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datapath.md
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dataset.md
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datastore.md
 
 
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readme.md

Data tracking

Data tracking is built on several abstractions:

  • DataStore

    A place for storing data. Could be a storage account, SQL database, HDFS filesystem, etc.

  • DataPath

    A thing stored in DataStore. Always has reference to DataStore, and some way to specify location within it, for example relative path. Could be file, folder, table in SQL database, etc.

  • Artifact

    Piece of data produced by run, has identifier (and can be stored in registry of artifacts) and DataPath.

  • DataSet

    Named and versioned data, with rich metadata (profile, schema, snapshots, etc.). Uses DataPath to point to actual data.