// RUN โ€” FITS

Can the NVIDIA H100 SXM5 80GB run Codestral Mamba?

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

Codestral Mamba on the NVIDIA H100 SXM5 80GB

QuantFits?Max contextSpeedBeyond context
FP16 yes 439k 167.8-200 t/s ~2-2.4 (slow)
Q8 yes 494k 335.7-400 t/s ~4-4.8 (slow)
Q4 yes 519k 599.4-714.4 t/s ~7.2-8.5 (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 Codestral Mamba?โ–ถ

Yes. At Q4 it generates ~599.4-714.4 tok/s and fits up to 519k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~7.2-8.5 tok/s.

How much context fits?โ–ถ

At Q4, up to about 519k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.