// RUN โ€” FITS

Can the NVIDIA RTX 6000 Ada 48GB 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 RTX 6000 Ada 48GB

QuantFits?Max contextSpeedBeyond context
FP16 yes 237k 60.4-72 t/s ~2.5-3 (slow)
Q8 yes 281k 120.8-144 t/s ~5-6 (slow)
Q4 yes 301k 215.8-257.1 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 RTX 6000 Ada 48GB run SGPT BE 5.8B?โ–ถ

Yes. At Q4 it generates ~215.8-257.1 tok/s and fits up to 301k 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 301k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.