Github user zsxwing commented on a diff in the pull request:

    https://github.com/apache/spark/pull/18107#discussion_r118615627
  
    --- Diff: 
sql/core/src/main/scala/org/apache/spark/sql/execution/streaming/statefulOperators.scala
 ---
    @@ -61,11 +60,24 @@ trait StateStoreReader extends StatefulOperator {
     }
     
     /** An operator that writes to a StateStore. */
    -trait StateStoreWriter extends StatefulOperator {
    +trait StateStoreWriter extends StatefulOperator { self: SparkPlan =>
    +
       override lazy val metrics = Map(
         "numOutputRows" -> SQLMetrics.createMetric(sparkContext, "number of 
output rows"),
         "numTotalStateRows" -> SQLMetrics.createMetric(sparkContext, "number 
of total state rows"),
    -    "numUpdatedStateRows" -> SQLMetrics.createMetric(sparkContext, "number 
of updated state rows"))
    +    "numUpdatedStateRows" -> SQLMetrics.createMetric(sparkContext, "number 
of updated state rows"),
    +    "allUpdatesTimeMs" -> SQLMetrics.createTimingMetric(sparkContext, 
"total time to update rows"),
    +    "allRemovalsTimeMs" -> SQLMetrics.createTimingMetric(sparkContext, 
"total time to remove rows"),
    +    "commitTimeMs" -> SQLMetrics.createTimingMetric(sparkContext, "time to 
commit changes")
    +  )
    +
    +  /** Records the duration of running `body` for the next query progress 
update. */
    +  protected def timeTakenMs(body: => Unit): Long = {
    +    val startTime = System.currentTimeMillis
    --- End diff --
    
    nit: Use `nanoTime` instead


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