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https://github.com/ROCmSoftwarePlatform/tensorflow-upstream#tensorflow-rocm-port
As others said, rocm is the solution. However compiling all the rocm stuff is very painful and last I tried, I was not able to compile not all rocm packages on AUR. There is a binary repository called arch4edu, which has rocm and a tensorflow-rocm package. I haven't tried it myself, but if you don't mind the security implications of using a binary repository (of course containers are always an option), then this will probably be the easiest way for tensorflow on amd.
NOTE:
The number of mentions on this list indicates mentions on common posts plus user suggested alternatives.
Hence, a higher number means a more popular project.