// RUN โ€” FITS

Can the NVIDIA L40S 48GB run MiniCPM-1.2B?

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

MiniCPM-1.2B on the NVIDIA L40S 48GB

QuantFits?Max contextSpeedBeyond context
FP16 yes 613k 252.8-301.3 t/s ~11.7-13.9 (slow)
Q8 yes 632k 505.6-602.6 t/s ~23.4-27.9 (slow)
Q4 yes 640k 902.9-1076 t/s ~41.8-49.8 (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 MiniCPM-1.2B?โ–ถ

Yes. At Q4 it generates ~902.9-1076 tok/s and fits up to 640k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~41.8-49.8 tok/s.

How much context fits?โ–ถ

At Q4, up to about 640k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.