// RUN โ€” FITS

Can the NVIDIA DGX Spark run Hermes 7B ITA?

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

Hermes 7B ITA on the NVIDIA DGX Spark

QuantFits?Max contextSpeedBeyond context
FP16 yes 761k 14.2-17 t/s ~0.5-0.6 (slow)
Q8 yes 814k 28.5-33.9 t/s ~1-1.2 (slow)
Q4 yes 838k 50.8-60.6 t/s ~1.9-2.2 (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 Hermes 7B ITA?โ–ถ

Yes. At Q4 it generates ~50.8-60.6 tok/s and fits up to 838k context; beyond that it spills to SSD swap and slows to ~1.9-2.2 tok/s.

How much context fits?โ–ถ

At Q4, up to about 838k tokens stay in fast memory; longer context spills to SSD swap and throughput collapses.