// RUN โ€” FITS

Can the AMD Radeon Pro W7900 48GB run UDSMProt?

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

UDSMProt on the AMD Radeon Pro W7900 48GB

QuantFits?Max contextSpeedBeyond context
FP16 yes 650k 9615.7-11752.5 t/s ~445.2-544.1 (slow)
Q8 yes 651k 19231.3-23505 t/s ~890.3-1088.2 (slow)
Q4 yes 651k 34341.7-41973.2 t/s ~1589.9-1943.2 (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 UDSMProt?โ–ถ

Yes. At Q4 it generates ~34341.7-41973.2 tok/s and fits up to 651k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~1589.9-1943.2 tok/s.

How much context fits?โ–ถ

At Q4, up to about 651k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.