背景
现在越来越多的网站都使用采用滑块验证来作为验证机制，用于判断用户是否为人类而不是机器人。它需要用户将滑块拖动到指定位置来完成验证。
网上上有很多python和node过滑块的案例，但是java的特别少。
本篇文章一起来看下java怎么实现滑块验证。
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思路
因为隐私问题，假设有一个网站 www.example.com, 打开后需要点击，那么我们完整的登录流程为：
- 打开网站www.example.com
- 点击页面右上角login
- 在弹出对话框输入用户名
- 点击send code 发送邮箱验证码
- 弹出滑块，拖动滑动滑块到指定位置，松开鼠标
- 查看邮箱验证码，并输入
- 点击登录
- 获取登录后cookie中返回的token，判断是否登录成功
代码
chromedriver下载地址
下载与自己浏览器对应版本的chromedriver
registry.npmmirror.com/binary.html...
最新版谷歌浏览器chromedriver下载地址
googlechromelabs.github.io/chrome-for-...
maven增加如下依赖
xml
<!-- selenium-java -->
<dependency>
<groupId>org.seleniumhq.selenium</groupId>
<artifactId>selenium-java</artifactId>
<version>4.8.0</version>
</dependency>
<!-- https://mvnrepository.com/artifact/commons-io/commons-io -->
<dependency>
<groupId>commons-io</groupId>
<artifactId>commons-io</artifactId>
<version>2.15.1</version>
</dependency>
<!-- 获取邮箱验证码 -->
<dependency>
<groupId>javax.mail</groupId>
<artifactId>javax.mail-api</artifactId>
<version>1.6.2</version>
</dependency>
<dependency>
<groupId>com.sun.mail</groupId>
<artifactId>javax.mail</artifactId>
<version>1.6.2</version>
</dependency>
<!-- 工具类 -->
<dependency>
<groupId>cn.hutool</groupId>
<artifactId>hutool-all</artifactId>
<version>5.8.22</version>
</dependency>
<dependency>
<groupId>org.projectlombok</groupId>
<artifactId>lombok</artifactId>
<version>1.18.30</version>
<scope>provided</scope>
</dependency>滑块验证
- 先保存无缺口的图片到本地，然后保存有缺的图片到本地。
- 将两张图片转换成RGB集合，比较两张图片像素点的RGB值是否相同。
- 只要RGB的集合大于一定的误差阈值，则认为该位置为缺口位置。
核心代码如下：
java
/**
* 比较两张截图，找出有缺口的验证码截图中缺口所在位置
* 由于滑块是x轴方向位移，因此只需要x轴的坐标即可
*
* @return 缺口起始点x坐标
* @throws Exception
*/
public int comparePicture() throws Exception {
notchPicture = ImageIO.read(new File("有缺口.png"));
fullPicture = ImageIO.read(new File("无缺口.png"));
int width = notchPicture.getWidth();
int height = notchPicture.getHeight();
int pos = 70; // 小方块的固定起始位置
// 横向扫描
for (int i = pos; i < width; i++) {
for (int j = 0; j < height - 10; j++) {
if (!equalPixel(i, j)) {
pos = i;
return pos;
}
}
}
throw new Exception("未找到滑块缺口");
}
java
/**
* 比较两张截图上的当前像素点的RGB值是否相同
* 只要满足一定误差阈值，便可认为这两个像素点是相同的
*
* @param x 像素点的x坐标
* @param y 像素点的y坐标
* @return true/false
*/
public boolean equalPixel(int x, int y) {
int rgbaBefore = notchPicture.getRGB(x, y);
int rgbaAfter = fullPicture.getRGB(x, y);
// 转化成RGB集合
Color colBefore = new Color(rgbaBefore, true);
Color colAfter = new Color(rgbaAfter, true);
int threshold = 220; // RGB差值阈值
if (Math.abs(colBefore.getRed() - colAfter.getRed()) < threshold &&
Math.abs(colBefore.getGreen() - colAfter.getGreen()) < threshold &&
Math.abs(colBefore.getBlue() - colAfter.getBlue()) < threshold) {
return true;
}
return false;
}移动滑块代码：
java
/**
* 移动滑块，实现验证
*
* @param moveTrace 滑块的运动轨迹
* @throws Exception
*/
public void move(List<Integer> moveTrace) throws Exception {
// 获取滑块对象
element = SeleniumUtil.waitMostSeconds(driver, By.cssSelector("div.dv_handler.dv_handler_bg"));
// 按下滑块
actions.clickAndHold(element).perform();
Iterator it = moveTrace.iterator();
while (it.hasNext()) {
// 位移一次
int dis = (int) it.next();
moveWithoutWait(dis, 0);
}
// 模拟人的操作，超过区域
moveWithoutWait(5, 0);
moveWithoutWait(-3, 0);
moveWithoutWait(-2, 0);
// 释放滑块
actions.release().perform();
Thread.sleep(500);
}
/**
* 消除selenium中移动操作的卡顿感
* 这种卡顿感是因为selenium中自带的moveByOffset是默认有200ms的延时的
* 可参考:https://blog.csdn.net/fx9590/article/details/113096513
