// RUN โ€” FITS

Can the NVIDIA RTX 6000 Ada 48GB run Contriever?

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

Contriever on the NVIDIA RTX 6000 Ada 48GB

QuantFits?Max contextSpeedBeyond context
FP16 yes 648k 3185.5-3796.4 t/s ~132.7-158.2 (slow)
Q8 yes 649k 6370.9-7592.7 t/s ~265.5-316.4 (slow)
Q4 yes 650k 11376.6-13558.4 t/s ~474-564.9 (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 Contriever?โ–ถ

Yes. At Q4 it generates ~11376.6-13558.4 tok/s and fits up to 650k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~474-564.9 tok/s.

How much context fits?โ–ถ

At Q4, up to about 650k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.