// RUN โ€” FITS

Can the NVIDIA H100 SXM5 80GB run GPT-1?

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

GPT-1 on the NVIDIA H100 SXM5 80GB

QuantFits?Max contextSpeedBeyond context
FP16 yes 1097k 10450.9-12455.1 t/s ~124.8-148.7 (slow)
Q8 yes 1098k 20901.7-24910.3 t/s ~249.6-297.4 (slow)
Q4 yes 1099k 37324.5-44482.6 t/s ~445.7-531.1 (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 H100 SXM5 80GB run GPT-1?โ–ถ

Yes. At Q4 it generates ~37324.5-44482.6 tok/s and fits up to 1099k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~445.7-531.1 tok/s.

How much context fits?โ–ถ

At Q4, up to about 1099k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.