// RUN โ€” FITS

Can the AMD Radeon Pro W7900 48GB run Infinity?

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

Infinity on the AMD Radeon Pro W7900 48GB

QuantFits?Max contextSpeedBeyond context
FP16 yes 590k 136.1-166.3 t/s ~6.3-7.7 (slow)
Q8 yes 620k 272.2-332.6 t/s ~12.6-15.4 (slow)
Q4 yes 634k 486-594 t/s ~22.5-27.5 (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 Infinity?โ–ถ

Yes. At Q4 it generates ~486-594 tok/s and fits up to 634k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~22.5-27.5 tok/s.

How much context fits?โ–ถ

At Q4, up to about 634k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.