1 | #region License Information
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2 | /* HeuristicLab
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3 | * Copyright (C) 2002-2019 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.Optimization;
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29 | using HEAL.Attic;
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30 |
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31 | namespace HeuristicLab.Encodings.LinearLinkageEncoding {
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32 | [Item("LinearLinkage", "Represents an LLE grouping of items.")]
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33 | [StorableType("91492281-3335-4F5A-82BA-BA76142DAD2D")]
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34 | public sealed class LinearLinkage : IntArray, IEncodedSolution {
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35 |
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36 | [StorableConstructor]
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37 | private LinearLinkage(StorableConstructorFlag _) : base(_) { }
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38 | private LinearLinkage(LinearLinkage original, Cloner cloner) : base(original, cloner) { }
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39 | public LinearLinkage() { }
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40 |
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41 | private LinearLinkage(int length) : base(length) { }
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42 | private LinearLinkage(int[] elements) : base(elements) { }
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43 |
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44 | /// <summary>
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45 | /// Create a new LinearLinkage object where every element is in a seperate group.
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46 | /// </summary>
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47 | public static LinearLinkage SingleElementGroups(int length) {
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48 | var elements = new int[length];
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49 | for (var i = 0; i < length; i++) {
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50 | elements[i] = i;
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51 | }
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52 | return new LinearLinkage(elements);
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53 | }
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54 |
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55 | /// <summary>
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56 | /// Create a new LinearLinkage object from an int[] in LLE
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57 | /// </summary>
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58 | /// <remarks>
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59 | /// This operation checks if the argument is a well formed LLE
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60 | /// and throws an ArgumentException otherwise.
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61 | /// </remarks>
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62 | /// <exception cref="ArgumentException">If <paramref name="lle"/> does not represent a valid LLE array.</exception>
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63 | /// <param name="lle">The LLE representation</param>
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64 | /// <returns>The linear linkage encoding in LLE format (with forward-links).</returns>
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65 | public static LinearLinkage FromForwardLinks(int[] lle) {
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66 | if (!Validate(lle))
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67 | throw new ArgumentException("Array is malformed and does not represent a valid LLE forward encoding.", "elements");
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68 | return new LinearLinkage(lle);
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69 | }
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70 |
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71 | /// <summary>
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72 | /// Create a new LinearLinkage object by parsing a LLE-b representation
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73 | /// and modifing the underlying array so that it is in LLE representation.
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74 | /// </summary>
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75 | /// <remarks>
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76 | /// This operation runs in O(n) time, the parameter <paramref name="lleb"/> is not modified.
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77 | /// </remarks>
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78 | /// <exception cref="ArgumentException">If <paramref name="lleb"/> does not represent a valid LLE-b array.</exception>
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79 | /// <param name="lleb">The LLE-b representation (LLE with back-links)</param>
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80 | /// <returns>The linear linkage encoding in LLE format (with forward-links).</returns>
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81 | public static LinearLinkage FromBackLinks(int[] lleb) {
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82 | var result = new LinearLinkage(lleb.Length);
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83 | for (var i = lleb.Length - 1; i > 0; i--) {
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84 | if (lleb[i] == i) {
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85 | if (result[i] == 0) result[i] = i;
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86 | continue;
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87 | }
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88 | result[lleb[i]] = i;
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89 | if (result[i] == 0) result[i] = i;
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90 | }
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91 | if (!Validate(result.array))
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92 | throw new ArgumentException("Array is malformed and does not represent a valid LLE-b encoding (with back-links).", "lleb");
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93 | return result;
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94 | }
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95 |
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96 | /// <summary>
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97 | /// Create a new LinearLinkage object by parsing an LLE-e representation
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98 | /// and modifing the underlying array so that it is in LLE representation.
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99 | /// </summary>
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100 | /// <remarks>
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101 | /// This operation runs in O(n) time, but requires additional memory
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102 | /// in form of a int[].
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103 | /// </remarks>
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104 | /// <param name="llee">The LLE-e representation</param>
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105 | /// <returns>The linear linkage encoding in LLE format (with forward-links).</returns>
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106 | public static LinearLinkage FromEndLinks(int[] llee) {
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107 | var result = new LinearLinkage(llee.Length);
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108 | result.SetEndLinks(llee);
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109 | return result;
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110 | }
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111 |
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112 | /// <summary>
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113 | /// Create a new LinearLinkage object by translating
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114 | /// an enumeration of groups into the underlying array representation.
