// RUN โ€” FITS

Can the NVIDIA A100 PCIe 80GB run GLM-10B-unidirectional?

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

GLM-10B-unidirectional on the NVIDIA A100 PCIe 80GB

QuantFits?Max contextSpeedBeyond context
FP16 yes 318k 70.6-84.2 t/s ~1.5-1.7 (slow)
Q8 yes 379k 141.3-168.3 t/s ~2.9-3.5 (slow)
Q4 yes 406k 252.2-300.6 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 A100 PCIe 80GB run GLM-10B-unidirectional?โ–ถ

Yes. At Q4 it generates ~252.2-300.6 tok/s and fits up to 406k 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 406k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.