Hadoop集群对datanode宕机后的处理机制源码阅读
总体上涉及了心跳检测、副本移除线程、副本恢复线程。当datanode发生宕机或者datanode中的某个storage（如一块硬盘）发生的错误时，namenode会根据datanode发送的心跳进行检测。但namenode并没有在心跳检测的汇报中进行即时反应，而是先记录对应的心跳信息，由另一个定期检测线程移除DatanodeManager和BlockManager中对应的block信息，并记录需要恢复的数据。对于数据的恢复，又新建了一个线程进行定期扫描，分配恢复副本需要的源数据节点和目标数据节点，在datanode的下一轮心跳检测中转换为对应的命令返回给datanode。
宕机的心跳检测
datanode会定时向namenode发送心跳数据包汇报当前的运行状态。namenode在一定时间内没收到数据节点的心跳时会标记为stale状态，然后转移该数据节点中的block到其它的数据节点。
hdfs配置中的几个参数：
dfs.heartbeat.interval，Hadoop心跳检测间隔，默认为3s。dfs.namenode.stale.datanode.minimum.interval，datanode标记为stale状态的需要丢失的最小心跳次数，默认为3。dfs.namenode.stale.datanode.interval，Hadoop datanode超时范围，超过此时间没收到心跳检测会被标记为stale状态，默认为30s，大小必须超过前面两个参数的乘积。
接收心跳消息
Hadoop的datanode心跳检测通过rpc的形式发送，rpc函数通过参数传递数据节点统计信息，返回namenode需要对数据节点的命令。
datanode在通过rpc发送消息时，namenode首先在rpc server处理，交给NameSystem。NameNodeRpcServer中的处理：
@Override // DatanodeProtocol
public HeartbeatResponse sendHeartbeat(DatanodeRegistration nodeReg,
StorageReport[] report, long dnCacheCapacity, long dnCacheUsed,
int xmitsInProgress, int xceiverCount,
int failedVolumes, VolumeFailureSummary volumeFailureSummary,
boolean requestFullBlockReportLease,
@Nonnull SlowPeerReports slowPeers,
@Nonnull SlowDiskReports slowDisks) throws IOException {
checkNNStartup();
verifyRequest(nodeReg);
return namesystem.handleHeartbeat(nodeReg, report,
dnCacheCapacity, dnCacheUsed, xceiverCount, xmitsInProgress,
failedVolumes, volumeFailureSummary, requestFullBlockReportLease,
slowPeers, slowDisks);
}
namesystem的类型为FSNamesystem，负责name-space state的相关管理（is a container of both transient and persisted name-space state, and does all the book-keeping work on a NameNode），是BlockManager, DatanodeManager, DelegationTokens, LeaseManager等服务的容器。在handleHeartbeat函数中，通过blockManager获取的DatanodeManager进行了处理：
DatanodeCommand[] cmds = blockManager.getDatanodeManager().handleHeartbeat(
nodeReg, reports, getBlockPoolId(), cacheCapacity, cacheUsed,
xceiverCount, maxTransfer, failedVolumes, volumeFailureSummary,
slowPeers, slowDisks);
然后DatanodeManager中调用HeartbeatManager进行了处理：
heartbeatManager.updateHeartbeat(nodeinfo, reports, cacheCapacity,
cacheUsed, xceiverCount, failedVolumes, volumeFailureSummary);
HeartbeatManager中心跳的处理
HeartbeatManager类负责心跳的处理，心跳的处理并没有在接收到心跳消息后，而是用了一个额外的线程进行处理，默认每5min进行一次状态扫描。可能是某些处理中需要多个datanode的信息，所以没有直接对单个datanode发送消息时回复。对于datanodeManager中记录的有问题的datanode和storage，直接进行移除。此处只负责移除namenode（BlockManager和DatanodeManager等）中的datanode信息，对于丢失副本的恢复过程并不处理。
一个Monitor内部类实现了Runnable接口，负责监测线程的运行。private final Daemon heartbeatThread = new Daemon(new Monitor());。在当前的时间与上次检测的时间超过heartbeatRecheckInterval时，会调用heartbeatCheck()函数进行处理。
heartbeatCheck()函数中。每次循环首先遍历DatanodeManager中的所有的datanode状态以及每个datanode中的storage状态，统计发生错误的datanode和storage（每个datanode上可能有多个storage，标记datanode运行正常但是storage出现问题的情况）；然后通过DatanodeManager和BlockManager处理其中第一个datanode和storage，直至所有存在问题的datanode和storage都被处理完。
public void run() {
while(namesystem.isRunning()) {
restartHeartbeatStopWatch();
try {
final long now = Time.monotonicNow();
if (lastHeartbeatCheck + heartbeatRecheckInterval < now) {
heartbeatCheck();
lastHeartbeatCheck = now;
}
// ....
