// RUN โ€” FITS

Can the NVIDIA RTX PRO 6000 Blackwell run OpenThaiGPT v1.0.0 (13B)?

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

OpenThaiGPT v1.0.0 (13B) on the NVIDIA RTX PRO 6000 Blackwell

QuantFits?Max contextSpeedBeyond context
FP16 yes 370k 49.9-59.5 t/s ~1.1-1.3 (slow)
Q8 yes 450k 99.9-119 t/s ~2.2-2.7 (slow)
Q4 yes 485k 178.3-212.5 t/s ~4-4.7 (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 OpenThaiGPT v1.0.0 (13B)?โ–ถ

Yes. At Q4 it generates ~178.3-212.5 tok/s and fits up to 485k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~4-4.7 tok/s.

How much context fits?โ–ถ

At Q4, up to about 485k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.