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Can the NVIDIA A100 SXM4 80GB run EfficientNet-B1?
Yes — here's how fast and up to what context, with real measured numbers.
EfficientNet-B1 on the NVIDIA A100 SXM4 80GB
| Quant | Fits? | Max context | Speed | Beyond context |
|---|---|---|---|---|
| FP16 | yes | 1100k | 95414.7-113713.5 t/s | ~1871.8-2230.8 (slow) |
| Q8 | yes | 1100k | 190829.5-227426.9 t/s | ~3743.6-4461.5 (slow) |
| Q4 | yes | 1100k | 340766.9-406119.5 t/s | ~6685-7967 (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 SXM4 80GB run EfficientNet-B1?▶
Yes. At Q4 it generates ~340766.9-406119.5 tok/s and fits up to 1100k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~6685-7967 tok/s.
How much context fits?▶
At Q4, up to about 1100k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.