I tried running the demo notebook but apparently the requirements are not sorted out properly. The model and weights are roughly from 2021/2022 and torch and other libraries have evolved since.
So FWIW this setup worked for me. I had to use Python 3.8:
torch==1.10.2
torchvision==0.11.3
tokenizers==0.11.6
transformers==4.16.2
timm==0.5.4