YARN-9754. Add support for arbitrary DAG AM Simulator. Contributed by Abhishek Modi.

This commit is contained in:
Abhishek Modi 2019-08-29 11:43:40 +05:30
parent 872cdf48a6
commit 16576fde8e
10 changed files with 534 additions and 6 deletions

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@ -139,6 +139,7 @@
<exclude>src/test/resources/nodes-with-resources.json</exclude>
<exclude>src/test/resources/exit-invariants.txt</exclude>
<exclude>src/test/resources/ongoing-invariants.txt</exclude>
<exclude>src/test/resources/sls_dag.json</exclude>
</excludes>
</configuration>
</plugin>

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@ -563,10 +563,18 @@ public class SLSRunner extends Configured implements Tool {
allocationId = Long.parseLong(
jsonTask.get(SLSConfiguration.TASK_ALLOCATION_ID).toString());
}
long requestDelay = 0;
if (jsonTask.containsKey(SLSConfiguration.TASK_REQUEST_DELAY)) {
requestDelay = Long.parseLong(
jsonTask.get(SLSConfiguration.TASK_REQUEST_DELAY).toString());
}
requestDelay = Math.max(requestDelay, 0);
for (int i = 0; i < count; i++) {
containers.add(
new ContainerSimulator(res, duration, hostname, priority, type,
executionType, allocationId));
executionType, allocationId, requestDelay));
}
}

