[12285] | 1 | #region License Information
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| 2 | /* HeuristicLab
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| 3 | * Copyright (C) 2002-2015 Heuristic and Evolutionary Algorithms Laboratory (HEAL)
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| 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;
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| 23 | using System.Collections.Generic;
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| 24 | using System.Linq;
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| 25 | using HeuristicLab.Common;
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| 26 | using HeuristicLab.Core;
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| 27 | using HeuristicLab.Data;
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| 28 | using HeuristicLab.Persistence.Default.CompositeSerializers.Storable;
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| 29 |
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| 30 | namespace HeuristicLab.Encodings.LinearLinkageEncoding {
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[12288] | 31 | [Item("LinearLinkage", "Represents an LLE grouping of items.")]
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[12285] | 32 | [StorableClass]
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| 33 | public sealed class LinearLinkage : IntArray {
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| 34 |
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| 35 | [StorableConstructor]
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| 36 | private LinearLinkage(bool deserializing) : base(deserializing) { }
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| 37 | private LinearLinkage(LinearLinkage original, Cloner cloner) : base(original, cloner) { }
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| 38 | public LinearLinkage() { }
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| 39 | public LinearLinkage(int length) : base(length) { }
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| 40 | public LinearLinkage(int[] elements) : base(elements) { }
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| 41 |
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| 42 | public override IDeepCloneable Clone(Cloner cloner) {
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| 43 | return new LinearLinkage(this, cloner);
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| 44 | }
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| 45 |
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| 46 | /// <summary>
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[12288] | 47 | /// This method parses the encoded array and calculates the membership of
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| 48 | /// each element to the groups. It starts at the lowest element.
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[12285] | 49 | /// </summary>
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| 50 | /// <remarks>
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[12288] | 51 | /// Runtime complexity of this method is O(n) where n is the length of the
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| 52 | /// array.
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[12285] | 53 | /// </remarks>
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| 54 | /// <returns>An enumeration of all groups.</returns>
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| 55 | public IEnumerable<List<int>> GetGroups() {
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| 56 | var len = array.Length;
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| 57 | var remaining = new HashSet<int>(Enumerable.Range(0, len));
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| 58 | // iterate from lowest to highest index
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| 59 | for (var i = 0; i < len; i++) {
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| 60 | if (!remaining.Contains(i)) continue;
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| 61 | var group = new List<int> { i };
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| 62 | remaining.Remove(i);
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| 63 | var next = array[i];
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| 64 | if (next != i) {
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| 65 | int prev;
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| 66 | do {
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| 67 | group.Add(next);
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| 68 | if (!remaining.Remove(next))
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| 69 | throw new ArgumentException("Array is malformed and does not represent a valid LLE forward encoding.");
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| 70 | prev = next;
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| 71 | next = array[next];
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| 72 | } while (next != prev);
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| 73 | }
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| 74 | yield return group;
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[12288] | 75 | }
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[12285] | 76 | }
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| 77 |
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| 78 | /// <summary>
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[12843] | 79 | /// This method parses the encoded array and gathers all elements
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| 80 | /// that belong to the same group as element <paramref name="index"/>.
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[12285] | 81 | /// </summary>
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[12843] | 82 | /// <param name="index">The element whose group should be returned.
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| 83 | /// </param>
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[12288] | 84 | /// <returns>The element at <paramref name="index"/> and all other
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| 85 | /// elements in the same group.</returns>
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[12285] | 86 | public IEnumerable<int> GetGroup(int index) {
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[12843] | 87 | foreach (var n in GetGroupForward(index))
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| 88 | yield return n;
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| 89 | // the element index has already been yielded
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| 90 | foreach (var n in GetGroupBackward(index).Skip(1))
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| 91 | yield return n;
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| 92 | }
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| 93 |
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| 94 | /// <summary>
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| 95 | /// This method parses the encoded array and gathers the element
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| 96 | /// <paramref name="index"/> as well as subsequent elements that
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| 97 | /// belong to the same group.
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| 98 | /// </summary>
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| 99 | /// <param name="index">The element from which subsequent (having a
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| 100 | /// larger number) elements in the group should be returned.
