WweiL commented on code in PR #38503:
URL: https://github.com/apache/spark/pull/38503#discussion_r1021870148
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sql/core/src/test/scala/org/apache/spark/sql/streaming/StreamingDeduplicationSuite.scala:
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@@ -190,20 +190,25 @@ class StreamingDeduplicationSuite extends
StateStoreMetricsTest {
.agg(sum("num"))
.as[(String, Long)]
- testStream(result, Update)(
- AddData(inputData, "a" -> 1),
- CheckLastBatch("a" -> 1L),
- assertNumStateRows(total = Seq(1L, 1L), updated = Seq(1L, 1L)),
- AddData(inputData, "a" -> 1), // Dropped
- CheckLastBatch(),
- assertNumStateRows(total = Seq(1L, 1L), updated = Seq(0L, 0L)),
- AddData(inputData, "a" -> 2),
- CheckLastBatch("a" -> 3L),
- assertNumStateRows(total = Seq(1L, 2L), updated = Seq(1L, 1L)),
- AddData(inputData, "b" -> 1),
- CheckLastBatch("b" -> 1L),
- assertNumStateRows(total = Seq(2L, 3L), updated = Seq(1L, 1L))
- )
+ // As of [SPARK-40940], multiple state operator with Complete mode is
disabled by default
Review Comment:
I've made a list, let's discuss this later.
We only care about parents (down stream ops) of each operator.
- Deduplication: Only counted as a streaming stateful operator when it has
event time column.
- In Complete, Update mode, Aggregations followed by any stateful operators
are disallowed
- Note that Dedup w/o event time is not counted here.
- flatMapGroupsWithState (and mapGroupWithState, also pandas version):
- If `flatMapGroupsWithState` is configured with processing time, don't
need to check.
- After this PR: `flatMapGroupsWithState`, `MapGroupsWithState` followed
by any stateful operator is disallowed.
- Note that Dedup w/o event time is not counted here.
- After this PR: agg followed by `flatMapGroupsWithState` in Append mode
is allowed.
- Currently: `flatMapGroupsWithState` with agg (no matter before or after
it) in Update mode is not allowed -> [keep this behavior]
- stream-stream join:
- only allowed in append mode, inner join with equality.
- Outer join with equality and time-interval join are disallowed.
- Append mode: time interval join followed by any stateful ops:
disallowed;
- Append mode: equality inner & outer join followed by any stateful op:
supported
- Currently: `MapGroupsWithState` with aggregation is disallowed
- Currently: `MapGroupsWithState` only allowed in Update mode
[Q] Why Dedup doesn't require event-time col? It should create some kind of
state store to do the deduplication, if no watermark are we holding these
states throughout the query?
[A] There may be some cases that key space is bounded. Also why Complete
mode makes sense.
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