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Can the NVIDIA GeForce RTX 4090 run EfficientNet-B1?
Yes — here's how fast and up to what context, with real measured numbers.
EfficientNet-B1 on the NVIDIA GeForce RTX 4090
| Quant | Fits? | Max context | Speed | Beyond context |
|---|---|---|---|---|
| FP16 | yes | 314k | 47169.2-56215.4 t/s | ~1871.8-2230.8 (slow) |
| Q8 | yes | 314k | 94338.5-112430.8 t/s | ~3743.6-4461.5 (slow) |
| Q4 | yes | 314k | 168461.5-200769.2 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 GeForce RTX 4090 run EfficientNet-B1?▶
Yes. At Q4 it generates ~168461.5-200769.2 tok/s and fits up to 314k 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 314k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.