// RUN โ€” FITS

Can the NVIDIA GeForce RTX 5090 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 5090

QuantFits?Max contextSpeedBeyond context
FP16 yes 418k 2545.1-3033.2 t/s ~56.8-67.7 (slow)
Q8 yes 422k 5090.1-6066.3 t/s ~113.6-135.4 (slow)
Q4 yes 424k 9089.5-10832.7 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 5090 run Transformer-XL (257M)?โ–ถ

Yes. At Q4 it generates ~9089.5-10832.7 tok/s and fits up to 424k 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 424k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.