// RUN โ€” FITS

Can the NVIDIA H200 run OPT-2.7B (finetuned on PTB)?

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

OPT-2.7B (finetuned on PTB) on the NVIDIA H200

QuantFits?Max contextSpeedBeyond context
FP16 yes 1874k 648.9-773.3 t/s ~5.4-6.4 (slow)
Q8 yes 1915k 1297.8-1546.7 t/s ~10.8-12.9 (slow)
Q4 yes 1933k 2317.5-2761.9 t/s ~19.3-23 (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 OPT-2.7B (finetuned on PTB)?โ–ถ

Yes. At Q4 it generates ~2317.5-2761.9 tok/s and fits up to 1933k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~19.3-23 tok/s.

How much context fits?โ–ถ

At Q4, up to about 1933k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.