// RUN โ€” FITS

Can the AMD Radeon RX 6800 XT run ULM-FiT?

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

ULM-FiT on the AMD Radeon RX 6800 XT

QuantFits?Max contextSpeedBeyond context
FP16 yes 188k 365.7-447 t/s ~28.6-34.9 (slow)
Q8 yes 195k 731.4-894 t/s ~57.1-69.8 (slow)
Q4 yes 198k 1306.1-1596.4 t/s ~102-124.7 (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 6800 XT run ULM-FiT?โ–ถ

Yes. At Q4 it generates ~1306.1-1596.4 tok/s and fits up to 198k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~102-124.7 tok/s.

How much context fits?โ–ถ

At Q4, up to about 198k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.