// RUN โ€” FITS

Can the AMD Instinct MI300X 192GB run ProGen2-xlarge?

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

ProGen2-xlarge on the AMD Instinct MI300X 192GB

QuantFits?Max contextSpeedBeyond context
FP16 yes 1239k 260.9-318.8 t/s ~2-2.4 (slow)
Q8 yes 1287k 521.7-637.7 t/s ~3.9-4.8 (slow)
Q4 yes 1309k 931.6-1138.7 t/s ~7-8.6 (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 ProGen2-xlarge?โ–ถ

Yes. At Q4 it generates ~931.6-1138.7 tok/s and fits up to 1309k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~7-8.6 tok/s.

How much context fits?โ–ถ

At Q4, up to about 1309k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.