// RUN โ€” FITS

Can the NVIDIA H100 SXM5 80GB run Pix2Struct-Large?

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

Pix2Struct-Large on the NVIDIA H100 SXM5 80GB

QuantFits?Max contextSpeedBeyond context
FP16 yes 1060k 940.6-1121 t/s ~11.2-13.4 (slow)
Q8 yes 1080k 1881.2-2241.9 t/s ~22.5-26.8 (slow)
Q4 yes 1089k 3359.2-4003.4 t/s ~40.1-47.8 (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 H100 SXM5 80GB run Pix2Struct-Large?โ–ถ

Yes. At Q4 it generates ~3359.2-4003.4 tok/s and fits up to 1089k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~40.1-47.8 tok/s.

How much context fits?โ–ถ

At Q4, up to about 1089k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.