https://github.com/rasbt/rags

RAGs: Simple implementations of Retrieval Augmented Generation (RAG) Systems
https://github.com/rasbt/rags

Last synced: 4 months ago
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RAGs: Simple implementations of Retrieval Augmented Generation (RAG) Systems

• Host: GitHub
• URL: https://github.com/rasbt/rags
• Owner: rasbt
• License: apache-2.0
• Created: 2024-04-10T18:02:57.000Z (almost 2 years ago)
• Default Branch: main
• Last Pushed: 2025-01-20T02:32:49.000Z (12 months ago)
• Last Synced: 2025-03-31T07:04:43.863Z (10 months ago)
• Language: Jupyter Notebook
• Homepage:
• Size: 556 KB
• Stars: 98
• Watchers: 3
• Forks: 11
• Open Issues: 0
• Metadata Files:
  • Readme: README.md
  • License: LICENSE

Awesome Lists containing this project

README

          
# RAGs: Simple Implementations of Retrieval Augmented Generation (RAG) Systems

 

![](images/overview.webp)

 

- [notebooks/mistral-llamaindex-hf-offline.ipynb](notebooks/mistral-llamaindex-hf-offline.ipynb): A simple RAG system that uses a local Mistral 7B model and an in-memory vector database via LlamaIndex.

- [notebooks/mistral-llamaindex-hf-offline-with-reranker.ipynb](notebooks/mistral-llamaindex-hf-offline-with-reranker.ipynb): Same as above, but adds a reranker model.

- [notebooks/mistral-llamaindex-hf-weaviate.ipynb](notebooks/mistral-llamaindex-hf-weaviate.ipynb): A simple RAG system that uses a local Mistral 7B model and a Weaviate vector database via LlamaIndex.