BlockManagerMaster
只是维护一系列对BlockManagerMasterActor的接口,
所有的都是通过tell和askDriverWithReply从BlockManagerMasterActor获取数据
比较鸡肋的类
private[spark] class BlockManagerMaster(var driverActor: ActorRef) extends Logging { /** Remove a dead executor from the driver actor. This is only called on the driver side. */ def removeExecutor(execId: String) /** * Send the driver actor a heart beat from the slave. Returns true if everything works out, * false if the driver does not know about the given block manager, which means the block * manager should re-register. */ def sendHeartBeat(blockManagerId: BlockManagerId): Boolean /** Register the BlockManager‘s id with the driver. */ def registerBlockManager(blockManagerId: BlockManagerId, maxMemSize: Long, slaveActor: ActorRef) def updateBlockInfo( blockManagerId: BlockManagerId, blockId: String, storageLevel: StorageLevel, memSize: Long, diskSize: Long): Boolean /** Get locations of the blockId from the driver */ def getLocations(blockId: String): Seq[BlockManagerId] /** Get locations of multiple blockIds from the driver */ def getLocations(blockIds: Array[String]): Seq[Seq[BlockManagerId]] /** Get ids of other nodes in the cluster from the driver */ def getPeers(blockManagerId: BlockManagerId, numPeers: Int): Seq[BlockManagerId] /** * Remove a block from the slaves that have it. This can only be used to remove * blocks that the driver knows about. */ def removeBlock(blockId: String) /** * Remove all blocks belonging to the given RDD. */ def removeRdd(rddId: Int, blocking: Boolean) /** * Return the memory status for each block manager, in the form of a map from * the block manager‘s id to two long values. The first value is the maximum * amount of memory allocated for the block manager, while the second is the * amount of remaining memory. */ def getMemoryStatus: Map[BlockManagerId, (Long, Long)] def getStorageStatus: Array[StorageStatus] /** Stop the driver actor, called only on the Spark driver node */ def stop() { if (driverActor != null) { tell(StopBlockManagerMaster) driverActor = null logInfo("BlockManagerMaster stopped") } } /** Send a one-way message to the master actor, to which we expect it to reply with true. */ private def tell(message: Any) { if (!askDriverWithReply[Boolean](message)) { throw new SparkException("BlockManagerMasterActor returned false, expected true.") } } /** * Send a message to the driver actor and get its result within a default timeout, or * throw a SparkException if this fails. */ private def askDriverWithReply[T](message: Any): T = { // TODO: Consider removing multiple attempts if (driverActor == null) { throw new SparkException("Error sending message to BlockManager as driverActor is null" + "[message =" + message + "]") } var attempts = 0 var lastException: Exception = null while (attempts < AKKA_RETRY_ATTEMPTS) { attempts += 1 try { val future = driverActor.ask(message)(timeout) val result = Await.result(future, timeout) if (result == null) { throw new SparkException("BlockManagerMaster returned null") } return result.asInstanceOf[T] } catch { case ie: InterruptedException => throw ie case e: Exception => lastException = e logWarning("Error sending message to BlockManagerMaster in" + attempts + " attempts", e) } Thread.sleep(AKKA_RETRY_INTERVAL_MS) } throw new SparkException( "Error sending message to BlockManagerMaster [message =" + message + "]", lastException) } }
BlockManagerInfo
在BlockManagerMasterActor object中主要就是定义BlockManagerInfo
主要用于管理BlockManager下面的所有block的BlockStatus和hb, 更新和删除
为何要定义在这个地方?
