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Java广度优先爬虫示例(抓取复旦新闻信息)
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(); }}
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())); }}
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="http://www.mamicode.com/)) { 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="http://www.mamicode.com/test.html" /> String frame = tag.getText(); int start = frame.indexOf("src="http://www.mamicode.com/); 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
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