// RUN โ€” FITS

Can the NVIDIA A100 PCIe 80GB run Infinity?

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

Infinity on the NVIDIA A100 PCIe 80GB

QuantFits?Max contextSpeedBeyond context
FP16 yes 1039k 353.1-420.9 t/s ~7.3-8.7 (slow)
Q8 yes 1070k 706.3-841.7 t/s ~14.6-17.4 (slow)
Q4 yes 1083k 1261.2-1503.1 t/s ~26.1-31.1 (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 PCIe 80GB run Infinity?โ–ถ

Yes. At Q4 it generates ~1261.2-1503.1 tok/s and fits up to 1083k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~26.1-31.1 tok/s.

How much context fits?โ–ถ

At Q4, up to about 1083k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.