// RUN โ€” FITS

Can the NVIDIA DGX Spark run Llama 3.2 90B?

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

Llama 3.2 90B on the NVIDIA DGX Spark

QuantFits?Max contextSpeedBeyond context
FP16 no โ€” โ€” โ€”
Q8 yes 77k 2.2-2.7 t/s ~0.1-0.1 (slow)
Q4 yes 196k 4-4.8 t/s ~0.1-0.2 (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 Llama 3.2 90B?โ–ถ

Yes. At Q4 it generates ~4-4.8 tok/s and fits up to 196k context; beyond that it spills to SSD swap and slows to ~0.1-0.2 tok/s.

How much context fits?โ–ถ

At Q4, up to about 196k tokens stay in fast memory; longer context spills to SSD swap and throughput collapses.