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[SPARK-7160][SQL] Support converting DataFrames to typed RDDs. #5713
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@@ -24,12 +24,14 @@ import java.util.{Map => JavaMap} | |
import javax.annotation.Nullable | ||
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import scala.language.existentials | ||
import scala.reflect.ClassTag | ||
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import org.apache.spark.sql.Row | ||
import org.apache.spark.sql.catalyst.expressions._ | ||
import org.apache.spark.sql.catalyst.util.DateTimeUtils | ||
import org.apache.spark.sql.types._ | ||
import org.apache.spark.unsafe.types.UTF8String | ||
import org.apache.spark.util.Utils | ||
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/** | ||
* Functions to convert Scala types to Catalyst types and vice versa. | ||
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@@ -39,6 +41,8 @@ object CatalystTypeConverters { | |
// Since the map values can be mutable, we explicitly import scala.collection.Map at here. | ||
import scala.collection.Map | ||
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lazy val universe = ScalaReflection.universe | ||
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private def isPrimitive(dataType: DataType): Boolean = { | ||
dataType match { | ||
case BooleanType => true | ||
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@@ -454,4 +458,166 @@ object CatalystTypeConverters { | |
def convertToScala(catalystValue: Any, dataType: DataType): Any = { | ||
createToScalaConverter(dataType)(catalystValue) | ||
} | ||
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/** | ||
* Like createToScalaConverter(DataType), creates a function that converts a Catalyst object to a | ||
* Scala object; however, in this case, the Scala object is an instance of a subtype of Product | ||
* (e.g. a case class). | ||
* | ||
* If the given Scala type is not compatible with the given structType, this method ultimately | ||
* throws a ClassCastException when the converter is invoked. | ||
* | ||
* Typical use case would be converting a collection of rows that have the same schema. You will | ||
* call this function once to get a converter, and apply it to every row. | ||
*/ | ||
private[sql] def createToProductConverter[T <: Product]( | ||
structType: StructType)(implicit classTag: ClassTag[T]): InternalRow => T = { | ||
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// Use ScalaReflectionLock, to avoid reflection thread safety issues in 2.10. | ||
// https://issues.scala-lang.org/browse/SI-6240 | ||
// http://docs.scala-lang.org/overviews/reflection/thread-safety.html | ||
ScalaReflectionLock.synchronized { createToProductConverter(classTag, structType) } | ||
} | ||
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private[sql] def createToProductConverter[T <: Product]( | ||
classTag: ClassTag[T], structType: StructType): InternalRow => T = { | ||
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import universe._ | ||
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val constructorMirror = { | ||
val mirror = runtimeMirror(Utils.getContextOrSparkClassLoader) | ||
val classSymbol = mirror.classSymbol(classTag.runtimeClass) | ||
val classMirror = mirror.reflectClass(classSymbol) | ||
val constructorSymbol = { | ||
// Adapted from ScalaReflection to find primary constructor. | ||
// https://issues.apache.org/jira/browse/SPARK-4791 | ||
val symbol = classSymbol.toType.declaration(nme.CONSTRUCTOR) | ||
if (symbol.isMethod) { | ||
symbol.asMethod | ||
} else { | ||
val candidateSymbol = | ||
symbol.asTerm.alternatives.find { s => s.isMethod && s.asMethod.isPrimaryConstructor } | ||
if (candidateSymbol.isDefined) { | ||
candidateSymbol.get.asMethod | ||
} else { | ||
throw new IllegalArgumentException(s"No primary constructor for ${symbol.name}") | ||
} | ||
} | ||
} | ||
classMirror.reflectConstructor(constructorSymbol) | ||
} | ||
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val params = constructorMirror.symbol.paramss.head.toSeq | ||
val paramTypes = params.map { _.asTerm.typeSignature } | ||
val fields = structType.fields | ||
val dataTypes = fields.map { _.dataType } | ||
val converters: Seq[Any => Any] = | ||
paramTypes.zip(dataTypes).map { case (pt, dt) => createToScalaConverter(pt, dt) } | ||
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(row: InternalRow) => if (row == null) { | ||
null.asInstanceOf[T] | ||
} else { | ||
val convertedArgs = | ||
converters.zip(row.toSeq(dataTypes)).map { case (converter, arg) => converter(arg) } | ||
try { | ||
constructorMirror.apply(convertedArgs: _*).asInstanceOf[T] | ||
} catch { | ||
case e: IllegalArgumentException => // argument type mismatch | ||
