// RUN โ€” FITS

Can the AMD Instinct MI300X 192GB run VILA-13B?

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

VILA-13B on the AMD Instinct MI300X 192GB

QuantFits?Max contextSpeedBeyond context
FP16 yes 906k 125-152.8 t/s ~0.9-1.2 (slow)
Q8 yes 987k 250.1-305.7 t/s ~1.9-2.3 (slow)
Q4 yes 1023k 446.6-545.8 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 Instinct MI300X 192GB run VILA-13B?โ–ถ

Yes. At Q4 it generates ~446.6-545.8 tok/s and fits up to 1023k 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 1023k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.