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115 | /// </summary>
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116 | /// <remarks>
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117 | /// Throws an ArgumentException when there is an element assigned to
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118 | /// multiple groups or elements that are not assigned to any group.
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119 | /// </remarks>
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120 | /// <param name="grouping">The grouping of the elements, each element must
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121 | /// be part of exactly one group.</param>
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122 | public static LinearLinkage FromGroups(int length, IEnumerable<IEnumerable<int>> grouping) {
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123 | var result = new LinearLinkage(length);
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124 | result.SetGroups(grouping);
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125 | return result;
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126 | }
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127 |
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128 | public override IDeepCloneable Clone(Cloner cloner) {
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129 | return new LinearLinkage(this, cloner);
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130 | }
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131 |
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132 | /// <summary>
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133 | /// This method parses the encoded array and calculates the membership of
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134 | /// each element to the groups. It starts at the lowest element.
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135 | /// </summary>
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136 | /// <remarks>
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137 | /// Runtime complexity of this method is O(n) where n is the length of the
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138 | /// array.
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139 | /// </remarks>
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140 | /// <exception cref="InvalidOperationException">If this object is not vaild LLE.</exception>
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141 | /// <returns>An enumeration of all groups.</returns>
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142 | public IEnumerable<List<int>> GetGroups() {
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143 | var len = array.Length;
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144 | var used = new bool[len];
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145 | for (var i = 0; i < len; i++) {
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146 | if (used[i]) continue;
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147 | var curr = i;
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148 | var next = array[curr];
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149 | var group = new List<int> { curr };
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150 | while (next > curr && next < len && !used[next]) {
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151 | used[curr] = true;
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152 | curr = next;
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153 | next = array[next];
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154 | group.Add(curr);
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155 | }
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156 | if (curr != next) throw new InvalidOperationException("Array is malformed and does not represent a valid LLE forward encoding.");
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157 | used[curr] = true;
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158 | yield return group;
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159 | }
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160 | }
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161 |
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162 | /// <summary>
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163 | /// This method parses the encoded array and gathers all elements
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164 | /// that belong to the same group as element <paramref name="index"/>.
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165 | /// </summary>
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166 | /// <param name="index">The element whose group should be returned.
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167 | /// </param>
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168 | /// <returns>The element at <paramref name="index"/> and all other
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169 | /// elements in the same group.</returns>
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170 | public IEnumerable<int> GetGroup(int index) {
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171 | foreach (var n in GetGroupForward(index))
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172 | yield return n;
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173 | // the element index has already been yielded
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174 | foreach (var n in GetGroupBackward(index).Skip(1))
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175 | yield return n;
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176 | }
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177 |
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178 | /// <summary>
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179 | /// This method parses the encoded array and gathers the element
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180 | /// <paramref name="index"/> as well as subsequent elements that
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181 | /// belong to the same group.
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182 | /// </summary>
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183 | /// <param name="index">The element from which subsequent (having a
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184 | /// larger number) elements in the group should be returned.
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185 | /// </param>
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186 | /// <returns>The element <paramref name="index"/> and all subsequent
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187 | /// elements in the same group.</returns>
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188 | public IEnumerable<int> GetGroupForward(int index) {
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189 | yield return index;
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190 | var next = array[index];
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191 | if (next == index) yield break;
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192 | int prev;
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193 | do {
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194 | yield return next;
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195 | prev = next;
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196 | next = array[next];
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197 | } while (next != prev);
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198 | }
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199 |
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200 | /// <summary>
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201 | /// This method parses the encoded array and gathers the element
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202 | /// given <paramref name="index"/> as well as preceeding elements that
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203 | /// belong to the same group.
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204 | /// </summary>
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205 | /// <remarks>
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206 | /// Warning, this code has performance O(index) as the array has to
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207 | /// be fully traversed backwards from the given index.
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208 | /// </remarks>
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209 | /// <param name="index">The element from which preceeding (having a
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210 | /// smaller number) elements in the group should be returned.
