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// RUN — FITS
Can the NVIDIA RTX 6000 Ada 48GB run BLOOM-560M?
Yes — here's how fast and up to what context, with real measured numbers.
BLOOM-560M on the NVIDIA RTX 6000 Ada 48GB
| Quant | Fits? | Max context | Speed | Beyond context |
|---|---|---|---|---|
| FP16 | yes | 634k | 625.7-745.7 t/s | ~26.1-31.1 (slow) |
| Q8 | yes | 642k | 1251.4-1491.4 t/s | ~52.1-62.1 (slow) |
| Q4 | yes | 646k | 2234.7-2663.3 t/s | ~93.1-111 (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 BLOOM-560M?▶
Yes. At Q4 it generates ~2234.7-2663.3 tok/s and fits up to 646k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~93.1-111 tok/s.
How much context fits?▶
At Q4, up to about 646k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.