Abstract Optical neural networks (ONNs) herald a new era in information and communication technologies and have implemented various intelligent applications. In an ONN. the activation function (AF) is a crucial component determining the network performances and on-chip AF devices are still in development. Here. https://www.roneverhart.com/Grace-Design-M801-MK2-High-Fidelity-p15168/