// RUN โ€” FITS

Can the AMD Instinct MI300X 192GB run Llama 3.2 1B?

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

Llama 3.2 1B on the AMD Instinct MI300X 192GB

QuantFits?Max contextSpeedBeyond context
FP16 yes 2635k 1357.3-1658.9 t/s ~10.2-12.5 (slow)
Q8 yes 2654k 2714.6-3317.9 t/s ~20.5-25 (slow)
Q4 yes 2662k 4847.6-5924.8 t/s ~36.6-44.7 (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 Llama 3.2 1B?โ–ถ

Yes. At Q4 it generates ~4847.6-5924.8 tok/s and fits up to 2662k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~36.6-44.7 tok/s.

How much context fits?โ–ถ

At Q4, up to about 2662k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.