// RUN โ€” FITS

Can the NVIDIA L40S 48GB run ADM?

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

ADM on the NVIDIA L40S 48GB

QuantFits?Max contextSpeedBeyond context
FP16 yes 634k 564.2-672.3 t/s ~26.1-31.1 (slow)
Q8 yes 642k 1128.3-1344.7 t/s ~52.2-62.3 (slow)
Q4 yes 646k 2014.8-2401.2 t/s ~93.3-111.2 (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 L40S 48GB run ADM?โ–ถ

Yes. At Q4 it generates ~2014.8-2401.2 tok/s and fits up to 646k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~93.3-111.2 tok/s.

How much context fits?โ–ถ

At Q4, up to about 646k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.