// RUN โ€” FITS

Can the Instinct MI430X run SantaCoder?

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

SantaCoder on the Instinct MI430X

QuantFits?Max contextSpeedBeyond context
FP16 yes 6008k 6672.3-8155 t/s ~11.5-14 (slow)
Q8 yes 6025k 13344.5-16310 t/s ~22.9-28 (slow)
Q4 yes 6032k 23829.5-29125 t/s ~40.9-50 (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 MI430X run SantaCoder?โ–ถ

Yes. At Q4 it generates ~23829.5-29125 tok/s and fits up to 6032k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~40.9-50 tok/s.

How much context fits?โ–ถ

At Q4, up to about 6032k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.