// RUN โ€” FITS

Can the NVIDIA A100 PCIe 80GB run VILA-13B?

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

VILA-13B on the NVIDIA A100 PCIe 80GB

QuantFits?Max contextSpeedBeyond context
FP16 yes 277k 52.9-63 t/s ~1.1-1.3 (slow)
Q8 yes 359k 105.8-126.1 t/s ~2.2-2.6 (slow)
Q4 yes 394k 188.9-225.2 t/s ~3.9-4.7 (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 PCIe 80GB run VILA-13B?โ–ถ

Yes. At Q4 it generates ~188.9-225.2 tok/s and fits up to 394k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~3.9-4.7 tok/s.

How much context fits?โ–ถ

At Q4, up to about 394k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.