iamgroot42 / mimir Goto Github PK

Hi,

Thank you for the great work! I was not able to find the original Pile subcategory dataset (arXiv, Github etc.) in the huggingface data repo. There are only the processed ones (7-gram, 13-gram). Could you share the original ones as well?

Thank you!

Hi,

Thanks for sharing your code. I want to run the attacks you implemented on my own datasets, but I'm not sure where to start. Is there a guide or documentation the describes this?

Best,
Shane

Hi,

Just checked out the code, dataset_nonmember_key: str is missing from the definition of class ExperimentConfig(Serializable):
in mimir/config.py.

Best,
John

Hello,
Thanks for your valuable work on mimir!

If I understand correctly, GradNormAttack is computing the average (across layers) of the gradient norm wrt. the model weights.

But the docstring indicates that the gradients are computed w.r.t. input tokens.

Since the original paper proposes both, I think there are two solutions:

• Simply fixing the docstring and keeping the current implementation
• Or implementing both gradients norms. I guess that computing gradients wrt input tokens would require modifying Model.get_probabilities()

The results in Appendix C.1 suggest that in certain settings, one gradient type outperforms the other, while in other settings, the reverse is observed.

What do you think?

Hi,
I found your project to be helpful to my current paper, but I met some problems when I was trying python run.py --config configs/mi.json.

Problems:

1. An error reports split is Nonetype, which can be fixed by adjusting the mi.json as:
   "dataset_member": "the_pile_pile_cc_ngram_13_0.2",
   "dataset_nonmember": "the_pile_pile_cc_ngram_13_0.2",

2. An error reports there is no dataset key, which can be fixed by adding this line to the mi.json:
   "dataset_key": "the_pile",

I don't whether my adjustments to mi.json are correct. If it's not, could you please give me some suggestions? If these are correct, I suggest adding some tutorial about config files in the github project.

Thanks,
Ethan

Hi,

I found a strange line here in your code - https://github.com/iamgroot42/mimir/blob/main/mimir/models.py#L183

Is this a bug or is there any other particular reason? It is currently overriding what I am specifying in the config file.

Thanks.