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Java广度优先爬虫示例(抓取复旦新闻信息)

以下内容仅供学习交流使用，请勿做他用，否则后果自负。

 

一.使用的技术

这个爬虫是近半个月前学习爬虫技术的一个小例子,比较简单,怕时间久了会忘,这里简单总结一下.主要用到的外部Jar包有HttpClient4.3.4,HtmlParser2.1,使用的开发工具(IDE)为intelij 13.1,Jar包管理工具为Maven,不习惯用intelij的同学,也可以使用eclipse新建一个项目.

二.爬虫基本知识

1.什么是网络爬虫?(爬虫的基本原理)

网络爬虫,拆开来讲,网络即指互联网,互联网就像一个蜘蛛网一样,爬虫就像是蜘蛛一样可以到处爬来爬去,把爬来的数据再进行加工处理.

百科上的解释:网络爬虫（又被称为网页蜘蛛，网络机器人，在FOAF社区中间，更经常的称为网页追逐者），是一种按照一定的规则，自动的抓取万维网信息的程序或者脚本。另外一些不常使用的名字还有蚂蚁，自动索引，模拟程序或者蠕虫。

基本原理:传统爬虫从一个或若干初始网页的URL开始，获得初始网页上的URL，在抓取网页的过程中，不断从当前页面上抽取新的URL放入队列,直到满足系统的一定停止条件，流程图所示。聚焦爬虫的工作流程较为复杂，需要根据一定的网页分析算法过滤与主题无关的链接，保留有用的链接并将其放入等待抓取的URL队列。然后，它将根据一定的搜索策略从队列中选择下一步要抓取的网页URL，并重复上述过程，直到达到系统的某一条件时停止

2.常用的爬虫策略有哪些?

网页的抓取策略可以分为深度优先、广度优先和最佳优先三种。深度优先在很多情况下会导致爬虫的陷入(trapped)问题，目前常见的是广度优先和最佳优先方法。

2.1广度优先(Width-First)

广度优先遍历是连通图的一种遍历策略。因为它的思想是从一个顶点V0开始，辐射状地优先遍历其周围较广的区域,故得名.

其基本思想:

1)、从图中某个顶点V0出发，并访问此顶点；
2)、从V0出发，访问V0的各个未曾访问的邻接点W1，W2，…,Wk;然后,依次从W1,W2,…,Wk出发访问各自未被访问的邻接点；
3)、重复步骤2，直到全部顶点都被访问为止。

如下图所示:

 

2.2深度优先(Depth-First)

假设初始状态是图中所有顶点都未被访问，则深度优先搜索方法的步骤是：
1）选取图中某一顶点Vi为出发点，访问并标记该顶点；
2）以Vi为当前顶点，依次搜索Vi的每个邻接点Vj，若Vj未被访问过，则访问和标记邻接点Vj，若Vj已被访问过，则搜索Vi的下一个邻接点；
3）以Vj为当前顶点，重复步骤2，直到图中和Vi有路径相通的顶点都被访问为止；
4）若图中尚有顶点未被访问过（非连通的情况下），则可任取图中的一个未被访问的顶点作为出发点，重复上述过程，直至图中所有顶点都被访问。

下面以一个有向图和一个无向图为例:

 

 

 

广度和深度和区别:

广度优先遍历是以层为顺序，将某一层上的所有节点都搜索到了之后才向下一层搜索；而深度优先遍历是将某一条枝桠上的所有节点都搜索到了之后，才转向搜索另一条枝桠上的所有节点。

 

2.3 最佳优先搜索

最佳优先搜索策略按照一定的网页分析算法，预测候选URL与目标网页的相似度，或与主题的相关性，并选取评价最好的一个或几个URL进行抓取。它只访问经过网页分析算法预测为“有用”的网页。这种搜索适合暗网数据的爬取,只要符合要求的内容.

 

3.本文爬虫示例图

本文介绍的例子是抓取新闻类的信息,因为一般新闻类的信息,重要的和时间近的都会放在首页,处在网络层中比较深的信息的重要性一般将逐级降低,所以广度优先算法更适合,下图是本文将要抓取的网页结构图:

 

 

 

三.广度优先爬虫示例

1.需求:抓取复旦新闻信息(只抓取100个网页信息)

这里只抓取100条信息,并用url必须以new.fudan.edu.cn开头.

