ML-EXray MLsys'22 Code Release
Hang Qiu · Zenodo (CERN European Organization for Nuclear Research) · 2022
ML-EXray is an open-source research library for ML execution monitoring and debugging on edge devices. It provides visibility into layer-level details of the ML execution, and helps developers analyze and debug cloud-to-edge deployment issues. It includes a suite of instrumentation APIs for ML execution logging and an end-to-end deployment validation library. Users and app developers can catch complicated deployment issues just by writing a few lines of instrumentation and assertion code. For more details, please see our MLSys paper: https://arxiv.org/abs/2111.04779