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// RUN — FITS
Can the NVIDIA GeForce RTX 2050 run XLM-RoBERTa?
Yes — here's how fast and up to what context, with real measured numbers.
XLM-RoBERTa on the NVIDIA GeForce RTX 2050
| Quant | Fits? | Max context | Speed | Beyond context |
|---|---|---|---|---|
| FP16 | yes | 60k | 74.3-88.6 t/s | ~6.6-7.9 (slow) |
| Q8 | yes | 68k | 148.7-177.2 t/s | ~13.3-15.8 (slow) |
| Q4 | yes | 72k | 265.5-316.4 t/s | ~23.7-28.2 (slow) |
Estimate (memory-bound). Beyond "max context" the KV cache spills to SSD swap and speed drops to the "beyond" figure.
FAQ
Can the NVIDIA GeForce RTX 2050 run XLM-RoBERTa?▶
Yes. At Q4 it generates ~265.5-316.4 tok/s and fits up to 72k context; beyond that it spills to SSD swap and slows to ~23.7-28.2 tok/s.
How much context fits?▶
At Q4, up to about 72k tokens stay in fast memory; longer context spills to SSD swap and throughput collapses.