Unsure of next steps after ROCM and Stable Diffusion install

I followed this guide here: GitHub - nktice/AMD-AI: AMD (Radeon GPU) ROCm based setup for popular AI tools on Ubuntu 22.04 / 23.04 / 23.10 / 24.04

to install ROCM and Stable Diffusion on my Ubuntu 24.04 machine anmd as far as I can tell that all went well. I can get to the point shown in the pictures. When I attempt to type in a prompt in the text2img box such as, Man in tuxedo at black tie event, because I am uncreative and that was the best I could do, what happens is it appears to start and then crashes and I end up at the log in screen.

My computer specs are
Ubuntu 24.04
7950X
7900XTX
64GB CL30 6000Mhz RAM

I think I figured out that there was more downloading that needed to be done in the form of models. I am very new to this and don’t really know what to be doing. I searched here for a guide as well and didnt see one. I have got this far though.

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I still get crashes, at the moment they are occuring every single time I try to do anything.