2.代码实现

使用maven引入外部jar包:

       <dependency>
            <groupId>org.apache.httpcomponents</groupId>
            <artifactId>httpclient</artifactId>
            <version>4.3.4</version>
        </dependency>
        <dependency>
            <groupId>org.htmlparser</groupId>
            <artifactId>htmlparser</artifactId>
            <version>2.1</version>
        </dependency>

 

程序主入口:

package com.amos.crawl;

import java.util.Set;

/**
 * Created by amosli on 14-7-10.
 */
public class MyCrawler {
    /**
     * 使用种子初始化URL队列
     *
     * @param seeds
     */
    private void initCrawlerWithSeeds(String[] seeds) {
        for (int i = 0; i < seeds.length; i++) {
            LinkQueue.addUnvisitedUrl(seeds[i]);
        }
    }

    public void crawling(String[] seeds) {
        //定义过滤器,提取以http://news.fudan.edu.cn/的链接
        LinkFilter filter = new LinkFilter() {
            @Override
            public boolean accept(String url) {
                if (url.startsWith("http://news.fudan.edu.cn")) {
                    return true;
                }
                return false;
            }
        };
        //初始化URL队列
        initCrawlerWithSeeds(seeds);

        int count=0;
        //循环条件:待抓取的链接不为空抓取的网页最多100条
        while (!LinkQueue.isUnvisitedUrlsEmpty() && LinkQueue.getVisitedUrlNum() <= 100) {

            System.out.println("count:"+(++count));

            //附头URL出队列
            String visitURL = (String) LinkQueue.unVisitedUrlDeQueue();
            DownLoadFile downloader = new DownLoadFile();
            //下载网页
            downloader.downloadFile(visitURL);
            //该URL放入怩访问的URL中
            LinkQueue.addVisitedUrl(visitURL);
            //提取出下载网页中的URL
            Set<String> links = HtmlParserTool.extractLinks(visitURL, filter);

            //新的未访问的URL入列
            for (String link : links) {
                System.out.println("link:"+link);
                LinkQueue.addUnvisitedUrl(link);
            }
        }

    }

    public static void main(String args[]) {
        //程序入口
        MyCrawler myCrawler = new MyCrawler();
        myCrawler.crawling(new String[]{"http://news.fudan.edu.cn/news/"});
    }

}

 

工具类:Tools.java

package com.amos.tool;

import java.io.*;
import java.net.URI;
import java.net.URISyntaxException;
import java.net.UnknownHostException;
import java.security.KeyManagementException;
import java.security.KeyStoreException;
import java.security.NoSuchAlgorithmException;
import java.security.cert.CertificateException;
import java.security.cert.X509Certificate;
import java.util.Locale;

import javax.net.ssl.SSLContext;
import javax.net.ssl.SSLException;

import org.apache.http.*;
import org.apache.http.client.CircularRedirectException;
import org.apache.http.client.CookieStore;
import org.apache.http.client.HttpRequestRetryHandler;
import org.apache.http.client.RedirectStrategy;
import org.apache.http.client.config.RequestConfig;
import org.apache.http.client.methods.HttpGet;
import org.apache.http.client.methods.HttpHead;
import org.apache.http.client.methods.HttpUriRequest;
import org.apache.http.client.methods.RequestBuilder;
import org.apache.http.client.protocol.HttpClientContext;
import org.apache.http.client.utils.URIBuilder;
import org.apache.http.client.utils.URIUtils;
import org.apache.http.conn.ConnectTimeoutException;
import org.apache.http.conn.HttpClientConnectionManager;
import org.apache.http.conn.ssl.SSLConnectionSocketFactory;
import org.apache.http.conn.ssl.SSLContextBuilder;
import org.apache.http.conn.ssl.TrustStrategy;
import org.apache.http.cookie.Cookie;
import org.apache.http.impl.client.*;
import org.apache.http.impl.conn.BasicHttpClientConnectionManager;
import org.apache.http.impl.cookie.BasicClientCookie;
import org.apache.http.protocol.HttpContext;
import org.apache.http.util.Args;
import org.apache.http.util.Asserts;
import org.apache.http.util.TextUtils;
import org.omg.CORBA.Request;

