This repository contains an implementation of KLR, a core language and elaborators for machine learning kernels. The goal of KLR is to define a common representation for kernel functions with a precise formal semantics along with translations from common kernel languages to the KLR core language. The initial focus of KLR is the Neuron Kernel Interface, and the Trainium hardware.