// RUN โ€” FITS

Can the AMD Radeon RX 7800 XT 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 Radeon RX 7800 XT

QuantFits?Max contextSpeedBeyond context
FP16 yes 164k 159.8-195.3 t/s ~10.2-12.5 (slow)
Q8 yes 183k 319.6-390.6 t/s ~20.5-25 (slow)
Q4 yes 191k 570.7-697.6 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 Radeon RX 7800 XT run Llama 3.2 1B?โ–ถ

Yes. At Q4 it generates ~570.7-697.6 tok/s and fits up to 191k 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 191k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.