// RUN โ€” FITS

Can the NVIDIA H100 PCIe 80GB run RWKV-4 World (7B)?

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

RWKV-4 World (7B) on the NVIDIA H100 PCIe 80GB

QuantFits?Max contextSpeedBeyond context
FP16 yes 437k 98.7-117.7 t/s ~2-2.4 (slow)
Q8 yes 494k 197.5-235.4 t/s ~3.9-4.7 (slow)
Q4 yes 518k 352.7-420.3 t/s ~7.1-8.4 (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 RWKV-4 World (7B)?โ–ถ

Yes. At Q4 it generates ~352.7-420.3 tok/s and fits up to 518k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~7.1-8.4 tok/s.

How much context fits?โ–ถ

At Q4, up to about 518k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.