// RUN โ€” FITS

Can the NVIDIA GeForce RTX 4070 Super run ProGen2-base?

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

ProGen2-base on the NVIDIA GeForce RTX 4070 Super

QuantFits?Max contextSpeedBeyond context
FP16 yes 122k 240.8-287 t/s ~19.1-22.8 (slow)
Q8 yes 134k 481.6-573.9 t/s ~38.2-45.5 (slow)
Q4 yes 139k 859.9-1024.9 t/s ~68.2-81.3 (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 Super run ProGen2-base?โ–ถ

Yes. At Q4 it generates ~859.9-1024.9 tok/s and fits up to 139k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~68.2-81.3 tok/s.

How much context fits?โ–ถ

At Q4, up to about 139k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.