[12285] | 1 | #region License Information
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| 2 | /* HeuristicLab
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[15584] | 3 | * Copyright (C) 2002-2018 Heuristic and Evolutionary Algorithms Laboratory (HEAL)
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[12285] | 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 |
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[14475] | 40 | private LinearLinkage(int length) : base(length) { }
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| 41 | private LinearLinkage(int[] elements) : base(elements) { }
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| 42 |
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| 43 | /// <summary>
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| 44 | /// Create a new LinearLinkage object where every element is in a seperate group.
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| 45 | /// </summary>
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| 46 | public static LinearLinkage SingleElementGroups(int length) {
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| 47 | var elements = new int[length];
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| 48 | for (var i = 0; i < length; i++) {
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| 49 | elements[i] = i;
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| 50 | }
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| 51 | return new LinearLinkage(elements);
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| 52 | }
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| 53 |
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| 54 | /// <summary>
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| 55 | /// Create a new LinearLinkage object from an int[] in LLE
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| 56 | /// </summary>
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| 57 | /// <remarks>
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| 58 | /// This operation checks if the argument is a well formed LLE
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| 59 | /// and throws an ArgumentException otherwise.
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| 60 | /// </remarks>
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[14663] | 61 | /// <exception cref="ArgumentException">If <paramref name="lle"/> does not represent a valid LLE array.</exception>
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[14475] | 62 | /// <param name="lle">The LLE representation</param>
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[14663] | 63 | /// <returns>The linear linkage encoding in LLE format (with forward-links).</returns>
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[14475] | 64 | public static LinearLinkage FromForwardLinks(int[] lle) {
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[14663] | 65 | if (!Validate(lle))
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[14475] | 66 | throw new ArgumentException("Array is malformed and does not represent a valid LLE forward encoding.", "elements");
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| 67 | return new LinearLinkage(lle);
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| 68 | }
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| 69 |
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| 70 | /// <summary>
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[14663] | 71 | /// Create a new LinearLinkage object by parsing a LLE-b representation
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| 72 | /// and modifing the underlying array so that it is in LLE representation.
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| 73 | /// </summary>
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| 74 | /// <remarks>
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| 75 | /// This operation runs in O(n) time, the parameter <paramref name="lleb"/> is not modified.
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| 76 | /// </remarks>
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| 77 | /// <exception cref="ArgumentException">If <paramref name="lleb"/> does not represent a valid LLE-b array.</exception>
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| 78 | /// <param name="lleb">The LLE-b representation (LLE with back-links)</param>
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| 79 | /// <returns>The linear linkage encoding in LLE format (with forward-links).</returns>
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| 80 | public static LinearLinkage FromBackLinks(int[] lleb) {
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| 81 | var result = new LinearLinkage(lleb.Length);
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| 82 | for (var i = lleb.Length - 1; i > 0; i--) {
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| 83 | if (lleb[i] == i) {
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| 84 | if (result[i] == 0) result[i] = i;
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| 85 | continue;
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| 86 | }
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| 87 | result[lleb[i]] = i;
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| 88 | if (result[i] == 0) result[i] = i;
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| 89 | }
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| 90 | if (!Validate(result.array))
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| 91 | throw new ArgumentException("Array is malformed and does not represent a valid LLE-b encoding (with back-links).", "lleb");
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| 92 | return result;
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| 93 | }
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| 94 |
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| 95 | /// <summary>
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[14475] | 96 | /// Create a new LinearLinkage object by parsing an LLE-e representation
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| 97 | /// and modifing the underlying array so that it is in LLE representation.
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| 98 | /// </summary>
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| 99 | /// <remarks>
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| 100 | /// This operation runs in O(n) time, but requires additional memory
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| 101 | /// in form of a int[].
