// RUN โ€” FITS

Can the Instinct MI430X run GPT-2 (124M)?

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

GPT-2 (124M) on the Instinct MI430X

QuantFits?Max contextSpeedBeyond context
FP16 yes 6038k 59189.5-72342.7 t/s ~101.6-124.2 (slow)
Q8 yes 6040k 118379-144685.5 t/s ~203.2-248.4 (slow)
Q4 yes 6041k 211391.1-258366.9 t/s ~362.9-443.5 (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 Instinct MI430X run GPT-2 (124M)?โ–ถ

Yes. At Q4 it generates ~211391.1-258366.9 tok/s and fits up to 6041k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~362.9-443.5 tok/s.

How much context fits?โ–ถ

At Q4, up to about 6041k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.