1 | /* |
---|
2 | * This program is free software; you can redistribute it and/or modify |
---|
3 | * it under the terms of the GNU General Public License as published by |
---|
4 | * the Free Software Foundation; either version 2 of the License, or |
---|
5 | * (at your option) any later version. |
---|
6 | * |
---|
7 | * This program is distributed in the hope that it will be useful, |
---|
8 | * but WITHOUT ANY WARRANTY; without even the implied warranty of |
---|
9 | * MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the |
---|
10 | * GNU General Public License for more details. |
---|
11 | * |
---|
12 | * You should have received a copy of the GNU General Public License |
---|
13 | * along with this program; if not, write to the Free Software |
---|
14 | * Foundation, Inc., 675 Mass Ave, Cambridge, MA 02139, USA. |
---|
15 | */ |
---|
16 | |
---|
17 | /** |
---|
18 | * KStarCache.java |
---|
19 | * Copyright (C) 1995 University of Waikato |
---|
20 | * Java port to Weka by Abdelaziz Mahoui (am14@cs.waikato.ac.nz). |
---|
21 | * |
---|
22 | */ |
---|
23 | |
---|
24 | |
---|
25 | package weka.classifiers.lazy.kstar; |
---|
26 | |
---|
27 | import weka.core.RevisionHandler; |
---|
28 | import weka.core.RevisionUtils; |
---|
29 | |
---|
30 | import java.io.Serializable; |
---|
31 | |
---|
32 | /** |
---|
33 | * A class representing the caching system used to keep track of each attribute |
---|
34 | * value and its corresponding scale factor or stop parameter. |
---|
35 | * |
---|
36 | * @author Len Trigg (len@reeltwo.com) |
---|
37 | * @author Abdelaziz Mahoui (am14@cs.waikato.ac.nz) |
---|
38 | * @version $Revision: 1.11 $ |
---|
39 | */ |
---|
40 | public class KStarCache |
---|
41 | implements Serializable, RevisionHandler { |
---|
42 | |
---|
43 | /** for serialization */ |
---|
44 | private static final long serialVersionUID = -7693632394267140678L; |
---|
45 | |
---|
46 | /** |
---|
47 | * cache table |
---|
48 | */ |
---|
49 | CacheTable m_Cache = new CacheTable(); |
---|
50 | |
---|
51 | /** |
---|
52 | * Stores the specified values in the cahce table for easy retrieval. |
---|
53 | * |
---|
54 | * @param key attribute value used key to lookup the cache table. |
---|
55 | * @param value cache parameter: attribute scale/stop parameter. |
---|
56 | * @param pmiss cache parameter: transformation probability to |
---|
57 | * attribute with missing value. |
---|
58 | */ |
---|
59 | public void store(double key, double value, double pmiss) { |
---|
60 | if ( !m_Cache.containsKey(key) ) { |
---|
61 | m_Cache.insert(key, value, pmiss); |
---|
62 | } |
---|
63 | } |
---|
64 | |
---|
65 | /** |
---|
66 | * Checks if the specified key maps with an entry in the cache table |
---|
67 | * |
---|
68 | * @param key the key to map with an entry in the hashtable. |
---|
69 | */ |
---|
70 | public boolean containsKey(double key) { |
---|
71 | if ( m_Cache.containsKey(key) ) { |
---|
72 | return true; |
---|
73 | } |
---|
74 | return false; |
---|
75 | } |
---|
76 | |
---|
77 | /** |
---|
78 | * Returns the values in the cache mapped by the specified key |
---|
79 | * |
---|
80 | * @param key the key used to retrieve the table entry. |
---|
81 | */ |
---|
82 | public TableEntry getCacheValues( double key ) { |
---|
83 | if ( m_Cache.containsKey(key) ) { |
---|
84 | return m_Cache.getEntry(key); |
---|
85 | } |
---|
86 | return null; |
---|
87 | } |
---|
88 | |
---|
89 | /** |
---|
90 | * A custom hashtable class to support the caching system. |
---|
91 | * |
---|
92 | */ |
---|
93 | public class CacheTable |
---|
94 | implements Serializable, RevisionHandler { |
---|
95 | |
---|
96 | /** for serialization */ |
---|
97 | private static final long serialVersionUID = -8086106452588253423L; |
---|
98 | |
---|
99 | /** The hash table data. */ |
---|
100 | private TableEntry [] m_Table; |
---|
101 | |
---|
102 | /** The total number of entries in the hash table. */ |
---|
