百度离线人脸识别SDK
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百度离线人脸识别SDK
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1,采坑備忘
(1)8.1版本的SDK在spring-boot接口訪問第一次正常,第二次之后JVM會奔潰,可能是java gc 處理C++開出的內存有問題。
? ? ? ? 換6.1.3版本的SDK。
java+Windows百度離線人臉識別SDK6.1.3-Java文檔類資源-CSDN下載java+Windows百度離線人臉識別SDK6.1.3。支持spring-boot集成。更多下載資源、學習資料請訪問CSDN下載頻道.https://download.csdn.net/download/zj850324/87347677
(2)6.1.3版本SDK無法加載BaiduFaceApi.dll。依賴vc_redist.x64 2013,包里給的是2015。
javaOpenCV320依賴的動態鏈接庫-Java文檔類資源-CSDN下載javaOpenCV320依賴的動態鏈接庫更多下載資源、學習資料請訪問CSDN下載頻道.https://download.csdn.net/download/zj850324/87283565
2,spring-boot項目示例
(1)pom.xml
<?xml version="1.0" encoding="UTF-8"?> <project xmlns="http://maven.apache.org/POM/4.0.0" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance"xsi:schemaLocation="http://maven.apache.org/POM/4.0.0 https://maven.apache.org/xsd/maven-4.0.0.xsd"><modelVersion>4.0.0</modelVersion><parent><groupId>org.springframework.boot</groupId><artifactId>spring-boot-starter-parent</artifactId><version>2.3.3.RELEASE</version><relativePath/> <!-- lookup parent from repository --></parent><groupId>com.ai</groupId><artifactId>risun-ai</artifactId><version>0.0.1-SNAPSHOT</version><name>risun-ai</name><description>Demo project for Spring Boot</description><properties><java.version>1.8</java.version></properties><repositories><repository><id>huaweicloud</id><url>https://repo.huaweicloud.com/repository/maven/</url><!--<url>http://maven.aliyun.com/nexus/content/groups/public/</url>--><releases><enabled>true</enabled></releases><snapshots><enabled>true</enabled><updatePolicy>always</updatePolicy><checksumPolicy>fail</checksumPolicy></snapshots></repository></repositories><dependencies><dependency><groupId>javax.servlet</groupId><artifactId>javax.servlet-api</artifactId><scope>provided</scope></dependency><dependency><groupId>org.springframework.boot</groupId><artifactId>spring-boot-starter</artifactId></dependency><dependency><groupId>org.springframework.boot</groupId><artifactId>spring-boot-starter-web</artifactId></dependency><dependency><groupId>org.springframework.boot</groupId><artifactId>spring-boot-starter-test</artifactId><scope>test</scope></dependency><dependency><groupId>io.springfox</groupId><artifactId>springfox-swagger2</artifactId><version>2.9.2</version></dependency><dependency><groupId>io.springfox</groupId><artifactId>springfox-swagger-ui</artifactId><version>2.9.2</version></dependency><!-- https://mvnrepository.com/artifact/org.projectlombok/lombok --><dependency><groupId>org.projectlombok</groupId><artifactId>lombok</artifactId><version>1.18.22</version><scope>provided</scope></dependency><dependency><groupId>com.baidu.aip</groupId><artifactId>java-sdk</artifactId><version>4.15.1</version></dependency><dependency><groupId>com.google.code.gson</groupId><artifactId>gson</artifactId><version>2.8.3</version></dependency><dependency><groupId>com.google.code.gson</groupId><artifactId>gson</artifactId><version>2.8.5</version></dependency><dependency><groupId>org.apache.httpcomponents</groupId><artifactId>httpclient</artifactId><version>4.5.2</version></dependency></dependencies><build><plugins><plugin><groupId>org.springframework.boot</groupId><artifactId>spring-boot-maven-plugin</artifactId></plugin></plugins></build></project>(2)啟動
package com;import org.springframework.boot.SpringApplication; import org.springframework.boot.autoconfigure.SpringBootApplication;import com.ai.local.FaceLocalFactory; import com.jni.face.Face;@SpringBootApplication public class RisunAiApplication {public static void main(String[] args) {//FaceLocalFactory.sdkInit();//Face.loadDbFace();SpringApplication.run(RisunAiApplication.class, args);System.out.println(":::主線程啟動");}}?
