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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
* <p>
* http://www.apache.org/licenses/LICENSE-2.0
* <p>
* 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.hadoop.yarn.server.resourcemanager.scheduler.capacity;
import org.apache.hadoop.yarn.api.records.ApplicationAttemptId;
import org.apache.hadoop.yarn.api.records.ApplicationId;
import org.apache.hadoop.yarn.conf.YarnConfiguration;
import org.apache.hadoop.yarn.exceptions.YarnException;
import org.apache.hadoop.yarn.server.resourcemanager.MockNM;
import org.apache.hadoop.yarn.server.resourcemanager.MockRM;
import org.apache.hadoop.yarn.server.resourcemanager.nodelabels.NullRMNodeLabelsManager;
import org.apache.hadoop.yarn.server.resourcemanager.nodelabels.RMNodeLabelsManager;
import org.apache.hadoop.yarn.server.resourcemanager.placement.ApplicationPlacementContext;
import org.apache.hadoop.yarn.server.resourcemanager.scheduler.ResourceScheduler;
import org.apache.hadoop.yarn.server.resourcemanager.scheduler.SchedulerDynamicEditException;
import org.apache.hadoop.yarn.server.resourcemanager.scheduler.event.AppAddedSchedulerEvent;
import org.apache.hadoop.yarn.server.resourcemanager.scheduler.event.AppAttemptAddedSchedulerEvent;
import org.apache.hadoop.yarn.server.resourcemanager.scheduler.event.SchedulerEvent;
import org.apache.hadoop.yarn.server.utils.BuilderUtils;
import org.junit.Assert;
import org.junit.Before;
import org.junit.Test;
import org.slf4j.Logger;
import org.slf4j.LoggerFactory;
public class TestCapacitySchedulerNewQueueAutoCreation
extends TestCapacitySchedulerAutoCreatedQueueBase {
private static final Logger LOG = LoggerFactory.getLogger(
org.apache.hadoop.yarn.server.resourcemanager
.scheduler.capacity.TestCapacitySchedulerAutoCreatedQueueBase.class);
public static final int GB = 1024;
private static final int MAX_MEMORY = 1200;
private MockRM mockRM = null;
private CapacityScheduler cs;
private CapacitySchedulerConfiguration csConf;
private CapacitySchedulerAutoQueueHandler autoQueueHandler;
/*
Create the following structure:
root
/ \
a b
/
a1
*/
@Before
public void setUp() throws Exception {
csConf = new CapacitySchedulerConfiguration();
csConf.setClass(YarnConfiguration.RM_SCHEDULER, CapacityScheduler.class,
ResourceScheduler.class);
// By default, set 3 queues, a/b, and a.a1
csConf.setQueues("root", new String[]{"a", "b"});
csConf.setNonLabeledQueueWeight("root", 1f);
csConf.setNonLabeledQueueWeight("root.a", 1f);
csConf.setNonLabeledQueueWeight("root.b", 1f);
csConf.setQueues("root.a", new String[]{"a1"});
csConf.setNonLabeledQueueWeight("root.a.a1", 1f);
csConf.setAutoQueueCreationV2Enabled("root", true);
csConf.setAutoQueueCreationV2Enabled("root.a", true);
csConf.setAutoQueueCreationV2Enabled("root.e", true);
}
private void startScheduler() throws Exception {
RMNodeLabelsManager mgr = new NullRMNodeLabelsManager();
mgr.init(csConf);
mockRM = new MockRM(csConf) {
protected RMNodeLabelsManager createNodeLabelManager() {
return mgr;
}
};
cs = (CapacityScheduler) mockRM.getResourceScheduler();
cs.updatePlacementRules();
mockRM.start();
cs.start();
autoQueueHandler = new CapacitySchedulerAutoQueueHandler(
cs.getCapacitySchedulerQueueManager());
mockRM.registerNode("h1:1234", MAX_MEMORY * GB); // label = x
}
/*
Create and validate the following structure:
root
┌─────┬────────┬─────┴─────┬─────────┐
a b c-auto e-auto d-auto
| |
a1 e1-auto
*/
