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// RUN — FITS
Can the FuriosaAI RNGD run StarCoder 2 3B?
Yes — here's how fast and up to what context, with real measured numbers.
StarCoder 2 3B on the FuriosaAI RNGD
| Quant | Fits? | Max context | Speed | Beyond context |
|---|---|---|---|---|
| FP16 | yes | 559k | 162.5-197.5 t/s | ~4.3-5.3 (slow) |
| Q8 | yes | 605k | 325-395 t/s | ~8.7-10.5 (slow) |
| Q4 | yes | 625k | 580.4-705.4 t/s | ~15.5-18.8 (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 FuriosaAI RNGD run StarCoder 2 3B?▶
Yes. At Q4 it generates ~580.4-705.4 tok/s and fits up to 625k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~15.5-18.8 tok/s.
How much context fits?▶
At Q4, up to about 625k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.