// RUN โ€” FITS

Can the NVIDIA RTX 6000 Ada 48GB run Velvet 14B?

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

Velvet 14B on the NVIDIA RTX 6000 Ada 48GB

QuantFits?Max contextSpeedBeyond context
FP16 yes 89k 25-29.8 t/s ~1-1.2 (slow)
Q8 yes 175k 50.1-59.7 t/s ~2.1-2.5 (slow)
Q4 yes 213k 89.4-106.5 t/s ~3.7-4.4 (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 14B?โ–ถ

Yes. At Q4 it generates ~89.4-106.5 tok/s and fits up to 213k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~3.7-4.4 tok/s.

How much context fits?โ–ถ

At Q4, up to about 213k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.