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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.hadoop.yarn.server.resourcemanager.scheduler.capacity;
import static org.junit.Assert.assertEquals;
import static org.junit.Assert.assertFalse;
import static org.junit.Assert.assertTrue;
import static org.mockito.Matchers.any;
import static org.mockito.Matchers.eq;
import static org.mockito.Mockito.doReturn;
import static org.mockito.Mockito.mock;
import static org.mockito.Mockito.spy;
import static org.mockito.Mockito.times;
import static org.mockito.Mockito.verify;
import static org.mockito.Mockito.when;
import java.io.IOException;
import java.util.ArrayList;
import java.util.HashMap;
import java.util.List;
import java.util.Map;
import org.apache.commons.logging.Log;
import org.apache.commons.logging.LogFactory;
import org.apache.hadoop.security.UserGroupInformation;
import org.apache.hadoop.yarn.api.records.ApplicationAttemptId;
import org.apache.hadoop.yarn.api.records.Priority;
import org.apache.hadoop.yarn.api.records.QueueACL;
import org.apache.hadoop.yarn.api.records.Resource;
import org.apache.hadoop.yarn.api.records.ResourceRequest;
import org.apache.hadoop.yarn.conf.YarnConfiguration;
import org.apache.hadoop.yarn.factories.RecordFactory;
import org.apache.hadoop.yarn.factory.providers.RecordFactoryProvider;
import org.apache.hadoop.yarn.server.resourcemanager.RMContext;
import org.apache.hadoop.yarn.server.resourcemanager.scheduler.common.fica.FiCaSchedulerApp;
import org.apache.hadoop.yarn.server.resourcemanager.scheduler.common.fica.FiCaSchedulerNode;
import org.apache.hadoop.yarn.server.resourcemanager.security.RMContainerTokenSecretManager;
import org.apache.hadoop.yarn.util.resource.DefaultResourceCalculator;
import org.apache.hadoop.yarn.util.resource.ResourceCalculator;
import org.apache.hadoop.yarn.util.resource.Resources;
import org.junit.After;
import org.junit.Before;
import org.junit.Test;
public class TestApplicationLimits {
private static final Log LOG = LogFactory.getLog(TestApplicationLimits.class);
final static int GB = 1024;
LeafQueue queue;
private final ResourceCalculator resourceCalculator = new DefaultResourceCalculator();
@Before
public void setUp() throws IOException {
CapacitySchedulerConfiguration csConf =
new CapacitySchedulerConfiguration();
YarnConfiguration conf = new YarnConfiguration();
setupQueueConfiguration(csConf);
CapacitySchedulerContext csContext = mock(CapacitySchedulerContext.class);
when(csContext.getConfiguration()).thenReturn(csConf);
when(csContext.getConf()).thenReturn(conf);
when(csContext.getMinimumResourceCapability()).
thenReturn(Resources.createResource(GB, 1));
when(csContext.getMaximumResourceCapability()).
thenReturn(Resources.createResource(16*GB, 32));
when(csContext.getClusterResource()).
thenReturn(Resources.createResource(10 * 16 * GB, 10 * 32));
when(csContext.getApplicationComparator()).
thenReturn(CapacityScheduler.applicationComparator);
when(csContext.getQueueComparator()).
thenReturn(CapacityScheduler.queueComparator);
when(csContext.getResourceCalculator()).
thenReturn(resourceCalculator);
RMContainerTokenSecretManager containerTokenSecretManager =
new RMContainerTokenSecretManager(conf);
containerTokenSecretManager.rollMasterKey();
when(csContext.getContainerTokenSecretManager()).thenReturn(
containerTokenSecretManager);
Map<String, CSQueue> queues = new HashMap<String, CSQueue>();
CSQueue root =
CapacityScheduler.parseQueue(csContext, csConf, null, "root",
queues, queues,
TestUtils.spyHook);
queue = spy(new LeafQueue(csContext, A, root, null));
// Stub out ACL checks
doReturn(true).
