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Lucid library adapted for PyTorch (porting to torch 2.1+)

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  • The original greentfrapp/lucent seems to be abandoned.

  • Unfortunately, it no longer works with default libraries in Colab, in particular, the problem seems to be in the updated versions of torch, kornia.

  • The goal of this fork is to try to fix that, if possible.

  • I might also want to simplify the lib to make it as dumb and easy to understand (and to explain to students)as possible, with the idea that it may be used in education.

  • NOTE THAT THE CODE MIGHT BE BROKEN, DON'T USE IT (YET)!

Lucent

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PyTorch + Lucid = Lucent

The wonderful Lucid library adapted for the wonderful PyTorch!

Lucent is not affiliated with Lucid or OpenAI's Clarity team, although we would love to be! Credit is due to the original Lucid authors, we merely adapted the code for PyTorch and we take the blame for all issues and bugs found here.

Usage

Lucent is still in pre-alpha phase and can be installed locally with the following command:

pip install torch-lucent

In the spirit of Lucid, get up and running with Lucent immediately, thanks to Google's Colab!

You can also clone this repository and run the notebooks locally with Jupyter.

Quickstart

import torch

from lucent.optvis import render
from lucent.modelzoo import inceptionv1

device = torch.device("cuda:0" if torch.cuda.is_available() else "cpu")
model = inceptionv1(pretrained=True)
model.to(device).eval()

render.render_vis(model, "mixed4a:476")

Tutorials

Other Notebooks

Here, we have tried to recreate some of the Lucid notebooks! You can also check out the lucent-notebooks repo to clone all the notebooks.

Recommended Readings

Related Talks

Slack

Check out #proj-lucid and #circuits on the Distill slack!

Additional Information

License and Disclaimer

You may use this software under the Apache 2.0 License. See LICENSE.

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Lucid library adapted for PyTorch (porting to torch 2.1+)

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