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// RUN — FITS
Can the AMD Radeon RX 7900 XTX run RoBERTa Base?
Yes — here's how fast and up to what context, with real measured numbers.
RoBERTa Base on the AMD Radeon RX 7900 XTX
| Quant | Fits? | Max context | Speed | Beyond context |
|---|---|---|---|---|
| FP16 | yes | 310k | 2419.2-2956.8 t/s | ~100.8-123.2 (slow) |
| Q8 | yes | 312k | 4838.4-5913.6 t/s | ~201.6-246.4 (slow) |
| Q4 | yes | 313k | 8640-10560 t/s | ~360-440 (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 RX 7900 XTX run RoBERTa Base?▶
Yes. At Q4 it generates ~8640-10560 tok/s and fits up to 313k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~360-440 tok/s.
How much context fits?▶
At Q4, up to about 313k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.