1 | #region License Information
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2 | /* HeuristicLab
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3 | * Copyright (C) 2002-2016 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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31 | [Item("LinearLinkage", "Represents an LLE grouping of items.")]
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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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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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49 | /// </summary>
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50 | /// <remarks>
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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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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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75 | }
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76 | }
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77 |
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78 | /// <summary>
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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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81 | /// </summary>
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82 | /// <param name="index">The element whose group should be returned.
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83 | /// </param>
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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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86 | public IEnumerable<int> GetGroup(int index) {
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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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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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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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120 | /// </summary>
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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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129 | /// elements in the same group.</returns>
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130 | public IEnumerable<int> GetGroupBackward(int index) {
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131 | yield return index;
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132 | var next = array[index];
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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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137 | yield return next;
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138 | }
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139 | }
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140 |
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141 | /// <summary>
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142 | /// This method translates an enumeration of groups into the underlying
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143 | /// array representation.
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144 | /// </summary>
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145 | /// <remarks>
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146 | /// Throws an ArgumentException when there is an element assigned to
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147 | /// multiple groups or elements that are not assigned to any group.
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148 | /// </remarks>
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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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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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169 | /// Performs a check whether the array represents a valid LLE encoding.
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170 | /// </summary>
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171 | /// <remarks>
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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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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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191 | return remaining.Count == 0;
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192 | }
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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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198 | /// Consider following 1-based index array: 6, 6, 7, 5, 5, 8, 8, 8, 9.
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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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203 | /// / \ |
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204 | /// 1 2 3
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205 | /// After this operation the array will be 2, 3, 6, 5, 5, 7, 8, 8, 9.
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206 | /// Representing a tree with one branch: 1 -> 2 -> 3 -> 6 -> 7 -> 8
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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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212 | /// The runtime complexity is O(n).
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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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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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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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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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270 | }
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271 | }
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272 | }
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273 | }
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