更新时间:2024-03-14 GMT+08:00
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Java SDK

本章节介绍人脸识别服务Java SDK,您可以参考本章节进行快速集成开发。

准备工作

  • 注册华为账号并开通华为云,并完成实名认证,账号不能处于欠费或冻结状态。
  • 已开通人脸识别服务。如未开通,请登录人脸识别管理控制台开通所需服务。
  • 已具备开发环境,支持Java JDK 1.8 及其以上版本。
  • 登录“我的凭证 > 访问秘钥”页面,获取Access Key(AK)和Secret Access Key(SK)。
    图1 获取AK、SK
  • 登录“我的凭证”页面,获取“IAM用户名”“、账号名”以及待使用区域的“项目ID”。调用服务时会用到这些信息,请提前保存。

    本样例以“华北-北京四”区域为例,获取对应的项目ID(project_id)。

    图2 我的凭证

安装SDK

推荐您通过Maven方式获取和安装SDK,首先需要在您的操作系统中下载安装Maven,安装完成后您只需要在Java项目的pom.xml文件中加入相应的依赖项即可。

使用SDK前,需要安装“huaweicloud-sdk-core”和“huaweicloud-sdk-frs”依赖项。请在SDK中心获取最新的sdk包版本。

<dependency>
    <groupId>com.huaweicloud.sdk</groupId>
    <artifactId>huaweicloud-sdk-core</artifactId>
    <version>3.1.12</version>
</dependency>
<dependency>
    <groupId>com.huaweicloud.sdk</groupId>
    <artifactId>huaweicloud-sdk-frs</artifactId>
    <version>3.1.12</version>
</dependency>

当出现第三方库冲突的时,如Jackson,okhttp3版本冲突等。可以引入如下bundle包(3.0.40-rc版本后),该包包含所有支持的服务和重定向了SDK依赖的第三方软件,避免和业务自身依赖的库产生冲突:

<dependency>
    <groupId>com.huaweicloud.sdk</groupId>
    <artifactId>huaweicloud-sdk-bundle</artifactId>
    <version>[3.0.40-rc, 3.1.0)</version>
</dependency>

jackson版本要求请见pom.xml。SDK常见报错请参考代码运行报错json解析报错

开始使用

详细的SDK介绍,使用异步客户端,配置日志请参见SDK中心Java SDK使用指导Java SDK使用视频

  1. 导入依赖模块
    import com.huaweicloud.sdk.core.auth.ICredential;
    import com.huaweicloud.sdk.core.auth.BasicCredentials;
    import com.huaweicloud.sdk.core.exception.ConnectionException;
    import com.huaweicloud.sdk.core.exception.RequestTimeoutException;
    import com.huaweicloud.sdk.core.exception.ServiceResponseException;
    
    //导入v2版本sdk
    import com.huaweicloud.sdk.frs.v2.region.FrsRegion;
    import com.huaweicloud.sdk.frs.v2.*;
    import com.huaweicloud.sdk.frs.v2.model.*;
  2. 配置认证信息
    配置AK、SK信息。华为云通过AK识别用户的身份,通过SK对请求数据进行签名验证,用于确保请求的机密性、完整性和请求者身份的正确性。AK、SK获取方法请参见准备工作
    public static ICredential getCredential(String ak, String sk) {
        return new BasicCredentials()
                .withAk(ak)
                .withSk(sk);
    }

    初始化认证信息:

    String ak = System.getenv("HUAWEICLOUD_SDK_AK");
    String sk = System.getenv("HUAWEICLOUD_SDK_SK");
    ICredential credential = getCredential(ak, sk);
    • 认证用的 ak 和sk 硬编码到代码中或者明文存储都有很大的安全风险,建议在配置文件或者环境变量中密文存放,使用时解密,确保安全。
    • 本示例以 ak 和 sk 保存在环境变量中来实现身份验证为例,运行本示例前请先在本地环境中设置环境变量HUAWEICLOUD_SDK_AK和HUAWEICLOUD_SDK_SK。
    图3 Windows环境新建环境变量
  3. 初始化客户端
    指定region方式
    public static FrsClient getClient(Region region, ICredential auth) {
        // 初始化人脸识别服务的客户端
        FrsClient client = FrsClient.newBuilder()
                .withCredential(auth)
                .withRegion(FrsRegion.valueOf("cn-north-4")) // 选择服务所在区域 FrsRegion.valueOf("cn-north-4")
                .build();
        return client;
    }