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211 | /// </param>
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212 | /// <returns>The element <paramref name="index"/> and all preceeding
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213 | /// elements in the same group.</returns>
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214 | public IEnumerable<int> GetGroupBackward(int index) {
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215 | yield return index;
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216 | var next = array[index];
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217 | // return preceding elements in group
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218 | for (var prev = index - 1; prev >= 0; prev--) {
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219 | if (array[prev] != next) continue;
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220 | next = prev;
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221 | yield return next;
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222 | }
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223 | }
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224 |
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225 | /// <summary>
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226 | /// This method translates an enumeration of groups into the underlying
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227 | /// array representation.
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228 | /// </summary>
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229 | /// <remarks>
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230 | /// Throws an ArgumentException when there is an element assigned to
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231 | /// multiple groups or elements that are not assigned to any group.
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232 | /// </remarks>
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233 | /// <param name="grouping">The grouping of the elements, each element must
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234 | /// be part of exactly one group.</param>
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235 | /// <exception cref="ArgumentException">If <paramref name="grouping"/> cannot be converted
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236 | /// to a valid LLE representation. For instance, because elements are too big or too small,
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237 | /// or they're contained in multiple groups, or there are elements not assigned to any group.
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238 | /// </exception>
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239 | public void SetGroups(IEnumerable<IEnumerable<int>> grouping) {
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240 | var len = array.Length;
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241 | var used = new bool[len];
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242 | foreach (var group in grouping) {
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243 | var prev = -1;
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244 | foreach (var g in group.OrderBy(x => x)) {
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245 | 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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246 | if (prev >= 0) array[prev] = g;
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247 | prev = g;
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248 | if (used[prev]) {
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249 | throw new ArgumentException(string.Format("Element {0} is contained at least twice.", prev), "grouping");
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250 | }
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251 | used[prev] = true;
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252 | }
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253 | array[prev] = prev;
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254 | }
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255 | if (!used.All(x => x))
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256 | 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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257 | }
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258 |
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259 | /// <summary>
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260 | /// Performs a check whether the array represents a valid LLE encoding.
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261 | /// </summary>
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262 | /// <remarks>
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263 | /// The runtime complexity of this method is O(n) where n is the length of
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264 | /// the array.
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265 | /// </remarks>
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266 | /// <returns>True if the encoding is valid.</returns>
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267 | public bool Validate() {
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268 | return Validate(array);
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269 | }
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270 |
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271 | private static bool Validate(int[] array) {
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272 | var len = array.Length;
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273 | var used = new bool[len];
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274 | for (var i = 0; i < len; i++) {
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275 | if (used[i]) continue;
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276 | var curr = i;
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277 | var next = array[curr];
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278 | while (next > curr && next < len && !used[next]) {
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279 | used[curr] = true;
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280 | curr = next;
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281 | next = array[next];
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282 | }
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283 | if (curr != next) return false;
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284 | used[curr] = true;
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285 | }
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286 | return true;
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287 | }
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288 |
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289 | /// <summary>
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290 | /// This method flattens tree structures that may be present in groups.
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291 | /// These tree structures may be created by e.g. merging two groups by
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292 | /// linking one end node to the end node of another.
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293 | /// Consider following array: 5, 5, 6, 4, 4, 7, 7, 7, 8.
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294 | /// This results in the following tree structure for group 7:
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295 | /// 7
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296 | /// / \
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297 | /// 5 6
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298 | /// / \ |
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299 | /// 0 1 2
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300 | /// After this operation the array will be 1, 2, 5, 4, 4, 6, 7, 7, 8.
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301 | /// Representing a tree with one branch: 0 -> 1 -> 2 -> 5 -> 6 -> 7.
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302 | /// </summary>
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303 | /// <remarks>
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304 | /// The method first converts the array to LLE-e format and then
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305 | /// linearizes the links. This requires two passes of the whole array
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306 | /// as well as another copy of the underlying array.
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307 | /// The runtime complexity is O(n).
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308 | ///
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309 | /// The method assumes that there are no back links present.
