// RUN โ€” FITS

Can the NVIDIA GeForce RTX 2050 Mobile run Transformer-XL (257M)?

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

Transformer-XL (257M) on the NVIDIA GeForce RTX 2050 Mobile

QuantFits?Max contextSpeedBeyond context
FP16 yes 25k 159.1-189.6 t/s ~56.8-67.7 (slow)
Q8 yes 29k 318.1-379.1 t/s ~113.6-135.4 (slow)
Q4 yes 31k 568.1-677 t/s ~202.9-241.8 (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 Transformer-XL (257M)?โ–ถ

Yes. At Q4 it generates ~568.1-677 tok/s and fits up to 31k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~202.9-241.8 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.