java人脸识别怎么写-------源码附上

1 首先在Face++注册一个自己的账号
https://console.faceplusplus.com.cn/dashboard

人脸

人脸（Face）在人脸识别技术中特指图像中发现的人脸，当对一张图片进行人脸检测时，会将检测到的人脸记录下来，包括人脸在图片中的位置，用一个系统标识face_token来表示。注意：对同一张图片进行多次人脸检测，对同一个人脸会得到不同的face_token。

人脸集合

人脸集合（FaceSet）是用来存储检测到人脸的存储对象。一个FaceSet内face_token是不重复的

人脸比对/人脸搜索

计算机检测到图片中一个人脸之后，通过人脸判断人身份的过程被称为人脸比对/人脸搜索。
人脸比对指采集新的人脸，与一个已知身份用户的人脸进行比对，判断新的人脸是否属于该已知身份用户。人脸比对需要调用Compare API。
人脸搜索是指采集用户新的人脸，在多个已知身份用户的人脸集合中进行搜索，找出新的人脸属于哪一个已知身份用户。
人脸搜索需要调用Search API。

创建API Key

要调用 API，需要先创建一个 API Key（API 密钥），它是使用 API 和 SDK 的凭证。注册验证成功后，您可以在欢迎页面点击“创建我的第一个应用”，一个免费API Key会被自动生成，您可以直接使用。（注：免费API key 可依据免费规则调用API，如果您希望使用付费版服务，请按下面步骤创建正式API Key。）

完成 API Key 创建之后，您可以在控制台看到自己的账户余额和API调用量的统计。

postman调用API接口

人脸检测

人脸检测的API文档

执行下述步骤以后，看返回的结果

通过对比API参数可以看到响应字段的意思

人脸对比

API文档

传两张不一样的照片，再看看置信度

创建faceSet

API文档
产生了一个faceset集合

添加face到faceset

api文档
成功添加到人脸集合里

根据outer_id得到faceset

api文档

可以看到有一张人脸

继续往faceset添加一张图片可以检测到数量已经变为2

删除人脸

api文档

可以看到删除后数量已经减少了

人脸识别实现刷脸登录

录入人脸信息，通过人脸检测接口得到face_token，存入outer_id=travel_faceset的faceset中当用户在登录的时候，得到用户当前登录图片，然后用人脸比对接口用当前登录图片和之前在faceset中保存的人脸信息进行比对。
比对后的返回信息有我们设置的阈值(thresholds)，可以根据自身的需求选择其中一个阈值，当相似度（confidence）高于这个阈值时就可以认为是同一个人，即可以登录成功，反之，不能登录成功。

本项目是基于springboot项目的。所以接下来的配置是在我的一个已有的springboot项目上进行人脸登录的

需要在配置文件中添加

face:config:api-key: JtGRv7lXpLK3wkip5KKIdDaOOKe1J-Cxapi-secret: 1zZ-eiAQiw7x-yG0gQ6ta0tmIB9GqLDgouter-id: faceset1

启动类中配置restTemplate

@SpringBootApplication
public class TravelApplication {@Bean
public RestTemplate restTemplate() {return new RestTemplate();
}
public static void main(String[] args) {SpringApplication.run(TravelApplication.class, args);
}
}

