Flink Yarn Per Job - JobManger 申请 Slot

JobMaster 启动时，启动 SlotPool，向 ResourceManager 注册

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启动SlotPool

JobMaster

private void startJobMasterServices() throws Exception {
  // 启动心跳服务：taskmanager、resourcemanager
  startHeartbeatServices();

  // start the slot pool make sure the slot pool now accepts messages for this leader
  //  启动 slotpool
  slotPool.start(getFencingToken(), getAddress(), getMainThreadExecutor());

  //TODO: Remove once the ZooKeeperLeaderRetrieval returns the stored address upon start
  // try to reconnect to previously known leader
  // 连接到之前已知的 ResourceManager
  reconnectToResourceManager(new FlinkException("Starting JobMaster component."));

  // job is ready to go, try to establish connection with resource manager
  //   - activate leader retrieval for the resource manager
  //   - on notification of the leader, the connection will be established and
  //     the slot pool will start requesting slots
  //  与ResourceManager建立连接，slotpool开始请求资源
  resourceManagerLeaderRetriever.start(new ResourceManagerLeaderListener());
}

• 启动心跳服务：taskmanager、resourcemanager

• 启动 slotpool

• 连接到之前已知的 ResourceManager

• slotpool开始请求资源

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向RM注册

StandaloneLeaderRetrievalService

@Override
public void start(LeaderRetrievalListener listener) {
  checkNotNull(listener, "Listener must not be null.");

  synchronized (startStopLock) {
    checkState(!started, "StandaloneLeaderRetrievalService can only be started once.");
    started = true;

    // directly notify the listener, because we already know the leading JobManager's address
    listener.notifyLeaderAddress(leaderAddress, leaderId);
  }
}

ResourceManagerLeaderListener in TaskExecutor

private final class ResourceManagerLeaderListener implements LeaderRetrievalListener {

  @Override
  public void notifyLeaderAddress(final String leaderAddress, final UUID leaderSessionID) {
    runAsync(
      () -> notifyOfNewResourceManagerLeader(
        leaderAddress,
        ResourceManagerId.fromUuidOrNull(leaderSessionID)));
    }
}

private void notifyOfNewResourceManagerLeader(String newLeaderAddress, ResourceManagerId newResourceManagerId) {
  resourceManagerAddress = createResourceManagerAddress(newLeaderAddress, newResourceManagerId);
  reconnectToResourceManager(new FlinkException(String.format("ResourceManager leader changed to new address %s", resourceManagerAddress)));
}  

private void reconnectToResourceManager(Exception cause) {
  closeResourceManagerConnection(cause);
  startRegistrationTimeout();
  tryConnectToResourceManager();
}

private void tryConnectToResourceManager() {
  if (resourceManagerAddress != null) {
    connectToResourceManager();
  }
}

private void connectToResourceManager() {
... ...
  resourceManagerConnection.start();
}

RegisteredRpcConnection

public void start() {
  checkState(!closed, "The RPC connection is already closed");
  checkState(!isConnected() && pendingRegistration == null, "The RPC connection is already started");

  //  创建注册对象
  final RetryingRegistration newRegistration = createNewRegistration();

  if (REGISTRATION_UPDATER.compareAndSet(this, null, newRegistration)) {
    // 开始注册，注册成功之后，调用 onRegistrationSuccess()
    newRegistration.startRegistration();
  } else {
    // concurrent start operation
    newRegistration.cancel();
  }
}


private RetryingRegistration createNewRegistration() {
  RetryingRegistration newRegistration = checkNotNull(generateRegistration());
... ...
  return newRegistration;
}

• 创建注册对象

• 开始注册，注册成功之后，调用 onRegistrationSuccess()

