Yes, there is supposedly Tensorflow support in ROCm. I have never used it, so I cannot say how well it works.
Just don't expect it to be as good as Tensorflow on CUDA.
What makes you say that? It works perfectly fine and so far I haven't encountered anything I couldn't do with tensorflow-rocm that should be doable with Tensorflow on Nvidia