// RUN โ€” FITS

Can the NVIDIA H200 run InternVL2-40B?

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

InternVL2-40B on the NVIDIA H200

QuantFits?Max contextSpeedBeyond context
FP16 yes 147k 43.7-52.1 t/s ~0.4-0.4 (slow)
Q8 yes 269k 87.4-104.1 t/s ~0.7-0.9 (slow)
Q4 yes 323k 156-186 t/s ~1.3-1.5 (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 H200 run InternVL2-40B?โ–ถ

Yes. At Q4 it generates ~156-186 tok/s and fits up to 323k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~1.3-1.5 tok/s.

How much context fits?โ–ถ

At Q4, up to about 323k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.