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// RUN — FITS
Can the AMD Radeon Pro W7900 48GB run Nucleotide Transformer?
Yes — here's how fast and up to what context, with real measured numbers.
Nucleotide Transformer on the AMD Radeon Pro W7900 48GB
| Quant | Fits? | Max context | Speed | Beyond context |
|---|---|---|---|---|
| FP16 | yes | 575k | 108.9-133.1 t/s | ~5-6.2 (slow) |
| Q8 | yes | 613k | 217.7-266.1 t/s | ~10.1-12.3 (slow) |
| Q4 | yes | 630k | 388.8-475.2 t/s | ~18-22 (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 Nucleotide Transformer?▶
Yes. At Q4 it generates ~388.8-475.2 tok/s and fits up to 630k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~18-22 tok/s.
How much context fits?▶
At Q4, up to about 630k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.