mgaido91 commented on issue #24636: [SPARK-27684][SQL] Avoid conversion overhead for primitive types URL: https://github.com/apache/spark/pull/24636#issuecomment-494319192 Thanks for you comment @kiszk . I added the warm-up, and the result is barely the same. Here is the code: ``` test("SPARK-27684: perf evaluation") { val intLongUdf = ScalaUDF( (a: Int, b: Long) => a + b, LongType, Literal(1) :: Literal(1L) :: Nil, true :: true :: Nil, nullable = false) val plan = generateProject( MutableProjection.create(Alias(intLongUdf, s"udf")() :: Nil), intLongUdf) plan.initialize(0) var i = 0 val N = 100000000 while(i < 1000) { plan(EmptyRow).get(0, intLongUdf.dataType) plan(EmptyRow).get(0, intLongUdf.dataType) plan(EmptyRow).get(0, intLongUdf.dataType) plan(EmptyRow).get(0, intLongUdf.dataType) plan(EmptyRow).get(0, intLongUdf.dataType) plan(EmptyRow).get(0, intLongUdf.dataType) plan(EmptyRow).get(0, intLongUdf.dataType) plan(EmptyRow).get(0, intLongUdf.dataType) plan(EmptyRow).get(0, intLongUdf.dataType) plan(EmptyRow).get(0, intLongUdf.dataType) i += 1 } i = 0 val t0 = System.nanoTime() while(i < N) { plan(EmptyRow).get(0, intLongUdf.dataType) plan(EmptyRow).get(0, intLongUdf.dataType) plan(EmptyRow).get(0, intLongUdf.dataType) plan(EmptyRow).get(0, intLongUdf.dataType) plan(EmptyRow).get(0, intLongUdf.dataType) plan(EmptyRow).get(0, intLongUdf.dataType) plan(EmptyRow).get(0, intLongUdf.dataType) plan(EmptyRow).get(0, intLongUdf.dataType) plan(EmptyRow).get(0, intLongUdf.dataType) plan(EmptyRow).get(0, intLongUdf.dataType) i += 1 } val t1 = System.nanoTime() println(s"Avg time: ${(t1 - t0).toDouble / N} ns") } ``` and the results are: ``` Old Avg time: 49.58303799 ns New Avg time: 12.66588096 ns ``` Any more comments/concerns?
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