// RUN โ€” FITS

Can the AMD Radeon Pro W7900 48GB run GBERT-Large?

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

GBERT-Large on the AMD Radeon Pro W7900 48GB

QuantFits?Max contextSpeedBeyond context
FP16 yes 641k 812.4-993 t/s ~37.6-46 (slow)
Q8 yes 646k 1624.8-1985.9 t/s ~75.2-91.9 (slow)
Q4 yes 648k 2901.5-3546.3 t/s ~134.3-164.2 (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 GBERT-Large?โ–ถ

Yes. At Q4 it generates ~2901.5-3546.3 tok/s and fits up to 648k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~134.3-164.2 tok/s.

How much context fits?โ–ถ

At Q4, up to about 648k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.