// RUN โ€” FITS

Can the NVIDIA A100 PCIe 80GB run Gemma 7B?

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

Gemma 7B on the NVIDIA A100 PCIe 80GB

QuantFits?Max contextSpeedBeyond context
FP16 yes 420k 82.7-98.6 t/s ~1.7-2 (slow)
Q8 yes 485k 165.4-197.2 t/s ~3.4-4.1 (slow)
Q4 yes 514k 295.4-352.1 t/s ~6.1-7.3 (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 PCIe 80GB run Gemma 7B?โ–ถ

Yes. At Q4 it generates ~295.4-352.1 tok/s and fits up to 514k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~6.1-7.3 tok/s.

How much context fits?โ–ถ

At Q4, up to about 514k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.