case class CatalystExpressionBuilder(function: AnyRef) extends Logging with Product with Serializable
CatalystExpressionBuilder
This compiles a scala lambda expression into a catalyst expression.
Here are the high-level steps:
1) Use SerializedLambda and javaassist to get a reflection based interface to function
this is done in LambdaReflection
2) Obtain the Control Flow Graph (CFG) using the reflection interface obtained above.
3) Get catalyst Expressions based on the basic blocks BB obtained in the CFG
and simplify before replacing in the Spark Logical Plan.
- function
the original Scala UDF provided by the user
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def
compile(children: Seq[Expression], objref: Option[Expression] = None): Option[Expression]
compile: Entry point for CatalystExpressionBuilder.
compile: Entry point for CatalystExpressionBuilder.
With this function we:
1) Create a starting State, which ultimately is used to keep track of the locals, stack, condition, expression.
2) Pick out the head Basic Block (BB) from the Control Flow Graph (CFG) NOTE: that this picks the head element, and then recurses
3) Feed head BB to the start node
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