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