use of org.apache.hadoop.yarn.server.resourcemanager.scheduler.common.fica.FiCaSchedulerApp in project hadoop by apache.
the class TestContainerAllocation method testExcessReservationWillBeUnreserved.
@Test(timeout = 60000)
public void testExcessReservationWillBeUnreserved() throws Exception {
/**
* Test case: Submit two application (app1/app2) to a queue. And there's one
* node with 8G resource in the cluster. App1 allocates a 6G container, Then
* app2 asks for a 4G container. App2's request will be reserved on the
* node.
*
* Before next node heartbeat, app2 cancels the reservation, we should found
* the reserved resource is cancelled as well.
*/
// inject node label manager
MockRM rm1 = new MockRM();
rm1.getRMContext().setNodeLabelManager(mgr);
rm1.start();
MockNM nm1 = rm1.registerNode("h1:1234", 8 * GB);
MockNM nm2 = rm1.registerNode("h2:1234", 8 * GB);
// launch an app to queue, AM container should be launched in nm1
RMApp app1 = rm1.submitApp(1 * GB, "app", "user", null, "default");
MockAM am1 = MockRM.launchAndRegisterAM(app1, rm1, nm1);
// launch another app to queue, AM container should be launched in nm1
RMApp app2 = rm1.submitApp(1 * GB, "app", "user", null, "default");
MockAM am2 = MockRM.launchAndRegisterAM(app2, rm1, nm1);
am1.allocate("*", 4 * GB, 1, new ArrayList<ContainerId>());
am2.allocate("*", 4 * GB, 1, new ArrayList<ContainerId>());
CapacityScheduler cs = (CapacityScheduler) rm1.getResourceScheduler();
RMNode rmNode1 = rm1.getRMContext().getRMNodes().get(nm1.getNodeId());
LeafQueue leafQueue = (LeafQueue) cs.getQueue("default");
// Do node heartbeats 2 times
// First time will allocate container for app1, second time will reserve
// container for app2
cs.handle(new NodeUpdateSchedulerEvent(rmNode1));
cs.handle(new NodeUpdateSchedulerEvent(rmNode1));
// App2 will get preference to be allocated on node1, and node1 will be all
// used by App2.
FiCaSchedulerApp schedulerApp1 = cs.getApplicationAttempt(am1.getApplicationAttemptId());
FiCaSchedulerApp schedulerApp2 = cs.getApplicationAttempt(am2.getApplicationAttemptId());
// Check if a 4G contaienr allocated for app1, and nothing allocated for app2
Assert.assertEquals(2, schedulerApp1.getLiveContainers().size());
Assert.assertEquals(1, schedulerApp2.getLiveContainers().size());
Assert.assertTrue(schedulerApp2.getReservedContainers().size() > 0);
// NM1 has available resource = 2G (8G - 2 * 1G - 4G)
Assert.assertEquals(2 * GB, cs.getNode(nm1.getNodeId()).getUnallocatedResource().getMemorySize());
Assert.assertNotNull(cs.getNode(nm1.getNodeId()).getReservedContainer());
// Usage of queue = 4G + 2 * 1G + 4G (reserved)
Assert.assertEquals(10 * GB, cs.getRootQueue().getQueueResourceUsage().getUsed().getMemorySize());
Assert.assertEquals(4 * GB, cs.getRootQueue().getQueueResourceUsage().getReserved().getMemorySize());
Assert.assertEquals(4 * GB, leafQueue.getQueueResourceUsage().getReserved().getMemorySize());
// Cancel asks of app2 and re-kick RM
am2.allocate("*", 4 * GB, 0, new ArrayList<ContainerId>());
cs.handle(new NodeUpdateSchedulerEvent(rmNode1));
// App2's reservation will be cancelled
Assert.assertTrue(schedulerApp2.getReservedContainers().size() == 0);
Assert.assertEquals(2 * GB, cs.getNode(nm1.getNodeId()).getUnallocatedResource().getMemorySize());
Assert.assertNull(cs.getNode(nm1.getNodeId()).getReservedContainer());
Assert.assertEquals(6 * GB, cs.getRootQueue().getQueueResourceUsage().getUsed().getMemorySize());
Assert.assertEquals(0, cs.getRootQueue().getQueueResourceUsage().getReserved().getMemorySize());
Assert.assertEquals(0, leafQueue.getQueueResourceUsage().getReserved().getMemorySize());
rm1.close();
}
use of org.apache.hadoop.yarn.server.resourcemanager.scheduler.common.fica.FiCaSchedulerApp in project hadoop by apache.
the class TestContainerAllocation method testQueuePriorityOrdering.
