springBoot+webMagic怎么实现网站爬虫
这篇文章主要讲解了springBoot+webMagic怎么实现网站爬虫,内容清晰明了,对此有兴趣的小伙伴可以学习一下,相信大家阅读完之后会有帮助。
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前端时间公司项目需要抓取各类数据,py玩的不6,只好研究Java爬虫方案,做一个总结。
开发环境:
springBoot 2.2.6、jdk1.8。
1、导入依赖
us.codecraft webmagic-core 0.7.3 us.codecraft webmagic-extension 0.7.3 com.google.guava guava 16.0
话不多说,直接上代码。
基础案例
下面代码说明以一个类似列表的页面为例
package com.crawler.project.proTask; import com.alibaba.fastjson.JSONObject; import org.springframework.scheduling.annotation.Scheduled; import us.codecraft.webmagic.Page; import us.codecraft.webmagic.Site; import us.codecraft.webmagic.Spider; import us.codecraft.webmagic.processor.PageProcessor; import us.codecraft.webmagic.scheduler.BloomFilterDuplicateRemover; import us.codecraft.webmagic.scheduler.QueueScheduler; import us.codecraft.webmagic.selector.Selectable; import java.util.List; public class TaskProcessor implements PageProcessor { /* * 此方法为爬虫业务实现 * */ @Override public void process(Page page) { //1、爬虫任务获取到一个page 解析page上的列表 Listlist = page.getHtml().css("css selector").nodes(); if (list.size() > 0){//说明为列表页面、需要解析列表中每个元素的链接,存入待获取page队列中 for (Selectable selectable : list) { //遍历集合,将每个元素链接存入待获取page队列中 page.addTargetRequest(selectable.links().toString()); } //同时将下一页的url存入队列中 page.addTargetRequest("下一页的url"); }else { //此时为列表中单个元素对应的详情页 //在自定义方法中处理详细页,获取需要的数据进行处理。 handle(page); } } private void handle(Page page) { //例如 处理后的数据为一个JSONObject对象 JSONObject tmp = new JSONObject(); //将这个tmp交由自定义的TaskPipline类处理,若未自定义Pipline并设置到Spider参数中,框架会默认将tmp打印到控制台。 page.putField("obj",tmp); } /* * 此方法为配置爬虫过程的一些参数 * */ private Site site = Site.me() .setCharset("UTF-8") .setTimeOut(60 * 1000) .setRetrySleepTime(60 * 1000) .setCycleRetryTimes(5); @Override public Site getSite() { return site; } /* 设置定时任务,执行爬虫任务 * */ @Scheduled(initialDelay = 1 * 1000,fixedDelay = 2 * 1000) public void process(){ System.out.println("开始执行爬虫抓取任务"); Spider.create(new TaskProcessor())//注意这里的类名要和当前类名对应 .addUrl("起始页url") .addPipeline(new TaskPipeline()) //此处课自定义 数据处理类 (在handle()方法中有); .setScheduler(new QueueScheduler().setDuplicateRemover(new BloomFilterDuplicateRemover(100000))) .thread(3)//此处设置线程数量(不宜过多,最好和列表页中列表元素数量一致) .run(); } }
package com.crawler.project.proTask; import com.alibaba.fastjson.JSON; import com.alibaba.fastjson.JSONObject; import us.codecraft.webmagic.ResultItems; import us.codecraft.webmagic.Task; import us.codecraft.webmagic.pipeline.Pipeline; public class TaskPipeline implements Pipeline { @Override public void process(ResultItems resultItems, Task task) { if (resultItems.getAll() .size() > 0){ Object obj = resultItems.getAll().get("obj"); JSONObject jsonObject = JSON.parseObject(obj.toString()); //获取到JSONObject对象下面可进行自定义的业务处理。 } } }
特殊情况一
需根据链接下载图片或文件
eg:在上面说到的详情页中含有iframe。
1、首先获取iframe的src
//获得iframe的src (这里要注意获得的src是绝对路径还是相对路径,相对路径需要拼接主站点url) String src = html.css("css selector", "src").toString(); //采用jsoup解析 Document document = Jsoup.parse(new URL(src),1000); //获得需要的元素 Element ele = document.select("css selector").last(); //获取需要下载的文件的链接 String downUrl = ele.attr("href"); //根据链接下载文件 返回一个文件的名称 String fileName = downloadFile(downUrl);
//通过url下载文件 public String downloadFile(String fileUrl) throws FileNotFoundException{ try{ URL httpUrl = new URL(fileUrl); String fileName = UUID.randomUUID().toString() + ".mp3"; File file = new File(this.STATIC_FILEPATH + fileName); System.out.println("============保存文件方法被调用==============="); FileUtils.copyURLToFile(httpUrl,file); return fileName; }catch (Exception e){ e.printStackTrace(); return null; } }
特殊情况二
有些https站点 无法直接使用WebMagic默认的下载器下载,此时我们可以根据站点ssl类型修改下载器。
在项目中创建一个包用于存放自定义(修改)的下载器类
(!!!摘自webMagic框架中HttpClientDownloader,基于此类修改!!!)
