// RUN โ€” FITS

Can the NVIDIA RTX PRO 6000 Blackwell run OpenThaiGPT v1.0.0 (7B)?

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

OpenThaiGPT v1.0.0 (7B) on the NVIDIA RTX PRO 6000 Blackwell

QuantFits?Max contextSpeedBeyond context
FP16 yes 558k 96-114.5 t/s ~2.1-2.6 (slow)
Q8 yes 610k 192.1-228.9 t/s ~4.3-5.1 (slow)
Q4 yes 633k 343-408.8 t/s ~7.7-9.1 (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 OpenThaiGPT v1.0.0 (7B)?โ–ถ

Yes. At Q4 it generates ~343-408.8 tok/s and fits up to 633k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~7.7-9.1 tok/s.

How much context fits?โ–ถ

At Q4, up to about 633k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.