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// RUN — FITS
Can the NVIDIA GeForce RTX 2050 run GPT-2 (774M)?
Yes — here's how fast and up to what context, with real measured numbers.
GPT-2 (774M) on the NVIDIA GeForce RTX 2050
| Quant | Fits? | Max context | Speed | Beyond context |
|---|---|---|---|---|
| FP16 | yes | 53k | 52.8-62.9 t/s | ~4.7-5.6 (slow) |
| Q8 | yes | 64k | 105.6-125.9 t/s | ~9.4-11.2 (slow) |
| Q4 | yes | 70k | 188.6-224.8 t/s | ~16.8-20.1 (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 GPT-2 (774M)?▶
Yes. At Q4 it generates ~188.6-224.8 tok/s and fits up to 70k context; beyond that it spills to SSD swap and slows to ~16.8-20.1 tok/s.
How much context fits?▶
At Q4, up to about 70k tokens stay in fast memory; longer context spills to SSD swap and throughput collapses.