// RUN โ€” FITS

Can the NVIDIA RTX 6000 Ada 48GB run Codestral?

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

Codestral on the NVIDIA RTX 6000 Ada 48GB

QuantFits?Max contextSpeedBeyond context
FP16 no โ€” โ€” โ€”
Q8 yes 78k 31.6-37.6 t/s ~1.3-1.6 (slow)
Q4 yes 115k 56.4-67.2 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 RTX 6000 Ada 48GB run Codestral?โ–ถ

Yes. At Q4 it generates ~56.4-67.2 tok/s and fits up to 115k 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 115k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.