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// RUN — FITS
Can the NVIDIA RTX PRO 6000 Blackwell run Llama 3.1-8B?
Yes — here's how fast and up to what context, with real measured numbers.
Llama 3.1-8B on the NVIDIA RTX PRO 6000 Blackwell
| Quant | Fits? | Max context | Speed | Beyond context |
|---|---|---|---|---|
| FP16 | yes | 540k | 81.8-97.4 t/s | ~1.8-2.2 (slow) |
| Q8 | yes | 601k | 163.5-194.9 t/s | ~3.7-4.4 (slow) |
| Q4 | yes | 628k | 292-348 t/s | ~6.5-7.8 (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 NVIDIA RTX PRO 6000 Blackwell run Llama 3.1-8B?▶
Yes. At Q4 it generates ~292-348 tok/s and fits up to 628k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~6.5-7.8 tok/s.
How much context fits?▶
At Q4, up to about 628k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.