// RUN โ€” FITS

Can the AMD Radeon Pro W7900 48GB run VILA-13B?

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

VILA-13B on the AMD Radeon Pro W7900 48GB

QuantFits?Max contextSpeedBeyond context
FP16 yes 97k 20.4-24.9 t/s ~0.9-1.2 (slow)
Q8 yes 179k 40.8-49.8 t/s ~1.9-2.3 (slow)
Q4 yes 215k 72.8-89 t/s ~3.4-4.1 (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 AMD Radeon Pro W7900 48GB run VILA-13B?โ–ถ

Yes. At Q4 it generates ~72.8-89 tok/s and fits up to 215k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~3.4-4.1 tok/s.

How much context fits?โ–ถ

At Q4, up to about 215k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.