This folder contains notebooks that demonstrate how to integrate popular OpenAI services with Elasticsearch.
The following notebooks are available:
In the openai-KNN-RAG.ipynb notebook you'll learn how to:
- Index the OpenAI Wikipedia vector dataset into Elasticsearch.
- Embed a question with the OpenAI embeddings endpoint.
- Perform semantic search on the Elasticsearch index using the encoded question.
- Send the top search results to the OpenAI Chat Completions API endpoint for retrieval augmented generation (RAG).
- Use OpenAI's model to generate a response for a given conversation.
- Set a system message which defines the assistant's role and how user messages are processed.