Comment by tcsenpai
5 hours ago
I think they should start aiming for 20B models along with 32B and 7B. Usually 7B is enough for a 8GB GPU, 32B requires a 24GB GPU for decent quants (I can fit a 32B with IQ3_XXS but is not ideal) while 20-ish B models (such as magistral or gpt-oss) are a perfect fit for 16GB GPUs
Depends heavily on the architecture too, I think a free-for-all to find the better sizes is still kind of ongoing, and rightly so. GPT-OSS-120B for example fits in around 61GB VRAM for me when on MXFP4.
Personally, I hope GPU makers instead start adding more VRAM, or if one can dream, expandable VRAM.
Unlikely to see more VRAM in the short term, memory prices are thru the roof :/ like, not subtly, 2-4x.
Well, GPUs are getting more VRAM, although it's pricey. But we didn't used to have 96GB VRAM GPUs at all, now they do exist :) But for the ones who can afford it, it is at least possible today. Slowly it increases.