下面就是DAO层的业务，和上边的postman里边的请求是一样的

DAO层

package com.xxq.mapper;import com.fasterxml.jackson.annotation.JsonProperty;
import lombok.Data;
import lombok.Getter;
import lombok.Setter;
import org.springframework.beans.factory.annotation.Autowired;
import org.springframework.boot.context.properties.ConfigurationProperties;
import org.springframework.core.io.FileSystemResource;
import org.springframework.http.HttpEntity;
import org.springframework.http.HttpHeaders;
import org.springframework.http.MediaType;
import org.springframework.http.ResponseEntity;
import org.springframework.http.client.MultipartBodyBuilder;
import org.springframework.stereotype.Component;
import org.springframework.util.LinkedMultiValueMap;
import org.springframework.util.MultiValueMap;
import org.springframework.web.client.RestTemplate;
import java.nio.file.Paths;
import java.util.HashMap;
import java.util.List;
import java.util.Map;@ConfigurationProperties("face.config")
@Component
@Getter
@Setter
public class FaceDao {@Autowiredprivate RestTemplate restTemplate;private String apiKey;private String apiSecret;private String outerId;/*** 人脸检测* @param filePath* @return* /* */public DetectResponseEntity detect(String filePath) {HttpHeaders headers = new HttpHeaders();headers.setContentType(MediaType.MULTIPART_FORM_DATA); // 多部件表单体MultipartBodyBuilder multipartBodyBuilder = new MultipartBodyBuilder();// ----------------- 表单 part  普通域multipartBodyBuilder.part("api_key", apiKey);multipartBodyBuilder.part("api_secret", apiSecret);// ----------------- 文件域 part// 从磁盘读取文件multipartBodyBuilder.part("image_file", new FileSystemResource(Paths.get(filePath)), MediaType.IMAGE_PNG);// build完整的消息体MultiValueMap<String, HttpEntity<?>> multipartBody =multipartBodyBuilder.build();ResponseEntity<DetectResponseEntity> responseEntity =restTemplate.postForEntity("https://api-cn.faceplusplus.com/facepp/v3/detect",multipartBody, DetectResponseEntity.class);return responseEntity.getBody();}/*** 创建用于登录的人脸faseSet*/public void faceSetCreate() {HttpHeaders headers = new HttpHeaders();headers.setContentType(MediaType.APPLICATION_FORM_URLENCODED);//普通的表单请求MultiValueMap<String, String> map= new LinkedMultiValueMap<>();map.add("api_key", apiKey);map.add("api_secret", apiSecret);map.add("outer_id", outerId);HttpEntity<MultiValueMap<String, String>> request = new HttpEntity<>(map, headers);restTemplate.postForEntity("https://apicn.faceplusplus.com/facepp/v3/faceset/create", request, String.class);}/*** 得到登录人脸FaceSet详细信息*/public FaceSetResponseEntity getFaceSetDetail() {HttpHeaders headers = new HttpHeaders();headers.setContentType(MediaType.APPLICATION_FORM_URLENCODED);MultiValueMap<String, String> map= new LinkedMultiValueMap<>();map.add("api_key", apiKey);map.add("api_secret", apiSecret);map.add("outer_id", outerId);HttpEntity<MultiValueMap<String, String>> request = new HttpEntity<>(map, headers);ResponseEntity<FaceSetResponseEntity> responseEntity =restTemplate.postForEntity("https://api-cn.faceplusplus.com/facepp/v3/faceset/getdetail", request,FaceSetResponseEntity.class);return responseEntity.getBody();}/*** 添加faceToken到FaceSet* 人脸标识 faceTokens 组成的字符串，可以是一个或者多个，用逗号分隔。最多不超过5个face_token* @param faceTokens*/public void addFaceToFaceSet(String faceTokens) {HttpHeaders headers = new HttpHeaders();headers.setContentType(MediaType.APPLICATION_FORM_URLENCODED);MultiValueMap<String, String> map= new LinkedMultiValueMap<>();map.add("api_key", apiKey);map.add("api_secret", apiSecret);map.add("outer_id", outerId);map.add("face_tokens", faceTokens);HttpEntity<MultiValueMap<String, String>> request = new HttpEntity<> (map, headers);restTemplate.postForEntity("https://api-cn.faceplusplus.com/facepp/v3/faceset/addface", request, String.class);}/*** 人脸比对* @param faceToken1* @param faceToken2* @return*/public boolean compareFace(String faceToken1, String faceToken2) {HttpHeaders headers = new HttpHeaders();headers.setContentType(MediaType.MULTIPART_FORM_DATA); // 多部件表单体MultipartBodyBuilder multipartBodyBuilder = new MultipartBodyBuilder();// ----------------- 表单 partmultipartBodyBuilder.part("api_key", apiKey);multipartBodyBuilder.part("api_secret", apiSecret);multipartBodyBuilder.part("face_token1", faceToken1);multipartBodyBuilder.part("face_token2", faceToken2);// ----------------- 文件 part// 从磁盘读取文件//multipartBodyBuilder.part("image_file", new FileSystemResource(Paths.get(filePath)), MediaType.IMAGE_PNG);MultiValueMap<String, HttpEntity<?>> multipartBody =multipartBodyBuilder.build();ResponseEntity<CompareResponseEntity> responseEntity =restTemplate.postForEntity("https://api-cn.faceplusplus.com/facepp/v3/compare",multipartBody, CompareResponseEntity.class);System.out.println(responseEntity);CompareResponseEntity e = responseEntity.getBody();if (e.getConfidence() >= e.getThresholds().e5) {return true;} else {return false;}}/*** 人脸比对返回实体类*/@Datapublic static class CompareResponseEntity {private Double confidence;private ThresholdsResponseEntity thresholds;}/*** 人脸对比置信度阈值返回实体类*/@Datapublic static class ThresholdsResponseEntity {@JsonProperty("1e-5")private Double e5;}/*** FaceSet返回实体类*/@Datapublic static class FaceSetResponseEntity{private String faceset_token;private String outer_id;private Integer face_count;private List<String> face_tokens;}@Data
/*** 人脸检测返回数据实体类*/public static class DetectResponseEntity {private String request_id;private Integer face_num;private List<FaceEntity> faces;}@Data
/*** 人脸实体类*/public static class FaceEntity {private String face_token;}
}

