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Home»Tools»Harden the security of models in the ML community
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Harden the security of models in the ML community

By January 2, 2025No Comments3 Mins Read
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We are pleased to announce our partnership with Protect AI as part of our long-standing commitment to providing a secure and reliable platform for the ML community.

Protect AI is a company founded with a mission to create a safer world powered by AI. They are developing a powerful tool to enable them to continue the rapid pace of AI innovation without compromising security: Guardian.

Our decision to partner with Protect AI is based on our community-driven approach to security, our active support of open source, and our full range of security x AI expertise.

Interested in joining a security partnership or providing scan information on the hub? Please contact us at security@huggingface.co.

Model security review

To share your model, serialize the weights, configurations, and other data structures you use to interact with your model for easier storage and transfer. Some serialization formats are vulnerable to nasty exploits such as arbitrary code execution (looking at you in a pickle), making shared models that use these formats potentially dangerous.

Hugging Face has become a popular platform for model sharing, so we want to protect our community from now on. That’s why we’re developing tools like picklescan and integrating Guardian into our scanner suites.

Pickle is not the only exploitable form. See how to exploit Keras Lambda layers to execute arbitrary code. The good news is that Guardian detects both of these exploits, as well as other file format exploits. For the latest scanner information, please visit the Guardian Knowledge Base.

Read all our security documentation here: https://huggingface.co/docs/hub/security šŸ”„

integration

When integrating Guardian as a third-party scanner, we took the opportunity to improve the front end to display scan results. Now it looks like this:

As you can see here, when a pickle import scan occurs, an additional Pickle button appears.

As you can see from the screenshot, you don’t need to do anything to get this benefit. Guardian automatically scans all public model repositories as soon as you push your files to the hub. This is an example repository you can check out to see the feature in action: mcpotato/42-eicar-street.

Please note that we have over 1 million model repositories, so you may not see scans for your models at this time. It may take some time to catch up šŸ˜….

We have already scanned hundreds of millions of files in total, because we believe that empowering our community to share models in a secure and frictionless way will help grow the field as a whole.

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