// RUN โ€” FITS

Can the AMD Radeon RX 7900 XTX run Transformer local-attention (NesT-B)?

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

Transformer local-attention (NesT-B) on the AMD Radeon RX 7900 XTX

QuantFits?Max contextSpeedBeyond context
FP16 yes 311k 3356.3-4102.1 t/s ~139.8-170.9 (slow)
Q8 yes 313k 6712.5-8204.2 t/s ~279.7-341.8 (slow)
Q4 yes 313k 11986.7-14650.4 t/s ~499.4-610.4 (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 7900 XTX run Transformer local-attention (NesT-B)?โ–ถ

Yes. At Q4 it generates ~11986.7-14650.4 tok/s and fits up to 313k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~499.4-610.4 tok/s.

How much context fits?โ–ถ

At Q4, up to about 313k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.