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Can the NVIDIA RTX 6000 Ada 48GB run Once for All?
Yes — here's how fast and up to what context, with real measured numbers.
Once for All on the NVIDIA RTX 6000 Ada 48GB
| Quant | Fits? | Max context | Speed | Beyond context |
|---|---|---|---|---|
| FP16 | yes | 651k | 45506.5-54233.8 t/s | ~1896.1-2259.7 (slow) |
| Q8 | yes | 651k | 91013-108467.5 t/s | ~3792.2-4519.5 (slow) |
| Q4 | yes | 651k | 162523.2-193692 t/s | ~6771.8-8070.5 (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 6000 Ada 48GB run Once for All?▶
Yes. At Q4 it generates ~162523.2-193692 tok/s and fits up to 651k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~6771.8-8070.5 tok/s.
How much context fits?▶
At Q4, up to about 651k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.