@Test(timeout = 60000)
public void testQueuePriorityOrdering() throws Exception {
CapacitySchedulerConfiguration newConf = (CapacitySchedulerConfiguration) TestUtils.getConfigurationWithMultipleQueues(conf);
// Set ordering policy
newConf.setQueueOrderingPolicy(CapacitySchedulerConfiguration.ROOT, CapacitySchedulerConfiguration.QUEUE_PRIORITY_UTILIZATION_ORDERING_POLICY);
// Set maximum capacity of A to 20
newConf.setMaximumCapacity(CapacitySchedulerConfiguration.ROOT + ".a", 20);
newConf.setQueuePriority(CapacitySchedulerConfiguration.ROOT + ".c", 1);
newConf.setQueuePriority(CapacitySchedulerConfiguration.ROOT + ".b", 2);
newConf.setQueuePriority(CapacitySchedulerConfiguration.ROOT + ".a", 3);
MockRM rm1 = new MockRM(newConf);
rm1.getRMContext().setNodeLabelManager(mgr);
rm1.start();
MockNM nm1 = rm1.registerNode("h1:1234", 100 * GB);
// launch an app to queue A, AM container should be launched in nm1
RMApp app1 = rm1.submitApp(2 * GB, "app", "user", null, "a");
MockAM am1 = MockRM.launchAndRegisterAM(app1, rm1, nm1);
// launch an app to queue B, AM container should be launched in nm1
RMApp app2 = rm1.submitApp(2 * GB, "app", "user", null, "b");
MockAM am2 = MockRM.launchAndRegisterAM(app2, rm1, nm1);
// launch an app to queue C, AM container should be launched in nm1
RMApp app3 = rm1.submitApp(2 * GB, "app", "user", null, "c");
MockAM am3 = MockRM.launchAndRegisterAM(app3, rm1, nm1);
// Each application asks 10 * 5GB containers
am1.allocate("*", 5 * GB, 10, null);
am2.allocate("*", 5 * GB, 10, null);
am3.allocate("*", 5 * GB, 10, null);
CapacityScheduler cs = (CapacityScheduler) rm1.getResourceScheduler();
RMNode rmNode1 = rm1.getRMContext().getRMNodes().get(nm1.getNodeId());
FiCaSchedulerApp schedulerApp1 = cs.getApplicationAttempt(am1.getApplicationAttemptId());
FiCaSchedulerApp schedulerApp2 = cs.getApplicationAttempt(am2.getApplicationAttemptId());
FiCaSchedulerApp schedulerApp3 = cs.getApplicationAttempt(am3.getApplicationAttemptId());
// container will be allocated to am1
// App1 will get 2 container allocated (plus AM container)
cs.handle(new NodeUpdateSchedulerEvent(rmNode1));
Assert.assertEquals(2, schedulerApp1.getLiveContainers().size());
Assert.assertEquals(1, schedulerApp2.getLiveContainers().size());
Assert.assertEquals(1, schedulerApp3.getLiveContainers().size());
// container will be allocated to am1 again,
// App1 will get 3 container allocated (plus AM container)
cs.handle(new NodeUpdateSchedulerEvent(rmNode1));
Assert.assertEquals(3, schedulerApp1.getLiveContainers().size());
Assert.assertEquals(1, schedulerApp2.getLiveContainers().size());
Assert.assertEquals(1, schedulerApp3.getLiveContainers().size());
// (Now usages of queues: a=12G (satisfied), b=2G, c=2G)
// container will be allocated to am2 (since app1 reaches its guaranteed
// capacity)
// App2 will get 2 container allocated (plus AM container)
cs.handle(new NodeUpdateSchedulerEvent(rmNode1));
Assert.assertEquals(3, schedulerApp1.getLiveContainers().size());
Assert.assertEquals(2, schedulerApp2.getLiveContainers().size());
