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refactored executorCpuTime and executorDeserializeCpuTime
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Signed-off-by: cindyyuanjiang <cindyj@nvidia.com>
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cindyyuanjiang committed Dec 17, 2024
1 parent a47ebd7 commit 8e03d94
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Showing 16 changed files with 149 additions and 104 deletions.
Original file line number Diff line number Diff line change
Expand Up @@ -431,14 +431,12 @@ class AppSparkMetricsAnalyzer(app: AppBase) extends AppAnalysisBase(app) {
val shuffleWriteValues = photonShuffleWriteTimeAccumInfos.flatMap { accumInfo =>
accumInfo.stageValuesMap.get(sm.stageInfo.stageId)
}
(AppSparkMetricsAnalyzer.maxWithEmptyHandling(peakMemoryValues),
TimeUnit.NANOSECONDS.toMillis(shuffleWriteValues.sum))
(AppSparkMetricsAnalyzer.maxWithEmptyHandling(peakMemoryValues), shuffleWriteValues.sum)
} else {
// For non-Photon apps, use the task metrics directly.
val peakMemoryValues = tasksInStage.map(_.peakExecutionMemory)
val shuffleWriteTime = tasksInStage.map(_.sw_writeTime)
(AppSparkMetricsAnalyzer.maxWithEmptyHandling(peakMemoryValues),
TimeUnit.NANOSECONDS.toMillis(shuffleWriteTime.sum))
(AppSparkMetricsAnalyzer.maxWithEmptyHandling(peakMemoryValues), shuffleWriteTime.sum)
}

val (durSum, durMax, durMin, durAvg) = AppSparkMetricsAnalyzer.getDurations(tasksInStage)
Expand All @@ -451,8 +449,8 @@ class AppSparkMetricsAnalyzer(app: AppBase) extends AppAnalysisBase(app) {
durMax,
durMin,
durAvg,
tasksInStage.map(_.executorCPUTime).sum,
tasksInStage.map(_.executorDeserializeCPUTime).sum,
TimeUnit.NANOSECONDS.toMillis(tasksInStage.map(_.executorCPUTime).sum),
TimeUnit.NANOSECONDS.toMillis(tasksInStage.map(_.executorDeserializeCPUTime).sum),
tasksInStage.map(_.executorDeserializeTime).sum,
tasksInStage.map(_.executorRunTime).sum,
tasksInStage.map(_.input_bytesRead).sum,
Expand All @@ -473,7 +471,7 @@ class AppSparkMetricsAnalyzer(app: AppBase) extends AppAnalysisBase(app) {
tasksInStage.map(_.sr_totalBytesRead).sum,
tasksInStage.map(_.sw_bytesWritten).sum,
tasksInStage.map(_.sw_recordsWritten).sum,
shuffleWriteTimeSum
TimeUnit.NANOSECONDS.toMillis(shuffleWriteTimeSum) // nanoseconds
)
stageLevelSparkMetrics(index).put(sm.stageInfo.stageId, stageRow)
}
Expand Down
Original file line number Diff line number Diff line change
Expand Up @@ -421,8 +421,8 @@ trait BaseJobStageAggTaskMetricsProfileResult extends ProfileResult {
def durationMax: Long
def durationMin: Long
def durationAvg: Double
def executorCPUTimeSum: Long
def executorDeserializeCpuTimeSum: Long
def executorCPUTimeSum: Long // milliseconds
def executorDeserializeCpuTimeSum: Long // milliseconds
def executorDeserializeTimeSum: Long
def executorRunTimeSum: Long
def inputBytesReadSum: Long
Expand All @@ -443,20 +443,44 @@ trait BaseJobStageAggTaskMetricsProfileResult extends ProfileResult {
def srTotalBytesReadSum: Long
def swBytesWrittenSum: Long
def swRecordsWrittenSum: Long
def swWriteTimeSum: Long
def swWriteTimeSum: Long // milliseconds

