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Build a RAG application using Ollama and Docker


This guide demonstrates how to use Docker to deploy Retrieval-Augmented Generation (RAG) models with Ollama.
Time to complete 20 minutes

The Retrieval Augmented Generation (RAG) guide teaches you how to containerize an existing RAG application using Docker. The example application is a RAG that acts like a sommelier, giving you the best pairings between wines and food. In this guide, you’ll learn how to:

  • Containerize and run a RAG application
  • Set up a local environment to run the complete RAG stack locally for development

Start by containerizing an existing RAG application.

Modules

  1. Containerize your app

    Learn how to containerize a RAG application.

  2. Develop your app

    Learn how to develop your generative RAG application locally.