/* 此方法中需要传入一个自定义的生成器(HttpClientGenerator) */ package com.crawler.project.spider_download; import org.apache.commons.io.IOUtils; import org.apache.http.HttpResponse; import org.apache.http.client.methods.CloseableHttpResponse; import org.apache.http.impl.client.CloseableHttpClient; import org.apache.http.util.EntityUtils; import org.slf4j.Logger; import org.slf4j.LoggerFactory; import us.codecraft.webmagic.Page; import us.codecraft.webmagic.Request; import us.codecraft.webmagic.Site; import us.codecraft.webmagic.Task; import us.codecraft.webmagic.downloader.AbstractDownloader; import us.codecraft.webmagic.downloader.HttpClientRequestContext; import us.codecraft.webmagic.downloader.HttpUriRequestConverter; import us.codecraft.webmagic.proxy.Proxy; import us.codecraft.webmagic.proxy.ProxyProvider; import us.codecraft.webmagic.selector.PlainText; import us.codecraft.webmagic.utils.CharsetUtils; import us.codecraft.webmagic.utils.HttpClientUtils; import java.io.IOException; import java.nio.charset.Charset; import java.util.HashMap; import java.util.Map; /** * The http downloader based on HttpClient. * * @author code4crafter@gmail.com
* @since 0.1.0 */ public class HttpClientDownloader extends AbstractDownloader { private Logger logger = LoggerFactory.getLogger(getClass()); private final MaphttpClients = new HashMap (); //自定义的生成器(HttpClientGenerator)注意导入的应为自定义的HttpClientGenerator类,而不是WebMagic依赖中的HttpClientGenerator类。 private HttpClientGenerator httpClientGenerator = new HttpClientGenerator(); private HttpUriRequestConverter httpUriRequestConverter = new HttpUriRequestConverter(); private ProxyProvider proxyProvider; private boolean responseHeader = true; public void setHttpUriRequestConverter(HttpUriRequestConverter httpUriRequestConverter) { this.httpUriRequestConverter = httpUriRequestConverter; } public void setProxyProvider(ProxyProvider proxyProvider) { this.proxyProvider = proxyProvider; } private CloseableHttpClient getHttpClient(Site site) { if (site == null) { return httpClientGenerator.getClient(null); } String domain = site.getDomain(); CloseableHttpClient httpClient = httpClients.get(domain); if (httpClient == null) { synchronized (this) { httpClient = httpClients.get(domain); if (httpClient == null) { httpClient = httpClientGenerator.getClient(site); httpClients.put(domain, httpClient); } } } return httpClient; } @Override public Page download(Request request, Task task) { if (task == null || task.getSite() == null) { throw new NullPointerException("task or site can not be null"); } CloseableHttpResponse httpResponse = null; CloseableHttpClient httpClient = getHttpClient(task.getSite()); Proxy proxy = proxyProvider != null ? proxyProvider.getProxy(task) : null; HttpClientRequestContext requestContext = httpUriRequestConverter.convert(request, task.getSite(), proxy); Page page = Page.fail(); try { httpResponse = httpClient.execute(requestContext.getHttpUriRequest(), requestContext.getHttpClientContext()); page = handleResponse(request, request.getCharset() != null ? request.getCharset() : task.getSite().getCharset(), httpResponse, task); onSuccess(request); logger.info("downloading page success {}", request.getUrl()); return page; } catch (IOException e) { logger.warn("download page {} error", request.getUrl(), e); onError(request); return page; } finally { if (httpResponse != null) { //ensure the connection is released back to pool EntityUtils.consumeQuietly(httpResponse.getEntity()); } if (proxyProvider != null && proxy != null) { proxyProvider.returnProxy(proxy, page, task); } } } @Override public void setThread(int thread) { httpClientGenerator.setPoolSize(thread); } protected Page handleResponse(Request request, String charset, HttpResponse httpResponse, Task task) throws IOException { byte[] bytes = IOUtils.toByteArray(httpResponse.getEntity().getContent()); String contentType = httpResponse.getEntity().getContentType() == null ? "" : httpResponse.getEntity().getContentType().getValue(); Page page = new Page(); page.setBytes(bytes); if (!request.isBinaryContent()){ if (charset == null) { charset = getHtmlCharset(contentType, bytes); } page.setCharset(charset); page.setRawText(new String(bytes, charset)); } page.setUrl(new PlainText(request.getUrl())); page.setRequest(request); page.setStatusCode(httpResponse.getStatusLine().getStatusCode()); page.setDownloadSuccess(true); if (responseHeader) { page.setHeaders(HttpClientUtils.convertHeaders(httpResponse.getAllHeaders())); } return page; } private String getHtmlCharset(String contentType, byte[] contentBytes) throws IOException { String charset = CharsetUtils.detectCharset(contentType, contentBytes); if (charset == null) { charset = Charset.defaultCharset().name(); logger.warn("Charset autodetect failed, use {} as charset. Please specify charset in Site.setCharset()", Charset.defaultCharset()); } return charset; } }
然后在自定义的HttpClientGenerator类中修改有关ssl的参数
(!!!摘自webMagic框架中HttpClientGenerator,基于此类修改!!!)
/* 自定义的HttpClientGenerator生成器 */ package com.sealion_crawler.project.spider_download; import org.apache.http.HttpException; import org.apache.http.HttpRequest; import org.apache.http.HttpRequestInterceptor; import org.apache.http.client.CookieStore; import org.apache.http.config.Registry; import org.apache.http.config.RegistryBuilder; import org.apache.http.config.SocketConfig; import org.apache.http.conn.socket.ConnectionSocketFactory; import org.apache.http.conn.socket.PlainConnectionSocketFactory; import org.apache.http.conn.ssl.DefaultHostnameVerifier; import org.apache.http.conn.ssl.SSLConnectionSocketFactory; import org.apache.http.impl.client.*; import org.apache.http.impl.conn.PoolingHttpClientConnectionManager; import org.apache.http.impl.cookie.BasicClientCookie; import org.apache.http.protocol.HttpContext; import org.slf4j.Logger; import org.slf4j.LoggerFactory; import us.codecraft.webmagic.Site; import us.codecraft.webmagic.downloader.CustomRedirectStrategy; import javax.net.ssl.SSLContext; import javax.net.ssl.TrustManager; import javax.net.ssl.X509TrustManager; import java.io.IOException; import java.security.KeyManagementException; import java.security.NoSuchAlgorithmException; import java.security.cert.CertificateException; import java.security.cert.X509Certificate; import java.util.Map; /** * @author code4crafter@gmail.com
* @since 0.4.0 */ public class HttpClientGenerator { private transient Logger logger = LoggerFactory.getLogger(getClass()); private PoolingHttpClientConnectionManager connectionManager; public HttpClientGenerator() { Registryreg = RegistryBuilder. create() .register("http", PlainConnectionSocketFactory.INSTANCE) .register("https", buildSSLConnectionSocketFactory()) .build(); connectionManager = new PoolingHttpClientConnectionManager(reg); connectionManager.setDefaultMaxPerRoute(100); } /* 此方法中设置ssl有关参数。 */ private SSLConnectionSocketFactory buildSSLConnectionSocketFactory() { try { return new SSLConnectionSocketFactory(createIgnoreVerifySSL(), new String[]{"SSLv3", "TLSv1", "TLSv1.1", "TLSv1.2"}, null, new DefaultHostnameVerifier()); // 优先绕过安全证书 } catch (KeyManagementException e) { logger.error("ssl connection fail", e); } catch (NoSuchAlgorithmException e) { logger.error("ssl connection fail", e); } return SSLConnectionSocketFactory.getSocketFactory(); } private SSLContext createIgnoreVerifySSL() throws NoSuchAlgorithmException, KeyManagementException { // 实现一个X509TrustManager接口,用于绕过验证,不用修改里面的方法 X509TrustManager trustManager = new X509TrustManager() { @Override public void checkClientTrusted(X509Certificate[] chain, String authType) throws CertificateException { } @Override public void checkServerTrusted(X509Certificate[] chain, String authType) throws CertificateException { } @Override public X509Certificate[] getAcceptedIssuers() { return null; } }; /* 下面为当前框架默认参数 SSLContext sc = SSLContext.getInstance("SSLv3"); 可修改为需要的ssl参数类型 */ SSLContext sc = SSLContext.getInstance("TLS"); sc.init(null, new TrustManager[] { trustManager }, null); return sc; } public HttpClientGenerator setPoolSize(int poolSize) { connectionManager.setMaxTotal(poolSize); return this; } public CloseableHttpClient getClient(Site site) { return generateClient(site); } private CloseableHttpClient generateClient(Site site) { HttpClientBuilder httpClientBuilder = HttpClients.custom(); httpClientBuilder.setConnectionManager(connectionManager); if (site.getUserAgent() != null) { httpClientBuilder.setUserAgent(site.getUserAgent()); } else { httpClientBuilder.setUserAgent(""); } if (site.isUseGzip()) { httpClientBuilder.addInterceptorFirst(new HttpRequestInterceptor() { public void process( final HttpRequest request, final HttpContext context) throws HttpException, IOException { if (!request.containsHeader("Accept-Encoding")) { request.addHeader("Accept-Encoding", "gzip"); } } }); } //解决post/redirect/post 302跳转问题 httpClientBuilder.setRedirectStrategy(new CustomRedirectStrategy()); SocketConfig.Builder socketConfigBuilder = SocketConfig.custom(); socketConfigBuilder.setSoKeepAlive(true).setTcpNoDelay(true); socketConfigBuilder.setSoTimeout(site.getTimeOut()); SocketConfig socketConfig = socketConfigBuilder.build(); httpClientBuilder.setDefaultSocketConfig(socketConfig); connectionManager.setDefaultSocketConfig(socketConfig); httpClientBuilder.setRetryHandler(new DefaultHttpRequestRetryHandler(site.getRetryTimes(), true)); generateCookie(httpClientBuilder, site); return httpClientBuilder.build(); } private void generateCookie(HttpClientBuilder httpClientBuilder, Site site) { if (site.isDisableCookieManagement()) { httpClientBuilder.disableCookieManagement(); return; } CookieStore cookieStore = new BasicCookieStore(); for (Map.Entry cookieEntry : site.getCookies().entrySet()) { BasicClientCookie cookie = new BasicClientCookie(cookieEntry.getKey(), cookieEntry.getValue()); cookie.setDomain(site.getDomain()); cookieStore.addCookie(cookie); } for (Map.Entry > domainEntry : site.getAllCookies().entrySet()) { for (Map.Entry cookieEntry : domainEntry.getValue().entrySet()) { BasicClientCookie cookie = new BasicClientCookie(cookieEntry.getKey(), cookieEntry.getValue()); cookie.setDomain(domainEntry.getKey()); cookieStore.addCookie(cookie); } } httpClientBuilder.setDefaultCookieStore(cookieStore); } }
好了,到这里 基于WebMagic框架 实现爬虫、包括jsoup的使用总结就到这里的。
看完上述内容,是不是对springBoot+webMagic怎么实现网站爬虫有进一步的了解,如果还想学习更多内容,欢迎关注创新互联行业资讯频道。
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