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  1. Pig
  2. PIG-1722

PiggyBank AllLoader - Load multiple file formats in one load statement

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Details

    • New Feature
    • Status: Closed
    • Minor
    • Resolution: Fixed
    • None
    • 0.9.0
    • None
    • None

    Description

      This gives the ability to point one loader at a directory and have multiple formats loaded and used in the same query

      ----- Overview -----

      Lets say we have a directory with files:
      /logs/myfile.lzo
      /logs/myfile.rc
      /logs/myfile.bz2
      /logs/myfile.gz

      To load these currently requires multiple loaders, load statements in pig and then have the query perform a union on these.

      With this Loader the query becomes:
      a = LOAD '/logs/' USING org.apache.pig.piggybank.storage.AllLoader();

      The AllLoader will use the mapping property in the $PIG_HOME/conf/pig.properties

      file.extension.loaders that can be setup as:

      file.extension.loaders=gz:org.apache.pig.builtin.PigStorage(),bz2:org.apache.pig.builtin.PigStorage(),lzo:com.twitter.elephantbird.pig.load.LzoTextLoader(), rc:org.apache.pig.piggybank.storage.HiveColumnarLoader()

      The formats of this property is:

      -> [file extension]:[loader func spec]
      -> [file-extension]:[optional path tag]:[loader func spec]
      -> [file-extension]:[optional path tag]:[sequence file key value writer class name]:[loader func spec]

      ----- File path tagging: -----

      Loaders can also be chosen based on folder names in the file path:
      e.g.
      file.extension.loaders:gz:type1:Type1Loader(), gz:type2:Type2Loader()

      So that if you have /logs/type1/mylog and /logs/type2/mylog
      doing : a = LOAD '/logs/' USING org.apache.pig.piggybank.storage.AllLoader(); will use Type1Loader for mylog in /logs/type1 and Type2Loader for mylog in /logs/type2

      ----- File content guessing: -----

      If the files do not have extensions the AllLoader will try to guess the type of file by looking at the first three bytes mapping the following bytes to each extension:

      [ -119, 76, 90 ] = lzo
      [ 31, -117, 8 ] = gz
      [ 66, 90, 104 ] = bz2
      [ 83, 69, 81 ] = seq

      ----- Loader selection based on sequence file writer class -----

      Loaders can be configured to be selected based on the getKeyClassName of the Sequence File.
      e.g.
      file.extension.loaders:seq::org.apache.hadoop.hive.ql.io.RCFile:HiveColumnarLoader
      will use the HiveColumnarLoader loader for all sequence files that have been written with org.apache.hadoop.hive.ql.io.RCFile as the KeyClassName.

      All $ extensions are removed from the getKeyClassName's return value.

      ----- Path Partition Handling -----

      Hive style partitioning is supported in the Loader itself so that if you have /logs/type=1 /logs/type=2 /logs/type=3
      The partition columns will be recougnised as "type" and filtering can be done like type<=2 etc.

      For this current implementation filtering expressions should be passed into the AllLoader's constructor e.g.

      a = LOAD '/logs/' USING org.apache.pig.piggybank.storage.AllLoader('type<=2'); will load only files that are in /logs/type=1 and /logs/type=2

      Attachments

        1. PIG-1722.patch
          58 kB
          Gerrit Jansen van Vuuren

        Activity

          People

            gerritjvv Gerrit Jansen van Vuuren
            gerritjvv Gerrit Jansen van Vuuren
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            Dates

              Created:
              Updated:
              Resolved: