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Self-managing Distributed Cache Management for Cost Optimization of Big Data Applications

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Agile-Ant

This repo contains the source code of Apache Spark 3.1.2 and the code for our Agile-Ant paper submission to VLDB 2024.

Organization

  • spark-3.1.2: source code of Agile-Ant and Spark (including our modifications to the Spark source files)
  • reproducibility: scripts for running the 21 applications using Agile-Ant along with the data and data generators.
  • DAGs: this directory contains the DAGs of the 21 applications we evaluated in the paper. The DAGs are generated using the SparkCAD[8] tool (https://github.com/dbis-ilm/SparkCAD). The applications visualized in these DAGs are run using the default caching decisions of the libraries we used (e.g. Spark MLlib, GraphFrames, etc).

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Self-managing Distributed Cache Management for Cost Optimization of Big Data Applications

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