// RUN โ€” FITS

Can the NVIDIA H200 run GigaEmbeddings?

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

GigaEmbeddings on the NVIDIA H200

QuantFits?Max contextSpeedBeyond context
FP16 yes 1865k 584-696 t/s ~4.9-5.8 (slow)
Q8 yes 1911k 1168-1392 t/s ~9.7-11.6 (slow)
Q4 yes 1931k 2085.7-2485.7 t/s ~17.4-20.7 (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 H200 run GigaEmbeddings?โ–ถ

Yes. At Q4 it generates ~2085.7-2485.7 tok/s and fits up to 1931k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~17.4-20.7 tok/s.

How much context fits?โ–ถ

At Q4, up to about 1931k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.