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// RUN — FITS
Can the NVIDIA GeForce RTX 5070 Ti run ProGen2-base?
Yes — here's how fast and up to what context, with real measured numbers.
ProGen2-base on the NVIDIA GeForce RTX 5070 Ti
| Quant | Fits? | Max context | Speed | Beyond context |
|---|---|---|---|---|
| FP16 | yes | 178k | 428.1-510.2 t/s | ~19.1-22.8 (slow) |
| Q8 | yes | 190k | 856.1-1020.3 t/s | ~38.2-45.5 (slow) |
| Q4 | yes | 195k | 1528.8-1822 t/s | ~68.2-81.3 (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 5070 Ti run ProGen2-base?▶
Yes. At Q4 it generates ~1528.8-1822 tok/s and fits up to 195k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~68.2-81.3 tok/s.
How much context fits?▶
At Q4, up to about 195k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.