// RUN โ€” FITS

Can the NVIDIA B200 run Pleias-RAG-350m?

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

Pleias-RAG-350m on the NVIDIA B200

QuantFits?Max contextSpeedBeyond context
FP16 yes 2662k 8342.9-9942.9 t/s ~41.7-49.7 (slow)
Q8 yes 2667k 16685.7-19885.7 t/s ~83.4-99.4 (slow)
Q4 yes 2669k 29795.9-35510.2 t/s ~149-177.6 (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 Pleias-RAG-350m?โ–ถ

Yes. At Q4 it generates ~29795.9-35510.2 tok/s and fits up to 2669k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~149-177.6 tok/s.

How much context fits?โ–ถ

At Q4, up to about 2669k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.