// RUN โ€” FITS

Can the NVIDIA RTX PRO 6000 Blackwell 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 PRO 6000 Blackwell

QuantFits?Max contextSpeedBeyond context
FP16 yes 377k 52.2-62.2 t/s ~1.2-1.4 (slow)
Q8 yes 453k 104.3-124.3 t/s ~2.3-2.8 (slow)
Q4 yes 487k 186.3-222 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 PRO 6000 Blackwell run OmniFusion-7B (InternViT-6B-448px V1-2)?โ–ถ

Yes. At Q4 it generates ~186.3-222 tok/s and fits up to 487k 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 487k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.