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// RUN — FITS
Can the NVIDIA GeForce RTX 4070 Ti Super run StarCoder 2 3B?
Yes — here's how fast and up to what context, with real measured numbers.
StarCoder 2 3B on the NVIDIA GeForce RTX 4070 Ti Super
| Quant | Fits? | Max context | Speed | Beyond context |
|---|---|---|---|---|
| FP16 | yes | 110k | 81.8-97.4 t/s | ~4.9-5.8 (slow) |
| Q8 | yes | 156k | 163.5-194.9 t/s | ~9.7-11.6 (slow) |
| Q4 | yes | 176k | 292-348 t/s | ~17.4-20.7 (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 4070 Ti Super run StarCoder 2 3B?▶
Yes. At Q4 it generates ~292-348 tok/s and fits up to 176k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~17.4-20.7 tok/s.
How much context fits?▶
At Q4, up to about 176k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.