// RUN โ€” FITS

Can the NVIDIA DGX Spark run HiFi - NN?

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

HiFi - NN on the NVIDIA DGX Spark

QuantFits?Max contextSpeedBeyond context
FP16 yes 1735k 33215-39585 t/s ~1216.7-1450 (slow)
Q8 yes 1735k 66430-79170 t/s ~2433.3-2900 (slow)
Q4 yes 1735k 118625-141375 t/s ~4345.2-5178.6 (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 HiFi - NN?โ–ถ

Yes. At Q4 it generates ~118625-141375 tok/s and fits up to 1735k context; beyond that it spills to SSD swap and slows to ~4345.2-5178.6 tok/s.

How much context fits?โ–ถ

At Q4, up to about 1735k tokens stay in fast memory; longer context spills to SSD swap and throughput collapses.