Lucene学习笔记:基础

时间:2020-12-07 13:39:45

Lucence是Apache的一个全文检索引擎工具包。可以将采集的数据存储到索引库中,然后在根据查询条件从索引库中取出结果。索引库可以存在内存中或者存在硬盘上。

本文主要是参考了这篇博客进行学习的,原博客地址https://blog.csdn.net/bskfnvjtlyzmv867/article/details/80914156

主要开发流程是:采集数据,将数据转化成索引文档,然后存储在索引库中,索引库可以保存在内存中,或者保存在硬盘上。在查询的时候通过索引库查询结果,返回数据。

下面的例子主要是将Product表中的数据存储到索引库中,并通过索引库进行查询。项目依赖的jar包可以参考原博客,我用的Lucence版本是4.7。

Lucene学习笔记:基础

新建实体类Product,其代码如下:

public class Product {
private Long id;
private String title;
private String sellPoint;
}

将Product实体转化成索引库中Document,并存到索引库中。Product数据可以从数据库中查询,然后通过此方法转化成索引库中的Document,此处省略从数据库查询Product的逻辑。

import java.io.IOException;
import java.nio.file.Path;
import java.nio.file.Paths; 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.StringField;
import org.apache.lucene.document.TextField;
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 entity.Product; public class ProductRepository { public void createIndex(Product product) {
Field id = new StringField("id", product.getId().toString(), Field.Store.YES);
Field title = new TextField("title", product.getTitle().toString(), Field.Store.YES);
Field sellPoint = new TextField("sellPoint", product.getSellPoint().toString(), Field.Store.YES); Document document = new Document();
document.add(id);
document.add(title);
document.add(sellPoint);
Analyzer analyzer = new StandardAnalyzer(Version.LUCENE_47);
IndexWriterConfig config = new IndexWriterConfig(Version.LUCENE_47, analyzer);
     
Path path = Paths.get("D:/develop/workspace/slem_compass/data");
try {
Directory directory = FSDirectory.open(path.toFile());
IndexWriter indexWriter = new IndexWriter(directory, config);
indexWriter.addDocument(document);
indexWriter.close();
} catch (IOException e) {
e.printStackTrace();
}
} }

其中上面的代码中Path是索引库在硬盘上的位置,我这里是放在D盘上的某个文件夹内。

下面如何从索引库中查询数据呢?我写了一个Servlet,用户提交查询关键字,request获取到后,根据关键字从索引库中查询数据。当然也可以用Main方法或者test测试类。

import java.io.IOException;
import java.nio.file.Path;
import java.nio.file.Paths; import javax.servlet.ServletException;
import javax.servlet.annotation.WebServlet;
import javax.servlet.http.HttpServlet;
import javax.servlet.http.HttpServletRequest;
import javax.servlet.http.HttpServletResponse; 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.index.IndexReader;
import org.apache.lucene.queryparser.classic.QueryParser;
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.Version; @WebServlet("/search")
public class SearchServlet extends HttpServlet {
private static final long serialVersionUID = 1L; public SearchServlet() {
super();
} protected void doGet(HttpServletRequest request, HttpServletResponse response)
throws ServletException, IOException {
request.setCharacterEncoding("utf-8");
Analyzer analyzer = new StandardAnalyzer(Version.LUCENE_47);
QueryParser parser = new QueryParser(Version.LUCENE_47, "title", analyzer);
String title = request.getParameter("title");
System.out.println("");
System.out.println("title: " + title);
try {
Query query = parser.parse(title);
Path path = Paths.get("D:/develop/workspace/slem_compass/data");
Directory directory = FSDirectory.open(path.toFile());
IndexReader reader = DirectoryReader.open(directory);
IndexSearcher indexSearcher = new IndexSearcher(reader); TopDocs topDocs = indexSearcher.search(query, 10);
ScoreDoc[] scoreDocs = topDocs.scoreDocs; for (ScoreDoc scoreDoc : scoreDocs) {
int docID = scoreDoc.doc; Document doc = indexSearcher.doc(docID);
System.out.println(doc.get("id") + " " + doc.get("title") + " " + doc.get("sellPoint"));
}
System.out.println("");
reader.close();
} catch (Exception e) {
e.printStackTrace();
}
response.setContentType("text/html;charset=utf-8");
response.getWriter().append("Served at: ").append(request.getContextPath());
} protected void doPost(HttpServletRequest request, HttpServletResponse response)
throws ServletException, IOException {
doGet(request, response);
} }

查询的时候也是从D盘上的索引库中读取相应的信息,然后根据关键字进行查询。

这样就完成了索引库的存储和查询。索引的查询很复杂,上面的demo只是一个比较简单的例子,说明大致的原理,后面继续补充索引的查询。