// RUN โ€” FITS

Can the AMD Radeon RX 6900 XT 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 AMD Radeon RX 6900 XT

QuantFits?Max contextSpeedBeyond context
FP16 no โ€” โ€” โ€”
Q8 yes 48k 46.7-57.1 t/s ~3.7-4.5 (slow)
Q4 yes 71k 83.5-102 t/s ~6.5-8 (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 AMD Radeon RX 6900 XT run RedPajama-INCITE-7B-Base?โ–ถ

Yes. At Q4 it generates ~83.5-102 tok/s and fits up to 71k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~6.5-8 tok/s.

How much context fits?โ–ถ

At Q4, up to about 71k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.