103 | private int m_Count; |
---|
104 | |
---|
105 | /** Rehashes the table when count exceeds this threshold. */ |
---|
106 | private int m_Threshold; |
---|
107 | |
---|
108 | /** The load factor for the hashtable. */ |
---|
109 | private float m_LoadFactor; |
---|
110 | |
---|
111 | /** The default size of the hashtable */ |
---|
112 | private final int DEFAULT_TABLE_SIZE = 101; |
---|
113 | |
---|
114 | /** The default load factor for the hashtable */ |
---|
115 | private final float DEFAULT_LOAD_FACTOR = 0.75f; |
---|
116 | |
---|
117 | // private final float DEFAULT_LOAD_FACTOR = 0.5f; |
---|
118 | /** Accuracy value for equality */ |
---|
119 | private final double EPSILON = 1.0E-5; |
---|
120 | |
---|
121 | /** |
---|
122 | * Constructs a new hashtable with a default capacity and load factor. |
---|
123 | */ |
---|
124 | public CacheTable(int size, float loadFactor) { |
---|
125 | m_Table = new TableEntry[size]; |
---|
126 | m_LoadFactor = loadFactor; |
---|
127 | m_Threshold = (int)(size * loadFactor); |
---|
128 | m_Count = 0; |
---|
129 | } |
---|
130 | |
---|
131 | /** |
---|
132 | * Constructs a new hashtable with a default capacity and load factor. |
---|
133 | */ |
---|
134 | public CacheTable() { |
---|
135 | this(101, 0.75f); |
---|
136 | } |
---|
137 | |
---|
138 | /** |
---|
139 | * Tests if the specified double is a key in this hashtable. |
---|
140 | */ |
---|
141 | public boolean containsKey(double key) { |
---|
142 | TableEntry [] table = m_Table; |
---|
143 | int hash = hashCode(key); |
---|
144 | int index = (hash & 0x7FFFFFFF) % table.length; |
---|
145 | for (TableEntry e = table[index] ; e != null ; e = e.next) { |
---|
146 | if ((e.hash == hash) && (Math.abs(e.key - key) < EPSILON)) { |
---|
147 | return true; |
---|
148 | } |
---|
149 | } |
---|
150 | return false; |
---|
151 | } |
---|
152 | |
---|
153 | /** |
---|
154 | * Inserts a new entry in the hashtable using the specified key. |
---|
155 | * If the key already exist in the hashtable, do nothing. |
---|
156 | */ |
---|
157 | public void insert(double key, double value, double pmiss) { |
---|
158 | // Makes sure the key is not already in the hashtable. |
---|
159 | TableEntry e, ne; |
---|
160 | TableEntry [] table = m_Table; |
---|
161 | int hash = hashCode(key); |
---|
162 | int index = (hash & 0x7FFFFFFF) % table.length; |
---|
163 | // start looking along the chain |
---|
164 | for (e = table[index] ; e != null ; e = e.next) { |
---|
165 | if ((e.hash == hash) && (Math.abs(e.key - key) < EPSILON)) { |
---|
166 | return; |
---|
167 | } |
---|
168 | } |
---|
169 | // At this point, key is not in table. |
---|
170 | // Creates a new entry. |
---|
171 | ne = new TableEntry( hash, key, value, pmiss, table[index] ); |
---|
172 | // Put entry at the head of the chain. |
---|
173 | table[index] = ne; |
---|
174 | m_Count++; |
---|
175 | // Rehash the table if the threshold is exceeded |
---|
176 | if (m_Count >= m_Threshold) { |
---|
177 | rehash(); |
---|
178 | } |
---|
179 | } |
---|
180 | |
---|
181 | /** |
---|
182 | * Returns the table entry to which the specified key is mapped in |
---|
183 | * this hashtable. |
---|
184 | * @return a table entry. |
---|
185 | */ |
---|
186 | public TableEntry getEntry(double key) { |
---|
187 | TableEntry [] table = m_Table; |
---|
188 | int hash = hashCode(key); |
---|
189 | int index = (hash & 0x7FFFFFFF) % table.length; |
---|
190 | for (TableEntry e = table[index] ; e != null ; e = e.next) { |
---|
191 | if ((e.hash == hash) && (Math.abs(e.key - key) < EPSILON)) { |
---|
192 | return e; |
---|
193 | } |
---|
194 | } |
---|
195 | return null; |
---|
196 | } |
---|
197 | |
---|
198 | /** |
---|
199 | * Returns the number of keys in this hashtable. |
---|
200 | * @return the number of keys in this hashtable. |
---|
201 | */ |
---|
202 | public int size() { |
---|
203 | return m_Count; |
---|
204 | } |
---|
205 | |
---|
206 | /** |
---|
