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package org.apache.lucene.index.memory;
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/**
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* Copyright 2005 The Apache Software Foundation
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*
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* Licensed under the Apache License, Version 2.0 (the "License");
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* you may not use this file except in compliance with the License.
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* You may obtain a copy of the License at
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*
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* http://www.apache.org/licenses/LICENSE-2.0
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*
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* Unless required by applicable law or agreed to in writing, software
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* distributed under the License is distributed on an "AS IS" BASIS,
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* WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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* See the License for the specific language governing permissions and
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* limitations under the License.
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*/
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import java.io.IOException;
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import java.io.InputStream;
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import java.nio.ByteBuffer;
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import java.nio.charset.Charset;
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import java.util.ArrayList;
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import java.util.Arrays;
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import java.util.HashMap;
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import java.util.Iterator;
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import java.util.Map;
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import java.util.TreeMap;
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import java.util.TreeSet;
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/**
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* Loads the <a target="_blank"
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* href="http://www.cogsci.princeton.edu/~wn/">WordNet </a> prolog file <a
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* href="http://www.cogsci.princeton.edu/2.0/WNprolog-2.0.tar.gz">wn_s.pl </a>
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* into a thread-safe main-memory hash map that can be used for fast
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* high-frequncy lookups of synonyms for any given (lowercase) word string.
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* <p>
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* There holds: If B is a synonym for A (A -> B) then A is also a synonym for B (B -> A).
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* There does not necessary hold: A -> B, B -> C then A -> C.
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* <p>
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* Loading typically takes some 1.5 secs, so should be done only once per
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* (server) program execution, using a singleton pattern. Once loaded, a
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* synonym lookup via {@link #getSynonyms(String)}takes constant time O(1).
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* A loaded default synonym map consumes about 10 MB main memory.
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* An instance is immutable, hence thread-safe.
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* <p>
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* This implementation borrows some ideas from the Lucene Syns2Index demo that
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* Dave Spencer originally contributed to Lucene. Dave's approach
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* involved a persistent Lucene index which is suitable for occasional
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* lookups or very large synonym tables, but considered unsuitable for
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* high-frequency lookups of medium size synonym tables.
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* <p>
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* Example Usage:
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* <pre>
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* String[] words = new String[] { "hard", "woods", "forest", "wolfish", "xxxx"};
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* SynonymMap map = new SynonymMap(new FileInputStream("samples/fulltext/wn_s.pl"));
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* for (int i = 0; i < words.length; i++) {
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* String[] synonyms = map.getSynonyms(words[i]);
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* System.out.println(words[i] + ":" + java.util.Arrays.asList(synonyms).toString());
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* }
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*
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* Example output:
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* hard:[arduous, backbreaking, difficult, fermented, firmly, grueling, gruelling, heavily, heavy, intemperately, knockout, laborious, punishing, severe, severely, strong, toilsome, tough]
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* woods:[forest, wood]
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* forest:[afforest, timber, timberland, wood, woodland, woods]
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* wolfish:[edacious, esurient, rapacious, ravening, ravenous, voracious, wolflike]
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* xxxx:[]
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* </pre>
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*
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* @author whoschek.AT.lbl.DOT.gov
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* @see <a target="_blank"
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* href="http://www.cogsci.princeton.edu/~wn/man/prologdb.5WN.html">prologdb
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* man page </a>
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* @see <a target="_blank" href="http://www.hostmon.com/rfc/advanced.jsp">Dave's synonym demo site</a>
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*/
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public class SynonymMap {
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/** the index data; Map<String word, String[] synonyms> */
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private final HashMap table;
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private static final String[] EMPTY = new String[0];
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private static final boolean DEBUG = false;
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/**
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* Constructs an instance, loading WordNet synonym data from the given input
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* stream. Finally closes the stream. The words in the stream must be in
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* UTF-8 or a compatible subset (for example ASCII, MacRoman, etc.).
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*
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* @param input
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* the stream to read from (null indicates an empty synonym map)
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* @throws IOException
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* if an error occured while reading the stream.
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*/
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public SynonymMap(InputStream input) throws IOException {
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this.table = input == null ? new HashMap(0) : read(toByteArray(input));
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}
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/**
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* Returns the synonym set for the given word, sorted ascending.
