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From kayousterhout <...@git.apache.org>
Subject [GitHub] spark pull request #14079: [SPARK-8425][CORE] New Blacklist Mechanism
Date Fri, 02 Sep 2016 06:04:08 GMT
Github user kayousterhout commented on a diff in the pull request:

    https://github.com/apache/spark/pull/14079#discussion_r77297304
  
    --- Diff: core/src/test/scala/org/apache/spark/scheduler/BlacklistTrackerSuite.scala ---
    @@ -0,0 +1,503 @@
    +/*
    + * 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.
    + */
    +
    +package org.apache.spark.scheduler
    +
    +import org.mockito.Mockito.when
    +import org.scalatest.BeforeAndAfterEach
    +import org.scalatest.mock.MockitoSugar
    +
    +import org.apache.spark._
    +import org.apache.spark.internal.config
    +import org.apache.spark.util.ManualClock
    +
    +class BlacklistTrackerSuite extends SparkFunSuite with BeforeAndAfterEach with MockitoSugar
    +    with LocalSparkContext {
    +
    +  private val clock = new ManualClock(0)
    +
    +  private var blacklistTracker: BlacklistTracker = _
    +
    +  override def afterEach(): Unit = {
    +    if (blacklistTracker != null) {
    +      blacklistTracker = null
    +    }
    +    super.afterEach()
    +  }
    +
    +  val allOptions = (('A' to 'Z').map("host" + _) ++ (1 to 100).map{_.toString}).toSet
    +
    +  /**
    +   * Its easier to write our tests as if we could directly look at the sets of nodes
& executors in
    +   * the blacklist.  However the api doesn't expose a set (for thread-safety), so this
is a simple
    +   * way to test something similar, since we know the universe of values that might appear
in these
    +   * sets.
    +   */
    +  def assertEquivalentToSet(f: String => Boolean, expected: Set[String]): Unit = {
    +    allOptions.foreach { opt =>
    +      val actual = f(opt)
    +      val exp = expected.contains(opt)
    +      assert(actual === exp, raw"""for string "$opt" """)
    +    }
    +  }
    +
    +  def mockTaskSchedWithConf(conf: SparkConf): TaskSchedulerImpl = {
    +    sc = new SparkContext(conf)
    +    val scheduler = mock[TaskSchedulerImpl]
    +    when(scheduler.sc).thenReturn(sc)
    +    when(scheduler.mapOutputTracker).thenReturn(SparkEnv.get.mapOutputTracker)
    +    scheduler
    +  }
    +
    +  test("Blacklisting individual tasks") {
    +    val conf = new SparkConf().setAppName("test").setMaster("local")
    +      .set(config.BLACKLIST_ENABLED.key, "true")
    +    val scheduler = mockTaskSchedWithConf(conf)
    +    // Task 1 failed on executor 1
    +    blacklistTracker = new BlacklistTracker(conf, clock)
    +    val taskSet = FakeTask.createTaskSet(10)
    +    val tsm = new TaskSetManager(scheduler, Some(blacklistTracker), taskSet, 4, clock)
    +    tsm.updateBlacklistForFailedTask("hostA", "1", 0)
    +    for {
    +      executor <- (1 to 4).map(_.toString)
    +      index <- 0 until 10
    +    } {
    +      val exp = (executor == "1"  && index == 0)
    +      assert(tsm.isExecutorBlacklistedForTask(executor, index) === exp)
    +    }
    +    assert(blacklistTracker.nodeBlacklist() === Set())
    +    assertEquivalentToSet(blacklistTracker.isNodeBlacklisted(_), Set())
    +    assertEquivalentToSet(tsm.isNodeBlacklistedForTaskSet, Set())
    +    assertEquivalentToSet(tsm.isExecutorBlacklistedForTaskSet, Set())
    +
    +    // Task 1 & 2 failed on both executor 1 & 2, so we blacklist all executors
on that host,
    +    // for all tasks for the stage.  Note the api expects multiple checks for each type
of
    +    // blacklist -- this actually fits naturally with its use in the scheduler
    +    tsm.updateBlacklistForFailedTask("hostA", "1", 1)
    +    tsm.updateBlacklistForFailedTask("hostA", "2", 0)
    +    tsm.updateBlacklistForFailedTask("hostA", "2", 1)
    +    // we don't explicitly return the executors in hostA here, but that is OK
    +    for {
    +      executor <- (1 to 4).map(_.toString)
    +      index <- 0 until 10
    +    } {
    +      withClue(s"exec = $executor; index = $index") {
    +        val badExec = (executor == "1" || executor == "2")
    +        val badPart = (index == 0 || index == 1)
    +        val taskExp = (badExec && badPart)
