// RUN โ€” FITS

Can the NVIDIA A100 SXM4 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 A100 SXM4 80GB

QuantFits?Max contextSpeedBeyond context
FP16 yes 1088k 1860.6-2217.4 t/s ~36.5-43.5 (slow)
Q8 yes 1094k 3721.2-4434.8 t/s ~73-87 (slow)
Q4 yes 1097k 6645-7919.3 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 A100 SXM4 80GB run nesso 0.4B Agentic?โ–ถ

Yes. At Q4 it generates ~6645-7919.3 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.