    服务部署区域请参见终端节点

  4. 发送请求并查看响应
    // 以调用人脸检测 DetectFaceByBase64 接口为例
    DetectFaceByBase64Request request = new DetectFaceByBase64Request();
    FaceDetectBase64Req body = new FaceDetectBase64Req();
    body.withImageBase64("/9j/4AAQSkZJRgABAQAAAQABAAD...");
    request.withBody(body);
    DetectFaceByBase64Response response = client.detectFaceByBase64(request);
    System.out.println(response.toString());

    使用人脸比对SDK时,image1、image2参数需为相同类型,即同为url、base64或file。

  5. 异常处理
    表1 异常处理

    一级分类

    一级分类说明

    二级分类

    二级分类说明

    ConnectionException

    连接类异常

    HostUnreachableException

    网络不可达、被拒绝。

    SslHandShakeException

    SSL认证异常。

    RequestTimeoutException

    响应超时异常

    CallTimeoutException

    单次请求,服务器处理超时未返回。

    RetryOutageException

    在重试策略消耗完成后,仍无有效的响应。

    ServiceResponseException

    服务器响应异常

    ServerResponseException

    服务端内部错误,Http响应码:[500,]。

    ClientRequestException

    请求参数不合法,Http响应码:[400, 500)

    // 捕获和处理不同类型的异常
    DetectFaceByBase64Request request = new DetectFaceByBase64Request();
    try {
        DetectFaceByBase64Response response = client.detectFaceByBase64(request);
        System.out.println(response.toString());
    } catch (ConnectionException e) {
        e.printStackTrace();
    } catch (RequestTimeoutException e) {
        e.printStackTrace();
    } catch (ServiceResponseException e) {
        e.printStackTrace();
        System.out.println(e.getHttpStatusCode());
        System.out.println(e.getErrorCode());
        System.out.println(e.getErrorMsg());
    }

