// RUN โ€” FITS

Can the AMD Radeon RX 7900 XTX run ProteinBERT?

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

ProteinBERT on the AMD Radeon RX 7900 XTX

QuantFits?Max contextSpeedBeyond context
FP16 yes 314k 18900-23100 t/s ~787.5-962.5 (slow)
Q8 yes 314k 37800-46200 t/s ~1575-1925 (slow)
Q4 yes 314k 67500-82500 t/s ~2812.5-3437.5 (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 ProteinBERT?โ–ถ

Yes. At Q4 it generates ~67500-82500 tok/s and fits up to 314k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~2812.5-3437.5 tok/s.

How much context fits?โ–ถ

At Q4, up to about 314k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.