package com; /** *@author created by Jerry *@date 2022年12月23日---下午4:51:37 *@problem *@answer *@action */import com.jni.face.Face; import org.springframework.boot.ApplicationArguments; import org.springframework.boot.ApplicationRunner; import org.springframework.stereotype.Component;@Component public class SdkInit implements ApplicationRunner{@Overridepublic void run(ApplicationArguments applicationArguments) throws Exception{/* sdk初始化 */Face api = new Face();// model_path為模型文件夾路徑,即models文件夾(里面存的是人臉識別的模型文件)// 傳空為采用默認路徑,若想定置化路徑,請填寫全局路徑如:d:\\face (models模型文件夾目錄放置后為d:\\face\\models)// 若模型文件夾采用定置化路徑,則激活文件(license.ini, license.key)也可采用定制化路徑放置到該目錄如d:\\face\\license// 亦可在激活文件默認生成的路徑String modelPath ="";int res = api.sdkInit(modelPath);if (res != 0) {System.out.printf("sdk init fail and error =%d\n", res);}Face.loadDbFace();// 獲取設備指紋String deviceId = Face.getDeviceId();System.out.printf("device id:" + deviceId);// 獲取版本號String ver = Face.sdkVersion();System.out.printf("sdk version:" + ver);} }?
package com;import org.slf4j.Logger; import org.slf4j.LoggerFactory; import org.springframework.beans.factory.annotation.Autowired; import org.springframework.beans.factory.annotation.Value; import org.springframework.boot.CommandLineRunner; import org.springframework.stereotype.Component; import com.task.ClearFilesTask;/*** * @author jerry* 清理垃圾*/ @Component public class Branch_02 implements CommandLineRunner {Logger m_log = LoggerFactory.getLogger(getClass());@Value("${cacheTime}")Long m_cacheTime;@AutowiredClearFilesTask m_clearFilesTask;@Overridepublic void run(String... arg0) throws Exception {if (m_cacheTime <= 0) {return;}this.m_log.info(":::清理線程啟動");Thread thread = new Thread(this.m_clearFilesTask);thread.start();}}?
package com;import org.slf4j.Logger; import org.slf4j.LoggerFactory; import org.springframework.beans.factory.annotation.Autowired; import org.springframework.beans.factory.annotation.Value; import org.springframework.boot.CommandLineRunner; import org.springframework.stereotype.Component;import com.ai.local.FaceLocalFactory; import com.jni.face.Face; import com.task.CamersLocalTask;/*** * @author jerry* 截圖識別 本地離線*/ @Component public class Branch_04 implements CommandLineRunner {Logger m_log = LoggerFactory.getLogger(getClass());@Value("${rtspLocalScreenshot}")String rtspLocalScreenshot;@AutowiredCamersLocalTask m_camersLocalTask;@Overridepublic void run(String... arg0) throws Exception {if (this.rtspLocalScreenshot != null && this.rtspLocalScreenshot.equalsIgnoreCase("false")) {return;}this.m_log.info(":::本地離線截圖識別線程啟動");Thread thread = new Thread(this.m_camersLocalTask);thread.start();}}(3)人臉庫管理
package com.controller;import java.io.File; import java.text.SimpleDateFormat; import java.util.Date; import java.util.HashMap; import java.util.Map; import java.util.UUID;import org.springframework.beans.factory.annotation.Autowired; import org.springframework.beans.factory.annotation.Value; import org.springframework.stereotype.Controller; import org.springframework.web.bind.annotation.GetMapping; import org.springframework.web.bind.annotation.PathVariable; import org.springframework.web.bind.annotation.PostMapping; import org.springframework.web.bind.annotation.RequestBody; import org.springframework.web.bind.annotation.RequestMapping; import org.springframework.web.bind.annotation.RequestMethod; import org.springframework.web.bind.annotation.RequestParam; import org.springframework.web.bind.annotation.ResponseBody; import org.springframework.web.multipart.MultipartFile;import com.ai.local.FaceLibLocal; import com.ai.local.entity.UserFace; import com.util.AjaxResult; import com.util.FileUtil;import