// RUN โ€” FITS

Can the AMD Instinct MI300X 192GB run ProtGPT2?

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

ProtGPT2 on the AMD Instinct MI300X 192GB

QuantFits?Max contextSpeedBeyond context
FP16 yes 2650k 2262.2-2764.9 t/s ~17.1-20.9 (slow)
Q8 yes 2661k 4524.4-5529.8 t/s ~34.1-41.7 (slow)
Q4 yes 2666k 8079.3-9874.7 t/s ~61-74.5 (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 ProtGPT2?โ–ถ

Yes. At Q4 it generates ~8079.3-9874.7 tok/s and fits up to 2666k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~61-74.5 tok/s.

How much context fits?โ–ถ

At Q4, up to about 2666k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.