Integrations & Ops: Third Party, Fine-Tuning, and Cost Tracking

RAG using MongoDB

RAG using MongoDB

Shows how to build a RAG system using MongoDB as a data backend.

Upstream notebook: third_party/MongoDB/rag_using_mongodb.ipynb

What to focus on

Data modeling for retrieval
Query patterns and ranking
Deployment considerations (indexes, throughput)

Run locally

make test-notebooks NOTEBOOK=third_party/MongoDB/rag_using_mongodb.ipynb

RAG using Pinecone Basic RAG with LlamaIndex