// RUN โ€” FITS

Can the NVIDIA GeForce RTX 2050 run PepMLM?

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

PepMLM on the NVIDIA GeForce RTX 2050

QuantFits?Max contextSpeedBeyond context
FP16 no โ€” โ€” โ€”
Q8 yes 31k 27.3-32.5 t/s ~2.4-2.9 (slow)
Q4 yes 51k 48.7-58 t/s ~4.3-5.2 (slow)

Estimate (memory-bound). Beyond "max context" the KV cache spills to SSD swap and speed drops to the "beyond" figure.

FAQ

Can the NVIDIA GeForce RTX 2050 run PepMLM?โ–ถ

Yes. At Q4 it generates ~48.7-58 tok/s and fits up to 51k context; beyond that it spills to SSD swap and slows to ~4.3-5.2 tok/s.

How much context fits?โ–ถ

At Q4, up to about 51k tokens stay in fast memory; longer context spills to SSD swap and throughput collapses.