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SlotPool 申请 slot

ResourceManagerConnection in JobMaster

protected void onRegistrationSuccess(final JobMasterRegistrationSuccess success) {
  runAsync(() -> {
    // filter out outdated connections
    //noinspection ObjectEquality
    if (this == resourceManagerConnection) {
      establishResourceManagerConnection(success);
    }
  });
}

private void establishResourceManagerConnection(final JobMasterRegistrationSuccess success) {
    final ResourceManagerId resourceManagerId = success.getResourceManagerId();
... ...
    // slotpool连接到ResourceManager，请求资源
    slotPool.connectToResourceManager(resourceManagerGateway);
... ...
}

slotpool连接到ResourceManager，请求资源

SlotPoolImpl

public void connectToResourceManager(@Nonnull ResourceManagerGateway resourceManagerGateway) {
  this.resourceManagerGateway = checkNotNull(resourceManagerGateway);

  // work on all slots waiting for this connection
  for (PendingRequest pendingRequest : waitingForResourceManager.values()) {
    requestSlotFromResourceManager(resourceManagerGateway, pendingRequest);
  }

  // all sent off
  waitingForResourceManager.clear();
}

private void requestSlotFromResourceManager(
    final ResourceManagerGateway resourceManagerGateway,
    final PendingRequest pendingRequest) {
...  ...
  CompletableFuture rmResponse = resourceManagerGateway.requestSlot(
    jobMasterId,
    new SlotRequest(jobId, allocationId, pendingRequest.getResourceProfile(), jobManagerAddress),
    rpcTimeout);
... ...
}

从RM中申请slot

ResourceManager

@Override
public CompletableFuture requestSlot(
    JobMasterId jobMasterId,
    SlotRequest slotRequest,
    final Time timeout) {

  JobID jobId = slotRequest.getJobId();
  JobManagerRegistration jobManagerRegistration = jobManagerRegistrations.get(jobId);

  if (null != jobManagerRegistration) {
    if (Objects.equals(jobMasterId, jobManagerRegistration.getJobMasterId())) {
      log.info("Request slot with profile {} for job {} with allocation id {}.",
        slotRequest.getResourceProfile(),
        slotRequest.getJobId(),
        slotRequest.getAllocationId());

      try {
        // RM内部的 slotManager去向 Yarn的ResourceManager申请资源
        slotManager.registerSlotRequest(slotRequest);
      } catch (ResourceManagerException e) {
        return FutureUtils.completedExceptionally(e);
      }

      return CompletableFuture.completedFuture(Acknowledge.get());
    } else {
      return FutureUtils.completedExceptionally(new ResourceManagerException("The job leader's id " +
        jobManagerRegistration.getJobMasterId() + " does not match the received id " + jobMasterId + '.'));
    }

  } else {
    return FutureUtils.completedExceptionally(new ResourceManagerException("Could not find registered job manager for job " + jobId + '.'));
  }
}

RM内部的 slotManager去向 Yarn的ResourceManager申请资源

SlotManagerImpl

public boolean registerSlotRequest(SlotRequest slotRequest) throws ResourceManagerException {
  checkInit();
... ... 
    try {
      internalRequestSlot(pendingSlotRequest);
    } catch (ResourceManagerException e) {
      // requesting the slot failed --> remove pending slot request
      pendingSlotRequests.remove(slotRequest.getAllocationId());

      throw new ResourceManagerException("Could not fulfill slot request " + slotRequest.getAllocationId() + '.', e);
    }
    return true;
  }
}

private void internalRequestSlot(PendingSlotRequest pendingSlotRequest) throws ResourceManagerException {
  final ResourceProfile resourceProfile = pendingSlotRequest.getResourceProfile();

  OptionalConsumer.of(findMatchingSlot(resourceProfile))
    .ifPresent(taskManagerSlot -> allocateSlot(taskManagerSlot, pendingSlotRequest))
    .ifNotPresent(() -> fulfillPendingSlotRequestWithPendingTaskManagerSlot(pendingSlotRequest));
}

private void fulfillPendingSlotRequestWithPendingTaskManagerSlot(PendingSlotRequest pendingSlotRequest) throws ResourceManagerException {
  ResourceProfile resourceProfile = pendingSlotRequest.getResourceProfile();
  Optional pendingTaskManagerSlotOptional = findFreeMatchingPendingTaskManagerSlot(resourceProfile);

  if (!pendingTaskManagerSlotOptional.isPresent()) {
    pendingTaskManagerSlotOptional = allocateResource(resourceProfile);
  }
... ...
}

