Java tutorial
/******************************************************************************* * Copyright 2014 Observational Health Data Sciences and Informatics * * 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. ******************************************************************************/ package org.ohdsi.usagi.tests; import java.io.File; import java.io.IOException; import org.apache.lucene.analysis.Analyzer; import org.apache.lucene.analysis.standard.StandardAnalyzer; import org.apache.lucene.document.Document; import org.apache.lucene.document.Field; import org.apache.lucene.document.FieldType; import org.apache.lucene.index.DirectoryReader; import org.apache.lucene.index.IndexReader; import org.apache.lucene.index.IndexWriter; import org.apache.lucene.index.IndexWriterConfig; import org.apache.lucene.index.IndexWriterConfig.OpenMode; import org.apache.lucene.index.TermsEnum; import org.apache.lucene.queryparser.classic.ParseException; import org.apache.lucene.queryparser.classic.QueryParser; import org.apache.lucene.search.Explanation; import org.apache.lucene.search.IndexSearcher; import org.apache.lucene.search.Query; import org.apache.lucene.search.ScoreDoc; import org.apache.lucene.search.TopDocs; import org.apache.lucene.store.Directory; import org.apache.lucene.store.FSDirectory; import org.apache.lucene.util.BytesRef; import org.apache.lucene.util.Version; import org.ohdsi.utilities.DirectoryUtilities; /** * This test explores some weird behaviour of Lucene. It shows the reason why we're currently recomputing the matching score using * simple TF*IDF cosine matching. * @author MSCHUEMI * */ public class TestLucene { public static String folder = "c:/temp/index"; public static void main(String[] args) throws IOException, ParseException { Analyzer analyzer = new StandardAnalyzer(Version.LUCENE_4_9); //Analyzer analyzer = new UsagiAnalyzer(); FieldType textVectorField = new FieldType(); textVectorField.setIndexed(true); textVectorField.setTokenized(true); textVectorField.setStoreTermVectors(true); textVectorField.setStoreTermVectorPositions(false); textVectorField.setStoreTermVectorPayloads(false); textVectorField.setStoreTermVectorOffsets(false); textVectorField.setStored(true); textVectorField.freeze(); File indexFolder = new File(folder); if (indexFolder.exists()) DirectoryUtilities.deleteDir(indexFolder); Directory dir = FSDirectory.open(indexFolder); IndexWriterConfig iwc = new IndexWriterConfig(Version.LUCENE_4_9, analyzer); iwc.setOpenMode(OpenMode.CREATE); iwc.setRAMBufferSizeMB(256.0); IndexWriter writer = new IndexWriter(dir, iwc); Document doc = new Document(); doc.add(new Field("F", "word1 word2 w3 word4", textVectorField)); writer.addDocument(doc); doc = new Document(); doc.add(new Field("F", "word1 word2 w3", textVectorField)); writer.addDocument(doc); writer.close(); IndexReader reader = DirectoryReader.open(FSDirectory.open(new File(folder))); for (int i = 0; i < reader.numDocs(); i++) { TermsEnum termsEnum = reader.getTermVector(i, "F").iterator(null); BytesRef text; while ((text = termsEnum.next()) != null) { System.out.print(text.utf8ToString() + ","); } System.out.println(); } IndexSearcher searcher = new IndexSearcher(reader); // MoreLikeThis mlt = new MoreLikeThis(searcher.getIndexReader()); // mlt.setMinTermFreq(0); // mlt.setMinDocFreq(0); // mlt.setMaxDocFreq(9999); // mlt.setMinWordLen(0); // mlt.setMaxWordLen(9999); // mlt.setMaxDocFreqPct(100); // mlt.setMaxNumTokensParsed(9999); // mlt.setMaxQueryTerms(9999); // mlt.setStopWords(null); // mlt.setFieldNames(new String[] { "F" }); // mlt.setAnalyzer(new UsagiAnalyzer()); // Query query = mlt.like("F", new StringReader("Systolic blood pressure")); QueryParser parser = new QueryParser(Version.LUCENE_4_9, "F", analyzer); Query query = parser.parse("word1"); Explanation explanation = searcher.explain(query, 0); print(explanation); System.out.println(); explanation = searcher.explain(query, 1); print(explanation); System.out.println(); TopDocs topDocs = searcher.search(query, 99); for (ScoreDoc scoreDoc : topDocs.scoreDocs) { System.out.println(scoreDoc.score + "\t" + reader.document(scoreDoc.doc).get("F")); } } private static void print(Explanation explanation) { System.out.println(explanation.getDescription() + "value:" + explanation.getValue()); if (explanation.getDetails() != null) for (Explanation explanation2 : explanation.getDetails()) print(explanation2); } }