}
}
void heartbeatCheck() {
final DatanodeManager dm = blockManager.getDatanodeManager();
// It's OK to check safe mode w/o taking the lock here, we re-check
// for safe mode after taking the lock before removing a datanode.
if (namesystem.isInStartupSafeMode()) {
return;
}
boolean allAlive = false;
while (!allAlive) {
// locate the first dead node.
DatanodeDescriptor dead = null;
// locate the first failed storage that isn't on a dead node.
DatanodeStorageInfo failedStorage = null;
// check the number of stale nodes
int numOfStaleNodes = 0;
int numOfStaleStorages = 0;
synchronized(this) {
for (DatanodeDescriptor d : datanodes) {
// check if an excessive GC pause has occurred
if (shouldAbortHeartbeatCheck(0)) {
return;
}
if (dead == null && dm.isDatanodeDead(d)) {
stats.incrExpiredHeartbeats();
dead = d;
}
if (d.isStale(dm.getStaleInterval())) {
numOfStaleNodes++;
}
DatanodeStorageInfo[] storageInfos = d.getStorageInfos();
for(DatanodeStorageInfo storageInfo : storageInfos) {
if (storageInfo.areBlockContentsStale()) {
numOfStaleStorages++;
}
if (failedStorage == null &&
storageInfo.areBlocksOnFailedStorage() &&
d != dead) {
failedStorage = storageInfo;
}
}
}
// Set the number of stale nodes in the DatanodeManager
dm.setNumStaleNodes(numOfStaleNodes);
dm.setNumStaleStorages(numOfStaleStorages);
}
allAlive = (dead == null && failedStorage == null);
if (!allAlive && namesystem.isInStartupSafeMode()) {
return;
}
if (dead != null) {
// acquire the fsnamesystem lock, and then remove the dead node.
namesystem.writeLock();
try {
dm.removeDeadDatanode(dead, !dead.isMaintenance());
} finally {
namesystem.writeUnlock();
}
}
if (failedStorage != null) {
// acquire the fsnamesystem lock, and remove blocks on the storage.
namesystem.writeLock();
try {
blockManager.removeBlocksAssociatedTo(failedStorage);
} finally {
namesystem.writeUnlock();
}
}
}
}
dm.removeDeadDatanode(dead, !dead.isMaintenance())。在removeDeadDatanode函数中又调用了removeDatanode处理datanode的删除逻辑。删除heartbeatManager中记录的datanode、blockManager中相关的block、DatanodeManager内部（networktopology）的datanode记录、版本信息处理、blockManager中的租约信息。
private void removeDatanode(DatanodeDescriptor nodeInfo,
boolean removeBlocksFromBlocksMap) {
assert namesystem.hasWriteLock();
heartbeatManager.removeDatanode(nodeInfo);
if (removeBlocksFromBlocksMap) {
blockManager.removeBlocksAssociatedTo(nodeInfo);
}
networktopology.remove(nodeInfo);
decrementVersionCount(nodeInfo.getSoftwareVersion());
blockManager.getBlockReportLeaseManager().unregister(nodeInfo);
if (LOG.isDebugEnabled()) {
LOG.debug("remove datanode " + nodeInfo);
}
blockManager.checkSafeMode();
}
恢复数据
当数据节点被判断为丢失时，blockManager在删除数据节点内的block信息的同时，会将block加入到pendingReconstruction类的列表中。BlockManager中的另一个线程会定期（默认3s）处理pendingReconstruction对象中的数据。
主要分成3步：1. 将block分为EC码block和副本block；2. 选择目标节点执行task；3. 将task放入到DatanodeDescriptor类的replicateBlocks队列中。
/**
* Periodically calls computeBlockRecoveryWork().
* 默认每3s调用一次block recovery的操作。
*/
private class RedundancyMonitor implements Runnable {
@Override
public void run() {
while (namesystem.isRunning()) {
try {
// Process recovery work only when active NN is out of safe mode.
if (isPopulatingReplQueues()) {
// 扫描neededReconstruction中的block，并且对每个block选择需要被恢复到的数据节点和拷贝数据的节点
computeDatanodeWork();
processPendingReconstructions();
rescanPostponedMisreplicatedBlocks();
}
TimeUnit.MILLISECONDS.sleep(redundancyRecheckIntervalMs); // 默认 3s
} catch (Throwable t) {
// 省略异常处理
}
}
}
}
/**
* Reconstruct a set of blocks to full strength through replication or
* erasure coding
*
* @param blocksToReconstruct blocks to be reconstructed, for each priority
* @return the number of blocks scheduled for replication
*/
@VisibleForTesting
int computeReconstructionWorkForBlocks(
List<List<BlockInfo>> blocksToReconstruct) {
int scheduledWork = 0;
List<BlockReconstructionWork> reconWork = new LinkedList<>();
// Step 1: categorize at-risk blocks into replication and EC tasks
namesystem.writeLock();
try {
synchronized (neededReconstruction) {
for (int priority = 0; priority < blocksToReconstruct.size(); priority++) {
for (BlockInfo block : blocksToReconstruct.get(priority)) {
BlockReconstructionWork rw = scheduleReconstruction(block,
priority);
if (rw != null) {
reconWork.add(rw);
}
}
}
}
} finally {
namesystem.writeUnlock();
}
// Step 2: choose target nodes for each reconstruction task
final Set<Node> excludedNodes = new HashSet<>();
for(BlockReconstructionWork rw : reconWork){
// Exclude all of the containing nodes from being targets.
