tdas commented on a change in pull request #28040: [SPARK-31278][SS] Fix 
StreamingQuery output rows metric
URL: https://github.com/apache/spark/pull/28040#discussion_r404625165
 
 

 ##########
 File path: 
sql/core/src/test/scala/org/apache/spark/sql/streaming/StreamingAggregationSuite.scala
 ##########
 @@ -203,46 +203,53 @@ class StreamingAggregationSuite extends 
StateStoreMetricsTest with Assertions {
       }
 
       def stateOperatorProgresses: Seq[StateOperatorProgress] = {
-        val operatorProgress = mutable.ArrayBuffer[StateOperatorProgress]()
-        var progress = query.recentProgress.last
-
-        operatorProgress ++= progress.stateOperators.map { op => 
op.copy(op.numRowsUpdated) }
-        if (progress.numInputRows == 0) {
-          // empty batch, merge metrics from previous batch as well
-          progress = query.recentProgress.takeRight(2).head
-          operatorProgress.zipWithIndex.foreach { case (sop, index) =>
-            // "numRowsUpdated" should be merged, as it could be updated in 
both batches.
-            // (for now it is only updated from previous batch, but things can 
be changed.)
-            // other metrics represent current status of state so picking up 
the latest values.
-            val newOperatorProgress = sop.copy(
-              sop.numRowsUpdated + 
progress.stateOperators(index).numRowsUpdated)
-            operatorProgress(index) = newOperatorProgress
-          }
-        }
-
-        operatorProgress
+        query.recentProgress.last.stateOperators
       }
     }
 
+    val clock = new StreamManualClock()
+
     testStream(aggWithWatermark)(
       AddData(inputData, 15),
-      CheckAnswer(), // watermark = 5
+      StartStream(Trigger.ProcessingTime("interval 1 second"), clock),
+      AdvanceManualClock(1000L), // triggers first batch
+      CheckAnswer(), // watermark = 0
       AssertOnQuery { _.stateNodes.size === 1 },
       AssertOnQuery { _.stateNodes.head.metrics("numOutputRows").value === 0 },
       AssertOnQuery { _.stateOperatorProgresses.head.numRowsUpdated === 1 },
       AssertOnQuery { _.stateOperatorProgresses.head.numRowsTotal === 1 },
       AddData(inputData, 10, 12, 14),
+      AdvanceManualClock(1000L), // watermark = 5, runs no-data microbatch
+      AssertOnQuery { _.stateNodes.head.metrics("numOutputRows").value === 0 },
+      AssertOnQuery { _.stateOperatorProgresses.head.numRowsUpdated === 0 },
+      AssertOnQuery { _.stateOperatorProgresses.head.numRowsTotal === 1 },
+      AssertOnQuery { _.lastProgress.sink.numOutputRows == 0 },
+      AdvanceManualClock(1000L), // runs with new data from above
       CheckAnswer(), // watermark = 5
       AssertOnQuery { _.stateNodes.size === 1 },
       AssertOnQuery { _.stateNodes.head.metrics("numOutputRows").value === 0 },
       AssertOnQuery { _.stateOperatorProgresses.head.numRowsUpdated === 1 },
       AssertOnQuery { _.stateOperatorProgresses.head.numRowsTotal === 2 },
+      AssertOnQuery { _.lastProgress.sink.numOutputRows == 0 },
       AddData(inputData, 25),
-      CheckAnswer((10, 3)), // watermark = 15
+      AdvanceManualClock(1000L), // actually runs batch with data
+      CheckAnswer(), // watermark = 5, will update to 15 next batch
       AssertOnQuery { _.stateNodes.size === 1 },
-      AssertOnQuery { _.stateNodes.head.metrics("numOutputRows").value === 1 },
+      AssertOnQuery { _.stateNodes.head.metrics("numOutputRows").value === 0 },
+      AssertOnQuery { _.stateOperatorProgresses.head.numRowsUpdated === 1 },
+      AssertOnQuery { _.stateOperatorProgresses.head.numRowsTotal === 3 },
+      AssertOnQuery { _.lastProgress.sink.numOutputRows == 0 },
+      AdvanceManualClock(1000L), // runs batch with no new data and watermark 
progresses
 
 Review comment:
   This is not off-topic actually because (i) not understanding this correctly 
can lead to flaky tests, and (ii) I was afraid that fixes made in this PR 
actually changed the semantic behavior of no data batches. But that is not the 
case. I tested in this unit test myself. I think all the confusion is starting 
from the fact that you dont need to advance manual clock after StartStream to 
trigger the first batch. So the first `AdvanceManualClock` not really 
necessary. Rather what it is doing is advancing the clock thus allowing the 2nd 
batch to be automatically triggered as soon as the first batch finishes. This 
is what is leading to the confusion on why is the second batch not picking up 
the new data ... that is because the next batch has been unblocked already 
(i.e., before `AddData(10, 12, 14)`) with the first `AdvancedManualClock`. This 
weird asynchronousness despite using the manual clock makes the test 
incomprehensible and is also a perfect recipe for flakiness.
   
   

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