// RUN โ€” FITS

Can the NVIDIA RTX 6000 Ada 48GB run nesso 0.4B Instruct?

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

nesso 0.4B Instruct on the NVIDIA RTX 6000 Ada 48GB

QuantFits?Max contextSpeedBeyond context
FP16 yes 639k 876-1044 t/s ~36.5-43.5 (slow)
Q8 yes 645k 1752-2088 t/s ~73-87 (slow)
Q4 yes 648k 3128.6-3728.6 t/s ~130.4-155.4 (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 nesso 0.4B Instruct?โ–ถ

Yes. At Q4 it generates ~3128.6-3728.6 tok/s and fits up to 648k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~130.4-155.4 tok/s.

How much context fits?โ–ถ

At Q4, up to about 648k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.