// RUN โ€” FITS

Can the NVIDIA A100 SXM4 80GB run Ovis1.6-Gemma2-9B?

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

Ovis1.6-Gemma2-9B on the NVIDIA A100 SXM4 80GB

QuantFits?Max contextSpeedBeyond context
FP16 yes 316k 73-87 t/s ~1.4-1.7 (slow)
Q8 yes 378k 145.9-173.9 t/s ~2.9-3.4 (slow)
Q4 yes 405k 260.6-310.6 t/s ~5.1-6.1 (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 Ovis1.6-Gemma2-9B?โ–ถ

Yes. At Q4 it generates ~260.6-310.6 tok/s and fits up to 405k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~5.1-6.1 tok/s.

How much context fits?โ–ถ

At Q4, up to about 405k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.