// RUN โ€” FITS

Can the AMD Radeon RX 7900 XTX run DeBERTaV3large?

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

DeBERTaV3large on the AMD Radeon RX 7900 XTX

QuantFits?Max contextSpeedBeyond context
FP16 yes 301k 723.4-884.2 t/s ~30.1-36.8 (slow)
Q8 yes 308k 1446.9-1768.4 t/s ~60.3-73.7 (slow)
Q4 yes 310k 2583.7-3157.9 t/s ~107.7-131.6 (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 DeBERTaV3large?โ–ถ

Yes. At Q4 it generates ~2583.7-3157.9 tok/s and fits up to 310k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~107.7-131.6 tok/s.

How much context fits?โ–ถ

At Q4, up to about 310k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.