// RUN โ€” FITS

Can the AMD Instinct MI325X run RMBG v2.0?

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

RMBG v2.0 on the AMD Instinct MI325X

QuantFits?Max contextSpeedBeyond context
FP16 yes 3564k 8552-10452.5 t/s ~57-69.7 (slow)
Q8 yes 3567k 17104.1-20905 t/s ~114-139.4 (slow)
Q4 yes 3569k 30543-37330.3 t/s ~203.6-248.9 (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 RMBG v2.0?โ–ถ

Yes. At Q4 it generates ~30543-37330.3 tok/s and fits up to 3569k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~203.6-248.9 tok/s.

How much context fits?โ–ถ

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.