// RUN โ€” FITS

Can the Intel Arc Pro B70 run bilingual-gpt-neox-4b?

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

bilingual-gpt-neox-4b on the Intel Arc Pro B70

QuantFits?Max contextSpeedBeyond context
FP16 yes 310k 46.4-57.6 t/s ~3.1-3.8 (slow)
Q8 yes 368k 92.8-115.2 t/s ~6.1-7.6 (slow)
Q4 yes 394k 165.7-205.7 t/s ~10.9-13.5 (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 B70 run bilingual-gpt-neox-4b?โ–ถ

Yes. At Q4 it generates ~165.7-205.7 tok/s and fits up to 394k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~10.9-13.5 tok/s.

How much context fits?โ–ถ

At Q4, up to about 394k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.