Running pytorch with rocm on RDNA2

Hello there. I wanted to running the recently released Stable Diffusion locally and tried to get pytorch running on my rx6600 to that end. I already have all the rocm 5.1.3 stuff installed from an attempt to get blender ruining earlier. I installed pytorch according to this (with pip in user mode)

rocminfo output: OCk module is loaded===================== HSA System Attributes ==== -

when i try to run the verify step i get this error:

Python 3.9.12 (main, May 16 2022, 02:30:54) 
[GCC 11.3.0] on linux
Type "help", "copyright", "credits" or "license" for more information.
>>> import torch
>>> torch.cuda.is_available()
"hipErrorNoBinaryForGpu: Unable to find code object for all current devices!"
[1]    25715 IOT instruction  python3

searching online, this seems to indecate a gpu unsuported in the version of rocm used, which shouldnt be the case for me.

Any ideas what im doing wrong here?