// RUN โ€” FITS

Can the Intel Arc Pro B50 run Nemotron-H 8B?

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

Nemotron-H 8B on the Intel Arc Pro B50

QuantFits?Max contextSpeedBeyond context
FP16 no โ€” โ€” โ€”
Q8 yes 40k 16.2-20.2 t/s ~2.9-3.6 (slow)
Q4 yes 67k 29-36 t/s ~5.2-6.4 (slow)

Estimate (memory-bound). Beyond "max context" the KV cache spills to system RAM offload (depends on your system RAM) and speed drops to the "beyond" figure.

FAQ

Can the Intel Arc Pro B50 run Nemotron-H 8B?โ–ถ

Yes. At Q4 it generates ~29-36 tok/s and fits up to 67k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~5.2-6.4 tok/s.

How much context fits?โ–ถ

At Q4, up to about 67k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.