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I would suspect that GPU support will be bound by what rocm/hip support. Which is in a dreadful state. Your RX580 seems to be at least partially supported. Unlike my RX6900 for which I can't even get HIP to work properly (and compiling the custom version of clang they have is no fun, that software is gigantic). Hopefully this finally changes early 22 and they're not dragging that out even longer.
There is something, though. I remember looking at VUDA which, while it's not a drop-in replacement, is a pretty good proof of concept
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