// RUN โ€” FITS

Can the NVIDIA GeForce RTX 3090 run BLOOM-560M?

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

BLOOM-560M on the NVIDIA GeForce RTX 3090

QuantFits?Max contextSpeedBeyond context
FP16 yes 297k 610.1-727.1 t/s ~26.1-31.1 (slow)
Q8 yes 305k 1220.1-1454.1 t/s ~52.1-62.1 (slow)
Q4 yes 309k 2178.8-2596.7 t/s ~93.1-111 (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 BLOOM-560M?โ–ถ

Yes. At Q4 it generates ~2178.8-2596.7 tok/s and fits up to 309k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~93.1-111 tok/s.

How much context fits?โ–ถ

At Q4, up to about 309k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.