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| 102 | /// </remarks>
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| 103 | /// <param name="llee">The LLE-e representation</param>
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[14663] | 104 | /// <returns>The linear linkage encoding in LLE format (with forward-links).</returns>
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[14475] | 105 | public static LinearLinkage FromEndLinks(int[] llee) {
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| 106 | var result = new LinearLinkage(llee.Length);
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| 107 | result.SetEndLinks(llee);
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| 108 | return result;
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| 109 | }
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| 110 |
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| 111 | /// <summary>
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| 112 | /// Create a new LinearLinkage object by translating
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| 113 | /// an enumeration of groups into the underlying array representation.
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| 114 | /// </summary>
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| 115 | /// <remarks>
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| 116 | /// Throws an ArgumentException when there is an element assigned to
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| 117 | /// multiple groups or elements that are not assigned to any group.
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| 118 | /// </remarks>
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| 119 | /// <param name="grouping">The grouping of the elements, each element must
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| 120 | /// be part of exactly one group.</param>
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| 121 | public static LinearLinkage FromGroups(int length, IEnumerable<IEnumerable<int>> grouping) {
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| 122 | var result = new LinearLinkage(length);
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| 123 | result.SetGroups(grouping);
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| 124 | return result;
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| 125 | }
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| 126 |
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[12285] | 127 | public override IDeepCloneable Clone(Cloner cloner) {
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| 128 | return new LinearLinkage(this, cloner);
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| 129 | }
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| 130 |
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| 131 | /// <summary>
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[12288] | 132 | /// This method parses the encoded array and calculates the membership of
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| 133 | /// each element to the groups. It starts at the lowest element.
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[12285] | 134 | /// </summary>
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| 135 | /// <remarks>
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[12288] | 136 | /// Runtime complexity of this method is O(n) where n is the length of the
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| 137 | /// array.
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[12285] | 138 | /// </remarks>
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[14663] | 139 | /// <exception cref="InvalidOperationException">If this object is not vaild LLE.</exception>
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[12285] | 140 | /// <returns>An enumeration of all groups.</returns>
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| 141 | public IEnumerable<List<int>> GetGroups() {
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| 142 | var len = array.Length;
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[14475] | 143 | var used = new bool[len];
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| 144 | for (var i = 0; i < len; i++) {
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| 145 | if (used[i]) continue;
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| 146 | var curr = i;
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| 147 | var next = array[curr];
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| 148 | var group = new List<int> { curr };
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| 149 | while (next > curr && next < len && !used[next]) {
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| 150 | used[curr] = true;
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| 151 | curr = next;
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| 152 | next = array[next];
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| 153 | group.Add(curr);
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| 154 | }
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[14663] | 155 | if (curr != next) throw new InvalidOperationException("Array is malformed and does not represent a valid LLE forward encoding.");
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[14475] | 156 | used[curr] = true;
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| 157 | yield return group;
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| 158 | }
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[12285] | 159 | }
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| 160 |
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| 161 | /// <summary>
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[12701] | 162 | /// This method parses the encoded array and gathers all elements
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| 163 | /// that belong to the same group as element <paramref name="index"/>.
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[12285] | 164 | /// </summary>
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[12701] | 165 | /// <param name="index">The element whose group should be returned.
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| 166 | /// </param>
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[12288] | 167 | /// <returns>The element at <paramref name="index"/> and all other
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| 168 | /// elements in the same group.</returns>
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[12285] | 169 | public IEnumerable<int> GetGroup(int index) {
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[12701] | 170 | foreach (var n in GetGroupForward(index))
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| 171 | yield return n;
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| 172 | // the element index has already been yielded
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| 173 | foreach (var n in GetGroupBackward(index).Skip(1))
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| 174 | yield return n;
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| 175 | }
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| 176 |
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| 177 | /// <summary>
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| 178 | /// This method parses the encoded array and gathers the element
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| 179 | /// <paramref name="index"/> as well as subsequent elements that
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| 180 | /// belong to the same group.
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| 181 | /// </summary>
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| 182 | /// <param name="index">The element from which subsequent (having a
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| 183 | /// larger number) elements in the group should be returned.
