// RUN โ€” FITS

Can the NVIDIA H200 run Gemma 3 270M?

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

Gemma 3 270M on the NVIDIA H200

QuantFits?Max contextSpeedBeyond context
FP16 yes 1948k 6488.9-7733.3 t/s ~54.1-64.4 (slow)
Q8 yes 1952k 12977.8-15466.7 t/s ~108.1-128.9 (slow)
Q4 yes 1954k 23174.6-27619 t/s ~193.1-230.2 (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 Gemma 3 270M?โ–ถ

Yes. At Q4 it generates ~23174.6-27619 tok/s and fits up to 1954k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~193.1-230.2 tok/s.

How much context fits?โ–ถ

At Q4, up to about 1954k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.