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  • 3、使用Lucene实现千度搜索

    1、新建Web项目

    新建一个Web项目,我命名为SearchEngine,然后导入Java包:

    除了上篇博客中的Jar包外,我还引入了 IKAnalyzer2012_FF.jar 包和struts2的相关包:

    IKAnalyzer:是用来进行中文分词的一个jar包,他会把中文分词一个个合理的词来进行检索;

    Struts2:一会儿搜索结果,使用Struts2展示到浏览器中; 

    2.准备数据源

    我使用linux 命令 wget 爬了一个网站内的一部分html网页,同样将它放在一个纯英文的目录:

    3、创建索引

    新建一个类CreateIndex:

    import java.io.File;
    import java.io.IOException;
    import java.util.Collection;
    import org.apache.commons.io.FileUtils;
    import org.apache.commons.io.filefilter.TrueFileFilter;
    import org.apache.lucene.document.Document;
    import org.apache.lucene.document.Field.Store;
    import org.apache.lucene.document.TextField;
    import org.apache.lucene.index.IndexWriter;
    import org.apache.lucene.index.IndexWriterConfig;
    import org.apache.lucene.index.IndexWriterConfig.OpenMode;
    import org.apache.lucene.store.FSDirectory;
    import org.apache.lucene.util.Version;
    import org.junit.Test;
    import org.wltea.analyzer.lucene.IKAnalyzer;
    import com.HtmlBeanUtil;
    import com.model.HtmlBean;
    
    public class CreateIndex {
        public static final String DATA_DIR="E:/data/engine/www.bjsxt.com";
        public static final String INDEX_DIR="E:/data/engine/index";
        public void createIndex() throws IOException{
            FSDirectory dir = FSDirectory.open(new File(INDEX_DIR));
            // 使用中文分词的jar包进行分词
            IKAnalyzer analyzer = new IKAnalyzer(true);
            IndexWriterConfig config = new IndexWriterConfig(Version.LUCENE_4_9, analyzer);
            config.setOpenMode(OpenMode.CREATE_OR_APPEND);
            IndexWriter writer = new IndexWriter(dir, config);
            File file = new File(DATA_DIR);
            Collection<File> files = FileUtils.listFiles(file, TrueFileFilter.INSTANCE, TrueFileFilter.INSTANCE);
            for(File f : files){
                // 将原数据源内的内容通过抓取,返回一个实体类方便存储
                HtmlBean hb = HtmlBeanUtil.parseHtml(f);
                if(hb!=null && hb.getTitle()!=null && !hb.getTitle().trim().equals("")){
                    Document doc = new Document();
                    // 存储三个内容,标题,内容,url (实际上内容可能会更多比如关键字,描述等)
                    doc.add(new TextField("title",hb.getTitle(), Store.YES));
                    doc.add(new TextField("content",hb.getContent(), Store.YES));
                    doc.add(new TextField("url",hb.getUrl(), Store.YES));
                    writer.addDocument(doc);
                }
            }
            writer.close();
        }
    }

    实体HtmlBean和HtmlBeanUtil:

    public class HtmlBean {
        private String title;
        private String content;
        private String url;
        public String getTitle() {
            return title;
        }
        public void setTitle(String title) {
            this.title = title;
        }
        public String getContent() {
            return content;
        }
        public void setContent(String content) {
            this.content = content;
        }
        public String getUrl() {
            return url;
        }
        public void setUrl(String url) {
            this.url = url;
        }
    }
    import java.io.File;
    import java.io.IOException;
    import net.htmlparser.jericho.Element;
    import net.htmlparser.jericho.HTMLElementName;
    import net.htmlparser.jericho.Source;
    import com.model.HtmlBean;
    public class HtmlBeanUtil {
        public static HtmlBean parseHtml(File file){
            try {
                Source source = new Source(file);
                Element title = source.getFirstElement(HTMLElementName.TITLE);
                String content = source.getTextExtractor().toString();
                HtmlBean hb = new HtmlBean();
                if(title==null || title.getTextExtractor() == null){
                    return null;
                }
                hb.setTitle(title.getTextExtractor().toString());
                hb.setContent(content);
                String path = file.getAbsolutePath();
                String url = "http://"+path.substring(15);
                url = url.replace("\", "/");
                hb.setUrl("http://"+path.substring(15));
                return hb;
            } catch (IOException e) {
                e.printStackTrace();
            }
            return null;
        }
    }

