// RUN โ€” FITS

Can the NVIDIA RTX PRO 6000 Blackwell run ImageBind?

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

ImageBind on the NVIDIA RTX PRO 6000 Blackwell

QuantFits?Max contextSpeedBeyond context
FP16 yes 1296k 701.8-836.4 t/s ~15.7-18.7 (slow)
Q8 yes 1311k 1403.6-1672.8 t/s ~31.3-37.3 (slow)
Q4 yes 1317k 2506.4-2987.1 t/s ~55.9-66.7 (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 ImageBind?โ–ถ

Yes. At Q4 it generates ~2506.4-2987.1 tok/s and fits up to 1317k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~55.9-66.7 tok/s.

How much context fits?โ–ถ

At Q4, up to about 1317k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.