#region License Information
/* HeuristicLab
* Copyright (C) 2002-2018 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.Linq;
using HeuristicLab.Common;
using HeuristicLab.Core;
using HeuristicLab.Data;
using HeuristicLab.Persistence.Default.CompositeSerializers.Storable;
using HeuristicLab.Random;
namespace HeuristicLab.Encodings.SymbolicExpressionTreeEncoding {
///
/// As described in Koza, Bennett, Andre, Keane, Genetic Programming III - Darwinian Invention and Problem Solving, 1999, pp. 112
///
[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")]
[StorableClass]
public sealed class ArgumentDeleter : SymbolicExpressionTreeArchitectureManipulator {
[StorableConstructor]
private ArgumentDeleter(bool deserializing) : base(deserializing) { }
private ArgumentDeleter(ArgumentDeleter original, Cloner cloner) : base(original, cloner) { }
public ArgumentDeleter() : base() { }
public override sealed void ModifyArchitecture(
IRandom random,
ISymbolicExpressionTree symbolicExpressionTree,
IntValue maxFunctionDefinitions, IntValue maxFunctionArguments) {
DeleteArgument(random, symbolicExpressionTree, maxFunctionDefinitions.Value, maxFunctionArguments.Value);
}
public override IDeepCloneable Clone(Cloner cloner) {
return new ArgumentDeleter(this, cloner);
}
public static bool DeleteArgument(
IRandom random,
ISymbolicExpressionTree symbolicExpressionTree,
int maxFunctionDefinitions, int maxFunctionArguments) {
var functionDefiningBranches = symbolicExpressionTree.IterateNodesPrefix().OfType().ToList();
if (!functionDefiningBranches.Any())
// no function defining branch => abort
return false;
var selectedDefunBranch = functionDefiningBranches.SampleRandom(random);
if (selectedDefunBranch.NumberOfArguments <= 1)
// argument deletion by consolidation is not possible => abort
return false;
// the argument to be removed is always the one with the largest index
// (otherwise we would have to decrement the index of the larger argument symbols)
var removedArgument = (from sym in selectedDefunBranch.Grammar.Symbols.OfType()
select sym.ArgumentIndex).Distinct().OrderBy(x => x).Last();
// find invocations of the manipulated funcion and remove the specified argument tree
var invocationNodes = (from node in symbolicExpressionTree.IterateNodesPrefix().OfType()
where node.Symbol.FunctionName == selectedDefunBranch.FunctionName
select node).ToList();
foreach (var invokeNode in invocationNodes) {
invokeNode.RemoveSubtree(removedArgument);
}
DeleteArgumentByConsolidation(random, selectedDefunBranch, removedArgument);
// delete the dynamic argument symbol that matches the argument to be removed
var matchingSymbol = selectedDefunBranch.Grammar.Symbols.OfType().Single(s => s.ArgumentIndex == removedArgument);
selectedDefunBranch.Grammar.RemoveSymbol(matchingSymbol);
selectedDefunBranch.NumberOfArguments--;
// reduce arity in known functions of all root branches
foreach (var subtree in symbolicExpressionTree.Root.Subtrees) {
var matchingInvokeSymbol = subtree.Grammar.Symbols.OfType().SingleOrDefault(s => s.FunctionName == selectedDefunBranch.FunctionName);
if (matchingInvokeSymbol != null) {
subtree.Grammar.SetSubtreeCount(matchingInvokeSymbol, selectedDefunBranch.NumberOfArguments, selectedDefunBranch.NumberOfArguments);
}
}
return true;
}
private static void DeleteArgumentByConsolidation(IRandom random, DefunTreeNode branch, int removedArgumentIndex) {
// replace references to the deleted argument with random references to existing arguments
var possibleArgumentSymbols = (from sym in branch.Grammar.Symbols.OfType()
where sym.ArgumentIndex != removedArgumentIndex
select sym).ToList();
var argNodes = from node in branch.IterateNodesPrefix().OfType()
where node.Symbol.ArgumentIndex == removedArgumentIndex
select node;
foreach (var argNode in argNodes) {
var replacementSymbol = possibleArgumentSymbols.SampleRandom(random);
argNode.Symbol = replacementSymbol;
}
}
}
}