Then learn PyTorch.

The hardware between brands is fundamentally different. There isn't a standard like x86 for CPUs.

So, while you may use something like HIPIFY to translate your code between APIs, at least with GPU programming, it makes sense to learn how they differ from each other or just pick one of them and work with it knowing that the others will just be some variation of the same idea.