// RUN โ€” FITS

Can the NVIDIA DGX Spark run Baichuan 1-13B?

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

Baichuan 1-13B on the NVIDIA DGX Spark

QuantFits?Max contextSpeedBeyond context
FP16 yes 532k 7.5-9 t/s ~0.3-0.3 (slow)
Q8 yes 613k 15-17.9 t/s ~0.6-0.7 (slow)
Q4 yes 649k 26.8-32 t/s ~1-1.2 (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 Baichuan 1-13B?โ–ถ

Yes. At Q4 it generates ~26.8-32 tok/s and fits up to 649k context; beyond that it spills to SSD swap and slows to ~1-1.2 tok/s.

How much context fits?โ–ถ

At Q4, up to about 649k tokens stay in fast memory; longer context spills to SSD swap and throughput collapses.