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| 184 | /// </param>
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| 185 | /// <returns>The element <paramref name="index"/> and all subsequent
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| 186 | /// elements in the same group.</returns>
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| 187 | public IEnumerable<int> GetGroupForward(int index) {
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[12285] | 188 | yield return index;
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| 189 | var next = array[index];
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| 190 | if (next == index) yield break;
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| 191 | int prev;
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| 192 | do {
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| 193 | yield return next;
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| 194 | prev = next;
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| 195 | next = array[next];
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| 196 | } while (next != prev);
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| 197 | }
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| 198 |
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| 199 | /// <summary>
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[12701] | 200 | /// This method parses the encoded array and gathers the element
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| 201 | /// given <paramref name="index"/> as well as preceeding elements that
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| 202 | /// belong to the same group.
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[12285] | 203 | /// </summary>
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[12701] | 204 | /// <remarks>
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| 205 | /// Warning, this code has performance O(index) as the array has to
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| 206 | /// be fully traversed backwards from the given index.
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| 207 | /// </remarks>
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| 208 | /// <param name="index">The element from which preceeding (having a
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| 209 | /// smaller number) elements in the group should be returned.
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| 210 | /// </param>
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| 211 | /// <returns>The element <paramref name="index"/> and all preceeding
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[12288] | 212 | /// elements in the same group.</returns>
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[12701] | 213 | public IEnumerable<int> GetGroupBackward(int index) {
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[12285] | 214 | yield return index;
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| 215 | var next = array[index];
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[12701] | 216 | // return preceding elements in group
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| 217 | for (var prev = index - 1; prev >= 0; prev--) {
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| 218 | if (array[prev] != next) continue;
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| 219 | next = prev;
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[12285] | 220 | yield return next;
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[12701] | 221 | }
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[12285] | 222 | }
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| 223 |
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| 224 | /// <summary>
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[12288] | 225 | /// This method translates an enumeration of groups into the underlying
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| 226 | /// array representation.
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[12285] | 227 | /// </summary>
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| 228 | /// <remarks>
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[12288] | 229 | /// Throws an ArgumentException when there is an element assigned to
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[12643] | 230 | /// multiple groups or elements that are not assigned to any group.
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[12285] | 231 | /// </remarks>
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[12288] | 232 | /// <param name="grouping">The grouping of the elements, each element must
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| 233 | /// be part of exactly one group.</param>
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[14663] | 234 | /// <exception cref="ArgumentException">If <paramref name="grouping"/> cannot be converted
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| 235 | /// to a valid LLE representation. For instance, because elements are too big or too small,
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| 236 | /// or they're contained in multiple groups, or there are elements not assigned to any group.
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| 237 | /// </exception>
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[12285] | 238 | public void SetGroups(IEnumerable<IEnumerable<int>> grouping) {
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| 239 | var len = array.Length;
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[14475] | 240 | var used = new bool[len];
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[12285] | 241 | foreach (var group in grouping) {
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| 242 | var prev = -1;
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| 243 | foreach (var g in group.OrderBy(x => x)) {
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[14475] | 244 | if (g < prev || g >= len) throw new ArgumentException(string.Format("Element {0} is bigger than {1} or smaller than 0.", g, len - 1), "grouping");
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[12285] | 245 | if (prev >= 0) array[prev] = g;
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| 246 | prev = g;
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[14475] | 247 | if (used[prev]) {
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[12285] | 248 | throw new ArgumentException(string.Format("Element {0} is contained at least twice.", prev), "grouping");
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[14475] | 249 | }
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| 250 | used[prev] = true;
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[12285] | 251 | }
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[14475] | 252 | array[prev] = prev;
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[12285] | 253 | }
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[14475] | 254 | if (!used.All(x => x))
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| 255 | throw new ArgumentException(string.Format("Elements are not assigned a group: {0}", string.Join(", ", used.Select((x, i) => new { x, i }).Where(x => !x.x).Select(x => x.i))));
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[12285] | 256 | }
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| 257 |
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| 258 | /// <summary>
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[12288] | 259 | /// Performs a check whether the array represents a valid LLE encoding.
