// RUN โ€” FITS

Can the NVIDIA L40S 48GB run GRITLM 7B?

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

GRITLM 7B on the NVIDIA L40S 48GB

QuantFits?Max contextSpeedBeyond context
FP16 yes 215k 43.6-51.9 t/s ~2-2.4 (slow)
Q8 yes 270k 87.1-103.8 t/s ~4-4.8 (slow)
Q4 yes 295k 155.6-185.4 t/s ~7.2-8.6 (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 GRITLM 7B?โ–ถ

Yes. At Q4 it generates ~155.6-185.4 tok/s and fits up to 295k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~7.2-8.6 tok/s.

How much context fits?โ–ถ

At Q4, up to about 295k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.