测试类

package com.xxq.mapper;import org.junit.Test;
import org.junit.runner.RunWith;
import org.springframework.beans.factory.annotation.Autowired;
import org.springframework.boot.test.context.SpringBootTest;
import org.springframework.test.context.junit4.SpringRunner;@SpringBootTest
@RunWith(SpringRunner.class)public class FaceDaoTest {@Autowiredprivate  FaceDao faceDao;@Testpublic void detect() {FaceDao.DetectResponseEntity entity=faceDao.detect("C:\\Users\\ly\\Desktop\\photo\\向.jpg");System.out.println(entity);}@Testpublic void getFaceSetDetail() {FaceDao.FaceSetResponseEntity e = faceDao.getFaceSetDetail();System.out.println(e);}// 这个方法只适用于没有outerID的faceset，有的话就创建不了，报错了。@Testpublic void createFaceSet() {faceDao.faceSetCreate();}@Testpublic void addFaceToFaceSet() {faceDao.addFaceToFaceSet("af1f0bd2054dfe2aa1ce06c3be7116fa");}@Testpublic void campareFace() {boolean b = faceDao.compareFace("04aeead26262cea830b63ec0c0a92507","af1f0bd2054dfe2aa1ce06c3be7116fa");System.out.println(b);}}

报错 java.lang.NoClassDefFoundError: org/reactivestreams/Publisher
添加下面的构件

<dependency><groupId>org.reactivestreams</groupId><artifactId>reactive-streams</artifactId><version>1.0.3</version>
</dependency>

Service层

接口层

public interface FaceService {/** 录入人脸* */public  void  addFace(String filePath);/** 登录比对人脸* */public boolean loginByFace(String filePath);
}

实现层

package com.xxq.service.impl;import com.xxq.service.FaceService;
import com.xxq.mapper.FaceDao;
import com.xxq.service.FaceService;
import org.springframework.beans.factory.annotation.Autowired;
import org.springframework.stereotype.Service;
import java.io.File;@Service
public class FaceServiceImpl implements FaceService {@Autowiredprivate FaceDao faceDao;@Overridepublic void addFace(String filePath) {FaceDao.FaceSetResponseEntity fs = null;try {fs = faceDao.getFaceSetDetail();} catch (Exception e) {//单纯捕获一下，不做任何处理}if (fs == null) { //faceset不存在faceDao.faceSetCreate();}FaceDao.DetectResponseEntity dr = faceDao.detect(filePath); //检视人脸for (FaceDao.FaceEntity f : dr.getFaces()) {faceDao.addFaceToFaceSet(f.getFace_token());}}@Overridepublic boolean loginByFace(String filePath) {boolean result = false;FaceDao.FaceSetResponseEntity fs = null;try {fs = faceDao.getFaceSetDetail();} catch (Exception e) {}if (fs == null) { //faceset不存在faceDao.faceSetCreate();fs = faceDao.getFaceSetDetail();}FaceDao.DetectResponseEntity dr = faceDao.detect(filePath); //检视人脸String ft1 = null;if (dr.getFace_num() >=1) {ft1 = dr.getFaces().get(0).getFace_token();} else {return false;}for (String ft2: fs.getFace_tokens()) {if (faceDao.compareFace(ft1, ft2)) {result = true;}}new File(filePath).delete(); //删除登录人脸，节省服务器资源return result;}}

