Face Recognition. SDK Reference. Issue 02 Date HUAWEI TECHNOLOGIES CO., LTD.
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1 Issue 02 Date HUAWEI TECHNOLOGIES CO., LTD.
2 Copyright Huawei Technologies Co., Ltd All rights reserved. No part of this document may be reproduced or transmitted in any form or by any means without prior written consent of Huawei Technologies Co., Ltd. Trademarks and Permissions and other Huawei trademarks are trademarks of Huawei Technologies Co., Ltd. All other trademarks and trade names mentioned in this document are the property of their respective holders. Notice The purchased products, services and features are stipulated by the contract made between Huawei and the customer. All or part of the products, services and features described in this document may not be within the purchase scope or the usage scope. Unless otherwise specified in the contract, all statements, information, and recommendations in this document are provided "AS IS" without warranties, guarantees or representations of any kind, either express or implied. The information in this document is subject to change without notice. Every effort has been made in the preparation of this document to ensure accuracy of the contents, but all statements, information, and recommendations in this document do not constitute a warranty of any kind, express or implied. Issue 02 ( ) Copyright Huawei Technologies Co., Ltd. i
3 Contents Contents 1 Java SDK Quick Start SDK API Example Mappings Between Java SDK & APIs Python SDK Quick Start SDK API Example Mappings Between Python SDK & APIs Go SDK Quick Start SDK API Example Mappings Between Go SDK & APIs CSharp SDK Quick Start SDK API Example Mappings Between CSharp SDK & APIs A Change History Issue 02 ( ) Copyright Huawei Technologies Co., Ltd. ii
4 1 Java SDK 1 Java SDK 1.1 Quick Start Environment Preparation 1. Obtain the API-related documents. For details about Application Programming Interface (APIs), see the API Reference. Access the Products with Open APIs page on HUAWEI CLOUD to obtain API references of other cloud services. 2. Enable the service: Log in to the Management Console, select a sub-service, and click Enable Service on the right. You only need to enable the service once. 3. Obtain the AK/SK of your HUAWEI CLOUD account. If no AK/SK has been generated, log in to HUAWEI CLOUD, enter the My Credential page, and choose Access Keys > Add Access Key to obtain the access keys. 4. Install the JDK. The Java SDK can run on JDK1.8 or later. SDK Acquisition and Installation Take Eclipse as an example. After creating a Java project, perform the following steps to import the JAR file to the new project: 1. Download the SDK JAR file from the following URL: target/frs-sdk-1.0-jar-with-dependencies.jar 2. Copy the downloaded JAR file to the project folder. 3. Open the project in Eclipse, right-click the project, and choose Properties. 4. In the displayed dialog box, click Java Build Path. On the Libraries tab, click Add JARs to add the downloaded JAR file. 5. Click OK. Services involved in this document use the same JAR file. Issue 02 ( ) Copyright Huawei Technologies Co., Ltd. 1
5 1 Java SDK Using SDK Set parameters, initialize the SDK client, and invoke the SDK to access service APIs. //Set authentication parameters. String ak = "ak"; String sk = "sk"; String projectid = "projectid"; //Proxy information. If you need to use a proxy to access the service, add the proxy information here. ProxyHostInfo proxyhostinfo = new ProxyHostInfo("proxy ", 8080, "UserName", "Password" ); //Service info String url = " String region = "cn-north-1"; AuthInfo authinfo = new AuthInfo(url, region, ak, sk); try (FrsClient frsclient = new FrsClient(authInfo, projectid)) { //try (FrsClient frsclient = new FrsClient(authInfo, projectid, proxyhostinfo)) { //The proxy is required. //Before invocation, enable the service