// RUN โ€” FITS

Can the NVIDIA DGX Spark run nesso 4B?

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

nesso 4B on the NVIDIA DGX Spark

QuantFits?Max contextSpeedBeyond context
FP16 yes 1613k 24.9-29.7 t/s ~0.9-1.1 (slow)
Q8 yes 1674k 49.8-59.4 t/s ~1.8-2.2 (slow)
Q4 yes 1701k 89-106 t/s ~3.3-3.9 (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 nesso 4B?โ–ถ

Yes. At Q4 it generates ~89-106 tok/s and fits up to 1701k context; beyond that it spills to SSD swap and slows to ~3.3-3.9 tok/s.

How much context fits?โ–ถ

At Q4, up to about 1701k tokens stay in fast memory; longer context spills to SSD swap and throughput collapses.