// RUN โ€” FITS

Can the AMD Instinct MI325X run SeaLLM-7B-v2?

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

SeaLLM-7B-v2 on the AMD Instinct MI325X

QuantFits?Max contextSpeedBeyond context
FP16 yes 1673k 256.1-313 t/s ~1.7-2.1 (slow)
Q8 yes 1729k 512.2-626 t/s ~3.4-4.2 (slow)
Q4 yes 1754k 914.6-1117.9 t/s ~6.1-7.5 (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 SeaLLM-7B-v2?โ–ถ

Yes. At Q4 it generates ~914.6-1117.9 tok/s and fits up to 1754k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~6.1-7.5 tok/s.

How much context fits?โ–ถ

At Q4, up to about 1754k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.