// RUN โ€” FITS

Can the NVIDIA B200 run Llama 3.2 3B?

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

Llama 3.2 3B on the NVIDIA B200

QuantFits?Max contextSpeedBeyond context
FP16 yes 2574k 909.7-1084.1 t/s ~4.5-5.4 (slow)
Q8 yes 2623k 1819.3-2168.2 t/s ~9.1-10.8 (slow)
Q4 yes 2645k 3248.8-3871.8 t/s ~16.2-19.4 (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 B200 run Llama 3.2 3B?โ–ถ

Yes. At Q4 it generates ~3248.8-3871.8 tok/s and fits up to 2645k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~16.2-19.4 tok/s.

How much context fits?โ–ถ

At Q4, up to about 2645k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.