*
* @param x x轴方向位移距离
* @param y y轴方向位移距离
*/
public void moveWithoutWait(int x, int y) {
PointerInput defaultMouse = new PointerInput(MOUSE, "default mouse");
actions.tick(defaultMouse.createPointerMove(Duration.ofMillis(5), PointerInput.Origin.pointer(), x, y)).perform();
}为了防止每天频繁登录，可能会被封号。 我们还要实现每天只需要登录一次，其余时间都是免登录
java
// 每天重新登陆一次
File cookieFile = new File("example.cookie.txt" + DateUtil.today());
if (!cookieFile.exists()) {
// 文件不存在则认为是当天首次登录，清空缓存文件
FileUtil.del(tempDirect);
}
java
/**
* 保存cookie
* @throws IOException
*/
private void saveCookie() throws IOException {
File cookieFile = new File("example.cookie.txt" + DateUtil.today());
cookieFile.delete();
cookieFile.createNewFile();
FileWriter fileWriter = new FileWriter(cookieFile);
BufferedWriter bufferedWriter = new BufferedWriter(fileWriter);
for (Cookie cookie : driver.manage().getCookies()) {
bufferedWriter.write((cookie.getName() + ";" +
cookie.getValue() + ";" +
cookie.getDomain() + ";" +
cookie.getPath() + ";" +
cookie.getExpiry() + ";" +
cookie.isSecure()));
bufferedWriter.newLine();
}
bufferedWriter.flush();
bufferedWriter.close();
fileWriter.close();
}
java
/**
* 读取cookie加载到浏览器
* @throws IOException
*/
private void addCookie() throws IOException {
File cookieFile = new File("example.cookie.txt" + DateUtil.today());
if (cookieFile.exists()) {
FileReader fileReader = new FileReader(cookieFile);
BufferedReader bufferedReader = new BufferedReader(fileReader);
String line;
while ((line = bufferedReader.readLine()) != null) {
StringTokenizer stringTokenizer = new StringTokenizer(line, ";");
while (stringTokenizer.hasMoreTokens()) {
String name = stringTokenizer.nextToken();
String value = stringTokenizer.nextToken();
String domain = stringTokenizer.nextToken();
String path = stringTokenizer.nextToken();
Date expiry = null;
String dt;
if (!(dt = stringTokenizer.nextToken()).equals("null")) {
expiry = new Date(dt);
}
boolean isSecure = new Boolean(stringTokenizer.nextToken()).booleanValue();
Cookie cookie = new Cookie(name, value, domain, path, expiry, isSecure);
driver.manage().addCookie(cookie);
}
}
}
}完整代码
java
package com.fandf.selenium;
import cn.hutool.core.date.DateUtil;
import cn.hutool.core.io.FileUtil;
import cn.hutool.core.util.StrUtil;
import cn.hutool.json.JSONUtil;
import com.fandf.email.EmailService;
import com.fandf.utils.SeleniumUtil;
import lombok.extern.slf4j.Slf4j;
import org.openqa.selenium.*;
import org.openqa.selenium.chrome.ChromeDriver;
import org.openqa.selenium.chrome.ChromeOptions;
import org.openqa.selenium.interactions.Actions;
import org.openqa.selenium.interactions.PointerInput;
import javax.imageio.ImageIO;
import java.awt.*;
import java.awt.image.BufferedImage;
import java.io.*;
import java.time.Duration;
import java.util.List;
import java.util.*;
import static org.openqa.selenium.interactions.PointerInput.Kind.MOUSE;
/**
* @author fandongfeng
* @date 2023-12-10 13:48
**/
@Slf4j
public class SliderAutomatic implements Closeable {
private WebDriver driver;
private Actions actions;
private WebElement element;
private JavascriptExecutor js;
// 带有缺口的验证码
private BufferedImage notchPicture;
// 不带有缺口的验证码
private BufferedImage fullPicture;
// chromedriver地址
private final static String chromedriver = "C:\Users\Administrator\Desktop\chrome\chromedriver.exe";
// 浏览器缓存地址
