// RUN โ€” FITS

Can the NVIDIA GeForce RTX 5090 run GPT-2 (774M)?

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

GPT-2 (774M) on the NVIDIA GeForce RTX 5090

QuantFits?Max contextSpeedBeyond context
FP16 yes 403k 845.1-1007.1 t/s ~18.9-22.5 (slow)
Q8 yes 415k 1690.1-2014.3 t/s ~37.7-45 (slow)
Q4 yes 420k 3018.1-3596.9 t/s ~67.4-80.3 (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 GPT-2 (774M)?โ–ถ

Yes. At Q4 it generates ~3018.1-3596.9 tok/s and fits up to 420k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~67.4-80.3 tok/s.

How much context fits?โ–ถ

At Q4, up to about 420k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.