// RUN โ€” FITS

Can the NVIDIA GeForce RTX 3090 run EmbeddingGemma?

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

EmbeddingGemma on the NVIDIA GeForce RTX 3090

QuantFits?Max contextSpeedBeyond context
FP16 yes 305k 1109.2-1321.9 t/s ~47.4-56.5 (slow)
Q8 yes 309k 2218.4-2643.9 t/s ~94.8-113 (slow)
Q4 yes 311k 3961.5-4721.2 t/s ~169.3-201.8 (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 EmbeddingGemma?โ–ถ

Yes. At Q4 it generates ~3961.5-4721.2 tok/s and fits up to 311k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~169.3-201.8 tok/s.

How much context fits?โ–ถ

At Q4, up to about 311k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.