this post was submitted on 23 Jun 2023
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Hi, I do not know much about GPUs and ML. My apologies for not being able to answer your question, but I'd like to know what you're trying to achieve running said models. Is ML a hobby of yours?
Cheers for the reply. I'm doing a masters in machine intelligence, so I work with various kinds of ML models. And yeah it's a hobby too, I like playing around with LLMs and seeing what I can do with them.
Edit: Wrote this on mobile. The mobile U/I is not always clear as to the source magazine where the post came from, so I missed the Linux in there. Things are not as dire on Linux as on Windows for AMD, so my assessment may be a bit pessimistic. With AMD's focus on the data centre for machine learning, the linux driver stack seems fairly well supported.
I spent the last few days getting stable defusion and pytorch working on my Radeon 6800 XT in windows. The machineml distribution of stable diffusion runs at about 1/4 of the speed of raw rocm when I compare it to the shark tooling, which supports rocm via docker on windows.
Expect tooling to be clinky and that you will need to compile everything yourself on linux. Prebuilt stuff will all be for Nvidia.
Amd is pushing hard into the ai space, but aiming at datacenter users. They are rumoured to be building rocm for their windows drivers, but when that will ship is anyone's guess.
So right now, if you need to hit the ground running for your academic work, I would recommend NVidia, as much as it pains me, a long time AMD user.