// RUN โ€” FITS

Can the AMD Radeon RX 9070 XT run Megatron-LM (355M)?

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

Megatron-LM (355M) on the AMD Radeon RX 9070 XT

QuantFits?Max contextSpeedBeyond context
FP16 yes 191k 571.4-698.4 t/s ~35.5-43.4 (slow)
Q8 yes 196k 1142.9-1396.8 t/s ~71-86.8 (slow)
Q4 yes 199k 2040.8-2494.4 t/s ~126.8-154.9 (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 9070 XT run Megatron-LM (355M)?โ–ถ

Yes. At Q4 it generates ~2040.8-2494.4 tok/s and fits up to 199k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~126.8-154.9 tok/s.

How much context fits?โ–ถ

At Q4, up to about 199k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.