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// RUN — FITS
Can the NVIDIA GeForce RTX 4060 Ti 8GB run XLM-RoBERTa?
Yes — here's how fast and up to what context, with real measured numbers.
XLM-RoBERTa on the NVIDIA GeForce RTX 4060 Ti 8GB
| Quant | Fits? | Max context | Speed | Beyond context |
|---|---|---|---|---|
| FP16 | yes | 73k | 191.1-227.8 t/s | ~26.5-31.6 (slow) |
| Q8 | yes | 81k | 382.3-455.6 t/s | ~53.1-63.3 (slow) |
| Q4 | yes | 85k | 682.6-813.5 t/s | ~94.8-113 (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 4060 Ti 8GB run XLM-RoBERTa?▶
Yes. At Q4 it generates ~682.6-813.5 tok/s and fits up to 85k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~94.8-113 tok/s.
How much context fits?▶
At Q4, up to about 85k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.