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Scalding Sources

derfloh edited this page Apr 14, 2014 · 5 revisions

Scalding sources are how you get data into and out of your scalding jobs. There are several useful sources baked into the project and a few more in the scalding-commons repository. Here are a few basic ones to get you started:

  • To read a text file line-by-line, use TextLine(filename). For every line in filename, this source creates a tuple with two fields:

    • line contains the text in the given line
    • offset contains the byte offset of the given line within filename
  • To read or write a tab- or comma-separated values file, use Tsv or Csv.

    • When reading a Tsv or Csv, Scalding will choose field names based on the input file's headers.
    • When writing a Tsv or Csv, Scalding will write out headers with the field names.
  • To create a pipe from data in a Scala Iterable, use the IterableSource. For example, IterableSource(List(4,8,15,16,23,42), 'foo) will create a pipe with a field 'foo. IterableSource is especially useful for unit testing.

  • A NullSource is useful if you wish to create a pipe for only its side effects (e.g., printing out some debugging information). For example, although defining a pipe as Csv("foo.csv").debug without a sink will create a java.util.NoSuchElementException, adding a write to a NullSource will work fine: Csv("foo.csv").debug.write(NullSource).

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