// RUN โ€” FITS

Can the AMD Instinct MI300X 192GB run Pythia-160m?

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

Pythia-160m on the AMD Instinct MI300X 192GB

QuantFits?Max contextSpeedBeyond context
FP16 yes 2668k 10434.4-12753.1 t/s ~78.8-96.3 (slow)
Q8 yes 2670k 20868.8-25506.3 t/s ~157.5-192.5 (slow)
Q4 yes 2671k 37265.6-45546.9 t/s ~281.3-343.8 (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 MI300X 192GB run Pythia-160m?โ–ถ

Yes. At Q4 it generates ~37265.6-45546.9 tok/s and fits up to 2671k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~281.3-343.8 tok/s.

How much context fits?โ–ถ

At Q4, up to about 2671k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.