private void createBasicQueueStructureAndValidate() throws Exception {
// queue's weights are 1
// root
// - a (w=1)
// - b (w=1)
// - c-auto (w=1)
// - d-auto (w=1)
// - e-auto (w=1)
// - e1-auto (w=1)
MockNM nm1 = mockRM.registerNode("h1:1234", 1200 * GB); // label = x
createQueue("root.c-auto");
// Check if queue c-auto got created
CSQueue c = cs.getQueue("root.c-auto");
Assert.assertEquals(1 / 3f, c.getAbsoluteCapacity(), 1e-6);
Assert.assertEquals(1f, c.getQueueCapacities().getWeight(), 1e-6);
Assert.assertEquals(400 * GB,
c.getQueueResourceQuotas().getEffectiveMinResource().getMemorySize());
// Now add another queue-d, in the same hierarchy
createQueue("root.d-auto");
// Because queue-d has the same weight of other sibling queue, its abs cap
// become 1/4
CSQueue d = cs.getQueue("root.d-auto");
Assert.assertEquals(1 / 4f, d.getAbsoluteCapacity(), 1e-6);
Assert.assertEquals(1f, d.getQueueCapacities().getWeight(), 1e-6);
Assert.assertEquals(300 * GB,
d.getQueueResourceQuotas().getEffectiveMinResource().getMemorySize());
// Now we check queue c again, it should also become 1/4 capacity
Assert.assertEquals(1 / 4f, c.getAbsoluteCapacity(), 1e-6);
Assert.assertEquals(1f, c.getQueueCapacities().getWeight(), 1e-6);
Assert.assertEquals(300 * GB,
c.getQueueResourceQuotas().getEffectiveMinResource().getMemorySize());
// Now we add a two-level queue, create leaf only
// Now add another queue a2-auto, under root.a
createQueue("root.a.a2-auto");
// root.a has 1/4 abs resource, a2/a1 has the same weight, so a2 has 1/8 abs
// capacity
CSQueue a2 = cs.getQueue("root.a.a2-auto");
Assert.assertEquals(1 / 8f, a2.getAbsoluteCapacity(), 1e-6);
Assert.assertEquals(1f, a2.getQueueCapacities().getWeight(), 1e-6);
Assert.assertEquals(150 * GB,
a2.getQueueResourceQuotas().getEffectiveMinResource().getMemorySize());
// try, create leaf + parent, will success
createQueue("root.e-auto.e1-auto");
// Now check capacity of e and e1 (under root we have 5 queues, so e1 get
// 1/5 capacity
CSQueue e = cs.getQueue("root.e-auto");
Assert.assertEquals(1 / 5f, e.getAbsoluteCapacity(), 1e-6);
Assert.assertEquals(1f, e.getQueueCapacities().getWeight(), 1e-6);
Assert.assertEquals(240 * GB,
e.getQueueResourceQuotas().getEffectiveMinResource().getMemorySize());
// Under e, there's only one queue, so e1/e have same capacity
CSQueue e1 = cs.getQueue("root.e-auto.e1-auto");
Assert.assertEquals(1 / 5f, e1.getAbsoluteCapacity(), 1e-6);
Assert.assertEquals(1f, e1.getQueueCapacities().getWeight(), 1e-6);
Assert.assertEquals(240 * GB,
e1.getQueueResourceQuotas().getEffectiveMinResource().getMemorySize());
}
/*
Create and validate the structure:
root
┌─────┬────────┬─────┴───────┐
a b c-auto d-auto
|
a1
*/
@Test
public void testAutoCreateQueueWithSiblingsUnderRoot() throws Exception {
startScheduler();
createQueue("root.c-auto");
// Check if queue c-auto got created
CSQueue c = cs.getQueue("root.c-auto");
Assert.assertEquals(1 / 3f, c.getAbsoluteCapacity(), 1e-6);
Assert.assertEquals(1f, c.getQueueCapacities().getWeight(), 1e-6);
Assert.assertEquals(400 * GB,
c.getQueueResourceQuotas().getEffectiveMinResource().getMemorySize());
// Now add another queue-d, in the same hierarchy
createQueue("root.d-auto");
// Because queue-d has the same weight of other sibling queue, its abs cap
// become 1/4
CSQueue d = cs.getQueue("root.d-auto");
Assert.assertEquals(1 / 4f, d.getAbsoluteCapacity(), 1e-6);
Assert.assertEquals(1f, d.getQueueCapacities().getWeight(), 1e-6);
