// RUN โ€” FITS

Can the NVIDIA RTX 6000 Ada 48GB run GLM-10B?

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

GLM-10B on the NVIDIA RTX 6000 Ada 48GB

QuantFits?Max contextSpeedBeyond context
FP16 yes 138k 35-41.8 t/s ~1.5-1.7 (slow)
Q8 yes 199k 70.1-83.5 t/s ~2.9-3.5 (slow)
Q4 yes 226k 125.1-149.1 t/s ~5.2-6.2 (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 GLM-10B?โ–ถ

Yes. At Q4 it generates ~125.1-149.1 tok/s and fits up to 226k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~5.2-6.2 tok/s.

How much context fits?โ–ถ

At Q4, up to about 226k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.