SDK demo 代码解析

  • 人脸检测
    DetectFaceByBase64Request detectRequest = new DetectFaceByBase64Request();
    FaceDetectBase64Req faceDetectBase64Req = new FaceDetectBase64Req();
    faceDetectBase64Req.withImageBase64("/9j/4AAQSkZJRgABAQAAAQABAAD...");
    faceDetectBase64Req.withAttributes("2");
    detectRequest.setBody(faceDetectBase64Req);
    try {
        DetectFaceByBase64Response detectResponse = client.detectFaceByBase64(detectRequest);
        System.out.println(detectResponse.toString());
    } catch (ConnectionException e) {
        e.printStackTrace();
    } catch (RequestTimeoutException e) {
        e.printStackTrace();
    } catch (ServiceResponseException e) {
        e.printStackTrace();
        System.out.println(e.getHttpStatusCode());
        System.out.println(e.getErrorCode());
        System.out.println(e.getErrorMsg());
    }
  • 人脸比对
    CompareFaceByBase64Request compareRequest = new CompareFaceByBase64Request();
    FaceCompareBase64Req faceCompareBase64Req = new FaceCompareBase64Req();
    faceCompareBase64Req.withImage1Base64("/9j/4AAQSkZJRgABAQAAAQABAAD...");
    faceCompareBase64Req.withImage2Base64("/9j/4AAQSkZJRgABAQAAAQABAAD...");
    compareRequest.withBody(faceCompareBase64Req);
    try {
        CompareFaceByBase64Response compareResponse = client.compareFaceByBase64(compareRequest);
        System.out.println(compareResponse.toString());
    } catch (ConnectionException e) {
        e.printStackTrace();
    } catch (RequestTimeoutException e) {
        e.printStackTrace();
    } catch (ServiceResponseException e) {
        e.printStackTrace();
        System.out.println(e.getHttpStatusCode());
        System.out.println(e.getErrorCode());
        System.out.println(e.getErrorMsg());
    }
  • 人脸搜索
    SearchFaceByBase64Request searchRequest = new SearchFaceByBase64Request();
    searchRequest.withFaceSetName("face_set_name");
    FaceSearchBase64Req faceSearchBase64Req = new FaceSearchBase64Req();
    List<Map<String, String>> listbodySort = new ArrayList<>();
    Map<String, String> map = new HashMap<>();
    map.put("timestamp","asc");
    listbodySort.add(map);
    List<String> listbodyReturnFields = new ArrayList<>();
    listbodyReturnFields.add("timestamp");
    listbodyReturnFields.add("id");
    faceSearchBase64Req.withSort(listbodySort);
    faceSearchBase64Req.withReturnFields(listbodyReturnFields);
    faceSearchBase64Req.withImageBase64("/9j/4AAQSkZJRgABAQAAAQABAAD...");
    searchRequest.withBody(faceSearchBase64Req);
    try {
        SearchFaceByBase64Response searchResponse = client.searchFaceByBase64(searchRequest);
        System.out.println(searchResponse.toString());
    } catch (ConnectionException e) {
        e.printStackTrace();
    } catch (RequestTimeoutException e) {
        e.printStackTrace();
    } catch (ServiceResponseException e) {
        e.printStackTrace();
        System.out.println(e.getHttpStatusCode());
        System.out.println(e.getErrorCode());
        System.out.println(e.getErrorMsg());
    }
  • 创建人脸库
    CreateFaceSetRequest createFaceSetRequest = new CreateFaceSetRequest();
    CreateFaceSetReq createFaceSetReq = new CreateFaceSetReq();
    createFaceSetReq.withFaceSetName("face_set_name");
    Map<String, TypeInfo> stringTypeInfoMap = new HashMap<>();
    TypeInfo typeInfo = new TypeInfo();
    typeInfo.withType("long");
    stringTypeInfoMap.put("timestamp", typeInfo);
    createFaceSetReq.withExternalFields(stringTypeInfoMap);
    createFaceSetRequest.withBody(createFaceSetReq);
    try {
        CreateFaceSetResponse createFaceSetResponse = client.createFaceSet(createFaceSetRequest);
        System.out.println(createFaceSetResponse.toString());
    } catch (ConnectionException e) {
        e.printStackTrace();
    } catch (RequestTimeoutException e) {
        e.printStackTrace();
    } catch (ServiceResponseException e) {
        e.printStackTrace();
        System.out.println(e.getHttpStatusCode());
        System.out.println(e.getErrorCode());
        System.out.println(e.getErrorMsg());
    }
  • 查询人脸库
    ShowFaceSetRequest showFaceSetRequest = new ShowFaceSetRequest();
    showFaceSetRequest.withFaceSetName("face_set_name");
    try {
        ShowFaceSetResponse showFaceSetResponse = client.showFaceSet(showFaceSetRequest);
        System.out.println(showFaceSetResponse.toString());
    } catch (ConnectionException e) {
        e.printStackTrace();
    } catch (RequestTimeoutException e) {
        e.printStackTrace();
    } catch (ServiceResponseException e) {
        e.printStackTrace();
        System.out.println(e.getHttpStatusCode());
        System.out.println(e.getErrorCode());
        System.out.println(e.getErrorMsg());
    }
  • 查询所有人脸库
    ShowAllFaceSetsRequest showAllFaceSetsRequest = new ShowAllFaceSetsRequest();
    try {
        ShowAllFaceSetsResponse showAllFaceSetsResponse = client.showAllFaceSets(showAllFaceSetsRequest);
        System.out.println(showAllFaceSetsResponse.toString());
    } catch (ConnectionException e) {
        e.printStackTrace();
    } catch (RequestTimeoutException e) {
        e.printStackTrace();
    } catch (ServiceResponseException e) {
        e.printStackTrace();
        System.out.println(e.getHttpStatusCode());
        System.out.println(e.getErrorCode());
        System.out.println(e.getErrorMsg());
    }
  • 删除人脸库
    DeleteFaceSetRequest deleteFaceSetRequest = new DeleteFaceSetRequest();
    deleteFaceSetRequest.withFaceSetName("face_set_name");
    try {
        DeleteFaceSetResponse deleteFaceSetResponse = client.deleteFaceSet(deleteFaceSetRequest);
        System.out.println(deleteFaceSetResponse.toString());
    } catch (ConnectionException e) {
        e.printStackTrace();
    } catch (RequestTimeoutException e) {
        e.printStackTrace();
    } catch (ServiceResponseException e) {
        e.printStackTrace();
        System.out.println(e.getHttpStatusCode());
        System.out.println(e.getErrorCode());
        System.out.println(e.getErrorMsg());
    }
  • 添加人脸
    //add face
    AddFacesByBase64Request addFacesByBase64Request = new AddFacesByBase64Request();
    addFacesByBase64Request.withFaceSetName("face_set_name");
    AddFacesBase64Req addFacesBase64Req = new AddFacesBase64Req();
    addFacesBase64Req.withExternalFields("{\"timestamp\":12}");
    addFacesBase64Req.withImageBase64("9j/4AAQSkZJRgABAQAAAQABAAD...");
    addFacesByBase64Request.withBody(addFacesBase64Req);
    try {
        AddFacesByBase64Response addFacesByBase64Response = client.addFacesByBase64(addFacesByBase64Request);
        System.out.println(addFacesByBase64Response.toString());
    } catch (ConnectionException e) {
        e.printStackTrace();
    } catch (RequestTimeoutException e) {
        e.printStackTrace();
    } catch (ServiceResponseException e) {
        e.printStackTrace();
        System.out.println(e.getHttpStatusCode());
        System.out.println(e.getErrorCode());
        System.out.println(e.getErrorMsg());
    }
  • 删除人脸
    //delete face by faceId
    DeleteFaceByFaceIdRequest deleteFaceByFaceIdRequest = new DeleteFaceByFaceIdRequest();
    deleteFaceByFaceIdRequest.withFaceSetName("face_set_name");
    deleteFaceByFaceIdRequest.withFaceId("iexEBb6t");
    try {
        DeleteFaceByFaceIdResponse deleteFaceByFaceIdResponse = client.deleteFaceByFaceId(deleteFaceByFaceIdRequest);
        System.out.println(deleteFaceByFaceIdResponse.toString());
    } catch (ConnectionException e) {
        e.printStackTrace();
    } catch (RequestTimeoutException e) {
        e.printStackTrace();
    } catch (ServiceResponseException e) {
        e.printStackTrace();
        System.out.println(e.getHttpStatusCode());
        System.out.println(e.getErrorCode());
        System.out.println(e.getErrorMsg());
    }
    