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*
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* @param word
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* the word to lookup (must be in lowercase).
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* @return the synonyms; a set of zero or more words, sorted ascending, each
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* word containing lowercase characters that satisfy
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* <code>Character.isLetter()</code>.
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*/
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public String[] getSynonyms(String word) {
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Object syns = table.get(word);
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if (syns == null) return EMPTY;
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if (syns instanceof String) return new String[] {(String) syns};
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String[] synonyms = (String[]) syns;
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String[] copy = new String[synonyms.length]; // copy for guaranteed immutability
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System.arraycopy(synonyms, 0, copy, 0, synonyms.length);
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return copy;
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}
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/** Returns a String representation of the index data for debugging purposes. */
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public String toString() {
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StringBuffer buf = new StringBuffer();
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Iterator iter = new TreeMap(table).keySet().iterator();
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int count = 0;
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int f0 = 0;
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int f1 = 0;
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int f2 = 0;
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int f3 = 0;
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while (iter.hasNext()) {
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String word = (String) iter.next();
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buf.append(word + ":");
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String[] synonyms = getSynonyms(word);
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buf.append(Arrays.asList(synonyms));
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buf.append("\n");
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count += synonyms.length;
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if (synonyms.length == 0) f0++;
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if (synonyms.length == 1) f1++;
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if (synonyms.length == 2) f2++;
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if (synonyms.length == 3) f3++;
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}
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buf.append("\n\nkeys=" + table.size() + ", synonyms=" + count + ", f0=" + f0 +", f1=" + f1 + ", f2=" + f2 + ", f3=" + f3);
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return buf.toString();
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}
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/**
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* Analyzes/transforms the given word on input stream loading. This default implementation simply
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* lowercases the word. Override this method with a custom stemming
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* algorithm or similar, if desired.
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*
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* @param word
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* the word to analyze
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* @return the same word, or a different word (or null to indicate that the
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* word should be ignored)
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*/
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protected String analyze(String word) {
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return word.toLowerCase();
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}
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private static boolean isValid(String str) {
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for (int i=str.length(); --i >= 0; ) {
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if (!Character.isLetter(str.charAt(i))) return false;
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}
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return true;
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}
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private HashMap read(byte[] data) {
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int WORDS = (int) (76401 / 0.7); // presizing
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int GROUPS = (int) (88022 / 0.7); // presizing
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HashMap word2Groups = new HashMap(WORDS); // Map<String word, int[] groups>
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HashMap group2Words = new HashMap(GROUPS); // Map<int group, String[] words>
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HashMap internedWords = new HashMap(WORDS);// Map<String word, String word>
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Charset charset = Charset.forName("UTF-8");
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int lastNum = -1;
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Integer lastGroup = null;
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int len = data.length;
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int i=0;
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while (i < len) { // until EOF
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/* Part A: Parse a line */
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// scan to beginning of group
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while (i < len && data[i] != '(') i++;
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if (i >= len) break; // EOF
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i++;
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// parse group
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int num = 0;
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while (i < len && data[i] != ',') {
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num = 10*num + (data[i] - 48);
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i++;
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}
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i++;
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// if (DEBUG) System.err.println("num="+ num);
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// scan to beginning of word
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while (i < len && data[i] != '\'') i++;
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i++;
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// scan to end of word
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int start = i;
