// RUN โ€” FITS

Can the NVIDIA GeForce RTX 4090 run SeaLLM-7B-v2?

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

SeaLLM-7B-v2 on the NVIDIA GeForce RTX 4090

QuantFits?Max contextSpeedBeyond context
FP16 yes 44k 49.9-59.4 t/s ~2-2.4 (slow)
Q8 yes 101k 99.7-118.8 t/s ~4-4.7 (slow)
Q4 yes 125k 178-212.2 t/s ~7.1-8.4 (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 SeaLLM-7B-v2?โ–ถ

Yes. At Q4 it generates ~178-212.2 tok/s and fits up to 125k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~7.1-8.4 tok/s.

How much context fits?โ–ถ

At Q4, up to about 125k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.