#region License Information /* HeuristicLab * Copyright (C) 2002-2019 Heuristic and Evolutionary Algorithms Laboratory (HEAL) * * This file is part of HeuristicLab. * * HeuristicLab is free software: you can redistribute it and/or modify * it under the terms of the GNU General Public License as published by * the Free Software Foundation, either version 3 of the License, or * (at your option) any later version. * * HeuristicLab is distributed in the hope that it will be useful, * but WITHOUT ANY WARRANTY; without even the implied warranty of * MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the * GNU General Public License for more details. * * You should have received a copy of the GNU General Public License * along with HeuristicLab. If not, see . */ #endregion using System; using System.Collections.Generic; using System.Linq; using HeuristicLab.Common; using HeuristicLab.Core; using HeuristicLab.Data; using HeuristicLab.Persistence.Default.CompositeSerializers.Storable; using HeuristicLab.Random; namespace HeuristicLab.Encodings.SymbolicExpressionTreeEncoding { /// /// 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 /// [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")] [StorableClass] public sealed class ArgumentDuplicater : SymbolicExpressionTreeArchitectureManipulator { [StorableConstructor] private ArgumentDuplicater(bool deserializing) : base(deserializing) { } private ArgumentDuplicater(ArgumentDuplicater original, Cloner cloner) : base(original, cloner) { } public ArgumentDuplicater() : base() { } public override sealed void ModifyArchitecture( IRandom random, ISymbolicExpressionTree symbolicExpressionTree, IntValue maxFunctionDefinitions, IntValue maxFunctionArguments) { DuplicateArgument(random, symbolicExpressionTree, maxFunctionDefinitions.Value, maxFunctionArguments.Value); } public override IDeepCloneable Clone(Cloner cloner) { return new ArgumentDuplicater(this, cloner); } public static bool DuplicateArgument( IRandom random, ISymbolicExpressionTree symbolicExpressionTree, int maxFunctionDefinitions, int maxFunctionArguments) { var functionDefiningBranches = symbolicExpressionTree.IterateNodesPrefix().OfType().ToList(); var allowedArgumentIndexes = Enumerable.Range(0, maxFunctionArguments); if (!functionDefiningBranches.Any()) // no function defining branches => abort return false; var selectedDefunBranch = functionDefiningBranches.SampleRandom(random); var argumentSymbols = selectedDefunBranch.Grammar.Symbols.OfType().ToList(); if (!argumentSymbols.Any() || argumentSymbols.Count() >= maxFunctionArguments) // when no argument or number of arguments is already at max allowed value => abort return false; var selectedArgumentSymbol = argumentSymbols.SampleRandom(random); var takenIndexes = argumentSymbols.Select(s => s.ArgumentIndex); var newArgumentIndex = allowedArgumentIndexes.Except(takenIndexes).First(); var newArgSymbol = new Argument(newArgumentIndex); // replace existing references to the original argument with references to the new argument randomly in the selectedBranch var argumentNodes = selectedDefunBranch.IterateNodesPrefix().OfType(); foreach (var argNode in argumentNodes) { if (argNode.Symbol == selectedArgumentSymbol) { if (random.NextDouble() < 0.5) { argNode.Symbol = newArgSymbol; } } } // find invocations of the functions and duplicate the matching argument branch var invocationNodes = (from node in symbolicExpressionTree.IterateNodesPrefix().OfType() where node.Symbol.FunctionName == selectedDefunBranch.FunctionName where node.Subtrees.Count() == selectedDefunBranch.NumberOfArguments select node).ToList(); // do this repeatedly until no matching invocations are found while (invocationNodes.Count() > 0) { List newlyAddedBranches = new List(); foreach (var invokeNode in invocationNodes) { // check that the invocation node really has the correct number of arguments if (invokeNode.Subtrees.Count() != selectedDefunBranch.NumberOfArguments) throw new InvalidOperationException(); var argumentBranch = invokeNode.GetSubtree(selectedArgumentSymbol.ArgumentIndex); var clonedArgumentBranch = (ISymbolicExpressionTreeNode)argumentBranch.Clone(); invokeNode.InsertSubtree(newArgumentIndex, clonedArgumentBranch); newlyAddedBranches.Add(clonedArgumentBranch); } invocationNodes = (from newlyAddedBranch in newlyAddedBranches from node in newlyAddedBranch.IterateNodesPrefix().OfType() where node.Symbol.FunctionName == selectedDefunBranch.FunctionName where node.Subtrees.Count() == selectedDefunBranch.NumberOfArguments select node).ToList(); } // register the new argument symbol and increase the number of arguments of the ADF selectedDefunBranch.Grammar.AddSymbol(newArgSymbol); selectedDefunBranch.Grammar.SetSubtreeCount(newArgSymbol, 0, 0); // allow the duplicated argument as child of all other arguments where the orginal argument was allowed GrammarModifier.SetAllowedParentSymbols(selectedDefunBranch.Grammar, selectedArgumentSymbol, newArgSymbol); selectedDefunBranch.NumberOfArguments++; // increase the arity of the changed ADF in all branches that can use this ADF foreach (var subtree in symbolicExpressionTree.Root.Subtrees) { var matchingInvokeSymbol = (from symb in subtree.Grammar.Symbols.OfType() where symb.FunctionName == selectedDefunBranch.FunctionName select symb).SingleOrDefault(); if (matchingInvokeSymbol != null) { subtree.Grammar.SetSubtreeCount(matchingInvokeSymbol, selectedDefunBranch.NumberOfArguments, selectedDefunBranch.NumberOfArguments); foreach (var symb in subtree.Grammar.Symbols) { if (symb is StartSymbol || symb is ProgramRootSymbol) continue; if (subtree.Grammar.IsAllowedChildSymbol(matchingInvokeSymbol, symb, selectedArgumentSymbol.ArgumentIndex)) subtree.Grammar.AddAllowedChildSymbol(matchingInvokeSymbol, symb, newArgumentIndex); } } } return true; } } }