private final static String tempDirect = "C:\Users\Administrator\Desktop\chrome\temp";
@Override
public void close() {
if (driver != null) {
driver.quit();
}
}
public String login() throws Exception {
log.info("开始登录");
System.setProperty("webdriver.chrome.driver", chromedriver);
// 每天重新登陆一次
File cookieFile = new File("example.cookie.txt" + DateUtil.today());
if (!cookieFile.exists()) {
// 文件不存在则认为是当天首次登录，清空缓存文件
FileUtil.del(tempDirect);
}
log.info("清除缓存成功");
ChromeOptions options = new ChromeOptions();
options.addArguments("--remote-allow-origins=*");
String userAgent = "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_15_7) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/119.0.0.0 Safari/537.36";
options.addArguments("--user-agent=" + userAgent);
options.addArguments("--disable-gpu");
options.addArguments("--disable-dev-shm-usage");
options.addArguments("--no-sandbox");
options.addArguments("--single-process");
options.addArguments("--disable-setuid-sandbox");
// 启用自动化扩展
options.setExperimentalOption("excludeSwitches", Arrays.asList("enable-automation"));
options.addArguments("--disable-blink-features=AutomationControlled");
// 禁用浏览器的安全性
options.addArguments("--disable-web-security");
options.addArguments("--allow-running-insecure-content");
//禁用浏览器的同源策略
options.addArguments("--disable-features=IsolateOrigins,site-per-process");
options.addArguments("--user-data-dir=" + tempDirect);
// 设置后台静默模式启动浏览器
// options.addArguments("--headless=new");
log.info("设置请求头完成");
driver = new ChromeDriver(options);
driver.manage().window().maximize();
js = (JavascriptExecutor) driver;
js.executeScript("window.scrollTo(1,100)");
actions = new Actions(driver);
// 先访问在在加载cookie 否则报错 invalid cookie domain
driver.get("www.example.com");
// 读取cookie加载到浏览器
addCookie();
// 刷新页面
driver.navigate().refresh();
if (!isLogin()) {
log.info("开始登录...");
// 登录
loginExample();
// 登录成功后先刷新
driver.navigate().refresh();
} else {
log.info("免登录成功...");
}
String token = null;
Set<Cookie> cookies = driver.manage().getCookies();
for (Cookie cookie : cookies) {
log.info("cookie= {}", JSONUtil.toJsonStr(cookie));
if (cookie.getName().equals("Example-Token")) {
// 登录成功后会返回token
log.info("Example-Token 的值为：" + cookie.getValue());
token = cookie.getValue();
}
}
// token存在则证明登录成功
if (StrUtil.isNotBlank(token)) {
saveCookie();
}
return token;
}
/**
* 读取cookie加载到浏览器
*
* @throws IOException
*/
private void addCookie() throws IOException {
File cookieFile = new File("example.cookie.txt" + DateUtil.today());
if (cookieFile.exists()) {
FileReader fileReader = new FileReader(cookieFile);
BufferedReader bufferedReader = new BufferedReader(fileReader);
String line;
while ((line = bufferedReader.readLine()) != null) {
StringTokenizer stringTokenizer = new StringTokenizer(line, ";");
while (stringTokenizer.hasMoreTokens()) {
String name = stringTokenizer.nextToken();
String value = stringTokenizer.nextToken();
String domain = stringTokenizer.nextToken();
String path = stringTokenizer.nextToken();
Date expiry = null;
String dt;
if (!(dt = stringTokenizer.nextToken()).equals("null")) {
expiry = new Date(dt);
}
boolean isSecure = new Boolean(stringTokenizer.nextToken()).booleanValue();
Cookie cookie = new Cookie(name, value, domain, path, expiry, isSecure);
driver.manage().addCookie(cookie);
}
}
}
}
/**
* 保存cookie
*
* @throws IOException
*/
private void saveCookie() throws IOException {