Assert.assertEquals(300 * GB,
d.getQueueResourceQuotas().getEffectiveMinResource().getMemorySize());
// Now we check queue c again, it should also become 1/4 capacity
Assert.assertEquals(1 / 4f, c.getAbsoluteCapacity(), 1e-6);
Assert.assertEquals(1f, c.getQueueCapacities().getWeight(), 1e-6);
Assert.assertEquals(300 * GB,
c.getQueueResourceQuotas().getEffectiveMinResource().getMemorySize());
}
/*
Create and validate the structure:
root
┌─────┴─────┐
b a
/ \
a1 a2-auto
*/
@Test
public void testAutoCreateQueueStaticParentOneLevel() throws Exception {
startScheduler();
// Now we add a two-level queue, create leaf only
// Now add another queue a2-auto, under root.a
createQueue("root.a.a2-auto");
// root.a has 1/2 abs resource, a2/a1 has the same weight, so a2 has 1/4 abs
// capacity
CSQueue a2 = cs.getQueue("root.a.a2-auto");
Assert.assertEquals(1 / 4f, a2.getAbsoluteCapacity(), 1e-6);
Assert.assertEquals(1f, a2.getQueueCapacities().getWeight(), 1e-6);
Assert.assertEquals(MAX_MEMORY * (1 / 4f) * GB,
a2.getQueueResourceQuotas().getEffectiveMinResource().getMemorySize(),
1e-6);
}
/*
Create and validate the structure:
root
┌─────┴─────┐
b a
| \
a1 a2-auto
| \
a3-auto a4-auto
*/
@Test
public void testAutoCreateQueueAutoParentTwoLevelsWithSiblings()
throws Exception {
startScheduler();
csConf.setAutoQueueCreationV2Enabled("root.a.a2-auto", true);
// root.a has 1/2 abs resource -> a1 and a2-auto same weight 1/4
// -> a3-auto is alone with weight 1/4
createQueue("root.a.a2-auto.a3-auto");
CSQueue a3 = cs.getQueue("root.a.a2-auto.a3-auto");
Assert.assertEquals(1 / 4f, a3.getAbsoluteCapacity(), 1e-6);
Assert.assertEquals(1f, a3.getQueueCapacities().getWeight(), 1e-6);
Assert.assertEquals(MAX_MEMORY * (1 / 4f) * GB,
a3.getQueueResourceQuotas().getEffectiveMinResource().getMemorySize(),
1e-6);
// root.a has 1/2 abs resource -> a1 and a2-auto same weight 1/4
// -> a3-auto and a4-auto same weight 1/8
createQueue("root.a.a2-auto.a4-auto");
CSQueue a4 = cs.getQueue("root.a.a2-auto.a4-auto");
Assert.assertEquals(1 / 8f, a3.getAbsoluteCapacity(), 1e-6);
Assert.assertEquals(1f, a3.getQueueCapacities().getWeight(), 1e-6);
Assert.assertEquals(MAX_MEMORY * (1 / 8f) * GB,
a4.getQueueResourceQuotas().getEffectiveMinResource().getMemorySize(),
1e-6);
}
@Test(expected = SchedulerDynamicEditException.class)
public void testAutoCreateQueueShouldFailWhenNonParentQueue()
throws Exception {
startScheduler();
createQueue("root.a.a1.a2-auto");
}
@Test(expected = SchedulerDynamicEditException.class)
public void testAutoCreateQueueWhenSiblingsNotInWeightMode()
throws Exception {
startScheduler();
csConf.setCapacity("root.a", 50f);
csConf.setCapacity("root.b", 50f);
csConf.setCapacity("root.a.a1", 100f);
cs.reinitialize(csConf, mockRM.getRMContext());
createQueue("root.a.a2-auto");
}
@Test(expected = SchedulerDynamicEditException.class)
public void testAutoCreateQueueShouldFailIfDepthIsAboveLimit()
throws Exception {
startScheduler();
createQueue("root.a.a3-auto.a4-auto.a5-auto");
}
@Test(expected = SchedulerDynamicEditException.class)
public void testAutoCreateQueueShouldFailIfNotEnabledForParent()
throws Exception {
startScheduler();
csConf.setAutoQueueCreationV2Enabled("root", false);
cs.reinitialize(csConf, mockRM.getRMContext());
createQueue("root.c-auto");
}
@Test
public void testAutoCreateQueueRefresh() throws Exception {
startScheduler();
createBasicQueueStructureAndValidate();
// Refresh the queue to make sure all queues are still exist.
