1 | #region License Information
|
---|
2 | /* HeuristicLab
|
---|
3 | * Copyright (C) 2002-2015 Heuristic and Evolutionary Algorithms Laboratory (HEAL)
|
---|
4 | *
|
---|
5 | * This file is part of HeuristicLab.
|
---|
6 | *
|
---|
7 | * HeuristicLab is free software: you can redistribute it and/or modify
|
---|
8 | * it under the terms of the GNU General Public License as published by
|
---|
9 | * the Free Software Foundation, either version 3 of the License, or
|
---|
10 | * (at your option) any later version.
|
---|
11 | *
|
---|
12 | * HeuristicLab is distributed in the hope that it will be useful,
|
---|
13 | * but WITHOUT ANY WARRANTY; without even the implied warranty of
|
---|
14 | * MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
|
---|
15 | * GNU General Public License for more details.
|
---|
16 | *
|
---|
17 | * You should have received a copy of the GNU General Public License
|
---|
18 | * along with HeuristicLab. If not, see <http://www.gnu.org/licenses/>.
|
---|
19 | */
|
---|
20 | #endregion
|
---|
21 |
|
---|
22 | using System;
|
---|
23 | using System.Collections.Generic;
|
---|
24 | using System.Linq;
|
---|
25 | using HeuristicLab.Common;
|
---|
26 | using HeuristicLab.Core;
|
---|
27 | using HeuristicLab.Data;
|
---|
28 | using HeuristicLab.Persistence.Default.CompositeSerializers.Storable;
|
---|
29 |
|
---|
30 | namespace HeuristicLab.Encodings.LinearLinkageEncoding {
|
---|
31 | [Item("LinearLinkage", "Represents an LLE grouping of items.")]
|
---|
32 | [StorableClass("59701009-F993-4E66-A2CB-736B5873E355")]
|
---|
33 | public sealed class LinearLinkage : IntArray {
|
---|
34 |
|
---|
35 | [StorableConstructor]
|
---|
36 | private LinearLinkage(bool deserializing) : base(deserializing) { }
|
---|
37 | private LinearLinkage(LinearLinkage original, Cloner cloner) : base(original, cloner) { }
|
---|
38 | public LinearLinkage() { }
|
---|
39 | public LinearLinkage(int length) : base(length) { }
|
---|
40 | public LinearLinkage(int[] elements) : base(elements) { }
|
---|
41 |
|
---|
42 | public override IDeepCloneable Clone(Cloner cloner) {
|
---|
43 | return new LinearLinkage(this, cloner);
|
---|
44 | }
|
---|
45 |
|
---|
46 | /// <summary>
|
---|
47 | /// This method parses the encoded array and calculates the membership of
|
---|
48 | /// each element to the groups. It starts at the lowest element.
|
---|
49 | /// </summary>
|
---|
50 | /// <remarks>
|
---|
51 | /// Runtime complexity of this method is O(n) where n is the length of the
|
---|
52 | /// array.
|
---|
53 | /// </remarks>
|
---|
54 | /// <returns>An enumeration of all groups.</returns>
|
---|
55 | public IEnumerable<List<int>> GetGroups() {
|
---|
56 | var len = array.Length;
|
---|
57 | var remaining = new HashSet<int>(Enumerable.Range(0, len));
|
---|
58 | // iterate from lowest to highest index
|
---|
59 | for (var i = 0; i < len; i++) {
|
---|
60 | if (!remaining.Contains(i)) continue;
|
---|
61 | var group = new List<int> { i };
|
---|
62 | remaining.Remove(i);
|
---|
63 | var next = array[i];
|
---|
64 | if (next != i) {
|
---|
65 | int prev;
|
---|
66 | do {
|
---|
67 | group.Add(next);
|
---|
68 | if (!remaining.Remove(next))
|
---|
69 | throw new ArgumentException("Array is malformed and does not represent a valid LLE forward encoding.");
|
---|
70 | prev = next;
|
---|
71 | next = array[next];
|
---|
72 | } while (next != prev);
|
---|
73 | }
|
---|
74 | yield return group;
|
---|
75 | }
|
---|
76 | }
|
---|
77 |
|
---|
78 | /// <summary>
|
---|
79 | /// This method parses the encoded array and gathers all elements
|
---|
80 | /// that belong to the same group as element <paramref name="index"/>.
|
---|
81 | /// </summary>
|
---|
82 | /// <param name="index">The element whose group should be returned.