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| 101 | /// </param>
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| 102 | /// <returns>The element <paramref name="index"/> and all subsequent
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| 103 | /// elements in the same group.</returns>
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| 104 | public IEnumerable<int> GetGroupForward(int index) {
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[12285] | 105 | yield return index;
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| 106 | var next = array[index];
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| 107 | if (next == index) yield break;
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| 108 | int prev;
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| 109 | do {
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| 110 | yield return next;
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| 111 | prev = next;
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| 112 | next = array[next];
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| 113 | } while (next != prev);
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| 114 | }
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| 115 |
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| 116 | /// <summary>
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[12843] | 117 | /// This method parses the encoded array and gathers the element
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| 118 | /// given <paramref name="index"/> as well as preceeding elements that
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| 119 | /// belong to the same group.
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[12285] | 120 | /// </summary>
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[12843] | 121 | /// <remarks>
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| 122 | /// Warning, this code has performance O(index) as the array has to
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| 123 | /// be fully traversed backwards from the given index.
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| 124 | /// </remarks>
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| 125 | /// <param name="index">The element from which preceeding (having a
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| 126 | /// smaller number) elements in the group should be returned.
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| 127 | /// </param>
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| 128 | /// <returns>The element <paramref name="index"/> and all preceeding
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[12288] | 129 | /// elements in the same group.</returns>
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[12843] | 130 | public IEnumerable<int> GetGroupBackward(int index) {
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[12285] | 131 | yield return index;
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| 132 | var next = array[index];
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[12843] | 133 | // return preceding elements in group
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| 134 | for (var prev = index - 1; prev >= 0; prev--) {
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| 135 | if (array[prev] != next) continue;
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| 136 | next = prev;
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[12285] | 137 | yield return next;
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[12843] | 138 | }
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[12285] | 139 | }
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| 140 |
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| 141 | /// <summary>
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[12288] | 142 | /// This method translates an enumeration of groups into the underlying
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| 143 | /// array representation.
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[12285] | 144 | /// </summary>
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| 145 | /// <remarks>
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[12288] | 146 | /// Throws an ArgumentException when there is an element assigned to
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[12643] | 147 | /// multiple groups or elements that are not assigned to any group.
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[12285] | 148 | /// </remarks>
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[12288] | 149 | /// <param name="grouping">The grouping of the elements, each element must
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| 150 | /// be part of exactly one group.</param>
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[12285] | 151 | public void SetGroups(IEnumerable<IEnumerable<int>> grouping) {
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| 152 | var len = array.Length;
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| 153 | var remaining = new HashSet<int>(Enumerable.Range(0, len));
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| 154 | foreach (var group in grouping) {
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| 155 | var prev = -1;
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| 156 | foreach (var g in group.OrderBy(x => x)) {
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| 157 | if (prev >= 0) array[prev] = g;
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| 158 | prev = g;
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| 159 | if (!remaining.Remove(prev))
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| 160 | throw new ArgumentException(string.Format("Element {0} is contained at least twice.", prev), "grouping");
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| 161 | }
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| 162 | if (prev >= 0) array[prev] = prev;
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| 163 | }
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| 164 | if (remaining.Count > 0)
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| 165 | throw new ArgumentException(string.Format("Elements are not assigned a group: {0}", string.Join(", ", remaining)));
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| 166 | }
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| 167 |
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| 168 | /// <summary>
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[12288] | 169 | /// Performs a check whether the array represents a valid LLE encoding.
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[12285] | 170 | /// </summary>
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| 171 | /// <remarks>
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[12288] | 172 | /// The runtime complexity of this method is O(n) where n is the length of
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| 173 | /// the array.
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[12285] | 174 | /// </remarks>
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| 175 | /// <returns>True if the encoding is valid.</returns>
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| 176 | public bool Validate() {
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| 177 | var len = array.Length;
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| 178 | var remaining = new HashSet<int>(Enumerable.Range(0, len));
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| 179 | for (var i = 0; i < len; i++) {
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| 180 | if (!remaining.Contains(i)) continue;
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| 181 | remaining.Remove(i);
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| 182 | var next = array[i];
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| 183 | if (next == i) continue;
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| 184 | int prev;
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| 185 | do {
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| 186 | if (!remaining.Remove(next)) return false;
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| 187 | prev = next;
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| 188 | next = array[next];
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| 189 | } while (next != prev);
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| 190 | }
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[12288] | 191 | return remaining.Count == 0;
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[12285] | 192 | }
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[12288] | 193 |
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| 194 | /// <summary>
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| 195 | /// This method flattens tree structures that may be present in groups.
