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this post was submitted on 19 Sep 2023
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The state of GPUs on Linux:
Or buy a motherboard with dual slots and install one of each, hopefully you're made of money
AMD is getting better for ML/scientific computing very fast for the regular consumer GPUs. I have seen the pytorch performance more than double on my 6700xt in 6 months to the point that it has better performance than a 3060(not ti).
Great to know, but unfortunately CUDA is still too entrenched in comparison to OpenCL - hopefully there's some way to convert from one to the other.
OpenCL is dead. Vulkan is the future.
We still need core libraries to be written as Vulkan compute shaders, similar to cuFFT and cuDNN.
There is VkFFT, but I don't know how good it is. I don't think anyone has written a VkDNN library.
NVIDIA has signaled that they will fully support Vulkan.
What about SYCL?
There's also ROCm from AMD that is suppoed to be the rival of CUDA.
Gaming has been perfectly fine, just use the proprietary driver.
Congratulations you just killed 2/3 of all Linux users reading this post
I mean, I play proprietary games, no need to insist on foss drivers...
Nvidia can game just as well as it does on windows, proprietary driver inconveniences aside.
I'm doing both on AMD, while I contribute to a bunch of ROCm packages. Stable Diffusion XL and training runs great.