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[12285] | 260 | /// </summary>
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| 261 | /// <remarks>
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[12288] | 262 | /// The runtime complexity of this method is O(n) where n is the length of
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| 263 | /// the array.
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[12285] | 264 | /// </remarks>
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| 265 | /// <returns>True if the encoding is valid.</returns>
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| 266 | public bool Validate() {
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[14475] | 267 | return Validate(array);
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| 268 | }
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| 269 |
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| 270 | private static bool Validate(int[] array) {
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[12285] | 271 | var len = array.Length;
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[14475] | 272 | var used = new bool[len];
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[12285] | 273 | for (var i = 0; i < len; i++) {
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[14475] | 274 | if (used[i]) continue;
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| 275 | var curr = i;
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| 276 | var next = array[curr];
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| 277 | while (next > curr && next < len && !used[next]) {
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| 278 | used[curr] = true;
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| 279 | curr = next;
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[12285] | 280 | next = array[next];
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[14475] | 281 | }
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[14663] | 282 | if (curr != next) return false;
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[14475] | 283 | used[curr] = true;
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[12285] | 284 | }
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[14475] | 285 | return true;
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[12285] | 286 | }
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[12288] | 287 |
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| 288 | /// <summary>
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| 289 | /// This method flattens tree structures that may be present in groups.
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| 290 | /// These tree structures may be created by e.g. merging two groups by
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| 291 | /// linking one end node to the end node of another.
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[14663] | 292 | /// Consider following array: 5, 5, 6, 4, 4, 7, 7, 7, 8.
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| 293 | /// This results in the following tree structure for group 7:
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| 294 | /// 7
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[12288] | 295 | /// / \
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[14663] | 296 | /// 5 6
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[12396] | 297 | /// / \ |
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[14663] | 298 | /// 0 1 2
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| 299 | /// After this operation the array will be 1, 2, 5, 4, 4, 6, 7, 7, 8.
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| 300 | /// Representing a tree with one branch: 0 -> 1 -> 2 -> 5 -> 6 -> 7.
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[12288] | 301 | /// </summary>
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| 302 | /// <remarks>
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| 303 | /// The method first converts the array to LLE-e format and then
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| 304 | /// linearizes the links. This requires two passes of the whole array
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[14663] | 305 | /// as well as another copy of the underlying array.
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[12396] | 306 | /// The runtime complexity is O(n).
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[12288] | 307 | ///
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| 308 | /// The method assumes that there are no back links present.
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| 309 | /// </remarks>
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| 310 | public void LinearizeTreeStructures() {
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| 311 | // Step 1: Convert the array into LLE-e
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[14475] | 312 | ToEndLinksInplace(array);
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[12396] | 313 | // Step 2: For all groups linearize the links
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[14475] | 314 | SetEndLinks(array);
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[12396] | 315 | }
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| 316 |
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| 317 | /// <summary>
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| 318 | /// Creates a copy of the underlying array and turns it into LLE-e.
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| 319 | /// </summary>
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| 320 | /// <remarks>
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| 321 | /// LLE-e is a special format where each element points to the
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| 322 | /// ending item of a group.
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[14663] | 323 | /// The LLE representation 1, 2, 4, 5, 4, 6, 7, 7 would become
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| 324 | /// 4, 4, 4, 7, 4, 7, 7, 7 in LLE-e.
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[12396] | 325 | ///
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| 326 | /// This operation runs in O(n) time.
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| 327 | /// </remarks>
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[14663] | 328 | /// <exception cref="ArgumentException">In case, this object does not
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| 329 | /// represent a valid LLE encoding.
