// RUN โ€” FITS

Can the NVIDIA A100 SXM4 80GB run ViT-Huge/14?

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

ViT-Huge/14 on the NVIDIA A100 SXM4 80GB

QuantFits?Max contextSpeedBeyond context
FP16 yes 1081k 1177.6-1403.4 t/s ~23.1-27.5 (slow)
Q8 yes 1091k 2355.2-2806.9 t/s ~46.2-55.1 (slow)
Q4 yes 1095k 4205.7-5012.2 t/s ~82.5-98.3 (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 A100 SXM4 80GB run ViT-Huge/14?โ–ถ

Yes. At Q4 it generates ~4205.7-5012.2 tok/s and fits up to 1095k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~82.5-98.3 tok/s.

How much context fits?โ–ถ

At Q4, up to about 1095k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.