// RUN โ€” FITS

Can the AMD Instinct MI325X run BiRNA-BERT?

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

BiRNA-BERT on the AMD Instinct MI325X

QuantFits?Max contextSpeedBeyond context
FP16 yes 3567k 16153.8-19743.6 t/s ~107.7-131.6 (slow)
Q8 yes 3569k 32307.7-39487.2 t/s ~215.4-263.2 (slow)
Q4 yes 3570k 57692.3-70512.8 t/s ~384.6-470.1 (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 Instinct MI325X run BiRNA-BERT?โ–ถ

Yes. At Q4 it generates ~57692.3-70512.8 tok/s and fits up to 3570k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~384.6-470.1 tok/s.

How much context fits?โ–ถ

At Q4, up to about 3570k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.