// RUN โ€” FITS

Can the NVIDIA A100 SXM4 80GB run BiRNA-BERT?

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

BiRNA-BERT on the NVIDIA A100 SXM4 80GB

QuantFits?Max contextSpeedBeyond context
FP16 yes 1097k 6361-7580.9 t/s ~124.8-148.7 (slow)
Q8 yes 1098k 12722-15161.8 t/s ~249.6-297.4 (slow)
Q4 yes 1099k 22717.8-27074.6 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 A100 SXM4 80GB run BiRNA-BERT?โ–ถ

Yes. At Q4 it generates ~22717.8-27074.6 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.