// RUN โ€” FITS

Can the NVIDIA GeForce RTX 4090 run ERNIE-4.5-21B-A3B?

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

ERNIE-4.5-21B-A3B on the NVIDIA GeForce RTX 4090

QuantFits?Max contextSpeedBeyond context
FP16 no โ€” โ€” โ€”
Q8 no โ€” โ€” โ€”
Q4 yes 34k 62.6-74.6 t/s ~2.5-3 (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 4090 run ERNIE-4.5-21B-A3B?โ–ถ

Yes. At Q4 it generates ~62.6-74.6 tok/s and fits up to 34k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~2.5-3 tok/s.

How much context fits?โ–ถ

At Q4, up to about 34k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.