    //delete face by externalImageId
    DeleteFaceByExternalImageIdRequest deleteFaceRequest = new DeleteFaceByExternalImageIdRequest();
    deleteFaceRequest.withFaceSetName("face_set_name");
    deleteFaceRequest.withExternalImageId("iexEBb6t");
    try {
        DeleteFaceByExternalImageIdResponse response = client.deleteFaceByExternalImageId(deleteFaceRequest);
        System.out.println(response.toString());
    } catch (ConnectionException e) {
        e.printStackTrace();
    } catch (RequestTimeoutException e) {
        e.printStackTrace();
    } catch (ServiceResponseException e) {
        e.printStackTrace();
        System.out.println(e.getHttpStatusCode());
        System.out.println(e.getErrorCode());
        System.out.println(e.getErrorMsg());
    }
  • 批量删除人脸
    BatchDeleteFacesRequest batchDeleteFacesRequest = new BatchDeleteFacesRequest();
    batchDeleteFacesRequest.withFaceSetName("face_set_name");
    DeleteFacesBatchReq deleteFacesBatchReq = new DeleteFacesBatchReq();
    deleteFacesBatchReq.withFilter("age:[20 TO 30]");
    batchDeleteFacesRequest.withBody(deleteFacesBatchReq);
    try {
        BatchDeleteFacesResponse batchDeleteFacesResponse = client.batchDeleteFaces(batchDeleteFacesRequest);
        System.out.println(batchDeleteFacesResponse.toString());
    } catch (ConnectionException e) {
        e.printStackTrace();
    } catch (RequestTimeoutException e) {
        e.printStackTrace();
    } catch (ServiceResponseException e) {
        e.printStackTrace();
        System.out.println(e.getHttpStatusCode());
        System.out.println(e.getErrorCode());
        System.out.println(e.getErrorMsg());
    }

