MAPREDUCE-6689. MapReduce job can infinitely increase number of reducer resource requests. Contributed by Wangda Tan
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@ -281,14 +281,18 @@ protected synchronized void heartbeat() throws Exception {
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}
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}
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if (recalculateReduceSchedule) {
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if (recalculateReduceSchedule) {
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preemptReducesIfNeeded();
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boolean reducerPreempted = preemptReducesIfNeeded();
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scheduleReduces(
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getJob().getTotalMaps(), completedMaps,
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if (!reducerPreempted) {
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scheduledRequests.maps.size(), scheduledRequests.reduces.size(),
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// Only schedule new reducers if no reducer preemption happens for
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assignedRequests.maps.size(), assignedRequests.reduces.size(),
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// this heartbeat
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mapResourceRequest, reduceResourceRequest,
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scheduleReduces(getJob().getTotalMaps(), completedMaps,
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pendingReduces.size(),
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scheduledRequests.maps.size(), scheduledRequests.reduces.size(),
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maxReduceRampupLimit, reduceSlowStart);
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assignedRequests.maps.size(), assignedRequests.reduces.size(),
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mapResourceRequest, reduceResourceRequest, pendingReduces.size(),
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maxReduceRampupLimit, reduceSlowStart);
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}
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recalculateReduceSchedule = false;
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recalculateReduceSchedule = false;
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}
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}
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@ -475,30 +479,30 @@ synchronized void setMapResourceRequest(Resource res) {
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@Private
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@Private
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@VisibleForTesting
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@VisibleForTesting
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void preemptReducesIfNeeded() {
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boolean preemptReducesIfNeeded() {
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if (reduceResourceRequest.equals(Resources.none())) {
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if (reduceResourceRequest.equals(Resources.none())) {
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return; // no reduces
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return false; // no reduces
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}
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}
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if (assignedRequests.maps.size() > 0) {
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if (assignedRequests.maps.size() > 0) {
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// there are assigned mappers
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// there are assigned mappers
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return;
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return false;
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}
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}
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if (scheduledRequests.maps.size() <= 0) {
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if (scheduledRequests.maps.size() <= 0) {
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// there are no pending requests for mappers
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// there are no pending requests for mappers
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return;
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return false;
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}
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}
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// At this point:
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// At this point:
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// we have pending mappers and all assigned resources are taken by reducers
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// we have pending mappers and all assigned resources are taken by reducers
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if (reducerUnconditionalPreemptionDelayMs >= 0) {
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if (reducerUnconditionalPreemptionDelayMs >= 0) {
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// Unconditional preemption is enabled.
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// Unconditional preemption is enabled.
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// If mappers are pending for longer than the configured threshold,
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// If mappers are pending for longer than the configured threshold,
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// preempt reducers irrespective of what the headroom is.
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// preempt reducers irrespective of what the headroom is.
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if (preemptReducersForHangingMapRequests(
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if (preemptReducersForHangingMapRequests(
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reducerUnconditionalPreemptionDelayMs)) {
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reducerUnconditionalPreemptionDelayMs)) {
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return;
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return true;
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}
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}
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}
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}
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@ -508,12 +512,12 @@ void preemptReducesIfNeeded() {
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if (ResourceCalculatorUtils.computeAvailableContainers(availableResourceForMap,
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if (ResourceCalculatorUtils.computeAvailableContainers(availableResourceForMap,
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mapResourceRequest, getSchedulerResourceTypes()) > 0) {
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mapResourceRequest, getSchedulerResourceTypes()) > 0) {
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// the available headroom is enough to run a mapper
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// the available headroom is enough to run a mapper
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return;
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return false;
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}
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}
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// Available headroom is not enough to run mapper. See if we should hold
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// Available headroom is not enough to run mapper. See if we should hold
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// off before preempting reducers and preempt if okay.
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// off before preempting reducers and preempt if okay.
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preemptReducersForHangingMapRequests(reducerNoHeadroomPreemptionDelayMs);
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return preemptReducersForHangingMapRequests(reducerNoHeadroomPreemptionDelayMs);
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}
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}
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private boolean preemptReducersForHangingMapRequests(long pendingThreshold) {
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private boolean preemptReducersForHangingMapRequests(long pendingThreshold) {
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@ -3016,6 +3016,133 @@ public void testUpdateAskOnRampDownAllReduces() throws Exception {
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}
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}
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}
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}
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@Test
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public void testAvoidAskMoreReducersWhenReducerPreemptionIsRequired()
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throws Exception {
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LOG.info("Running testAvoidAskMoreReducersWhenReducerPreemptionIsRequired");
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Configuration conf = new Configuration();
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MyResourceManager rm = new MyResourceManager(conf);
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rm.start();
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DrainDispatcher dispatcher =
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(DrainDispatcher) rm.getRMContext().getDispatcher();
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// Submit the application
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RMApp app = rm.submitApp(1024);
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dispatcher.await();
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MockNM amNodeManager = rm.registerNode("amNM:1234", 1260);
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amNodeManager.nodeHeartbeat(true);
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dispatcher.await();
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ApplicationAttemptId appAttemptId = app.getCurrentAppAttempt()
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.getAppAttemptId();
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rm.sendAMLaunched(appAttemptId);
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dispatcher.await();
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JobId jobId = MRBuilderUtils.newJobId(appAttemptId.getApplicationId(), 0);
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Job mockJob = mock(Job.class);
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when(mockJob.getReport()).thenReturn(
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MRBuilderUtils.newJobReport(jobId, "job", "user", JobState.RUNNING, 0,
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0, 0, 0, 0, 0, 0, "jobfile", null, false, ""));
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MyContainerAllocator allocator = new MyContainerAllocator(rm, conf,
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appAttemptId, mockJob);
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// Use a controlled clock to advance time for test.
