// RUN โ€” FITS

Can the AMD Radeon RX 7900 XT run OPT-6.7B?

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

OPT-6.7B on the AMD Radeon RX 7900 XT

QuantFits?Max contextSpeedBeyond context
FP16 yes 27k 37.6-46 t/s ~1.9-2.3 (slow)
Q8 yes 78k 75.2-91.9 t/s ~3.8-4.6 (slow)
Q4 yes 100k 134.3-164.2 t/s ~6.7-8.2 (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 XT run OPT-6.7B?โ–ถ

Yes. At Q4 it generates ~134.3-164.2 tok/s and fits up to 100k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~6.7-8.2 tok/s.

How much context fits?โ–ถ

At Q4, up to about 100k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.