[3294] | 1 | #region License Information
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| 2 | /* HeuristicLab
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[9456] | 3 | * Copyright (C) 2002-2013 Heuristic and Evolutionary Algorithms Laboratory (HEAL)
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[3294] | 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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[4722] | 22 | using System;
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| 23 | using System.Collections.Generic;
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[3294] | 24 | using System.Linq;
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[4722] | 25 | using HeuristicLab.Common;
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[3294] | 26 | using HeuristicLab.Core;
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| 27 | using HeuristicLab.Data;
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| 28 | using HeuristicLab.Persistence.Default.CompositeSerializers.Storable;
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| 29 |
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[5499] | 30 | namespace HeuristicLab.Encodings.SymbolicExpressionTreeEncoding {
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[3294] | 31 | /// <summary>
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| 32 | /// Manipulates a symbolic expression by duplicating an existing argument node of a 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. 94
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| 34 | /// </summary>
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[5510] | 35 | [Item("ArgumentDuplicater", "Manipulates a symbolic expression by duplicating an existing argument node of a function-defining branch. As described in Koza, Bennett, Andre, Keane, Genetic Programming III - Darwinian Invention and Problem Solving, 1999, pp. 94")]
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[3294] | 36 | [StorableClass]
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[3534] | 37 | public sealed class ArgumentDuplicater : SymbolicExpressionTreeArchitectureManipulator {
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[4722] | 38 | [StorableConstructor]
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| 39 | private ArgumentDuplicater(bool deserializing) : base(deserializing) { }
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| 40 | private ArgumentDuplicater(ArgumentDuplicater original, Cloner cloner) : base(original, cloner) { }
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| 41 | public ArgumentDuplicater() : base() { }
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| 42 |
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[3294] | 43 | public override sealed void ModifyArchitecture(
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| 44 | IRandom random,
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[5510] | 45 | ISymbolicExpressionTree symbolicExpressionTree,
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| 46 | IntValue maxFunctionDefinitions, IntValue maxFunctionArguments) {
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| 47 | DuplicateArgument(random, symbolicExpressionTree, maxFunctionDefinitions.Value, maxFunctionArguments.Value);
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[3294] | 48 | }
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| 49 |
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[4722] | 50 | public override IDeepCloneable Clone(Cloner cloner) {
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| 51 | return new ArgumentDuplicater(this, cloner);
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| 52 | }
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| 53 |
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[3294] | 54 | public static bool DuplicateArgument(
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| 55 | IRandom random,
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[5510] | 56 | ISymbolicExpressionTree symbolicExpressionTree,
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| 57 | int maxFunctionDefinitions, int maxFunctionArguments) {
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[3294] | 58 | var functionDefiningBranches = symbolicExpressionTree.IterateNodesPrefix().OfType<DefunTreeNode>();
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| 59 |
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| 60 | var allowedArgumentIndexes = Enumerable.Range(0, maxFunctionArguments);
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| 61 | if (functionDefiningBranches.Count() == 0)
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| 62 | // no function defining branches => abort
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| 63 | return false;
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| 64 |
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[3360] | 65 | var selectedDefunBranch = functionDefiningBranches.SelectRandom(random);
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| 66 | var argumentSymbols = selectedDefunBranch.Grammar.Symbols.OfType<Argument>();
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| 67 | if (argumentSymbols.Count() == 0 || argumentSymbols.Count() >= maxFunctionArguments)
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[3294] | 68 | // when no argument or number of arguments is already at max allowed value => abort
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| 69 | return false;
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[3360] | 70 | var selectedArgumentSymbol = argumentSymbols.SelectRandom(random);
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| 71 | var takenIndexes = argumentSymbols.Select(s => s.ArgumentIndex);
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| 72 | var newArgumentIndex = allowedArgumentIndexes.Except(takenIndexes).First();
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| 73 |
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| 74 | var newArgSymbol = new Argument(newArgumentIndex);
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| 75 |
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[3294] | 76 | // replace existing references to the original argument with references to the new argument randomly in the selectedBranch
