// RUN โ€” FITS

Can the AMD Radeon Pro W7900 48GB run CodeT5-base?

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

CodeT5-base on the AMD Radeon Pro W7900 48GB

QuantFits?Max contextSpeedBeyond context
FP16 yes 644k 1237.1-1512 t/s ~57.3-70 (slow)
Q8 yes 648k 2474.2-3024 t/s ~114.5-140 (slow)
Q4 yes 649k 4418.2-5400 t/s ~204.5-250 (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 CodeT5-base?โ–ถ

Yes. At Q4 it generates ~4418.2-5400 tok/s and fits up to 649k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~204.5-250 tok/s.

How much context fits?โ–ถ

At Q4, up to about 649k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.