    使用单元测试跑一下创建索引的方法,最后会得到这么几个索引数据库文件:

    4、创建检索类SearchIndex:

    import java.io.File;
    import java.io.IOException;
    import java.util.ArrayList;
    import java.util.List;
    import org.apache.lucene.analysis.Analyzer;
    import org.apache.lucene.document.Document;
    import org.apache.lucene.index.DirectoryReader;
    import org.apache.lucene.index.IndexReader;
    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.ScoreDoc;
    import org.apache.lucene.search.TopDocs;
    import org.apache.lucene.search.TopScoreDocCollector;
    import org.apache.lucene.search.highlight.Highlighter;
    import org.apache.lucene.search.highlight.InvalidTokenOffsetsException;
    import org.apache.lucene.search.highlight.QueryScorer;
    import org.apache.lucene.search.highlight.SimpleHTMLFormatter;
    import org.apache.lucene.store.Directory;
    import org.apache.lucene.store.FSDirectory;
    import org.apache.lucene.util.Version;
    import org.wltea.analyzer.lucene.IKAnalyzer;
    
    import com.model.HtmlBean;
    import com.model.Page;
    
    public class SearchIndex {
        public Page search(String keyWord,int pageNum,int pageSize) throws IOException, ParseException, InvalidTokenOffsetsException{
            Directory dir = FSDirectory.open(new File(CreateIndex.INDEX_DIR));
            IndexReader reader = DirectoryReader.open(dir);
            IndexSearcher searcher = new IndexSearcher(reader);
            // 使用中文分词器把用户输入的内容进行分词
            Analyzer analyzer = new IKAnalyzer(true);
            QueryParser parser = new QueryParser(Version.LUCENE_4_9, "title", analyzer);
            Query query = parser.parse(keyWord);
            //format 用来制定要高亮显示的词的样式
            SimpleHTMLFormatter format = new SimpleHTMLFormatter("<font color='red'>","</font>");
            Highlighter high = new Highlighter(format ,new QueryScorer(query));
            // pageNum*pageSize 控制显示的最大条数
            TopScoreDocCollector results = TopScoreDocCollector.create(pageNum*pageSize, false);
            searcher.search(query, results);
            // 检索出来想要的结果的条数,可以实现分页
            TopDocs topDocs = results.topDocs((pageNum-1)*pageSize, pageNum*pageSize);
            Page page = new Page();
            page.setPageNum(pageNum);
            page.setPageSize(pageSize);
            page.setTotalCount(topDocs.totalHits);
            ScoreDoc[] docs = topDocs.scoreDocs;
            List<HtmlBean> list = new ArrayList<HtmlBean>();
            for(ScoreDoc scoreDoc : docs){
                Document document = reader.document(scoreDoc.doc);
                String title = document.get("title");
                String content = document.get("content");
                String url = document.get("url");
                //获取到检索的结果以后,可以使用Highlighter获取高亮效果
                title = high.getBestFragment(analyzer, "title", title);
                content = high.getBestFragment(analyzer, "content", content);
                HtmlBean hb = new HtmlBean();
                hb.setTitle(title);
                hb.setContent(content);
                hb.setUrl(url);
                list.add(hb);
            }
            // 计算记录的总页数
            if(page.getTotalCount() <= pageSize){
                page.setTotalPageCount(1);
            }else{
                if(page.getTotalCount() % pageNum == 0){
                    page.setTotalPageCount(page.getTotalCount() / pageSize);
                }else{
                    page.setTotalPageCount(page.getTotalCount() / pageSize + 1);
                }
            }
            page.setList(list);
            return page;
        }
    }