io.swagger.annotations.Api; import io.swagger.annotations.ApiImplicitParam; import io.swagger.annotations.ApiImplicitParams; import io.swagger.annotations.ApiModelProperty; import io.swagger.annotations.ApiOperation;@Api(value = "FaceLibController", description = "本地人臉庫管理接口") @Controller @RequestMapping(value = "/facelib") @ResponseBody public class FaceLibController extends BasicController { @AutowiredFaceLibLocal m_FaceLibLocal;@Value("${upload_path}")String upload_path;@ApiOperation(value="獲取組列表",notes="獲取組列表")@GetMapping(value = "/getGroupList")@ApiImplicitParams({@ApiImplicitParam(name = "pageStart", value = "起始頁碼", example="0", required = true ,dataType = "int",paramType = "query"),@ApiImplicitParam(name = "pageSize", value = "每頁條數", example="10", required = true ,dataType = "int",paramType = "query")})public AjaxResult getGroupList(@RequestParam(defaultValue = "pageStart") int pageStart, @RequestParam(defaultValue = "pageSize") int pageSize) throws Exception{return AjaxResult.success(m_FaceLibLocal.getGroupList(pageStart, pageSize));}@ApiOperation(value="添加組",notes="添加組")@GetMapping(value = "/addGroup")@ApiImplicitParams({@ApiImplicitParam(name = "groupid", value = "組ID", required = true ,dataType = "string",paramType = "query")})public AjaxResult addGroup(@RequestParam(defaultValue = "groupid") String groupid) throws Exception{return AjaxResult.success(m_FaceLibLocal.addGroup(groupid));}@ApiOperation(value="刪除組",notes="刪除組")@GetMapping(value = "/removeGroup")@ApiImplicitParams({@ApiImplicitParam(name = "groupid", value = "組ID", required = true ,dataType = "string",paramType = "query")})public AjaxResult removeGroup(@RequestParam(defaultValue = "groupid") String groupid) throws Exception{return AjaxResult.success(m_FaceLibLocal.removeGroup(groupid));}@ApiOperation(value="獲取某組的用戶列表",notes="獲取某組的用戶列表")@GetMapping(value = "/getUserList")@ApiImplicitParams({@ApiImplicitParam(name = "groupid", value = "組ID", required = true ,dataType = "string",paramType = "query"),@ApiImplicitParam(name = "pageStart", value = "起始頁碼", example="0", required = true ,dataType = "int",paramType = "query"),@ApiImplicitParam(name = "pageSize", value = "每頁條數", example="10", required = true ,dataType = "int",paramType = "query")})public AjaxResult getUserList(@RequestParam(defaultValue = "groupid") String groupid,@RequestParam(defaultValue = "pageStart") int pageStart, @RequestParam(defaultValue = "pageSize") int pageSize) throws Exception{return AjaxResult.success(m_FaceLibLocal.getUserList(groupid, pageStart, pageSize));}@ApiOperation(value="刪除用戶",notes="刪除用戶")@GetMapping(value = "/removeUser")@ApiImplicitParams({@ApiImplicitParam(name = "userid", value = "用戶ID", required = true ,dataType = "string",paramType = "query"),@ApiImplicitParam(name = "groupid", value = "組ID", required = true ,dataType = "string",paramType = "query")})public AjaxResult removeUser(@RequestParam(defaultValue = "userid") String userid,@RequestParam(defaultValue = "groupid") String groupid ) throws Exception{return AjaxResult.success(m_FaceLibLocal.removeUser(userid, groupid));}@ApiOperation(value="獲取用戶詳情",notes="獲取用戶詳情")@GetMapping(value = "/getUser")@ApiImplicitParams({@ApiImplicitParam(name = "userid", value = "用戶ID", required = true ,dataType = "string",paramType = "query"),@ApiImplicitParam(name = "groupid", value = "組ID", required = true ,dataType = "string",paramType = "query")})public AjaxResult getUser(@RequestParam(defaultValue = "userid") String userid,@RequestParam(defaultValue = "groupid") String groupid) throws Exception{return AjaxResult.success(m_FaceLibLocal.getUser(userid, groupid));}@ApiOperation(value="獲取人臉數量",notes="獲取人臉數量")@GetMapping(value = "/getDbFaceCount")@ApiImplicitParams({@ApiImplicitParam(name = "groupid", value = "組ID", required = true ,dataType = "string",paramType = "query")})public AjaxResult getDbFaceCount(@RequestParam(defaultValue = "groupid") String groupid) throws Exception{return AjaxResult.success(m_FaceLibLocal.getDbFaceCount(groupid));}@ApiOperation(value="用戶入組",notes="用戶入組")@PostMapping(value = "/addUser")public AjaxResult addUser(@RequestBody UserFace face) throws Exception{return AjaxResult.success(m_FaceLibLocal.addUser(face));}@ApiOperation(value="用戶更新",notes="用戶更新")@PostMapping(value = "/updateUser")public AjaxResult updateUser(@RequestBody UserFace face) throws Exception{ return AjaxResult.success(m_FaceLibLocal.updateUser(face));}@ApiOperation(value="上傳圖像", notes="上傳圖像")@RequestMapping(value="/uploadImage",method = RequestMethod.POST)@ResponseBodypublic Map<String,Object> uploadImg(@RequestParam(value="filename", required=false) MultipartFile file) throws Exception{Map<String,Object> map = new HashMap<String,Object>();if (file.isEmpty()) {map.put("status", 0);map.put("message", "上傳失敗,請選擇文件");return map;}try {// String fileName = file.getOriginalFilename();String fileSuffix = file.getOriginalFilename().substring(file.getOriginalFilename().lastIndexOf("."));String fileName = UUID.randomUUID() + fileSuffix;SimpleDateFormat dateFormat = new SimpleDateFormat("yyyy/MM/dd");String currentDate = dateFormat.format( new Date() );String filePath = upload_path + "/" + currentDate + "/";if(FileUtil.createDir(filePath)) {filePath += fileName;File dest = new File(filePath);file.transferTo(dest);map.put("status", 200);map.put("message", "上傳成功");map.put("data", filePath);}else {map.put("status", 5001);map.put("message", "上傳失敗");map.put("data", "創建文件夾失敗");}}catch(Exception e) {map.put("status", 5002);map.put("message", "上傳失敗");map.put("data", e.getMessage());}return map;}} package com.ai.local;import org.opencv.core.Core; import org.opencv.core.Mat; import org.opencv.core.MatOfByte; import org.opencv.imgcodecs.Imgcodecs; import org.springframework.stereotype.Component; import com.ai.local.entity.UserFace; import com.jni.face.Face; import com.util.ImageTools;@Component public class FaceLibLocal {/** 獲取組列表 */public String getGroupList(int pageStart, int pageSize) throws Exception {return Face.getGroupList(pageStart, pageSize);}/** 添加組 */public String addGroup(String groupId) throws Exception{return Face.groupAdd(groupId);}/** 刪除組 */public String removeGroup(String groupId) throws Exception{return Face.groupDelete(groupId);}/** 獲取某組的用戶列表 */public String getUserList(String groupId, int pageStart, int pageSize) throws Exception{return Face.getUserList(groupId, pageStart, pageSize);}/** 用戶入組 */public String addUser(UserFace uf) throws Exception{byte[] bytes = ImageTools.loadNetImage(uf.getImage());MatOfByte mb = new MatOfByte(bytes);Mat mat = Imgcodecs.imdecode(mb, -1);// Imgcodecs.imwrite("jerry.png", mat); long matAddr = mat.getNativeObjAddr();String res = Face.userAddByMat(matAddr, uf.getUserId(), uf.getGroupId(), uf.getUserInfo());Face.loadDbFace();return res;}/** 用戶刪除 */public String removeUser(String userId, String groupId) throws Exception{String res = Face.userDelete(userId, groupId);Face.loadDbFace();return res;}/** 用戶更新 */public String updateUser(UserFace uf) throws Exception{byte[] bytes = ImageTools.loadNetImage(uf.getImage());MatOfByte mb = new MatOfByte(bytes);Mat mat = Imgcodecs.imdecode(mb, -1);// Imgcodecs.imwrite("jerry.png", mat); long matAddr = mat.getNativeObjAddr();String res = Face.userUpdate(matAddr, uf.getUserId(), uf.getGroupId(), uf.getUserInfo());Face.loadDbFace();return res;}/** 獲取用戶詳情 */public String getUser(String userId, String groupId) throws Exception{return Face.getUserInfo(userId, groupId);}/** 獲取人臉數量 */public int getDbFaceCount(String groupId) throws Exception{return Face.dbFaceCount(groupId);}}(4)對象實體
