// RUN โ€” FITS

Can the NVIDIA RTX PRO 6000 Blackwell run minChatGPT?

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

minChatGPT on the NVIDIA RTX PRO 6000 Blackwell

QuantFits?Max contextSpeedBeyond context
FP16 yes 1275k 399.1-475.6 t/s ~8.9-10.6 (slow)
Q8 yes 1300k 798.1-951.2 t/s ~17.8-21.2 (slow)
Q4 yes 1311k 1425.3-1698.6 t/s ~31.8-37.9 (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 minChatGPT?โ–ถ

Yes. At Q4 it generates ~1425.3-1698.6 tok/s and fits up to 1311k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~31.8-37.9 tok/s.

How much context fits?โ–ถ

At Q4, up to about 1311k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.