// RUN โ€” FITS

Can the NVIDIA L40S 48GB run Pangu Pro MoE?

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

Pangu Pro MoE on the NVIDIA L40S 48GB

QuantFits?Max contextSpeedBeyond context
FP16 no โ€” โ€” โ€”
Q8 no โ€” โ€” โ€”
Q4 yes 7k 15.6-18.6 t/s ~0.7-0.9 (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 L40S 48GB run Pangu Pro MoE?โ–ถ

Yes. At Q4 it generates ~15.6-18.6 tok/s and fits up to 7k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~0.7-0.9 tok/s.

How much context fits?โ–ถ

At Q4, up to about 7k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.