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Undi95 
posted an update Jul 24
Post
10324
Hello there,

New model released, my goal was to try finetune on the last Llama-3.1-8B-Instruct but not a small train, I wanted to do something useful.
One of the rare model that I didn't made for RP, or in the goal to uncensor it (but I did anyway kek).

The model was trained on 9M Claude conversations ONLY, giving him another writting style.

Undi95/Meta-Llama-3.1-8B-Claude > OG release fp32, it's the epoch 2
Undi95/Meta-Llama-3.1-8B-Claude-bf16 > Base model resharded in bf16 waiting for available quant without issues

Since it's frustrating to be censored using a local model, orthogonal activation steering was used, trying to force the model to never refuse a prompt.

Undi95/Meta-Llama-3.1-8B-Claude-68fail-3000total > Uncensored model, refuse 68 times on 3000 toxic prompt
Undi95/Meta-Llama-3.1-8B-Claude-39fail-3000total > Uncensored model, refuse 39 times on 3000 toxic prompt

It still refuse some prompt but the majority of them is uncensored. OAS can make a model more dumb or make the base perplexity go higher, so I didn't snipe for 0 refusal.

I don't do non-RP model a lot so any feedback is welcome, I would like to re-use this base for some others future project if needed.
invisietch
•
edited Jul 24

Do you have any plans to create OAS of Nemo 12B or explain the method?

Are 8x H100 required to do these finetunes for such small models?

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Undi95
•
edited Jul 24

Hello there, I written a wall of text and my webpage refreshed haha, so let's me summarize again.

This method is called Orthogonal Activation Steering, it come from here : https://www.lesswrong.com/posts/jGuXSZgv6qfdhMCuJ/refusal-in-llms-is-mediated-by-a-single-direction
Then, a demo using TransformersLens was available using a Qwen model, but the resulting model couldn't be saved : https://colab.research.google.com/drive/1a-aQvKC9avdZpdyBn4jgRQFObTPy1JZw?usp=sharing#scrollTo=j7hOtw7UHXdD

Following that, wassname made a modification of this demo, and made a first script, we talked about this here : https://huggingface.co/posts/Undi95/318385306588047
The OG script isn't available because he updated it here : https://gist.github.com/wassname/42aba7168bb83e278fcfea87e70fa3af

TransformersLens then got replaced for Baukit.

Failspy made his own notebook too, calling the method abliteration, but it's the same thing : https://huggingface.co/failspy/llama-3-70B-Instruct-abliterated/blob/main/ortho_cookbook.ipynb

Finally, to reply to your answer, for this project I used a script from Lucyknada, with 1xH100 80GB, and I let it run for like 15 minutes before I found a direction with 36 refusal for 3000 toxic prompt.
It's easy and automatic, you can modify it easily too : https://github.com/lucyknada/baukit-modified

Dunno for Nemo.

Hope this help

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