// RUN โ€” FITS

Can the NVIDIA RTX 6000 Ada 48GB run Big-Little Net?

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

Big-Little Net on the NVIDIA RTX 6000 Ada 48GB

QuantFits?Max contextSpeedBeyond context
FP16 yes 649k 4529.5-5398.1 t/s ~188.7-224.9 (slow)
Q8 yes 650k 9058.9-10796.3 t/s ~377.5-449.8 (slow)
Q4 yes 650k 16176.7-19279.1 t/s ~674-803.3 (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 Big-Little Net?โ–ถ

Yes. At Q4 it generates ~16176.7-19279.1 tok/s and fits up to 650k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~674-803.3 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.