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// RUN — FITS
Can the NVIDIA GeForce RTX 2050 run GPT-Neo-2.7B?
Yes — here's how fast and up to what context, with real measured numbers.
GPT-Neo-2.7B on the NVIDIA GeForce RTX 2050
| Quant | Fits? | Max context | Speed | Beyond context |
|---|---|---|---|---|
| FP16 | no | — | — | — |
| Q8 | yes | 35k | 30.3-36.1 t/s | ~2.7-3.2 (slow) |
| Q4 | yes | 53k | 54.1-64.4 t/s | ~4.8-5.8 (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-Neo-2.7B?▶
Yes. At Q4 it generates ~54.1-64.4 tok/s and fits up to 53k context; beyond that it spills to SSD swap and slows to ~4.8-5.8 tok/s.
How much context fits?▶
At Q4, up to about 53k tokens stay in fast memory; longer context spills to SSD swap and throughput collapses.