when(queue).hasAccess(any(QueueACL.class),
any(UserGroupInformation.class));
// Some default values
doReturn(100).when(queue).getMaxApplications();
doReturn(25).when(queue).getMaxApplicationsPerUser();
doReturn(10).when(queue).getMaximumActiveApplications();
doReturn(2).when(queue).getMaximumActiveApplicationsPerUser();
}
private static final String A = "a";
private static final String B = "b";
private void setupQueueConfiguration(CapacitySchedulerConfiguration conf) {
// Define top-level queues
conf.setQueues(CapacitySchedulerConfiguration.ROOT, new String[] {A, B});
final String Q_A = CapacitySchedulerConfiguration.ROOT + "." + A;
conf.setCapacity(Q_A, 10);
final String Q_B = CapacitySchedulerConfiguration.ROOT + "." + B;
conf.setCapacity(Q_B, 90);
LOG.info("Setup top-level queues a and b");
}
private FiCaSchedulerApp getMockApplication(int appId, String user) {
FiCaSchedulerApp application = mock(FiCaSchedulerApp.class);
ApplicationAttemptId applicationAttemptId =
TestUtils.getMockApplicationAttemptId(appId, 0);
doReturn(applicationAttemptId.getApplicationId()).
when(application).getApplicationId();
doReturn(applicationAttemptId). when(application).getApplicationAttemptId();
doReturn(user).when(application).getUser();
return application;
}
@Test
public void testLimitsComputation() throws Exception {
CapacitySchedulerConfiguration csConf =
new CapacitySchedulerConfiguration();
setupQueueConfiguration(csConf);
YarnConfiguration conf = new YarnConfiguration();
CapacitySchedulerContext csContext = mock(CapacitySchedulerContext.class);
when(csContext.getConfiguration()).thenReturn(csConf);
when(csContext.getConf()).thenReturn(conf);
when(csContext.getMinimumResourceCapability()).
thenReturn(Resources.createResource(GB, 1));
when(csContext.getMaximumResourceCapability()).
thenReturn(Resources.createResource(16*GB, 16));
when(csContext.getApplicationComparator()).
thenReturn(CapacityScheduler.applicationComparator);
when(csContext.getQueueComparator()).
thenReturn(CapacityScheduler.queueComparator);
when(csContext.getResourceCalculator()).thenReturn(resourceCalculator);
// Say cluster has 100 nodes of 16G each
Resource clusterResource = Resources.createResource(100 * 16 * GB, 100 * 16);
when(csContext.getClusterResource()).thenReturn(clusterResource);
Map<String, CSQueue> queues = new HashMap<String, CSQueue>();
CSQueue root =
CapacityScheduler.parseQueue(csContext, csConf, null, "root",
queues, queues, TestUtils.spyHook);
LeafQueue queue = (LeafQueue)queues.get(A);
LOG.info("Queue 'A' -" +
" maxActiveApplications=" + queue.getMaximumActiveApplications() +
" maxActiveApplicationsPerUser=" +
queue.getMaximumActiveApplicationsPerUser());
int expectedMaxActiveApps =
Math.max(1,
(int)Math.ceil(((float)clusterResource.getMemory() / (1*GB)) *
csConf.
getMaximumApplicationMasterResourcePerQueuePercent(
queue.getQueuePath()) *
queue.getAbsoluteMaximumCapacity()));
assertEquals(expectedMaxActiveApps,
queue.getMaximumActiveApplications());
int expectedMaxActiveAppsUsingAbsCap =
Math.max(1,
(int)Math.ceil(((float)clusterResource.getMemory() / (1*GB)) *
csConf.getMaximumApplicationMasterResourcePercent() *
queue.getAbsoluteCapacity()));
assertEquals(
(int)Math.ceil(
expectedMaxActiveAppsUsingAbsCap * (queue.getUserLimit() / 100.0f) *
queue.getUserLimitFactor()),
queue.getMaximumActiveApplicationsPerUser());
assertEquals(
(int)(clusterResource.getMemory() * queue.getAbsoluteCapacity()),
queue.getMetrics().getAvailableMB()
);
// Add some nodes to the cluster & test new limits
clusterResource = Resources.createResource(120 * 16 * GB);
root.updateClusterResource(clusterResource);
expectedMaxActiveApps =
Math.max(1,
(int)Math.ceil(((float)clusterResource.getMemory() / (1*GB)) *
csConf.