def idHeader: String

override val outputHeaders = Seq("appIndex", idHeader, "numTasks", "Duration",
"diskBytesSpilled_sum", "duration_sum", "duration_max", "duration_min",
"duration_avg", "executorCPUTime_sum", "executorDeserializeCPUTime_sum",
"executorDeserializeTime_sum", "executorRunTime_sum", "input_bytesRead_sum",
"input_recordsRead_sum", "jvmGCTime_sum", "memoryBytesSpilled_sum",
"output_bytesWritten_sum", "output_recordsWritten_sum", "peakExecutionMemory_max",
"resultSerializationTime_sum", "resultSize_max", "sr_fetchWaitTime_sum",
"sr_localBlocksFetched_sum", "sr_localBytesRead_sum", "sr_remoteBlocksFetched_sum",
"sr_remoteBytesRead_sum", "sr_remoteBytesReadToDisk_sum", "sr_totalBytesRead_sum",
"sw_bytesWritten_sum", "sw_recordsWritten_sum", "sw_writeTime_sum")
override val outputHeaders = {
Seq("appIndex",
idHeader,
"numTasks",
"Duration",
"diskBytesSpilled_sum",
"duration_sum",
"duration_max",
"duration_min",
"duration_avg",
"executorCPUTime_sum",
"executorDeserializeCPUTime_sum",
"executorDeserializeTime_sum",
"executorRunTime_sum",
"input_bytesRead_sum",
"input_recordsRead_sum",
"jvmGCTime_sum",
"memoryBytesSpilled_sum",
"output_bytesWritten_sum",
"output_recordsWritten_sum",
"peakExecutionMemory_max",
"resultSerializationTime_sum",
"resultSize_max",
"sr_fetchWaitTime_sum",
"sr_localBlocksFetched_sum",
"sr_localBytesRead_sum",
"sr_remoteBlocksFetched_sum",
"sr_remoteBytesRead_sum",
"sr_remoteBytesReadToDisk_sum",
"sr_totalBytesRead_sum",
"sw_bytesWritten_sum",
"sw_recordsWritten_sum",
"sw_writeTime_sum")
}

val durStr = duration match {
case Some(dur) => dur.toString
Expand Down Expand Up @@ -511,8 +535,8 @@ case class JobAggTaskMetricsProfileResult(
durationMax: Long,
durationMin: Long,
durationAvg: Double,
executorCPUTimeSum: Long,
executorDeserializeCpuTimeSum: Long,
executorCPUTimeSum: Long, // milliseconds
executorDeserializeCpuTimeSum: Long, // milliseconds
executorDeserializeTimeSum: Long,
executorRunTimeSum: Long,
inputBytesReadSum: Long,
Expand All @@ -533,7 +557,8 @@ case class JobAggTaskMetricsProfileResult(
srTotalBytesReadSum: Long,
swBytesWrittenSum: Long,
swRecordsWrittenSum: Long,
swWriteTimeSum: Long) extends BaseJobStageAggTaskMetricsProfileResult {
swWriteTimeSum: Long // milliseconds
) extends BaseJobStageAggTaskMetricsProfileResult {
override def idHeader = "jobId"
}

Expand All @@ -547,8 +572,8 @@ case class StageAggTaskMetricsProfileResult(
durationMax: Long,
durationMin: Long,
durationAvg: Double,
executorCPUTimeSum: Long,
executorDeserializeCpuTimeSum: Long,
executorCPUTimeSum: Long, // milliseconds
executorDeserializeCpuTimeSum: Long, // milliseconds
executorDeserializeTimeSum: Long,
executorRunTimeSum: Long,
inputBytesReadSum: Long,
Expand All @@ -569,7 +594,8 @@ case class StageAggTaskMetricsProfileResult(
srTotalBytesReadSum: Long,
swBytesWrittenSum: Long,
swRecordsWrittenSum: Long,
swWriteTimeSum: Long) extends BaseJobStageAggTaskMetricsProfileResult {
swWriteTimeSum: Long // milliseconds
) extends BaseJobStageAggTaskMetricsProfileResult {
override def idHeader = "stageId"
}

Expand Down Expand Up @@ -747,16 +773,16 @@ case class SQLTaskAggMetricsProfileResult(
description: String,
numTasks: Int,
duration: Option[Long],
executorCpuTime: Long,
executorCpuTime: Long, // milliseconds
executorRunTime: Long,
executorCpuRatio: Double,
diskBytesSpilledSum: Long,
durationSum: Long,
durationMax: Long,
durationMin: Long,
durationAvg: Double,
executorCPUTimeSum: Long,
executorDeserializeCpuTimeSum: Long,
executorCPUTimeSum: Long, // milliseconds
executorDeserializeCpuTimeSum: Long, // milliseconds
executorDeserializeTimeSum: Long,
executorRunTimeSum: Long,
inputBytesReadSum: Long,
Expand All @@ -779,7 +805,8 @@ case class SQLTaskAggMetricsProfileResult(
srTotalBytesReadSum: Long,
swBytesWrittenSum: Long,
swRecordsWrittenSum: Long,
swWriteTimeSum: Long) extends ProfileResult {
swWriteTimeSum: Long // milliseconds
) extends ProfileResult {

