Rag

Wed, 14 May 2025 17:30:20 +0200

RAG (Retrieval-Augmented Generation)

Introduction

RAG is a system that can provide new knowledge to the model.

flowchart LR

A1[1. Data Extraction]

subgraph RAG_Pipeline
    B2[2. Chunking]
    B3[3. Vectorization / Embedding]
    B4[4. Index Creation]
    B5[5. Retrieval]
end

C7[7. Reranking]
D9[9. LLM Summarization / Generation]

E6[6. Retrieval Evaluation]
F8[8. Rerank Evaluation]
G10[10. Final Evaluation]


A1 --> B2
B2 --> B3
B3 --> B4
B4 --> B5
B5 --> C7
C7 --> D9

B5 -. evaluate .-> E6
C7 -. evaluate .-> F8
D9 -. evaluate .-> G10

E6  --> RAG_Pipeline
F8  --> RAG_Pipeline
G10  --> RAG_Pipeline

There are three main mode for AI systems:

LLM and RAG System Design

Mon, 14 Apr 2025 17:30:20 +0200

System design for LLM and RAG project

RAG on Les Baguettes

Rag

RAG (Retrieval-Augmented Generation)

Introduction

LLM and RAG System Design