on the HUAWEI CLOUD management console. //Create a face set. String facesetname = "facesetname"; int facesetcapacity = 10000; //Customize attributes during face set creation. CreateExternalFields createexternalfields = new CreateExternalFields(); createexternalfields.addfield("testinteger", FieldType.INTEGER); CreateFaceSetResult createfacesetresult = frsclient.getfacesetservice().createfaceset(facesetname, facesetcapacity, createexternalfields); System.out.println(createFaceSetResult.toJSONString()); //Obtain the face set. GetAllFaceSetResult getallfacesetsresult = frsclient.getfacesetservice().getallfaceset(); System.out.println(getAllFaceSetResult.toJSONString()); //Add faces. String imageid = "image1"; File image = new File("data/face.jpg"); byte[] filedata = FileUtils.readFileToByteArray(image); String imagebase64 = Base64.encodeBase64String(fileData); AddExternalFields addexternalfields = new AddExternalFields(); addexternalfields.addfield("testinteger", 123); AddFaceResult addfaceresult = frsclient.getfaceservice().addfacebybase64(facesetname, imageid, imagebase64, addexternalfields); System.out.println(addFaceResult.toJSONString()); //Compare faces. String image1path = "data/face1.jpg"; String image2path = "data/face2.jpg"; CompareFaceResult comparefaceresult = frsclient.getcompareservice().comparefacebyfile(image1path, image2path); System.out.println(compareFaceResult.toJSONString()); //Detect faces. String obsurl = "/bucket/face.jpg"; String attr = "0,1,2,3,4,5"; DetectFaceResult detectfaceresult = frsclient.getdetectservice().detectfacebyobsurl(obsurl, attr); Issue 02 ( ) Copyright Huawei Technologies Co., Ltd. 2
6 1 Java SDK System.out.println(detectFaceResult.toJSONString()); } 1.2 SDK API Example 1. Construct a service client. String ak = "ak"; String sk = "sk"; String projectid = "projectid"; //Proxy information. If you need to use a proxy to access the service, add the proxy information here. ProxyHostInfo proxyhostinfo = new ProxyHostInfo("proxy", 8080, "UserName", "Password" ); //Service info String url = " String region = "cn-north-1"; AuthInfo authinfo = new AuthInfo(url, region, ak, sk); FrsClient frsclient = new FrsClient(authInfo, projectid); //FrsClient frsclient = new FrsClient(authInfo, projectid, proxyhostinfo);//if you need to use a proxy to access the service, add the proxy information to the third parameter. 2. Create a face set. CreateExternalFields createexternalfields = new CreateExternalFields(); createexternalfields.addfield("testinteger", FieldType.INTEGER); CreateFaceSetResult createfacesetresult = frsclient.getfacesetservice().createfaceset(facesetname, facesetcapacity, createexternalfields); 3. Add faces. String imageid = "image1"; File image = new File("data/face.jpg"); byte[] filedata = FileUtils.readFileToByteArray(image); String imagebase64 = Base64.encodeBase64String(fileData); AddExternalFields addexternalfields = new AddExternalFields(); addexternalfields.addfield("testinteger", 123); AddFaceResult addfaceresult = frsclient.getfaceservice().addfacebybase64(facesetname, imageid, imagebase64, addexternalfields); 4. Invoke the Face Detection service. String obsurl = "/bucket/face.jpg"; String attr = "0,1,2,3,4,5"; DetectFaceResult detectfaceresult = frsclient.getdetectservice().detectfacebyobsurl(obsurl, attr); 1.3 Mappings Between Java SDK & APIs CompareServic e comparefacebybas e64 comparefacebyfile comparefacebyobsurl POST /v1/{project_id}/face-compare DetectService detectfacebybase64 POST /v1/{project_id}/face-detect Issue 02 ( ) Copyright Huawei Technologies Co., Ltd. 3
