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Can the NVIDIA B200 run DeepSeek-R1-Distill-Qwen-32B?
Yes โ here's how fast and up to what context, with real measured numbers.
DeepSeek-R1-Distill-Qwen-32B on the NVIDIA B200
| Quant | Fits? | Max context | Speed | Beyond context |
|---|---|---|---|---|
| FP16 | yes | 424k | 91.3-108.8 t/s | ~0.5-0.5 (slow) |
| Q8 | yes | 546k | 182.5-217.5 t/s | ~0.9-1.1 (slow) |
| Q4 | yes | 600k | 325.9-388.4 t/s | ~1.6-1.9 (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 B200 run DeepSeek-R1-Distill-Qwen-32B?โถ
Yes. At Q4 it generates ~325.9-388.4 tok/s and fits up to 600k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~1.6-1.9 tok/s.
How much context fits?โถ
At Q4, up to about 600k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.