// RUN โ€” FITS

Can the NVIDIA H200 run RedPajama-INCITE-7B-Base?

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

RedPajama-INCITE-7B-Base on the NVIDIA H200

QuantFits?Max contextSpeedBeyond context
FP16 yes 873k 253.9-302.6 t/s ~2.1-2.5 (slow)
Q8 yes 926k 507.8-605.2 t/s ~4.2-5 (slow)
Q4 yes 949k 906.8-1080.7 t/s ~7.6-9 (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 RedPajama-INCITE-7B-Base?โ–ถ

Yes. At Q4 it generates ~906.8-1080.7 tok/s and fits up to 949k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~7.6-9 tok/s.

How much context fits?โ–ถ

At Q4, up to about 949k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.