Assert.assertEquals(1, schedulerApp3.getLiveContainers().size());
// App2 will get 2 container allocated (plus AM container)
for (int i = 0; i < 3; i++) {
cs.handle(new NodeUpdateSchedulerEvent(rmNode1));
}
Assert.assertEquals(3, schedulerApp1.getLiveContainers().size());
Assert.assertEquals(5, schedulerApp2.getLiveContainers().size());
Assert.assertEquals(1, schedulerApp3.getLiveContainers().size());
// Do this 10 times
for (int i = 0; i < 10; i++) {
cs.handle(new NodeUpdateSchedulerEvent(rmNode1));
}
Assert.assertEquals(3, schedulerApp1.getLiveContainers().size());
Assert.assertEquals(5, schedulerApp2.getLiveContainers().size());
Assert.assertEquals(11, schedulerApp3.getLiveContainers().size());
// Do this 20 times, we can only allocate 3 containers, 1 to A and 3 to B
for (int i = 0; i < 20; i++) {
cs.handle(new NodeUpdateSchedulerEvent(rmNode1));
}
Assert.assertEquals(4, schedulerApp1.getLiveContainers().size());
Assert.assertEquals(6, schedulerApp2.getLiveContainers().size());
Assert.assertEquals(11, schedulerApp3.getLiveContainers().size());
// (Now usages of queues: a=17G (satisfied), b=27G (satisfied), c=52G))
rm1.close();
}
use of org.apache.hadoop.yarn.server.resourcemanager.scheduler.common.fica.FiCaSchedulerApp in project hadoop by apache.
the class TestContainerAllocation method testReservedContainerMetricsOnDecommisionedNode.
@Test(timeout = 60000)
public void testReservedContainerMetricsOnDecommisionedNode() throws Exception {
/**
* Test case: Submit two application (app1/app2) to a queue. And there's one
* node with 8G resource in the cluster. App1 allocates a 6G container, Then
* app2 asks for a 4G container. App2's request will be reserved on the
* node.
*
* Before next node heartbeat, app1 container is completed/killed. So app1
* container which was reserved will be allocated.
*/
// inject node label manager
MockRM rm1 = new MockRM();
rm1.getRMContext().setNodeLabelManager(mgr);
rm1.start();
MockNM nm1 = rm1.registerNode("h1:1234", 8 * GB);
MockNM nm2 = rm1.registerNode("h2:1234", 8 * GB);
// launch an app to queue, AM container should be launched in nm1
RMApp app1 = rm1.submitApp(1 * GB, "app", "user", null, "default");
MockAM am1 = MockRM.launchAndRegisterAM(app1, rm1, nm1);
// launch another app to queue, AM container should be launched in nm1
RMApp app2 = rm1.submitApp(1 * GB, "app", "user", null, "default");
MockAM am2 = MockRM.launchAndRegisterAM(app2, rm1, nm1);
am1.allocate("*", 4 * GB, 1, new ArrayList<ContainerId>());
am2.allocate("*", 4 * GB, 1, new ArrayList<ContainerId>());
CapacityScheduler cs = (CapacityScheduler) rm1.getResourceScheduler();
RMNode rmNode1 = rm1.getRMContext().getRMNodes().get(nm1.getNodeId());
LeafQueue leafQueue = (LeafQueue) cs.getQueue("default");
// Do node heartbeats 2 times
// First time will allocate container for app1, second time will reserve
// container for app2
cs.handle(new NodeUpdateSchedulerEvent(rmNode1));
cs.handle(new NodeUpdateSchedulerEvent(rmNode1));
// App2 will get preference to be allocated on node1, and node1 will be all
// used by App2.
