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Description
Background
Every expression in DataFusion has a name, which is used as the column name. For example, in this example the output contains a single column with the name "COUNT(aggregate_test_100.c9)":
❯ select count(c9) from aggregate_test_100;
+------------------------------+
| COUNT(aggregate_test_100.c9) |
+------------------------------+
| 100 |
+------------------------------+These names are used to refer to the columns in both subqueries as well as internally from one stage of the LogicalPlan to another. For example
❯ select "COUNT(aggregate_test_100.c9)" + 1 from (select count(c9) from aggregate_test_100) as sq;
+--------------------------------------------+
| sq.COUNT(aggregate_test_100.c9) + Int64(1) |
+--------------------------------------------+
| 101 |
+--------------------------------------------+
1 row in set. Query took 0.005 seconds.
Implication
DataFusion contains an extensive set of OptimizerRules that may rewrite the plan and/or its expressions so they execute more quickly. However, the optimizer rules must so
Because DataFusion identifies columns using a string name, it means it is critical that the names of expressions are not changed by the optimizer when it rewrites expressions. This is typically accomplished by renaming a rewritten expression by adding an alias.
Here is a simple example of such a rewrite. The expression 1 + 2 can be internally simplified to 3 but must still be displayed the same as 1 + 2:
❯ select 1 + 2;
+---------------------+
| Int64(1) + Int64(2) |
+---------------------+
| 3 |
+---------------------+Looking at the EXPLAIN output we can see that the optimizer has effectively rewritten 1 + 2 into effectively 3 as "1 + 2":
❯ explain select 1 + 2;
+---------------+-------------------------------------------------+
| plan_type | plan |
+---------------+-------------------------------------------------+
| logical_plan | Projection: Int64(3) AS Int64(1) + Int64(2) |
| | EmptyRelation |
| physical_plan | ProjectionExec: expr=[3 as Int64(1) + Int64(2)] |
| | EmptyExec: produce_one_row=true |
| | |
+---------------+-------------------------------------------------+
2 rows in set. Query took 0.001 seconds.If the expression name is not preserved, bugs such as #3704 and #3555 occur where the expected columns can not be found.
Problems
There are at least three places that we have rediscovered the issue of names changing when rewriting expressions such as #3704, #3555 and https://github.com/apache/arrow-datafusion/blob/master/datafusion/optimizer/src/simplify_expressions.rs#L316
I tried to consolidate this learning into #3727 but , as @liukun4515 has pointed out #3727 (comment) , there are likely several other places that have similar bugs lurking