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// RUN — FITS
Can the NVIDIA GeForce RTX 4090 run ULM-FiT?
Yes — here's how fast and up to what context, with real measured numbers.
ULM-FiT on the NVIDIA GeForce RTX 4090
| Quant | Fits? | Max context | Speed | Beyond context |
|---|---|---|---|---|
| FP16 | yes | 301k | 834.3-994.3 t/s | ~33.1-39.5 (slow) |
| Q8 | yes | 307k | 1668.6-1988.6 t/s | ~66.2-78.9 (slow) |
| Q4 | yes | 310k | 2979.6-3551 t/s | ~118.2-140.9 (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 4090 run ULM-FiT?▶
Yes. At Q4 it generates ~2979.6-3551 tok/s and fits up to 310k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~118.2-140.9 tok/s.
How much context fits?▶
At Q4, up to about 310k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.