FiCaSchedulerApp schedulerApp1 = cs.getApplicationAttempt(am1.getApplicationAttemptId());
FiCaSchedulerApp schedulerApp2 = cs.getApplicationAttempt(am2.getApplicationAttemptId());
// Check if a 4G container allocated for app1, and nothing allocated for app2
Assert.assertEquals(2, schedulerApp1.getLiveContainers().size());
Assert.assertEquals(1, schedulerApp2.getLiveContainers().size());
Assert.assertTrue(schedulerApp2.getReservedContainers().size() > 0);
// NM1 has available resource = 2G (8G - 2 * 1G - 4G)
Assert.assertEquals(2 * GB, cs.getNode(nm1.getNodeId()).getUnallocatedResource().getMemorySize());
Assert.assertNotNull(cs.getNode(nm1.getNodeId()).getReservedContainer());
// Usage of queue = 4G + 2 * 1G + 4G (reserved)
Assert.assertEquals(10 * GB, cs.getRootQueue().getQueueResourceUsage().getUsed().getMemorySize());
Assert.assertEquals(4 * GB, cs.getRootQueue().getQueueResourceUsage().getReserved().getMemorySize());
Assert.assertEquals(4 * GB, leafQueue.getQueueResourceUsage().getReserved().getMemorySize());
// Remove the node
cs.handle(new NodeRemovedSchedulerEvent(rmNode1));
// Check all container cancelled for app1 and app2
Assert.assertEquals(0, schedulerApp1.getLiveContainers().size());
Assert.assertEquals(0, schedulerApp2.getLiveContainers().size());
Assert.assertFalse(schedulerApp2.getReservedContainers().size() > 0);
// Usage and Reserved capacity of queue is 0
Assert.assertEquals(0 * GB, cs.getRootQueue().getQueueResourceUsage().getUsed().getMemorySize());
Assert.assertEquals(0 * GB, cs.getRootQueue().getQueueResourceUsage().getReserved().getMemorySize());
Assert.assertEquals(0 * GB, leafQueue.getQueueResourceUsage().getReserved().getMemorySize());
rm1.close();
}
use of org.apache.hadoop.yarn.server.resourcemanager.scheduler.common.fica.FiCaSchedulerApp in project hadoop by apache.
the class TestContainerAllocation method testAssignMultipleOffswitchContainers.
@Test(timeout = 60000)
public void testAssignMultipleOffswitchContainers() throws Exception {
MockRM rm1 = new MockRM();
rm1.getRMContext().setNodeLabelManager(mgr);
rm1.start();
MockNM nm1 = rm1.registerNode("h1:1234", 80 * GB);
// launch an app to queue, AM container should be launched in nm1
RMApp app1 = rm1.submitApp(1 * GB, "app", "user", null, "default");
MockAM am1 = MockRM.launchAndRegisterAM(app1, rm1, nm1);
am1.allocate("*", 1 * GB, 5, new ArrayList<ContainerId>());
CapacityScheduler cs = (CapacityScheduler) rm1.getResourceScheduler();
RMNode rmNode1 = rm1.getRMContext().getRMNodes().get(nm1.getNodeId());
// Do node heartbeats once
cs.handle(new NodeUpdateSchedulerEvent(rmNode1));
FiCaSchedulerApp schedulerApp1 = cs.getApplicationAttempt(am1.getApplicationAttemptId());
// App1 will get one container allocated (plus AM container
Assert.assertEquals(2, schedulerApp1.getLiveContainers().size());
// Set assign multiple off-switch containers to 3
CapacitySchedulerConfiguration newCSConf = new CapacitySchedulerConfiguration();
newCSConf.setInt(CapacitySchedulerConfiguration.OFFSWITCH_PER_HEARTBEAT_LIMIT, 3);
cs.reinitialize(newCSConf, rm1.getRMContext());
// Do node heartbeats once
cs.handle(new NodeUpdateSchedulerEvent(rmNode1));
// App1 will get 3 new container allocated (plus 2 previously allocated
// container)
Assert.assertEquals(5, schedulerApp1.getLiveContainers().size());
rm1.close();
}
use of org.apache.hadoop.yarn.server.resourcemanager.scheduler.common.fica.FiCaSchedulerApp in project hadoop by apache.
the class TestLeafQueue method testComputeUserLimitAndSetHeadroom.
