How much RAM do you have?
I can run MiMo 2.5 at about 9 tokens/sec, on 128GB RAM, a 7800 and a 3090 in an SFF rig. That’s a fantastic 310B model. I’m requantizing it right now, to see if I can speed it up with Dflash.
Still fantastic models can be run on 64GB or 32GB CPU RAM, as long as you have some GPU. We’re awash in sparse models these days.