rag playground
1.0.0
This is a playground repository for experimenting and learning about the retrieval augmented generation (RAG) paradigm.
Overview of a simple RAG pipeline:
pipx install poetry # or uv tool install poetry
poetry install| Index | Notebook | Description |
|---|---|---|
| 1 | embedding_and_indexing_documents | This notebook demonstrates how to embed and index documents. |
| Index | Title | Authors | Year | Link |
|---|---|---|---|---|
| 1 | Retrieval-Augmented Generation for Knowledge-Intensive NLP Tasks | Lewis et al. | 2020 | arXiv |
| 2 | Retrieval-Augmented Generation for Large Language Models: A Survey | Gao et al. | 2023 | arXiv |
| 3 | A Survey on RAG Meeting LLMs: Towards Retrieval-Augmented Large Language Models | Fan et al. | 2024 | arXiv |
Most files in this repository are licensed under the MIT License---see the LICENSE file for details.
