// RUN โ€” FITS

Can the AMD Radeon Pro W7900 48GB run Tri-21B?

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

Tri-21B on the AMD Radeon Pro W7900 48GB

QuantFits?Max contextSpeedBeyond context
FP16 yes 5k 13.1-16 t/s ~0.6-0.7 (slow)
Q8 yes 84k 26.3-32.1 t/s ~1.2-1.5 (slow)
Q4 yes 118k 46.9-57.3 t/s ~2.2-2.7 (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 Tri-21B?โ–ถ

Yes. At Q4 it generates ~46.9-57.3 tok/s and fits up to 118k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~2.2-2.7 tok/s.

How much context fits?โ–ถ

At Q4, up to about 118k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.