標籤:
Lucene 簡述
Lucene是一個開放原始碼的全文檢索索引引擎工具包,但它不是一個完整的全文檢索索引引擎,而是一個全文檢索索引引擎的架構,提供了完整的查詢引擎和索引引擎,部分文本分析引擎。
資料可以三種:
- 結構化資料(具有固定格式或有限長度的資料)
- 非結構化資料
- 半結構化資料
對於結構化資料一般使用SQL語句查詢,而非結構化資料有順序掃描和全文檢索索引。
Lucene 檔案結構
階層:索引 -> 段 -> 文檔 -> 域 -> 詞
文檔是Lucene索引和搜尋的原子單位,文檔為包括一個或多個域的容器,域則真正包括被搜尋的內容,域值通過分詞技術處理,得到多個詞元。
Lucene 索引建立
建立索引的三步:需要檢索的資料(Document)、分詞技術(Analyzer)、索引建立(indexer)
//建立索引關鍵類//IndexWriteIndexWrite indexWrite=new IndexWrite(directory,indexWriteConfig);//DirectoryDirectory directory=FSDirectory.open(new File("C://index));//Analyzer 建立標準分詞器Analyzer analyzer=new StandardAnalyzer(Version.LUCENE_43);//DocumentDocument doc=new Document();//Fileddoc.add(new TextField("filedname","測試",Store.YES));
Java實現索引建立
package com.lucene;import org.apache.lucene.analysis.Analyzer;import org.apache.lucene.analysis.standard.StandardAnalyzer;import org.apache.lucene.document.*;import org.apache.lucene.index.IndexWriter;import org.apache.lucene.index.IndexWriterConfig;import org.apache.lucene.store.Directory;import org.apache.lucene.store.FSDirectory;import org.apache.lucene.util.Version;import java.io.File;import java.io.IOException;/** * Created with IntelliJ IDEA. * User: YEN * Date: 2016/8/17 * Time: 08:26 *//** * 索引建立 */public class IndexCreate { public static void main(String[] args) throws IOException { //指定分詞技術,這裡使用的是標準分詞 Analyzer analyzer=new StandardAnalyzer(Version.LUCENE_43); //indexWriter的配置資訊 IndexWriterConfig indexWriterConfig=new IndexWriterConfig(Version.LUCENE_43,analyzer); //索引的開啟檔案:沒有就建立,有就開啟 indexWriterConfig.setOpenMode(IndexWriterConfig.OpenMode.CREATE_OR_APPEND); Directory directory=null; IndexWriter indexWriter=null; try{ //確定索引檔案的位置 這裡是本地檔案儲存體 directory= FSDirectory.open(new File("C://index")); //如果索引處於鎖定狀態就解鎖 if(indexWriter.isLocked(directory)){ indexWriter.unlock(directory); } //指定索引的操作對象為indexWrite indexWriter = new IndexWriter(directory, indexWriterConfig); }catch ( Exception e ){ e.printStackTrace(); }finally { indexWriter.close(); directory.close(); } Document doc1=new Document(); //StringField域 doc1.add(new StringField("id","abc", Field.Store.YES)); //TextField域,採用指定的分詞技術 doc1.add(new TextField("content","Lucene測試", Field.Store.YES)); //IntField域 doc1.add(new IntField("num",1, Field.Store.YES)); //將文檔寫入到索引中 indexWriter.addDocument(doc1); indexWriter.commit(); }}
Lucene 索引檢索
索引檢索的四步:搜尋索引鍵(Keywords)、分詞技術(Analyzer)、檢索索引(Search)、返回結果。
java實現索引檢索
package com.lucene;import org.apache.lucene.analysis.Analyzer;import org.apache.lucene.analysis.standard.StandardAnalyzer;import org.apache.lucene.document.Document;import org.apache.lucene.index.DirectoryReader;import org.apache.lucene.queryparser.classic.ParseException;import org.apache.lucene.queryparser.classic.QueryParser;import org.apache.lucene.search.IndexSearcher;import org.apache.lucene.search.Query;import org.apache.lucene.search.TopDocs;import org.apache.lucene.store.Directory;import org.apache.lucene.store.FSDirectory;import org.apache.lucene.util.Version;import java.io.File;import java.io.IOException;/** * Created with IntelliJ IDEA. * User: YEN * Date: 2016/8/17 * Time: 08:42 */public class IndexSearch { public static void main(String[] args) { Directory directory=null; try { //索引硬碟儲存路徑 directory= FSDirectory.open(new File("C://index")); //讀取索引 DirectoryReader directoryReader=DirectoryReader.open(directory); //建立索引檢索對象 IndexSearcher search=new IndexSearcher(directoryReader); //分詞技術 Analyzer analyzer=new StandardAnalyzer(Version.LUCENE_43); //建立Query QueryParser parser=new QueryParser(Version.LUCENE_43,"content",analyzer); Query query=parser.parse("Lucene案例"); //檢索索引,擷取合格前10條記錄 TopDocs topDocs=search.search(query,10); if(null!