// RUN โ€” FITS

Can the NVIDIA H200 run ANITA-NEXT 20B?

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

ANITA-NEXT 20B on the NVIDIA H200

QuantFits?Max contextSpeedBeyond context
FP16 yes 337k 87.6-104.4 t/s ~0.7-0.9 (slow)
Q8 yes 413k 175.2-208.8 t/s ~1.5-1.7 (slow)
Q4 yes 446k 312.9-372.9 t/s ~2.6-3.1 (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 ANITA-NEXT 20B?โ–ถ

Yes. At Q4 it generates ~312.9-372.9 tok/s and fits up to 446k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~2.6-3.1 tok/s.

How much context fits?โ–ถ

At Q4, up to about 446k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.