// RUN โ€” FITS

Can the NVIDIA RTX PRO 6000 Blackwell run Phi-4-Multimodal?

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

Phi-4-Multimodal on the NVIDIA RTX PRO 6000 Blackwell

QuantFits?Max contextSpeedBeyond context
FP16 yes 577k 116.8-139.2 t/s ~2.6-3.1 (slow)
Q8 yes 620k 233.6-278.4 t/s ~5.2-6.2 (slow)
Q4 yes 638k 417.1-497.1 t/s ~9.3-11.1 (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 Phi-4-Multimodal?โ–ถ

Yes. At Q4 it generates ~417.1-497.1 tok/s and fits up to 638k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~9.3-11.1 tok/s.

How much context fits?โ–ถ

At Q4, up to about 638k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.