// RUN โ€” FITS

Can the NVIDIA DGX Spark run ProBERTa?

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

ProBERTa on the NVIDIA DGX Spark

QuantFits?Max contextSpeedBeyond context
FP16 yes 1734k 2264.7-2699 t/s ~83-98.9 (slow)
Q8 yes 1734k 4529.3-5398 t/s ~165.9-197.7 (slow)
Q4 yes 1735k 8088.1-9639.2 t/s ~296.3-353.1 (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 ProBERTa?โ–ถ

Yes. At Q4 it generates ~8088.1-9639.2 tok/s and fits up to 1735k context; beyond that it spills to SSD swap and slows to ~296.3-353.1 tok/s.

How much context fits?โ–ถ

At Q4, up to about 1735k tokens stay in fast memory; longer context spills to SSD swap and throughput collapses.