// RUN โ€” FITS

Can the NVIDIA H200 run XLNet?

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

XLNet on the NVIDIA H200

QuantFits?Max contextSpeedBeyond context
FP16 yes 1946k 5152.9-6141.2 t/s ~42.9-51.2 (slow)
Q8 yes 1951k 10305.9-12282.4 t/s ~85.9-102.4 (slow)
Q4 yes 1954k 18403.4-21932.8 t/s ~153.4-182.8 (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 XLNet?โ–ถ

Yes. At Q4 it generates ~18403.4-21932.8 tok/s and fits up to 1954k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~153.4-182.8 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.