File cookieFile = new File("example.cookie.txt" + DateUtil.today());
cookieFile.delete();
cookieFile.createNewFile();
FileWriter fileWriter = new FileWriter(cookieFile);
BufferedWriter bufferedWriter = new BufferedWriter(fileWriter);
for (Cookie cookie : driver.manage().getCookies()) {
bufferedWriter.write((cookie.getName() + ";" +
cookie.getValue() + ";" +
cookie.getDomain() + ";" +
cookie.getPath() + ";" +
cookie.getExpiry() + ";" +
cookie.isSecure()));
bufferedWriter.newLine();
}
bufferedWriter.flush();
bufferedWriter.close();
fileWriter.close();
}
private void loginExample() throws Exception {
js.executeScript("window.scrollTo(1,100)");
// 调出验证码
WebElement element = SeleniumUtil.waitMostSeconds(driver, By.cssSelector("div.login"));
element.click();
element = SeleniumUtil.waitMostSeconds(driver, By.cssSelector("input[name='username']"));
element.clear();
element.sendKeys("[email protected]");
log.info("开始登录邮箱[email protected]");
element = SeleniumUtil.waitMostSeconds(driver, By.cssSelector(".SendCode.correct"));
element.click();
log.info("点击登录发送邮件完成");
// 等待验证码出现
SeleniumUtil.waitMostSeconds(driver, By.cssSelector(".drag-verify-container.veriftyItem"));
// 等待5秒，网络问题，等待图片显示出来
log.info("等待5秒，网络问题，等待图片显示出来");
Thread.sleep(5000);
// 保存验证码
saveCode();
int position = comparePicture();
log.info("滑块位置：{}", position);
move(Collections.singletonList(position));
log.info("移动滑块位置成功，开始等待验证码");
// 等待10秒，收到邮件
Thread.sleep(20000);
// 输入邮箱验证码
String emailLoginCode = EmailService.getLoginCode();
element = SeleniumUtil.waitMostSeconds(driver, By.xpath("//*[@id="app"]/div[1]/div/form/div[2]/div[2]/input"));
element.clear();
element.sendKeys(emailLoginCode);
log.info("邮箱验证码为:{}", emailLoginCode);
// 点击登录
element = SeleniumUtil.waitMostSeconds(driver, By.xpath("//*[@id="app"]/div[1]/div/form/div[3]/div/button"));
element.click();
log.info("登陆成功了");
}
/**
* 移动滑块，实现验证
*
* @param moveTrace 滑块的运动轨迹
* @throws Exception
*/
private void move(List<Integer> moveTrace) throws Exception {
// 获取滑块对象
element = SeleniumUtil.waitMostSeconds(driver, By.cssSelector("div.dv_handler.dv_handler_bg"));
// 按下滑块
actions.clickAndHold(element).perform();
Iterator it = moveTrace.iterator();
while (it.hasNext()) {
// 位移一次
int dis = (int) it.next();
moveWithoutWait(dis, 0);
}
// 模拟人的操作，超过区域
moveWithoutWait(5, 0);
moveWithoutWait(-3, 0);
moveWithoutWait(-2, 0);
// 释放滑块
actions.release().perform();
Thread.sleep(500);
}
/**
* 消除selenium中移动操作的卡顿感
* 这种卡顿感是因为selenium中自带的moveByOffset是默认有200ms的延时的
* 可参考:https://blog.csdn.net/fx9590/article/details/113096513
*
* @param x x轴方向位移距离
* @param y y轴方向位移距离
*/
private void moveWithoutWait(int x, int y) {
PointerInput defaultMouse = new PointerInput(MOUSE, "default mouse");
actions.tick(defaultMouse.createPointerMove(Duration.ofMillis(5), PointerInput.Origin.pointer(), x, y)).perform();
}
/**
* 比较两张截图，找出有缺口的验证码截图中缺口所在位置
* 由于滑块是x轴方向位移，因此只需要x轴的坐标即可
*
* @return 缺口起始点x坐标
* @throws Exception
*/
private int comparePicture() throws Exception {
notchPicture = ImageIO.read(new File("有缺口.png"));
fullPicture = ImageIO.read(new File("无缺口.png"));
int width = notchPicture.getWidth();
int height = notchPicture.getHeight();
int pos = 70; // 小方块的固定起始位置
// 横向扫描
for (int i = pos; i < width; i++) {
for (int j = 0; j < height - 10; j++) {
if (!equalPixel(i, j)) {
pos = i;
return pos;
}
}
}
throw new Exception("未找到滑块缺口");
}
/**
* 比较两张截图上的当前像素点的RGB值是否相同
