// RUN โ€” FITS

Can the NVIDIA H100 SXM5 80GB run BART-large?

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

BART-large on the NVIDIA H100 SXM5 80GB

QuantFits?Max contextSpeedBeyond context
FP16 yes 1088k 3009.5-3586.7 t/s ~35.9-42.8 (slow)
Q8 yes 1094k 6019.1-7173.4 t/s ~71.9-85.7 (slow)
Q4 yes 1097k 10748.4-12809.7 t/s ~128.3-153 (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 BART-large?โ–ถ

Yes. At Q4 it generates ~10748.4-12809.7 tok/s and fits up to 1097k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~128.3-153 tok/s.

How much context fits?โ–ถ

At Q4, up to about 1097k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.