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| 330 | /// </exception>
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[12396] | 331 | /// <returns>An integer array in LLE-e representation</returns>
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[14475] | 332 | public int[] ToEndLinks() {
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[12396] | 333 | var result = (int[])array.Clone();
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[14475] | 334 | ToEndLinksInplace(result);
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[12396] | 335 | return result;
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| 336 | }
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| 337 |
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[14475] | 338 | private static void ToEndLinksInplace(int[] array) {
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| 339 | var length = array.Length;
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[12396] | 340 | for (var i = length - 1; i >= 0; i--) {
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[14475] | 341 | var next = array[i];
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| 342 | if (next > i) {
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| 343 | array[i] = array[next];
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| 344 | } else if (next < i) {
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| 345 | throw new ArgumentException("Array is malformed and does not represent a valid LLE encoding.", "array");
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| 346 | }
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[12396] | 347 | }
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| 348 | }
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| 349 |
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| 350 | /// <summary>
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| 351 | /// Parses an LLE-e representation and modifies the underlying array
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| 352 | /// so that it is in LLE representation.
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| 353 | /// </summary>
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| 354 | /// <remarks>
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| 355 | /// This operation runs in O(n) time, but requires additional memory
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[14475] | 356 | /// in form of a int[].
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[12396] | 357 | /// </remarks>
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| 358 | /// <param name="llee">The LLE-e representation</param>
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[14663] | 359 | /// <exception cref="ArgumentException">
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| 360 | /// If <paramref name="llee"/> does not contain a valid LLE-e representation or
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| 361 | /// has a different length to the given instance.
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| 362 | /// </exception>
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[14475] | 363 | public void SetEndLinks(int[] llee) {
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[12288] | 364 | var length = array.Length;
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[14475] | 365 | if (length != llee.Length) {
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| 366 | throw new ArgumentException(string.Format("Expected length {0} but length was {1}", length, llee.Length), "llee");
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| 367 | }
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| 368 | // If we are ok with mutating llee we can avoid this clone
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| 369 | var lookup = (int[])llee.Clone();
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[12288] | 370 | for (var i = length - 1; i >= 0; i--) {
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[14475] | 371 | var end = llee[i];
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| 372 | if (end == i) {
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| 373 | array[i] = end;
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| 374 | } else if (end > i && end < length) {
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| 375 | array[i] = lookup[end];
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| 376 | lookup[end] = i;
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[12396] | 377 | } else {
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[14663] | 378 | throw new ArgumentException("Array is malformed and does not represent a valid LLE-e end encoding.", "llee");
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[12396] | 379 | }
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[12288] | 380 | }
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| 381 | }
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[14663] | 382 |
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| 383 | /// <summary>
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| 384 | /// Creates a copy of the underlying array and turns it into LLE-b.
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| 385 | /// </summary>
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| 386 | /// <remarks>
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| 387 | /// LLE-b is a special format where each element points to the
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| 388 | /// predecessor instead of the successor.
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| 389 | /// The LLE representation 1, 2, 4, 5, 4, 6, 7, 7
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| 390 | /// would become 0, 0, 1, 3, 2, 3, 5, 6 in LLE-b.
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| 391 | ///
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| 392 | /// This operation runs in O(n) time.
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| 393 | /// </remarks>
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| 394 | /// <returns>An integer array in LLE-b representation</returns>
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| 395 | public int[] ToBackLinks() {
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| 396 | var result = new int[array.Length];
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| 397 | var zeroLink = array[0];
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| 398 | for (var i = 0; i < array.Length; i++) {
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| 399 | if (array[i] == i) {
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| 400 | if (result[i] == 0 && i != zeroLink) result[i] = i;
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| 401 | continue;
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| 402 | }
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| 403 | result[array[i]] = i;
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| 404 | if (result[i] == 0 && i != zeroLink) result[i] = i;
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| 405 | }
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| 406 | return result;
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| 407 | }
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[12285] | 408 | }
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| 409 | }
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