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要爬取一個網站遇到了極驗的驗證碼,這周都在想著怎么破解這個,網上搜了好多知乎上看到有人問了這問題,我按照這思路去大概實現了一下。
1.使用htmlunit(這種方式我沒成功,模擬鼠標拖拽后軌跡沒生成,可以跳過)
我用的是java,我首先先想到了用直接用htmlunit,我做了點初始化
private void initWebClient() { if (webClient != null) { return; } webClient = new WebClient(BrowserVersion.FIREFOX_24); webClient.getOptions().setProxyConfig(new ProxyConfig("127.0.0.1",8888)); webClient.getOptions().setActiveXNative(true); webClient.getOptions().setUseInsecureSSL(true); // 配置證書 webClient.getOptions().setJavaScriptEnabled(true); webClient.getOptions().setCssEnabled(true); webClient.setCssErrorHandler(new SilentCssErrorHandler()); webClient.getOptions().setThrowExceptionOnScriptError(false); webClient.getOptions().setThrowExceptionOnFailingStatusCode(false); CookieManager cookieManager = new CookieManager(); List<org.apache.http.cookie.Cookie> httpCookies = client.getCookies();//其方式獲取的cookie for (org.apache.http.cookie.Cookie cookie : httpCookies) { cookieManager.addCookie(new com.gargoylesoftware.htmlunit.util.Cookie(cookie)); } webClient.setCookieManager(cookieManager); }
初始化代理,cookie..然后就能正常調用了
HtmlPage page = webClient.getPage("http://www.qixin.com/login");//企信寶 gePageInfor(page);
下面就是我獲取圖片,還原圖片并且模擬拖拽,(這里我覺得是有些問題的,可能是拖拽我模擬的不對導致觸發的js并沒有生成正確的軌跡,還請大家幫忙看看哪里錯了)
private void gePageInfor(HtmlPage page) { String[] img_slice={"div", "class", "gt_cut_fullbg_slice"}; String[] img_bg_slice={"div", "class", "gt_cut_bg_slice"}; HtmlDivision div = (HtmlDivision) page.getElementById("captcha"); int deCAPTCHA = 0; try { byte[] img_slice_binary = client.get(getImgUrl(img_slice, div, true)).getBinary();//獲取圖片byte byte[] img_bg_slice_binary = client.get(getImgUrl(img_bg_slice, div, false)).getBinary(); //獲取還原后的圖片 BufferedImage geetestImg = ImgTest.getGeetestImg(img_slice_binary, ImgTest.imgArray); BufferedImage geetestImg2 = ImgTest.getGeetestImg(img_bg_slice_binary, ImgTest.imgArray); //獲得圖片移動位置(目前還有問題,需改用第三方圖片識別) deCAPTCHA =ImgTest.deCAPTCHA(geetestImg,geetestImg2); System.out.println(deCAPTCHA); } catch (IOException | FetchException e) { e.printStackTrace(); } HtmlDivision div_slider_knob = get_div_slider_knob(page,"gt_slider_knob gt_show");//獲取要移動div HtmlPage mouseOver = (HtmlPage) div_slider_knob.mouseOver(); HtmlPage mouseDownPage = (HtmlPage)div_slider_knob.mouseDown(); div_slider_knob = get_div_slider_knob(mouseDownPage,"gt_slider_knob gt_show moving"); mouseMoveX(deCAPTCHA, div_slider_knob, mouseDownPage); HtmlPage newPage =(HtmlPage)div_slider_knob.mouseOver(); // newPage =(HtmlPage)div_slider_knob.mouseDown(); System.out.println(newPage.asXml()); div = (HtmlDivision)newPage.getElementById("captcha"); HtmlElement htmlElement = div.getElementsByAttribute("div", "class", "gt_slice gt_show moving").get(0); System.out.println(htmlElement); newPage =(HtmlPage)div_slider_knob.mouseUp();//觸發js,軌跡沒有生成 System.out.println("---------------"); System.out.println(newPage.asXml()); if (newPage.getElementById("captcha")!=null) {//錯誤重試 //gePageInfor(newPage); } } private void mouseMoveX(int deCAPTCHA, HtmlDivision div_slider_knob, HtmlPage mouseDown) { MouseEvent mouseEvent = new MouseEvent(div_slider_knob, MouseEvent.TYPE_MOUSE_MOVE, false, false, false, MouseEvent.BUTTON_LEFT); mouseEvent.setClientX( mouseEvent.getClientX()+((deCAPTCHA!