#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; using System.Collections.Generic; using System.Linq; namespace HeuristicLab.Encodings.SymbolicExpressionTreeEncoding { public static class GrammarUtils { private static IEnumerable GetTopmostSymbols(this ISymbolicExpressionGrammarBase grammar) { // build parents list so we can find out the topmost symbol(s) var parents = new Dictionary>(); foreach (var symbol in grammar.Symbols.Where(x => grammar.GetMinimumSubtreeCount(x) > 0)) { var minSubtreeCount = grammar.GetMinimumSubtreeCount(symbol); for (int argIndex = 0; argIndex < minSubtreeCount; ++argIndex) { foreach (var childSymbol in grammar.GetAllowedActiveSymbols(symbol, argIndex)) { if (!parents.ContainsKey(childSymbol)) parents[childSymbol] = new List(); parents[childSymbol].Add(symbol); } } } // the topmost symbols have no parents return parents.Values.SelectMany(x => x).Distinct().Where(x => !parents.ContainsKey(x)); } private static IReadOnlyCollection IterateBreadthReverse(this ISymbolicExpressionGrammarBase grammar, ISymbol topSymbol) { // sort symbols in reverse breadth order (starting from the topSymbol) // each symbol is visited only once (this avoids infinite recursion) var symbols = new List { topSymbol }; var visited = new HashSet { topSymbol }; int i = 0; while (i < symbols.Count) { var symbol = symbols[i]; var minSubtreeCount = grammar.GetMinimumSubtreeCount(symbol); for (int argIndex = 0; argIndex < minSubtreeCount; ++argIndex) { foreach (var childSymbol in grammar.GetAllowedActiveSymbols(symbol, argIndex)) { if (grammar.GetMinimumSubtreeCount(childSymbol) == 0) continue; if (visited.Add(childSymbol)) symbols.Add(childSymbol); } } ++i; } symbols.Reverse(); return symbols; } private static IEnumerable GetAllowedActiveSymbols(this ISymbolicExpressionGrammarBase grammar, ISymbol symbol, int argIndex) { return grammar.GetAllowedChildSymbols(symbol, argIndex).Where(s => s.InitialFrequency > 0); } public static void CalculateMinimumExpressionLengths(ISymbolicExpressionGrammarBase grammar, Dictionary minimumExpressionLengths) { minimumExpressionLengths.Clear(); //terminal symbols => minimum expression length = 1 foreach (var s in grammar.Symbols) { if (grammar.GetMinimumSubtreeCount(s) == 0) minimumExpressionLengths[s.Name] = 1; else minimumExpressionLengths[s.Name] = int.MaxValue; } foreach (var topSymbol in grammar.GetTopmostSymbols()) { // get all symbols below in reverse breadth order // this way we ensure lengths are calculated bottom-up var symbols = grammar.IterateBreadthReverse(topSymbol); foreach (var symbol in symbols) { long minLength = 1; for (int argIndex = 0; argIndex < grammar.GetMinimumSubtreeCount(symbol); ++argIndex) { long length = grammar.GetAllowedActiveSymbols(symbol, argIndex) .Where(x => minimumExpressionLengths.ContainsKey(x.Name)) .Select(x => minimumExpressionLengths[x.Name]).DefaultIfEmpty(int.MaxValue).Min(); minLength += length; } int oldLength; if (minimumExpressionLengths.TryGetValue(symbol.Name, out oldLength)) minLength = Math.Min(minLength, oldLength); minimumExpressionLengths[symbol.Name] = (int)Math.Min(int.MaxValue, minLength); } // correction step for cycles bool changed = true; while (changed) { changed = false; foreach (var symbol in symbols) { long minLength = Enumerable.Range(0, grammar.GetMinimumSubtreeCount(symbol)) .Sum(x => grammar.GetAllowedActiveSymbols(symbol, x) .Select(s => (long)minimumExpressionLengths[s.Name]).DefaultIfEmpty(int.MaxValue).Min()) + 1; if (minLength < minimumExpressionLengths[symbol.Name]) { minimumExpressionLengths[symbol.Name] = (int)Math.Min(minLength, int.MaxValue); changed = true; } } } } } public static void CalculateMinimumExpressionDepth(ISymbolicExpressionGrammarBase grammar, Dictionary minimumExpressionDepths) { minimumExpressionDepths.Clear(); //terminal symbols => minimum expression depth = 1 foreach (var s in grammar.Symbols) { if (grammar.GetMinimumSubtreeCount(s) == 0) minimumExpressionDepths[s.Name] = 1; else minimumExpressionDepths[s.Name] = int.MaxValue; } foreach (var topSymbol in grammar.GetTopmostSymbols()) { // get all symbols below in reverse breadth order // this way we ensure lengths are calculated bottom-up var symbols = grammar.IterateBreadthReverse(topSymbol); foreach (var symbol in symbols) { long minDepth = -1; for (int argIndex = 0; argIndex < grammar.GetMinimumSubtreeCount(symbol); ++argIndex) { long depth = grammar.GetAllowedActiveSymbols(symbol, argIndex) .Where(x => minimumExpressionDepths.ContainsKey(x.Name)) .Select(x => (long)minimumExpressionDepths[x.Name]).DefaultIfEmpty(int.MaxValue).Min() + 1; minDepth = Math.Max(minDepth, depth); } int oldDepth; if (minimumExpressionDepths.TryGetValue(symbol.Name, out oldDepth)) minDepth = Math.Min(minDepth, oldDepth); minimumExpressionDepths[symbol.Name] = (int)Math.Min(int.MaxValue, minDepth); } // correction step for cycles bool changed = true; while (changed) { changed = false; foreach (var symbol in symbols) { long minDepth = Enumerable.Range(0, grammar.GetMinimumSubtreeCount(symbol)) .Max(x => grammar.GetAllowedActiveSymbols(symbol, x) .Select(s => (long)minimumExpressionDepths[s.Name]).DefaultIfEmpty(int.MaxValue).Min()) + 1; if (minDepth < minimumExpressionDepths[symbol.Name]) { minimumExpressionDepths[symbol.Name] = (int)Math.Min(minDepth, int.MaxValue); changed = true; } } } } } } }