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Can the NVIDIA H100 SXM5 80GB run Phi-4-Reasoning?
Yes โ here's how fast and up to what context, with real measured numbers.
Phi-4-Reasoning on the NVIDIA H100 SXM5 80GB
| Quant | Fits? | Max context | Speed | Beyond context |
|---|---|---|---|---|
| FP16 | yes | 269k | 87.3-104.1 t/s | ~1-1.2 (slow) |
| Q8 | yes | 355k | 174.7-208.2 t/s | ~2.1-2.5 (slow) |
| Q4 | yes | 392k | 311.9-371.7 t/s | ~3.7-4.4 (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 H100 SXM5 80GB run Phi-4-Reasoning?โถ
Yes. At Q4 it generates ~311.9-371.7 tok/s and fits up to 392k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~3.7-4.4 tok/s.
How much context fits?โถ
At Q4, up to about 392k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.