// RUN โ€” FITS

Can the NVIDIA GeForce RTX 4080 run ESM2-650M?

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

ESM2-650M on the NVIDIA GeForce RTX 4080

QuantFits?Max contextSpeedBeyond context
FP16 yes 182k 413.3-492.6 t/s ~22.5-26.8 (slow)
Q8 yes 192k 826.6-985.1 t/s ~44.9-53.5 (slow)
Q4 yes 196k 1476-1759.1 t/s ~80.2-95.6 (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 ESM2-650M?โ–ถ

Yes. At Q4 it generates ~1476-1759.1 tok/s and fits up to 196k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~80.2-95.6 tok/s.

How much context fits?โ–ถ

At Q4, up to about 196k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.