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[3360] | 77 | var argumentNodes = selectedDefunBranch.IterateNodesPrefix().OfType<ArgumentTreeNode>();
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[3294] | 78 | foreach (var argNode in argumentNodes) {
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[3360] | 79 | if (argNode.Symbol == selectedArgumentSymbol) {
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[3294] | 80 | if (random.NextDouble() < 0.5) {
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[3360] | 81 | argNode.Symbol = newArgSymbol;
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[3294] | 82 | }
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| 83 | }
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| 84 | }
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| 85 | // find invocations of the functions and duplicate the matching argument branch
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[4477] | 86 | var invocationNodes = (from node in symbolicExpressionTree.IterateNodesPrefix().OfType<InvokeFunctionTreeNode>()
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| 87 | where node.Symbol.FunctionName == selectedDefunBranch.FunctionName
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[5733] | 88 | where node.Subtrees.Count() == selectedDefunBranch.NumberOfArguments
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[4477] | 89 | select node).ToList();
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[4106] | 90 | // do this repeatedly until no matching invocations are found
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| 91 | while (invocationNodes.Count() > 0) {
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[5510] | 92 | List<ISymbolicExpressionTreeNode> newlyAddedBranches = new List<ISymbolicExpressionTreeNode>();
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[4106] | 93 | foreach (var invokeNode in invocationNodes) {
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[4524] | 94 | // check that the invocation node really has the correct number of arguments
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[5733] | 95 | if (invokeNode.Subtrees.Count() != selectedDefunBranch.NumberOfArguments) throw new InvalidOperationException();
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| 96 | var argumentBranch = invokeNode.GetSubtree(selectedArgumentSymbol.ArgumentIndex);
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[5510] | 97 | var clonedArgumentBranch = (ISymbolicExpressionTreeNode)argumentBranch.Clone();
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[5733] | 98 | invokeNode.InsertSubtree(newArgumentIndex, clonedArgumentBranch);
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[4106] | 99 | newlyAddedBranches.Add(clonedArgumentBranch);
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| 100 | }
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[4477] | 101 | invocationNodes = (from newlyAddedBranch in newlyAddedBranches
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| 102 | from node in newlyAddedBranch.IterateNodesPrefix().OfType<InvokeFunctionTreeNode>()
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| 103 | where node.Symbol.FunctionName == selectedDefunBranch.FunctionName
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[5733] | 104 | where node.Subtrees.Count() == selectedDefunBranch.NumberOfArguments
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[4477] | 105 | select node).ToList();
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[3294] | 106 | }
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[3360] | 107 | // register the new argument symbol and increase the number of arguments of the ADF
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| 108 | selectedDefunBranch.Grammar.AddSymbol(newArgSymbol);
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[5686] | 109 | selectedDefunBranch.Grammar.SetSubtreeCount(newArgSymbol, 0, 0);
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[5792] | 110 | // allow the duplicated argument as child of all other arguments where the orginal argument was allowed
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| 111 | GrammarModifier.SetAllowedParentSymbols(selectedDefunBranch.Grammar, selectedArgumentSymbol, newArgSymbol);
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[3294] | 112 | selectedDefunBranch.NumberOfArguments++;
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[3360] | 113 |
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[3294] | 114 | // increase the arity of the changed ADF in all branches that can use this ADF
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[5733] | 115 | foreach (var subtree in symbolicExpressionTree.Root.Subtrees) {
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[3360] | 116 | var matchingInvokeSymbol = (from symb in subtree.Grammar.Symbols.OfType<InvokeFunction>()
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| 117 | where symb.FunctionName == selectedDefunBranch.FunctionName
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| 118 | select symb).SingleOrDefault();
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| 119 | if (matchingInvokeSymbol != null) {
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[5686] | 120 | subtree.Grammar.SetSubtreeCount(matchingInvokeSymbol, selectedDefunBranch.NumberOfArguments, selectedDefunBranch.NumberOfArguments);
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[5792] | 121 | foreach (var symb in subtree.Grammar.Symbols) {
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| 122 | if (symb is StartSymbol || symb is ProgramRootSymbol) continue;
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| 123 | if (subtree.Grammar.IsAllowedChildSymbol(matchingInvokeSymbol, symb, selectedArgumentSymbol.ArgumentIndex))
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| 124 | subtree.Grammar.AddAllowedChildSymbol(matchingInvokeSymbol, symb, newArgumentIndex);
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[3360] | 125 | }
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[3294] | 126 | }
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| 127 | }
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| 128 | return true;
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| 129 | }
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| 130 | }
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| 131 | }
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