// RUN โ€” FITS

Can the NVIDIA GeForce RTX 5090 run BLOOM-7.1B?

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

BLOOM-7.1B on the NVIDIA GeForce RTX 5090

QuantFits?Max contextSpeedBeyond context
FP16 yes 105k 92.5-110.3 t/s ~2.1-2.5 (slow)
Q8 yes 159k 185-220.5 t/s ~4.1-4.9 (slow)
Q4 yes 183k 330.4-393.8 t/s ~7.4-8.8 (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 5090 run BLOOM-7.1B?โ–ถ

Yes. At Q4 it generates ~330.4-393.8 tok/s and fits up to 183k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~7.4-8.8 tok/s.

How much context fits?โ–ถ

At Q4, up to about 183k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.