Controller层

package com.xxq.controller;
import com.xxq.service.FaceService;
import com.xxq.util.ImageUtils;
import org.springframework.beans.factory.annotation.Autowired;
import org.springframework.http.ResponseEntity;
import org.springframework.stereotype.Controller;
import org.springframework.web.bind.annotation.RequestMapping;
import org.springframework.web.bind.annotation.RequestParam;
import org.springframework.web.bind.annotation.ResponseBody;
import javax.servlet.http.HttpServletRequest;
import java.io.IOException;
import java.util.UUID;@Controller
@RequestMapping("/admin/face")
public class FaceController {@Autowiredprivate FaceService faceService;/*** 调到录入人脸页面* @return*/@RequestMapping("/toinput")public String toInput() {return "/face/input";}@RequestMapping("/tologin")public String toLogin() {return "/face/login";}/*** 录入人脸* @param imgData* @param request* @return* @throws IOException*/@ResponseBody@RequestMapping("/upload")public ResponseEntity doAdd(@RequestParam("imgData") String imgData,HttpServletRequest request) throws IOException {String savePath = request.getServletContext().getRealPath("img/face/");String fileName = UUID.randomUUID().toString().replaceAll("-", "") +".png";System.out.println(savePath);ImageUtils.generateImage(imgData.substring(22), savePath, fileName);faceService.addFace(savePath + fileName);return ResponseEntity.ok("{\"success\": \"true\"}");}/*** 人脸识别登录* @param imgData* @param request* @return* @throws IOException*/@ResponseBody@RequestMapping("/login")public ResponseEntity login(@RequestParam("imgData") String imgData,HttpServletRequest request) throws IOException {String savePath =request.getServletContext().getRealPath("img/face/login/");String fileName = UUID.randomUUID().toString().replaceAll("-", "") +".png";System.out.println(savePath);ImageUtils.generateImage(imgData.substring(22), savePath, fileName);boolean b = faceService.loginByFace(savePath + fileName);if (b) {System.out.println("登录成功");return ResponseEntity.ok("{\"success\": true}");} else {System.out.println("登录失败");return ResponseEntity.ok("{\"success\": false}");}}
}

工具类，进行BASE64转码的

package com.xxq.util;
import sun.misc.BASE64Decoder;
import java.io.File;
import java.io.FileOutputStream;
import java.io.OutputStream;
public class ImageUtils {public static boolean generateImage(String imgStr, String filePath, String fileName) {try {if (imgStr == null) {return false;}BASE64Decoder decoder = new BASE64Decoder();byte[] b = decoder.decodeBuffer(imgStr);File file = new File(filePath);if (!file.exists()) {file.mkdirs();}OutputStream out = new FileOutputStream(filePath+fileName);out.write(b);out.flush();out.close();return true;} catch (Exception e) {return false;}}}

