// RUN โ€” FITS

Can the NVIDIA H100 PCIe 80GB 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 H100 PCIe 80GB

QuantFits?Max contextSpeedBeyond context
FP16 yes 1018k 270.4-322.2 t/s ~5.4-6.4 (slow)
Q8 yes 1059k 540.7-644.4 t/s ~10.8-12.9 (slow)
Q4 yes 1077k 965.6-1150.8 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 H100 PCIe 80GB run OPT-2.7B (finetuned on PTB)?โ–ถ

Yes. At Q4 it generates ~965.6-1150.8 tok/s and fits up to 1077k 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 1077k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.