WinkerDu opened a new pull request, #2405:
URL: https://github.com/apache/arrow-datafusion/pull/2405

   # Which issue does this PR close?
   
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   Closes #2404 .
   
    # Rationale for this change
   <!--
    Why are you proposing this change? If this is already explained clearly in 
the issue then this section is not needed.
    Explaining clearly why changes are proposed helps reviewers understand your 
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   For now, DataFusion hasn't support `sum(distinct)` yet. Though optimizer 
`SingleDistinctToGroupBy` (#1315) supports single distinct usage, there are 
more SQL scenes have not been covered.
   For example,  run the following unit test,
   ```
   #[tokio::test]
   async fn query_sum_distinct() -> Result<()> {
       let schema = Arc::new(Schema::new(vec![
           Field::new("c1", DataType::Int64, true),
           Field::new("c2", DataType::Int64, true),
       ]));
   
       let data = RecordBatch::try_new(
           schema.clone(),
           vec![
               Arc::new(Int64Array::from(vec![
                   Some(0),
                   Some(1),
                   None,
                   Some(3),
                   Some(3),
               ])),
               Arc::new(Int64Array::from(vec![
                   None,
                   Some(1),
                   Some(1),
                   Some(2),
                   Some(2),
               ])),
           ],
       )?;
   
       let table = MemTable::try_new(schema, vec![vec![data]])?;
       let ctx = SessionContext::new();
       ctx.register_table("test", Arc::new(table))?;
   
       let sql = "SELECT AVG(c1), SUM(DISTINCT c2) FROM test";
       let actual = execute_to_batches(&ctx, sql).await;
       Ok(())
   }
   ```
   then error raises like
   ```
   NotImplemented(\"SUM(DISTINCT) aggregations are not available\") at Creating 
physical plan for 'SELECT AVG(c1), SUM(DISTINCT c2) FROM test': Projection: 
#AVG(test.c1), #SUM(DISTINCT test.c2)\n  Aggregate: groupBy=[[]], 
aggr=[[AVG(#test.c1), SUM(DISTINCT #test.c2)]]\n    TableScan: test 
projection=Some([0, 1])
   ```
   
   # What changes are included in this PR?
   <!--
   There is no need to duplicate the description in the issue here but it is 
sometimes worth providing a summary of the individual changes in this PR.
   -->
   Introduces `expressions::DistinctSum` into DF
   - Maintains a `HashSet` to record unique numeric list, update `HashSet` when 
new item input.
   - Aggregate state stores in `ScalarValue::List`, which Built from `HashSet`.
   - During Final aggregate, evaluate `DistinctSum` by computing sum from 
numeric stored in `HashSet`
   
   # Are there any user-facing changes?
   <!--
   If there are user-facing changes then we may require documentation to be 
updated before approving the PR.
   -->
   No.
   
   <!--
   If there are any breaking changes to public APIs, please add the `api 
change` label.
   -->
   


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