// RUN โ€” FITS

Can the AMD Radeon RX 9070 XT run DeBERTa?

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

DeBERTa on the AMD Radeon RX 9070 XT

QuantFits?Max contextSpeedBeyond context
FP16 yes 156k 135.2-165.3 t/s ~8.4-10.3 (slow)
Q8 yes 179k 270.5-330.6 t/s ~16.8-20.5 (slow)
Q4 yes 189k 483-590.3 t/s ~30-36.7 (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 9070 XT run DeBERTa?โ–ถ

Yes. At Q4 it generates ~483-590.3 tok/s and fits up to 189k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~30-36.7 tok/s.

How much context fits?โ–ถ

At Q4, up to about 189k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.