// RUN โ€” FITS

Can the NVIDIA H200 run gte-modernbert?

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

gte-modernbert on the NVIDIA H200

QuantFits?Max contextSpeedBeyond context
FP16 yes 1952k 11758.4-14013.4 t/s ~98-116.8 (slow)
Q8 yes 1954k 23516.8-28026.8 t/s ~196-233.6 (slow)
Q4 yes 1955k 41994.2-50047.9 t/s ~350-417.1 (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 gte-modernbert?โ–ถ

Yes. At Q4 it generates ~41994.2-50047.9 tok/s and fits up to 1955k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~350-417.1 tok/s.

How much context fits?โ–ถ

At Q4, up to about 1955k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.