// RUN โ€” FITS

Can the NVIDIA GeForce RTX 2050 run Pythia-410m?

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

Pythia-410m on the NVIDIA GeForce RTX 2050

QuantFits?Max contextSpeedBeyond context
FP16 yes 64k 99.7-118.8 t/s ~8.9-10.6 (slow)
Q8 yes 70k 199.4-237.7 t/s ~17.8-21.2 (slow)
Q4 yes 73k 356.1-424.4 t/s ~31.8-37.9 (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 Pythia-410m?โ–ถ

Yes. At Q4 it generates ~356.1-424.4 tok/s and fits up to 73k context; beyond that it spills to SSD swap and slows to ~31.8-37.9 tok/s.

How much context fits?โ–ถ

At Q4, up to about 73k tokens stay in fast memory; longer context spills to SSD swap and throughput collapses.