// This list includes decommissioning or corrupt nodes.
excludedNodes.clear();
for (DatanodeDescriptor dn : rw.getContainingNodes()) {
excludedNodes.add(dn);
}
// choose replication targets: NOT HOLDING THE GLOBAL LOCK
final BlockPlacementPolicy placementPolicy =
placementPolicies.getPolicy(rw.getBlock().getBlockType());
rw.chooseTargets(placementPolicy, storagePolicySuite, excludedNodes);
}
// Step 3: add tasks to the DN
namesystem.writeLock();
try {
for(BlockReconstructionWork rw : reconWork){
final DatanodeStorageInfo[] targets = rw.getTargets();
if(targets == null || targets.length == 0){
rw.resetTargets();
continue;
}
synchronized (neededReconstruction) {
if (validateReconstructionWork(rw)) {
scheduledWork++;
}
}
}
} finally {
namesystem.writeUnlock();
}
// 省略debug
return scheduledWork;
}
在对每个block创建新的转移任务时，需要选择一个当前已有副本的datanode和需要被复制到的datanode。对于已有副本的数据节点的选择，默认会先从没有写开销的DECOMMISSION_INPROGRESS状态的datanode中选，否则随机选一个没有达到副本限制的节点（每个节点会记录将要被复制的副本数，参数dfs.namenode.replication.max-streams用于限制每个节点上的副本数，默认为2），如果还不存在则随机选择其它符合要求的节点。对于被复制的数据节点，如同文件的第一次上传过程，调用了对应的副本放置策略进行选择。
/**
* Parse the data-nodes the block belongs to and choose a certain number
* from them to be the recovery sources.
*
* We prefer nodes that are in DECOMMISSION_INPROGRESS state to other nodes
* since the former do not have write traffic and hence are less busy.
* We do not use already decommissioned nodes as a source, unless there is
* no other choice.
* Otherwise we randomly choose nodes among those that did not reach their
* replication limits. However, if the recovery work is of the highest
* priority and all nodes have reached their replication limits, we will
* randomly choose the desired number of nodes despite the replication limit.
*
* In addition form a list of all nodes containing the block
* and calculate its replication numbers.
*
* @return the array of DatanodeDescriptor of the chosen nodes from which to
* recover the given block
*/
@VisibleForTesting
DatanodeDescriptor[] chooseSourceDatanodes(BlockInfo block,
List<DatanodeDescriptor> containingNodes,
List<DatanodeStorageInfo> nodesContainingLiveReplicas,
NumberReplicas numReplicas,
List<Byte> liveBlockIndices, int priority) // ...
数据节点的执行恢复的逻辑
前面向blockManager中获取的DatanodeDescriptor类加入了block需要创建副本的任务。DatanodeManager在通过RPC发送心跳消息给namenode时，namenode会在处理心跳时将副本复制任务转变为对应的命令返回给datanode。
// datanode发送心跳的rpc函数
@Override // DatanodeProtocol
public HeartbeatResponse sendHeartbeat(DatanodeRegistration nodeReg,
StorageReport[] report, long dnCacheCapacity, long dnCacheUsed,
int xmitsInProgress, int xceiverCount,
int failedVolumes, VolumeFailureSummary volumeFailureSummary,
boolean requestFullBlockReportLease,
@Nonnull SlowPeerReports slowPeers,
@Nonnull SlowDiskReports slowDisks) throws IOException {
checkNNStartup();
verifyRequest(nodeReg);
return namesystem.handleHeartbeat(nodeReg, report,
dnCacheCapacity, dnCacheUsed, xceiverCount, xmitsInProgress,
failedVolumes, volumeFailureSummary, requestFullBlockReportLease,
slowPeers, slowDisks);
}
// FSNameSystem的handleHearbeat函数，通过blockManager调用DatanodeManager处理心跳
{
// ...
DatanodeCommand[] cmds = blockManager.getDatanodeManager().handleHeartbeat(
nodeReg, reports, getBlockPoolId(), cacheCapacity, cacheUsed,
xceiverCount, maxTransfer, failedVolumes, volumeFailureSummary,
slowPeers, slowDisks);
// ...
}
// DatanodeManager中handleHeartbeat取出先前存储的任务，并转为BlockCommander。
{
// ...
List<BlockTargetPair> pendingList = nodeinfo.getReplicationCommand(
numReplicationTasks);
if (pendingList != null && !pendingList.isEmpty()) {
cmds.add(new BlockCommand(DatanodeProtocol.DNA_TRANSFER, blockPoolId,
pendingList));
}
