// RUN โ€” FITS

Can the NVIDIA H200 run BLOOM-176B?

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

BLOOM-176B on the NVIDIA H200

QuantFits?Max contextSpeedBeyond context
FP16 no โ€” โ€” โ€”
Q8 no โ€” โ€” โ€”
Q4 yes 56k 35.5-42.3 t/s ~0.3-0.4 (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 H200 run BLOOM-176B?โ–ถ

Yes. At Q4 it generates ~35.5-42.3 tok/s and fits up to 56k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~0.3-0.4 tok/s.

How much context fits?โ–ถ

At Q4, up to about 56k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.