    示例中filter参数为string类型,用于过滤接口返回的结果信息,例如 age:[20 TO 30] 表示只返回20至30岁之间的人脸信息。

  • 更新人脸
    UpdateFaceRequest updateFaceRequest = new UpdateFaceRequest();
    updateFaceRequest.withFaceSetName("face_set_name");
    UpdateFaceReq updateFaceReq = new UpdateFaceReq();
    updateFaceReq.withFaceId("iexEBb6t");
    updateFaceRequest.withBody(updateFaceReq);
    try {
        UpdateFaceResponse response = client.updateFace(updateFaceRequest);
        System.out.println(response.toString());
    } catch (ConnectionException e) {
        e.printStackTrace();
    } catch (RequestTimeoutException e) {
        e.printStackTrace();
    } catch (ServiceResponseException e) {
        e.printStackTrace();
        System.out.println(e.getHttpStatusCode());
        System.out.println(e.getErrorCode());
        System.out.println(e.getErrorMsg());
    }
  • 查询人脸
    //show faces by faceId
    ShowFacesByFaceIdRequest showFacesByFaceIdRequest = new ShowFacesByFaceIdRequest();
    showFacesByFaceIdRequest.withFaceSetName("face_set_name");
    showFacesByFaceIdRequest.withFaceId("iexEBb6t");
    try {
        ShowFacesByFaceIdResponse response = client.showFacesByFaceId(showFacesByFaceIdRequest);
        System.out.println(response.toString());
    } catch (ConnectionException e) {
        e.printStackTrace();
    } catch (RequestTimeoutException e) {
        e.printStackTrace();
    } catch (ServiceResponseException e) {
        e.printStackTrace();
        System.out.println(e.getHttpStatusCode());
        System.out.println(e.getErrorCode());
        System.out.println(e.getErrorMsg());
    }
    
    //show faces by limit
    ShowFacesByLimitRequest showFacesByLimitRequest = new ShowFacesByLimitRequest();
    showFacesByLimitRequest.withFaceSetName("face_set_name");
    showFacesByLimitRequest.withOffset(0);
    showFacesByLimitRequest.withLimit(10);
    try {
        ShowFacesByLimitResponse showFacesByLimitResponse = client.showFacesByLimit(showFacesByLimitRequest);
        System.out.println(showFacesByLimitResponse.toString());
    } catch (ConnectionException e) {
        e.printStackTrace();
    } catch (RequestTimeoutException e) {
        e.printStackTrace();
    } catch (ServiceResponseException e) {
        e.printStackTrace();
        System.out.println(e.getHttpStatusCode());
        System.out.println(e.getErrorCode());
        System.out.println(e.getErrorMsg());
    }
  • 动作活体检测
    //detect live by base64
    DetectLiveByBase64Request request = new DetectLiveByBase64Request();
    LiveDetectBase64Req body = new LiveDetectBase64Req();
    body.withActions("1,2,3,4");
    body.withVideoBase64("/9j/4AAQSkZJRgABAQAAAQABAAD...");
    request.withBody(body);
    try {
        DetectLiveByBase64Response response = client.detectLiveByBase64(request);
        System.out.println(response.toString());
    } catch (ConnectionException e) {
        e.printStackTrace();
    } catch (RequestTimeoutException e) {
        e.printStackTrace();
    } catch (ServiceResponseException e) {
        e.printStackTrace();
        System.out.println(e.getHttpStatusCode());
        System.out.println(e.getErrorCode());
        System.out.println(e.getErrorMsg());
    }
  • 静默活体检测
    //detect live face by base64
    DetectLiveFaceByBase64Request request = new DetectLiveFaceByBase64Request();
    LiveDetectFaceBase64Req body = new LiveDetectFaceBase64Req();
    body.withImageBase64("/9j/4AAQSkZJRgABAQAAAQABAAD...");
    request.withBody(body);
    try {
        DetectLiveFaceByBase64Response response = client.detectLiveFaceByBase64(request);
        System.out.println(response.toString());
    } catch (ConnectionException e) {
        e.printStackTrace();
    } catch (RequestTimeoutException e) {
        e.printStackTrace();
    } catch (ServiceResponseException e) {
        e.printStackTrace();
        System.out.println(e.getHttpStatusCode());
        System.out.println(e.getErrorCode());
        System.out.println(e.getErrorMsg());
    }