* 只要满足一定误差阈值，便可认为这两个像素点是相同的
*
* @param x 像素点的x坐标
* @param y 像素点的y坐标
* @return true/false
*/
private boolean equalPixel(int x, int y) {
int rgbaBefore = notchPicture.getRGB(x, y);
int rgbaAfter = fullPicture.getRGB(x, y);
// 转化成RGB集合
Color colBefore = new Color(rgbaBefore, true);
Color colAfter = new Color(rgbaAfter, true);
int threshold = 220; // RGB差值阈值
if (Math.abs(colBefore.getRed() - colAfter.getRed()) < threshold &&
Math.abs(colBefore.getGreen() - colAfter.getGreen()) < threshold &&
Math.abs(colBefore.getBlue() - colAfter.getBlue()) < threshold) {
return true;
}
return false;
}
/**
* 获取无缺口的验证码和带有缺口的验证码
*/
private void saveCode() {
// 隐藏缺口
// 隐藏滑块
js.executeScript("document.querySelectorAll('canvas')[0].style='display'");
js.executeScript("document.querySelectorAll('canvas')[1].hidden='true'");
WebElement element = SeleniumUtil.waitMostSeconds(driver, By.cssSelector("canvas.main-canvas"));
File screen = element.getScreenshotAs(OutputType.FILE); //执行屏幕截取
SeleniumUtil.savePng(screen, "无缺口");
log.info("保存无缺口的截图完成");
// 获取有缺口的截图
// 隐藏滑块
js.executeScript("document.querySelectorAll('canvas')[1].style='display'");
js.executeScript("document.querySelectorAll('canvas')[1].hidden='true'");
WebElement element = SeleniumUtil.waitMostSeconds(driver, By.cssSelector("canvas.main-canvas"));
File screen = element.getScreenshotAs(OutputType.FILE); //执行屏幕截取
SeleniumUtil.savePng(screen, "有缺口");
// 展示滑块
js.executeScript("document.querySelectorAll('canvas')[1].style='display: block;'");
log.info("保存有缺口的截图完成");
}
/**
* 通过页面是否有login按钮来判断是否登录
* T 登录了， F 未登录
*/
private boolean isLogin() {
return !SeleniumUtil.containElement(driver, By.cssSelector("div.login"));
}
}
java
package com.fandf.utils;
import org.apache.commons.io.FileUtils;
import org.openqa.selenium.By;
import org.openqa.selenium.NoSuchElementException;
import org.openqa.selenium.WebDriver;
import org.openqa.selenium.WebElement;
import org.openqa.selenium.support.ui.ExpectedConditions;
import org.openqa.selenium.support.ui.WebDriverWait;
import java.io.File;
import java.io.IOException;
import java.time.Duration;
/**
* @author fandongfeng
* @date 2023/12/9 18:29
*/
public class SeleniumUtil {
/**
* 判断元素是否存在
*
* @param driver 驱动
* @param by 元素定位方式
* @return 元素控件
*/
public static boolean containElement(WebDriver driver, By by) {
try {
WebDriverWait AppiumDriverWait = new WebDriverWait(driver, Duration.ofSeconds(5));
AppiumDriverWait.until(ExpectedConditions
.presenceOfElementLocated(by));
return true;
} catch (Exception ignore) {
}
return false;
}
/**
* Selenium方法等待元素出现
*
* @param driver 驱动
* @param by 元素定位方式
* @return 元素控件
*/
public static WebElement waitMostSeconds(WebDriver driver, By by) {
try {
WebDriverWait AppiumDriverWait = new WebDriverWait(driver, Duration.ofSeconds(5));
return (WebElement) AppiumDriverWait.until(ExpectedConditions
.presenceOfElementLocated(by));
} catch (Exception e) {
e.printStackTrace();
}
throw new NoSuchElementException("元素控件未出现");
}
/**
* 保存截图的方法
*
* @param screen 元素截图
* @param name 截图保存名字
*/
public static void savePng(File screen, String name) {
String screenShortName = name + ".png";
try {
System.out.println("save screenshot");
FileUtils.copyFile(screen, new File(screenShortName));
} catch (IOException e) {
System.out.println("save screenshot fail");
e.printStackTrace();
} finally {
System.out.println("save screenshot finish");
}
}
}