I am trying to create a StructType
inside another StructType
, but it only allows to add a StructField
. I can't find any method to add StructType
to it.
How to create StructType
schema for the below string representation?
struct<abc:struct<name:string>,pqr:struct<address:string>>
There's this hidden feature of Spark SQL to define a schema using so-called Schema DSL (i.e. without many round brackets and alike).
import org.apache.spark.sql.types._
val name = new StructType().add($"name".string)
scala> println(name.simpleString)
struct<name:string>
val address = new StructType().add($"address".string)
scala> println(address.simpleString)
struct<address:string>
val schema = new StructType().add("abc", name).add("pqr", address)
scala> println(schema.simpleString)
struct<abc:struct<name:string>,pqr:struct<address:string>>
scala> schema.simpleString == "struct<abc:struct<name:string>,pqr:struct<address:string>>"
res4: Boolean = true
scala> schema.printTreeString
root
|-- abc: struct (nullable = true)
| |-- name: string (nullable = true)
|-- pqr: struct (nullable = true)
| |-- address: string (nullable = true)
structField is a combination of a type and a name so you would do:
StructType(Seq(StructField("structName", StructType(Seq(StructField("name", StringType), StructField("address", StringType))))
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