// RUN โ€” FITS

Can the NVIDIA RTX 6000 Ada 48GB run T5Gemma (Gemma 9B-9B)?

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

T5Gemma (Gemma 9B-9B) on the NVIDIA RTX 6000 Ada 48GB

QuantFits?Max contextSpeedBeyond context
FP16 yes 35k 21-25 t/s ~0.9-1 (slow)
Q8 yes 99k 42-50 t/s ~1.7-2.1 (slow)
Q4 yes 127k 74.9-89.3 t/s ~3.1-3.7 (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 NVIDIA RTX 6000 Ada 48GB run T5Gemma (Gemma 9B-9B)?โ–ถ

Yes. At Q4 it generates ~74.9-89.3 tok/s and fits up to 127k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~3.1-3.7 tok/s.

How much context fits?โ–ถ

At Q4, up to about 127k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.