[3294] | 1 | #region License Information
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| 2 | /* HeuristicLab
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[15583] | 3 | * Copyright (C) 2002-2018 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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| 22 | using System.Linq;
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[4722] | 23 | using HeuristicLab.Common;
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[3294] | 24 | using HeuristicLab.Core;
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| 25 | using HeuristicLab.Data;
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| 26 | using HeuristicLab.Persistence.Default.CompositeSerializers.Storable;
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[12422] | 27 | using HeuristicLab.Random;
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[3294] | 28 |
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[5499] | 29 | namespace HeuristicLab.Encodings.SymbolicExpressionTreeEncoding {
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[3294] | 30 | /// <summary>
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| 31 | /// As described in Koza, Bennett, Andre, Keane, Genetic Programming III - Darwinian Invention and Problem Solving, 1999, pp. 112
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| 32 | /// </summary>
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[5510] | 33 | [Item("ArgumentDeleter", "Manipulates a symbolic expression by deleting an argument from an existing function defining branch. As described in Koza, Bennett, Andre, Keane, Genetic Programming III - Darwinian Invention and Problem Solving, 1999, pp. 112")]
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[3294] | 34 | [StorableClass]
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[3534] | 35 | public sealed class ArgumentDeleter : SymbolicExpressionTreeArchitectureManipulator {
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[4722] | 36 | [StorableConstructor]
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| 37 | private ArgumentDeleter(bool deserializing) : base(deserializing) { }
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| 38 | private ArgumentDeleter(ArgumentDeleter original, Cloner cloner) : base(original, cloner) { }
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| 39 | public ArgumentDeleter() : base() { }
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| 40 |
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[3294] | 41 | public override sealed void ModifyArchitecture(
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| 42 | IRandom random,
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[5510] | 43 | ISymbolicExpressionTree symbolicExpressionTree,
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| 44 | IntValue maxFunctionDefinitions, IntValue maxFunctionArguments) {
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| 45 | DeleteArgument(random, symbolicExpressionTree, maxFunctionDefinitions.Value, maxFunctionArguments.Value);
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[3294] | 46 | }
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| 47 |
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[4722] | 48 | public override IDeepCloneable Clone(Cloner cloner) {
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| 49 | return new ArgumentDeleter(this, cloner);
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| 50 | }
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| 51 |
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[3294] | 52 | public static bool DeleteArgument(
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| 53 | IRandom random,
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[5510] | 54 | ISymbolicExpressionTree symbolicExpressionTree,
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| 55 | int maxFunctionDefinitions, int maxFunctionArguments) {
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[3294] | 56 |
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[12422] | 57 | var functionDefiningBranches = symbolicExpressionTree.IterateNodesPrefix().OfType<DefunTreeNode>().ToList();
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| 58 | if (!functionDefiningBranches.Any())
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[3294] | 59 | // no function defining branch => abort
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| 60 | return false;
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[12422] | 61 |
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| 62 | var selectedDefunBranch = functionDefiningBranches.SampleRandom(random);
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[3294] | 63 | if (selectedDefunBranch.NumberOfArguments <= 1)
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| 64 | // argument deletion by consolidation is not possible => abort
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| 65 | return false;
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[3360] | 66 | // the argument to be removed is always the one with the largest index
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| 67 | // (otherwise we would have to decrement the index of the larger argument symbols)
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[3338] | 68 | var removedArgument = (from sym in selectedDefunBranch.Grammar.Symbols.OfType<Argument>()
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[3360] | 69 | select sym.ArgumentIndex).Distinct().OrderBy(x => x).Last();
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[3338] | 70 | // find invocations of the manipulated funcion and remove the specified argument tree
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[3360] | 71 | var invocationNodes = (from node in symbolicExpressionTree.IterateNodesPrefix().OfType<InvokeFunctionTreeNode>()
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| 72 | where node.Symbol.FunctionName == selectedDefunBranch.FunctionName
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| 73 | select node).ToList();
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[3294] | 74 | foreach (var invokeNode in invocationNodes) {
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[5733] | 75 | invokeNode.RemoveSubtree(removedArgument);
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[3294] | 76 | }
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| 77 |
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| 78 | DeleteArgumentByConsolidation(random, selectedDefunBranch, removedArgument);
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| 79 |
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[3338] | 80 | // delete the dynamic argument symbol that matches the argument to be removed
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[12422] | 81 | var matchingSymbol = selectedDefunBranch.Grammar.Symbols.OfType<Argument>().Single(s => s.ArgumentIndex == removedArgument);
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[3338] | 82 | selectedDefunBranch.Grammar.RemoveSymbol(matchingSymbol);
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[3360] | 83 | selectedDefunBranch.NumberOfArguments--;
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[3294] | 84 | // reduce arity in known functions of all root branches
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[5733] | 85 | foreach (var subtree in symbolicExpressionTree.Root.Subtrees) {
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[12422] | 86 | var matchingInvokeSymbol = subtree.Grammar.Symbols.OfType<InvokeFunction>().SingleOrDefault(s => s.FunctionName == selectedDefunBranch.FunctionName);
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[3338] | 87 | if (matchingInvokeSymbol != null) {
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[5686] | 88 | subtree.Grammar.SetSubtreeCount(matchingInvokeSymbol, selectedDefunBranch.NumberOfArguments, selectedDefunBranch.NumberOfArguments);
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[3294] | 89 | }
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| 90 | }
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| 91 | return true;
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| 92 | }
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| 93 |
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| 94 | private static void DeleteArgumentByConsolidation(IRandom random, DefunTreeNode branch, int removedArgumentIndex) {
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| 95 | // replace references to the deleted argument with random references to existing arguments
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[3338] | 96 | var possibleArgumentSymbols = (from sym in branch.Grammar.Symbols.OfType<Argument>()
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| 97 | where sym.ArgumentIndex != removedArgumentIndex
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| 98 | select sym).ToList();
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| 99 | var argNodes = from node in branch.IterateNodesPrefix().OfType<ArgumentTreeNode>()
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| 100 | where node.Symbol.ArgumentIndex == removedArgumentIndex
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[3294] | 101 | select node;
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| 102 | foreach (var argNode in argNodes) {
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[12422] | 103 | var replacementSymbol = possibleArgumentSymbols.SampleRandom(random);
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[3338] | 104 | argNode.Symbol = replacementSymbol;
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[3294] | 105 | }
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| 106 | }
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| 107 | }
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| 108 | }
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