// RUN โ€” FITS

Can the Instinct MI440X run Gemma 2B?

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

Gemma 2B on the Instinct MI440X

QuantFits?Max contextSpeedBeyond context
FP16 yes 5965k 2463.3-3010.7 t/s ~5-6.1 (slow)
Q8 yes 6003k 4926.5-6021.3 t/s ~10.1-12.3 (slow)
Q4 yes 6020k 8797.4-10752.3 t/s ~18-21.9 (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 Instinct MI440X run Gemma 2B?โ–ถ

Yes. At Q4 it generates ~8797.4-10752.3 tok/s and fits up to 6020k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~18-21.9 tok/s.

How much context fits?โ–ถ

At Q4, up to about 6020k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.