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@ -0,0 +1,285 @@
/**
* 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.
*/
package org.apache.hadoop.yarn.sls.appmaster;
import com.google.common.annotations.VisibleForTesting;
import org.apache.hadoop.classification.InterfaceAudience;
import org.apache.hadoop.classification.InterfaceStability;
import org.apache.hadoop.security.UserGroupInformation;
import org.apache.hadoop.security.token.Token;
import org.apache.hadoop.yarn.api.protocolrecords.AllocateRequest;
import org.apache.hadoop.yarn.api.protocolrecords.AllocateResponse;
import org.apache.hadoop.yarn.api.records.ApplicationId;
import org.apache.hadoop.yarn.api.records.Container;
import org.apache.hadoop.yarn.api.records.ContainerExitStatus;
import org.apache.hadoop.yarn.api.records.ContainerId;
import org.apache.hadoop.yarn.api.records.ContainerStatus;
import org.apache.hadoop.yarn.api.records.ReservationId;
import org.apache.hadoop.yarn.api.records.Resource;
import org.apache.hadoop.yarn.api.records.ResourceRequest;
import org.apache.hadoop.yarn.security.AMRMTokenIdentifier;
import org.apache.hadoop.yarn.server.resourcemanager.ResourceManager;
import org.apache.hadoop.yarn.sls.SLSRunner;
import org.apache.hadoop.yarn.sls.scheduler.ContainerSimulator;
import org.slf4j.Logger;
import org.slf4j.LoggerFactory;
import java.security.PrivilegedExceptionAction;
import java.util.ArrayList;
import java.util.HashMap;
import java.util.LinkedList;
import java.util.List;
import java.util.Map;
/**
* AMSimulator that simulates DAG - it requests for containers
* based on the delay specified. It finishes when all the tasks
* are completed.
*
* Vocabulary Used:
* pending -> requests which are NOT yet sent to RM.
* scheduled -> requests which are sent to RM but not yet assigned.
* assigned -> requests which are assigned to a container.
* completed -> request corresponding to which container has completed.
* Containers are requested based on the request delay.
*/
@InterfaceAudience.Private
@InterfaceStability.Unstable
public class DAGAMSimulator extends AMSimulator {
private static final int PRIORITY = 20;
private List<ContainerSimulator> pendingContainers =
new LinkedList<>();
private List<ContainerSimulator> scheduledContainers =
new LinkedList<>();
private Map<ContainerId, ContainerSimulator> assignedContainers =
new HashMap<>();
private List<ContainerSimulator> completedContainers =
new LinkedList<>();
private List<ContainerSimulator> allContainers =
new LinkedList<>();
private boolean isFinished = false;
private long amStartTime;
private static final Logger LOG =
LoggerFactory.getLogger(DAGAMSimulator.class);
@SuppressWarnings("checkstyle:parameternumber")
public void init(int heartbeatInterval,
List<ContainerSimulator> containerList, ResourceManager resourceManager,
SLSRunner slsRunnner, long startTime, long finishTime, String simUser,
String simQueue, boolean tracked, String oldApp, long baseTimeMS,
Resource amResource, String nodeLabelExpr, Map<String, String> params,
Map<ApplicationId, AMSimulator> appIdAMSim) {
super.init(heartbeatInterval, containerList, resourceManager, slsRunnner,
startTime, finishTime, simUser, simQueue, tracked, oldApp, baseTimeMS,
amResource, nodeLabelExpr, params, appIdAMSim);
super.amtype = "dag";
allContainers.addAll(containerList);
pendingContainers.addAll(containerList);
totalContainers = allContainers.size();
LOG.info("Added new job with {} containers", allContainers.size());
}
@Override
public void firstStep() throws Exception {
super.firstStep();
amStartTime = System.currentTimeMillis();
}
@Override
public void initReservation(ReservationId reservationId,
long deadline, long now) {
// DAG AM doesn't support reservation
setReservationRequest(null);
}
@Override
public synchronized void notifyAMContainerLaunched(Container masterContainer)
throws Exception {
if (null != masterContainer) {
restart();
super.notifyAMContainerLaunched(masterContainer);
}
}
protected void processResponseQueue() throws Exception {
while (!responseQueue.isEmpty()) {
AllocateResponse response = responseQueue.take();
// check completed containers
if (!response.getCompletedContainersStatuses().isEmpty()) {
for (ContainerStatus cs : response.getCompletedContainersStatuses()) {
ContainerId containerId = cs.getContainerId();
if (cs.getExitStatus() == ContainerExitStatus.SUCCESS) {
if (assignedContainers.containsKey(containerId)) {
LOG.debug("Application {} has one container finished ({}).",
appId, containerId);
ContainerSimulator containerSimulator =
assignedContainers.remove(containerId);
finishedContainers++;
completedContainers.add(containerSimulator);
} else if (amContainer.getId().equals(containerId)) {
// am container released event
isFinished = true;
LOG.info("Application {} goes to finish.", appId);
}
if (finishedContainers >= totalContainers) {
lastStep();
}
} else {
// container to be killed
if (assignedContainers.containsKey(containerId)) {
LOG.error("Application {} has one container killed ({}).", appId,
containerId);
pendingContainers.add(assignedContainers.remove(containerId));
} else if (amContainer.getId().equals(containerId)) {
LOG.error("Application {}'s AM is "
+ "going to be killed. Waiting for rescheduling...", appId);
}
}
}
}
// check finished
if (isAMContainerRunning &&
(finishedContainers >= totalContainers)) {
isAMContainerRunning = false;
LOG.info("Application {} sends out event to clean up"
+ " its AM container.", appId);
isFinished = true;
break;
}
// check allocated containers
for (Container container : response.getAllocatedContainers()) {
if (!scheduledContainers.isEmpty()) {
ContainerSimulator cs = scheduledContainers.remove(0);
LOG.debug("Application {} starts to launch a container ({}).",
appId, container.getId());
assignedContainers.put(container.getId(), cs);
se.getNmMap().get(container.getNodeId())
.addNewContainer(container, cs.getLifeTime());
}
}
}
}
@Override
protected void sendContainerRequest() throws Exception {
if (isFinished) {
return;
}
// send out request
List<ResourceRequest> ask = null;
if (finishedContainers != totalContainers) {
if (!pendingContainers.isEmpty()) {
List<ContainerSimulator> toBeScheduled =
getToBeScheduledContainers(pendingContainers, amStartTime);
if (toBeScheduled.size() > 0) {
ask = packageRequests(toBeScheduled, PRIORITY);
LOG.info("Application {} sends out request for {} containers.",
appId, toBeScheduled.size());
scheduledContainers.addAll(toBeScheduled);
pendingContainers.removeAll(toBeScheduled);
toBeScheduled.clear();
}
}
}
if (ask == null) {
ask = new ArrayList<>();
}
final AllocateRequest request = createAllocateRequest(ask);
if (totalContainers == 0) {
request.setProgress(1.0f);
} else {
request.setProgress((float) finishedContainers / totalContainers);
}
UserGroupInformation ugi =
UserGroupInformation.createRemoteUser(appAttemptId.toString());
Token<AMRMTokenIdentifier> token = rm.getRMContext().getRMApps()
.get(appAttemptId.getApplicationId())
.getRMAppAttempt(appAttemptId).getAMRMToken();
ugi.addTokenIdentifier(token.decodeIdentifier());
AllocateResponse response = ugi.doAs(
(PrivilegedExceptionAction<AllocateResponse>) () -> rm
.getApplicationMasterService().allocate(request));
if (response != null) {
responseQueue.put(response);
}
}
@VisibleForTesting
public List<ContainerSimulator> getToBeScheduledContainers(
List<ContainerSimulator> containers, long startTime) {
List<ContainerSimulator> toBeScheduled = new LinkedList<>();
for (ContainerSimulator cs : containers) {
// only request for the container if it is time to request
if (cs.getRequestDelay() + startTime <=
System.currentTimeMillis()) {
toBeScheduled.add(cs);
}
}
return toBeScheduled;
}
@Override
protected void checkStop() {
if (isFinished) {
super.setEndTime(System.currentTimeMillis());
}
}
@Override
public void lastStep() throws Exception {
super.lastStep();
//clear data structures.
allContainers.clear();
pendingContainers.clear();
scheduledContainers.clear();
assignedContainers.clear();
completedContainers.clear();
}
/**
* restart running because of the am container killed.
*/
private void restart() {
isFinished = false;
pendingContainers.clear();
pendingContainers.addAll(allContainers);
pendingContainers.removeAll(completedContainers);
amContainer = null;
}
}

