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Influence-Based Provenance for Dataflow Applications with Taint Propagation (SoCC 2020)

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FineGrainedDataProvenance

Repository for the FlowDebug paper.

Some quick notes on building:

  • The current codebase contains code for running another provenance debugging tool, BigSift. If you do not need to run BigSift, you can exclude or remove the corresponding files/packages (src/main/examples/benchmarks/bigsift*).
  • The repository depends on spark and spark-sql. You can either provide your own (e.g. create a lib/ folder and place spark jars inside) or modify the build.sbt file to include those dependencies (which are currently commented out). Note that RoaringBitmap is explicitly included in build.sbt, so be sure to remove that dependency if manually including jars.
    • If using BigSift, you can add the bigsift spark build here instead.

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Influence-Based Provenance for Dataflow Applications with Taint Propagation (SoCC 2020)

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