Flink Yarn Per Job - RM启动SlotManager

ResourceManager

public final void onStart() throws Exception {
  try {
    startResourceManagerServices();
  } catch (Throwable t) {
    final ResourceManagerException exception = new ResourceManagerException(String.format("Could not start the ResourceManager %s", getAddress()), t);
    onFatalError(exception);
    throw exception;
  }
}

private void startResourceManagerServices() throws Exception {
  try {
    leaderElectionService = highAvailabilityServices.getResourceManagerLeaderElectionService();

    // 创建了Yarn的RM和NM的客户端，初始化并启动
    initialize();

    //  通过选举服务，启动ResourceManager
    leaderElectionService.start(this);

    jobLeaderIdService.start(new JobLeaderIdActionsImpl());

    registerTaskExecutorMetrics();
  } catch (Exception e) {
    handleStartResourceManagerServicesException(e);
  }
}

创建了Yarn的RM和NM的客户端，初始化并启动

通过选举服务，启动ResourceManager

创建了Yarn的RM和NM的客户端

ActiveResourceManager

@Override
protected void initialize() throws ResourceManagerException {
  try {
    resourceManagerDriver.initialize(
        this,
        new GatewayMainThreadExecutor(),
        ioExecutor);
  } catch (Exception e) {
    throw new ResourceManagerException("Cannot initialize resource provider.", e);
  }
}

AbstractResourceManagerDriver

@Override
public final void initialize(
    ResourceEventHandler<WorkerType> resourceEventHandler,
    ScheduledExecutor mainThreadExecutor,
    Executor ioExecutor) throws Exception {
  this.resourceEventHandler = Preconditions.checkNotNull(resourceEventHandler);
  this.mainThreadExecutor = Preconditions.checkNotNull(mainThreadExecutor);
  this.ioExecutor = Preconditions.checkNotNull(ioExecutor);
     // 下追
     initializeInternal();
}

protected abstract void initializeInternal() throws Exception;

YarnResourceManagerDriver

@Override
protected void initializeInternal() throws Exception {
  final YarnContainerEventHandler yarnContainerEventHandler = new YarnContainerEventHandler();
  try {
    // 创建Yarn的ResourceManager的客户端，并且初始化和启动
    resourceManagerClient = yarnResourceManagerClientFactory.createResourceManagerClient(
      yarnHeartbeatIntervalMillis,
      yarnContainerEventHandler);
    resourceManagerClient.init(yarnConfig);
    resourceManagerClient.start();

    final RegisterApplicationMasterResponse registerApplicationMasterResponse = registerApplicationMaster();
    getContainersFromPreviousAttempts(registerApplicationMasterResponse);
    taskExecutorProcessSpecContainerResourcePriorityAdapter =
      new TaskExecutorProcessSpecContainerResourcePriorityAdapter(
        registerApplicationMasterResponse.getMaximumResourceCapability(),
        ExternalResourceUtils.getExternalResources(flinkConfig, YarnConfigOptions.EXTERNAL_RESOURCE_YARN_CONFIG_KEY_SUFFIX));
  } catch (Exception e) {
    throw new ResourceManagerException("Could not start resource manager client.", e);
  }

  // 创建yarn的 NodeManager的客户端，并且初始化和启动
  nodeManagerClient = yarnNodeManagerClientFactory.createNodeManagerClient(yarnContainerEventHandler);
  nodeManagerClient.init(yarnConfig);
  nodeManagerClient.start();
}

创建Yarn的ResourceManager的客户端，并且初始化和启动

创建yarn的 NodeManager的客户端，并且初始化和启动

启动SlotManager

StandaloneLeaderElectionService

@Override
public void start(LeaderContender newContender) throws Exception {
  if (contender != null) {
    // Service was already started
    throw new IllegalArgumentException("Leader election service cannot be started multiple times.");
  }

  contender = Preconditions.checkNotNull(newContender);

  // directly grant leadership to the given contender
  contender.grantLeadership(HighAvailabilityServices.DEFAULT_LEADER_ID);
}

ResourceManager

public void grantLeadership(final UUID newLeaderSessionID) {
 final CompletableFuture<Boolean> acceptLeadershipFuture = clearStateFuture
    // 下追
    .thenComposeAsync((ignored) -> tryAcceptLeadership(newLeaderSessionID), getUnfencedMainThreadExecutor());

