// RUN โ€” FITS

Can the NVIDIA GeForce RTX 2050 run ALBERT?

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

ALBERT on the NVIDIA GeForce RTX 2050

QuantFits?Max contextSpeedBeyond context
FP16 yes 76k 2271.1-2706.7 t/s ~202.8-241.7 (slow)
Q8 yes 76k 4542.2-5413.3 t/s ~405.6-483.3 (slow)
Q4 yes 76k 8111.1-9666.7 t/s ~724.2-863.1 (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 ALBERT?โ–ถ

Yes. At Q4 it generates ~8111.1-9666.7 tok/s and fits up to 76k context; beyond that it spills to SSD swap and slows to ~724.2-863.1 tok/s.

How much context fits?โ–ถ

At Q4, up to about 76k tokens stay in fast memory; longer context spills to SSD swap and throughput collapses.