#region License Information /* HeuristicLab * Copyright (C) 2002-2015 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.Optimization; using HeuristicLab.Persistence.Default.CompositeSerializers.Storable; namespace HeuristicLab.Encodings.LinearLinkageEncoding { [Item("LinearLinkage", "Represents an LLE grouping of items.")] [StorableClass] public sealed class LinearLinkage : IntArray, ISolution { [StorableConstructor] private LinearLinkage(bool deserializing) : base(deserializing) { } private LinearLinkage(LinearLinkage original, Cloner cloner) : base(original, cloner) { } public LinearLinkage() { } public LinearLinkage(int length) : base(length) { } public LinearLinkage(int[] elements) : base(elements) { } public override IDeepCloneable Clone(Cloner cloner) { return new LinearLinkage(this, cloner); } /// /// This method parses the encoded array and calculates the membership of /// each element to the groups. It starts at the lowest element. /// /// /// Runtime complexity of this method is O(n) where n is the length of the /// array. /// /// An enumeration of all groups. public IEnumerable> GetGroups() { var len = array.Length; var remaining = new HashSet(Enumerable.Range(0, len)); // iterate from lowest to highest index for (var i = 0; i < len; i++) { if (!remaining.Contains(i)) continue; var group = new List { i }; remaining.Remove(i); var next = array[i]; if (next != i) { int prev; do { group.Add(next); if (!remaining.Remove(next)) throw new ArgumentException("Array is malformed and does not represent a valid LLE forward encoding."); prev = next; next = array[next]; } while (next != prev); } yield return group; } } /// /// This method parses the encoded array and gathers all elements /// that belong to the same group as element . /// /// The element whose group should be returned. /// /// The element at and all other /// elements in the same group. public IEnumerable GetGroup(int index) { foreach (var n in GetGroupForward(index)) yield return n; // the element index has already been yielded foreach (var n in GetGroupBackward(index).Skip(1)) yield return n; } /// /// This method parses the encoded array and gathers the element /// as well as subsequent elements that /// belong to the same group. /// /// The element from which subsequent (having a /// larger number) elements in the group should be returned. /// /// The element and all subsequent /// elements in the same group. public IEnumerable GetGroupForward(int index) { yield return index; var next = array[index]; if (next == index) yield break; int prev; do { yield return next; prev = next; next = array[next]; } while (next != prev); } /// /// This method parses the encoded array and gathers the element /// given as well as preceeding elements that /// belong to the same group. /// /// /// Warning, this code has performance O(index) as the array has to /// be fully traversed backwards from the given index. /// /// The element from which preceeding (having a /// smaller number) elements in the group should be returned. /// /// The element and all preceeding /// elements in the same group. public IEnumerable GetGroupBackward(int index) { yield return index; var next = array[index]; // return preceding elements in group for (var prev = index - 1; prev >= 0; prev--) { if (array[prev] != next) continue; next = prev; yield return next; } } /// /// This method translates an enumeration of groups into the underlying /// array representation. /// /// /// Throws an ArgumentException when there is an element assigned to /// multiple groups or elements that are not assigned to any group. /// /// The grouping of the elements, each element must /// be part of exactly one group. public void SetGroups(IEnumerable> grouping) { var len = array.Length; var remaining = new HashSet(Enumerable.Range(0, len)); foreach (var group in grouping) { var prev = -1; foreach (var g in group.OrderBy(x => x)) { if (prev >= 0) array[prev] = g; prev = g; if (!remaining.Remove(prev)) throw new ArgumentException(string.Format("Element {0} is contained at least twice.", prev), "grouping"); } if (prev >= 0) array[prev] = prev; } if (remaining.Count > 0) throw new ArgumentException(string.Format("Elements are not assigned a group: {0}", string.Join(", ", remaining))); } /// /// Performs a check whether the array represents a valid LLE encoding. /// /// /// The runtime complexity of this method is O(n) where n is the length of /// the array. /// /// True if the encoding is valid. public bool Validate() { var len = array.Length; var remaining = new HashSet(Enumerable.Range(0, len)); for (var i = 0; i < len; i++) { if (!remaining.Contains(i)) continue; remaining.Remove(i); var next = array[i]; if (next == i) continue; int prev; do { if (!remaining.Remove(next)) return false; prev = next; next = array[next]; } while (next != prev); } return remaining.Count == 0; } /// /// This method flattens tree structures that may be present in groups. /// These tree structures may be created by e.g. merging two groups by /// linking one end node to the end node of another. /// Consider following 1-based index array: 6, 6, 7, 5, 5, 8, 8, 8, 9. /// This results in the following tree structure for group 8: /// 8 /// / \ /// 6 7 /// / \ | /// 1 2 3 /// After this operation the array will be 2, 3, 6, 5, 5, 7, 8, 8, 9. /// Representing a tree with one branch: 1 -> 2 -> 3 -> 6 -> 7 -> 8 /// /// /// The method first converts the array to LLE-e format and then /// linearizes the links. This requires two passes of the whole array /// as well as a dictionary to hold the smallest index of each group. /// The runtime complexity is O(n). /// /// The method assumes that there are no back links present. /// public void LinearizeTreeStructures() { // Step 1: Convert the array into LLE-e ToLLEeInplace(array); // Step 2: For all groups linearize the links FromLLEe(array); } /// /// Creates a copy of the underlying array and turns it into LLE-e. /// /// /// LLE-e is a special format where each element points to the /// ending item of a group. /// The LLE representation 2, 3, 5, 6, 5, 7, 8, 8 would become /// 5, 5, 5, 8, 5, 8, 8, 8 in LLE-e. /// /// This operation runs in O(n) time. /// /// An integer array in LLE-e representation public int[] ToLLEe() { var result = (int[])array.Clone(); ToLLEeInplace(result); return result; } private void ToLLEeInplace(int[] a) { var length = a.Length; for (var i = length - 1; i >= 0; i--) { if (array[i] == i) a[i] = i; else a[i] = a[a[i]]; } } /// /// Parses an LLE-e representation and modifies the underlying array /// so that it is in LLE representation. /// /// /// This operation runs in O(n) time, but requires additional memory /// in form of a dictionary. /// /// The LLE-e representation public void FromLLEe(int[] llee) { var length = array.Length; var groups = new Dictionary(); for (var i = length - 1; i >= 0; i--) { if (llee[i] == i) { array[i] = i; groups[i] = i; } else { var g = llee[i]; array[i] = groups[g]; groups[g] = i; } } } } }