// RUN โ€” FITS

Can the Instinct MI430X run GPT-2 (774M)?

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

GPT-2 (774M) on the Instinct MI430X

QuantFits?Max contextSpeedBeyond context
FP16 yes 6018k 9482.6-11589.8 t/s ~16.3-19.9 (slow)
Q8 yes 6030k 18965.1-23179.6 t/s ~32.6-39.8 (slow)
Q4 yes 6035k 33866.3-41392.1 t/s ~58.1-71.1 (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 MI430X run GPT-2 (774M)?โ–ถ

Yes. At Q4 it generates ~33866.3-41392.1 tok/s and fits up to 6035k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~58.1-71.1 tok/s.

How much context fits?โ–ถ

At Q4, up to about 6035k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.