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310 | /// </remarks>
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311 | public void LinearizeTreeStructures() {
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312 | // Step 1: Convert the array into LLE-e
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313 | ToEndLinksInplace(array);
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314 | // Step 2: For all groups linearize the links
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315 | SetEndLinks(array);
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316 | }
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317 |
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318 | /// <summary>
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319 | /// Creates a copy of the underlying array and turns it into LLE-e.
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320 | /// </summary>
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321 | /// <remarks>
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322 | /// LLE-e is a special format where each element points to the
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323 | /// ending item of a group.
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324 | /// The LLE representation 1, 2, 4, 5, 4, 6, 7, 7 would become
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325 | /// 4, 4, 4, 7, 4, 7, 7, 7 in LLE-e.
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326 | ///
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327 | /// This operation runs in O(n) time.
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328 | /// </remarks>
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329 | /// <exception cref="ArgumentException">In case, this object does not
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330 | /// represent a valid LLE encoding.
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331 | /// </exception>
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332 | /// <returns>An integer array in LLE-e representation</returns>
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333 | public int[] ToEndLinks() {
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334 | var result = (int[])array.Clone();
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335 | ToEndLinksInplace(result);
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336 | return result;
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337 | }
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338 |
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339 | private static void ToEndLinksInplace(int[] array) {
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340 | var length = array.Length;
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341 | for (var i = length - 1; i >= 0; i--) {
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342 | var next = array[i];
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343 | if (next > i) {
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344 | array[i] = array[next];
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345 | } else if (next < i) {
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346 | throw new ArgumentException("Array is malformed and does not represent a valid LLE encoding.", "array");
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347 | }
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348 | }
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349 | }
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350 |
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351 | /// <summary>
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352 | /// Parses an LLE-e representation and modifies the underlying array
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353 | /// so that it is in LLE representation.
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354 | /// </summary>
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355 | /// <remarks>
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356 | /// This operation runs in O(n) time, but requires additional memory
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357 | /// in form of a int[].
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358 | /// </remarks>
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359 | /// <param name="llee">The LLE-e representation</param>
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360 | /// <exception cref="ArgumentException">
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361 | /// If <paramref name="llee"/> does not contain a valid LLE-e representation or
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362 | /// has a different length to the given instance.
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363 | /// </exception>
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364 | public void SetEndLinks(int[] llee) {
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365 | var length = array.Length;
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366 | if (length != llee.Length) {
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367 | throw new ArgumentException(string.Format("Expected length {0} but length was {1}", length, llee.Length), "llee");
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368 | }
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369 | // If we are ok with mutating llee we can avoid this clone
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370 | var lookup = (int[])llee.Clone();
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371 | for (var i = length - 1; i >= 0; i--) {
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372 | var end = llee[i];
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373 | if (end == i) {
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374 | array[i] = end;
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375 | } else if (end > i && end < length) {
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376 | array[i] = lookup[end];
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377 | lookup[end] = i;
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378 | } else {
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379 | throw new ArgumentException("Array is malformed and does not represent a valid LLE-e end encoding.", "llee");
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380 | }
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381 | }
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382 | }
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383 |
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384 | /// <summary>
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385 | /// Creates a copy of the underlying array and turns it into LLE-b.
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386 | /// </summary>
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387 | /// <remarks>
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388 | /// LLE-b is a special format where each element points to the
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389 | /// predecessor instead of the successor.
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390 | /// The LLE representation 1, 2, 4, 5, 4, 6, 7, 7
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391 | /// would become 0, 0, 1, 3, 2, 3, 5, 6 in LLE-b.
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392 | ///
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393 | /// This operation runs in O(n) time.
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394 | /// </remarks>
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395 | /// <returns>An integer array in LLE-b representation</returns>
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396 | public int[] ToBackLinks() {
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397 | var result = new int[array.Length];
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398 | var zeroLink = array[0];
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399 | for (var i = 0; i < array.Length; i++) {
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400 | if (array[i] == i) {
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401 | if (result[i] == 0 && i != zeroLink) result[i] = i;
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402 | continue;
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403 | }
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404 | result[array[i]] = i;
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405 | if (result[i] == 0 && i != zeroLink) result[i] = i;
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406 | }
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407 | return result;
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408 | }
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409 | }
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410 | }
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