=topDocs){ System.out.println(topDocs.totalHits); for ( int i = 0; i < topDocs.scoreDocs.length; i++ ) { Document doc=search.doc(topDocs.scoreDocs[i].doc); System.out.println("id="+doc.get("id")); System.out.println("content="+doc.get("content")); } } directory.close(); directoryReader.close(); } catch ( IOException e ) { e.printStackTrace(); } catch ( ParseException e ) { e.printStackTrace(); } }}
Lucene 分詞器
常用分詞器:
- StandardAnalyzer 標準分詞器
- IKAnalyzer 基於Lucene的第三方中文分詞技術
- WritespaceAnalyzer 空格分詞器
- SimpleAnalyzer 簡單分詞器
- CJKAnalyzer 二分法分詞器
- KeywordAnalyzer 關鍵詞分詞器
- StopAnalyzer 被忽略詞分詞器
package com.lucene;import org.apache.lucene.analysis.Analyzer;import org.apache.lucene.analysis.TokenStream;import org.apache.lucene.analysis.cjk.CJKAnalyzer;import org.apache.lucene.analysis.core.KeywordAnalyzer;import org.apache.lucene.analysis.core.SimpleAnalyzer;import org.apache.lucene.analysis.core.StopAnalyzer;import org.apache.lucene.analysis.core.WhitespaceAnalyzer;import org.apache.lucene.analysis.standard.StandardAnalyzer;import org.apache.lucene.analysis.tokenattributes.CharTermAttribute;import org.apache.lucene.util.Version;import org.wltea.analyzer.lucene.IKAnalyzer;import java.io.IOException;import java.io.StringReader;/** * Created with IntelliJ IDEA. * User: YEN * Date: 2016/8/17 * Time: 08:57 */public class AnalyzerDemo { private static String str="Lucene案例開發"; public static void main(String[] args) { //定義分詞器對象 Analyzer analyzer=null; analyzer=new StandardAnalyzer(Version.LUCENE_43); AnalyzerDemo.Show(analyzer); System.out.println("\n...................................."); AnalyzerDemo.Show(new IKAnalyzer()); System.out.println("\n...................................."); AnalyzerDemo.Show(new WhitespaceAnalyzer(Version.LUCENE_43)); System.out.println("\n...................................."); AnalyzerDemo.Show(new SimpleAnalyzer(Version.LUCENE_43)); System.out.println("\n...................................."); AnalyzerDemo.Show(new CJKAnalyzer(Version.LUCENE_43)); System.out.println("\n...................................."); AnalyzerDemo.Show(new KeywordAnalyzer()); System.out.println("\n...................................."); AnalyzerDemo.Show(new StopAnalyzer(Version.LUCENE_43)); } //輸出分詞結果 public static void Show(Analyzer analyzer){ StringReader stringReader=new StringReader(str); try { TokenStream tokenStream=analyzer.tokenStream("",stringReader); tokenStream.reset(); CharTermAttribute termAttribute=tokenStream.getAttribute(CharTermAttribute.class); System.out.println("分詞技術:"+analyzer.getClass()); while ( tokenStream.incrementToken() ){ System.out.print(termAttribute.toString()+"|"); } } catch ( IOException e ) { e.printStackTrace(); } }}
Lucene全文檢索索引初識