// RUN โ€” FITS

Can the NVIDIA GeForce RTX 3080 Ti run DistilProtBert?

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

DistilProtBert on the NVIDIA GeForce RTX 3080 Ti

QuantFits?Max contextSpeedBeyond context
FP16 yes 139k 1447.3-1724.9 t/s ~63.5-75.7 (slow)
Q8 yes 142k 2894.6-3449.7 t/s ~127-151.3 (slow)
Q4 yes 144k 5168.9-6160.2 t/s ~226.7-270.2 (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 GeForce RTX 3080 Ti run DistilProtBert?โ–ถ

Yes. At Q4 it generates ~5168.9-6160.2 tok/s and fits up to 144k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~226.7-270.2 tok/s.

How much context fits?โ–ถ

At Q4, up to about 144k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.