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feat: grouping sets functionality #550
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This could also capture generic |
PostgreSQL has great docs on the feature: https://www.postgresql.org/docs/current/queries-table-expressions.html#QUERIES-GROUPING-SETS. I'm not entirely sure what the API should look like, but here are a few requirements and considerations for anyone who wants to work on this:
GROUP BY a, CUBE (b, c), GROUPING SETS ((d), (e)) which expands to GROUP BY GROUPING SETS (
(a, b, c, d), (a, b, c, e),
(a, b, d), (a, b, e),
(a, c, d), (a, c, e),
(a, d), (a, e)
) In my mind this rules out a method that exists only on t.group_by(...).cube() doesn't make a whole lot of sense unless we allow There are two viable approaches I see.
import ibis
t = ibis.table([
("a", "string"),
("b", "string"),
("c", "string"),
("d", "string"),
("money", "float64"),
])
t.group_by([
"a",
ibis.cube(("b", "c")),
ibis.grouping_sets([("d",), ("e",)])
]) I prefer this approach because it requires the least number of invasive changes and I believe will not require any hacks.
This is pretty tantalizing, and superficially seems to compose well until you start trying to ... compose these methods: # using t from the previous example, seems nice but see below
t.group_by("a").cube(("b", "c")).grouping_sets([("d",), ("e",)])
# equivalent except for column ordering
t.cube(("b", "c")).group_by("a").grouping_sets([("d",), ("e",)])
# t.cube would need to have a single object that tracks all the grouping set "things"
# to make sure it doesn't generate `GROUP BY` multiple times. Since |
Reopening this, as we'll probably want it for full TPC-DS support (#9447). |
Definite nice to have - was just looking for a way to do this today. :D |
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