// RUN โ€” FITS

Can the NVIDIA DGX Spark run ULM-FiT?

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

ULM-FiT on the NVIDIA DGX Spark

QuantFits?Max contextSpeedBeyond context
FP16 yes 1721k 226-269.3 t/s ~8.3-9.9 (slow)
Q8 yes 1728k 451.9-538.6 t/s ~16.6-19.7 (slow)
Q4 yes 1731k 807-961.7 t/s ~29.6-35.2 (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 ULM-FiT?โ–ถ

Yes. At Q4 it generates ~807-961.7 tok/s and fits up to 1731k context; beyond that it spills to SSD swap and slows to ~29.6-35.2 tok/s.

How much context fits?โ–ถ

At Q4, up to about 1731k tokens stay in fast memory; longer context spills to SSD swap and throughput collapses.