// RUN โ€” FITS

Can the NVIDIA GeForce RTX 2050 Mobile run ProBERTa?

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

ProBERTa on the NVIDIA GeForce RTX 2050 Mobile

QuantFits?Max contextSpeedBeyond context
FP16 yes 32k 929.1-1107.3 t/s ~331.8-395.5 (slow)
Q8 yes 33k 1858.2-2214.5 t/s ~663.6-790.9 (slow)
Q4 yes 33k 3318.2-3954.5 t/s ~1185.1-1412.3 (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 2050 Mobile run ProBERTa?โ–ถ

Yes. At Q4 it generates ~3318.2-3954.5 tok/s and fits up to 33k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~1185.1-1412.3 tok/s.

How much context fits?โ–ถ

At Q4, up to about 33k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.