// RUN โ€” FITS

Can the NVIDIA A100 SXM4 80GB run Surya?

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

Surya on the NVIDIA A100 SXM4 80GB

QuantFits?Max contextSpeedBeyond context
FP16 yes 1089k 2033.4-2423.4 t/s ~39.9-47.5 (slow)
Q8 yes 1095k 4066.9-4846.8 t/s ~79.8-95.1 (slow)
Q4 yes 1097k 7262.2-8655 t/s ~142.5-169.8 (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 Surya?โ–ถ

Yes. At Q4 it generates ~7262.2-8655 tok/s and fits up to 1097k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~142.5-169.8 tok/s.

How much context fits?โ–ถ

At Q4, up to about 1097k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.