Github user rxin commented on a diff in the pull request:

    https://github.com/apache/spark/pull/10968#discussion_r51090555
  
    --- Diff: 
sql/core/src/main/scala/org/apache/spark/sql/DataFrameStatFunctions.scala ---
    @@ -374,21 +366,27 @@ final class DataFrameStatFunctions private[sql](df: 
DataFrame) {
         val singleCol = df.select(col)
         val colType = singleCol.schema.head.dataType
     
    -    require(
    -      colType == StringType || colType.isInstanceOf[IntegralType],
    -      s"Count-min Sketch only supports string type and integral types, " +
    -        s"and does not support type $colType."
    -    )
    +    val updater: (CountMinSketch, InternalRow) => Unit = colType match {
    +      // For string type, we can get bytes of our `UTF8String` directly, 
and call the `addBinary`
    +      // instead of `addString` to avoid unnecessary conversion.
    +      case StringType => (sketch, row) => 
sketch.addBinary(row.getUTF8String(0).getBytes)
    +      case ByteType => (sketch, row) => sketch.addLong(row.getByte(0))
    +      case ShortType => (sketch, row) => sketch.addLong(row.getShort(0))
    +      case IntegerType => (sketch, row) => sketch.addLong(row.getInt(0))
    +      case LongType => (sketch, row) => sketch.addLong(row.getLong(0))
    +      case _ =>
    +        throw new IllegalArgumentException(
    +          s"Count-min Sketch only supports string type and integral types, 
" +
    +            s"and does not support type $colType."
    +        )
    +    }
     
    -    singleCol.rdd.aggregate(zero)(
    -      (sketch: CountMinSketch, row: Row) => {
    -        sketch.add(row.get(0))
    +    singleCol.queryExecution.toRdd.aggregate(zero)(
    +      (sketch: CountMinSketch, row: InternalRow) => {
    +        updater(sketch, row)
             sketch
           },
    -
    -      (sketch1: CountMinSketch, sketch2: CountMinSketch) => {
    -        sketch1.mergeInPlace(sketch2)
    -      }
    +      _ mergeInPlace _
    --- End diff --
    
    no infix notation


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