// RUN โ€” FITS

Can the NVIDIA RTX PRO 6000 Blackwell run DeciCoder-1B?

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

DeciCoder-1B on the NVIDIA RTX PRO 6000 Blackwell

QuantFits?Max contextSpeedBeyond context
FP16 yes 1291k 594.6-708.7 t/s ~13.3-15.8 (slow)
Q8 yes 1308k 1189.2-1417.3 t/s ~26.5-31.6 (slow)
Q4 yes 1315k 2123.6-2530.9 t/s ~47.4-56.5 (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 DeciCoder-1B?โ–ถ

Yes. At Q4 it generates ~2123.6-2530.9 tok/s and fits up to 1315k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~47.4-56.5 tok/s.

How much context fits?โ–ถ

At Q4, up to about 1315k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.