// RUN โ€” FITS

Can the AMD Radeon Pro W7900 48GB run BERT-RBP?

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

BERT-RBP on the AMD Radeon Pro W7900 48GB

QuantFits?Max contextSpeedBeyond context
FP16 yes 648k 2474.2-3024 t/s ~114.5-140 (slow)
Q8 yes 649k 4948.4-6048 t/s ~229.1-280 (slow)
Q4 yes 650k 8836.4-10800 t/s ~409.1-500 (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 BERT-RBP?โ–ถ

Yes. At Q4 it generates ~8836.4-10800 tok/s and fits up to 650k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~409.1-500 tok/s.

How much context fits?โ–ถ

At Q4, up to about 650k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.