// RUN โ€” FITS

Can the AMD Radeon RX 7900 XT run XLM-RoBERTa?

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

XLM-RoBERTa on the AMD Radeon RX 7900 XT

QuantFits?Max contextSpeedBeyond context
FP16 yes 241k 458.2-560 t/s ~22.9-28 (slow)
Q8 yes 249k 916.4-1120 t/s ~45.8-56 (slow)
Q4 yes 253k 1636.4-2000 t/s ~81.8-100 (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 XT run XLM-RoBERTa?โ–ถ

Yes. At Q4 it generates ~1636.4-2000 tok/s and fits up to 253k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~81.8-100 tok/s.

How much context fits?โ–ถ

At Q4, up to about 253k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.