/**
 * Created by amosli on 14-6-25.
 */
public class Tools {


    /**
     * 写文件到本地
     *
     * @param httpEntity
     * @param filename
     */
    public static void saveToLocal(HttpEntity httpEntity, String filename) {

        try {

            File dir = new File(Configuration.FILEDIR);
            if (!dir.isDirectory()) {
                dir.mkdir();
            }

            File file = new File(dir.getAbsolutePath() + "/" + filename);
            FileOutputStream fileOutputStream = new FileOutputStream(file);
            InputStream inputStream = httpEntity.getContent();

            byte[] bytes = new byte[1024];
            int length = 0;
            while ((length = inputStream.read(bytes)) > 0) {
                fileOutputStream.write(bytes, 0, length);
            }
            inputStream.close();
            fileOutputStream.close();
        } catch (Exception e) {
            e.printStackTrace();
        }

    }

    /**
     * 写文件到本地
     *
     * @param bytes
     * @param filename
     */
    public static void saveToLocalByBytes(byte[] bytes, String filename) {

        try {

            File dir = new File(Configuration.FILEDIR);
            if (!dir.isDirectory()) {
                dir.mkdir();
            }

            File file = new File(dir.getAbsolutePath() + "/" + filename);
            FileOutputStream fileOutputStream = new FileOutputStream(file);
                fileOutputStream.write(bytes);
                //fileOutputStream.write(bytes, 0, bytes.length);
                fileOutputStream.close();
        } catch (Exception e) {
            e.printStackTrace();
        }

    }

    /**
     * 输出
     * @param string
     */
    public static void println(String string){
        System.out.println("string:"+string);
    }
    /**
     * 输出
     * @param string
     */
    public static void printlnerr(String string){
        System.err.println("string:"+string);
    }


    /**
     * 使用ssl通道并设置请求重试处理
     * @return
     */
    public static CloseableHttpClient createSSLClientDefault() {
        try {
            SSLContext sslContext = new SSLContextBuilder().loadTrustMaterial(null, new TrustStrategy() {
                //信任所有
                public boolean isTrusted(X509Certificate[] chain,String authType) throws CertificateException {
                    return true;
                }
            }).build();

            SSLConnectionSocketFactory sslsf = new SSLConnectionSocketFactory(sslContext);

            //设置请求重试处理,重试机制,这里如果请求失败会重试5次
            HttpRequestRetryHandler retryHandler = new HttpRequestRetryHandler() {
                @Override
                public boolean retryRequest(IOException exception, int executionCount, HttpContext context) {
                    if (executionCount >= 5) {
                        // Do not retry if over max retry count
                        return false;
                    }
                    if (exception instanceof InterruptedIOException) {
                        // Timeout
                        return false;
                    }
                    if (exception instanceof UnknownHostException) {
                        // Unknown host
                        return false;
                    }
                    if (exception instanceof ConnectTimeoutException) {
                        // Connection refused
                        return false;
                    }
                    if (exception instanceof SSLException) {
                        // SSL handshake exception
                        return false;
                    }
                    HttpClientContext clientContext = HttpClientContext.adapt(context);
                    HttpRequest request = clientContext.getRequest();
                    boolean idempotent = !(request instanceof HttpEntityEnclosingRequest);
                    if (idempotent) {
                        // Retry if the request is considered idempotent
                        return true;
                    }
                    return false;
                }
            };

            //请求参数设置,设置请求超时时间为20秒,连接超时为10秒,不允许循环重定向
            RequestConfig requestConfig = RequestConfig.custom()
                    .setConnectionRequestTimeout(20000).setConnectTimeout(20000)
                    .setCircularRedirectsAllowed(false)
                    .build();

            Cookie cookie ;
            return HttpClients.custom().setSSLSocketFactory(sslsf)
                    .setUserAgent("Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/35.0.1916.153 Safari/537.36")
                    .setMaxConnPerRoute(25).setMaxConnPerRoute(256)
                    .setRetryHandler(retryHandler)
                    .setRedirectStrategy(new SelfRedirectStrategy())
                    .setDefaultRequestConfig(requestConfig)
                    .build();

