// RUN โ€” FITS

Can the NVIDIA B200 run Llama 3.1-70B?

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

Llama 3.1-70B on the NVIDIA B200

QuantFits?Max contextSpeedBeyond context
FP16 yes 107k 41.7-49.7 t/s ~0.2-0.2 (slow)
Q8 yes 321k 83.4-99.4 t/s ~0.4-0.5 (slow)
Q4 yes 415k 149-177.6 t/s ~0.7-0.9 (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 Llama 3.1-70B?โ–ถ

Yes. At Q4 it generates ~149-177.6 tok/s and fits up to 415k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~0.7-0.9 tok/s.

How much context fits?โ–ถ

At Q4, up to about 415k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.