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// RUN — FITS
Can the NVIDIA GeForce RTX 4060 Ti 16GB 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 16GB
| Quant | Fits? | Max context | Speed | Beyond context |
|---|---|---|---|---|
| FP16 | yes | 185k | 191.1-227.8 t/s | ~26.5-31.6 (slow) |
| Q8 | yes | 193k | 382.3-455.6 t/s | ~53.1-63.3 (slow) |
| Q4 | yes | 197k | 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 16GB run XLM-RoBERTa?▶
Yes. At Q4 it generates ~682.6-813.5 tok/s and fits up to 197k 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 197k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.