// RUN โ€” FITS

Can the NVIDIA H200 run Phi-4-Multimodal?

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

Phi-4-Multimodal on the NVIDIA H200

QuantFits?Max contextSpeedBeyond context
FP16 yes 893k 312.9-372.9 t/s ~2.6-3.1 (slow)
Q8 yes 936k 625.7-745.7 t/s ~5.2-6.2 (slow)
Q4 yes 954k 1117.3-1331.6 t/s ~9.3-11.1 (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 Phi-4-Multimodal?โ–ถ

Yes. At Q4 it generates ~1117.3-1331.6 tok/s and fits up to 954k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~9.3-11.1 tok/s.

How much context fits?โ–ถ

At Q4, up to about 954k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.