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Scala and Spark for Big Data Analytics
book

Scala and Spark for Big Data Analytics

by Sridhar Alla, Md. Rezaul Karim
July 2017
Intermediate to advanced
796 pages
18h 55m
English
Packt Publishing
Content preview from Scala and Spark for Big Data Analytics

Encoders

Spark 2.x supports a different way of defining schema for complex data types. First, let's look at a simple example.

Encoders must be imported using the import statement in order for you to use Encoders:

import org.apache.spark.sql.Encoders

Let's look at a simple example of defining a tuple as a data type to be used in the dataset APIs:

scala> Encoders.product[(Integer, String)].schema.printTreeStringroot |-- _1: integer (nullable = true) |-- _2: string (nullable = true)

The preceding code looks complicated to use all the time, so we can also define a case class for our need and then use it. We can define a case class Record with two fields-an Integer and a String:

scala> case class Record(i: Integer, s: String)defined class Record ...
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Publisher Resources

ISBN: 9781785280849