// RUN โ€” FITS

Can the NVIDIA RTX PRO 6000 Blackwell run Polyglot-Ko-12.8B?

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

Polyglot-Ko-12.8B on the NVIDIA RTX PRO 6000 Blackwell

QuantFits?Max contextSpeedBeyond context
FP16 yes 372k 50.7-60.4 t/s ~1.1-1.3 (slow)
Q8 yes 451k 101.4-120.9 t/s ~2.3-2.7 (slow)
Q4 yes 486k 181.1-215.8 t/s ~4-4.8 (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 Polyglot-Ko-12.8B?โ–ถ

Yes. At Q4 it generates ~181.1-215.8 tok/s and fits up to 486k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~4-4.8 tok/s.

How much context fits?โ–ถ

At Q4, up to about 486k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.