=0)?deCAPTCHA:99)); //移動x坐標 ScriptResult scriptResult = mouseDown.getDocumentElement().fireEvent(mouseEvent); } private HtmlDivision get_div_slider_knob(HtmlPage page,String classString) { return (HtmlDivision)(((HtmlDivision) page.getElementById("captcha")).getElementsByAttribute("div", "class", classString).get(0)); } private String getImgUrl(String[] img_slice, HtmlDivision div, boolean isNeedCheckPostion) { String url =""; int[] postion = new int[2]; boolean empty = div.getElementsByAttribute(img_slice[0],img_slice[1],img_slice[2]).isEmpty(); if (div.hasChildNodes() && !empty) { List<HtmlElement> elementsByAttribute = div.getElementsByAttribute(img_slice[0],img_slice[1],img_slice[2]); for(int i = 0;i<elementsByAttribute.size();i++){ HtmlDivision div_img = (HtmlDivision)elementsByAttribute.get(i); String style = div_img.getAttribute("style"); String[] imge_url_position = style.split(";"); if(StringUtils.isBlank(url)){//確認url url = StringUtils.replacePattern(imge_url_position[0], ".*\\(", "").replace(")", ""); } if (isNeedCheckPostion) {//確認圖片切割postion,兩張圖切割方式一樣 background-position: -157px -58px // String[] positionS = StringUtils.split(StringUtils.remove(imge_url_position[1], "px").replace("-", "").replaceAll(".*:", ""), null); String[] positionS = StringUtils.split(StringUtils.removePattern(imge_url_position[1], "[^\\d+ \\s]"),null); postion[0] = Integer.parseInt(positionS[0]); postion[1] = Integer.parseInt(positionS[1]); int[] is = ImgTest.imgArray[i]; if (is[0]!=postion[0]||is[1]!=postion[1]) { logger.debug("更新分割postion"); ImgTest.imgArray[i] = postion; } System.out.println(ImgTest.imgArray); isNeedCheckPostion= false; } } } return url; }
對比圖片獲取位移方法(deCAPTCHA)是錯的我就不放代碼了,下面是其中還原圖片用的方法,目前是其實審查元素后你就明白怎么還原這個圖片了,這里是每次讀的10px,58px
public static BufferedImage getGeetestImg(byte[] binary, int[][] imgArray) throws IOException { BufferedImage img = ImageIO.read(new ByteArrayInputStream(binary)); List<BufferedImage> list = new ArrayList<>(); for (int i=0;i< imgArray.length;i++) { BufferedImage subimage = img.getSubimage(imgArray[i][0], imgArray[i][1], 10, 58); list.add(subimage); // ImageIO.write(subimage, "jpg", new File("d:\\image\\imgs"+i+".jpg")); } BufferedImage mergeImageUp = null; BufferedImage mergeImageDown = null; int mid = list.size()>>>1; for (int i = 0; i <mid-1 ; i++) { mergeImageUp = mergeImage(mergeImageUp==null?list.get(i):mergeImageUp, list.get(i+1), true); } for(int i = mid;i<list.size()-1;i++){ mergeImageDown = mergeImage(mergeImageDown==null?list.get(i):mergeImageDown,list.get(i+1), true); } img = mergeImage(mergeImageUp, mergeImageDown, false); return img; } public static BufferedImage mergeImage(BufferedImage img1, BufferedImage img2, boolean isHorizontal) throws IOException { int w1 = img1.getWidth(); int h2 = img1.getHeight(); int w2 = img2.getWidth(); int h3 = img2.getHeight(); // 從圖片中讀取RGB int[] ImageArrayOne = new int[w1 * h2]; ImageArrayOne = img1.getRGB(0, 0, w1, h2, ImageArrayOne, 0, w1); // 逐行掃描圖像中各個像素的RGB到數組中 