getMaximumApplicationMasterResourcePerQueuePercent(
queue.getQueuePath()) *
queue.getAbsoluteMaximumCapacity()));
assertEquals(expectedMaxActiveApps,
queue.getMaximumActiveApplications());
expectedMaxActiveAppsUsingAbsCap =
Math.max(1,
(int)Math.ceil(((float)clusterResource.getMemory() / (1*GB)) *
csConf.getMaximumApplicationMasterResourcePercent() *
queue.getAbsoluteCapacity()));
assertEquals(
(int)Math.ceil(expectedMaxActiveAppsUsingAbsCap *
(queue.getUserLimit() / 100.0f) * queue.getUserLimitFactor()),
queue.getMaximumActiveApplicationsPerUser());
assertEquals(
(int)(clusterResource.getMemory() * queue.getAbsoluteCapacity()),
queue.getMetrics().getAvailableMB()
);
// should return -1 if per queue setting not set
assertEquals(
(int)CapacitySchedulerConfiguration.UNDEFINED,
csConf.getMaximumApplicationsPerQueue(queue.getQueuePath()));
int expectedMaxApps =
(int)
(CapacitySchedulerConfiguration.DEFAULT_MAXIMUM_SYSTEM_APPLICATIIONS *
queue.getAbsoluteCapacity());
assertEquals(expectedMaxApps, queue.getMaxApplications());
int expectedMaxAppsPerUser = (int)(expectedMaxApps *
(queue.getUserLimit()/100.0f) * queue.getUserLimitFactor());
assertEquals(expectedMaxAppsPerUser, queue.getMaxApplicationsPerUser());
// should default to global setting if per queue setting not set
assertEquals(
(long)CapacitySchedulerConfiguration.DEFAULT_MAXIMUM_APPLICATIONMASTERS_RESOURCE_PERCENT,
(long)csConf.getMaximumApplicationMasterResourcePerQueuePercent(
queue.getQueuePath())
);
// Change the per-queue max AM resources percentage.
csConf.setFloat(
"yarn.scheduler.capacity." +
queue.getQueuePath() +
".maximum-am-resource-percent",
0.5f);
// Re-create queues to get new configs.
queues = new HashMap<String, CSQueue>();
root =
CapacityScheduler.parseQueue(csContext, csConf, null, "root",
queues, queues, TestUtils.spyHook);
clusterResource = Resources.createResource(100 * 16 * GB);
queue = (LeafQueue)queues.get(A);
expectedMaxActiveApps =
Math.max(1,
(int)Math.ceil(((float)clusterResource.getMemory() / (1*GB)) *
csConf.
getMaximumApplicationMasterResourcePerQueuePercent(
queue.getQueuePath()) *
queue.getAbsoluteMaximumCapacity()));
assertEquals((long) 0.5,
(long) csConf.getMaximumApplicationMasterResourcePerQueuePercent(queue.getQueuePath()));
assertEquals(expectedMaxActiveApps,
queue.getMaximumActiveApplications());
// Change the per-queue max applications.
csConf.setInt(
"yarn.scheduler.capacity." +
queue.getQueuePath() +
".maximum-applications", 9999);
// Re-create queues to get new configs.
