// RUN โ€” FITS

Can the NVIDIA GeForce RTX 4090 run Gemma 3n?

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

Gemma 3n on the NVIDIA GeForce RTX 4090

QuantFits?Max contextSpeedBeyond context
FP16 yes 37k 46.9-55.9 t/s ~1.9-2.2 (slow)
Q8 yes 97k 93.7-111.7 t/s ~3.7-4.4 (slow)
Q4 yes 123k 167.4-199.5 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 GeForce RTX 4090 run Gemma 3n?โ–ถ

Yes. At Q4 it generates ~167.4-199.5 tok/s and fits up to 123k 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 123k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.