        } catch (KeyManagementException e) {
            e.printStackTrace();
        } catch (NoSuchAlgorithmException e) {
            e.printStackTrace();
        } catch (KeyStoreException e) {
            e.printStackTrace();
        }
        return HttpClients.createDefault();
    }

    /**
     * 带cookiestore
     * @param cookieStore
     * @return
     */

    public static CloseableHttpClient createSSLClientDefaultWithCookie(CookieStore cookieStore) {
        try {
            SSLContext sslContext = new SSLContextBuilder().loadTrustMaterial(null, new TrustStrategy() {
                //信任所有
                public boolean isTrusted(X509Certificate[] chain,String authType) throws CertificateException {
                    return true;
                }
            }).build();

            SSLConnectionSocketFactory sslsf = new SSLConnectionSocketFactory(sslContext);

            //设置请求重试处理,重试机制,这里如果请求失败会重试5次
            HttpRequestRetryHandler retryHandler = new HttpRequestRetryHandler() {
                @Override
                public boolean retryRequest(IOException exception, int executionCount, HttpContext context) {
                    if (executionCount >= 5) {
                        // Do not retry if over max retry count
                        return false;
                    }
                    if (exception instanceof InterruptedIOException) {
                        // Timeout
                        return false;
                    }
                    if (exception instanceof UnknownHostException) {
                        // Unknown host
                        return false;
                    }
                    if (exception instanceof ConnectTimeoutException) {
                        // Connection refused
                        return false;
                    }
                    if (exception instanceof SSLException) {
                        // SSL handshake exception
                        return false;
                    }
                    HttpClientContext clientContext = HttpClientContext.adapt(context);
                    HttpRequest request = clientContext.getRequest();
                    boolean idempotent = !(request instanceof HttpEntityEnclosingRequest);
                    if (idempotent) {
                        // Retry if the request is considered idempotent
                        return true;
                    }
                    return false;
                }
            };

            //请求参数设置,设置请求超时时间为20秒,连接超时为10秒,不允许循环重定向
            RequestConfig requestConfig = RequestConfig.custom()
                    .setConnectionRequestTimeout(20000).setConnectTimeout(20000)
                    .setCircularRedirectsAllowed(false)
                    .build();


            return HttpClients.custom().setSSLSocketFactory(sslsf)
                    .setUserAgent("Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/35.0.1916.153 Safari/537.36")
                    .setMaxConnPerRoute(25).setMaxConnPerRoute(256)
                    .setRetryHandler(retryHandler)
                    .setRedirectStrategy(new SelfRedirectStrategy())
                    .setDefaultRequestConfig(requestConfig)
                    .setDefaultCookieStore(cookieStore)
                    .build();

        } catch (KeyManagementException e) {
            e.printStackTrace();
        } catch (NoSuchAlgorithmException e) {
            e.printStackTrace();
        } catch (KeyStoreException e) {
            e.printStackTrace();
        }
        return HttpClients.createDefault();
    }

}
View Code

 

将网页写入到本地的下载类:DownLoadFile.java

package com.amos.crawl;

import com.amos.tool.Configuration;
import com.amos.tool.Tools;
import org.apache.http.*;
import org.apache.http.client.HttpClient;
import org.apache.http.client.HttpRequestRetryHandler;
import org.apache.http.client.config.RequestConfig;
import org.apache.http.client.methods.HttpGet;
import org.apache.http.client.protocol.HttpClientContext;
import org.apache.http.conn.ClientConnectionManager;
import org.apache.http.conn.ConnectTimeoutException;
import org.apache.http.impl.client.AutoRetryHttpClient;
import org.apache.http.impl.client.DefaultHttpClient;
import org.apache.http.protocol.HttpContext;

import javax.net.ssl.SSLException;
import java.io.*;
import java.net.UnknownHostException;


/**
 * Created by amosli on 14-7-9.
 */
public class DownLoadFile {

    public String getFileNameByUrl(String url, String contentType) {
        //移除http http://
        url = url.contains("http://") ? url.substring(7) : url.substring(8);

