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[SPARK-24958][CORE] Add memory from procfs to executor metrics. #22612
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/* | ||
* Licensed to the Apache Software Foundation (ASF) under one or more | ||
* contributor license agreements. See the NOTICE file distributed with | ||
* this work for additional information regarding copyright ownership. | ||
* The ASF licenses this file to You under the Apache License, Version 2.0 | ||
* (the "License"); you may not use this file except in compliance with | ||
* the License. You may obtain a copy of the License at | ||
* | ||
* http://www.apache.org/licenses/LICENSE-2.0 | ||
* | ||
* Unless required by applicable law or agreed to in writing, software | ||
* distributed under the License is distributed on an "AS IS" BASIS, | ||
* WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. | ||
* See the License for the specific language governing permissions and | ||
* limitations under the License. | ||
*/ | ||
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package org.apache.spark.executor | ||
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import java.io._ | ||
import java.nio.charset.Charset | ||
import java.nio.file.{Files, Paths} | ||
import java.util.Locale | ||
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import scala.collection.mutable | ||
import scala.collection.mutable.ArrayBuffer | ||
import scala.util.Try | ||
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import org.apache.spark.{SparkEnv, SparkException} | ||
import org.apache.spark.internal.{config, Logging} | ||
import org.apache.spark.util.Utils | ||
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private[spark] case class ProcfsMetrics( | ||
jvmVmemTotal: Long, | ||
jvmRSSTotal: Long, | ||
pythonVmemTotal: Long, | ||
pythonRSSTotal: Long, | ||
otherVmemTotal: Long, | ||
otherRSSTotal: Long) | ||
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// Some of the ideas here are taken from the ProcfsBasedProcessTree class in hadoop | ||
// project. | ||
private[spark] class ProcfsMetricsGetter(procfsDir: String = "/proc/") extends Logging { | ||
private val procfsStatFile = "stat" | ||
private val testing = sys.env.contains("SPARK_TESTING") || sys.props.contains("spark.testing") | ||
private val pageSize = computePageSize() | ||
private var isAvailable: Boolean = isProcfsAvailable | ||
private val pid = computePid() | ||
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private lazy val isProcfsAvailable: Boolean = { | ||
if (testing) { | ||
true | ||
} | ||
else { | ||
val procDirExists = Try(Files.exists(Paths.get(procfsDir))).recover { | ||
case ioe: IOException => | ||
logWarning("Exception checking for procfs dir", ioe) | ||
false | ||
} | ||
val shouldLogStageExecutorMetrics = | ||
SparkEnv.get.conf.get(config.EVENT_LOG_STAGE_EXECUTOR_METRICS) | ||
val shouldLogStageExecutorProcessTreeMetrics = | ||
SparkEnv.get.conf.get(config.EVENT_LOG_PROCESS_TREE_METRICS) | ||
procDirExists.get && shouldLogStageExecutorProcessTreeMetrics && shouldLogStageExecutorMetrics | ||
} | ||
} | ||
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private def computePid(): Int = { | ||
if (!isAvailable || testing) { | ||
return -1; | ||
} | ||
try { | ||
// This can be simplified in java9: | ||
// https://docs.oracle.com/javase/9/docs/api/java/lang/ProcessHandle.html | ||
val cmd = Array("bash", "-c", "echo $PPID") | ||
val out = Utils.executeAndGetOutput(cmd) | ||
Integer.parseInt(out.split("\n")(0)) | ||
} | ||
catch { | ||
case e: SparkException => | ||
logWarning("Exception when trying to compute process tree." + | ||
" As a result reporting of ProcessTree metrics is stopped", e) | ||
isAvailable = false | ||
-1 | ||
} | ||
} | ||
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private def computePageSize(): Long = { | ||
if (testing) { | ||
return 4096; | ||
} | ||
try { | ||
val cmd = Array("getconf", "PAGESIZE") | ||
val out = Utils.executeAndGetOutput(cmd) | ||
Integer.parseInt(out.split("\n")(0)) | ||
} catch { | ||
case e: Exception => | ||
logWarning("Exception when trying to compute pagesize, as a" + | ||
" result reporting of ProcessTree metrics is stopped") | ||
isAvailable = false | ||
0 | ||
} | ||
} | ||
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private def computeProcessTree(): Set[Int] = { | ||
if (!isAvailable || testing) { | ||
return Set() | ||
} | ||
var ptree: Set[Int] = Set() | ||
ptree += pid | ||
val queue = mutable.Queue.empty[Int] | ||
queue += pid | ||
while ( !queue.isEmpty ) { | ||
val p = queue.dequeue() | ||
val c = getChildPids(p) | ||
if (!c.isEmpty) { | ||
queue ++= c | ||
ptree ++= c.toSet | ||
} | ||
} | ||
ptree | ||
} | ||
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private def getChildPids(pid: Int): ArrayBuffer[Int] = { | ||
try { | ||
val builder = new ProcessBuilder("pgrep", "-P", pid.toString) | ||
