// RUN โ€” FITS

Can the Intel Arc Pro B70 run XLM-RoBERTa?

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

XLM-RoBERTa on the Intel Arc Pro B70

QuantFits?Max contextSpeedBeyond context
FP16 yes 410k 320.6-398 t/s ~21.1-26.2 (slow)
Q8 yes 418k 641.2-795.9 t/s ~42.2-52.4 (slow)
Q4 yes 422k 1144.9-1421.3 t/s ~75.3-93.5 (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 XLM-RoBERTa?โ–ถ

Yes. At Q4 it generates ~1144.9-1421.3 tok/s and fits up to 422k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~75.3-93.5 tok/s.

How much context fits?โ–ถ

At Q4, up to about 422k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.