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ashishb.net

A day in Luxembourg - the richest country in the world I was asked to install malware during a fake interview Book summary: Breakneck - China's quest to engineer the future by Dan Wang Book summary: How to Teach Your Baby to Read Book Summary: The Discontented Little Baby Book by Pamela Douglas Introducing Amazing Sandbox - run third-party tools and AI agents securely on your machine Why software outsourcing gets a bad reputation? Book summary: The Natural Baby Sleep Solution by Polly Moore A day in Antwerp, Belgium Journey of online influencers Two days in Brussels, Belgium Shortcuts - when we love them and when we don't A visit to Rakhigarhi Three days in overhyped Paris Empty Japan, crowded Tokyo The real lock-in in GitHub is not the code, but the stars 11-day Norwegian Breakaway East Caribbean cruise Sanskrit and Sri Lankan Air Force Use REST with Open API The Achilles heel of American capitalism Costa Rica in 4 days At a juice stall in Sri Lanka A short stay at Warsaw, Poland Best practices for using Python & uv inside Docker Two days in Vilnius, Lithuania How IntelliJ IDEs waste disk space Pregnancy Why there aren't many digital nomads from India Two days in Riga, Latvia To keep your machine secure, run third-party tools inside Docker
Hermetic docker images with Hugging Face machine learning...
Ashish Bhatia · 2024-02-29 · via ashishb.net

Hugging Face is GitHub for machine learning models. Their on-the-fly model download scheme, however, is difficult from a DevOps perspective.

Here’s how to disable it.

One huge problem with downloading models on the fly is that at best, your docker images are no longer hermetic. At worst, your deployments start to fail when Hugging Face goes down, just like it went down yesterday for multiple hours.

Here’s a how to make your docker images hermetic.

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# During the docker build trigger download of models e.g. via embedding computation
...
# Now, disable only access completely
ENV TRANSFORMERS_OFFLINE=1
ENV HF_HUB_DISABLE_TELEMETRY=1
ENV HF_HUB_OFFLINE=1

ENTRYPOINT ...

Do verify by running these images on the CI before deployment as it might fail in case you forgot to download certain models. Now, the huge advantage of this process is that your deployed binaries are hermetic. They no longer depend on Hugging Face being up or returning a different/newer model anymore.