// RUN โ€” FITS

Can the NVIDIA RTX 6000 Ada 48GB run EXAONE Deep 7.8B?

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

EXAONE Deep 7.8B on the NVIDIA RTX 6000 Ada 48GB

QuantFits?Max contextSpeedBeyond context
FP16 yes 206k 44.9-53.5 t/s ~1.9-2.2 (slow)
Q8 yes 266k 89.8-107.1 t/s ~3.7-4.5 (slow)
Q4 yes 292k 160.4-191.2 t/s ~6.7-8 (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 RTX 6000 Ada 48GB run EXAONE Deep 7.8B?โ–ถ

Yes. At Q4 it generates ~160.4-191.2 tok/s and fits up to 292k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~6.7-8 tok/s.

How much context fits?โ–ถ

At Q4, up to about 292k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.