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ac-ft-prototype's Introduction

Adaptive Configuration of Fault Tolerance Strategies for Distributed Dataflow Jobs

  • this repository hosts the prototypical implementation of the proposed system

Prerequisites

  1. activate the virutal environment for encapsulated dependency management (e.g., on MacOs)

source venv/bin/activate

  1. install this project's dependencies

Note: they are only tested to work on Linux

pip3 install -r requirements.txt

Project Structure

  • Top-level directory layout
.
├── src                    # source code files 
├── test                   # tests for source code
  • Second-level directory layout
.
├── src                    # source code files 
│   ├── analysis          # source code for analysing the cluster trace
│   ├── clean         # source code for cleaning the cluster trace
│   └── model                # source code for training the model
└── ...

Tests

Python

pytest test/analysis
pytest test/clean

Scala

mvn test

Versions

Tool Version
Python 3.8.10
Scala 2.1.2
Maven 4.0.0
Spark & PySpark 3.1.2
Autosklearn 0.14.2

ac-ft-prototype's People

Contributors

felidsche avatar

Watchers

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