// RUN โ€” FITS

Can the NVIDIA GeForce RTX 4090 run CodeT5-large?

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

CodeT5-large on the NVIDIA GeForce RTX 4090

QuantFits?Max contextSpeedBeyond context
FP16 yes 291k 477.8-569.5 t/s ~19-22.6 (slow)
Q8 yes 302k 955.6-1138.9 t/s ~37.9-45.2 (slow)
Q4 yes 307k 1706.5-2033.8 t/s ~67.7-80.7 (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 CodeT5-large?โ–ถ

Yes. At Q4 it generates ~1706.5-2033.8 tok/s and fits up to 307k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~67.7-80.7 tok/s.

How much context fits?โ–ถ

At Q4, up to about 307k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.