HeartSaVioR 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_r405157677
 
 

 ##########
 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:
   @tdas 
   
   > 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.
   > 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 weird asynchronousness despite using the manual clock makes the test 
incomprehensible and is also a perfect recipe for flakiness.
   
   Ah, nice finding. Great analysis. That's what I've missed (and very 
confusing behavior TBH). The proposal looks great and provides better 
understanding. I have comments for new proposal but since the proposal is 
reflected in PR, I'll comment directly to the PR.

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