// RUN โ€” FITS

Can the NVIDIA H100 PCIe 80GB run Qwen2.5-Coder (1.5B)?

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

Qwen2.5-Coder (1.5B) on the NVIDIA H100 PCIe 80GB

QuantFits?Max contextSpeedBeyond context
FP16 yes 1053k 474-564.9 t/s ~9.5-11.3 (slow)
Q8 yes 1077k 948.1-1129.9 t/s ~19-22.6 (slow)
Q4 yes 1087k 1692.9-2017.6 t/s ~33.9-40.4 (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 H100 PCIe 80GB run Qwen2.5-Coder (1.5B)?โ–ถ

Yes. At Q4 it generates ~1692.9-2017.6 tok/s and fits up to 1087k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~33.9-40.4 tok/s.

How much context fits?โ–ถ

At Q4, up to about 1087k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.