// RUN โ€” FITS

Can the NVIDIA L40S 48GB run P-Llama2?

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

P-Llama2 on the NVIDIA L40S 48GB

QuantFits?Max contextSpeedBeyond context
FP16 yes 219k 45.1-53.7 t/s ~2.1-2.5 (slow)
Q8 yes 272k 90.1-107.4 t/s ~4.2-5 (slow)
Q4 yes 296k 160.9-191.8 t/s ~7.4-8.9 (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 P-Llama2?โ–ถ

Yes. At Q4 it generates ~160.9-191.8 tok/s and fits up to 296k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~7.4-8.9 tok/s.

How much context fits?โ–ถ

At Q4, up to about 296k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.