// RUN โ€” FITS

Can the NVIDIA H100 PCIe 80GB run nesso 0.4B Agentic?

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

nesso 0.4B Agentic on the NVIDIA H100 PCIe 80GB

QuantFits?Max contextSpeedBeyond context
FP16 yes 1088k 1825-2175 t/s ~36.5-43.5 (slow)
Q8 yes 1094k 3650-4350 t/s ~73-87 (slow)
Q4 yes 1097k 6517.9-7767.9 t/s ~130.4-155.4 (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 PCIe 80GB run nesso 0.4B Agentic?โ–ถ

Yes. At Q4 it generates ~6517.9-7767.9 tok/s and fits up to 1097k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~130.4-155.4 tok/s.

How much context fits?โ–ถ

At Q4, up to about 1097k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.