// RUN โ€” FITS

Can the NVIDIA B200 run Pharia-1-LLM-7B?

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

Pharia-1-LLM-7B on the NVIDIA B200

QuantFits?Max contextSpeedBeyond context
FP16 yes 1229k 414.7-494.2 t/s ~2.1-2.5 (slow)
Q8 yes 1282k 829.4-988.4 t/s ~4.1-4.9 (slow)
Q4 yes 1306k 1481-1765 t/s ~7.4-8.8 (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 Pharia-1-LLM-7B?โ–ถ

Yes. At Q4 it generates ~1481-1765 tok/s and fits up to 1306k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~7.4-8.8 tok/s.

How much context fits?โ–ถ

At Q4, up to about 1306k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.