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Yes, DOE is very interested in DL. I don't work on this personally, but you can see an example e.g. here [1, 2]. You can see in the first link they're using Keras. I'm not up to date on all the details (again, don't work on this personally) but in general the project is commissioned to run on all of DOE's upcoming supercomputers, including Frontier.
[1]: https://github.com/ECP-CANDLE/Benchmarks
[2]: https://www.exascaleproject.org/research-project/candle/
I'm surprised you're not using HIP? At least in my experience it seems like HIP is the go-to system for programming the AMD GPUs, in large part because of CUDA compatibility. You can mostly get things to work with a one-line header change [1].
(I work for a DOE lab but views are my own, etc.)
[1] As an example, see the approach in: https://github.com/flatironinstitute/cufinufft/pull/116