7 1 Java SDK detectfacebyfile detectfacebyobsurl FaceService addfacebybase64 POST /v1/{project_id}/face-sets/ addfacebyfile {face_set_name}/faces addfacebyobsurl getfaces getface deletefacebyfaceid deletefacebyfieldid GET /v1/{project_id}/face-sets/ {face_set_name}/faces?offset=xxx&limit=xxx GET /v1/{project_id}/face-sets/ {face_set_name}/faces?face_id={face_id} {face_set_name}/faces? external_image_id=imageid {face_set_name}/faces?face_id=faceid {face_set_name}/faces?id=home FaceSetService createfaceset POST /v1/{project_id}/face-sets LiveDetectServ ice QualityService getallfacesets getfaceset deletefaceset livedetectbybase64 livedetectbyfile livedetectbyobsurl facequalitybybase6 4 facequalitybyfile blurclassifybybase 64 blurclassifybyfile deletefacebyexternalimageid facequalitybyobsurl blurclassifybyobsurl GET /v1/{project_id}/face-sets GET /v1/{project_id}/face-sets/{face_set_name} {face_set_name} POST /v1/{project_id}/live-detect POST /v1/{project_id}/face/quality/face-quality POST /v1/{project_id}/face/quality/blur-classify Issue 02 ( ) Copyright Huawei Technologies Co., Ltd. 4
8 1 Java SDK headposeestimate- ByBase64 SearchService POST /v1/{project_id}/face/quality/head-poseestimate headposeestimate- ByFile headposeestimate- ByObsUrl searchfacebybase6 4 searchfacebyfile searchfacebyobsur l searchfacebyfaceid POST /v1/{project_id}/face-sets/ {face_set_name}/search Issue 02 ( ) Copyright Huawei Technologies Co., Ltd. 5
9 2 Python SDK 2 Python SDK 2.1 Quick Start Environment Preparation 1. Obtain the API-related documents. For details about Application Programming Interface (APIs), see the API Reference. Access the Products with Open APIs page on HUAWEI CLOUD to obtain API references of other cloud services. 2. Enable the service: Log in to the Management Console, select a sub-service, and click Enable Service on the right. You only need to enable the service once. 3. Obtain the AK/SK of your HUAWEI CLOUD account. If no AK/SK has been generated, log in to HUAWEI CLOUD, enter the My Credential page, and choose Access Keys > Add Access Key to obtain the access keys. 4. Install the Python environment. The Python SDK can run on Python2.7 and Python3.6. SDK Acquisition and Installation Using SDK 1. Download the Python SDK from the following URL: 2. In the SDK directory, run the Python setup.py install command to install the Python SDK to the development environment, or directly import the.py file to the project. Set parameters, initialize the SDK client, and invoke the SDK to access service APIs. ak = "ak" sk = "sk" projectid = "projectid" endpoint = " proxy = {"http": " "https": " authinfo = AuthInfo(ak, sk, endpoint) Issue 02 ( ) Copyright Huawei Technologies Co., Ltd. 6
10 2 Python SDK frsclient = FrsClient(authInfo=authInfo, projectid=projectid) # frsclient = FrsClient(authInfo=authInfo, projectid=projectid, proxyhostinfo=proxy) # The proxy is required to access the service. //Compare faces. cs = frsclient.getcompareservice() res = cs.comparefacebyfile(image1path, image2path) print res.getevalresult() //Perform liveness detection. lds = frsclient.getlivedetectservice() videofile = "D:/EI/Code/frs/sdk/java/frs-okhttp/frs-sdk-demo/data/video.mp4" actions = "1" res = lds.livedetectbyfile(videofile, actions) print res.getevalresult() 2.2 SDK API Example 1. Construct a service client. ak = "ak" sk = "sk" projectid = "projectid" endpoint = " proxy = {"http": " "https": " authinfo = AuthInfo(ak, sk, endpoint) frsclient = FrsClient(authInfo=authInfo, projectid=projectid) # frsclient = FrsClient(authInfo=authInfo, projectid=projectid, proxyhostinfo=proxy) #If you need to use a proxy to access the service, add the proxy information to the third parameter. 2. Create a face set. fss = frsclient.getfacesetservice() externalfields = "{\"timestamp\":{\"type\" : \"long\"},\"id\":{\"type\": \"string\"},\"number\":{\"type\":\"integer\"}}" ret = fss.createfaceset("facesetname", 10000, externalfields) 3. Add faces. fs = frsclient.getfaceservice() externalfields = "{\"timestamp\": 12,\"id\": \"home\"}" res = fs.addfacebyobsurl("facesetname", "/obs/image.jpg", "externalimageid", externalfields) 4. Detect faces. ds = frs.getdetectservice() res = ds.detectfacebyfile("imagepath", "0,1,2,3") 2.3 Mappings Between Python SDK & APIs CompareServic e comparefacebybas e64 comparefacebyfile comparefacebyobsurl POST /v1/{project_id}/face-compare DetectService detectfacebybase64 POST /v1/{project_id}/face-detect detectfacebyfile Issue 02 ( ) Copyright Huawei Technologies Co., Ltd. 7