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ControlledClock clock = (ControlledClock)allocator.getContext().getClock();
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clock.setTime(System.currentTimeMillis());
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// Register nodes to RM.
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MockNM nodeManager = rm.registerNode("h1:1234", 1024);
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dispatcher.await();
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// Request 2 maps and 1 reducer(sone on nodes which are not registered).
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ContainerRequestEvent event1 =
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createReq(jobId, 1, 1024, new String[] { "h1" });
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allocator.sendRequest(event1);
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ContainerRequestEvent event2 =
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createReq(jobId, 2, 1024, new String[] { "h2" });
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allocator.sendRequest(event2);
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ContainerRequestEvent event3 =
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createReq(jobId, 3, 1024, new String[] { "h2" }, false, true);
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allocator.sendRequest(event3);
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// This will tell the scheduler about the requests but there will be no
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// allocations as nodes are not added.
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allocator.schedule();
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dispatcher.await();
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// Advance clock so that maps can be considered as hanging.
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clock.setTime(System.currentTimeMillis() + 500000L);
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// Request for another reducer on h3 which has not registered.
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ContainerRequestEvent event4 =
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createReq(jobId, 4, 1024, new String[] { "h3" }, false, true);
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allocator.sendRequest(event4);
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allocator.schedule();
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dispatcher.await();
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// Update resources in scheduler through node heartbeat from h1.
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nodeManager.nodeHeartbeat(true);
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dispatcher.await();
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rm.getMyFifoScheduler().forceResourceLimit(Resource.newInstance(1024, 1));
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allocator.schedule();
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dispatcher.await();
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// One map is assigned.
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Assert.assertEquals(1, allocator.getAssignedRequests().maps.size());
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// Send deallocate request for map so that no maps are assigned after this.
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ContainerAllocatorEvent deallocate = createDeallocateEvent(jobId, 1, false);
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allocator.sendDeallocate(deallocate);
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// Now one reducer should be scheduled and one should be pending.
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Assert.assertEquals(1, allocator.getScheduledRequests().reduces.size());
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Assert.assertEquals(1, allocator.getNumOfPendingReduces());
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// No map should be assigned and one should be scheduled.
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Assert.assertEquals(1, allocator.getScheduledRequests().maps.size());
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Assert.assertEquals(0, allocator.getAssignedRequests().maps.size());
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Assert.assertEquals(6, allocator.getAsk().size());
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for (ResourceRequest req : allocator.getAsk()) {
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boolean isReduce =
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req.getPriority().equals(RMContainerAllocator.PRIORITY_REDUCE);
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if (isReduce) {
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// 1 reducer each asked on h2, * and default-rack
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Assert.assertTrue((req.getResourceName().equals("*") ||
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req.getResourceName().equals("/default-rack") ||
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req.getResourceName().equals("h2")) && req.getNumContainers() == 1);
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} else { //map
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// 0 mappers asked on h1 and 1 each on * and default-rack
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Assert.assertTrue(((req.getResourceName().equals("*") ||
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req.getResourceName().equals("/default-rack")) &&
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req.getNumContainers() == 1) || (req.getResourceName().equals("h1")
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&& req.getNumContainers() == 0));
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}
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}
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clock.setTime(System.currentTimeMillis() + 500000L + 10 * 60 * 1000);
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// On next allocate request to scheduler, headroom reported will be 2048.
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rm.getMyFifoScheduler().forceResourceLimit(Resource.newInstance(2048, 0));
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allocator.schedule();
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dispatcher.await();
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// After allocate response from scheduler, all scheduled reduces are ramped
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// down and move to pending. 3 asks are also updated with 0 containers to
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// indicate ramping down of reduces to scheduler.
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Assert.assertEquals(0, allocator.getScheduledRequests().reduces.size());
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Assert.assertEquals(2, allocator.getNumOfPendingReduces());
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Assert.assertEquals(3, allocator.getAsk().size());
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for (ResourceRequest req : allocator.getAsk()) {
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Assert.assertEquals(
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RMContainerAllocator.PRIORITY_REDUCE, req.getPriority());
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Assert.assertTrue(req.getResourceName().equals("*") ||
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req.getResourceName().equals("/default-rack") ||
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req.getResourceName().equals("h2"));
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Assert.assertEquals(Resource.newInstance(1024, 1), req.getCapability());
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Assert.assertEquals(0, req.getNumContainers());
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}
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}
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private static class MockScheduler implements ApplicationMasterProtocol {
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private static class MockScheduler implements ApplicationMasterProtocol {
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ApplicationAttemptId attemptId;
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ApplicationAttemptId attemptId;
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long nextContainerId = 10;
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long nextContainerId = 10;
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