mirror of https://github.com/apache/lucene.git
LUCENE-494: Added QueryAutoStopWordAnalyzer in a new query subpackage
git-svn-id: https://svn.apache.org/repos/asf/lucene/java/trunk@619420 13f79535-47bb-0310-9956-ffa450edef68
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@ -62,6 +62,9 @@ New features
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the core Filters to use OpenBitSet instead of java.util.BitSet.
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(Paul Elschot, Michael Busch)
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5. LUCENE-494: Added QueryAutoStopWordAnalyzer to allow for the automatic removal, from a query of frequently occurring terms.
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This Analyzer is not intended for use during indexing. (Mark Harwood via Grant Ingersoll)
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Optimizations
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1. LUCENE-705: When building a compound file, use
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@ -0,0 +1,204 @@
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package org.apache.lucene.analysis.query;
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/**
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* Licensed to the Apache Software Foundation (ASF) under one or more
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* contributor license agreements. See the NOTICE file distributed with
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* this work for additional information regarding copyright ownership.
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* The ASF licenses this file to You under the Apache License, Version 2.0
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* (the "License"); you may not use this file except in compliance with
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* the License. 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 org.apache.lucene.index.IndexReader;
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import org.apache.lucene.index.Term;
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import org.apache.lucene.index.TermEnum;
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import org.apache.lucene.analysis.Analyzer;
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import org.apache.lucene.analysis.TokenStream;
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import org.apache.lucene.analysis.StopFilter;
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import java.io.IOException;
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import java.io.Reader;
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import java.util.*;
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/*
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* An analyzer used primarily at query time to wrap another analyzer and provide a layer of protection
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* which prevents very common words from being passed into queries. For very large indexes the cost
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* of reading TermDocs for a very common word can be high. This analyzer was created after experience with
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* a 38 million doc index which had a term in around 50% of docs and was causing TermQueries for
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* this term to take 2 seconds.
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*
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* Use the various "addStopWords" methods in this class to automate the identification and addition of
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* stop words found in an already existing index.
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*
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*
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*
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*/
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public class QueryAutoStopWordAnalyzer extends Analyzer {
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Analyzer delegate;
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HashMap stopWordsPerField = new HashMap();
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//The default maximum percentage (40%) of index documents which
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//can contain a term, after which the term is considered to be a stop word.
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public static final float defaultMaxDocFreqPercent = 0.4f;
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/**
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* Initializes this analyzer with the Analyzer object that actual produces the tokens
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*
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* @param delegate The choice of analyzer that is used to produce the token stream which needs filtering
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*/
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public QueryAutoStopWordAnalyzer(Analyzer delegate) {
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this.delegate = delegate;
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}
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/**
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* Automatically adds stop words for all fields with terms exceeding the defaultMaxDocFreqPercent
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*
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* @param reader The IndexReader class which will be consulted to identify potential stop words that
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* exceed the required document frequency
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* @return The number of stop words identified.
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* @throws IOException
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*/
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public int addStopWords(IndexReader reader) throws IOException {
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return addStopWords(reader, defaultMaxDocFreqPercent);
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}
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/**
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* Automatically adds stop words for all fields with terms exceeding the maxDocFreqPercent
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*
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* @param reader The IndexReader class which will be consulted to identify potential stop words that
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* exceed the required document frequency
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* @param maxDocFreq The maximum number of index documents which can contain a term, after which
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* the term is considered to be a stop word
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* @return The number of stop words identified.
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* @throws IOException
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*/
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public int addStopWords(IndexReader reader, int maxDocFreq) throws IOException {
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int numStopWords = 0;
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Collection fieldNames = reader.getFieldNames(IndexReader.FieldOption.INDEXED);
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for (Iterator iter = fieldNames.iterator(); iter.hasNext();) {
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String fieldName = (String) iter.next();
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numStopWords += addStopWords(reader, fieldName, maxDocFreq);
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}
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return numStopWords;
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}
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/**
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* Automatically adds stop words for all fields with terms exceeding the maxDocFreqPercent
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*
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* @param reader The IndexReader class which will be consulted to identify potential stop words that
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* exceed the required document frequency
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* @param maxPercentDocs The maximum percentage (between 0.0 and 1.0) of index documents which
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* contain a term, after which the word is considered to be a stop word.
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* @return The number of stop words identified.
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* @throws IOException
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*/
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public int addStopWords(IndexReader reader, float maxPercentDocs) throws IOException {
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int numStopWords = 0;
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Collection fieldNames = reader.getFieldNames(IndexReader.FieldOption.INDEXED);
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for (Iterator iter = fieldNames.iterator(); iter.hasNext();) {
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String fieldName = (String) iter.next();
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numStopWords += addStopWords(reader, fieldName, maxPercentDocs);
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}
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return numStopWords;
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}
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/**
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* Automatically adds stop words for the given field with terms exceeding the maxPercentDocs
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*
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* @param reader The IndexReader class which will be consulted to identify potential stop words that
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* exceed the required document frequency
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* @param fieldName The field for which stopwords will be added
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* @param maxPercentDocs The maximum percentage (between 0.0 and 1.0) of index documents which
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* contain a term, after which the word is considered to be a stop word.
