// RUN โ€” FITS

Can the AMD Radeon Pro W7900 48GB run gte-modernbert?

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

gte-modernbert on the AMD Radeon Pro W7900 48GB

QuantFits?Max contextSpeedBeyond context
FP16 yes 646k 1826.6-2232.5 t/s ~84.6-103.4 (slow)
Q8 yes 649k 3653.2-4465 t/s ~169.1-206.7 (slow)
Q4 yes 650k 6523.5-7973.2 t/s ~302-369.1 (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 Pro W7900 48GB run gte-modernbert?โ–ถ

Yes. At Q4 it generates ~6523.5-7973.2 tok/s and fits up to 650k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~302-369.1 tok/s.

How much context fits?โ–ถ

At Q4, up to about 650k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.