// RUN โ€” FITS

Can the AMD Radeon Pro W7900 48GB run ProtBERT-BFD?

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

ProtBERT-BFD on the AMD Radeon Pro W7900 48GB

QuantFits?Max contextSpeedBeyond context
FP16 yes 638k 648-792 t/s ~30-36.7 (slow)
Q8 yes 645k 1296-1584 t/s ~60-73.3 (slow)
Q4 yes 647k 2314.3-2828.6 t/s ~107.1-131 (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 AMD Radeon Pro W7900 48GB run ProtBERT-BFD?โ–ถ

Yes. At Q4 it generates ~2314.3-2828.6 tok/s and fits up to 647k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~107.1-131 tok/s.

How much context fits?โ–ถ

At Q4, up to about 647k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.