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@ -125,4 +125,7 @@ public class SLSConfiguration {
+ "execution.type";
public static final String TASK_ALLOCATION_ID = TASK_CONTAINER
+ "allocation.id";
public static final String TASK_REQUEST_DELAY = TASK_CONTAINER
+ "request.delay";
}

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@ -38,6 +38,8 @@ public class ContainerSimulator implements Delayed {
private long endTime;
// life time (ms)
private long lifeTime;
// time(ms) after which container would be requested by AM
private long requestDelay;
// host name
private String hostname;
// priority
@ -63,21 +65,24 @@ public class ContainerSimulator implements Delayed {
*/
public ContainerSimulator(Resource resource, long lifeTime,
String hostname, int priority, String type, ExecutionType executionType) {
this(resource, lifeTime, hostname, priority, type, executionType, -1);
this(resource, lifeTime, hostname, priority, type,
executionType, -1, 0);
}
/**
* invoked when AM schedules containers to allocate.
*/
@SuppressWarnings("checkstyle:parameternumber")
public ContainerSimulator(Resource resource, long lifeTime,
String hostname, int priority, String type, ExecutionType executionType,
long allocationId) {
long allocationId, long requestDelay) {
this.resource = resource;
this.lifeTime = lifeTime;
this.hostname = hostname;
this.priority = priority;
this.type = type;
this.executionType = executionType;
this.requestDelay = requestDelay;
this.allocationId = allocationId;
}
@ -148,4 +153,8 @@ public class ContainerSimulator implements Delayed {
public long getAllocationId() {
return allocationId;
}
public long getRequestDelay() {
return requestDelay;
}
}

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@ -0,0 +1,80 @@
/**
* 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.
*/
package org.apache.hadoop.yarn.sls;
import org.apache.hadoop.yarn.sls.appmaster.DAGAMSimulator;
import org.apache.hadoop.yarn.sls.scheduler.ContainerSimulator;
import org.junit.Test;
import java.util.ArrayList;
import java.util.List;
import static org.junit.Assert.assertEquals;
/**
* Tests for DagAMSimulator.
*/
public class TestDagAMSimulator {
/**
* Test to check whether containers are scheduled based on request delay.
* @throws Exception
*/
@Test
public void testGetToBeScheduledContainers() throws Exception {
DAGAMSimulator dagamSimulator = new DAGAMSimulator();
List<ContainerSimulator> containerSimulators = new ArrayList<>();
// containers are requested with 0, 1000, 1500 and 4000ms delay.
containerSimulators.add(createContainerSim(1, 0));
containerSimulators.add(createContainerSim(2, 1000));
containerSimulators.add(createContainerSim(3, 1500));
containerSimulators.add(createContainerSim(4, 4000));
long startTime = System.currentTimeMillis();
List<ContainerSimulator> res = dagamSimulator.getToBeScheduledContainers(
containerSimulators, startTime);
// we should get only one container with request delay set to 0
assertEquals(1, res.size());
assertEquals(1, res.get(0).getAllocationId());
startTime -= 1000;
res = dagamSimulator.getToBeScheduledContainers(
containerSimulators, startTime);
// we should get containers with request delay set < 1000
assertEquals(2, res.size());
assertEquals(1, res.get(0).getAllocationId());
assertEquals(2, res.get(1).getAllocationId());
startTime -= 2000;
res = dagamSimulator.getToBeScheduledContainers(
containerSimulators, startTime);
// we should get containers with request delay set < 2000
assertEquals(3, res.size());
assertEquals(1, res.get(0).getAllocationId());
assertEquals(2, res.get(1).getAllocationId());
assertEquals(3, res.get(2).getAllocationId());
}
private ContainerSimulator createContainerSim(long allocationId,
long requestDelay) {
return new ContainerSimulator(null, 1000, "*", 1, "Map",
null, allocationId, requestDelay);
}
}