OkHttp示例

如果使用OkHttp处理HTTP请求和响应,可参考以下代码(以人脸检测为例,其它接口示例可通过API Explorer获取)。

OkHttpClient client = new OkHttpClient().newBuilder()
    .build();
MediaType mediaType = MediaType.parse("text/plain");
RequestBody body = RequestBody.create(mediaType, "");
Request request = new Request.Builder()
    .url("https://face.cn-north-4.myhuaweicloud.com/v2/{project_id}/face-detect")
    .method("POST", body)
    .addHeader("Authorization", "<Your signed string>")
    .build();
Response response = client.newCall(request).execute();

SDK代码自动生成

API Explorer提供API检索及平台调试,支持全量快速检索、可视化调试、帮助文档查看和在线咨询。

您只需要在API Explorer中修改接口参数,即可自动生成对应的代码示例。同时,可在集成开发环境CloudIDE中完成代码的构建、调试和运行等操作。

图4 API Explorer

代码运行报错

  • java.lang.NoClassDefFoundError: Could not initialize class com.huaweicloud.sdk.core.http.HttpConfig at com.huaweicloud.sdk.core.ClientBuilder.build(ClientBuilder.java:98)

    HttpConfig 这个类在sdk-core 包里面找不到,造成原因为用户使用的sdk版本太老导致,建议使用最新版本的华为云java sdk,运行代码再具体定位。

  • java.lang.NoSuchFieldError: ALLOW_LEADING_DECIMAL_POINT_FOR_NUMBERS

    这个字段是 jackson-core 里面用来标识解析json格式数据是否支持前导小数点的字段,这个报错的意思是找不到这个字段,很可能是因为用户使用的jackson 版本太老导致。

    建议客户本地将jackson 版本升级到和华为云 java sdk一致,jackson版本要求请见pom.xml

    引用华为云java sdk的bundle包来解决 jackson 版本冲突的问题。

    <dependency>
        <groupId>com.huaweicloud.sdk</groupId>
        <artifactId>huaweicloud-sdk-bundle</artifactId>
        <version>[3.0.40-rc, 3.1.0)</version>
    </dependency>
  • java.lang.ClassNotFoundException: com.fasterxml.jackson.datatype.jsr310.JavaTimeModule

    用户本地工程引入了jackson 框架,和 华为云sdk引入的jackson 框架冲突了,导致会报找不到某个类,建议 客户在本地引入bundle包报来避免出现依赖冲突。

    <dependency>
        <groupId>com.huaweicloud.sdk</groupId>
        <artifactId>huaweicloud-sdk-bundle</artifactId>
        <version>[3.0.40-rc, 3.1.0)</version>
    </dependency>
  • java.lang.ClassNotFoundException: okhttp3/Interceptor

    用户本地引入的Okhttp3 版本和 华为云冲突,okhttp版本要求请见pom.xml

  • INFO com.huaweicloud.sdk.core.HcClient - project id of region 'cn-north-4' not found in BasicCredentials, trying to obtain project id from IAM service: https://iam.myhuaweicloud.com

    调用服务对应终端节点下的项目ID没有生成。

    在“我的凭证”页面中查看对应终端节点的项目ID,确认系统中没有生成。在OCR控制台将终端节点切换至调用服务所在的终端节点,之后前往“我的凭证”页面,即可查看到已生成对应的项目ID。

json解析报错

图5 json parse error
  • 服务端返回的数据格式不符合json格式,导致sdk侧解析json数据报错。
  • 服务端返回的json 数据 不符合json反序列化的规则,和sdk定义的数据结构不一致,导致反序列化失败。
  • sdk json 数据解析问题。

建议排查服务端返回的数据是否和服务SDK设计的结构、字段一致。

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