Github user cloud-fan commented on a diff in the pull request:

    https://github.com/apache/spark/pull/9591#discussion_r44380218
  
    --- Diff: 
sql/core/src/test/java/test/org/apache/spark/sql/JavaDatasetSuite.java ---
    @@ -366,4 +368,52 @@ public void testNestedTupleEncoder() {
           context.createDataset(data3, encoder3);
         Assert.assertEquals(data3, ds3.collectAsList());
       }
    +
    +  @Test
    +  public void testTypedAggregation() {
    +    Encoder<Tuple2<String, Integer>> encoder = e.tuple(e.STRING(), 
e.INT());
    +    List<Tuple2<String, Integer>> data =
    +      Arrays.asList(tuple2("a", 1), tuple2("a", 2), tuple2("b", 3));
    +    Dataset<Tuple2<String, Integer>> ds = context.createDataset(data, 
encoder);
    +
    +    GroupedDataset<String, Tuple2<String, Integer>> grouped = ds.groupBy(
    +      new MapFunction<Tuple2<String, Integer>, String>() {
    +        @Override
    +        public String call(Tuple2<String, Integer> value) throws Exception 
{
    +          return value._1();
    +        }
    +      },
    +      e.STRING());
    +
    +    Dataset<Tuple2<String, Integer>> agged = grouped.agg(new 
IntSumOf().toColumn(e.INT(), e.INT()));
    +    Assert.assertEquals(Arrays.asList(tuple2("a", 3), tuple2("b", 3)), 
agged.collectAsList());
    +
    +    Dataset<Tuple4<String, Integer, Long, Long>> agged2 = grouped.agg(
    +      new IntSumOf().toColumn(e.INT(), e.INT()),
    +      (TypedColumn<Tuple2<String, Integer>, Long>) (Object) 
expr("sum(_2)").as(e.LONG()),
    +      (TypedColumn<Tuple2<String, Integer>, Long>) (Object) count("*"));
    --- End diff --
    
    java doesn't support contravariant in `TypedColumn`, which makes this typed 
aggregate API hard to use at java side.
    
    cc @marmbrus @rxin 


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