// RUN โ€” FITS

Can the AMD Instinct MI300X 192GB run DistilProtBert?

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

DistilProtBert on the AMD Instinct MI300X 192GB

QuantFits?Max contextSpeedBeyond context
FP16 yes 2665k 7258.7-8871.7 t/s ~54.8-67 (slow)
Q8 yes 2669k 14517.4-17743.5 t/s ~109.6-133.9 (slow)
Q4 yes 2670k 25923.9-31684.8 t/s ~195.7-239.1 (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 DistilProtBert?โ–ถ

Yes. At Q4 it generates ~25923.9-31684.8 tok/s and fits up to 2670k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~195.7-239.1 tok/s.

How much context fits?โ–ถ

At Q4, up to about 2670k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.