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Automatic hyperparameter optimization of your retrieval augmented generation pipeline. Stop fiddling around manually with chunk size, top k and so on. Let the machine do the tuning of your retrieval settings.

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AutoRAG 🚗📜🦜

Automatic hyperparameter optimization of your retrieval augmented generation pipeline.

Stop fiddling around manually with embeddings, rerankers, chunk size, top k and so on. Let the machine do the tuning of your RAG pipeline.

This is an early prototype and therefore slow as hell.

Installation

poetry install

Usage

Set you pararmeters and models in autorag/config.py and run the following commands:

poetry shell
python autorag/main.py

Have fun! 💃🪩🕺

Help spread LLM apps @ ellamind.com

Teach AI to dance @ discoresearch.org (Discord)

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Automatic hyperparameter optimization of your retrieval augmented generation pipeline. Stop fiddling around manually with chunk size, top k and so on. Let the machine do the tuning of your retrieval settings.

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