// RUN โ€” FITS

Can the Instinct MI440X run Poro 34B?

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

Poro 34B on the Instinct MI440X

QuantFits?Max contextSpeedBeyond context
FP16 yes 1249k 180.5-220.6 t/s ~0.4-0.5 (slow)
Q8 yes 1380k 361.1-441.3 t/s ~0.7-0.9 (slow)
Q4 yes 1437k 644.7-788 t/s ~1.3-1.6 (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 Poro 34B?โ–ถ

Yes. At Q4 it generates ~644.7-788 tok/s and fits up to 1437k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~1.3-1.6 tok/s.

How much context fits?โ–ถ

At Q4, up to about 1437k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.