    +        assert(
    +          tsm.isExecutorBlacklistedForTask(executor, index) === taskExp)
    +        val executorExp = badExec
    +        assert(tsm.isExecutorBlacklistedForTaskSet(executor) === executorExp)
    +      }
    +    }
    +    assertEquivalentToSet(tsm.isNodeBlacklistedForTaskSet, Set("hostA"))
    +    // we dont' blacklist the nodes or executors till the stages complete
    +    assert(blacklistTracker.nodeBlacklist() === Set())
    +    assertEquivalentToSet(blacklistTracker.isNodeBlacklisted(_), Set())
    +    assertEquivalentToSet(blacklistTracker.isExecutorBlacklisted(_), Set())
    +
    +    // when the stage completes successfully, now there is sufficient evidence we've
got
    +    // bad executors and node
    +    blacklistTracker.updateBlacklistForSuccessfulTaskSet(0, 0, tsm.execToFailures)
    +    assert(blacklistTracker.nodeBlacklist() === Set("hostA"))
    +    assertEquivalentToSet(blacklistTracker.isNodeBlacklisted(_), Set("hostA"))
    +    assertEquivalentToSet(blacklistTracker.isExecutorBlacklisted(_), Set("1", "2"))
    +
    +    clock.advance(blacklistTracker.BLACKLIST_TIMEOUT_MILLIS + 1)
    +    blacklistTracker.applyBlacklistTimeout()
    +    assert(blacklistTracker.nodeBlacklist() === Set())
    +    assertEquivalentToSet(blacklistTracker.isNodeBlacklisted(_), Set())
    +    assertEquivalentToSet(blacklistTracker.isExecutorBlacklisted(_), Set())
    +  }
    +
    +  def trackerFixture: (BlacklistTracker, TaskSchedulerImpl) = {
    +    trackerFixture()
    +  }
    +
    +  def trackerFixture(confs: (String, String)*): (BlacklistTracker, TaskSchedulerImpl)
= {
    +    val conf = new SparkConf().setAppName("test").setMaster("local")
    +      .set(config.BLACKLIST_ENABLED.key, "true")
    +    confs.foreach { case (k, v) => conf.set(k, v) }
    +    val scheduler = mockTaskSchedWithConf(conf)
    +
    +    clock.setTime(0)
    +    blacklistTracker = new BlacklistTracker(conf, clock)
    +    (blacklistTracker, scheduler)
    +  }
    +
    +  test("executors can be blacklisted with only a few failures per stage") {
    +    val (tracker, scheduler) = trackerFixture
    +    // for 4 different stages, executor 1 fails a task, then executor 2 succeeds the
task,
    +    // and then the task set is done.  Not enough failures to blacklist the executor
*within*
    +    // any particular taskset, but we still blacklist the executor overall eventually
    +    (0 until 4).foreach { stage =>
    +      val taskSet = FakeTask.createTaskSet(1)
    +      val tsm = new TaskSetManager(scheduler, Some(tracker), taskSet, 4, clock)
    +      tsm.updateBlacklistForFailedTask("hostA", "1", 0)
    +      tracker.updateBlacklistForSuccessfulTaskSet(stage, 0, tsm.execToFailures)
    +    }
    +    assertEquivalentToSet(tracker.isExecutorBlacklisted(_), Set("1"))
    +  }
    +
    +  // if an executor has many task failures, but the task set ends up failing, don't count
it
    +  // against the executor
    +  test("executors aren't blacklisted if task sets fail") {
    +    val (tracker, scheduler) = trackerFixture
    +    // for 4 different stages, executor 1 fails a task, and then the taskSet fails.
    +    (0 until 4).foreach { stage =>
    +      val taskSet = FakeTask.createTaskSet(1)
    +      val tsm = new TaskSetManager(scheduler, Some(tracker), taskSet, 4, clock)
    +      tsm.updateBlacklistForFailedTask("hostA", "1", 0)
    +    }
    +    assertEquivalentToSet(tracker.isExecutorBlacklisted(_), Set())
    +  }
    +
    +  Seq(true, false).foreach { succeedTaskSet =>
    +    test(s"stage blacklist updates correctly on stage completion ($succeedTaskSet)")
{
    +      // within one taskset, an executor fails a few times, so its blacklisted for the
taskset.
    +      // but if the taskset fails, we don't blacklist the executor after the stage.
    +      val (tracker, scheduler) = trackerFixture
    +      val stageId = 1 + (if (succeedTaskSet) 1 else 0)
    +      val taskSet = FakeTask.createTaskSet(4, stageId, 0)
    +      val tsm = new TaskSetManager(scheduler, Some(tracker), taskSet, 4, clock)
    +      (0 until 4).foreach { partition =>
    --- End diff --
    
    partition -> index


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