// RUN โ€” FITS

Can the NVIDIA DGX Spark run Qwen2.5 Instruct (32B)?

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

Qwen2.5 Instruct (32B) on the NVIDIA DGX Spark

QuantFits?Max contextSpeedBeyond context
FP16 yes 186k 3.1-3.7 t/s ~0.1-0.1 (slow)
Q8 yes 310k 6.1-7.3 t/s ~0.2-0.3 (slow)
Q4 yes 364k 11-13.1 t/s ~0.4-0.5 (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 Qwen2.5 Instruct (32B)?โ–ถ

Yes. At Q4 it generates ~11-13.1 tok/s and fits up to 364k context; beyond that it spills to SSD swap and slows to ~0.4-0.5 tok/s.

How much context fits?โ–ถ

At Q4, up to about 364k tokens stay in fast memory; longer context spills to SSD swap and throughput collapses.