NimAI

npu-bench and Laya on NPU

Tokens-per-second-per-watt benchmarking and a custom single-kernel matrix engine for AMD XDNA2 NPUs on Linux.

ResearchResearch

Intention

Tokens-per-second-per-watt benchmarking and a custom single-kernel matrix engine for AMD XDNA2 NPUs on Linux.

What exists today

Working code and measured results on one laptop, with a priority-queue benchmarking daemon.

Technical approach

Custom IRON kernels and a measurement harness that records power alongside throughput.

Evidence and known limitations

  • Not yet public. Numbers will be published with exact conditions or not at all.
  • One machine, one chip generation.