// RUN โ€” FITS

Can the NVIDIA RTX PRO 6000 Blackwell run GRITLM 7B?

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

GRITLM 7B on the NVIDIA RTX PRO 6000 Blackwell

QuantFits?Max contextSpeedBeyond context
FP16 yes 552k 90.3-107.7 t/s ~2-2.4 (slow)
Q8 yes 607k 180.7-215.3 t/s ~4-4.8 (slow)
Q4 yes 631k 322.7-384.5 t/s ~7.2-8.6 (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 GRITLM 7B?โ–ถ

Yes. At Q4 it generates ~322.7-384.5 tok/s and fits up to 631k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~7.2-8.6 tok/s.

How much context fits?โ–ถ

At Q4, up to about 631k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.