// RUN โ€” FITS

Can the NVIDIA H100 PCIe 80GB run Codestral?

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

Codestral on the NVIDIA H100 PCIe 80GB

QuantFits?Max contextSpeedBeyond context
FP16 yes 106k 32.9-39.2 t/s ~0.7-0.8 (slow)
Q8 yes 190k 65.8-78.4 t/s ~1.3-1.6 (slow)
Q4 yes 228k 117.4-140 t/s ~2.3-2.8 (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 Codestral?โ–ถ

Yes. At Q4 it generates ~117.4-140 tok/s and fits up to 228k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~2.3-2.8 tok/s.

How much context fits?โ–ถ

At Q4, up to about 228k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.