// RUN โ€” FITS

Can the NVIDIA DGX Spark run Nemotron-H 56B?

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

Nemotron-H 56B on the NVIDIA DGX Spark

QuantFits?Max contextSpeedBeyond context
FP16 yes 5k 1.8-2.1 t/s ~0.1-0.1 (slow)
Q8 yes 176k 3.6-4.2 t/s ~0.1-0.2 (slow)
Q4 yes 251k 6.4-7.6 t/s ~0.2-0.3 (slow)

Estimate (memory-bound). Beyond "max context" the KV cache spills to SSD swap and speed drops to the "beyond" figure.

FAQ

Can the NVIDIA DGX Spark run Nemotron-H 56B?โ–ถ

Yes. At Q4 it generates ~6.4-7.6 tok/s and fits up to 251k context; beyond that it spills to SSD swap and slows to ~0.2-0.3 tok/s.

How much context fits?โ–ถ

At Q4, up to about 251k tokens stay in fast memory; longer context spills to SSD swap and throughput collapses.