package com.ai.local.entity;import com.jni.struct.Attribute; import com.jni.struct.FeatureInfo; import io.swagger.annotations.ApiModel;@ApiModel(value = "FaceAttribute", description = "人臉識別結果") public class FaceAttribute extends FeatureInfo {// 人臉屬性Attribute[] attribute;// 庫搜索結果String identify;// 口罩float wearMask;public FaceAttribute() {}public FaceAttribute(FeatureInfo featureInfo) {this.box = featureInfo.box;this.feature = featureInfo.feature;}public Attribute[] getAttribute() {return attribute;}public void setAttribute(Attribute[] attribute) {this.attribute = attribute;}public String getIdentify() {return identify;}public void setIdentify(String identify) {this.identify = identify;}public float getWearMask() {return wearMask;}public void setWearMask(float wearMask) {this.wearMask = wearMask;}} package com.ai.local.entity;import io.swagger.annotations.ApiModel;@ApiModel(value = "UserFace", description = "人臉庫對象") public class UserFace {// 人臉圖像private String image;// 用戶idprivate String userId;// 組idprivate String groupId;// 其它信息private String userInfo;public String getImage() {return image;}public void setImage(String image) {this.image = image;}public String getUserId() {return userId;}public void setUserId(String userId) {this.userId = userId;}public String getGroupId() {return groupId;}public void setGroupId(String groupId) {this.groupId = groupId;}public String getUserInfo() {return userInfo;}public void setUserInfo(String userInfo) {this.userInfo = userInfo;} }(5)攝像頭切圖識別
package com.task;import java.io.IOException; import java.time.LocalDateTime; import java.time.ZoneOffset; import java.util.ArrayList; import java.util.HashMap; import java.util.List; import java.util.Map; import java.util.UUID; import org.opencv.core.Mat; import org.opencv.core.Size; import org.opencv.imgcodecs.Imgcodecs; import org.opencv.imgproc.Imgproc; import org.opencv.videoio.VideoCapture; import org.apache.http.io.EofSensor; import org.json.JSONObject; import org.slf4j.Logger; import org.slf4j.LoggerFactory; import org.springframework.beans.factory.annotation.Autowired; import org.springframework.beans.factory.annotation.Value; import org.springframework.scheduling.annotation.EnableAsync; import org.springframework.stereotype.Component; import com.ai.local.entity.FaceAttribute; import com.jni.face.Face; import com.jni.face.FaceDraw; import com.jni.struct.FeatureInfo; import com.util.GsonUtils; import com.util.HttpUtil;/** *@author created by Jerry *@date 2022年11月15日---上午9:14:56 *@problem *@answer *@action */ @Component @EnableAsync public class CamersLocalTask implements Runnable{private Logger m_log = LoggerFactory.getLogger(CamersLocalTask.class);@Value("${rtspURL}")String m_rtspURL;@Value("${rtspImage}")String m_rtspImage;@Value("${rtspImage_down}")String m_rtspImage_down;@Value("${samplingRate}")Long m_samplingRate;@Value("${sendURL}")String m_sendURL;@AutowiredHttpUtil m_HttpUtil;@Overridepublic void run() {try {this.screenshot_ex();} catch (java.lang.Exception e) {e.printStackTrace();}}/** 攝像頭截圖 */public void screenshot_ex() throws IOException {// 內存不能實時釋放,盡量不newVideoCapture capture = new VideoCapture();capture.open(m_rtspURL);capture.set(3, 960);capture.set(4, 540);if (!capture.isOpened()) {m_log.error("ERROR:could not open camera {}", m_rtspURL);return;}// type 0: 表示rgb 人臉檢測 1:表示nir人臉檢測int type = 0;Mat frame = new Mat();int index = 0;while (true) {boolean have = capture.read(frame);if (!have) {m_log.error("切圖失敗");capture.release();capture.open(m_rtspURL);continue;}// 