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// RUN — FITS
Can the NVIDIA RTX PRO 6000 Blackwell run Retrieval-Augmented Generator?
Yes — here's how fast and up to what context, with real measured numbers.
Retrieval-Augmented Generator on the NVIDIA RTX PRO 6000 Blackwell
| Quant | Fits? | Max context | Speed | Beyond context |
|---|---|---|---|---|
| FP16 | yes | 1306k | 1044.9-1245.2 t/s | ~23.3-27.8 (slow) |
| Q8 | yes | 1315k | 2089.7-2490.5 t/s | ~46.6-55.6 (slow) |
| Q4 | yes | 1319k | 3731.6-4447.3 t/s | ~83.3-99.3 (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.
→ All models on the NVIDIA RTX PRO 6000 Blackwell
→ Retrieval-Augmented Generator specs
→ Other hardware
FAQ
Can the NVIDIA RTX PRO 6000 Blackwell run Retrieval-Augmented Generator?▶
Yes. At Q4 it generates ~3731.6-4447.3 tok/s and fits up to 1319k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~83.3-99.3 tok/s.
How much context fits?▶
At Q4, up to about 1319k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.