// RUN โ€” FITS

Can the NVIDIA RTX 6000 Ada 48GB run GR00T N1 2B?

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

GR00T N1 2B on the NVIDIA RTX 6000 Ada 48GB

QuantFits?Max contextSpeedBeyond context
FP16 yes 584k 160-190.7 t/s ~6.7-7.9 (slow)
Q8 yes 618k 320-381.4 t/s ~13.3-15.9 (slow)
Q4 yes 632k 571.4-681 t/s ~23.8-28.4 (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 6000 Ada 48GB run GR00T N1 2B?โ–ถ

Yes. At Q4 it generates ~571.4-681 tok/s and fits up to 632k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~23.8-28.4 tok/s.

How much context fits?โ–ถ

At Q4, up to about 632k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.