// RUN โ€” FITS

Can the NVIDIA H200 run ProGen2-xlarge?

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

ProGen2-xlarge on the NVIDIA H200

QuantFits?Max contextSpeedBeyond context
FP16 yes 881k 273.8-326.3 t/s ~2.3-2.7 (slow)
Q8 yes 929k 547.5-652.5 t/s ~4.6-5.4 (slow)
Q4 yes 951k 977.7-1165.2 t/s ~8.1-9.7 (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 NVIDIA H200 run ProGen2-xlarge?โ–ถ

Yes. At Q4 it generates ~977.7-1165.2 tok/s and fits up to 951k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~8.1-9.7 tok/s.

How much context fits?โ–ถ

At Q4, up to about 951k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.