// RUN โ€” FITS

Can the AMD Radeon Pro W7900 48GB run TinyLlama-1.1B (3T token checkpoint)?

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

TinyLlama-1.1B (3T token checkpoint) on the AMD Radeon Pro W7900 48GB

QuantFits?Max contextSpeedBeyond context
FP16 yes 617k 247.4-302.4 t/s ~11.5-14 (slow)
Q8 yes 634k 494.8-604.8 t/s ~22.9-28 (slow)
Q4 yes 642k 883.6-1080 t/s ~40.9-50 (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 TinyLlama-1.1B (3T token checkpoint)?โ–ถ

Yes. At Q4 it generates ~883.6-1080 tok/s and fits up to 642k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~40.9-50 tok/s.

How much context fits?โ–ถ

At Q4, up to about 642k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.