// RUN โ€” FITS

Can the AMD Radeon Pro W7900 48GB run LLaVA-MORE 8B?

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

LLaVA-MORE 8B on the AMD Radeon Pro W7900 48GB

QuantFits?Max contextSpeedBeyond context
FP16 yes 203k 34-41.6 t/s ~1.6-1.9 (slow)
Q8 yes 264k 68-83.2 t/s ~3.2-3.9 (slow)
Q4 yes 291k 121.5-148.5 t/s ~5.6-6.9 (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 Pro W7900 48GB run LLaVA-MORE 8B?โ–ถ

Yes. At Q4 it generates ~121.5-148.5 tok/s and fits up to 291k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~5.6-6.9 tok/s.

How much context fits?โ–ถ

At Q4, up to about 291k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.