Just skimmed the paper. Seems to me like this paper wants to optimize transformer inference e2e, i.e. from ASIC level all the way to cloud.

I'm not exactly convinced though, since all the results seem to be purely theoretical or simulated. I would've liked to see a prototype built across several FPGAs with clock speeds extrapolated for ASICs.