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do {
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while (i < len && data[i] != '\'') i++;
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i++;
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} while (i < len && data[i] != ','); // word must end with "',"
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if (i >= len) break; // EOF
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String word = charset.decode(ByteBuffer.wrap(data, start, i-start-1)).toString();
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// String word = new String(data, 0, start, i-start-1); // ASCII
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/*
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* Part B: ignore phrases (with spaces and hyphens) and
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* non-alphabetic words, and let user customize word (e.g. do some
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* stemming)
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*/
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if (!isValid(word)) continue; // ignore
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word = analyze(word);
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if (word == null || word.length() == 0) continue; // ignore
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/* Part C: Add (group,word) to tables */
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// ensure compact string representation, minimizing memory overhead
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String w = (String) internedWords.get(word);
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if (w == null) {
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word = new String(word); // ensure compact string
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internedWords.put(word, word);
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} else {
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word = w;
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}
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Integer group = lastGroup;
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if (num != lastNum) {
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group = new Integer(num);
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lastGroup = group;
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lastNum = num;
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}
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// add word --> group
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ArrayList groups = (ArrayList) word2Groups.get(word);
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if (groups == null) {
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groups = new ArrayList(1);
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word2Groups.put(word, groups);
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}
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groups.add(group);
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// add group --> word
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ArrayList words = (ArrayList) group2Words.get(group);
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if (words == null) {
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words = new ArrayList(1);
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group2Words.put(group, words);
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}
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words.add(word);
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}
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/* Part D: compute index data structure */
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HashMap word2Syns = createIndex(word2Groups, group2Words);
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/* Part E: minimize memory consumption by a factor 3 (or so) */
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// if (true) return word2Syns;
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word2Groups = null; // help gc
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group2Words = null; // help gc
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return optimize(word2Syns, internedWords);
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}
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private HashMap createIndex(Map word2Groups, Map group2Words) {
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HashMap word2Syns = new HashMap();
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Iterator iter = word2Groups.entrySet().iterator();
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while (iter.hasNext()) { // for each word
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Map.Entry entry = (Map.Entry) iter.next();
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ArrayList group = (ArrayList) entry.getValue();
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String word = (String) entry.getKey();
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// HashSet synonyms = new HashSet();
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TreeSet synonyms = new TreeSet();
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for (int i=group.size(); --i >= 0; ) { // for each groupID of word
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ArrayList words = (ArrayList) group2Words.get(group.get(i));
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for (int j=words.size(); --j >= 0; ) { // add all words
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Object synonym = words.get(j); // note that w and word are interned
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if (synonym != word) { // a word is implicitly it's own synonym
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synonyms.add(synonym);
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}
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}
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}
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int size = synonyms.size();
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if (size > 0) {
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String[] syns = new String[size];
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if (size == 1)
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syns[0] = (String) synonyms.first();
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else
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synonyms.toArray(syns);
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// if (syns.length > 1) Arrays.sort(syns);
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// if (DEBUG) System.err.println("word=" + word + ":" + Arrays.asList(syns));
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word2Syns.put(word, syns);
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}
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}
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return word2Syns;
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}
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private HashMap optimize(HashMap word2Syns, HashMap internedWords) {
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if (DEBUG) {
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System.err.println("before gc");
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for (int i=0; i < 10; i++) System.gc();
