// RUN โ€” FITS

Can the Instinct MI440X run ESM2-15B?

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

ESM2-15B on the Instinct MI440X

QuantFits?Max contextSpeedBeyond context
FP16 yes 1396k 411.6-503.1 t/s ~0.8-1 (slow)
Q8 yes 1453k 823.2-1006.1 t/s ~1.7-2.1 (slow)
Q4 yes 1478k 1470-1796.7 t/s ~3-3.7 (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 Instinct MI440X run ESM2-15B?โ–ถ

Yes. At Q4 it generates ~1470-1796.7 tok/s and fits up to 1478k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~3-3.7 tok/s.

How much context fits?โ–ถ

At Q4, up to about 1478k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.