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 DeBERTaV3large?
Yes — here's how fast and up to what context, with real measured numbers.
DeBERTaV3large on the NVIDIA RTX PRO 6000 Blackwell
| Quant | Fits? | Max context | Speed | Beyond context |
|---|---|---|---|---|
| FP16 | yes | 1312k | 1564.8-1864.9 t/s | ~34.9-41.6 (slow) |
| Q8 | yes | 1318k | 3129.6-3729.8 t/s | ~69.9-83.3 (slow) |
| Q4 | yes | 1321k | 5588.5-6660.3 t/s | ~124.7-148.7 (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.
FAQ
Can the NVIDIA RTX PRO 6000 Blackwell run DeBERTaV3large?▶
Yes. At Q4 it generates ~5588.5-6660.3 tok/s and fits up to 1321k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~124.7-148.7 tok/s.
How much context fits?▶
At Q4, up to about 1321k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.