    同时我还用到了一个Page的实体,用来存放并返回查到的结果:

    import java.util.List;
    
    public class Page {
        private long totalCount;
        private int pageSize;
        private int pageNum;
        private long totalPageCount;
        private List<HtmlBean> list;
        public long getTotalCount() {
            return totalCount;
        }
        public void setTotalCount(long totalCount) {
            this.totalCount = totalCount;
        }
        public int getPageSize() {
            return pageSize;
        }
        public void setPageSize(int pageSize) {
            this.pageSize = pageSize;
        }
        public int getPageNum() {
            return pageNum;
        }
        public void setPageNum(int pageNum) {
            this.pageNum = pageNum;
        }
        public List<HtmlBean> getList() {
            return list;
        }
        public void setList(List<HtmlBean> list) {
            this.list = list;
        }
        public long getTotalPageCount() {
            return totalPageCount;
        }
        public void setTotalPageCount(long totalPageCount) {
            this.totalPageCount = totalPageCount;
        }
    }

    5、页面呈现内容

    页面呈现内容,由于过于简单就不描述太多了;

    Struts.xml和web.xml

    <?xml version="1.0" encoding="UTF-8" ?>
    <!DOCTYPE struts PUBLIC "-//Apache Software Foundation//DTD Struts Configuration 2.1//EN" "http://struts.apache.org/dtds/struts-2.1.dtd">
    <struts>
        <constant name="struts.118n.encoding" value="UTF-8"></constant>     
        <constant name="struts.action.extension" value="do"></constant>  
        <package name="pages" namespace="/pages" extends="struts-default">
            <action name="engine_*" class="com.actions.SearchEngineAction" method="{1}">
                <result name="message">/WEB-INF/message.jsp</result>
                <result name="index">/index.jsp</result>
            </action>
        </package>
    </struts>
    <?xml version="1.0" encoding="UTF-8"?>
    <web-app xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" xmlns="http://java.sun.com/xml/ns/javaee" xsi:schemaLocation="http://java.sun.com/xml/ns/javaee http://java.sun.com/xml/ns/javaee/web-app_3_0.xsd" id="WebApp_ID" version="3.0">
      <filter>  
       <filter-name>struts2</filter-name>  
       <filter-class>org.apache.struts2.dispatcher.ng.filter.StrutsPrepareAndExecuteFilter</filter-class>  
     </filter>  
     <filter-mapping>  
       <filter-name>struts2</filter-name>  
       <url-pattern>/*</url-pattern>  
     </filter-mapping> 
      <display-name>SearchEngine</display-name>
      <welcome-file-list>
        <welcome-file>index.html</welcome-file>
        <welcome-file>index.htm</welcome-file>
        <welcome-file>index.jsp</welcome-file>
        <welcome-file>default.html</welcome-file>
        <welcome-file>default.htm</welcome-file>
        <welcome-file>default.jsp</welcome-file>
      </welcome-file-list>
    </web-app>

    Action:

    import java.io.File;
    import java.io.IOException;
    import javax.servlet.http.HttpServletRequest;
    import org.apache.lucene.queryparser.classic.ParseException;
    import org.apache.lucene.search.highlight.InvalidTokenOffsetsException;
    import org.apache.struts2.ServletActionContext;
    import com.lucene.CreateIndex;
    import com.lucene.SearchIndex;
    import com.model.Page;
    
    public class SearchEngineAction {
        private int pageNum;
        private String keyword;
        public String create(){
            HttpServletRequest request = ServletActionContext.getRequest();
            try {
                File file = new File(CreateIndex.INDEX_DIR);
                if(file.exists()){
                    for(File f : file.listFiles()){
                        f.delete();
                    }
                    file.delete();
                    file.mkdirs();
                }
                CreateIndex createIndex = new CreateIndex();
                createIndex.createIndex();
                request.setAttribute("message", "创建索引完成...");
            } catch (Exception e) {
                e.printStackTrace();
                request.setAttribute("message", e.getMessage());
            }
            return "message";
        }
        