@SuppressWarnings({ "unchecked", "rawtypes" })
@Test
public void testComputeUserLimitAndSetHeadroom() throws IOException {
LeafQueue qb = stubLeafQueue((LeafQueue) queues.get(B));
qb.setMaxCapacity(1.0f);
// Users
final String user_0 = "user_0";
final String user_1 = "user_1";
//create nodes
String host_0 = "127.0.0.1";
FiCaSchedulerNode node_0 = TestUtils.getMockNode(host_0, DEFAULT_RACK, 0, 8 * GB);
String host_1 = "127.0.0.2";
FiCaSchedulerNode node_1 = TestUtils.getMockNode(host_1, DEFAULT_RACK, 0, 8 * GB);
Map<NodeId, FiCaSchedulerNode> nodes = ImmutableMap.of(node_0.getNodeID(), node_0, node_1.getNodeID(), node_1);
final int numNodes = 2;
Resource clusterResource = Resources.createResource(numNodes * (8 * GB), 1);
when(csContext.getNumClusterNodes()).thenReturn(numNodes);
CapacitySchedulerQueueManager mockCapacitySchedulerQueueManager = mock(CapacitySchedulerQueueManager.class);
QueueStateManager mockQueueStateManager = mock(QueueStateManager.class);
when(mockCapacitySchedulerQueueManager.getQueueStateManager()).thenReturn(mockQueueStateManager);
when(csContext.getCapacitySchedulerQueueManager()).thenReturn(mockCapacitySchedulerQueueManager);
//our test plan contains three cases
//1. single user dominate the queue, we test the headroom
//2. two users, but user_0 is assigned 100% of the queue resource,
// submit user_1's application, check headroom correctness
//3. two users, each is assigned 50% of the queue resource
// each user submit one application and check their headrooms
//4. similarly to 3. but user_0 has no quote left and there are
// free resources left, check headroom
//test case 1
qb.setUserLimit(100);
qb.setUserLimitFactor(1);
final ApplicationAttemptId appAttemptId_0 = TestUtils.getMockApplicationAttemptId(0, 0);
FiCaSchedulerApp app_0 = new FiCaSchedulerApp(appAttemptId_0, user_0, qb, qb.getAbstractUsersManager(), spyRMContext);
Map<ApplicationAttemptId, FiCaSchedulerApp> apps = new HashMap<>();
apps.put(app_0.getApplicationAttemptId(), app_0);
qb.submitApplicationAttempt(app_0, user_0);
Priority u0Priority = TestUtils.createMockPriority(1);
SchedulerRequestKey u0SchedKey = toSchedulerKey(u0Priority);
app_0.updateResourceRequests(Collections.singletonList(TestUtils.createResourceRequest(ResourceRequest.ANY, 4 * GB, 1, true, u0Priority, recordFactory)));
assertEquals("There should only be 1 active user!", 1, qb.getAbstractUsersManager().getNumActiveUsers());
//get headroom
applyCSAssignment(clusterResource, qb.assignContainers(clusterResource, node_0, new ResourceLimits(clusterResource), SchedulingMode.RESPECT_PARTITION_EXCLUSIVITY), qb, nodes, apps);
qb.computeUserLimitAndSetHeadroom(app_0, clusterResource, "", SchedulingMode.RESPECT_PARTITION_EXCLUSIVITY);
//maxqueue 16G, userlimit 13G, - 4G used = 9G
assertEquals(9 * GB, app_0.getHeadroom().getMemorySize());
//test case 2
final ApplicationAttemptId appAttemptId_2 = TestUtils.getMockApplicationAttemptId(2, 0);
FiCaSchedulerApp app_2 = new FiCaSchedulerApp(appAttemptId_2, user_1, qb, qb.getAbstractUsersManager(), spyRMContext);
apps.put(app_2.getApplicationAttemptId(), app_2);
Priority u1Priority = TestUtils.createMockPriority(2);
SchedulerRequestKey u1SchedKey = toSchedulerKey(u1Priority);
app_2.updateResourceRequests(Collections.singletonList(TestUtils.createResourceRequest(ResourceRequest.ANY, 4 * GB, 1, true, u1Priority, recordFactory)));
qb.submitApplicationAttempt(app_2, user_1);
applyCSAssignment(clusterResource, qb.assignContainers(clusterResource, node_1, new ResourceLimits(clusterResource), SchedulingMode.RESPECT_PARTITION_EXCLUSIVITY), qb, nodes, apps);
qb.computeUserLimitAndSetHeadroom(app_0, clusterResource, "", SchedulingMode.RESPECT_PARTITION_EXCLUSIVITY);
assertEquals(8 * GB, qb.getUsedResources().getMemorySize());
assertEquals(4 * GB, app_0.getCurrentConsumption().getMemorySize());
