// RUN โ€” FITS

Can the NVIDIA GeForce RTX 4090 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 4090

QuantFits?Max contextSpeedBeyond context
FP16 yes 311k 3679.2-4384.8 t/s ~146-174 (slow)
Q8 yes 313k 7358.4-8769.6 t/s ~292-348 (slow)
Q4 yes 313k 13140-15660 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 4090 run MSA Transformer?โ–ถ

Yes. At Q4 it generates ~13140-15660 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.