// RUN โ€” FITS

Can the Intel Arc Pro B70 run VILA1.5-40B?

Yes โ€” here's how fast and up to what context, with real measured numbers.

VILA1.5-40B on the Intel Arc Pro B70

QuantFits?Max contextSpeedBeyond context
FP16 no โ€” โ€” โ€”
Q8 no โ€” โ€” โ€”
Q4 yes 17k 15.7-19.5 t/s ~1-1.3 (slow)

Estimate (memory-bound). Beyond "max context" the KV cache spills to system RAM offload (depends on your system RAM) and speed drops to the "beyond" figure.

FAQ

Can the Intel Arc Pro B70 run VILA1.5-40B?โ–ถ

Yes. At Q4 it generates ~15.7-19.5 tok/s and fits up to 17k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~1-1.3 tok/s.

How much context fits?โ–ถ

At Q4, up to about 17k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.