// RUN โ€” FITS

Can the NVIDIA B200 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 B200

QuantFits?Max contextSpeedBeyond context
FP16 yes 1228k 413-492.2 t/s ~2.1-2.5 (slow)
Q8 yes 1282k 826-984.4 t/s ~4.1-4.9 (slow)
Q4 yes 1306k 1475-1757.9 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 B200 run BLOOM-7.1B?โ–ถ

Yes. At Q4 it generates ~1475-1757.9 tok/s and fits up to 1306k 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 1306k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.