... ...
}

private CompletableFuture<Boolean> tryAcceptLeadership(final UUID newLeaderSessionID) {
 if (leaderElectionService.hasLeadership(newLeaderSessionID)) {
... ...
    startServicesOnLeadership();

    return prepareLeadershipAsync().thenApply(ignored -> true);
 } else {
    return CompletableFuture.completedFuture(false);
 }
}

private void startServicesOnLeadership() {   //  启动心跳服务：TaskManager、JobMaster   startHeartbeatServices();   //  启动slotManager   slotManager.start(getFencingToken(), getMainThreadExecutor(), new ResourceActionsImpl());   onLeadership(); }

启动心跳服务：TaskManager、JobMaster

启动slotManager

private void startHeartbeatServices() {
  taskManagerHeartbeatManager = heartbeatServices.createHeartbeatManagerSender(
    resourceId,
    new TaskManagerHeartbeatListener(),
    getMainThreadExecutor(),
    log);

  jobManagerHeartbeatManager = heartbeatServices.createHeartbeatManagerSender(
    resourceId,
    new JobManagerHeartbeatListener(),
    getMainThreadExecutor(),
    log);
}

作为资源的老大，肯定要跟task小弟和job去通信

SlotManagerImpl

public void start(ResourceManagerId newResourceManagerId, Executor newMainThreadExecutor, ResourceActions newResourceActions) {
  LOG.info("Starting the SlotManager.");

  this.resourceManagerId = Preconditions.checkNotNull(newResourceManagerId);
  mainThreadExecutor = Preconditions.checkNotNull(newMainThreadExecutor);
  resourceActions = Preconditions.checkNotNull(newResourceActions);

  started = true;

  taskManagerTimeoutsAndRedundancyCheck = scheduledExecutor.scheduleWithFixedDelay(
    () -> mainThreadExecutor.execute(
    // 检查超时和多余的TaskManager
      () -> checkTaskManagerTimeoutsAndRedundancy()),
    0L,
    taskManagerTimeout.toMilliseconds(),
    TimeUnit.MILLISECONDS);

  slotRequestTimeoutCheck = scheduledExecutor.scheduleWithFixedDelay(
    () -> mainThreadExecutor.execute(
      () -> checkSlotRequestTimeouts()),
    0L,
    slotRequestTimeout.toMilliseconds(),
    TimeUnit.MILLISECONDS);

  registerSlotManagerMetrics();
}

检查超时和多余的TaskManager

void checkTaskManagerTimeoutsAndRedundancy() {
  if (!taskManagerRegistrations.isEmpty()) {
    long currentTime = System.currentTimeMillis();

    ArrayList<TaskManagerRegistration> timedOutTaskManagers = new ArrayList<>(taskManagerRegistrations.size());

    // first retrieve the timed out TaskManagers
    for (TaskManagerRegistration taskManagerRegistration : taskManagerRegistrations.values()) {
      if (currentTime - taskManagerRegistration.getIdleSince() >= taskManagerTimeout.toMilliseconds()) {
        // we collect the instance ids first in order to avoid concurrent modifications by the
        // ResourceActions.releaseResource call
        timedOutTaskManagers.add(taskManagerRegistration);
      }
    }

    int slotsDiff = redundantTaskManagerNum * numSlotsPerWorker - freeSlots.size();
    if (freeSlots.size() == slots.size()) {
      // No need to keep redundant taskManagers if no job is running.
      // 如果没有job在运行，释放taskmanager
      releaseTaskExecutors(timedOutTaskManagers, timedOutTaskManagers.size());
    } else if (slotsDiff > 0) {
      // Keep enough redundant taskManagers from time to time.
      // 保证随时有足够额taskmanager
      int requiredTaskManagers = MathUtils.divideRoundUp(slotsDiff, numSlotsPerWorker);
      allocateRedundantTaskManagers(requiredTaskManagers);
    } else {
      // second we trigger the release resource callback which can decide upon the resource release
      int maxReleaseNum = (-slotsDiff) / numSlotsPerWorker;
      releaseTaskExecutors(timedOutTaskManagers, Math.min(maxReleaseNum, timedOutTaskManagers.size()));
    }
  }
}