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// RUN — FITS
Can the NVIDIA GeForce RTX 2050 run ULM-FiT?
Yes — here's how fast and up to what context, with real measured numbers.
ULM-FiT on the NVIDIA GeForce RTX 2050
| Quant | Fits? | Max context | Speed | Beyond context |
|---|---|---|---|---|
| FP16 | yes | 63k | 92.7-110.5 t/s | ~8.3-9.9 (slow) |
| Q8 | yes | 70k | 185.4-221 t/s | ~16.6-19.7 (slow) |
| Q4 | yes | 73k | 331.1-394.6 t/s | ~29.6-35.2 (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 ULM-FiT?▶
Yes. At Q4 it generates ~331.1-394.6 tok/s and fits up to 73k context; beyond that it spills to SSD swap and slows to ~29.6-35.2 tok/s.
How much context fits?▶
At Q4, up to about 73k tokens stay in fast memory; longer context spills to SSD swap and throughput collapses.