// RUN โ€” FITS

Can the NVIDIA L40S 48GB run Ring-mini-linear-2.0?

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

Ring-mini-linear-2.0 on the NVIDIA L40S 48GB

QuantFits?Max contextSpeedBeyond context
FP16 yes 38k 19.2-22.9 t/s ~0.9-1.1 (slow)
Q8 yes 100k 38.5-45.8 t/s ~1.8-2.1 (slow)
Q4 yes 128k 68.7-81.8 t/s ~3.2-3.8 (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 Ring-mini-linear-2.0?โ–ถ

Yes. At Q4 it generates ~68.7-81.8 tok/s and fits up to 128k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~3.2-3.8 tok/s.

How much context fits?โ–ถ

At Q4, up to about 128k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.