// RUN โ€” FITS

Can the Intel Arc A770 16GB run Gemma 3 QAT 12B?

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

Gemma 3 QAT 12B on the Intel Arc A770 16GB

QuantFits?Max contextSpeedBeyond context
FP16 no โ€” โ€” โ€”
Q8 yes 7k 27.1-33.6 t/s ~1.9-2.4 (slow)
Q4 yes 40k 48.3-60 t/s ~3.5-4.3 (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 Intel Arc A770 16GB run Gemma 3 QAT 12B?โ–ถ

Yes. At Q4 it generates ~48.3-60 tok/s and fits up to 40k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~3.5-4.3 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.