// RUN โ€” FITS

Can the AMD Radeon Pro W7900 48GB run DeepSeek LLM 67B?

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

DeepSeek LLM 67B on the AMD Radeon Pro W7900 48GB

QuantFits?Max contextSpeedBeyond context
FP16 no โ€” โ€” โ€”
Q8 no โ€” โ€” โ€”
Q4 yes 16k 14.5-17.7 t/s ~0.7-0.8 (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 DeepSeek LLM 67B?โ–ถ

Yes. At Q4 it generates ~14.5-17.7 tok/s and fits up to 16k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~0.7-0.8 tok/s.

How much context fits?โ–ถ

At Q4, up to about 16k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.