// RUN โ€” FITS

Can the NVIDIA H100 PCIe 80GB run data2vec (language)?

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

data2vec (language) on the NVIDIA H100 PCIe 80GB

QuantFits?Max contextSpeedBeyond context
FP16 yes 1079k 1035.3-1233.8 t/s ~20.7-24.7 (slow)
Q8 yes 1089k 2070.5-2467.6 t/s ~41.4-49.4 (slow)
Q4 yes 1094k 3697.4-4406.5 t/s ~73.9-88.1 (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 data2vec (language)?โ–ถ

Yes. At Q4 it generates ~3697.4-4406.5 tok/s and fits up to 1094k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~73.9-88.1 tok/s.

How much context fits?โ–ถ

At Q4, up to about 1094k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.