// RUN โ€” FITS

Can the Instinct MI440X run Sailor-7B-Chat?

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

Sailor-7B-Chat on the Instinct MI440X

QuantFits?Max contextSpeedBeyond context
FP16 yes 2903k 799.7-977.5 t/s ~1.6-2 (slow)
Q8 yes 2962k 1599.5-1954.9 t/s ~3.3-4 (slow)
Q4 yes 2988k 2856.2-3490.9 t/s ~5.8-7.1 (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 Instinct MI440X run Sailor-7B-Chat?โ–ถ

Yes. At Q4 it generates ~2856.2-3490.9 tok/s and fits up to 2988k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~5.8-7.1 tok/s.

How much context fits?โ–ถ

At Q4, up to about 2988k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.