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AutoCircuit

A library for efficient patching and automatic circuit discovery.

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Read the draft paper

Transformer Circuit Metrics are not Robust

Getting Started

pip install auto-circuit

Easy and Efficient Edge Patching

https://github.com/UFO-101/auto-circuit/blob/03ce552ccdea98fc6fed3b05cfb2df9b0eb4e323/experiments/demos/zero_ablate_an_edge.py#L20-L26

Different Ablation Methods

https://github.com/UFO-101/auto-circuit/blob/03ce552ccdea98fc6fed3b05cfb2df9b0eb4e323/experiments/demos/patch_an_edge.py#L37

Automatic Circuit Discovery

https://github.com/UFO-101/auto-circuit/blob/03ce552ccdea98fc6fed3b05cfb2df9b0eb4e323/experiments/demos/patch_an_edge.py#L49-L55

Visualization

https://github.com/UFO-101/auto-circuit/blob/5777057b445d55b7d4695eed8aface9d6bcefbe3/experiments/demos/patch_some_edges.py#L49

Project details

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  • Author: UFO-101
  • Requires: Python <4.0, >=3.10
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