Skip to content

RAG Components

Welcome to the RAG Components section! This chapter dives deep into each component of a RAG system, helping you understand not just how they work, but why they're crucial for building effective RAG applications.

Why Understanding RAG Components Matters

While you can build a basic RAG system without deep knowledge of these concepts, understanding them is crucial for:

  • Debugging issues when they arise
  • Optimizing system performance
  • Making informed architectural decisions
  • Scaling your RAG application effectively

Prerequisites

Before diving into these concepts, make sure you've completed:

Get Started

Ready to master the RAG Components? Start with Parsing Data for RAG Systems to learn how to properly prepare your documents for RAG systems.

If you’re learning RAG for the first time, follow this order:

  1. Parsing Data
  2. Chunking
  3. Embeddings
  4. Vector store (pgvector)
  5. Retrieval strategies
  6. Prompting for RAG
  7. Evaluation