override val outputHeaders = Seq("appIndex", "appID", "sqlID", "description", "numTasks",
"Duration", "executorCPUTime", "executorRunTime", "executorCPURatio",
Expand Down Expand Up @@ -924,12 +951,27 @@ case class IOAnalysisProfileResult(
}
}

case class SQLDurationExecutorTimeProfileResult(appIndex: Int, appId: String,
rootsqlID: Option[Long], sqlID: Long, duration: Option[Long], containsDataset: Boolean,
appDuration: Option[Long], potentialProbs: String,
case class SQLDurationExecutorTimeProfileResult(
appIndex: Int,
appId: String,
rootsqlID: Option[Long],
sqlID: Long,
duration: Option[Long],
containsDataset: Boolean,
appDuration: Option[Long],
potentialProbs: String,
executorCpuRatio: Double) extends ProfileResult {
override val outputHeaders = Seq("appIndex", "App ID", "RootSqlID", "sqlID", "SQL Duration",
"Contains Dataset or RDD Op", "App Duration", "Potential Problems", "Executor CPU Time Percent")
override val outputHeaders = {
Seq("appIndex",
"App ID",
"RootSqlID",
"sqlID",
"SQL Duration",
"Contains Dataset or RDD Op",
"App Duration",
"Potential Problems",
"Executor CPU Time Percent")
}
val durStr = duration match {
case Some(dur) => dur.toString
case None => ""
Expand All @@ -950,8 +992,15 @@ case class SQLDurationExecutorTimeProfileResult(appIndex: Int, appId: String,
}

override def convertToSeq: Seq[String] = {
Seq(appIndex.toString, rootsqlID.getOrElse("").toString, appId, sqlID.toString, durStr,
containsDataset.toString, appDurStr, potentialStr, execCpuTimePercent)
Seq(appIndex.toString,
rootsqlID.getOrElse("").toString,
appId,
sqlID.toString,
durStr,
containsDataset.toString,
appDurStr,
potentialStr,
execCpuTimePercent)
}

override def convertToCSVSeq: Seq[String] = {
Expand Down
Original file line number Diff line number Diff line change
Expand Up @@ -16,8 +16,6 @@

