// RUN โ€” FITS

Can the NVIDIA B200 run Code Llama-34B?

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

Code Llama-34B on the NVIDIA B200

QuantFits?Max contextSpeedBeyond context
FP16 yes 409k 85.9-102.4 t/s ~0.4-0.5 (slow)
Q8 yes 538k 171.8-204.7 t/s ~0.9-1 (slow)
Q4 yes 595k 306.7-365.5 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 Code Llama-34B?โ–ถ

Yes. At Q4 it generates ~306.7-365.5 tok/s and fits up to 595k 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 595k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.