|
---|
83 | /// </param>
|
---|
84 | /// <returns>The element at <paramref name="index"/> and all other
|
---|
85 | /// elements in the same group.</returns>
|
---|
86 | public IEnumerable<int> GetGroup(int index) {
|
---|
87 | foreach (var n in GetGroupForward(index))
|
---|
88 | yield return n;
|
---|
89 | // the element index has already been yielded
|
---|
90 | foreach (var n in GetGroupBackward(index).Skip(1))
|
---|
91 | yield return n;
|
---|
92 | }
|
---|
93 |
|
---|
94 | /// <summary>
|
---|
95 | /// This method parses the encoded array and gathers the element
|
---|
96 | /// <paramref name="index"/> as well as subsequent elements that
|
---|
97 | /// belong to the same group.
|
---|
98 | /// </summary>
|
---|
99 | /// <param name="index">The element from which subsequent (having a
|
---|
100 | /// larger number) elements in the group should be returned.
|
---|
101 | /// </param>
|
---|
102 | /// <returns>The element <paramref name="index"/> and all subsequent
|
---|
103 | /// elements in the same group.</returns>
|
---|
104 | public IEnumerable<int> GetGroupForward(int index) {
|
---|
105 | yield return index;
|
---|
106 | var next = array[index];
|
---|
107 | if (next == index) yield break;
|
---|
108 | int prev;
|
---|
109 | do {
|
---|
110 | yield return next;
|
---|
111 | prev = next;
|
---|
112 | next = array[next];
|
---|
113 | } while (next != prev);
|
---|
114 | }
|
---|
115 |
|
---|
116 | /// <summary>
|
---|
117 | /// This method parses the encoded array and gathers the element
|
---|
118 | /// given <paramref name="index"/> as well as preceeding elements that
|
---|
119 | /// belong to the same group.
|
---|
120 | /// </summary>
|
---|
121 | /// <remarks>
|
---|
122 | /// Warning, this code has performance O(index) as the array has to
|
---|
123 | /// be fully traversed backwards from the given index.
|
---|
124 | /// </remarks>
|
---|
125 | /// <param name="index">The element from which preceeding (having a
|
---|
126 | /// smaller number) elements in the group should be returned.
|
---|
127 | /// </param>
|
---|
128 | /// <returns>The element <paramref name="index"/> and all preceeding
|
---|
129 | /// elements in the same group.</returns>
|
---|
130 | public IEnumerable<int> GetGroupBackward(int index) {
|
---|
131 | yield return index;
|
---|
132 | var next = array[index];
|
---|
133 | // return preceding elements in group
|
---|
134 | for (var prev = index - 1; prev >= 0; prev--) {
|
---|
135 | if (array[prev] != next) continue;
|
---|
136 | next = prev;
|
---|
137 | yield return next;
|
---|
138 | }
|
---|
139 | }
|
---|
140 |
|
---|
141 | /// <summary>
|
---|
142 | /// This method translates an enumeration of groups into the underlying
|
---|
143 | /// array representation.
|
---|
144 | /// </summary>
|
---|
145 | /// <remarks>
|
---|
146 | /// Throws an ArgumentException when there is an element assigned to
|
---|
147 | /// multiple groups or elements that are not assigned to any group.
|
---|
148 | /// </remarks>
|
---|
149 | /// <param name="grouping">The grouping of the elements, each element must
|
---|
150 | /// be part of exactly one group.</param>
|
---|
151 | public void SetGroups(IEnumerable<IEnumerable<int>> grouping) {
|
---|
152 | var len = array.Length;
|
---|
153 | var remaining = new HashSet<int>(Enumerable.Range(0, len));
|
---|
154 | foreach (var group in grouping) {
|
---|
155 | var prev = -1;
|
---|
156 | foreach (var g in group.OrderBy(x => x)) {
|
---|
157 | if (prev >= 0) array[prev] = g;
|
---|
158 | prev = g;
|
---|
159 | if (!remaining.Remove(prev))
|
---|
160 | throw new ArgumentException(string.Format("Element {0} is contained at least twice.", prev), "grouping");
|
---|
161 | }
|
---|
162 | if (prev >= 0) array[prev] = prev;
|
---|
163 | }
|
---|
164 | if (remaining.Count > 0)
|
---|
165 | throw new ArgumentException(string.Format("Elements are not assigned a group: {0}", string.Join(", ", remaining)));
|
---|
166 | }
|
---|
167 |
|
---|
168 | /// <summary>
|
---|
169 | /// Performs a check whether the array represents a valid LLE encoding.
|
---|
170 | /// </summary>
|
---|
171 | /// <remarks>
|
---|
172 | /// The runtime complexity of this method is O(n) where n is the length of
|
---|
173 | /// the array.
