// RUN โ€” FITS

Can the NVIDIA B200 run GBERT-Large?

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

GBERT-Large on the NVIDIA B200

QuantFits?Max contextSpeedBeyond context
FP16 yes 2662k 8716.4-10388.1 t/s ~43.6-51.9 (slow)
Q8 yes 2667k 17432.8-20776.1 t/s ~87.2-103.9 (slow)
Q4 yes 2670k 31130.1-37100.2 t/s ~155.7-185.5 (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 B200 run GBERT-Large?โ–ถ

Yes. At Q4 it generates ~31130.1-37100.2 tok/s and fits up to 2670k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~155.7-185.5 tok/s.

How much context fits?โ–ถ

At Q4, up to about 2670k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.