// RUN โ€” FITS

Can the AMD Radeon RX 7800 XT run Llama 3.2 3B?

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

Llama 3.2 3B on the AMD Radeon RX 7800 XT

QuantFits?Max contextSpeedBeyond context
FP16 yes 104k 61.2-74.8 t/s ~3.9-4.8 (slow)
Q8 yes 153k 122.5-149.7 t/s ~7.9-9.6 (slow)
Q4 yes 174k 218.7-267.3 t/s ~14-17.1 (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 AMD Radeon RX 7800 XT run Llama 3.2 3B?โ–ถ

Yes. At Q4 it generates ~218.7-267.3 tok/s and fits up to 174k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~14-17.1 tok/s.

How much context fits?โ–ถ

At Q4, up to about 174k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.