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* @return The number of stop words identified.
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* @throws IOException
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*/
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public int addStopWords(IndexReader reader, String fieldName, float maxPercentDocs) throws IOException {
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return addStopWords(reader, fieldName, (int) (reader.numDocs() * maxPercentDocs));
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}
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/**
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* Automatically adds stop words for the given field with terms exceeding the maxPercentDocs
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*
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* @param reader The IndexReader class which will be consulted to identify potential stop words that
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* exceed the required document frequency
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* @param fieldName The field for which stopwords will be added
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* @param maxDocFreq The maximum number of index documents which
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* can contain a term, after which the term is considered to be a stop word.
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* @return The number of stop words identified.
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* @throws IOException
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*/
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public int addStopWords(IndexReader reader, String fieldName, int maxDocFreq) throws IOException {
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HashSet stopWords = new HashSet();
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String internedFieldName = fieldName.intern();
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TermEnum te = reader.terms(new Term(fieldName, ""));
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Term term = te.term();
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while (term != null) {
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if (term.field() != internedFieldName) {
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break;
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}
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if (te.docFreq() > maxDocFreq) {
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stopWords.add(term.text());
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}
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if (!te.next()) {
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break;
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}
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term = te.term();
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}
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stopWordsPerField.put(fieldName, stopWords);
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return stopWords.size();
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}
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public TokenStream tokenStream(String fieldName, Reader reader) {
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TokenStream result = delegate.tokenStream(fieldName, reader);
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HashSet stopWords = (HashSet) stopWordsPerField.get(fieldName);
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if (stopWords != null) {
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result = new StopFilter(result, stopWords);
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}
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return result;
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}
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/**
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* Provides information on which stop words have been identified for a field
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*
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* @param fieldName The field for which stop words identified in "addStopWords"
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* method calls will be returned
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* @return the stop words identified for a field
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*/
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public String[] getStopWords(String fieldName) {
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String[] result;
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HashSet stopWords = (HashSet) stopWordsPerField.get(fieldName);
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if (stopWords != null) {
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result = (String[]) stopWords.toArray(new String[stopWords.size()]);
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} else {
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result = new String[0];
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}
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return result;
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}
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/**
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* Provides information on which stop words have been identified for all fields
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*
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* @return the stop words (as terms)
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*/
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public Term[] getStopWords() {
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ArrayList allStopWords = new ArrayList();
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for (Iterator iter = stopWordsPerField.keySet().iterator(); iter.hasNext();) {
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String fieldName = (String) iter.next();
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HashSet stopWords = (HashSet) stopWordsPerField.get(fieldName);
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for (Iterator iterator = stopWords.iterator(); iterator.hasNext();) {
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String text = (String) iterator.next();
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allStopWords.add(new Term(fieldName, text));
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}
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}
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return (Term[]) allStopWords.toArray(new Term[allStopWords.size()]);
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}
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}
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@ -0,0 +1,144 @@
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package org.apache.lucene.analysis.query;
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/**
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* Licensed to the Apache Software Foundation (ASF) under one or more
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* contributor license agreements. See the NOTICE file distributed with
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* this work for additional information regarding copyright ownership.
