// RUN โ€” FITS

Can the NVIDIA A100 SXM4 80GB run CodeT5+?

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

CodeT5+ on the NVIDIA A100 SXM4 80GB

QuantFits?Max contextSpeedBeyond context
FP16 yes 153k 46.5-55.4 t/s ~0.9-1.1 (slow)
Q8 yes 214k 93-110.9 t/s ~1.8-2.2 (slow)
Q4 yes 241k 166.1-198 t/s ~3.3-3.9 (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 CodeT5+?โ–ถ

Yes. At Q4 it generates ~166.1-198 tok/s and fits up to 241k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~3.3-3.9 tok/s.

How much context fits?โ–ถ

At Q4, up to about 241k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.