11 2 Python SDK detectfacebyobsurl FaceService addfacebybase64 POST /v1/{project_id}/face-sets/ addfacebyfile {face_set_name}/faces addfacebyobsurl getfaces getface deletefacebyfaceid deletefacebyfieldid GET /v1/{project_id}/face-sets/ {face_set_name}/faces?offset=xxx&limit=xxx GET /v1/{project_id}/face-sets/ {face_set_name}/faces?face_id={face_id} {face_set_name}/faces? external_image_id=imageid {face_set_name}/faces?face_id=faceid {face_set_name}/faces?id=home FaceSetService createfaceset POST /v1/{project_id}/face-sets LiveDetectServ ice getallfacesets getfaceset deletefaceset livedetectbybase64 livedetectbyfile livedetectbyobsurl facequalitybyfile blurclassifybybase 64 blurclassifybyfile deletefacebyexternalimageid facequalitybyobsurl blurclassifybyobsurl headposeestimate- ByBase64 POST /v1/{project_id}/face/quality/head-poseestimate headposeestimate- ByFile GET /v1/{project_id}/face-sets GET /v1/{project_id}/face-sets/{face_set_name} {face_set_name} POST /v1/{project_id}/live-detect POST /v1/{project_id}/face/quality/blur-classify Issue 02 ( ) Copyright Huawei Technologies Co., Ltd. 8
12 2 Python SDK headposeestimate- ByObsUrl SearchService searchfacebybase6 4 searchfacebyfile searchfacebyobsur l searchfacebyfaceid POST /v1/{project_id}/face-sets/ {face_set_name}/search Issue 02 ( ) Copyright Huawei Technologies Co., Ltd. 9
13 3 Go SDK 3 Go SDK 3.1 Quick Start Environment Preparation 1. Obtain the API-related documents. For details about Application Programming Interface (APIs), see the API Reference. Access the Products with Open APIs page on HUAWEI CLOUD to obtain API references of other cloud services. 2. Enable the service: Log in to the Management Console, select a sub-service, and click Enable Service on the right. You only need to enable the service once. 3. Obtain the AK/SK of your HUAWEI CLOUD account. If no AK/SK has been generated, log in to HUAWEI CLOUD, enter the My Credential page, and choose Access Keys > Add Access Key to obtain the access keys. 4. Install the Go and set the Go language environment variables. SDK Acquisition and Installation Using SDK Download the Go SDK from the following URL: Set parameters, initialize the SDK client, and invoke the SDK to access service APIs. authinfo := param.authinfo{endpoint: " Ak: "ak", Sk: "sk"} frsclient := service.newfrsclient(&authinfo, "projectid") //proxyinfo := param.proxyhostinfo{proxy: " //frsclient := service.newfrsclientwithproxy(&authinfo, "projectid", &proxyinfo)//if you need to use a proxy to access the service, add the proxy information to the third parameter. //Compare faces. compareresult, err := Issue 02 ( ) Copyright Huawei Technologies Co., Ltd. 10
14 3 Go SDK frsclient.getcompareservice().comparefacebyfile("image1path", "image2path") if nil!= err { fmt.println(err.error()) } else { fmt.println(compareresult) } //Detect faces. detectresult, err2 := frsclient.getdetectservice().detectfacebyobsurlwithattr("obsurl", "0,1,2") if nil!= err2 { fmt.println(err2.error()) } else { fmt.println(detectresult) } 3.2 SDK API Example 1. Construct a service client. authinfo := param.authinfo{endpoint: " Ak: "ak", Sk: "sk"} frsclient := service.newfrsclient(&authinfo, "projectid") //proxyinfo := param.proxyhostinfo{proxy: " //frsclient := service.newfrsclientwithproxy(&authinfo, "projectid", &proxyinfo)//if you need to use a proxy to access the service, add the proxy information to the third parameter. 2. Create a face set. externalfields := param.newcreateexternalfields() externalfields.addfield("testinteger", param.integer) result, err := frsclient.getfacesetservice().createfacesetwithextfields("facesetname", 10000, externalfields) if nil!