// RUN โ€” FITS

Can the NVIDIA RTX PRO 6000 Blackwell run Gemma 3n?

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

Gemma 3n on the NVIDIA RTX PRO 6000 Blackwell

QuantFits?Max contextSpeedBeyond context
FP16 yes 543k 83.3-99.3 t/s ~1.9-2.2 (slow)
Q8 yes 602k 166.6-198.6 t/s ~3.7-4.4 (slow)
Q4 yes 629k 297.6-354.6 t/s ~6.6-7.9 (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 PRO 6000 Blackwell run Gemma 3n?โ–ถ

Yes. At Q4 it generates ~297.6-354.6 tok/s and fits up to 629k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~6.6-7.9 tok/s.

How much context fits?โ–ถ

At Q4, up to about 629k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.