// RUN โ€” FITS

Can the NVIDIA H100 SXM5 80GB run EfficientNet-B1?

Yes โ€” here's how fast and up to what context, with real measured numbers.

EfficientNet-B1 on the NVIDIA H100 SXM5 80GB

QuantFits?Max contextSpeedBeyond context
FP16 yes 1100k 156762.8-186826.9 t/s ~1871.8-2230.8 (slow)
Q8 yes 1100k 313525.6-373653.8 t/s ~3743.6-4461.5 (slow)
Q4 yes 1100k 559867.2-667239 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 H100 SXM5 80GB run EfficientNet-B1?โ–ถ

Yes. At Q4 it generates ~559867.2-667239 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?โ–ถ

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.