val process = builder.start() | ||
val childPidsInInt = mutable.ArrayBuffer.empty[Int] | ||
def appendChildPid(s: String): Unit = { | ||
if (s != "") { | ||
logTrace("Found a child pid:" + s) | ||
childPidsInInt += Integer.parseInt(s) | ||
} | ||
} | ||
val stdoutThread = Utils.processStreamByLine("read stdout for pgrep", | ||
process.getInputStream, appendChildPid) | ||
val errorStringBuilder = new StringBuilder() | ||
val stdErrThread = Utils.processStreamByLine( | ||
"stderr for pgrep", | ||
process.getErrorStream, | ||
line => errorStringBuilder.append(line)) | ||
val exitCode = process.waitFor() | ||
stdoutThread.join() | ||
stdErrThread.join() | ||
val errorString = errorStringBuilder.toString() | ||
// pgrep will have exit code of 1 if there are more than one child process | ||
// and it will have a exit code of 2 if there is no child process | ||
if (exitCode != 0 && exitCode > 2) { | ||
val cmd = builder.command().toArray.mkString(" ") | ||
logWarning(s"Process $cmd exited with code $exitCode and stderr: $errorString") | ||
throw new SparkException(s"Process $cmd exited with code $exitCode") | ||
} | ||
childPidsInInt | ||
} catch { | ||
case e: Exception => | ||
logWarning("Exception when trying to compute process tree." + | ||
" As a result reporting of ProcessTree metrics is stopped.", e) | ||
isAvailable = false | ||
mutable.ArrayBuffer.empty[Int] | ||
} | ||
} | ||
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def addProcfsMetricsFromOneProcess( | ||
allMetrics: ProcfsMetrics, | ||
pid: Int): ProcfsMetrics = { | ||
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// The computation of RSS and Vmem are based on proc(5): | ||
// http://man7.org/linux/man-pages/man5/proc.5.html | ||
try { | ||
val pidDir = new File(procfsDir, pid.toString) | ||
def openReader(): BufferedReader = { | ||
val f = new File(new File(procfsDir, pid.toString), procfsStatFile) | ||
new BufferedReader(new InputStreamReader(new FileInputStream(f), Charset.forName("UTF-8"))) | ||
} | ||
Utils.tryWithResource(openReader) { in => | ||
val procInfo = in.readLine | ||
val procInfoSplit = procInfo.split(" ") | ||
val vmem = procInfoSplit(22).toLong | ||
val rssMem = procInfoSplit(23).toLong * pageSize | ||
if (procInfoSplit(1).toLowerCase(Locale.US).contains("java")) { | ||
allMetrics.copy( | ||
jvmVmemTotal = allMetrics.jvmVmemTotal + vmem, | ||
jvmRSSTotal = allMetrics.jvmRSSTotal + (rssMem) | ||
) | ||
} | ||
else if (procInfoSplit(1).toLowerCase(Locale.US).contains("python")) { | ||
allMetrics.copy( | ||
pythonVmemTotal = allMetrics.pythonVmemTotal + vmem, | ||
pythonRSSTotal = allMetrics.pythonRSSTotal + (rssMem) | ||
) | ||
} | ||
else { | ||
allMetrics.copy( | ||
otherVmemTotal = allMetrics.otherVmemTotal + vmem, | ||
otherRSSTotal = allMetrics.otherRSSTotal + (rssMem) | ||
) | ||
} | ||
} | ||
} catch { | ||
case f: IOException => | ||
logWarning("There was a problem with reading" + | ||
" the stat file of the process. ", f) | ||
ProcfsMetrics(0, 0, 0, 0, 0, 0) | ||
} | ||
} | ||
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private[spark] def computeAllMetrics(): ProcfsMetrics = { | ||
if (!isAvailable) { | ||
return ProcfsMetrics(0, 0, 0, 0, 0, 0) | ||
} | ||
val pids = computeProcessTree | ||
var allMetrics = ProcfsMetrics(0, 0, 0, 0, 0, 0) | ||
for (p <- pids) { | ||
allMetrics = addProcfsMetricsFromOneProcess(allMetrics, p) | ||
// if we had an error getting any of the metrics, we don't want to report partial metrics, as | ||
// that would be misleading. | ||
if (!isAvailable) { | ||
return ProcfsMetrics(0, 0, 0, 0, 0, 0) | ||
} | ||
} | ||
allMetrics | ||
There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. one weird thing about the error handling here -- if you get any error from Also you'll leave There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. It is possible to be more accurate here when an error happens. Although I think I need to revert to some older version of method signature, since right now there is a cohesion around allMetrics. I will do something tomorrow. There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. for (p <- pids) {
allMetrics = addProcfsMetricsFromOneProcess(allMetrics, p)
// if we had an error getting any of the metrics, we don't want to report partial metrics, as
// that would be misleading.
if (!isAvailable) {
return ProcfsMetrics(0, 0, 0, 0, 0, 0)
}
} or just after the loop, if you don't want to check at each iteration (though the overhead is pretty tiny compared to There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. My comment about overhead was referring to your question about whether is it ok to keep |
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} | ||
} | ||
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private[spark] object ProcfsMetricsGetter { | ||
final val pTreeInfo = new ProcfsMetricsGetter | ||
} |
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