Integrating Azure OpenAI with Spring Boot: Complete Guide
This guide will walk you through integrating Azure OpenAI with a Spring Boot application using the
spring-ai-azure-openai-spring-boot-starter
dependency. You will learn how to configure, develop, and test an end-to-end solution.Step 1: Set Up Your Azure OpenAI Resource
1.1. Create Azure OpenAI Resource
- Log in to Azure Portal.
- Navigate to Create a resource and search for Azure OpenAI.
- Follow the prompts to create a new Azure OpenAI resource.
1.2. Get Required Values
Once your Azure OpenAI resource is set up, gather the following details:
Resource Name:
- Found in the resource overview.
- Example:
my-openai-resource
API Key:
- Navigate to Keys and Endpoint in the left menu of your OpenAI resource.
- Copy one of the API keys (e.g.,
KEY1
).
Deployment Name:
- Go to Deployments in the left menu.
- Deploy a model (e.g.,
text-davinci-003
). - Note the Name of your deployment.
Step 2: Create a Spring Boot Project
2.1. Generate Project Using Spring Initializr
- Visit Spring Initializr.
- Configure the project:
- Project: Maven
- Language: Java
- Spring Boot Version: Latest stable version
- Dependencies:
- Spring Web
- Azure OpenAI
- Click Generate to download the project as a
.zip
file. - Extract the project and open it in your preferred IDE.
2.2. Dependencies
Run mvn clean install
to download the dependency.
Step 3: Configure Application Properties
Add your Azure OpenAI credentials in the application.yml
file:
Replace the placeholders with:
- Endpoint:
https://<your-resource-name>.openai.azure.com/
- API Key: Your API key.
- Default Deployment: The name of your deployed model.
Step 4: Create Service and Controller
4.1. Create OpenAI Service
Write a service class to handle communication with Azure OpenAI.
OpenAIService.java
:
4.2. Create OpenAI Controller
Expose a REST endpoint to accept a prompt and return the AI-generated response.
OpenAIController.java
:
Step 5: Test the Application
5.1. Run the Application
Start the application:
5.2. Test the API
Use a tool like Postman or cURL to test the endpoint.
Request:
- URL:
http://localhost:8080/api/openai/generate
- Method: POST
- Body: Raw JSON:
Response:
Complete Project Structure
You’ve successfully integrated Azure OpenAI into a Spring Boot application! This end-to-end solution enables you to interact with Azure's AI models using simple REST API calls. You can now build on this foundation to develop advanced AI-powered applications.
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