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Flink内的RM向Yarn的RM申请资源

SlotManagerImpl

private Optional allocateResource(ResourceProfile requestedSlotResourceProfile) {
... ...
  if (!resourceActions.allocateResource(defaultWorkerResourceSpec)) {
    // resource cannot be allocated
    return Optional.empty();
  }
... ...
}

ResourceActionsImpl in ResourceManager

public boolean allocateResource(WorkerResourceSpec workerResourceSpec) {
  validateRunsInMainThread();
  return startNewWorker(workerResourceSpec);
}

ActiveResourceManager

public boolean startNewWorker(WorkerResourceSpec workerResourceSpec) {
  requestNewWorker(workerResourceSpec);
  return true;
}

// 从配置中获取 taskexecutor 配置
private void requestNewWorker(WorkerResourceSpec workerResourceSpec) {
  final TaskExecutorProcessSpec taskExecutorProcessSpec =
      TaskExecutorProcessUtils.processSpecFromWorkerResourceSpec(flinkConfig, workerResourceSpec);
  final int pendingCount = pendingWorkerCounter.increaseAndGet(workerResourceSpec);

  log.info("Requesting new worker with resource spec {}, current pending count: {}.",
      workerResourceSpec,
      pendingCount);
// 申请资源
  CompletableFuture requestResourceFuture = resourceManagerDriver.requestResource(taskExecutorProcessSpec);
  FutureUtils.assertNoException(
      requestResourceFuture.handle((worker, exception) -> {
        if (exception != null) {
          final int count = pendingWorkerCounter.decreaseAndGet(workerResourceSpec);
          log.warn("Failed requesting worker with resource spec {}, current pending count: {}, exception: {}",
              workerResourceSpec,
              count,
              exception);
          requestWorkerIfRequired();
        } else {
          final ResourceID resourceId = worker.getResourceID();
          workerNodeMap.put(resourceId, worker);
          currentAttemptUnregisteredWorkers.put(resourceId, workerResourceSpec);
          log.info("Requested worker {} with resource spec {}.",
              resourceId.getStringWithMetadata(),
              workerResourceSpec);
        }
        return null;
      }));
}

• 从配置中获取 taskexecutor 配置

• 申请资源

YarnResourceManagerDriver

public CompletableFuture requestResource(TaskExecutorProcessSpec taskExecutorProcessSpec) {
  checkInitialized();

  final CompletableFuture requestResourceFuture = new CompletableFuture<>();

  final Optional priorityAndResourceOpt =
    taskExecutorProcessSpecContainerResourcePriorityAdapter.getPriorityAndResource(taskExecutorProcessSpec);

  if (!priorityAndResourceOpt.isPresent()) {
    requestResourceFuture.completeExceptionally(
      new ResourceManagerException(
        String.format("Could not compute the container Resource from the given TaskExecutorProcessSpec %s. " +
            "This usually indicates the requested resource is larger than Yarn's max container resource limit.",
          taskExecutorProcessSpec)));
  } else {
    final Priority priority = priorityAndResourceOpt.get().getPriority();
    final Resource resource = priorityAndResourceOpt.get().getResource();
    resourceManagerClient.addContainerRequest(getContainerRequest(resource, priority));

    // make sure we transmit the request fast and receive fast news of granted allocations
    resourceManagerClient.setHeartbeatInterval(containerRequestHeartbeatIntervalMillis);

    requestResourceFutures.computeIfAbsent(taskExecutorProcessSpec, ignore -> new LinkedList<>()).add(requestResourceFuture);

    log.info("Requesting new TaskExecutor container with resource {}, priority {}.", taskExecutorProcessSpec, priority);
  }

  return requestResourceFuture;
}