queues = new HashMap<String, CSQueue>();
root =
CapacityScheduler.parseQueue(csContext, csConf, null, "root",
queues, queues, TestUtils.spyHook);
queue = (LeafQueue)queues.get(A);
assertEquals(9999, (int)csConf.getMaximumApplicationsPerQueue(queue.getQueuePath()));
assertEquals(9999, queue.getMaxApplications());
expectedMaxAppsPerUser = (int)(9999 *
(queue.getUserLimit()/100.0f) * queue.getUserLimitFactor());
assertEquals(expectedMaxAppsPerUser, queue.getMaxApplicationsPerUser());
}
@Test
public void testActiveApplicationLimits() throws Exception {
final String user_0 = "user_0";
final String user_1 = "user_1";
int APPLICATION_ID = 0;
// Submit first application
FiCaSchedulerApp app_0 = getMockApplication(APPLICATION_ID++, user_0);
queue.submitApplicationAttempt(app_0, user_0);
assertEquals(1, queue.getNumActiveApplications());
assertEquals(0, queue.getNumPendingApplications());
assertEquals(1, queue.getNumActiveApplications(user_0));
assertEquals(0, queue.getNumPendingApplications(user_0));
// Submit second application
FiCaSchedulerApp app_1 = getMockApplication(APPLICATION_ID++, user_0);
queue.submitApplicationAttempt(app_1, user_0);
assertEquals(2, queue.getNumActiveApplications());
assertEquals(0, queue.getNumPendingApplications());
assertEquals(2, queue.getNumActiveApplications(user_0));
assertEquals(0, queue.getNumPendingApplications(user_0));
// Submit third application, should remain pending
FiCaSchedulerApp app_2 = getMockApplication(APPLICATION_ID++, user_0);
queue.submitApplicationAttempt(app_2, user_0);
assertEquals(2, queue.getNumActiveApplications());
assertEquals(1, queue.getNumPendingApplications());
assertEquals(2, queue.getNumActiveApplications(user_0));
assertEquals(1, queue.getNumPendingApplications(user_0));
// Finish one application, app_2 should be activated
queue.finishApplicationAttempt(app_0, A);
assertEquals(2, queue.getNumActiveApplications());
assertEquals(0, queue.getNumPendingApplications());
assertEquals(2, queue.getNumActiveApplications(user_0));
assertEquals(0, queue.getNumPendingApplications(user_0));
// Submit another one for user_0
FiCaSchedulerApp app_3 = getMockApplication(APPLICATION_ID++, user_0);
queue.submitApplicationAttempt(app_3, user_0);
assertEquals(2, queue.getNumActiveApplications());
assertEquals(1, queue.getNumPendingApplications());
assertEquals(2, queue.getNumActiveApplications(user_0));
assertEquals(1, queue.getNumPendingApplications(user_0));
// Change queue limit to be smaller so 2 users can fill it up
doReturn(3).when(queue).getMaximumActiveApplications();
// Submit first app for user_1
FiCaSchedulerApp app_4 = getMockApplication(APPLICATION_ID++, user_1);
queue.submitApplicationAttempt(app_4, user_1);
assertEquals(3, queue.getNumActiveApplications());
assertEquals(1, queue.getNumPendingApplications());
assertEquals(2, queue.getNumActiveApplications(user_0));
assertEquals(1, queue.getNumPendingApplications(user_0));
assertEquals(1, queue.getNumActiveApplications(user_1));
assertEquals(0, queue.getNumPendingApplications(user_1));
// Submit second app for user_1, should block due to queue-limit
FiCaSchedulerApp app_5 = getMockApplication(APPLICATION_ID++, user_1);
queue.submitApplicationAttempt(app_5, user_1);
assertEquals(3, queue.getNumActiveApplications());
assertEquals(2, queue.getNumPendingApplications());
assertEquals(2, queue.getNumActiveApplications(user_0));
assertEquals(1, queue.getNumPendingApplications(user_0));
assertEquals(1, queue.getNumActiveApplications(user_1));
assertEquals(1, queue.getNumPendingApplications(user_1));
// Now finish one app of user_1 so app_5 should be activated
queue.finishApplicationAttempt(app_4, A);
assertEquals(3, queue.getNumActiveApplications());
assertEquals(1, queue.getNumPendingApplications());
assertEquals(2, queue.getNumActiveApplications(user_0));
assertEquals(1, queue.getNumPendingApplications(user_0));
assertEquals(1, queue.getNumActiveApplications(user_1));
assertEquals(0, queue.getNumPendingApplications(user_1));
}
@Test
public void testActiveLimitsWithKilledApps() throws Exception {
final String user_0 = "user_0";
int APPLICATION_ID = 0;