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@ -0,0 +1,76 @@
/**
* 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.
*/
package org.apache.hadoop.yarn.sls;
import net.jcip.annotations.NotThreadSafe;
import org.apache.hadoop.conf.Configuration;
import org.apache.hadoop.yarn.server.resourcemanager.scheduler.capacity.CapacityScheduler;
import org.apache.hadoop.yarn.server.resourcemanager.scheduler.fair.FairScheduler;
import org.junit.Before;
import org.junit.Test;
import org.junit.runner.RunWith;
import org.junit.runners.Parameterized;
import org.junit.runners.Parameterized.Parameters;
import java.util.Arrays;
import java.util.Collection;
/**
* This test performs simple runs of the SLS with the generic syn json format.
*/
@RunWith(value = Parameterized.class)
@NotThreadSafe
public class TestSLSDagAMSimulator extends BaseSLSRunnerTest {
@Parameters(name = "Testing with: {1}, {0}, (nodeFile {3})")
public static Collection<Object[]> data() {
String capScheduler = CapacityScheduler.class.getCanonicalName();
String fairScheduler = FairScheduler.class.getCanonicalName();
String synthTraceFile = "src/test/resources/sls_dag.json";
String nodeFile = "src/test/resources/nodes.json";
// Test with both schedulers
return Arrays.asList(new Object[][] {
// covering the no nodeFile case
{capScheduler, "SLS", synthTraceFile, null },
// covering new commandline and CapacityScheduler
{capScheduler, "SLS", synthTraceFile, nodeFile },
// covering FairScheduler
{fairScheduler, "SLS", synthTraceFile, nodeFile },
});
}
@Before
public void setup() {
ongoingInvariantFile = "src/test/resources/ongoing-invariants.txt";
exitInvariantFile = "src/test/resources/exit-invariants.txt";
}
@Test(timeout = 90000)
@SuppressWarnings("all")
public void testSimulatorRunning() throws Exception {
Configuration conf = new Configuration(false);
long timeTillShutdownInsec = 20L;
runSLS(conf, timeTillShutdownInsec);
}
}

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@ -244,11 +244,11 @@ public class TestAMSimulator {
containerSimulators.clear();
s1 = new ContainerSimulator(resource, 100,
"/default-rack/h1", priority, type, execType, 1);
"/default-rack/h1", priority, type, execType, 1, 0);
s2 = new ContainerSimulator(resource, 100,
"/default-rack/h1", priority, type, execType, 2);
"/default-rack/h1", priority, type, execType, 2, 0);
s3 = new ContainerSimulator(resource, 100,
"/default-rack/h2", priority, type, execType, 1);
"/default-rack/h2", priority, type, execType, 1, 0);
containerSimulators.add(s1);
containerSimulators.add(s2);

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@ -49,6 +49,10 @@
<name>yarn.sls.am.type.stream</name>
<value>org.apache.hadoop.yarn.sls.appmaster.StreamAMSimulator</value>
</property>
<property>
<name>yarn.sls.am.type.dag</name>
<value>org.apache.hadoop.yarn.sls.appmaster.DAGAMSimulator</value>
</property>
<!-- Containers configuration -->
<property>

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@ -0,0 +1,62 @@
{
"yarn.sls.am.type": "dag",
"job.start.ms": 0,
"job.end.ms": 95375,
"job.queue.name": "sls_queue_1",
"job.id": "job_1",
"job.user": "default",
"job.tasks": [
{
"container.host": "/default-rack/node1",
"container.request.delay": 1000,
"container.start.ms": 6664,
"container.end.ms": 23707,
"container.priority": 20,
"container.type": "map",
"container.execution.type": "GUARANTEED"
},
{
"container.host": "/default-rack/node3",
"container.request.delay": 1500,
"container.start.ms": 6665,
"container.end.ms": 21593,
"container.priority": 20,
"container.type": "map",
"container.execution.type": "GUARANTEED"
},
{
"container.host": "/default-rack/node2",
"container.start.ms": 68770,
"container.end.ms": 86613,
"container.priority": 20,
"container.type": "map",
"container.execution.type": "GUARANTEED"
}
]
}
{
"yarn.sls.am.type": "dag",
"job.start.ms": 105204,
"job.end.ms": 197256,
"job.queue.name": "sls_queue_2",
"job.id": "job_2",
"job.user": "default",
"job.tasks": [
{
"container.host": "/default-rack/node1",
"container.start.ms": 111822,
"container.end.ms": 133985,
"container.priority": 20,
"container.type": "map",
"container.execution.type": "GUARANTEED"
},
{
"container.host": "/default-rack/node2",
"container.start.ms": 111788,
"container.end.ms": 131377,
"container.priority": 20,
"container.type": "map",
"container.execution.type": "GUARANTEED"
}
]
}