// RUN โ€” FITS

Can the NVIDIA B200 run LLaVA-NeXT-34B (LLaVA-1.6)?

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

LLaVA-NeXT-34B (LLaVA-1.6) on the NVIDIA B200

QuantFits?Max contextSpeedBeyond context
FP16 yes 403k 84-100.1 t/s ~0.4-0.5 (slow)
Q8 yes 536k 168.1-200.3 t/s ~0.8-1 (slow)
Q4 yes 594k 300.1-357.7 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 B200 run LLaVA-NeXT-34B (LLaVA-1.6)?โ–ถ

Yes. At Q4 it generates ~300.1-357.7 tok/s and fits up to 594k 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 594k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.