前端页面：

input.jtml

<!DOCTYPE html>
<html xmlns:th="http://www.thymeleaf.org">
<head><meta http-equiv="X-UA-Compatible" content="IE=edge,chrome=1"/><meta charset="utf-8"/><title>用户管理</title><meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0"/><!-- bootstrap & fontawesome --><link rel="stylesheet" href="/assets/css/bootstrap.min.css"/><link rel="stylesheet" href="/assets/font-awesome/4.5.0/css/font-awesome.min.css"/><!-- page specific plugin styles --><!-- text fonts --><link rel="stylesheet" href="/assets/css/fonts.googleapis.com.css"/><!-- ace styles --><link rel="stylesheet" href="/assets/css/ace.min.css" class="ace-main-stylesheet" id="main-ace-style"/><!--[if lte IE 9]><link rel="stylesheet" href="/assets/css/ace-part2.min.css" class="ace-main-stylesheet"/><![endif]--><link rel="stylesheet" href="/assets/css/ace-skins.min.css"/><link rel="stylesheet" href="/assets/css/ace-rtl.min.css"/><!--[if lte IE 9]><link rel="stylesheet" href="/assets/css/ace-ie.min.css"/><![endif]--><!-- inline styles related to this page --><!-- ace settings handler --><script src="/assets/js/ace-extra.min.js"></script><!-- HTML5shiv and Respond.js for IE8 to support HTML5 elements and media queries --><!--[if lte IE 8]><script src="/assets/js/html5shiv.min.js"></script><script src="/assets/js/respond.min.js"></script><![endif]--><!--[if !IE]> --><script src="/assets/js/jquery-2.1.4.min.js"></script><!-- <![endif]--><!--[if IE]><script src="/assets/js/jquery-1.11.3.min.js"></script><![endif]--><script src="/assets/js/bootstrap.min.js"></script><!-- page specific plugin scripts --><script src="/assets/js/jquery.dataTables.min.js"></script><script src="/assets/js/jquery.dataTables.bootstrap.min.js"></script><script src="/assets/js/dataTables.buttons.min.js"></script><script src="/assets/js/buttons.flash.min.js"></script><script src="/assets/js/buttons.html5.min.js"></script><script src="/assets/js/buttons.print.min.js"></script><script src="/assets/js/buttons.colVis.min.js"></script><script src="/assets/js/dataTables.select.min.js"></script><!-- ace scripts --><script src="/assets/js/ace-elements.min.js"></script><script src="/assets/js/ace.min.js"></script></head><body class="no-skin"><div th:replace="header :: navbar"></div><div class="main-container ace-save-state" id="main-container"><script type="text/javascript">try {ace.settings.loadState('main-container')} catch (e) {}</script><div th:replace="left :: sidebar"></div><div class="main-content"><div class="main-content-inner"><div class="breadcrumbs ace-save-state" id="breadcrumbs"><ul class="breadcrumb"><li><i class="ace-icon fa fa-home home-icon"></i><a href="#">首页</a></li><li><a href="#">用户</a></li><li class="active">用户管理</li></ul><!-- /.breadcrumb --></div><div class="page-content"><div style="padding: 10px;"><tr><td colspan="2"><button class="btn btn-sm btn-default" onclick="openMedia()">开启摄像头</button><button class="btn btn-sm btn-default" onclick="closeMedia()">关闭摄像头</button><button class="btn btn-sm btn-default" onclick="takePhoto()">录入人脸/button></td></tr><table><tr><td><video id="video" width="500px" height="500px" autoplay="autoplay"></video><canvas id="canvas" width="500px" height="500px" style="display: none"></canvas></td><td><img id="imgTag" src="" alt="..." width="500px" height="500px"><br></td></tr></table><script>let mediaStreamTrack=null; // 视频对象(全局)let video ;function openMedia() {let constraints = {video: { width: 500, height: 500 },audio: false};//获得video摄像头video = document.getElementById('video');let promise = navigator.mediaDevices.getUserMedia(constraints);promise.then((mediaStream) => {// mediaStreamTrack = typeof mediaStream.stop === 'function' ? mediaStream : mediaStream.getTracks()[1];mediaStreamTrack=mediaStream.getVideoTracks()video.srcObject = mediaStream;video.play();});}// 拍照function takePhoto() {//获得Canvas对象let video = document.getElementById('video');let canvas = document.getElementById('canvas');let ctx = canvas.getContext('2d');ctx.drawImage(video, 0, 0, 500, 500);// toDataURL  ---  可传入'image/png'---默认, 'image/jpeg'let img = document.getElementById('canvas').toDataURL();// 这里的img就是得到的图片console.log('img-----', img);document.getElementById('imgTag').src=img;//上传$.ajax({url:"/admin/face/upload",type:"POST",data:{"imgData":img},success:function(data){alert("录入成功")},error:function(){alert("录入失败")}});}// 关闭摄像头function closeMedia() {let stream = document.getElementById('video').srcObject;let tracks = stream.getTracks();tracks.forEach(function(track) {track.stop();});document.getElementById('video').srcObject = null;}</script></div></div><!-- /.page-content --></div></div><!-- /.main-content --></div><!-- /.main-container --></body>
</html>

