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NoisePage Pilot

This repository contains the pilot components for the NoisePage DBMS.

Quickstart

  1. Init all submodules git submodule update --init --recursive.
  2. Install necessary packages.
    • cd behavior/modeling/featurewiz && pip3 install --upgrade -r requirements.txt
    • pip3 install --upgrade -r requirements.txt
  3. List all the tasks.
    • doit list
  4. Select and run a doit task from the task list, e.g. doit action_recommendation. Task dependencies are executed automatically.

Background

  • Self-Driving DBMS = Workload Forecasting + Behavior Modeling + Action Planning.
    • Workload Forecasting: forecast folder.
    • Modeling: WIP.
    • Action Planning: action folder.
    • See 1, 2 for more details.

References

Footnotes

  1. Make Your Database System Dream of Electric Sheep: Towards Self-Driving Operation.

    @article{pavlo21,
author = {Pavlo, Andrew and Butrovich, Matthew and Ma, Lin and Lim, Wan Shen and Menon, Prashanth and Van Aken, Dana and Zhang, William},
title = {Make Your Database System Dream of Electric Sheep: Towards Self-Driving Operation},
journal = {Proc. {VLDB} Endow.},
volume = {14},
number = {12},
pages = {3211--3221},
year = {2021},
url = {https://db.cs.cmu.edu/papers/2021/p3211-pavlo.pdf},
}
    ↩

  2. https://15799.courses.cs.cmu.edu/spring2022/ ↩

noisepage-pilot's People

Contributors

17zhangw avatar lmwnshn avatar garrisonhess avatar mkpjnx avatar apavlo avatar timlee0119 avatar bluecat1024 avatar karthik-ramanathan-3006 avatar

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