// RUN โ€” FITS

Can the NVIDIA H100 PCIe 80GB run SGPT BE 5.8B?

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

SGPT BE 5.8B on the NVIDIA H100 PCIe 80GB

QuantFits?Max contextSpeedBeyond context
FP16 yes 462k 125.9-150 t/s ~2.5-3 (slow)
Q8 yes 506k 251.7-300 t/s ~5-6 (slow)
Q4 yes 525k 449.5-535.7 t/s ~9-10.7 (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 H100 PCIe 80GB run SGPT BE 5.8B?โ–ถ

Yes. At Q4 it generates ~449.5-535.7 tok/s and fits up to 525k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~9-10.7 tok/s.

How much context fits?โ–ถ

At Q4, up to about 525k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.