// RUN โ€” FITS

Can the NVIDIA RTX PRO 6000 Blackwell run TurboVLA?

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

TurboVLA on the NVIDIA RTX PRO 6000 Blackwell

QuantFits?Max contextSpeedBeyond context
FP16 yes 1319k 3270.4-3897.6 t/s ~73-87 (slow)
Q8 yes 1322k 6540.8-7795.2 t/s ~146-174 (slow)
Q4 yes 1323k 11680-13920 t/s ~260.7-310.7 (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 TurboVLA?โ–ถ

Yes. At Q4 it generates ~11680-13920 tok/s and fits up to 1323k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~260.7-310.7 tok/s.

How much context fits?โ–ถ

At Q4, up to about 1323k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.