name: RAG on PostgreSQL

description: Deploy an app to chat with your PostgreSQL database using Azure OpenAI, Python, and the RAG technique.

languages:

- bicep

- azdeveloper

- python

- typescript

products:

- azure-database-postgresql

- azure

- azure-openai

- azure-container-apps

- azure-container-registry

page_type: sample

urlFragment: rag-postgres-openai-python

This project creates a web-based chat application with an API backend that can use OpenAI chat models to answer questions about the items in a PostgreSQL database table. The frontend is built with React and FluentUI, while the backend is written with Python and FastAPI.

This project is designed for deployment to Azure using [the Azure Developer CLI](https://learn.microsoft.com/azure/developer/azure-developer-cli/), hosting the app on Azure Container Apps, the database in Azure PostgreSQL Flexible Server, and the models in Azure OpenAI.

For instructions on deploying this project to Azure, please refer to the [README on GitHub](https://github.com/Azure-Samples/rag-postgres-openai-python/?tab=readme-ov-file#rag-on-postgresql).