        //text/html类型
        if (url.contains(".html")) {
            url = url.replaceAll("[\\?/:*|<>\"]", "_");
        } else if (contentType.indexOf("html") != -1) {
            url = url.replaceAll("[\\?/:*|<>\"]", "_") + ".html";
        } else {
            url = url.replaceAll("[\\?/:*|<>\"]", "_") + "." + contentType.substring(contentType.lastIndexOf("/") + 1);
        }
        return url;
    }

    /**
     * 将网页写入到本地
     * @param data
     * @param filePath
     */
    private void saveToLocal(byte[] data, String filePath) {

        try {
            DataOutputStream out = new DataOutputStream(new FileOutputStream(new File(filePath)));
            for(int i=0;i<data.length;i++){
                out.write(data[i]);
            }
            out.flush();
            out.close();

        } catch (Exception e) {
            e.printStackTrace();
        }
    }

    /**
     * 写文件到本地
     *
     * @param httpEntity
     * @param filename
     */
    public static void saveToLocal(HttpEntity httpEntity, String filename) {

        try {

            File dir = new File(Configuration.FILEDIR);
            if (!dir.isDirectory()) {
                dir.mkdir();
            }

            File file = new File(dir.getAbsolutePath() + "/" + filename);
            FileOutputStream fileOutputStream = new FileOutputStream(file);
            InputStream inputStream = httpEntity.getContent();

            if (!file.exists()) {
                file.createNewFile();
            }
            byte[] bytes = new byte[1024];
            int length = 0;
            while ((length = inputStream.read(bytes)) > 0) {
                fileOutputStream.write(bytes, 0, length);
            }
            inputStream.close();
            fileOutputStream.close();
        } catch (Exception e) {
            e.printStackTrace();
        }

    }


    public String downloadFile(String url)  {

        //文件路径
        String filePath=null;

        //1.生成HttpClient对象并设置参数
        HttpClient httpClient = Tools.createSSLClientDefault();

        //2.HttpGet对象并设置参数
        HttpGet httpGet = new HttpGet(url);

        //设置get请求超时5s
        //方法1
        //httpGet.getParams().setParameter("connectTimeout",5000);
        //方法2
        RequestConfig requestConfig = RequestConfig.custom().setConnectTimeout(5000).build();
        httpGet.setConfig(requestConfig);

        try {
            HttpResponse httpResponse = httpClient.execute(httpGet);
            int statusCode = httpResponse.getStatusLine().getStatusCode();
            if(statusCode!= HttpStatus.SC_OK){
                System.err.println("Method failed:"+httpResponse.getStatusLine());
                filePath=null;
            }

            filePath=getFileNameByUrl(url,httpResponse.getEntity().getContentType().getValue());
            saveToLocal(httpResponse.getEntity(),filePath);

        } catch (Exception e) {
            e.printStackTrace();
        }

        return filePath;

    }



    public static void main(String args[]) throws IOException {
        String url = "http://websearch.fudan.edu.cn/search_dep.html";
        HttpClient httpClient = new DefaultHttpClient();
        HttpGet httpGet = new HttpGet(url);
        HttpResponse httpResponse = httpClient.execute(httpGet);
        Header contentType = httpResponse.getEntity().getContentType();

        System.out.println("name:" + contentType.getName() + "value:" + contentType.getValue());
        System.out.println(new DownLoadFile().getFileNameByUrl(url, contentType.getValue()));

    }


}
View Code

创建一个过滤接口:LinkFilter.java

package com.amos.crawl;

/**
 * Created by amosli on 14-7-10.
 */
public interface LinkFilter {

    public boolean accept(String url);

}

 

使用HtmlParser的过滤url的方法:HtmlParserTool.java

package com.amos.crawl;

import org.htmlparser.Node;
import org.htmlparser.NodeFilter;
import org.htmlparser.Parser;
import org.htmlparser.filters.NodeClassFilter;
import org.htmlparser.filters.OrFilter;
import org.htmlparser.tags.LinkTag;
import org.htmlparser.util.NodeList;

import java.util.HashSet;
import java.util.Set;

/**
 * Created by amosli on 14-7-10.
 */
public class HtmlParserTool {
    public static Set<String> extractLinks(String url, LinkFilter filter) {
        Set<String> links = new HashSet<String>();

        try {
            Parser parser = new Parser(url);
            parser.setEncoding("GBK");
            //过滤<frame>标签的filter,用来提取frame标签里的src属性
            NodeFilter framFilter = new NodeFilter() {
                @Override
                public boolean accept(Node node) {
                    if (node.getText().contains("frame src=")) {
                        return true;
                    } else {
                        return false;
                    }