login.html

<!DOCTYPE html>
<html xmlns:th="http://www.thymeleaf.org">
<head><meta http-equiv="X-UA-Compatible" content="IE=edge,chrome=1"/><meta charset="utf-8"/><title>用户管理</title><meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0"/><!-- bootstrap & fontawesome --><link rel="stylesheet" href="/assets/css/bootstrap.min.css"/><link rel="stylesheet" href="/assets/font-awesome/4.5.0/css/font-awesome.min.css"/><!-- page specific plugin styles --><!-- text fonts --><link rel="stylesheet" href="/assets/css/fonts.googleapis.com.css"/><!-- ace styles --><link rel="stylesheet" href="/assets/css/ace.min.css" class="ace-main-stylesheet" id="main-ace-style"/><!--[if lte IE 9]><link rel="stylesheet" href="/assets/css/ace-part2.min.css" class="ace-main-stylesheet"/><![endif]--><link rel="stylesheet" href="/assets/css/ace-skins.min.css"/><link rel="stylesheet" href="/assets/css/ace-rtl.min.css"/><!--[if lte IE 9]><link rel="stylesheet" href="/assets/css/ace-ie.min.css"/><![endif]--><!-- inline styles related to this page --><!-- ace settings handler --><script src="/assets/js/ace-extra.min.js"></script><!-- HTML5shiv and Respond.js for IE8 to support HTML5 elements and media queries --><!--[if lte IE 8]><script src="/assets/js/html5shiv.min.js"></script><script src="/assets/js/respond.min.js"></script><![endif]--><!--[if !IE]> --><script src="/assets/js/jquery-2.1.4.min.js"></script><!-- <![endif]--><!--[if IE]><script src="/assets/js/jquery-1.11.3.min.js"></script><![endif]--><script src="/assets/js/bootstrap.min.js"></script><!-- page specific plugin scripts --><script src="/assets/js/jquery.dataTables.min.js"></script><script src="/assets/js/jquery.dataTables.bootstrap.min.js"></script><script src="/assets/js/dataTables.buttons.min.js"></script><script src="/assets/js/buttons.flash.min.js"></script><script src="/assets/js/buttons.html5.min.js"></script><script src="/assets/js/buttons.print.min.js"></script><script src="/assets/js/buttons.colVis.min.js"></script><script src="/assets/js/dataTables.select.min.js"></script><!-- ace scripts --><script src="/assets/js/ace-elements.min.js"></script><script src="/assets/js/ace.min.js"></script></head><body class="no-skin"><div class="main-container ace-save-state" id="main-container"><div class="main-content"><div class="main-content-inner"><div class="page-content"><div style="padding: 10px;"><tr><td colspan="2"><button class="btn btn-sm btn-default" onclick="openMedia()">开启摄像头</button><button class="btn btn-sm btn-default" onclick="closeMedia()">关闭摄像头</button><button class="btn btn-sm btn-default" onclick="takePhoto()">登录</button></td></tr><table><tr><td><video id="video" width="500px" height="500px" autoplay="autoplay"></video><canvas id="canvas" width="500px" height="500px" style="display: none"></canvas></td><td><img id="imgTag" src="" alt="..." width="500px" height="500px"><br></td></tr></table><script>let mediaStreamTrack=null; // 视频对象(全局)let video ;function openMedia() {let constraints = {video: { width: 500, height: 500 },audio: false};//获得video摄像头video = document.getElementById('video');let promise = navigator.mediaDevices.getUserMedia(constraints);promise.then((mediaStream) => {// mediaStreamTrack = typeof mediaStream.stop === 'function' ? mediaStream : mediaStream.getTracks()[1];mediaStreamTrack=mediaStream.getVideoTracks()video.srcObject = mediaStream;video.play();});}// 拍照function takePhoto() {//获得Canvas对象let video = document.getElementById('video');let canvas = document.getElementById('canvas');let ctx = canvas.getContext('2d');ctx.drawImage(video, 0, 0, 500, 500);// toDataURL  ---  可传入'image/png'---默认, 'image/jpeg'let img = document.getElementById('canvas').toDataURL();// 这里的img就是得到的图片console.log('img-----', img);document.getElementById('imgTag').src=img;//上传$.ajax({url:"/admin/face/login",type:"POST",data:{"imgData":img},dataType: "json",success:function(data){var b = data.success;alert(b);if (b) {alert("登录成功");} else {alert("登录失败");}},error:function(){alert("登录失败")}});}// 关闭摄像头function closeMedia() {let stream = document.getElementById('video').srcObject;let tracks = stream.getTracks();tracks.forEach(function(track) {track.stop();});document.getElementById('video').srcObject = null;}</script></div></div><!-- /.page-content --></div></div><!-- /.main-content --></div><!-- /.main-container --></body>
</html>