// RUN โ€” FITS

Can the NVIDIA RTX 6000 Ada 48GB run Velvet 25B?

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

Velvet 25B on the NVIDIA RTX 6000 Ada 48GB

QuantFits?Max contextSpeedBeyond context
FP16 no โ€” โ€” โ€”
Q8 yes 67k 28-33.4 t/s ~1.2-1.4 (slow)
Q4 yes 109k 50.1-59.7 t/s ~2.1-2.5 (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 Velvet 25B?โ–ถ

Yes. At Q4 it generates ~50.1-59.7 tok/s and fits up to 109k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~2.1-2.5 tok/s.

How much context fits?โ–ถ

At Q4, up to about 109k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.