// RUN โ€” FITS

Can the NVIDIA GeForce RTX 3090 run MSA Transformer?

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

MSA Transformer on the NVIDIA GeForce RTX 3090

QuantFits?Max contextSpeedBeyond context
FP16 yes 311k 3416.4-4071.6 t/s ~146-174 (slow)
Q8 yes 313k 6832.8-8143.2 t/s ~292-348 (slow)
Q4 yes 313k 12201.4-14541.4 t/s ~521.4-621.4 (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 3090 run MSA Transformer?โ–ถ

Yes. At Q4 it generates ~12201.4-14541.4 tok/s and fits up to 313k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~521.4-621.4 tok/s.

How much context fits?โ–ถ

At Q4, up to about 313k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.