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clipper-parm

Note for AEC: In addition to the general description below, we provide instructions for running experiments in EXPERIMENTS.md

ParM

ParM is a prediction serving system that realizes erasure-coding-based resilience by employing parity models. ParM is built off of Clipper (forked at version 0.3.0).

Requirements

In addition to Clipper's software requirements, ParM additionally introduces dependencies on:

Repository structure

Most of the core changes are made in src. We make additional changes in clipper_admin to ease deployment on distributed settings.

  • run: Contains scripts for running experiments with ParM. Please see the documentation therein for information on building appropriate Docker containers, accessing relevant AWS resoureces, and running experiments.

Running ParM

Please see EXPERIMENTS for instructions on running ParM.