// RUN โ€” FITS

Can the NVIDIA GeForce RTX 5070 run GPT-2 (1.5B)?

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

GPT-2 (1.5B) on the NVIDIA GeForce RTX 5070

QuantFits?Max contextSpeedBeyond context
FP16 yes 100k 163.5-194.9 t/s ~9.7-11.6 (slow)
Q8 yes 123k 327-389.8 t/s ~19.5-23.2 (slow)
Q4 yes 133k 584-696 t/s ~34.8-41.4 (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 5070 run GPT-2 (1.5B)?โ–ถ

Yes. At Q4 it generates ~584-696 tok/s and fits up to 133k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~34.8-41.4 tok/s.

How much context fits?โ–ถ

At Q4, up to about 133k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.