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sindy's Introduction

SINDY, SANDY, and ANDY

SINDY is a Scalable INclusion DependencY algorithm based on Apache Flink described in a BTW'15 paper. In contrast to the original algorithm in the publication, this repository contains derivatives of SINDY that support n-ary IND discovery and approximate/partial IND discovery.

Getting started

SINDY is written in Java 8 and can be built using Maven 3.*. Although SINDY is based on Apache Flink, you don't necessarily need a cluster to run it (but you can). Flink is included as a library and will still use core-parallelism on single machines.

There are basically three options to run SINDY:

  • You can integrate it as a library into your code (see the module sindy-core). Currently you can find the algorithms Sindy (n-ary IND discovery) and Sandy (unary partial IND discovery).
  • You can use SINDY as a Metanome algorithm (see the module sindy-metanome). Running Maven's package lifecycle phase, a Metanome algorithm jar file will be built. Note that Metanome currently does not support partial INDs.
  • You can run SINDY together with the Metadata Management System for further analysis of the discovered INDs (see the module sindy-mdms). Running Maven's package lifecycle phase, a small distribution for the algorithm will be built. Note that currently, MDMS does not support partial INDs, either.

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