207 | * Tests if this hashtable maps no keys to values. |
---|
208 | * @return true if this hastable maps no keys to values. |
---|
209 | */ |
---|
210 | public boolean isEmpty() { |
---|
211 | return m_Count == 0; |
---|
212 | } |
---|
213 | |
---|
214 | /** |
---|
215 | * Clears this hashtable so that it contains no keys. |
---|
216 | */ |
---|
217 | public void clear() { |
---|
218 | TableEntry table[] = m_Table; |
---|
219 | for (int index = table.length; --index >= 0; ) { |
---|
220 | table[index] = null; |
---|
221 | } |
---|
222 | m_Count = 0; |
---|
223 | } |
---|
224 | |
---|
225 | /** |
---|
226 | * Rehashes the contents of the hashtable into a hashtable with a |
---|
227 | * larger capacity. This method is called automatically when the |
---|
228 | * number of keys in the hashtable exceeds this hashtable's capacity |
---|
229 | * and load factor. |
---|
230 | */ |
---|
231 | private void rehash() { |
---|
232 | int oldCapacity = m_Table.length; |
---|
233 | TableEntry [] oldTable = m_Table; |
---|
234 | int newCapacity = oldCapacity * 2 + 1; |
---|
235 | TableEntry [] newTable = new TableEntry[newCapacity]; |
---|
236 | m_Threshold = (int)(newCapacity * m_LoadFactor); |
---|
237 | m_Table = newTable; |
---|
238 | TableEntry e, old; |
---|
239 | for (int i = oldCapacity ; i-- > 0 ;) { |
---|
240 | for (old = oldTable[i] ; old != null ; ) { |
---|
241 | e = old; |
---|
242 | old = old.next; |
---|
243 | int index = (e.hash & 0x7FFFFFFF) % newCapacity; |
---|
244 | e.next = newTable[index]; |
---|
245 | newTable[index] = e; |
---|
246 | } |
---|
247 | } |
---|
248 | } |
---|
249 | |
---|
250 | /** |
---|
251 | * Returns the hash code of the specified double. |
---|
252 | * @return the hash code of the specified double. |
---|
253 | */ |
---|
254 | private int hashCode(double key) { |
---|
255 | long bits = Double.doubleToLongBits(key); |
---|
256 | return (int)(bits ^ (bits >> 32)); |
---|
257 | } |
---|
258 | |
---|
259 | /** |
---|
260 | * Returns the revision string. |
---|
261 | * |
---|
262 | * @return the revision |
---|
263 | */ |
---|
264 | public String getRevision() { |
---|
265 | return RevisionUtils.extract("$Revision: 1.11 $"); |
---|
266 | } |
---|
267 | } // CacheTable |
---|
268 | |
---|
269 | /** |
---|
270 | * Hashtable collision list. |
---|
271 | */ |
---|
272 | public class TableEntry |
---|
273 | implements Serializable, RevisionHandler { |
---|
274 | |
---|
275 | /** for serialization */ |
---|
276 | private static final long serialVersionUID = 4057602386766259138L; |
---|
277 | |
---|
278 | /** attribute value hash code */ |
---|
279 | public int hash; |
---|
280 | |
---|
281 | /** attribute value */ |
---|
282 | public double key; |
---|
283 | |
---|
284 | /** scale factor or stop parameter */ |
---|
285 | public double value; |
---|
286 | |
---|
287 | /** transformation probability to missing value */ |
---|
288 | public double pmiss; |
---|
289 | |
---|
290 | /** next table entry (separate chaining) */ |
---|
291 | public TableEntry next = null; |
---|
292 | |
---|
293 | /** Constructor */ |
---|
294 | public TableEntry(int hash, double key, double value, |
---|
295 | double pmiss, TableEntry next) { |
---|
296 | this.hash = hash; |
---|
297 | this.key = key; |
---|
298 | this.value = value; |
---|
299 | this.pmiss = pmiss; |
---|
300 | this.next = next; |
---|
301 | } |
---|
302 | |
---|
303 | /** |
---|
304 | * Returns the revision string. |
---|
305 | * |
---|
306 | * @return the revision |
---|
307 | */ |
---|
308 | public String getRevision() { |
---|
309 | return RevisionUtils.extract("$Revision: 1.11 $"); |
---|
310 | } |
---|
311 | } // TableEntry |
---|
312 | |
---|
313 | /** |
---|
314 | * Returns the revision string. |
---|
315 | * |
---|
316 | * @return the revision |
---|
317 | */ |
---|
318 | public String getRevision() { |
---|
319 | return RevisionUtils.extract("$Revision: 1.11 $"); |
---|
320 | } |
---|
321 | |
---|
322 | } // Cache |
---|