// RUN โ€” FITS

Can the NVIDIA H100 SXM5 80GB run XGLM-7.5B?

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

XGLM-7.5B on the NVIDIA H100 SXM5 80GB

QuantFits?Max contextSpeedBeyond context
FP16 yes 436k 163-194.3 t/s ~1.9-2.3 (slow)
Q8 yes 493k 326.1-388.6 t/s ~3.9-4.6 (slow)
Q4 yes 518k 582.3-693.9 t/s ~7-8.3 (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 XGLM-7.5B?โ–ถ

Yes. At Q4 it generates ~582.3-693.9 tok/s and fits up to 518k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~7-8.3 tok/s.

How much context fits?โ–ถ

At Q4, up to about 518k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.