// (Basically, dynamic queues should not disappear after refresh).
cs.reinitialize(csConf, mockRM.getRMContext());
// Double confirm, after refresh, we should still see root queue has 5
// children.
Assert.assertEquals(5, cs.getQueue("root").getChildQueues().size());
Assert.assertNotNull(cs.getQueue("root.c-auto"));
}
@Test
public void testConvertDynamicToStaticQueue() throws Exception {
startScheduler();
createBasicQueueStructureAndValidate();
// Now, update root.a's weight to 6
csConf.setNonLabeledQueueWeight("root.a", 6f);
cs.reinitialize(csConf, mockRM.getRMContext());
// Double confirm, after refresh, we should still see root queue has 5
// children.
Assert.assertEquals(5, cs.getQueue("root").getChildQueues().size());
// Get queue a
CSQueue a = cs.getQueue("root.a");
// a's abs resource should be 6/10, (since a.weight=6, all other 4 peers
// have weight=1).
Assert.assertEquals(6 / 10f, a.getAbsoluteCapacity(), 1e-6);
Assert.assertEquals(720 * GB,
a.getQueueResourceQuotas().getEffectiveMinResource().getMemorySize());
Assert.assertEquals(6f, a.getQueueCapacities().getWeight(), 1e-6);
// Set queue c-auto's weight to 6, and mark c-auto to be static queue
csConf.setQueues("root", new String[]{"a", "b", "c-auto"});
csConf.setNonLabeledQueueWeight("root.c-auto", 6f);
cs.reinitialize(csConf, mockRM.getRMContext());
// Get queue c
CSQueue c = cs.getQueue("root.c-auto");
// c's abs resource should be 6/15, (since a/c.weight=6, all other 3 peers
// have weight=1).
Assert.assertEquals(6 / 15f, c.getAbsoluteCapacity(), 1e-6);
Assert.assertEquals(480 * GB,
c.getQueueResourceQuotas().getEffectiveMinResource().getMemorySize());
Assert.assertEquals(6f, c.getQueueCapacities().getWeight(), 1e-6);
// First, create e2-auto queue
createQueue("root.e-auto.e2-auto");
// Do change 2nd level queue from dynamic to static
csConf.setQueues("root", new String[]{"a", "b", "c-auto", "e-auto"});
csConf.setNonLabeledQueueWeight("root.e-auto", 6f);
csConf.setQueues("root.e-auto", new String[]{"e1-auto"});
csConf.setNonLabeledQueueWeight("root.e-auto.e1-auto", 6f);
cs.reinitialize(csConf, mockRM.getRMContext());
// Get queue e1
CSQueue e1 = cs.getQueue("root.e-auto.e1-auto");
// e's abs resource should be 6/20 * (6/7),
// (since a/c/e.weight=6, all other 2 peers
// have weight=1, and e1's weight is 6, e2's weight is 1).
