There's a language called HIP which is a fairly close approximation to cuda. You can probably convert one to the other with determination and regex. The GPUs themselves are fundamentally different in ways that hopefully don't matter to your application (warp synchronisation is the big one in my opinion, but I suspect cuda applications ignore it and just live with the race conditions).