// RUN โ€” FITS

Can the NVIDIA RTX 6000 Ada 48GB run OmniFusion-7B (InternViT-6B-448px V1-2)?

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

OmniFusion-7B (InternViT-6B-448px V1-2) on the NVIDIA RTX 6000 Ada 48GB

QuantFits?Max contextSpeedBeyond context
FP16 yes 107k 27.9-33.3 t/s ~1.2-1.4 (slow)
Q8 yes 184k 55.9-66.6 t/s ~2.3-2.8 (slow)
Q4 yes 218k 99.8-118.9 t/s ~4.2-5 (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 OmniFusion-7B (InternViT-6B-448px V1-2)?โ–ถ

Yes. At Q4 it generates ~99.8-118.9 tok/s and fits up to 218k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~4.2-5 tok/s.

How much context fits?โ–ถ

At Q4, up to about 218k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.