// RUN โ€” FITS

Can the AMD Radeon RX 7900 XTX run OPT-2.7B?

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

OPT-2.7B on the AMD Radeon RX 7900 XTX

QuantFits?Max contextSpeedBeyond context
FP16 yes 232k 112-136.9 t/s ~4.7-5.7 (slow)
Q8 yes 273k 224-273.8 t/s ~9.3-11.4 (slow)
Q4 yes 291k 400-488.9 t/s ~16.7-20.4 (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 RX 7900 XTX run OPT-2.7B?โ–ถ

Yes. At Q4 it generates ~400-488.9 tok/s and fits up to 291k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~16.7-20.4 tok/s.

How much context fits?โ–ถ

At Q4, up to about 291k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.