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System.err.println("after gc");
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}
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// collect entries
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int len = 0;
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int size = word2Syns.size();
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String[][] allSynonyms = new String[size][];
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String[] words = new String[size];
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Iterator iter = word2Syns.entrySet().iterator();
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for (int j=0; j < size; j++) {
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Map.Entry entry = (Map.Entry) iter.next();
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allSynonyms[j] = (String[]) entry.getValue();
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words[j] = (String) entry.getKey();
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len += words[j].length();
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}
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// assemble large string containing all words
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StringBuffer buf = new StringBuffer(len);
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for (int j=0; j < size; j++) buf.append(words[j]);
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String allWords = new String(buf.toString()); // ensure compact string across JDK versions
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buf = null;
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// intern words at app level via memory-overlaid substrings
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for (int p=0, j=0; j < size; j++) {
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String word = words[j];
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internedWords.put(word, allWords.substring(p, p + word.length()));
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p += word.length();
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}
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// replace words with interned words
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for (int j=0; j < size; j++) {
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String[] syns = allSynonyms[j];
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for (int k=syns.length; --k >= 0; ) {
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syns[k] = (String) internedWords.get(syns[k]);
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}
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Object replacement = syns;
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if (syns.length == 1) replacement = syns[0]; // minimize memory consumption some more
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word2Syns.remove(words[j]);
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word2Syns.put(internedWords.get(words[j]), replacement);
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}
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if (DEBUG) {
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words = null;
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allSynonyms = null;
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internedWords = null;
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allWords = null;
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System.err.println("before gc");
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for (int i=0; i < 10; i++) System.gc();
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System.err.println("after gc");
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}
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return word2Syns;
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}
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// the following utility methods below are copied from Apache style Nux library - see http://dsd.lbl.gov/nux
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private static byte[] toByteArray(InputStream input) throws IOException {
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try {
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// safe and fast even if input.available() behaves weird or buggy
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int len = Math.max(256, input.available());
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byte[] buffer = new byte[len];
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byte[] output = new byte[len];
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||||||
|
len = 0;
|
||||||
|
int n;
|
||||||
|
while ((n = input.read(buffer)) >= 0) {
|
||||||
|
if (len + n > output.length) { // grow capacity
|
||||||
|
byte tmp[] = new byte[Math.max(output.length << 1, len + n)];
|
||||||
|
System.arraycopy(output, 0, tmp, 0, len);
|
||||||
|
System.arraycopy(buffer, 0, tmp, len, n);
|
||||||
|
buffer = output; // use larger buffer for future larger bulk reads
|
||||||
|
output = tmp;
|
||||||
|
} else {
|
||||||
|
System.arraycopy(buffer, 0, output, len, n);
|
||||||
|
}
|
||||||
|
len += n;
|
||||||
|
}
|
||||||
|
|
||||||
|
if (len == output.length) return output;
|
||||||
|
buffer = null; // help gc
|
||||||
|
buffer = new byte[len];
|
||||||
|
System.arraycopy(output, 0, buffer, 0, len);
|
||||||
|
return buffer;
|
||||||
|
} finally {
|
||||||
|
if (input != null) input.close();
|
||||||
|
}
|
||||||
|
}
|
||||||
|
|
||||||
|
}
|
|
@ -0,0 +1,134 @@
|
||||||
|
package org.apache.lucene.index.memory;
|
||||||
|
|
||||||
|
/**
|
||||||
|
* Copyright 2005 The Apache Software Foundation
|
||||||
|
*
|
||||||
|
* Licensed under the Apache License, Version 2.0 (the "License");
|
||||||
|
* you may not use this file except in compliance with the License.
|
||||||
|
* You may obtain a copy of the License at
|
||||||
|
*
|
||||||
|
* http://www.apache.org/licenses/LICENSE-2.0
|
||||||
|
*
|
||||||
|
* Unless required by applicable law or agreed to in writing, software
|
||||||
|
* distributed under the License is distributed on an "AS IS" BASIS,
|
||||||
|
* WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
|
||||||
|
* See the License for the specific language governing permissions and
|
||||||
|
* limitations under the License.
|
||||||
|
*/
|
||||||
|
|
||||||
|
import java.io.IOException;
|
||||||
|
|
||||||
|
import org.apache.lucene.analysis.Token;
|
||||||
|
import org.apache.lucene.analysis.TokenFilter;
|
||||||
|
import org.apache.lucene.analysis.TokenStream;
|
||||||
|
|
||||||
|
/**
|
||||||
|
* Injects additional tokens for synonyms of token terms fetched from the
|
||||||
|
* underlying child stream; the child stream must deliver lowercase tokens
|
||||||
|
* for synonyms to be found.
|
||||||
|
*
|
||||||
|
* @author whoschek.AT.lbl.DOT.gov
|
||||||
|
*/
|
||||||
|
public class SynonymTokenFilter extends TokenFilter {
|
||||||
|
|
||||||
|
/** The Token.type used to indicate a synonym to higher level filters. */
|
||||||
|
public static final String SYNONYM_TOKEN_TYPE = "SYNONYM";
|
||||||
|
|
||||||
|
private final SynonymMap synonyms;
|
||||||
|
private final int maxSynonyms;
|
||||||
|
|
||||||
|
private String[] stack = null;
|
||||||
|
private int index = 0;
|
||||||
|
private Token current = null;
|
||||||
|
private int todo = 0;
|
||||||
|
|
||||||
|
/**
|
||||||
|
* Creates an instance for the given underlying stream and synonym table.