        public String search() throws IOException, ParseException, InvalidTokenOffsetsException{
            HttpServletRequest request = ServletActionContext.getRequest();
            int pageSize = 10;
            if(pageNum < 1){
                setPageNum(1);
            }
            if(keyword!=null && !keyword.trim().equals("")){
                SearchIndex search = new SearchIndex();
                Page page = search.search(keyword, pageNum, pageSize);
                
                request.setAttribute("page", page);
                request.setAttribute("keyword", keyword);
            }
            return "index";
        }
    
        public int getPageNum() {
            return pageNum;
        }
    
        public void setPageNum(int pageNum) {
            this.pageNum = pageNum;
        }
    
        public String getKeyword() {
            return keyword;
        }
    
        public void setKeyword(String keyword) {
            this.keyword = keyword;
        }
    }

    页面展示:

    <html>
    <head>
    <meta http-equiv="Content-Type" content="text/html; charset=UTF-8">
    <title>千度一下,你就知道</title>
    <style type="text/css">
        body{padding-left: 132px;padding-right: 132px;}
        #keyword{width: 521px; height: 20px; padding: 9px 7px;font: 16px arial;  border: 1px solid #b8b8b8; border-bottom: 1px solid #ccc; 
        vertical-align: top; outline: none;  box-shadow: none;}
        .s_btn { width: 100px; height: 40px; color: white;  border: solid 1px #3385ff; font-size:13pt;  letter-spacing: 1px;background: #3385ff;
        border-bottom: 1px solid #2d78f4;outline: medium;  -webkit-appearance: none;  -webkit-border-radius: 0;}
        h4{ font-weight: normal;}
    </style>
    </head>
    <body>
        <form action="/SearchEngine/pages/engine_search.do" method="post">
            <di>
                <input name="keyword" id="keyword" type="text" maxlength="100" autocomplete="off" value="${keyword }" />
                <input type="submit" class="s_btn" value="千度一下" />
            </div>
            <hr />
            <c:if test="${page != null }" >
                <div>千度为您找到相关结果约${page.totalCount}个</div>
                <c:forEach items="${page.list }" var="record">
                    <h4><a href="${record.url }" target="_black">${record.title }</a></h4>
                    <p>${record.content }
                        <br />
                        <a href="${record.url }" target="_black">${record.url }</a>
                    </p>
                    
                </c:forEach>
                <div>
                 <c:forEach var="i" begin="1" end="${page.totalPageCount }" step="1">
                    <a> ${i} </a>
                </c:forEach>
                </div>
            </c:if>
        </form>
    </body>
    </html>

    运行一下看一下效果:

    没有搜索的时候:

    我们搜索一个比较复杂的词:“尚学堂java官方网站中国媒体报道培训机构” 这些词都是完全合在一起的,看看中文分词器能否给分出来:

    完全可以,把能够组合的词全显示出来了;

    说明:在该DEMO中,我爬了尚学堂的网站,但这里没有要给他们打广告的意思哦!纯粹感觉好玩!

    关键Lucene 根据权重检索,其中有一个算法是TF-IDF算法,详细可查看这篇文章:

    http://www.cnblogs.com/biyeymyhjob/archive/2012/07/17/2595249.html

    小结:在该文中做了一个史上最简陋的搜索引擎,但Lucene的强大是显而已见的,搜索速度也非常快;该小Demo还有很多功能需要补全,比如分页,比如按权重搜索等等等等等...有感兴趣的伙伴可以试着补充全一下,让千度搜索比百度搜索更NB(在梦中YY); 

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  • 原文地址:https://www.cnblogs.com/raphael5200/p/5146897.html
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