// RUN โ€” FITS

Can the NVIDIA H100 SXM5 80GB run ProteinBERT?

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

ProteinBERT on the NVIDIA H100 SXM5 80GB

QuantFits?Max contextSpeedBeyond context
FP16 yes 1100k 76421.9-91078.1 t/s ~912.5-1087.5 (slow)
Q8 yes 1100k 152843.8-182156.3 t/s ~1825-2175 (slow)
Q4 yes 1100k 272935.3-325279 t/s ~3258.9-3883.9 (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 SXM5 80GB run ProteinBERT?โ–ถ

Yes. At Q4 it generates ~272935.3-325279 tok/s and fits up to 1100k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~3258.9-3883.9 tok/s.

How much context fits?โ–ถ

At Q4, up to about 1100k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.