New: connect Claude & other AIs to GenAIList over MCP — research the catalog and contribute to the shared knowledge base. Learn how →
Can the NVIDIA RTX PRO 6000 Blackwell run mBART-50?
Yes — here's how fast and up to what context, with real measured numbers.
mBART-50 on the NVIDIA RTX PRO 6000 Blackwell
| Quant | Fits? | Max context | Speed | Beyond context |
|---|---|---|---|---|
| FP16 | yes | 1306k | 1072.3-1277.9 t/s | ~23.9-28.5 (slow) |
| Q8 | yes | 1315k | 2144.5-2555.8 t/s | ~47.9-57 (slow) |
| Q4 | yes | 1320k | 3829.5-4563.9 t/s | ~85.5-101.9 (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 mBART-50?▶
Yes. At Q4 it generates ~3829.5-4563.9 tok/s and fits up to 1320k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~85.5-101.9 tok/s.
How much context fits?▶
At Q4, up to about 1320k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.