// RUN โ€” FITS

Can the AMD Instinct MI300X 192GB run OREAL 32B?

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

OREAL 32B on the AMD Instinct MI300X 192GB

QuantFits?Max contextSpeedBeyond context
FP16 yes 424k 52.2-63.8 t/s ~0.4-0.5 (slow)
Q8 yes 546k 104.3-127.5 t/s ~0.8-1 (slow)
Q4 yes 600k 186.3-227.7 t/s ~1.4-1.7 (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 OREAL 32B?โ–ถ

Yes. At Q4 it generates ~186.3-227.7 tok/s and fits up to 600k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~1.4-1.7 tok/s.

How much context fits?โ–ถ

At Q4, up to about 600k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.