// RUN โ€” FITS

Can the NVIDIA DGX Spark run MSA Transformer?

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

MSA Transformer on the NVIDIA DGX Spark

QuantFits?Max contextSpeedBeyond context
FP16 yes 1732k 996.5-1187.6 t/s ~36.5-43.5 (slow)
Q8 yes 1733k 1992.9-2375.1 t/s ~73-87 (slow)
Q4 yes 1734k 3558.8-4241.3 t/s ~130.4-155.4 (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 MSA Transformer?โ–ถ

Yes. At Q4 it generates ~3558.8-4241.3 tok/s and fits up to 1734k context; beyond that it spills to SSD swap and slows to ~130.4-155.4 tok/s.

How much context fits?โ–ถ

At Q4, up to about 1734k tokens stay in fast memory; longer context spills to SSD swap and throughput collapses.