                }
            };

            //OrFilter来设置过滤<a>标签和<frame>标签
            OrFilter linkFilter = new OrFilter(new NodeClassFilter(LinkTag.class), framFilter);
            //得到所有经过过滤的标签
            NodeList list = parser.extractAllNodesThatMatch(linkFilter);
            for (int i = 0; i < list.size(); i++) {
                Node tag = list.elementAt(i);
                if (tag instanceof LinkTag) {
                    tag = (LinkTag) tag;
                    String linkURL = ((LinkTag) tag).getLink();

                    //如果符合条件那么将url添加进去
                    if (filter.accept(linkURL)) {
                        links.add(linkURL);
                    }

                } else {//frame 标签
                    //frmae里src属性的链接,如<frame src="test.html" />
                    String frame = tag.getText();
                    int start = frame.indexOf("src=");
                    frame = frame.substring(start);

                    int end = frame.indexOf(" ");
                    if (end == -1) {
                        end = frame.indexOf(">");
                    }
                    String frameUrl = frame.substring(5, end - 1);
                    if (filter.accept(frameUrl)) {
                        links.add(frameUrl);
                    }
                }

            }

        } catch (Exception e) {
            e.printStackTrace();
        }

        return links;
    }


}

 


管理网页url的实现队列: Queue.java

package com.amos.crawl;

import java.util.LinkedList;

/**
 * Created by amosli on 14-7-9.
 */
public class Queue {

    //使用链表实现队列
    private LinkedList queueList = new LinkedList();


    //入队列
    public void enQueue(Object object) {
        queueList.addLast(object);
    }

    //出队列
    public Object deQueue() {
        return queueList.removeFirst();
    }

    //判断队列是否为空
    public boolean isQueueEmpty() {
        return queueList.isEmpty();
    }

    //判断队列是否包含ject元素..
    public boolean contains(Object object) {
        return queueList.contains(object);
    }

    //判断队列是否为空
    public boolean empty() {
        return queueList.isEmpty();
    }

}

 

网页链接进出队列的管理:LinkQueue.java

package com.amos.crawl;

import java.util.HashSet;
import java.util.Set;

/**
 * Created by amosli on 14-7-9.
 */
public class LinkQueue {
    //已经访问的队列
    private static Set visitedUrl = new HashSet();
    //未访问的队列
    private static Queue unVisitedUrl = new Queue();

    //获得URL队列
    public static Queue getUnVisitedUrl() {
        return unVisitedUrl;
    }
    public static Set getVisitedUrl() {
        return visitedUrl;
    }
    //添加到访问过的URL队列中
    public static void addVisitedUrl(String url) {
        visitedUrl.add(url);
    }

    //删除已经访问过的URL
    public static void removeVisitedUrl(String url){
        visitedUrl.remove(url);
    }
    //未访问的URL出队列
    public static Object unVisitedUrlDeQueue(){
        return unVisitedUrl.deQueue();
    }
    //保证每个URL只被访问一次,url不能为空,同时已经访问的URL队列中不能包含该url,而且因为已经出队列了所未访问的URL队列中也不能包含该url
    public static void addUnvisitedUrl(String url){
        if(url!=null&&!url.trim().equals("")&&!visitedUrl.contains(url)&&!unVisitedUrl.contains(url))
        unVisitedUrl.enQueue(url);
    }
    //获得已经访问过的URL的数量
    public static int getVisitedUrlNum(){
        return visitedUrl.size();
    }

    //判断未访问的URL队列中是否为空
    public static boolean isUnvisitedUrlsEmpty(){
        return unVisitedUrl.empty();
    }
}

 

抓取思路是:首先给出要抓取的url==>查询符合条件的url,并将其加入到队列中==>按顺序取出队列中的url,并访问之,同时取出符合条件的url==>下载队列中的url网页,即按层探索,最多限制100条数据.

 

3.3　截图

posted on 2014-07-23 01:34  Hi_Amos  阅读(9768)  评论(22)  编辑  收藏  举报

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