// RUN โ€” FITS

Can the AMD Radeon Pro W7900 48GB run ProGen2-xlarge?

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

ProGen2-xlarge on the AMD Radeon Pro W7900 48GB

QuantFits?Max contextSpeedBeyond context
FP16 yes 228k 42.5-52 t/s ~2-2.4 (slow)
Q8 yes 277k 85.1-104 t/s ~3.9-4.8 (slow)
Q4 yes 298k 151.9-185.6 t/s ~7-8.6 (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 ProGen2-xlarge?โ–ถ

Yes. At Q4 it generates ~151.9-185.6 tok/s and fits up to 298k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~7-8.6 tok/s.

How much context fits?โ–ถ

At Q4, up to about 298k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.