-
Notifications
You must be signed in to change notification settings - Fork 440
New issue
Have a question about this project? Sign up for a free GitHub account to open an issue and contact its maintainers and the community.
By clicking “Sign up for GitHub”, you agree to our terms of service and privacy statement. We’ll occasionally send you account related emails.
Already on GitHub? Sign in to your account
FEAT GCG algorithm and AML pipeline #381
Merged
Merged
Conversation
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
… files to read from YAML.
rdheekonda
reviewed
Oct 3, 2024
rdheekonda
reviewed
Oct 3, 2024
rdheekonda
reviewed
Oct 3, 2024
rdheekonda
reviewed
Oct 3, 2024
rdheekonda
reviewed
Oct 3, 2024
rdheekonda
approved these changes
Oct 8, 2024
There was a problem hiding this comment.
Choose a reason for hiding this comment
The reason will be displayed to describe this comment to others. Learn more.
Great work, @blakebullwinkel !
Sign up for free
to join this conversation on GitHub.
Already have an account?
Sign in to comment
Add this suggestion to a batch that can be applied as a single commit.
This suggestion is invalid because no changes were made to the code.
Suggestions cannot be applied while the pull request is closed.
Suggestions cannot be applied while viewing a subset of changes.
Only one suggestion per line can be applied in a batch.
Add this suggestion to a batch that can be applied as a single commit.
Applying suggestions on deleted lines is not supported.
You must change the existing code in this line in order to create a valid suggestion.
Outdated suggestions cannot be applied.
This suggestion has been applied or marked resolved.
Suggestions cannot be applied from pending reviews.
Suggestions cannot be applied on multi-line comments.
Suggestions cannot be applied while the pull request is queued to merge.
Suggestion cannot be applied right now. Please check back later.
Description
This PR adds the GCG algorithm, which can be used to generate adversarial suffixes that jailbreak language models. The GCG code is mostly the same as that in the original repo, with a few changes including:
mlflow
(functions added topyrit/auxiliary_attacks/gcg/experiments/log.py
)This code been added to a new high-level directory
pyrit/auxiliary_attacks
, which will contain the code for attacks that do not fit into the core PyRIT functionality. This PR also adds adoc/code/auxiliary_attacks
directory with two demo notebooks:1_auxiliary_attacks.ipynb
: explains what we mean by "auxiliary attacks" and shows how to send a GCG suffix to a Phi-3-miniAzureMLChatTarget
2_gcg.ipynb
: provides the full AML pipeline to generate GCG suffixes including environment creation and job submissionSeveral additional dependencies are required to run the GCG algorithm. These have been added as optional dependencies under
gcg
in thepyproject.toml
. We also update the github build pipeline to install these dependencies along with thedev
dependencies so that we can continue to support this functionality in the future.Tests and Documentation
Given that the GCG code runs independently from the rest of PyRIT, we decided not to add tests for it. Documentation has been added to
doc/code/auxiliary_attacks
.