MAPREDUCE-4730. Fix Reducer's EventFetcher to scale the map-completion requests slowly to avoid HADOOP-8942. Contributed by Jason Lowe.
svn merge --ignore-ancestry -c 1401941 ../../trunk/ git-svn-id: https://svn.apache.org/repos/asf/hadoop/common/branches/branch-2@1401942 13f79535-47bb-0310-9956-ffa450edef68
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@ -463,6 +463,9 @@ Release 0.23.5 - UNRELEASED
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MAPREDUCE-4741. WARN and ERROR messages logged during normal AM shutdown.
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(Vinod Kumar Vavilapalli via jlowe)
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MAPREDUCE-4730. Fix Reducer's EventFetcher to scale the map-completion
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requests slowly to avoid HADOOP-8942. (Jason Lowe via vinodkv)
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Release 0.23.4 - UNRELEASED
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INCOMPATIBLE CHANGES
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@ -27,10 +27,8 @@ import org.apache.hadoop.mapred.TaskCompletionEvent;
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import org.apache.hadoop.mapred.TaskUmbilicalProtocol;
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import org.apache.hadoop.mapreduce.TaskAttemptID;
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@SuppressWarnings("deprecation")
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class EventFetcher<K,V> extends Thread {
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private static final long SLEEP_TIME = 1000;
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private static final int MAX_EVENTS_TO_FETCH = 10000;
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private static final int MAX_RETRIES = 10;
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private static final int RETRY_PERIOD = 5000;
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private static final Log LOG = LogFactory.getLog(EventFetcher.class);
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@ -38,7 +36,8 @@ class EventFetcher<K,V> extends Thread {
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private final TaskAttemptID reduce;
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private final TaskUmbilicalProtocol umbilical;
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private final ShuffleScheduler<K,V> scheduler;
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private int fromEventId = 0;
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private int fromEventIdx = 0;
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private int maxEventsToFetch;
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private ExceptionReporter exceptionReporter = null;
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private int maxMapRuntime = 0;
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@ -48,13 +47,15 @@ class EventFetcher<K,V> extends Thread {
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public EventFetcher(TaskAttemptID reduce,
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TaskUmbilicalProtocol umbilical,
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ShuffleScheduler<K,V> scheduler,
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ExceptionReporter reporter) {
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ExceptionReporter reporter,
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int maxEventsToFetch) {
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setName("EventFetcher for fetching Map Completion Events");
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setDaemon(true);
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this.reduce = reduce;
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this.umbilical = umbilical;
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this.scheduler = scheduler;
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exceptionReporter = reporter;
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this.maxEventsToFetch = maxEventsToFetch;
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}
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@Override
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@ -112,46 +113,47 @@ class EventFetcher<K,V> extends Thread {
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* from a given event ID.
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* @throws IOException
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*/
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private int getMapCompletionEvents() throws IOException {
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protected int getMapCompletionEvents() throws IOException {
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int numNewMaps = 0;
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MapTaskCompletionEventsUpdate update =
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umbilical.getMapCompletionEvents((org.apache.hadoop.mapred.JobID)
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reduce.getJobID(),
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fromEventId,
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MAX_EVENTS_TO_FETCH,
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(org.apache.hadoop.mapred.TaskAttemptID)
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reduce);
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TaskCompletionEvent events[] = update.getMapTaskCompletionEvents();
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LOG.debug("Got " + events.length + " map completion events from " +
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fromEventId);
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// Check if the reset is required.
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// Since there is no ordering of the task completion events at the
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// reducer, the only option to sync with the new jobtracker is to reset
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// the events index
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if (update.shouldReset()) {
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fromEventId = 0;
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scheduler.resetKnownMaps();
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}
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// Update the last seen event ID
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fromEventId += events.length;
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// Process the TaskCompletionEvents:
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// 1. Save the SUCCEEDED maps in knownOutputs to fetch the outputs.
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// 2. Save the OBSOLETE/FAILED/KILLED maps in obsoleteOutputs to stop
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// fetching from those maps.
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// 3. Remove TIPFAILED maps from neededOutputs since we don't need their
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// outputs at all.
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for (TaskCompletionEvent event : events) {
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switch (event.getTaskStatus()) {
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TaskCompletionEvent events[] = null;
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do {
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MapTaskCompletionEventsUpdate update =
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umbilical.getMapCompletionEvents(
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(org.apache.hadoop.mapred.JobID)reduce.getJobID(),
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fromEventIdx,
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maxEventsToFetch,
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(org.apache.hadoop.mapred.TaskAttemptID)reduce);
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events = update.getMapTaskCompletionEvents();
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LOG.debug("Got " + events.length + " map completion events from " +
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fromEventIdx);
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// Check if the reset is required.
