// RUN โ€” FITS

Can the NVIDIA RTX 6000 Ada 48GB run StableLM-Base-Alpha-7B?

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

StableLM-Base-Alpha-7B on the NVIDIA RTX 6000 Ada 48GB

QuantFits?Max contextSpeedBeyond context
FP16 yes 220k 50.9-60.6 t/s ~2.1-2.5 (slow)
Q8 yes 273k 101.7-121.2 t/s ~4.2-5.1 (slow)
Q4 yes 296k 181.6-216.5 t/s ~7.6-9 (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 RTX 6000 Ada 48GB run StableLM-Base-Alpha-7B?โ–ถ

Yes. At Q4 it generates ~181.6-216.5 tok/s and fits up to 296k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~7.6-9 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.