// RUN — FITS

Can the AMD Instinct MI325X run (ensemble): AWD-LSTM-DOC (fin) × 5 (WT2)?

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

(ensemble): AWD-LSTM-DOC (fin) × 5 (WT2) on the AMD Instinct MI325X

QuantFits?Max contextSpeedBeyond context
FP16 yes 3565k 10216.2-12486.5 t/s ~68.1-83.2 (slow)
Q8 yes 3568k 20432.4-24973 t/s ~136.2-166.5 (slow)
Q4 yes 3569k 36486.5-44594.6 t/s ~243.2-297.3 (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 (ensemble): AWD-LSTM-DOC (fin) × 5 (WT2)?

Yes. At Q4 it generates ~36486.5-44594.6 tok/s and fits up to 3569k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~243.2-297.3 tok/s.

How much context fits?

At Q4, up to about 3569k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.