// RUN โ€” FITS

Can the AMD Radeon Pro W7900 48GB run Baichuan-Omni-1.5?

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

Baichuan-Omni-1.5 on the AMD Radeon Pro W7900 48GB

QuantFits?Max contextSpeedBeyond context
FP16 yes 126k 24.7-30.2 t/s ~1.1-1.4 (slow)
Q8 yes 193k 49.5-60.5 t/s ~2.3-2.8 (slow)
Q4 yes 223k 88.4-108 t/s ~4.1-5 (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 Baichuan-Omni-1.5?โ–ถ

Yes. At Q4 it generates ~88.4-108 tok/s and fits up to 223k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~4.1-5 tok/s.

How much context fits?โ–ถ

At Q4, up to about 223k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.