// RUN โ€” FITS

Can the NVIDIA GeForce RTX 2050 Mobile run ULM-FiT?

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

ULM-FiT on the NVIDIA GeForce RTX 2050 Mobile

QuantFits?Max contextSpeedBeyond context
FP16 yes 20k 92.7-110.5 t/s ~33.1-39.5 (slow)
Q8 yes 27k 185.4-221 t/s ~66.2-78.9 (slow)
Q4 yes 29k 331.1-394.6 t/s ~118.2-140.9 (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 ULM-FiT?โ–ถ

Yes. At Q4 it generates ~331.1-394.6 tok/s and fits up to 29k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~118.2-140.9 tok/s.

How much context fits?โ–ถ

At Q4, up to about 29k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.