// RUN โ€” FITS

Can the NVIDIA GeForce RTX 3090 Ti run Once for All?

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

Once for All on the NVIDIA GeForce RTX 3090 Ti

QuantFits?Max contextSpeedBeyond context
FP16 yes 314k 47781.8-56945.5 t/s ~1896.1-2259.7 (slow)
Q8 yes 314k 95563.6-113890.9 t/s ~3792.2-4519.5 (slow)
Q4 yes 314k 170649.4-203376.6 t/s ~6771.8-8070.5 (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 3090 Ti run Once for All?โ–ถ

Yes. At Q4 it generates ~170649.4-203376.6 tok/s and fits up to 314k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~6771.8-8070.5 tok/s.

How much context fits?โ–ถ

At Q4, up to about 314k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.