|
||||||
|
*
|
||||||
|
* @param input
|
||||||
|
* the underlying child token stream
|
||||||
|
* @param synonyms
|
||||||
|
* the map used to extract synonyms for terms
|
||||||
|
* @param maxSynonyms
|
||||||
|
* the maximum number of synonym tokens to return per underlying
|
||||||
|
* token word (a value of Integer.MAX_VALUE indicates unlimited)
|
||||||
|
*/
|
||||||
|
public SynonymTokenFilter(TokenStream input, SynonymMap synonyms, int maxSynonyms) {
|
||||||
|
super(input);
|
||||||
|
if (input == null)
|
||||||
|
throw new IllegalArgumentException("input must not be null");
|
||||||
|
if (synonyms == null)
|
||||||
|
throw new IllegalArgumentException("synonyms must not be null");
|
||||||
|
if (maxSynonyms < 0)
|
||||||
|
throw new IllegalArgumentException("maxSynonyms must not be negative");
|
||||||
|
|
||||||
|
this.synonyms = synonyms;
|
||||||
|
this.maxSynonyms = maxSynonyms;
|
||||||
|
}
|
||||||
|
|
||||||
|
/** Returns the next token in the stream, or null at EOS. */
|
||||||
|
public Token next() throws IOException {
|
||||||
|
Token token;
|
||||||
|
while (todo > 0 && index < stack.length) { // pop from stack
|
||||||
|
token = createToken(stack[index++], current);
|
||||||
|
if (token != null) {
|
||||||
|
todo--;
|
||||||
|
return token;
|
||||||
|
}
|
||||||
|
}
|
||||||
|
|
||||||
|
token = input.next();
|
||||||
|
if (token == null) return null; // EOS; iterator exhausted
|
||||||
|
|
||||||
|
stack = synonyms.getSynonyms(token.termText()); // push onto stack
|
||||||
|
if (stack.length > maxSynonyms) randomize(stack);
|
||||||
|
index = 0;
|
||||||
|
current = token;
|
||||||
|
todo = maxSynonyms;
|
||||||
|
return token;
|
||||||
|
}
|
||||||
|
|
||||||
|
/**
|
||||||
|
* Creates and returns a token for the given synonym of the current input
|
||||||
|
* token; Override for custom (stateless or stateful) behaviour, if desired.
|
||||||
|
*
|
||||||
|
* @param synonym
|
||||||
|
* a synonym for the current token's term
|
||||||
|
* @param current
|
||||||
|
* the current token from the underlying child stream
|
||||||
|
* @return a new token, or null to indicate that the given synonym should be
|
||||||
|
* ignored
|
||||||
|
*/
|
||||||
|
protected Token createToken(String synonym, Token current) {
|
||||||
|
Token token = new Token(
|
||||||
|
synonym, current.startOffset(), current.endOffset(), SYNONYM_TOKEN_TYPE);
|
||||||
|
token.setPositionIncrement(0);
|
||||||
|
return token;
|
||||||
|
}
|
||||||
|
|
||||||
|
/**
|
||||||
|
* Randomize synonyms to later sample a subset. Uses constant random seed
|
||||||
|
* for reproducability. Uses "DRand", a simple, fast, uniform pseudo-random
|
||||||
|
* number generator with medium statistical quality (multiplicative
|
||||||
|
* congruential method), producing integers in the range [Integer.MIN_VALUE,
|
||||||
|
* Integer.MAX_VALUE].
|
||||||
|
*/
|
||||||
|
private static void randomize(Object[] arr) {
|
||||||
|
int seed = 1234567; // constant
|
||||||
|
int randomState = 4*seed + 1;
|
||||||
|
// Random random = new Random(seed); // unnecessary overhead
|
||||||
|
int len = arr.length;
|
||||||
|
for (int i=0; i < len-1; i++) {
|
||||||
|
randomState *= 0x278DDE6D; // z(i+1)=a*z(i) (mod 2**32)
|
||||||
|
int r = randomState % (len-i);
|
||||||
|
if (r < 0) r = -r; // e.g. -9 % 2 == -1
|
||||||
|
// int r = random.nextInt(len-i);
|
||||||
|
|
||||||
|
// swap arr[i, i+r]
|
||||||
|
Object tmp = arr[i];
|
||||||
|
arr[i] = arr[i + r];
|
||||||
|
arr[i + r] = tmp;
|
||||||
|
}
|
||||||
|
}
|
||||||
|
|
||||||
|
}
|
Loading…
Reference in New Issue