package org.apache.spark.sql.rapids.tool.store

import java.util.concurrent.TimeUnit

import org.apache.spark.TaskFailedReason
import org.apache.spark.scheduler.SparkListenerTaskEnd
import org.apache.spark.sql.rapids.tool.annotation.Since
Expand All @@ -40,9 +38,9 @@ case class TaskModel(
speculative: Boolean,
gettingResultTime: Long,
executorDeserializeTime: Long,
executorDeserializeCPUTime: Long,
executorRunTime: Long,
executorCPUTime: Long,
executorDeserializeCPUTime: Long, // nanoseconds
executorRunTime: Long, // milliseconds
executorCPUTime: Long, // nanoseconds
peakExecutionMemory: Long,
resultSize: Long,
jvmGCTime: Long,
Expand All @@ -59,7 +57,7 @@ case class TaskModel(
sr_totalBytesRead: Long,
// Note: sw stands for ShuffleWrite
sw_bytesWritten: Long,
sw_writeTime: Long,
sw_writeTime: Long, // nanoseconds
sw_recordsWritten: Long,
input_bytesRead: Long,
input_recordsRead: Long,
Expand Down Expand Up @@ -92,9 +90,9 @@ object TaskModel {
event.taskInfo.speculative,
event.taskInfo.gettingResultTime,
event.taskMetrics.executorDeserializeTime,
TimeUnit.NANOSECONDS.toMillis(event.taskMetrics.executorDeserializeCpuTime),
event.taskMetrics.executorRunTime,
TimeUnit.NANOSECONDS.toMillis(event.taskMetrics.executorCpuTime),
event.taskMetrics.executorDeserializeCpuTime, // nanoseconds
event.taskMetrics.executorRunTime, // milliseconds
event.taskMetrics.executorCpuTime, // nanoseconds
event.taskMetrics.peakExecutionMemory,
event.taskMetrics.resultSize,
event.taskMetrics.jvmGCTime,
Expand All @@ -109,7 +107,7 @@ object TaskModel {
event.taskMetrics.shuffleReadMetrics.localBytesRead,
event.taskMetrics.shuffleReadMetrics.totalBytesRead,
event.taskMetrics.shuffleWriteMetrics.bytesWritten,
event.taskMetrics.shuffleWriteMetrics.writeTime,
event.taskMetrics.shuffleWriteMetrics.writeTime, // nanoseconds
event.taskMetrics.shuffleWriteMetrics.recordsWritten,
event.taskMetrics.inputMetrics.bytesRead,
event.taskMetrics.inputMetrics.recordsRead,
Expand Down
Original file line number Diff line number Diff line change
@@ -1,16 +1,16 @@
appIndex,jobId,numTasks,Duration,diskBytesSpilled_sum,duration_sum,duration_max,duration_min,duration_avg,executorCPUTime_sum,executorDeserializeCPUTime_sum,executorDeserializeTime_sum,executorRunTime_sum,input_bytesRead_sum,input_recordsRead_sum,jvmGCTime_sum,memoryBytesSpilled_sum,output_bytesWritten_sum,output_recordsWritten_sum,peakExecutionMemory_max,resultSerializationTime_sum,resultSize_max,sr_fetchWaitTime_sum,sr_localBlocksFetched_sum,sr_localBytesRead_sum,sr_remoteBlocksFetched_sum,sr_remoteBytesRead_sum,sr_remoteBytesReadToDisk_sum,sr_totalBytesRead_sum,sw_bytesWritten_sum,sw_recordsWritten_sum,sw_writeTime_sum
1,48,431,237976,0,371230,1032,333,861.3,343288,1261,1286,367785,190131859,8639936081,160,0,0,0,169667947,21,15767,8,3,15657,3,15657,0,31314,18964,431,16
1,47,432,214657,0,376777,1133,499,872.2,346230,1272,1310,373271,14007280,8639936081,144,0,0,0,159530057,11,15577,4,3,15657,3,15657,0,31314,19008,432,20
1,46,433,191440,0,457364,3323,391,1056.3,352763,1508,2509,451358,5242628040,8639936081,1912,0,0,0,250840493,9,16203,551,3,15657,3,15657,0,31314,19052,433,16
1,48,431,237976,0,371230,1032,333,861.3,343507,1365,1286,367785,190131859,8639936081,160,0,0,0,169667947,21,15767,8,3,15657,3,15657,0,31314,18964,431,16
