// RUN โ€” FITS

Can the NVIDIA B200 run BART-large?

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

BART-large on the NVIDIA B200

QuantFits?Max contextSpeedBeyond context
FP16 yes 2660k 7187-8565.3 t/s ~35.9-42.8 (slow)
Q8 yes 2666k 14373.9-17130.6 t/s ~71.9-85.7 (slow)
Q4 yes 2669k 25667.7-30590.3 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 B200 run BART-large?โ–ถ

Yes. At Q4 it generates ~25667.7-30590.3 tok/s and fits up to 2669k 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 2669k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.