val message = | ||
s"""|Error constructing ${classTag.runtimeClass.getName}: ${e.getMessage}; | ||
|paramTypes: ${paramTypes}, dataTypes: ${dataTypes}, | ||
|convertedArgs: ${convertedArgs}""".stripMargin.replace("\n", " ") | ||
throw new ClassCastException(message) | ||
} | ||
} | ||
} | ||
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/** | ||
* Like createToScalaConverter(DataType), but with a Scala type hint. | ||
* | ||
* Please keep in sync with createToScalaConverter(DataType) and ScalaReflection.schemaFor[T]. | ||
*/ | ||
private[sql] def createToScalaConverter( | ||
universeType: universe.Type, dataType: DataType): Any => Any = { | ||
There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. Addressing feedback, this method has all the conversions, as requested. |
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import universe._ | ||
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(universeType, dataType) match { | ||
case (t, dt) if t <:< typeOf[Option[_]] => | ||
val TypeRef(_, _, Seq(elementType)) = t | ||
val converter: Any => Any = createToScalaConverter(elementType, dt) | ||
(catalystValue: Any) => Option(converter(catalystValue)) | ||
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case (t, udt: UserDefinedType[_]) => | ||
(catalystValue: Any) => if (catalystValue == null) null else udt.deserialize(catalystValue) | ||
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case (t, bt: BinaryType) => identity | ||
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case (t, at: ArrayType) if t <:< typeOf[Array[_]] => | ||
throw new UnsupportedOperationException("Array[_] is not supported; try using Seq instead.") | ||
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case (t, at: ArrayType) if t <:< typeOf[Seq[_]] => | ||
val TypeRef(_, _, Seq(elementType)) = t | ||
val converter: Any => Any = createToScalaConverter(elementType, at.elementType) | ||
(catalystValue: Any) => catalystValue match { | ||
case arrayData: ArrayData => arrayData.toArray[Any](at.elementType).map(converter).toSeq | ||
case o => o | ||
} | ||
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case (t, mt: MapType) if t <:< typeOf[Map[_, _]] => | ||
val TypeRef(_, _, Seq(keyType, valueType)) = t | ||
val keyConverter: Any => Any = createToScalaConverter(keyType, mt.keyType) | ||
val valueConverter: Any => Any = createToScalaConverter(valueType, mt.valueType) | ||
(catalystValue: Any) => catalystValue match { | ||
case mapData: MapData => | ||
val keys = mapData.keyArray().toArray[Any](mt.keyType) | ||
val values = mapData.valueArray().toArray[Any](mt.valueType) | ||
keys.map(keyConverter).zip(values.map(valueConverter)).toMap | ||
case o => o | ||
} | ||
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case (t, st: StructType) if t <:< typeOf[Product] => | ||
val className = t.erasure.typeSymbol.asClass.fullName | ||
val classTag = if (Utils.classIsLoadable(className)) { | ||
scala.reflect.ClassTag(Utils.classForName(className)) | ||
} else { | ||
throw new IllegalArgumentException(s"$className is not loadable") | ||
} | ||
createToProductConverter(classTag, st).asInstanceOf[Any => Any] | ||
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case (t, StringType) if t <:< typeOf[String] => | ||
(catalystValue: Any) => catalystValue match { | ||
case utf8: UTF8String => utf8.toString | ||
case o => o | ||
} | ||
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case (t, DateType) if t <:< typeOf[Date] => | ||
(catalystValue: Any) => catalystValue match { | ||
case i: Int => DateTimeUtils.toJavaDate(i) | ||
case o => o | ||
} | ||
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case (t, TimestampType) if t <:< typeOf[Timestamp] => | ||
(catalystValue: Any) => catalystValue match { | ||
case x: Long => DateTimeUtils.toJavaTimestamp(x) | ||
case o => o | ||
} | ||
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case (t, _: DecimalType) if t <:< typeOf[BigDecimal] => | ||
(catalystValue: Any) => catalystValue match { | ||
case d: Decimal => d.toBigDecimal | ||
case o => o | ||
} | ||
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case (t, _: DecimalType) if t <:< typeOf[java.math.BigDecimal] => | ||
(catalystValue: Any) => catalystValue match { | ||
case d: Decimal => d.toJavaBigDecimal | ||
case o => o | ||
} | ||
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// Pass non-string primitives through. (Strings are converted from UTF8Strings above.) | ||
// For everything else, hope for the best. | ||
case (t, o) => identity | ||
} | ||
} | ||
} |
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Addressing feedback, this error message provides more details when things go wrong calling the constructor.