They work fine but have a couple pitfalls:

• rocm support across software is spotty, but does work when available (mostly)
• rocm is less well supported os wise (have to use specific, blessed distros / kernels)
• most llm software is optimized for nvidia hardware, perf is worse than it could be w/ bespoke cuda kernels