// set max active to 2
doReturn(2).when(queue).getMaximumActiveApplications();
// Submit first application
FiCaSchedulerApp app_0 = getMockApplication(APPLICATION_ID++, user_0);
queue.submitApplicationAttempt(app_0, user_0);
assertEquals(1, queue.getNumActiveApplications());
assertEquals(0, queue.getNumPendingApplications());
assertEquals(1, queue.getNumActiveApplications(user_0));
assertEquals(0, queue.getNumPendingApplications(user_0));
assertTrue(queue.activeApplications.contains(app_0));
// Submit second application
FiCaSchedulerApp app_1 = getMockApplication(APPLICATION_ID++, user_0);
queue.submitApplicationAttempt(app_1, user_0);
assertEquals(2, queue.getNumActiveApplications());
assertEquals(0, queue.getNumPendingApplications());
assertEquals(2, queue.getNumActiveApplications(user_0));
assertEquals(0, queue.getNumPendingApplications(user_0));
assertTrue(queue.activeApplications.contains(app_1));
// Submit third application, should remain pending
FiCaSchedulerApp app_2 = getMockApplication(APPLICATION_ID++, user_0);
queue.submitApplicationAttempt(app_2, user_0);
assertEquals(2, queue.getNumActiveApplications());
assertEquals(1, queue.getNumPendingApplications());
assertEquals(2, queue.getNumActiveApplications(user_0));
assertEquals(1, queue.getNumPendingApplications(user_0));
assertTrue(queue.pendingApplications.contains(app_2));
// Submit fourth application, should remain pending
FiCaSchedulerApp app_3 = getMockApplication(APPLICATION_ID++, user_0);
queue.submitApplicationAttempt(app_3, user_0);
assertEquals(2, queue.getNumActiveApplications());
assertEquals(2, queue.getNumPendingApplications());
assertEquals(2, queue.getNumActiveApplications(user_0));
assertEquals(2, queue.getNumPendingApplications(user_0));
assertTrue(queue.pendingApplications.contains(app_3));
// Kill 3rd pending application
queue.finishApplicationAttempt(app_2, A);
assertEquals(2, queue.getNumActiveApplications());
assertEquals(1, queue.getNumPendingApplications());
assertEquals(2, queue.getNumActiveApplications(user_0));
assertEquals(1, queue.getNumPendingApplications(user_0));
assertFalse(queue.pendingApplications.contains(app_2));
assertFalse(queue.activeApplications.contains(app_2));
// Finish 1st application, app_3 should become active
queue.finishApplicationAttempt(app_0, A);
assertEquals(2, queue.getNumActiveApplications());
assertEquals(0, queue.getNumPendingApplications());
assertEquals(2, queue.getNumActiveApplications(user_0));
assertEquals(0, queue.getNumPendingApplications(user_0));
assertTrue(queue.activeApplications.contains(app_3));
assertFalse(queue.pendingApplications.contains(app_3));
assertFalse(queue.activeApplications.contains(app_0));
// Finish 2nd application
queue.finishApplicationAttempt(app_1, A);
assertEquals(1, queue.getNumActiveApplications());
assertEquals(0, queue.getNumPendingApplications());
assertEquals(1, queue.getNumActiveApplications(user_0));
assertEquals(0, queue.getNumPendingApplications(user_0));
assertFalse(queue.activeApplications.contains(app_1));
// Finish 4th application
queue.finishApplicationAttempt(app_3, A);
assertEquals(0, queue.getNumActiveApplications());
assertEquals(0, queue.getNumPendingApplications());
assertEquals(0, queue.getNumActiveApplications(user_0));
assertEquals(0, queue.getNumPendingApplications(user_0));
assertFalse(queue.activeApplications.contains(app_3));
}
@Test
public void testHeadroom() throws Exception {
CapacitySchedulerConfiguration csConf =
new CapacitySchedulerConfiguration();
csConf.setUserLimit(CapacitySchedulerConfiguration.ROOT + "." + A, 25);
setupQueueConfiguration(csConf);
YarnConfiguration conf = new YarnConfiguration();
CapacitySchedulerContext csContext = mock(CapacitySchedulerContext.class);
when(csContext.getConfiguration()).thenReturn(csConf);
when(csContext.getConf()).thenReturn(conf);
when(csContext.getMinimumResourceCapability()).
thenReturn(Resources.createResource(GB));
when(csContext.getMaximumResourceCapability()).
thenReturn(Resources.createResource(16*GB));
when(csContext.getApplicationComparator()).
thenReturn(CapacityScheduler.applicationComparator);
when(csContext.getQueueComparator()).
