// RUN โ€” FITS

Can the NVIDIA GeForce RTX 3090 Ti run Gemma 2B?

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

Gemma 2B on the NVIDIA GeForce RTX 3090 Ti

QuantFits?Max contextSpeedBeyond context
FP16 yes 238k 146.8-174.9 t/s ~5.8-6.9 (slow)
Q8 yes 276k 293.6-349.9 t/s ~11.7-13.9 (slow)
Q4 yes 293k 524.3-624.8 t/s ~20.8-24.8 (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 3090 Ti run Gemma 2B?โ–ถ

Yes. At Q4 it generates ~524.3-624.8 tok/s and fits up to 293k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~20.8-24.8 tok/s.

How much context fits?โ–ถ

At Q4, up to about 293k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.