// RUN โ€” FITS

Can the NVIDIA H200 run GBERT-Large?

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

GBERT-Large on the NVIDIA H200

QuantFits?Max contextSpeedBeyond context
FP16 yes 1946k 5229.9-6232.8 t/s ~43.6-51.9 (slow)
Q8 yes 1951k 10459.7-12465.7 t/s ~87.2-103.9 (slow)
Q4 yes 1954k 18678-22260.1 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 H200 run GBERT-Large?โ–ถ

Yes. At Q4 it generates ~18678-22260.1 tok/s and fits up to 1954k 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 1954k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.