// RUN โ€” FITS

Can the NVIDIA GeForce RTX 3090 run ULM-FiT?

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

ULM-FiT on the NVIDIA GeForce RTX 3090

QuantFits?Max contextSpeedBeyond context
FP16 yes 301k 774.7-923.3 t/s ~33.1-39.5 (slow)
Q8 yes 307k 1549.4-1846.5 t/s ~66.2-78.9 (slow)
Q4 yes 310k 2766.8-3297.4 t/s ~118.2-140.9 (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 run ULM-FiT?โ–ถ

Yes. At Q4 it generates ~2766.8-3297.4 tok/s and fits up to 310k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~118.2-140.9 tok/s.

How much context fits?โ–ถ

At Q4, up to about 310k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.