// RUN โ€” FITS

Can the AMD Radeon RX 6800 XT run NeMO Megatron GPT 20B?

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

NeMO Megatron GPT 20B on the AMD Radeon RX 6800 XT

QuantFits?Max contextSpeedBeyond context
FP16 no โ€” โ€” โ€”
Q8 no โ€” โ€” โ€”
Q4 yes 8k 28.8-35.2 t/s ~2.3-2.8 (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 6800 XT run NeMO Megatron GPT 20B?โ–ถ

Yes. At Q4 it generates ~28.8-35.2 tok/s and fits up to 8k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~2.3-2.8 tok/s.

How much context fits?โ–ถ

At Q4, up to about 8k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.