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Awesome-RAG

The sections outline is in complete draft form. Everything is in motion (in this document and in my head).

General

Disadvantages of RAG

RAG Patterns

Dialogue Routing

Retrieval

Vector Retrieval

Chunking

Positional chunking
Semantic chunking

Embeddings

Vector Search

RAG Fusion

Not Vector Retrieval

Generation

Prompts

Prompting strategies

Multi-Modal RAG
Multi-index RAG
Multi-Document
FLARE
Chain-of-Verification
Chain-Of-Thought

Context

Long context RAG

Knowledge and Knowledge Graphs

Automated prompt optimization

Hallucination

Guardrails

LLM Models

Finetuning and Pretraining

Evaluation of RAGs

Performance and cost

Privacy

Security

Applications of RAG

Chatbots

Tools

DSPy

AutoRAG

  • AutoRAG - AutoML tool for RAG. Automatically optimize RAG pipeline with single YAML file.

AutoGPT

Langchain

LlamaIndex

Vendor-specific examples

Elastcisearch + OpenAI

OpenAI and ChatGPT

Tools and fucntions

Vespa

Qdrant

Running RAGs in production

Vectors corner

Various

LLM Agents

Releases

No releases published

Packages

No packages published