I just wanted to leave out there that tonight I tested what happen when you try to run oobabooga with 8x 1060 GTX on a 13B model.
First of all it works like perfectly. No load on the cpu and 100% equal load on all gpu’s.
But sadly, those usb cables for the risers dont have the bandwidth to make it a viable option.
I get 0.47 token/s
So for anyone that Google this shenanigan, here’s the answer.
*EDIT
I’d add that CUDA computing is equally shared across the card but not the vram usage. A LOT of vram is wasted in the process of sending data to compute to the other cards.