// RUN โ€” FITS

Can the AMD Instinct MI300X 192GB run BiRNA-BERT?

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

BiRNA-BERT on the AMD Instinct MI300X 192GB

QuantFits?Max contextSpeedBeyond context
FP16 yes 2669k 14269.2-17440.2 t/s ~107.7-131.6 (slow)
Q8 yes 2671k 28538.5-34880.3 t/s ~215.4-263.2 (slow)
Q4 yes 2671k 50961.5-62286.3 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 MI300X 192GB run BiRNA-BERT?โ–ถ

Yes. At Q4 it generates ~50961.5-62286.3 tok/s and fits up to 2671k 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 2671k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.