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// Since there is no ordering of the task completion events at the
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// reducer, the only option to sync with the new jobtracker is to reset
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// the events index
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if (update.shouldReset()) {
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fromEventIdx = 0;
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scheduler.resetKnownMaps();
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}
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// Update the last seen event ID
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fromEventIdx += events.length;
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// Process the TaskCompletionEvents:
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// 1. Save the SUCCEEDED maps in knownOutputs to fetch the outputs.
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// 2. Save the OBSOLETE/FAILED/KILLED maps in obsoleteOutputs to stop
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// fetching from those maps.
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// 3. Remove TIPFAILED maps from neededOutputs since we don't need their
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// outputs at all.
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for (TaskCompletionEvent event : events) {
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switch (event.getTaskStatus()) {
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case SUCCEEDED:
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URI u = getBaseURI(event.getTaskTrackerHttp());
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scheduler.addKnownMapOutput(u.getHost() + ":" + u.getPort(),
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u.toString(),
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event.getTaskAttemptId());
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u.toString(),
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event.getTaskAttemptId());
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numNewMaps ++;
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int duration = event.getTaskRunTime();
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if (duration > maxMapRuntime) {
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@ -164,15 +166,17 @@ class EventFetcher<K,V> extends Thread {
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case OBSOLETE:
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scheduler.obsoleteMapOutput(event.getTaskAttemptId());
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LOG.info("Ignoring obsolete output of " + event.getTaskStatus() +
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" map-task: '" + event.getTaskAttemptId() + "'");
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" map-task: '" + event.getTaskAttemptId() + "'");
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break;
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case TIPFAILED:
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scheduler.tipFailed(event.getTaskAttemptId().getTaskID());
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LOG.info("Ignoring output of failed map TIP: '" +
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event.getTaskAttemptId() + "'");
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event.getTaskAttemptId() + "'");
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break;
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}
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}
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}
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} while (events.length == maxEventsToFetch);
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return numNewMaps;
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}
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@ -40,9 +40,12 @@ import org.apache.hadoop.util.Progress;
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@InterfaceAudience.Private
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@InterfaceStability.Unstable
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@SuppressWarnings({"deprecation", "unchecked", "rawtypes"})
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@SuppressWarnings({"unchecked", "rawtypes"})
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public class Shuffle<K, V> implements ExceptionReporter {
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private static final int PROGRESS_FREQUENCY = 2000;
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private static final int MAX_EVENTS_TO_FETCH = 10000;
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private static final int MIN_EVENTS_TO_FETCH = 100;
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private static final int MAX_RPC_OUTSTANDING_EVENTS = 3000000;
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private final TaskAttemptID reduceId;
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private final JobConf jobConf;
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@ -99,9 +102,17 @@ public class Shuffle<K, V> implements ExceptionReporter {
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}
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public RawKeyValueIterator run() throws IOException, InterruptedException {
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// Scale the maximum events we fetch per RPC call to mitigate OOM issues
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// on the ApplicationMaster when a thundering herd of reducers fetch events
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// TODO: This should not be necessary after HADOOP-8942
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int eventsPerReducer = Math.max(MIN_EVENTS_TO_FETCH,
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MAX_RPC_OUTSTANDING_EVENTS / jobConf.getNumReduceTasks());
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int maxEventsToFetch = Math.min(MAX_EVENTS_TO_FETCH, eventsPerReducer);
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// Start the map-completion events fetcher thread
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final EventFetcher<K,V> eventFetcher =
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new EventFetcher<K,V>(reduceId, umbilical, scheduler, this);
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new EventFetcher<K,V>(reduceId, umbilical, scheduler, this,
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maxEventsToFetch);
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eventFetcher.start();
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// Start the map-output fetcher threads
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@ -0,0 +1,116 @@
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/**
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* Licensed to the Apache Software Foundation (ASF) under one
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* or more contributor license agreements. See the NOTICE file
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* distributed with this work for additional information
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* regarding copyright ownership. The ASF licenses this file
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* to you under the Apache License, Version 2.0 (the
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* "License"); you may not use this file except in compliance
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* with the License. You may obtain a copy of the License at
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*
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* http://www.apache.org/licenses/LICENSE-2.0
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*
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* Unless required by applicable law or agreed to in writing, software
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* distributed under the License is distributed on an "AS IS" BASIS,
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* WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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* See the License for the specific language governing permissions and
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* limitations under the License.
