// RUN โ€” FITS

Can the Intel Arc Pro B60 run GPT-2 (774M)?

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

GPT-2 (774M) on the Intel Arc Pro B60

QuantFits?Max contextSpeedBeyond context
FP16 yes 290k 170.9-212.1 t/s ~15-18.6 (slow)
Q8 yes 302k 341.7-424.2 t/s ~30-37.2 (slow)
Q4 yes 307k 610.2-757.5 t/s ~53.5-66.4 (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 B60 run GPT-2 (774M)?โ–ถ

Yes. At Q4 it generates ~610.2-757.5 tok/s and fits up to 307k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~53.5-66.4 tok/s.

How much context fits?โ–ถ

At Q4, up to about 307k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.