// RUN โ€” FITS

Can the NVIDIA GeForce RTX 4070 Ti Super 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 4070 Ti Super

QuantFits?Max contextSpeedBeyond context
FP16 yes 178k 316.9-377.7 t/s ~18.9-22.5 (slow)
Q8 yes 190k 633.8-755.3 t/s ~37.7-45 (slow)
Q4 yes 195k 1131.8-1348.8 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 4070 Ti Super run GPT-2 (774M)?โ–ถ

Yes. At Q4 it generates ~1131.8-1348.8 tok/s and fits up to 195k 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 195k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.