// RUN โ€” FITS

Can the NVIDIA GeForce RTX 4080 run gte-modernbert?

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

gte-modernbert on the NVIDIA GeForce RTX 4080

QuantFits?Max contextSpeedBeyond context
FP16 yes 197k 1803-2148.7 t/s ~98-116.8 (slow)
Q8 yes 199k 3605.9-4297.4 t/s ~196-233.6 (slow)
Q4 yes 200k 6439.1-7674 t/s ~350-417.1 (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 GeForce RTX 4080 run gte-modernbert?โ–ถ

Yes. At Q4 it generates ~6439.1-7674 tok/s and fits up to 200k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~350-417.1 tok/s.

How much context fits?โ–ถ

At Q4, up to about 200k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.