// RUN โ€” FITS

Can the NVIDIA DGX Spark run ProGen2-base?

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

ProGen2-base on the NVIDIA DGX Spark

QuantFits?Max contextSpeedBeyond context
FP16 yes 1712k 130.4-155.4 t/s ~4.8-5.7 (slow)
Q8 yes 1723k 260.9-310.9 t/s ~9.6-11.4 (slow)
Q4 yes 1728k 465.8-555.1 t/s ~17.1-20.3 (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 ProGen2-base?โ–ถ

Yes. At Q4 it generates ~465.8-555.1 tok/s and fits up to 1728k context; beyond that it spills to SSD swap and slows to ~17.1-20.3 tok/s.

How much context fits?โ–ถ

At Q4, up to about 1728k tokens stay in fast memory; longer context spills to SSD swap and throughput collapses.