// RUN โ€” FITS

Can the NVIDIA GeForce RTX 2050 run DeBERTaV3large?

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

DeBERTaV3large on the NVIDIA GeForce RTX 2050

QuantFits?Max contextSpeedBeyond context
FP16 yes 64k 97.8-116.6 t/s ~8.7-10.4 (slow)
Q8 yes 70k 195.6-233.1 t/s ~17.5-20.8 (slow)
Q4 yes 73k 349.3-416.3 t/s ~31.2-37.2 (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 DeBERTaV3large?โ–ถ

Yes. At Q4 it generates ~349.3-416.3 tok/s and fits up to 73k context; beyond that it spills to SSD swap and slows to ~31.2-37.2 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.