// RUN โ€” FITS

Can the NVIDIA H200 run Poro 34B?

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

Poro 34B on the NVIDIA H200

QuantFits?Max contextSpeedBeyond context
FP16 yes 228k 51.2-61.1 t/s ~0.4-0.5 (slow)
Q8 yes 359k 102.5-122.1 t/s ~0.9-1 (slow)
Q4 yes 416k 183-218 t/s ~1.5-1.8 (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 H200 run Poro 34B?โ–ถ

Yes. At Q4 it generates ~183-218 tok/s and fits up to 416k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~1.5-1.8 tok/s.

How much context fits?โ–ถ

At Q4, up to about 416k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.