siddjain commented on issue #19239:
URL: https://github.com/apache/beam/issues/19239#issuecomment-1159353731

   btw, I also tried converting the code into scala using spotify scio. The 
performance is identical to Java if anyone interested.
   
   Apache Beam SDK for Java 2.38.0
   
   <img width="285" alt="Screen Shot 2022-06-17 at 8 40 31 PM" 
src="https://user-images.githubusercontent.com/758321/174421548-c19ae167-47b0-459c-ab42-df4d9bf83a27.png";>
   
   scala code:
   
   ```
   @BigQueryType.fromQuery("SELECT weight_pounds FROM 
[bigquery-public-data:samples.natality]")
     class Row
   
     @BigQueryType.toTable
     case class Result(weight_pounds: Double)
   
     def pipeline(cmdlineArgs: Array[String]): ScioContext = {
       val (sc, args) = ContextAndArgs(cmdlineArgs)
   
       sc.typedBigQuery[Row]()
         .map(r => r.weight_pounds.getOrElse(0.0)) // return 0 if weight_pounds 
is None
         .top(100)     // select top 100. this returns a 
SCollection[Iterable[Double]]
         .flatMap(x => x)
         .map(x => Result(x))
         .saveAsTypedBigQueryTable(
           Table.Spec(args("output")),
           writeDisposition = WRITE_TRUNCATE,
           createDisposition = CREATE_IF_NEEDED
         )
   
       sc
     }
   ```
   


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