// RUN โ€” FITS

Can the NVIDIA RTX 6000 Ada 48GB run Granite 3.1 2B?

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

Granite 3.1 2B on the NVIDIA RTX 6000 Ada 48GB

QuantFits?Max contextSpeedBeyond context
FP16 yes 575k 140.2-167 t/s ~5.8-7 (slow)
Q8 yes 613k 280.3-334.1 t/s ~11.7-13.9 (slow)
Q4 yes 630k 500.6-596.6 t/s ~20.9-24.9 (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 6000 Ada 48GB run Granite 3.1 2B?โ–ถ

Yes. At Q4 it generates ~500.6-596.6 tok/s and fits up to 630k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~20.9-24.9 tok/s.

How much context fits?โ–ถ

At Q4, up to about 630k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.