// RUN โ€” FITS

Can the NVIDIA GeForce RTX 5070 Ti run Typhoon 2.1 Gemma 12B?

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

Typhoon 2.1 Gemma 12B on the NVIDIA GeForce RTX 5070 Ti

QuantFits?Max contextSpeedBeyond context
FP16 no โ€” โ€” โ€”
Q8 yes 7k 54.5-65 t/s ~2.4-2.9 (slow)
Q4 yes 40k 97.3-116 t/s ~4.3-5.2 (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 5070 Ti run Typhoon 2.1 Gemma 12B?โ–ถ

Yes. At Q4 it generates ~97.3-116 tok/s and fits up to 40k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~4.3-5.2 tok/s.

How much context fits?โ–ถ

At Q4, up to about 40k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.