// RUN โ€” FITS

Can the NVIDIA H200 run Typhoon 2.1 Gemma 12B?

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

Typhoon 2.1 Gemma 12B on the NVIDIA H200

QuantFits?Max contextSpeedBeyond context
FP16 yes 636k 146-174 t/s ~1.2-1.5 (slow)
Q8 yes 709k 292-348 t/s ~2.4-2.9 (slow)
Q4 yes 742k 521.4-621.4 t/s ~4.3-5.2 (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 Typhoon 2.1 Gemma 12B?โ–ถ

Yes. At Q4 it generates ~521.4-621.4 tok/s and fits up to 742k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~4.3-5.2 tok/s.

How much context fits?โ–ถ

At Q4, up to about 742k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.