float e1NormalizedWeight = (6 / 20f) * (6 / 7f);
Assert.assertEquals(e1NormalizedWeight, e1.getAbsoluteCapacity(), 1e-6);
assertQueueMinResource(e1, MAX_MEMORY * e1NormalizedWeight);
Assert.assertEquals(6f, e1.getQueueCapacities().getWeight(), 1e-6);
}
/*
Create the structure and convert d-auto to static and leave d1-auto as dynamic
root
┌─────┬─────────────┴──────┐
a b d-auto
| |
a1 d1-auto
*/
@Test
public void testConvertDynamicParentToStaticParent() throws Exception {
startScheduler();
createQueue("root.d-auto.d1-auto");
csConf.setQueues("root", new String[]{"a", "b", "d-auto"});
csConf.setNonLabeledQueueWeight("root.a", 6f);
csConf.setNonLabeledQueueWeight("root.d-auto", 1f);
cs.reinitialize(csConf, mockRM.getRMContext());
CSQueue d = cs.getQueue("root.d-auto");
Assert.assertEquals(1 / 8f, d.getAbsoluteCapacity(), 1e-6);
assertQueueMinResource(d, MAX_MEMORY * (1 / 8f));
Assert.assertEquals(1f, d.getQueueCapacities().getWeight(), 1e-6);
CSQueue d1 = cs.getQueue("root.d-auto.d1-auto");
Assert.assertEquals(1 / 8f, d1.getAbsoluteCapacity(), 1e-6);
assertQueueMinResource(d1, MAX_MEMORY * (1 / 8f));
Assert.assertEquals(1f, d1.getQueueCapacities().getWeight(), 1e-6);
}
@Test
public void testAutoQueueCreationOnAppSubmission() throws Exception {
startScheduler();
submitApp(cs, USER0, USER0, "root.e-auto");
AbstractCSQueue e = (AbstractCSQueue) cs.getQueue("root.e-auto");
Assert.assertNotNull(e);
Assert.assertTrue(e.isDynamicQueue());
AbstractCSQueue user0 = (AbstractCSQueue) cs.getQueue(
"root.e-auto." + USER0);
Assert.assertNotNull(user0);
Assert.assertTrue(user0.isDynamicQueue());
}
@Test
public void testChildlessParentQueueWhenAutoQueueCreationEnabled()
throws Exception {
startScheduler();
csConf.setQueues("root", new String[]{"a", "b", "empty-auto-parent"});
csConf.setNonLabeledQueueWeight("root", 1f);
csConf.setNonLabeledQueueWeight("root.a", 1f);
csConf.setNonLabeledQueueWeight("root.b", 1f);
csConf.setQueues("root.a", new String[]{"a1"});
csConf.setNonLabeledQueueWeight("root.a.a1", 1f);
csConf.setAutoQueueCreationV2Enabled("root", true);
csConf.setAutoQueueCreationV2Enabled("root.a", true);
cs.reinitialize(csConf, mockRM.getRMContext());
CSQueue empty = cs.getQueue("root.empty-auto-parent");
Assert.assertTrue("empty-auto-parent is not a LeafQueue",
empty instanceof LeafQueue);
empty.stopQueue();
csConf.setQueues("root", new String[]{"a", "b", "empty-auto-parent"});
csConf.setNonLabeledQueueWeight("root", 1f);
csConf.setNonLabeledQueueWeight("root.a", 1f);
csConf.setNonLabeledQueueWeight("root.b", 1f);
csConf.setQueues("root.a", new String[]{"a1"});
csConf.setNonLabeledQueueWeight("root.a.a1", 1f);
csConf.setAutoQueueCreationV2Enabled("root", true);
csConf.setAutoQueueCreationV2Enabled("root.a", true);
csConf.setAutoQueueCreationV2Enabled("root.empty-auto-parent", true);
cs.reinitialize(csConf, mockRM.getRMContext());
empty = cs.getQueue("root.empty-auto-parent");
Assert.assertTrue("empty-auto-parent is not a ParentQueue",
empty instanceof ParentQueue);
Assert.assertEquals("empty-auto-parent has children",
0, empty.getChildQueues().size());
Assert.assertTrue("empty-auto-parent is not eligible " +
"for auto queue creation",
((ParentQueue)empty).isEligibleForAutoQueueCreation());
}
@Test
public void testAutoQueueCreationWithDisabledMappingRules() throws Exception {
startScheduler();
ApplicationId appId = BuilderUtils.newApplicationId(1, 1);
// Set ApplicationPlacementContext to null in the submitted application
// in order to imitate a submission with mapping rules turned off
