// RUN โ€” FITS

Can the NVIDIA DGX Spark run LLaVA-NeXT-34B (LLaVA-1.6)?

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

LLaVA-NeXT-34B (LLaVA-1.6) on the NVIDIA DGX Spark

QuantFits?Max contextSpeedBeyond context
FP16 yes 169k 2.9-3.4 t/s ~0.1-0.1 (slow)
Q8 yes 301k 5.7-6.8 t/s ~0.2-0.3 (slow)
Q4 yes 359k 10.2-12.2 t/s ~0.4-0.4 (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 LLaVA-NeXT-34B (LLaVA-1.6)?โ–ถ

Yes. At Q4 it generates ~10.2-12.2 tok/s and fits up to 359k context; beyond that it spills to SSD swap and slows to ~0.4-0.4 tok/s.

How much context fits?โ–ถ

At Q4, up to about 359k tokens stay in fast memory; longer context spills to SSD swap and throughput collapses.