Published February 11, 2022 | Version v2
Conference paper Open

ML-EXray MLsys'22 Code Release

Creators

  • 1. Stanford University

Description

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

Files

ML-EXray.zip

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