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// RUN — FITS
Can the NVIDIA GeForce RTX 4080 run DeBERTa?
Yes — here's how fast and up to what context, with real measured numbers.
DeBERTa on the NVIDIA GeForce RTX 4080
| Quant | Fits? | Max context | Speed | Beyond context |
|---|---|---|---|---|
| FP16 | yes | 156k | 179.1-213.4 t/s | ~9.7-11.6 (slow) |
| Q8 | yes | 179k | 358.2-426.9 t/s | ~19.5-23.2 (slow) |
| Q4 | yes | 189k | 639.6-762.3 t/s | ~34.8-41.4 (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 NVIDIA GeForce RTX 4080 run DeBERTa?▶
Yes. At Q4 it generates ~639.6-762.3 tok/s and fits up to 189k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~34.8-41.4 tok/s.
How much context fits?▶
At Q4, up to about 189k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.