1,47,432,214657,0,376777,1133,499,872.2,346447,1388,1310,373271,14007280,8639936081,144,0,0,0,159530057,11,15577,4,3,15657,3,15657,0,31314,19008,432,20
1,46,433,191440,0,457364,3323,391,1056.3,352977,1639,2509,451358,5242628040,8639936081,1912,0,0,0,250840493,9,16203,551,3,15657,3,15657,0,31314,19052,433,16
1,49,1,186241,0,266,266,266,266.0,86,1,1,261,0,0,0,0,0,0,138414192,0,5344,10,209,9196,222,9768,0,18964,44,1,0
1,45,433,166081,0,415849,1448,339,960.4,349795,1302,1375,412139,2276478144,8639936081,568,0,0,0,195992906,2,15780,7,3,15657,3,15657,0,31314,19052,433,34
1,44,431,139667,0,398973,1403,365,925.7,354119,1281,1327,395265,1075691986,8639936081,328,0,0,0,188587155,0,15767,10,3,15657,3,15657,0,31314,18964,431,17
1,45,433,166081,0,415849,1448,339,960.4,350015,1415,1375,412139,2276478144,8639936081,568,0,0,0,195992906,2,15780,7,3,15657,3,15657,0,31314,19052,433,34
1,44,431,139667,0,398973,1403,365,925.7,354332,1420,1327,395265,1075691986,8639936081,328,0,0,0,188587155,0,15767,10,3,15657,3,15657,0,31314,18964,431,17
1,50,1,122711,0,267,267,267,267.0,71,1,1,262,0,0,0,0,0,0,138414192,0,5343,58,219,9636,213,9372,0,19008,44,1,0
1,43,432,114755,0,403652,1369,329,934.4,353325,1290,1326,399766,1395949742,8639936081,624,0,0,0,201771890,13,15767,14,3,15657,3,15657,0,31314,19008,432,16
1,43,432,114755,0,403652,1369,329,934.4,353529,1424,1326,399766,1395949742,8639936081,624,0,0,0,201771890,13,15767,14,3,15657,3,15657,0,31314,19008,432,16
1,51,1,97958,0,386,386,386,386.0,60,1,1,381,0,0,0,0,0,0,138414192,0,5343,154,221,9724,210,9240,0,18964,44,1,0
1,42,431,89634,0,616500,1899,589,1430.4,378074,1330,1515,612098,16461920726,8639936081,4132,0,0,0,216740322,23,15805,10,3,15657,3,15657,0,31314,18964,431,16
1,42,431,89634,0,616500,1899,589,1430.4,378287,1521,1515,612098,16461920726,8639936081,4132,0,0,0,216740322,23,15805,10,3,15657,3,15657,0,31314,18964,431,16
1,52,1,71718,0,384,384,384,384.0,54,1,1,379,0,0,0,0,0,0,138414192,0,5343,170,223,9812,210,9240,0,19052,44,1,0
1,41,431,51085,0,759623,2321,918,1762.5,394996,1460,2027,754015,26337468742,8639936081,7772,0,0,0,250648581,87,16157,170,3,15657,3,15657,0,31314,18964,431,19
1,41,431,51085,0,759623,2321,918,1762.5,395214,1706,2027,754015,26337468742,8639936081,7772,0,0,0,250648581,87,16157,170,3,15657,3,15657,0,31314,18964,431,19
1,53,1,46297,0,136,136,136,136.0,57,1,1,131,0,0,0,0,0,0,138414192,0,5344,0,214,9416,219,9636,0,19052,44,1,0
1,54,1,23051,0,340,340,340,340.0,36,1,1,334,0,0,0,0,0,0,138414192,0,5343,223,215,9460,217,9548,0,19008,44,1,0
1,31,1,6979,0,6738,6738,6738,6738.0,5104,128,688,6035,349526,86400,53,0,0,0,155563380,1,10759,0,0,0,0,0,0,0,7239,1800,0
Expand All @@ -19,20 +19,20 @@ appIndex,jobId,numTasks,Duration,diskBytesSpilled_sum,duration_sum,duration_max,
1,35,1,6925,0,6729,6729,6729,6729.0,157,136,681,6035,12261,1350,53,0,0,0,155199546,1,9839,0,0,0,0,0,0,0,699,165,0
1,38,1,6855,0,6743,6743,6743,6743.0,187,256,688,6035,349526,86400,53,0,0,0,155563380,1,9927,0,0,0,0,0,0,0,7239,1800,0
1,0,1,6033,0,5699,5699,5699,5699.0,422,948,1114,4382,0,0,37,0,0,0,0,8,2794,0,0,0,0,0,0,0,0,0,0
1,13,200,5707,0,87661,966,349,438.3,9821,427,951,84265,0,0,144,0,0,0,0,9,6258,0,0,0,0,0,0,0,0,0,0
1,23,200,5479,0,84240,490,355,421.2,5290,200,214,82784,0,0,136,0,0,0,0,0,6214,0,0,0,0,0,0,0,0,0,0
1,21,200,5271,0,80904,485,353,404.5,6004,203,220,79384,0,0,136,0,0,0,0,1,6302,0,0,0,0,0,0,0,0,0,0
1,27,200,4728,0,70760,442,309,353.8,4042,200,209,69494,0,0,152,0,0,0,0,10,5788,0,0,0,0,0,0,0,0,0,0
