Spring Boot OpenAI Integration: Step-by-Step Guide
User Interaction:
- The User interacts with Postman to send requests (e.g., test API endpoints of the Spring Boot application).
Postman:
- Postman sends requests to the Spring Boot Application.
Spring Boot Application:
- Postman calls the Controller in the Spring Boot application.
- The Controller handles the incoming requests and delegates the logic to the Service layer.
- The Service interacts with the OpenAiClient to perform the actual communication with OpenAI.
External System:
- The OpenAiClient sends the request to the OpenAI API to get a response.
- The response flows back through the layers (OpenAiClient → Service → Controller) and is returned to the user via Postman.
To integrate ChatGPT into a Spring Boot application, you can use the OpenAI API to send requests to ChatGPT and get responses. Below is an example of how you can create a simple Spring Boot service that integrates with OpenAI's API to use ChatGPT.
1: Set up your Spring Boot project
Create a new Spring Boot project: You can create a Spring Boot project using Spring Initializr or through your IDE (like Eclipse or IntelliJ).
- Choose your project metadata (Group, Artifact, Name, etc.)
- Select dependencies:
- Spring Web
- Open AI
Complete
pom.xml
:Configuration: You'll need an API key from OpenAI to interact with their services. Get it from the OpenAI platform.
In your
application.properties
orapplication.yml
, add:
2. Service to Use OpenAI API
Now, create a service that interacts with the OpenAI API.
3. Controller to Handle Requests
You can create a controller that exposes an endpoint for interacting with OpenAI.
4. Run the Application
Make sure your Spring Boot application is correctly set up to run:
Now, you can run the Spring Boot application. You should be able to hit the endpoint /generate-text?prompt=your+text+here
to get a response from OpenAI.
5. Testing
You can test the endpoint using Postman or Curl:
This will return a response from the OpenAI API based on your prompt.
6. Error Handling and Improvements
You can also handle errors like API call failures, invalid responses, or empty prompts by enhancing the OpenAiService
class with proper exception handling and validation logic.
That's it! You've now integrated OpenAI with your Spring Boot application.
To access the source code or download the project, visit the GitHub repository:
🔗 GitHub - Spring AI Demo Project
Feel free to clone or fork the repository to get started quickly!
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