// RUN โ€” FITS

Can the NVIDIA GeForce RTX 2050 Mobile run ALBERT-xxlarge?

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

ALBERT-xxlarge on the NVIDIA GeForce RTX 2050 Mobile

QuantFits?Max contextSpeedBeyond context
FP16 yes 26k 174-207.3 t/s ~62.1-74 (slow)
Q8 yes 30k 347.9-414.6 t/s ~124.3-148.1 (slow)
Q4 yes 31k 621.3-740.4 t/s ~221.9-264.4 (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 ALBERT-xxlarge?โ–ถ

Yes. At Q4 it generates ~621.3-740.4 tok/s and fits up to 31k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~221.9-264.4 tok/s.

How much context fits?โ–ถ

At Q4, up to about 31k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.