1,13,200,5707,0,87661,966,349,438.3,9924,528,951,84265,0,0,144,0,0,0,0,9,6258,0,0,0,0,0,0,0,0,0,0
1,23,200,5479,0,84240,490,355,421.2,5394,292,214,82784,0,0,136,0,0,0,0,0,6214,0,0,0,0,0,0,0,0,0,0
1,21,200,5271,0,80904,485,353,404.5,6100,304,220,79384,0,0,136,0,0,0,0,1,6302,0,0,0,0,0,0,0,0,0,0
1,27,200,4728,0,70760,442,309,353.8,4145,287,209,69494,0,0,152,0,0,0,0,10,5788,0,0,0,0,0,0,0,0,0,0
1,3,1,4708,0,4693,4693,4693,4693.0,280,701,804,3796,0,0,26,0,0,0,0,7,2834,0,0,0,0,0,0,0,0,0,0
1,25,200,4603,0,70379,569,314,351.9,4106,200,216,69040,0,0,168,0,0,0,0,14,5708,0,0,0,0,0,0,0,0,0,0
1,25,200,4603,0,70379,569,314,351.9,4200,294,216,69040,0,0,168,0,0,0,0,14,5708,0,0,0,0,0,0,0,0,0,0
1,36,1,4556,0,4332,4332,4332,4332.0,3359,95,401,3907,30328,7200,39,0,0,0,155245068,1,10552,0,0,0,0,0,0,0,7719,1920,0
1,29,200,4555,0,69682,423,310,348.4,3730,200,218,68521,0,0,168,0,0,0,0,9,5748,0,0,0,0,0,0,0,0,0,0
1,29,200,4555,0,69682,423,310,348.4,3830,272,218,68521,0,0,168,0,0,0,0,9,5748,0,0,0,0,0,0,0,0,0,0
1,32,1,4515,0,4334,4334,4334,4334.0,260,130,404,3907,349526,86400,39,0,0,0,155563380,1,9851,0,0,0,0,0,0,0,7239,1800,0
1,39,1,4488,0,4322,4322,4322,4322.0,112,124,392,3907,349526,86400,39,0,0,0,155563380,1,9926,0,0,0,0,0,0,0,7239,1800,0
1,37,1,4481,0,4334,4334,4334,4334.0,136,144,405,3907,349526,86400,39,0,0,0,155563380,1,9851,0,0,0,0,0,0,0,7239,1800,0
1,40,1,4476,0,4327,4327,4327,4327.0,98,147,394,3907,349526,86400,39,0,0,0,155563380,1,9895,0,0,0,0,0,0,0,7239,1800,0
1,56,1,1055,0,1022,1022,1022,1022.0,758,77,95,901,0,0,0,0,0,0,134218344,6,10091,5,218,9592,220,9680,0,19272,0,0,0
1,19,200,803,0,11895,145,38,59.5,943,209,252,10017,0,0,56,0,0,0,0,22,2739,0,0,0,0,0,0,0,0,0,0
1,19,200,803,0,11895,145,38,59.5,1050,321,252,10017,0,0,56,0,0,0,0,22,2739,0,0,0,0,0,0,0,0,0,0
1,26,1,316,0,312,312,312,312.0,2,1,1,306,0,0,0,0,0,0,0,0,3777,0,0,0,0,0,0,0,0,0,0
1,2,1,280,0,267,267,267,267.0,6,4,4,124,0,0,0,0,0,0,0,1,3342,0,0,0,0,0,0,0,0,0,0
1,11,1,264,0,254,254,254,254.0,5,3,3,241,0,0,0,0,0,0,0,0,2913,0,0,0,0,0,0,0,0,0,0
Expand Down
Original file line number Diff line number Diff line change
@@ -1,2 +1,2 @@
appIndex,appID,sqlID,description,numTasks,Duration,executorCPUTime,executorRunTime,executorCPURatio,diskBytesSpilled_sum,duration_sum,duration_max,duration_min,duration_avg,executorCPUTime_sum,executorDeserializeCPUTime_sum,executorDeserializeTime_sum,executorRunTime_sum,input_bytesRead_sum,input_recordsRead_sum,jvmGCTime_sum,memoryBytesSpilled_sum,output_bytesWritten_sum,output_recordsWritten_sum,peakExecutionMemory_max,resultSerializationTime_sum,resultSize_max,sr_fetchWaitTime_sum,sr_localBlocksFetched_sum,sr_localBytesRead_sum,sr_remoteBlocksFetched_sum,sr_remoteBytesRead_sum,sr_remoteBytesReadToDisk_sum,sr_totalBytesRead_sum,sw_bytesWritten_sum,sw_recordsWritten_sum,sw_writeTime_sum
1,"app-20240919162642-0000",26,"query88",3472,250542,2883837,3818106,75.53,0,3858136,6743,54,1111.2,2883837,12349,18186,3818106,52997115316,69120188398,16100,0,0,0,250840493,181,16203,1394,1759,201596,1750,201200,0,402796,218614,19946,154
1,"app-20240919162642-0000",26,"query88",3472,250542,2885555,3818106,75.58,0,3858136,6743,54,1111.2,2885555,13523,18186,3818106,52997115316,69120188398,16100,0,0,0,250840493,181,16203,1394,1759,201596,1750,201200,0,402796,218614,19946,154
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