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// RUN — FITS
Can the NVIDIA RTX PRO 6000 Blackwell run Stable Diffusion 3.5 Large?
Yes — here's how fast and up to what context, with real measured numbers.
Stable Diffusion 3.5 Large on the NVIDIA RTX PRO 6000 Blackwell
| Quant | Fits? | Max context | Speed | Beyond context |
|---|---|---|---|---|
| FP16 | yes | 539k | 80.8-96.2 t/s | ~1.8-2.1 (slow) |
| Q8 | yes | 601k | 161.5-192.5 t/s | ~3.6-4.3 (slow) |
| Q4 | yes | 628k | 288.4-343.7 t/s | ~6.4-7.7 (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.
→ All models on the NVIDIA RTX PRO 6000 Blackwell
→ Stable Diffusion 3.5 Large specs
→ Other hardware
FAQ
Can the NVIDIA RTX PRO 6000 Blackwell run Stable Diffusion 3.5 Large?▶
Yes. At Q4 it generates ~288.4-343.7 tok/s and fits up to 628k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~6.4-7.7 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.