= err { fmt.println(err.error()) } else { fmt.println(result) } 3. Add faces. externalfields := param.newaddexternalfields() externalfields.addfield("testinteger", 123) result, err := frsclient.getfaceservice().addfacebyfilefull("facesetname", "externalimageid", "imagepath", externalfields) if nil!= err { fmt.println(err.error()) } else { fmt.println(result) } 4. Detect faces. detectresult, err := frsclient.getdetectservice().detectfacebyobsurlwithattr("/obs/image.jpg", "0,1,2") if nil!= err { fmt.println(err.error()) } else { fmt.println(detectresult) } Issue 02 ( ) Copyright Huawei Technologies Co., Ltd. 11
15 3 Go SDK 3.3 Mappings Between Go SDK & APIs CompareServic e DetectService CompareFaceByBas e64 CompareFaceByFile DetectFaceByBase6 4 DetectFaceByFile DetectFaceByObsUr l POST /v1/{project_id}/face-compare POST /v1/{project_id}/face-detect FaceService AddFaceByBase64 POST /v1/{project_id}/face-sets/ AddFaceByFile {face_set_name}/faces AddFaceByObsUrl GetFaces GetFace DeleteFaceByFaceId CompareFaceByObsUrl DeleteFaceByExternalImageId DeleteFaceByFieldId GET /v1/{project_id}/face-sets/ {face_set_name}/faces?offset=xxx&limit=xxx GET /v1/{project_id}/face-sets/ {face_set_name}/faces?face_id={face_id} {face_set_name}/faces? external_image_id=imageid {face_set_name}/faces?face_id=faceid {face_set_name}/faces?id=home FaceSetService CreateFaceSet POST /v1/{project_id}/face-sets LiveDetectServ ice GetAllFaceSets GetFaceSet DeleteFaceSet LiveDetectByBase6 4 LiveDetectByFile GET /v1/{project_id}/face-sets GET /v1/{project_id}/face-sets/{face_set_name} {face_set_name} POST /v1/{project_id}/live-detect Issue 02 ( ) Copyright Huawei Technologies Co., Ltd. 12
16 3 Go SDK LiveDetectByObsUr l QualityService SearchService FaceQualityByBase 64 FaceQualityByFile BlurClassifyByBase 64 BlurClassifyByFile FaceQualityByObsUrl BlurClassifyByObsUrl HeadPoseEstimate- ByBase64 POST /v1/{project_id}/face/quality/head-poseestimate HeadPoseEstimate- ByFile HeadPoseEstimate- ByObsUrl SearchFaceByBase6 4 SearchFaceByFile SearchFaceByObsU rl SearchFaceByFaceI d POST /v1/{project_id}/face/quality/face-quality POST /v1/{project_id}/face/quality/blur-classify POST /v1/{project_id}/face-sets/ {face_set_name}/search Issue 02 ( ) Copyright Huawei Technologies Co., Ltd. 13
17 4 CSharp SDK 4 CSharp SDK 4.1 Quick Start Environment Preparation 1. Obtain the API-related documents. For details about Application Programming Interface (APIs), see the API Reference. Access the Products with Open APIs page on HUAWEI CLOUD to obtain API references of other cloud services. 2. Enable the service: Log in to the Management Console, select a sub-service, and click Enable Service on the right. You only need to enable the service once. 3. Obtain the AK/SK of your HUAWEI CLOUD account. If no AK/SK has been generated, log in to HUAWEI CLOUD, enter the My Credential page, and choose Access Keys > Add Access Key to obtain the access keys. 4. Install the.net development environment. SDK Acquisition and Installation Using SDK Download the CSharp SDK source code from the following website: Set parameters, initialize the SDK client, and invoke the SDK to access service APIs. AuthInfo authinfo = new AuthInfo(" "ak", "sk"); FrsClient frsclient = new FrsClient(authInfo, "project id"); //ProxyHostInfo proxy := new ProxyHostInfo("host", 8080); //FrsClient frsclient = new FrsClient (authinfo, "projectid", proxy); //If you need to use a proxy to access the service, add the proxy information to the third parameter. //Compare faces. CompareFaceResult comparefaceresult = Issue 02 ( ) Copyright Huawei Technologies Co., Ltd. 14
