// RUN โ€” FITS

Can the NVIDIA RTX PRO 6000 Blackwell run Japanese-LM-3.6B?

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

Japanese-LM-3.6B on the NVIDIA RTX PRO 6000 Blackwell

QuantFits?Max contextSpeedBeyond context
FP16 yes 1215k 181.7-216.5 t/s ~4.1-4.8 (slow)
Q8 yes 1270k 363.4-433.1 t/s ~8.1-9.7 (slow)
Q4 yes 1294k 648.9-773.3 t/s ~14.5-17.3 (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 Japanese-LM-3.6B?โ–ถ

Yes. At Q4 it generates ~648.9-773.3 tok/s and fits up to 1294k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~14.5-17.3 tok/s.

How much context fits?โ–ถ

At Q4, up to about 1294k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.