SchedulerEvent addAppEvent = new AppAddedSchedulerEvent(appId,
"root.a.a1-auto.a2-auto", USER0, null);
ApplicationAttemptId appAttemptId = BuilderUtils.newApplicationAttemptId(
appId, 1);
SchedulerEvent addAttemptEvent = new AppAttemptAddedSchedulerEvent(
appAttemptId, false);
cs.handle(addAppEvent);
cs.handle(addAttemptEvent);
CSQueue a2Auto = cs.getQueue("root.a.a1-auto.a2-auto");
Assert.assertNotNull(a2Auto);
}
@Test
public void testAutoCreateQueueUserLimitDisabled() throws Exception {
startScheduler();
createBasicQueueStructureAndValidate();
submitApp(cs, USER0, USER0, "root.e-auto");
AbstractCSQueue e = (AbstractCSQueue) cs.getQueue("root.e-auto");
Assert.assertNotNull(e);
Assert.assertTrue(e.isDynamicQueue());
AbstractCSQueue user0 = (AbstractCSQueue) cs.getQueue(
"root.e-auto." + USER0);
Assert.assertNotNull(user0);
Assert.assertTrue(user0.isDynamicQueue());
Assert.assertTrue(user0 instanceof LeafQueue);
LeafQueue user0LeafQueue = (LeafQueue)user0;
// Assert user limit factor is -1
Assert.assertTrue(user0LeafQueue.getUserLimitFactor() == -1);
// Assert user max applications not limited
Assert.assertEquals(user0LeafQueue.getMaxApplicationsPerUser(),
user0LeafQueue.getMaxApplications());
// Assert AM Resource
Assert.assertEquals(user0LeafQueue.getAMResourceLimit().getMemorySize(),
user0LeafQueue.getMaxAMResourcePerQueuePercent()*MAX_MEMORY*GB, 1e-6);
// Assert user limit (no limit) when limit factor is -1
Assert.assertEquals(MAX_MEMORY*GB,
user0LeafQueue.getEffectiveMaxCapacityDown("",
user0LeafQueue.getMinimumAllocation()).getMemorySize(), 1e-6);
}
@Test
public void testAutoCreateQueueIfAmbiguousQueueNames() throws Exception {
startScheduler();
AbstractCSQueue b = (AbstractCSQueue) cs.getQueue("root.b");
Assert.assertFalse(b.isDynamicQueue());
createQueue("root.a.b.b");
AbstractCSQueue bAutoParent = (AbstractCSQueue) cs.getQueue("root.a.b");
Assert.assertTrue(bAutoParent.isDynamicQueue());
Assert.assertTrue(bAutoParent.hasChildQueues());
AbstractCSQueue bAutoLeafQueue =
(AbstractCSQueue) cs.getQueue("root.a.b.b");
Assert.assertTrue(bAutoLeafQueue.isDynamicQueue());
Assert.assertFalse(bAutoLeafQueue.hasChildQueues());
}
@Test
public void testAutoCreateQueueMaxQueuesLimit() throws Exception {
startScheduler();
csConf.setAutoCreatedQueuesV2MaxChildQueuesLimit("root.e", 5);
cs.reinitialize(csConf, mockRM.getRMContext());
for (int i = 0; i < 5; ++i) {
createQueue("root.e.q_" + i);
}
// Check if max queue limit can't be exceeded
try {
createQueue("root.e.q_6");
Assert.fail("Can't exceed max queue limit.");
} catch (Exception ex) {
Assert.assertTrue(ex
instanceof SchedulerDynamicEditException);
}
}
@Test
public void testAutoQueueCreationDepthLimitFromStaticParent()
throws Exception {
startScheduler();
// a is the first existing queue here and it is static, therefore
// the distance is 2
createQueue("root.a.a-auto.a1-auto");
Assert.assertNotNull(cs.getQueue("root.a.a-auto.a1-auto"));
try {
createQueue("root.a.a-auto.a2-auto.a3-auto");
Assert.fail("Queue creation should not succeed because the distance " +
"from the first static parent is above limit");
} catch (SchedulerDynamicEditException ignored) {
}
}
private LeafQueue createQueue(String queuePath) throws YarnException {
return autoQueueHandler.autoCreateQueue(
CSQueueUtils.extractQueuePath(queuePath));
}
private void assertQueueMinResource(CSQueue queue, float expected) {
Assert.assertEquals(Math.round(expected * GB),
queue.getQueueResourceQuotas().getEffectiveMinResource()
.getMemorySize(), 1e-6);
}
}