|
---|
174 | /// </remarks>
|
---|
175 | /// <returns>True if the encoding is valid.</returns>
|
---|
176 | public bool Validate() {
|
---|
177 | var len = array.Length;
|
---|
178 | var remaining = new HashSet<int>(Enumerable.Range(0, len));
|
---|
179 | for (var i = 0; i < len; i++) {
|
---|
180 | if (!remaining.Contains(i)) continue;
|
---|
181 | remaining.Remove(i);
|
---|
182 | var next = array[i];
|
---|
183 | if (next == i) continue;
|
---|
184 | int prev;
|
---|
185 | do {
|
---|
186 | if (!remaining.Remove(next)) return false;
|
---|
187 | prev = next;
|
---|
188 | next = array[next];
|
---|
189 | } while (next != prev);
|
---|
190 | }
|
---|
191 | return remaining.Count == 0;
|
---|
192 | }
|
---|
193 |
|
---|
194 | /// <summary>
|
---|
195 | /// This method flattens tree structures that may be present in groups.
|
---|
196 | /// These tree structures may be created by e.g. merging two groups by
|
---|
197 | /// linking one end node to the end node of another.
|
---|
198 | /// Consider following 1-based index array: 6, 6, 7, 5, 5, 8, 8, 8, 9.
|
---|
199 | /// This results in the following tree structure for group 8:
|
---|
200 | /// 8
|
---|
201 | /// / \
|
---|
202 | /// 6 7
|
---|
203 | /// / \ |
|
---|
204 | /// 1 2 3
|
---|
205 | /// After this operation the array will be 2, 3, 6, 5, 5, 7, 8, 8, 9.
|
---|
206 | /// Representing a tree with one branch: 1 -> 2 -> 3 -> 6 -> 7 -> 8
|
---|
207 | /// </summary>
|
---|
208 | /// <remarks>
|
---|
209 | /// The method first converts the array to LLE-e format and then
|
---|
210 | /// linearizes the links. This requires two passes of the whole array
|
---|
211 | /// as well as a dictionary to hold the smallest index of each group.
|
---|
212 | /// The runtime complexity is O(n).
|
---|
213 | ///
|
---|
214 | /// The method assumes that there are no back links present.
|
---|
215 | /// </remarks>
|
---|
216 | public void LinearizeTreeStructures() {
|
---|
217 | // Step 1: Convert the array into LLE-e
|
---|
218 | ToLLEeInplace(array);
|
---|
219 | // Step 2: For all groups linearize the links
|
---|
220 | FromLLEe(array);
|
---|
221 | }
|
---|
222 |
|
---|
223 | /// <summary>
|
---|
224 | /// Creates a copy of the underlying array and turns it into LLE-e.
|
---|
225 | /// </summary>
|
---|
226 | /// <remarks>
|
---|
227 | /// LLE-e is a special format where each element points to the
|
---|
228 | /// ending item of a group.
|
---|
229 | /// The LLE representation 2, 3, 5, 6, 5, 7, 8, 8 would become
|
---|
230 | /// 5, 5, 5, 8, 5, 8, 8, 8 in LLE-e.
|
---|
231 | ///
|
---|
232 | /// This operation runs in O(n) time.
|
---|
233 | /// </remarks>
|
---|
234 | /// <returns>An integer array in LLE-e representation</returns>
|
---|
235 | public int[] ToLLEe() {
|
---|
236 | var result = (int[])array.Clone();
|
---|
237 | ToLLEeInplace(result);
|
---|
238 | return result;
|
---|
239 | }
|
---|
240 |
|
---|
241 | private void ToLLEeInplace(int[] a) {
|
---|
242 | var length = a.Length;
|
---|
243 | for (var i = length - 1; i >= 0; i--) {
|
---|
244 | if (array[i] == i) a[i] = i;
|
---|
245 | else a[i] = a[a[i]];
|
---|
246 | }
|
---|
247 | }
|
---|
248 |
|
---|
249 | /// <summary>
|
---|
250 | /// Parses an LLE-e representation and modifies the underlying array
|
---|
251 | /// so that it is in LLE representation.
|
---|
252 | /// </summary>
|
---|
253 | /// <remarks>
|
---|
254 | /// This operation runs in O(n) time, but requires additional memory
|
---|
255 | /// in form of a dictionary.
|
---|
256 | /// </remarks>
|
---|
257 | /// <param name="llee">The LLE-e representation</param>
|
---|
258 | public void FromLLEe(int[] llee) {
|
---|
259 | var length = array.Length;
|
---|
260 | var groups = new Dictionary<int, int>();
|
---|
261 | for (var i = length - 1; i >= 0; i--) {
|
---|
262 | if (llee[i] == i) {
|
---|
263 | array[i] = i;
|
---|
264 | groups[i] = i;
|
---|
265 | } else {
|
---|
266 | var g = llee[i];
|
---|
267 | array[i] = groups[g];
|
---|
268 | groups[g] = i;
|
---|
269 | }
|
---|
270 | }
|
---|
271 | }
|
---|
272 | }
|
---|
273 | }
|
---|