int[] ImageArrayTwo = new int[w2 * h3]; ImageArrayTwo = img2.getRGB(0, 0, w2, h3, ImageArrayTwo, 0, w2); // 生成新圖片 BufferedImage DestImage = null; if (isHorizontal) { // 水平方向合并 DestImage = new BufferedImage(w1+w2, h2, BufferedImage.TYPE_INT_RGB); DestImage.setRGB(0, 0, w1, h2, ImageArrayOne, 0, w1); // 設置上半部分或左半部分的RGB DestImage.setRGB(w1, 0, w2, h3, ImageArrayTwo, 0, w2); } else { // 垂直方向合并 DestImage = new BufferedImage(w1, h2 + h3, BufferedImage.TYPE_INT_RGB); DestImage.setRGB(0, 0, w1, h2, ImageArrayOne, 0, w1); // 設置上半部分或左半部分的RGB DestImage.setRGB(0, h2, w2, h3, ImageArrayTwo, 0, w2); // 設置下半部分的RGB } return DestImage; }
2.使用selenium
后來我想著是我模擬鼠標這個動作哪里有問題,我就又找到了selenium(2.42.2),他也能操作htmlunit關鍵他的鼠標動作好像封裝比較完全
但是我嘗試了以后發現了這個,HtmlUnitMouse這個動作沒有實現
public void mouseMove(Coordinates where, long xOffset, long yOffset) { throw new UnsupportedOperationException("Moving to arbitrary X,Y coordinates not supported."); }
好吧,于是調用chrome吧
System.setProperty("webdriver.chrome.driver","C:\\chromedriver.exe"); Proxy proxy = new Proxy(); //設置代理服務器地址 proxy.setHttpProxy("127.0.0.1:8888"); // DesiredCapabilities capabilities = DesiredCapabilities.htmlUnitWithJs(); DesiredCapabilities capabilities = DesiredCapabilities.chrome(); capabilities.setCapability(CapabilityType.PROXY, proxy); // final WebDriver driver = new HtmlUnitDriver(capabilities); WebDriver driver = new ChromeDriver(capabilities); driver.get("http://www.qixin.com/login"); driver.manage().timeouts().implicitlyWait(10, TimeUnit.SECONDS); checkPage(driver,"return $('.gt_cut_fullbg_slice');"); // 獲取 網頁的 title System.out.println("1 Page title is: " + driver.getTitle()); // 通過 id 找到 input 的 DOM String pageSource = driver.getPageSource(); System.out.println(pageSource); org.openqa.selenium.JavascriptExecutor executor = (org.openqa.selenium.JavascriptExecutor)driver; boolean equals = executor.executeScript("return document.readyState").equals("complete"); int moveX =99;//移動位置 if (equals) { WebElement element = driver.findElement(By.className("gt_slider_knob"));//(".gt_slider_knob")); Point location = element.getLocation(); element.getSize(); Actions action = new Actions(driver); // action.clickAndHold().perform();// 鼠標在當前位置點擊后不釋放 // action.clickAndHold(element).perform();// 鼠標在 onElement 元素的位置點擊后不釋放 // action.clickAndHold(element).moveByOffset(location.x+99,location.y).release().perform(); //選中source元素->拖放到(xOffset,yOffset)位置->釋放左鍵 action.dragAndDropBy(element, location.x+moveX,location.y).perform(); // action.dragAndDrop(element,newelement).perform(); pageSource = driver.getPageSource(); } //更新cookie Set<org.openqa.selenium.Cookie> cookies = driver.manage().getCookies(); Set<Cookie> cookies2 = new HashSet<>(); for (org.openqa.selenium.Cookie cookie : cookies) { cookies2.add((Cookie) new Cookie(cookie.getDomain(), cookie.getName(), cookie.getValue(), cookie.getPath(), cookie.getExpiry(), true)); } for (Cookie cookie : cookies2) { org.apache.http.cookie.Cookie httpClient = cookie.toHttpClient(); } System.out.println(pageSource);
這樣提交的表單確實是有軌跡的,這里移動位置我先寫了個固定值,可以由上面圖片還原,以及一些開源的圖片識別工具識別出位置。以上應該就能解決這個滑動驗證碼了
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