// RUN โ€” FITS

Can the NVIDIA H200 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 H200

QuantFits?Max contextSpeedBeyond context
FP16 no โ€” โ€” โ€”
Q8 yes 178k 50.1-59.7 t/s ~0.4-0.5 (slow)
Q4 yes 272k 89.4-106.5 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 H200 run Llama 3.1-70B?โ–ถ

Yes. At Q4 it generates ~89.4-106.5 tok/s and fits up to 272k 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 272k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.