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*/
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package org.apache.hadoop.mapreduce.task.reduce;
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import static org.mockito.Mockito.any;
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import static org.mockito.Mockito.anyInt;
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import static org.mockito.Mockito.anyString;
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import static org.mockito.Mockito.eq;
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import static org.mockito.Mockito.inOrder;
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import static org.mockito.Mockito.mock;
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import static org.mockito.Mockito.never;
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import static org.mockito.Mockito.times;
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import static org.mockito.Mockito.verify;
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import static org.mockito.Mockito.when;
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import java.io.IOException;
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import java.util.ArrayList;
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import org.apache.hadoop.mapred.JobID;
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import org.apache.hadoop.mapred.MapTaskCompletionEventsUpdate;
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import org.apache.hadoop.mapred.TaskAttemptID;
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import org.apache.hadoop.mapred.TaskCompletionEvent;
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import org.apache.hadoop.mapred.TaskUmbilicalProtocol;
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import org.apache.hadoop.mapreduce.TaskType;
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import org.junit.Test;
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import org.mockito.InOrder;
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public class TestEventFetcher {
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@Test
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public void testConsecutiveFetch() throws IOException {
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final int MAX_EVENTS_TO_FETCH = 100;
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TaskAttemptID tid = new TaskAttemptID("12345", 1, TaskType.REDUCE, 1, 1);
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TaskUmbilicalProtocol umbilical = mock(TaskUmbilicalProtocol.class);
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when(umbilical.getMapCompletionEvents(any(JobID.class),
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anyInt(), anyInt(), any(TaskAttemptID.class)))
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.thenReturn(getMockedCompletionEventsUpdate(0, 0));
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when(umbilical.getMapCompletionEvents(any(JobID.class),
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eq(0), eq(MAX_EVENTS_TO_FETCH), eq(tid)))
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.thenReturn(getMockedCompletionEventsUpdate(0, MAX_EVENTS_TO_FETCH));
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when(umbilical.getMapCompletionEvents(any(JobID.class),
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eq(MAX_EVENTS_TO_FETCH), eq(MAX_EVENTS_TO_FETCH), eq(tid)))
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.thenReturn(getMockedCompletionEventsUpdate(MAX_EVENTS_TO_FETCH,
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MAX_EVENTS_TO_FETCH));
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when(umbilical.getMapCompletionEvents(any(JobID.class),
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eq(MAX_EVENTS_TO_FETCH*2), eq(MAX_EVENTS_TO_FETCH), eq(tid)))
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.thenReturn(getMockedCompletionEventsUpdate(MAX_EVENTS_TO_FETCH*2, 3));
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@SuppressWarnings("unchecked")
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ShuffleScheduler<String,String> scheduler = mock(ShuffleScheduler.class);
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ExceptionReporter reporter = mock(ExceptionReporter.class);
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EventFetcherForTest<String,String> ef =
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new EventFetcherForTest<String,String>(tid, umbilical, scheduler,
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reporter, MAX_EVENTS_TO_FETCH);
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ef.getMapCompletionEvents();
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verify(reporter, never()).reportException(any(Throwable.class));
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InOrder inOrder = inOrder(umbilical);
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inOrder.verify(umbilical).getMapCompletionEvents(any(JobID.class),
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eq(0), eq(MAX_EVENTS_TO_FETCH), eq(tid));
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inOrder.verify(umbilical).getMapCompletionEvents(any(JobID.class),
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eq(MAX_EVENTS_TO_FETCH), eq(MAX_EVENTS_TO_FETCH), eq(tid));
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inOrder.verify(umbilical).getMapCompletionEvents(any(JobID.class),
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eq(MAX_EVENTS_TO_FETCH*2), eq(MAX_EVENTS_TO_FETCH), eq(tid));
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verify(scheduler, times(MAX_EVENTS_TO_FETCH*2 + 3)).addKnownMapOutput(
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anyString(), anyString(), any(TaskAttemptID.class));
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}
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private MapTaskCompletionEventsUpdate getMockedCompletionEventsUpdate(
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int startIdx, int numEvents) {
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ArrayList<TaskCompletionEvent> tceList =
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new ArrayList<TaskCompletionEvent>(numEvents);
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for (int i = 0; i < numEvents; ++i) {
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int eventIdx = startIdx + i;
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TaskCompletionEvent tce = new TaskCompletionEvent(eventIdx,
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new TaskAttemptID("12345", 1, TaskType.MAP, eventIdx, 0),
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eventIdx, true, TaskCompletionEvent.Status.SUCCEEDED,
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"http://somehost:8888");
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tceList.add(tce);
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}
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TaskCompletionEvent[] events = {};
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return new MapTaskCompletionEventsUpdate(tceList.toArray(events), false);
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}
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private static class EventFetcherForTest<K,V> extends EventFetcher<K,V> {
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public EventFetcherForTest(TaskAttemptID reduce,
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TaskUmbilicalProtocol umbilical, ShuffleScheduler<K,V> scheduler,
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ExceptionReporter reporter, int maxEventsToFetch) {
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super(reduce, umbilical, scheduler, reporter, maxEventsToFetch);
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}
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@Override
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public int getMapCompletionEvents() throws IOException {
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return super.getMapCompletionEvents();
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}
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}
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}
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