18 4 CSharp SDK frsclient.getcompareservice().comparefacebyurl("/obs/1.jpg", "/obs/1.jpg"); Console.WriteLine(compareFaceResult.GetJsonString()); comparefaceresult = frsclient.getcompareservice().comparefacebyfile("/resource/ 1.jpeg", "/resource/1.jpeg"); Console.WriteLine(compareFaceResult.GetJsonString()); //Detect faces. DetectFaceResult detectfaceresult = frsclient.getdetectservice().detectfacebyurl("/obs/1.jpg", "0,1,2"); Console.WriteLine(detectFaceResult.GetJsonString()); DetectFaceResult detectfaceresult2 = frsclient.getdetectservice().detectfacebyfile("/resource/1.jpeg", "1,2"); Console.WriteLine(detectFaceResult2.GetJsonString()); 4.2 SDK API Example 1. Construct a service client. AuthInfo authinfo = new AuthInfo(" "ak", "sk"); FrsClient frsclient = new FrsClient(authInfo, "project id"); //ProxyHostInfo proxy := new ProxyHostInfo("host", 8080); //FrsClient frsclient = new FrsClient (authinfo, "projectid", proxy);//if you need to use a proxy to access the service, add the proxy information to the third parameter. 2. Create a face set. CreateExternalFields createexternalfields = new CreateExternalFields(); createexternalfields.addfield("testint", FieldType.INTEGER); createexternalfields.addfield("teststr", FieldType.STRING); CreateFaceSetResult createfacesetresult = frsclient.getfacesetservice().createfaceset("face_set_name_test", 10000, createexternalfields); Console.WriteLine(createFaceSetResult.GetJsonString()); 3. Add faces. AddExternalFields addexternalfields = new AddExternalFields(); addexternalfields.addfield("testint", 1); addexternalfields.addfield("teststr", "str"); AddFaceResult addfaceresult = frsclient.getfaceservice().addfacebyfile("face_set_name_test", "/resource/ 3.png", addexternalfields); Console.WriteLine(addFaceResult.GetJsonString()); 4. Detect faces. DetectFaceResult detectfaceresult = frsclient.getdetectservice().detectfacebyurl("/obs/1.jpg", "0,1,2"); Console.WriteLine(detectFaceResult.GetJsonString()); DetectFaceResult detectfaceresult2 = frsclient.getdetectservice().detectfacebyfile("/resource/1.jpeg", "1,2"); Console.WriteLine(detectFaceResult2.GetJsonString()); 4.3 Mappings Between CSharp SDK & APIs CompareServic e CompareFaceByBase64 CompareFaceByFile CompareFaceByUrl POST /v1/{project_id}/face-compare DetectService DetectFaceByBase64 POST /v1/{project_id}/face-detect DetectFaceByFile Issue 02 ( ) Copyright Huawei Technologies Co., Ltd. 15
19 4 CSharp SDK DetectFaceByUrl FaceService AddFaceByBase64 POST /v1/{project_id}/face-sets/ AddFaceByFile {face_set_name}/faces AddFaceByUrl GetFaces GetFace DeleteFaceByFaceId DeleteFaceByExternalImageId DeleteFaceByFieldId GET /v1/{project_id}/face-sets/ {face_set_name}/faces? offset=xxx&limit=xxx GET /v1/{project_id}/face-sets/ {face_set_name}/faces?face_id={face_id} {face_set_name}/faces? external_image_id=imageid {face_set_name}/faces?face_id=faceid {face_set_name}/faces?id=home FaceSetService CreateFaceSet POST /v1/{project_id}/face-sets LiveDetectServ ice GetAllFaceSets GetFaceSet DeleteFaceSet LiveDetectByBase64 LiveDetectByFile LiveDetectByUrl GET /v1/{project_id}/face-sets GET /v1/{project_id}/face-sets/ {face_set_name} {face_set_name} POST /v1/{project_id}/live-detect QualityService FaceQualityByBase64 POST /v1/{project_id}/face/quality/facequality FaceQualityByFile FaceQualityByUrl BlurClassifyByBase64 BlurClassifyByFile BlurClassifyByUrl POST /v1/{project_id}/face/quality/blurclassify HeadPoseEstimateBy- Base64 POST /v1/{project_id}/face/quality/headpose-estimate HeadPoseEstimateByFile Issue 02 ( ) Copyright Huawei Technologies Co., Ltd. 16
20 4 CSharp SDK HeadPoseEstimateByUrl SearchService SearchFaceByBase64 POST /v1/{project_id}/face-sets/ SearchFaceByFile {face_set_name}/search SearchFaceByObsUrl SearchFaceByFaceId Issue 02 ( ) Copyright Huawei Technologies Co., Ltd. 17
21 A Change History A Change History Date Description This issue is the second official release, in which CSharp SDK is added This is the first official release. Issue 02 ( ) Copyright Huawei Technologies Co., Ltd. 18
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