Notebooks containing RAG implementations and variations:

Stack:

• LangChain
• LangSmith
• Ollama
• ChromaDB

Basic RAG implementation

• Basic RAG

Query Translation RAG

• Query Translation RAG

1. Multi Query

2. RAG-Fusion

3. Problem Decomposition (Answer recursively)

4. Problem Decomposition (Answer individually)

5. STEP-BACK PROMPTING

6. HyDE

Routing

• Routing

1. Logical and Semantic routing

2. Query Structuring

Indexing

• Indexing

1. Multi-representation Indexing

2. RAPTOR

3. ColBERT

Retrieval

• Retrieval

1. Re-ranking

2. Corrective RAG (CRAG)

Generation

• Generation

1. Self-RAG