// RUN โ€” FITS

Can the NVIDIA A100 SXM4 80GB run KoGPT?

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

KoGPT on the NVIDIA A100 SXM4 80GB

QuantFits?Max contextSpeedBeyond context
FP16 yes 456k 120.7-143.8 t/s ~2.4-2.8 (slow)
Q8 yes 503k 241.4-287.7 t/s ~4.7-5.6 (slow)
Q4 yes 524k 431-513.7 t/s ~8.5-10.1 (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 KoGPT?โ–ถ

Yes. At Q4 it generates ~431-513.7 tok/s and fits up to 524k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~8.5-10.1 tok/s.

How much context fits?โ–ถ

At Q4, up to about 524k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.