My point is that Nvidia has the absolute highest end, but it's ridiculous to suggest that anyone with a budget less than the GDP of Botswana should consider the 4090 as an option at all. For actually reasonable offers, AMD delivers the most performance per dollar most of the time.
They might even be right. One of the potential advantages of the APU approach is if they GPU can be absorbed into the CPU with shared memory, a lot of the memory management of CUDA would be obsoleted and it becomes not that interesting any more. AMD are competent, they just have sucky crash-prone GPU drivers.
I have an AMD GPU on my desktop PC and I also have a Steam Deck which uses an AMD APU. Never had a driver crash on me on either system.
The issue is when using ROCm. Or more accurately when preparing to crash the system by attempting to use ROCm. Although in fairness as the other commenter notes it is probably a VRAM issue so I've been starting to suspect maybe the real culprit might be X [0]. But it presumably doesn't happen with CUDA and it is a major blocker to using their platform for casual things like multiplying matricies.
But if CPU and GPU share a memory space or it happens automatically behind the scenes, then the problem neatly disappears. I'd imagine that was what AMD was aiming for and why they tolerated the low quality of the experience to start with in ROCm.
[0] I really don't know, there is a lot going on and I'm not sure what tools I'm supposed to be using to debug that sort of locked system. Might be the drivers, might be X responding really badly to some sort of OOM. I lean towards it being a driver bug.
Ah yes. I'm pretty much only using it for games. It does seem that AMD's AI game is really lacking, from reading stuff on the Internet.
Generally the performance is at least as good on Linux so I stay there. Never had a driver issue.
If AMD gets their act together and get the AI tooling for their GPUs to be as accessible as Nvidia's they have a good chance to become the winners there as you can get more VRAM bang for, again, less buck.
In a market where they have similar performance and everything minus ray tracing for somewhere between 50% and 70% of the competitor's prices it will be pretty easy to choose AMD GPUs.
They already have the best CPUs for gaming and really are positioning themselves to have the best GPUs overall as well.