thenReturn(CapacityScheduler.queueComparator);
when(csContext.getResourceCalculator()).thenReturn(resourceCalculator);
// Say cluster has 100 nodes of 16G each
Resource clusterResource = Resources.createResource(100 * 16 * GB);
when(csContext.getClusterResource()).thenReturn(clusterResource);
Map<String, CSQueue> queues = new HashMap<String, CSQueue>();
CapacityScheduler.parseQueue(csContext, csConf, null, "root",
queues, queues, TestUtils.spyHook);
// Manipulate queue 'a'
LeafQueue queue = TestLeafQueue.stubLeafQueue((LeafQueue)queues.get(A));
String host_0 = "host_0";
String rack_0 = "rack_0";
FiCaSchedulerNode node_0 = TestUtils.getMockNode(host_0, rack_0, 0, 16*GB);
final String user_0 = "user_0";
final String user_1 = "user_1";
RecordFactory recordFactory =
RecordFactoryProvider.getRecordFactory(null);
RMContext rmContext = TestUtils.getMockRMContext();
Priority priority_1 = TestUtils.createMockPriority(1);
// Submit first application with some resource-requests from user_0,
// and check headroom
final ApplicationAttemptId appAttemptId_0_0 =
TestUtils.getMockApplicationAttemptId(0, 0);
FiCaSchedulerApp app_0_0 =
spy(new FiCaSchedulerApp(appAttemptId_0_0, user_0, queue,
queue.getActiveUsersManager(), rmContext));
queue.submitApplicationAttempt(app_0_0, user_0);
List<ResourceRequest> app_0_0_requests = new ArrayList<ResourceRequest>();
app_0_0_requests.add(
TestUtils.createResourceRequest(ResourceRequest.ANY, 1*GB, 2,
true, priority_1, recordFactory));
app_0_0.updateResourceRequests(app_0_0_requests);
// Schedule to compute
queue.assignContainers(clusterResource, node_0);
Resource expectedHeadroom = Resources.createResource(10*16*GB, 1);
verify(app_0_0).setHeadroom(eq(expectedHeadroom));
// Submit second application from user_0, check headroom
final ApplicationAttemptId appAttemptId_0_1 =
TestUtils.getMockApplicationAttemptId(1, 0);
FiCaSchedulerApp app_0_1 =
spy(new FiCaSchedulerApp(appAttemptId_0_1, user_0, queue,
queue.getActiveUsersManager(), rmContext));
queue.submitApplicationAttempt(app_0_1, user_0);
List<ResourceRequest> app_0_1_requests = new ArrayList<ResourceRequest>();
app_0_1_requests.add(
TestUtils.createResourceRequest(ResourceRequest.ANY, 1*GB, 2,
true, priority_1, recordFactory));
app_0_1.updateResourceRequests(app_0_1_requests);
// Schedule to compute
queue.assignContainers(clusterResource, node_0); // Schedule to compute
verify(app_0_0, times(2)).setHeadroom(eq(expectedHeadroom));
verify(app_0_1).setHeadroom(eq(expectedHeadroom));// no change
// Submit first application from user_1, check for new headroom
final ApplicationAttemptId appAttemptId_1_0 =
TestUtils.getMockApplicationAttemptId(2, 0);
FiCaSchedulerApp app_1_0 =
spy(new FiCaSchedulerApp(appAttemptId_1_0, user_1, queue,
queue.getActiveUsersManager(), rmContext));
queue.submitApplicationAttempt(app_1_0, user_1);
List<ResourceRequest> app_1_0_requests = new ArrayList<ResourceRequest>();
app_1_0_requests.add(
TestUtils.createResourceRequest(ResourceRequest.ANY, 1*GB, 2,
true, priority_1, recordFactory));
app_1_0.updateResourceRequests(app_1_0_requests);
// Schedule to compute
queue.assignContainers(clusterResource, node_0); // Schedule to compute
expectedHeadroom = Resources.createResource(10*16*GB / 2, 1); // changes
verify(app_0_0).setHeadroom(eq(expectedHeadroom));
verify(app_0_1).setHeadroom(eq(expectedHeadroom));
verify(app_1_0).setHeadroom(eq(expectedHeadroom));
// Now reduce cluster size and check for the smaller headroom
clusterResource = Resources.createResource(90*16*GB);
queue.assignContainers(clusterResource, node_0); // Schedule to compute
expectedHeadroom = Resources.createResource(9*16*GB / 2, 1); // changes
verify(app_0_0).setHeadroom(eq(expectedHeadroom));
verify(app_0_1).setHeadroom(eq(expectedHeadroom));
verify(app_1_0).setHeadroom(eq(expectedHeadroom));
}
@After
public void tearDown() {
}
}