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Can the NVIDIA A100 PCIe 80GB run SEA-LION V3 Llama3.1 8B?
Yes โ here's how fast and up to what context, with real measured numbers.
SEA-LION V3 Llama3.1 8B on the NVIDIA A100 PCIe 80GB
| Quant | Fits? | Max context | Speed | Beyond context |
|---|---|---|---|---|
| FP16 | yes | 428k | 88.3-105.2 t/s | ~1.8-2.2 (slow) |
| Q8 | yes | 489k | 176.6-210.4 t/s | ~3.7-4.4 (slow) |
| Q4 | yes | 516k | 315.3-375.8 t/s | ~6.5-7.8 (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 A100 PCIe 80GB run SEA-LION V3 Llama3.1 8B?โถ
Yes. At Q4 it generates ~315.3-375.8 tok/s and fits up to 516k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~6.5-7.8 tok/s.
How much context fits?โถ
At Q4, up to about 516k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.