// RUN โ€” FITS

Can the NVIDIA DGX Spark run Aria?

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

Aria on the NVIDIA DGX Spark

QuantFits?Max contextSpeedBeyond context
FP16 yes 244k 4-4.8 t/s ~0.1-0.2 (slow)
Q8 yes 339k 8-9.5 t/s ~0.3-0.3 (slow)
Q4 yes 381k 14.3-17 t/s ~0.5-0.6 (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 Aria?โ–ถ

Yes. At Q4 it generates ~14.3-17 tok/s and fits up to 381k context; beyond that it spills to SSD swap and slows to ~0.5-0.6 tok/s.

How much context fits?โ–ถ

At Q4, up to about 381k tokens stay in fast memory; longer context spills to SSD swap and throughput collapses.