.Parent.Symbol, targetSize, targetHeight);
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87 | }
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88 | catch (ArgumentException) {
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89 | // try different size
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90 | targetSize = random.Next(cutPoint.ReplacedChild.GetSize());
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91 | if (tries++ > MAX_TRIES) throw;
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92 | }
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93 | } while (replacementTree == null);
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94 | cutPoint.Parent.RemoveSubTree(cutPoint.ReplacedChildIndex);
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95 | cutPoint.Parent.InsertSubTree(cutPoint.ReplacedChildIndex, replacementTree);
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96 | }
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97 | // remove references to deleted function
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98 | foreach (var subtree in symbolicExpressionTree.Root.SubTrees) {
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99 | if (subtree.DynamicSymbols.Contains(selectedDefunBranch.Name)) {
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100 | subtree.RemoveDynamicSymbol(selectedDefunBranch.Name);
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101 | }
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102 | }
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103 | Debug.Assert(grammar.IsValidExpression(symbolicExpressionTree));
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104 | return true;
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105 | }
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106 |
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107 | private static SymbolicExpressionTreeNode SelectRandomBranch(IRandom random, IEnumerable<DefunTreeNode> branches) {
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108 | var list = branches.ToList();
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109 | return list[random.Next(list.Count)];
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110 | }
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111 | }
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112 | }
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