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* The ASF licenses this file to You under the Apache License, Version 2.0
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* (the "License"); you may not use this file except in compliance with
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* the License. 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 junit.framework.TestCase;
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import org.apache.lucene.analysis.Analyzer;
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import org.apache.lucene.analysis.WhitespaceAnalyzer;
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import org.apache.lucene.document.Document;
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import org.apache.lucene.document.Field;
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import org.apache.lucene.index.IndexReader;
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import org.apache.lucene.index.IndexWriter;
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import org.apache.lucene.index.Term;
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import org.apache.lucene.queryParser.ParseException;
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import org.apache.lucene.queryParser.QueryParser;
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import org.apache.lucene.search.Hits;
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import org.apache.lucene.search.IndexSearcher;
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import org.apache.lucene.search.Query;
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import org.apache.lucene.store.RAMDirectory;
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import java.io.IOException;
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public class QueryAutoStopWordAnalyzerTest extends TestCase {
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String variedFieldValues[] = {"the", "quick", "brown", "fox", "jumped", "over", "the", "lazy", "boring", "dog"};
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String repetitiveFieldValues[] = {"boring", "boring", "vaguelyboring"};
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RAMDirectory dir;
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Analyzer appAnalyzer;
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IndexReader reader;
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QueryAutoStopWordAnalyzer protectedAnalyzer;
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protected void setUp() throws Exception {
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super.setUp();
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dir = new RAMDirectory();
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appAnalyzer = new WhitespaceAnalyzer();
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IndexWriter writer = new IndexWriter(dir, appAnalyzer, true, IndexWriter.MaxFieldLength.UNLIMITED);
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int numDocs = 200;
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for (int i = 0; i < numDocs; i++) {
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Document doc = new Document();
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String variedFieldValue = variedFieldValues[i % variedFieldValues.length];
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String repetitiveFieldValue = repetitiveFieldValues[i % repetitiveFieldValues.length];
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doc.add(new Field("variedField", variedFieldValue, Field.Store.YES, Field.Index.TOKENIZED));
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doc.add(new Field("repetitiveField", repetitiveFieldValue, Field.Store.YES, Field.Index.TOKENIZED));
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writer.addDocument(doc);
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}
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writer.close();
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reader = IndexReader.open(dir);
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protectedAnalyzer = new QueryAutoStopWordAnalyzer(appAnalyzer);
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}
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protected void tearDown() throws Exception {
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super.tearDown();
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reader.close();
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}
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//Helper method to query
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private Hits search(Analyzer a, String queryString) throws IOException, ParseException {
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QueryParser qp = new QueryParser("repetitiveField", a);
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Query q = qp.parse(queryString);
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return new IndexSearcher(reader).search(q);
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}
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public void testUninitializedAnalyzer() throws Exception {
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//Note: no calls to "addStopWord"
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String query = "variedField:quick repetitiveField:boring";
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Hits h = search(protectedAnalyzer, query);
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Hits h2 = search(appAnalyzer, query);
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assertEquals("No filtering test", h.length(), h2.length());
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}
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/*
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* Test method for 'org.apache.lucene.analysis.QueryAutoStopWordAnalyzer.addStopWords(IndexReader)'
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*/
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public void testDefaultAddStopWordsIndexReader() throws Exception {
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protectedAnalyzer.addStopWords(reader);
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Hits h = search(protectedAnalyzer, "repetitiveField:boring");
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assertEquals("Default filter should remove all docs", 0, h.length());
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}
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/*
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* Test method for 'org.apache.lucene.analysis.QueryAutoStopWordAnalyzer.addStopWords(IndexReader, int)'
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*/
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public void testAddStopWordsIndexReaderInt() throws Exception {
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protectedAnalyzer.addStopWords(reader, 1f / 2f);
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Hits h = search(protectedAnalyzer, "repetitiveField:boring");
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assertEquals("A filter on terms in > one half of docs remove boring docs", 0, h.length());
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h = search(protectedAnalyzer, "repetitiveField:vaguelyboring");
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assertTrue("A filter on terms in > half of docs should not remove vaguelyBoring docs", h.length() > 1);
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protectedAnalyzer.addStopWords(reader, 1f / 4f);
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h = search(protectedAnalyzer, "repetitiveField:vaguelyboring");
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assertEquals("A filter on terms in > quarter of docs should remove vaguelyBoring docs", 0, h.length());
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}
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public void testAddStopWordsIndexReaderStringFloat() throws Exception {
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protectedAnalyzer.addStopWords(reader, "variedField", 1f / 2f);
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Hits h = search(protectedAnalyzer, "repetitiveField:boring");
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assertTrue("A filter on one Field should not affect queris on another", h.length() > 0);
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protectedAnalyzer.addStopWords(reader, "repetitiveField", 1f / 2f);
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h = search(protectedAnalyzer, "repetitiveField:boring");
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assertEquals("A filter on the right Field should affect queries on it", h.length(), 0);
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}
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public void testAddStopWordsIndexReaderStringInt() throws Exception {
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int numStopWords = protectedAnalyzer.addStopWords(reader, "repetitiveField", 10);
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assertTrue("Should have identified stop words", numStopWords > 0);
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Term[] t = protectedAnalyzer.getStopWords();
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assertEquals("num terms should = num stopwords returned", t.length, numStopWords);
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int numNewStopWords = protectedAnalyzer.addStopWords(reader, "variedField", 10);
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assertTrue("Should have identified more stop words", numNewStopWords > 0);
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t = protectedAnalyzer.getStopWords();
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assertEquals("num terms should = num stopwords returned", t.length, numStopWords + numNewStopWords);
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}
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public void testNoFieldNamePollution() throws Exception {
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protectedAnalyzer.addStopWords(reader, "repetitiveField", 10);
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Hits h = search(protectedAnalyzer, "repetitiveField:boring");
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assertEquals("Check filter set up OK", 0, h.length());
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h = search(protectedAnalyzer, "variedField:boring");
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assertTrue("Filter should not prevent stopwords in one field being used in another ", h.length() > 0);
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}
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}
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