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// RUN — FITS
Can the AMD Radeon Pro W7900 48GB run ALBERT-xxlarge?
Yes — here's how fast and up to what context, with real measured numbers.
ALBERT-xxlarge on the AMD Radeon Pro W7900 48GB
| Quant | Fits? | Max context | Speed | Beyond context |
|---|---|---|---|---|
| FP16 | yes | 644k | 1158.1-1415.5 t/s | ~53.6-65.5 (slow) |
| Q8 | yes | 647k | 2316.3-2831 t/s | ~107.2-131.1 (slow) |
| Q4 | yes | 649k | 4136.2-5055.3 t/s | ~191.5-234 (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 ALBERT-xxlarge?▶
Yes. At Q4 it generates ~4136.2-5055.3 tok/s and fits up to 649k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~191.5-234 tok/s.
How much context fits?▶
At Q4, up to about 649k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.