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DocumentationServerless Application CenterPractical TutorialDeploying OCR-based Text Recognition Application
Deploying OCR-based Text Recognition Application
Last updated: 2024-12-02 11:16:20
Based on Tencent Cloud's industry-leading deep learning technology, Tencent Cloud OCR is capable of intelligently recognizing words on images and converting them into editable text. It can recognize printed text and handwriting, meeting the text recognition needs in different scenarios.
By using Serverless Framework Component and OCR SDK, you can quickly deploy a general OCR application based on COS + API + SCF, which contains the following key components:
Serverless RESTful API: you can use the Express framework constructed by SCF and API Gateway to implement RESTful API.
Serverless static website: the frontend hosts React static pages in COS.
COS: you can create a bucket to store target images.
Prerequisites
You have installed Node.js (v8.6 or above; v10.0 or above is recommended).
You have activated OCR.
Directions
Installation
$ npm install -g serverless
If you have already installed Serverless Framework, you can run the following command to upgrade it to the latest version:
$ npm update -g serverless
After the installation is completed, run the
serverless -v command to view the version information of Serverless Framework and make sure that the version information is as follows or displays higher versions:$ serverless –vFramework Core: 1.74.1 (standalone)Plugin: 3.6.14SDK: 2.3.1Components: 2.31.6
Configuration
1. Create a local folder and run the
serverless init command to download the relevant template.$ serverless init ocr-app
2. Find the
.env.example file in the template, rename it to .env, and enter your account, key information, and specified bucket (used to store uploaded images) in it.# .envTENCENT_APP_ID=xxxTENCENT_SECRET_ID=xxxTENCENT_SECRET_KEY=xxx# region of bucketREGION=ap-guangzhou
3. Download all npm dependencies.
$ npm run bootstrap
Local debugging
1. Run the following command to launch the server:
$ cd server && npm run start
2. Run the following command to start the frontend:
$ cd frontend && npm run start
3. Log in to the frontend page at http://localhost:3000 for local debugging.
Deployment
1. Run the following command for deployment:
$ sls deploy --allserverless ⚡ frameworkbackend:region: ap-guangzhouapigw:serviceId: service-4i62q1pgsubDomain: service-4i62q1pg-1258834142.gz.apigw.tencentcs.comenvironment: releaseurl: https://service-4i62q1pg-1258834142.gz.apigw.tencentcs.com/release/scf:functionName: serverless-ocrruntime: Nodejs10.15namespace: defaultfrontend:region: ap-guangzhouwebsite: https://serverless-ocr-1258834142.cos-website.ap-guangzhou.myqcloud.com38s › serverless-ocr › Success
After the deployment succeeds, you can use a browser to access the website link generated by the project to view the generated website. Click Upload Image, and the project can implement OCR with the OCR SDK.
2. You can run
sls remove --all to remove the project.$ sls remove --allserverless ⚡ framework38s › tencent-fullstack › Success
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