//maxqueue 16G, userlimit 13G, - 4G used = 9G BUT
//maxqueue 16G - used 8G (4 each app/user) = 8G max headroom (the new logic)
assertEquals(8 * GB, app_0.getHeadroom().getMemorySize());
assertEquals(4 * GB, app_2.getCurrentConsumption().getMemorySize());
assertEquals(8 * GB, app_2.getHeadroom().getMemorySize());
//test case 3
qb.finishApplication(app_0.getApplicationId(), user_0);
qb.finishApplication(app_2.getApplicationId(), user_1);
qb.releaseResource(clusterResource, app_0, app_0.getAppSchedulingInfo().getPendingAsk(u0SchedKey).getPerAllocationResource(), null, null);
qb.releaseResource(clusterResource, app_2, app_2.getAppSchedulingInfo().getPendingAsk(u1SchedKey).getPerAllocationResource(), null, null);
qb.setUserLimit(50);
qb.setUserLimitFactor(1);
final ApplicationAttemptId appAttemptId_1 = TestUtils.getMockApplicationAttemptId(1, 0);
FiCaSchedulerApp app_1 = new FiCaSchedulerApp(appAttemptId_1, user_0, qb, qb.getAbstractUsersManager(), spyRMContext);
apps.put(app_1.getApplicationAttemptId(), app_1);
final ApplicationAttemptId appAttemptId_3 = TestUtils.getMockApplicationAttemptId(3, 0);
FiCaSchedulerApp app_3 = new FiCaSchedulerApp(appAttemptId_3, user_1, qb, qb.getAbstractUsersManager(), spyRMContext);
apps.put(app_3.getApplicationAttemptId(), app_3);
app_1.updateResourceRequests(Collections.singletonList(TestUtils.createResourceRequest(ResourceRequest.ANY, 2 * GB, 1, true, u0Priority, recordFactory)));
app_3.updateResourceRequests(Collections.singletonList(TestUtils.createResourceRequest(ResourceRequest.ANY, 2 * GB, 1, true, u1Priority, recordFactory)));
qb.submitApplicationAttempt(app_1, user_0);
qb.submitApplicationAttempt(app_3, user_1);
applyCSAssignment(clusterResource, qb.assignContainers(clusterResource, node_0, new ResourceLimits(clusterResource), SchedulingMode.RESPECT_PARTITION_EXCLUSIVITY), qb, nodes, apps);
applyCSAssignment(clusterResource, qb.assignContainers(clusterResource, node_0, new ResourceLimits(clusterResource), SchedulingMode.RESPECT_PARTITION_EXCLUSIVITY), qb, nodes, apps);
qb.computeUserLimitAndSetHeadroom(app_3, clusterResource, "", SchedulingMode.RESPECT_PARTITION_EXCLUSIVITY);
assertEquals(4 * GB, qb.getUsedResources().getMemorySize());
//maxqueue 16G, userlimit 7G, used (by each user) 2G, headroom 5G (both)
assertEquals(5 * GB, app_3.getHeadroom().getMemorySize());
assertEquals(5 * GB, app_1.getHeadroom().getMemorySize());
//test case 4
final ApplicationAttemptId appAttemptId_4 = TestUtils.getMockApplicationAttemptId(4, 0);
FiCaSchedulerApp app_4 = new FiCaSchedulerApp(appAttemptId_4, user_0, qb, qb.getAbstractUsersManager(), spyRMContext);
apps.put(app_4.getApplicationAttemptId(), app_4);
qb.submitApplicationAttempt(app_4, user_0);
app_4.updateResourceRequests(Collections.singletonList(TestUtils.createResourceRequest(ResourceRequest.ANY, 6 * GB, 1, true, u0Priority, recordFactory)));
applyCSAssignment(clusterResource, qb.assignContainers(clusterResource, node_1, new ResourceLimits(clusterResource), SchedulingMode.RESPECT_PARTITION_EXCLUSIVITY), qb, nodes, apps);
qb.computeUserLimitAndSetHeadroom(app_4, clusterResource, "", SchedulingMode.RESPECT_PARTITION_EXCLUSIVITY);
qb.computeUserLimitAndSetHeadroom(app_3, clusterResource, "", SchedulingMode.RESPECT_PARTITION_EXCLUSIVITY);
//app3 is user1, active from last test case
//maxqueue 16G, userlimit 13G, used 2G, would be headroom 10G BUT
//10G in use, so max possible headroom is 6G (new logic)
assertEquals(6 * GB, app_3.getHeadroom().getMemorySize());
//testcase3 still active - 2+2+6=10
assertEquals(10 * GB, qb.getUsedResources().getMemorySize());
//app4 is user 0
//maxqueue 16G, userlimit 7G, used 8G, headroom 5G
//(8G used is 6G from this test case - app4, 2 from last test case, app_1)
assertEquals(0 * GB, app_4.getHeadroom().getMemorySize());
}
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