// RUN โ€” FITS

Can the NVIDIA H200 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 H200

QuantFits?Max contextSpeedBeyond context
FP16 yes 1859k 545.8-650.5 t/s ~4.5-5.4 (slow)
Q8 yes 1908k 1091.6-1300.9 t/s ~9.1-10.8 (slow)
Q4 yes 1929k 1949.3-2323.1 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 H200 run Llama 3.2 3B?โ–ถ

Yes. At Q4 it generates ~1949.3-2323.1 tok/s and fits up to 1929k 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 1929k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.