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| 196 | /// These tree structures may be created by e.g. merging two groups by
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| 197 | /// linking one end node to the end node of another.
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[12396] | 198 | /// Consider following 1-based index array: 6, 6, 7, 5, 5, 8, 8, 8, 9.
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[12288] | 199 | /// This results in the following tree structure for group 8:
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| 200 | /// 8
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| 201 | /// / \
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| 202 | /// 6 7
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[12396] | 203 | /// / \ |
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| 204 | /// 1 2 3
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[12288] | 205 | /// After this operation the array will be 2, 3, 6, 5, 5, 7, 8, 8, 9.
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[12396] | 206 | /// Representing a tree with one branch: 1 -> 2 -> 3 -> 6 -> 7 -> 8
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[12288] | 207 | /// </summary>
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| 208 | /// <remarks>
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| 209 | /// The method first converts the array to LLE-e format and then
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| 210 | /// linearizes the links. This requires two passes of the whole array
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| 211 | /// as well as a dictionary to hold the smallest index of each group.
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[12396] | 212 | /// The runtime complexity is O(n).
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[12288] | 213 | ///
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| 214 | /// The method assumes that there are no back links present.
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| 215 | /// </remarks>
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| 216 | public void LinearizeTreeStructures() {
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| 217 | // Step 1: Convert the array into LLE-e
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[12396] | 218 | ToLLEeInplace(array);
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| 219 | // Step 2: For all groups linearize the links
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| 220 | FromLLEe(array);
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| 221 | }
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| 222 |
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| 223 | /// <summary>
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| 224 | /// Creates a copy of the underlying array and turns it into LLE-e.
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| 225 | /// </summary>
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| 226 | /// <remarks>
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| 227 | /// LLE-e is a special format where each element points to the
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| 228 | /// ending item of a group.
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| 229 | /// The LLE representation 2, 3, 5, 6, 5, 7, 8, 8 would become
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| 230 | /// 5, 5, 5, 8, 5, 8, 8, 8 in LLE-e.
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| 231 | ///
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| 232 | /// This operation runs in O(n) time.
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| 233 | /// </remarks>
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| 234 | /// <returns>An integer array in LLE-e representation</returns>
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| 235 | public int[] ToLLEe() {
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| 236 | var result = (int[])array.Clone();
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| 237 | ToLLEeInplace(result);
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| 238 | return result;
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| 239 | }
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| 240 |
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| 241 | private void ToLLEeInplace(int[] a) {
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| 242 | var length = a.Length;
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| 243 | for (var i = length - 1; i >= 0; i--) {
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| 244 | if (array[i] == i) a[i] = i;
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| 245 | else a[i] = a[a[i]];
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| 246 | }
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| 247 | }
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| 248 |
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| 249 | /// <summary>
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| 250 | /// Parses an LLE-e representation and modifies the underlying array
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| 251 | /// so that it is in LLE representation.
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| 252 | /// </summary>
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| 253 | /// <remarks>
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| 254 | /// This operation runs in O(n) time, but requires additional memory
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| 255 | /// in form of a dictionary.
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| 256 | /// </remarks>
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| 257 | /// <param name="llee">The LLE-e representation</param>
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| 258 | public void FromLLEe(int[] llee) {
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[12288] | 259 | var length = array.Length;
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| 260 | var groups = new Dictionary<int, int>();
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| 261 | for (var i = length - 1; i >= 0; i--) {
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[12396] | 262 | if (llee[i] == i) {
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| 263 | array[i] = i;
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| 264 | groups[i] = i;
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| 265 | } else {
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| 266 | var g = llee[i];
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| 267 | array[i] = groups[g];
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| 268 | groups[g] = i;
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| 269 | }
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[12288] | 270 | }
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| 271 | }
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[12285] | 272 | }
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| 273 | }
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