切一下 resize(原矩陣,新矩陣,寬,高)Imgproc.resize(frame, frame, new Size(960,540));// 截一下 submat(起始行,截止行,起始列,截止列)// frame = frame.submat(20, 540 - 88, 96, 960 - 96);if(index++ < m_samplingRate){continue;}index = 0;if (!frame.empty()) { long matAddr = frame.getNativeObjAddr();// 獲取特征FeatureInfo[] featureInfo = Face.faceFeature(matAddr, type);if (featureInfo == null || featureInfo.length <= 0) {// m_log.info("無人臉");continue;}List<FaceAttribute> eatureInfoList = new ArrayList<>();for (int i = 0; i < featureInfo.length; i++) {FeatureInfo fi = featureInfo[i];FaceAttribute faceAttribute = new FaceAttribute(fi);// 摳圖Mat mat_sub = new Mat();long outAddr = mat_sub.getNativeObjAddr();Face.faceCrop(matAddr, outAddr);// 屬性faceAttribute.setAttribute(Face.faceAttr(outAddr));// 口罩faceAttribute.setWearMask(Face.faceMouthMask(outAddr)[0]);// 搜索faceAttribute.setIdentify(Face.identifyWithAll(fi.feature, type).replaceAll("\\n|\\t",""));// 繪制FaceDraw.drawRects(frame, fi.box);eatureInfoList.add(faceAttribute);mat_sub = null;}// 保存String fname = UUID.randomUUID().toString() + ".jpg";Imgcodecs.imwrite(m_rtspImage + fname, frame);// 發送Long timestamp = LocalDateTime.now().toInstant(ZoneOffset.of("+8")).toEpochMilli()/1000;JSONObject jo = new JSONObject();jo.put("error_code", 0);jo.put("img_src", m_rtspImage_down + fname);String str = GsonUtils.toJson(eatureInfoList);jo.put("face_list", str);jo.put("log_id", timestamp);jo.put("timestamp", timestamp);Map<String, Object> map = new HashMap<>();map.put("JsonData", GsonUtils.toJson(jo));map.put("UseState", 0);map.put("CreateDate", LocalDateTime.now().toString());String param = GsonUtils.toJson(map);try {m_HttpUtil.postAsync(m_sendURL, param);m_log.info("INFO::向{}推發送數據成功{}",m_sendURL, param);} catch (java.lang.Exception e) {m_log.error("ERROR::向{}推送數據失敗 ",m_sendURL);}eatureInfoList = null;jo = null;map = null;System.gc();} }}}(6)清理臨時存儲
package com.task;import java.io.File; import java.io.IOException; import java.nio.file.Files; import java.nio.file.Path; import java.nio.file.Paths; import java.nio.file.attribute.BasicFileAttributes; import java.nio.file.attribute.FileTime; import java.time.LocalDateTime; import java.time.ZoneOffset; import java.util.ArrayList; import java.util.List; import org.slf4j.Logger; import org.slf4j.LoggerFactory; import org.springframework.beans.factory.annotation.Value; import org.springframework.scheduling.annotation.EnableAsync; import org.springframework.stereotype.Component;/** *@author created by Jerry *@date 2022年11月15日---上午9:14:56 *@problem *@answer *@action */ @Component @EnableAsync public class ClearFilesTask implements Runnable{Logger m_log = LoggerFactory.getLogger(ClearFilesTask.class);@Value("${cacheTime}")Long m_cacheTime;@Value("${rtspImage}")String m_rtspImage;@Overridepublic void run() {while (true) {try {File file = new File(m_rtspImage);List<File> objects = new ArrayList<File>();getFilesList(file, objects);Thread.sleep(1000L * 300);} catch (IOException | InterruptedException e) {e.printStackTrace();}}}private void getFilesList(File file, List<File> temp) throws IOException{File[] listFiles = file.listFiles();if(listFiles == null) {return;}for (File file2 : listFiles) {if (file2.isDirectory()) {getFilesList(file2, temp);} else {if(file2.getAbsolutePath().contains(".jpg")){Path path = Paths.get(file2.getAbsolutePath());BasicFileAttributes attrs = Files.readAttributes(path, BasicFileAttributes.class);FileTime fileTime = attrs.creationTime();if(LocalDateTime.now().toEpochSecond(ZoneOffset.UTC) - 28800 - fileTime.toMillis()/1000 > m_cacheTime) {file2.delete();}}}}} }總結
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