private[spark] object BlockManagerMasterActor { case class BlockStatus(storageLevel: StorageLevel, memSize: Long, diskSize: Long) class BlockManagerInfo( val blockManagerId: BlockManagerId, timeMs: Long, val maxMem: Long, val slaveActor: ActorRef) extends Logging {
private var _remainingMem: Long = maxMem //BlockManager的memory大小
private var _lastSeenMs: Long = timeMs //BlockManager的heartbeat, 会被不停的更新 // Mapping from block id to its status. private val _blocks = new JHashMap[String, BlockStatus] // buffer每个block的BlockStatus
// 这里的memSize, 默认为0, 意思是droppedMemorySize def updateBlockInfo(blockId: String, storageLevel: StorageLevel, memSize: Long, diskSize: Long) { if (_blocks.containsKey(blockId)) { // The block exists on the slave already. val originalLevel: StorageLevel = _blocks.get(blockId).storageLevel if (originalLevel.useMemory) { _remainingMem += memSize } } if (storageLevel.isValid) {// isValid means it is either stored in-memory or on-disk. _blocks.put(blockId, BlockStatus(storageLevel, memSize, diskSize))
if (storageLevel.useMemory) { _remainingMem -= memSize } } else if (_blocks.containsKey(blockId)) { // If isValid is not true, drop the block. val blockStatus: BlockStatus = _blocks.get(blockId) _blocks.remove(blockId) if (blockStatus.storageLevel.useMemory) { _remainingMem += blockStatus.memSize } } } def removeBlock(blockId: String) { if (_blocks.containsKey(blockId)) { _remainingMem += _blocks.get(blockId).memSize _blocks.remove(blockId) } } } }
BlockManagerMasterActor
维护各个slave的BlockManagerInfo信息,
以及各个block的locations信息(所属哪个BlockManager)
核心功能就是管理和更新这些元数据,
RegisterBlockManager
updateBlockInfo
heartBeat
RemoveRDD, Executor(BlockManager), Block
/** * BlockManagerMasterActor is an actor on the master node to track statuses of * all slaves‘ block managers. */ private[spark] class BlockManagerMasterActor(val isLocal: Boolean) extends Actor with Logging { // Mapping from block manager id to the block manager‘s information.
// Buffer所有的BlockManager的Info private val blockManagerInfo = new mutable.HashMap[BlockManagerId, BlockManagerMasterActor.BlockManagerInfo] // Mapping from executor ID to block manager ID. private val blockManagerIdByExecutor = new mutable.HashMap[String, BlockManagerId] // Mapping from block id to the set of block managers that have the block.
// Buffer blockLocation,这里用BlockManagerId来表示location,因为从BlockManagerId可以知道对应的executor private val blockLocations = new JHashMap[String, mutable.HashSet[BlockManagerId]]
def receive = { case RegisterBlockManager(blockManagerId, maxMemSize, slaveActor) => register(blockManagerId, maxMemSize, slaveActor) sender ! true // BlockManagerMaster.tell要求返回true // ……这里接收的和BlockManagerMaster中的接口一致, 省略 }
//
处理RegisterBlockManager event, 用于slave向master注册自己的blockmanager
// 主要就是将slave的BlockManagerInfo注册到master中
private def register(id: BlockManagerId, maxMemSize: Long, slaveActor: ActorRef) { if (id.executorId == "<driver>" && !isLocal) { // 如果本身就是driver,就不需要注册 // Got a register message from the master node; don‘t register it } else if (!blockManagerInfo.contains(id)) { // 如果包含,说明已经注册过 blockManagerIdByExecutor.get(id.executorId) match { case Some(manager) => // 一个executor应该只有一个bm, 所以如果该executor已经注册过bm …… // A block manager of the same executor already exists. // This should never happen. Let‘s just quit. logError("Got two different block manager registrations on " + id.executorId) System.exit(1) case None => blockManagerIdByExecutor(id.executorId) = id } blockManagerInfo(id) = new BlockManagerMasterActor.BlockManagerInfo( // 创建新的BlockManagerInfo, 并buffer在blockManagerInfo中 id, System.currentTimeMillis(), maxMemSize, slaveActor) } }
// 处理updateBlockInfo
private def updateBlockInfo( blockManagerId: BlockManagerId, blockId: String, storageLevel: StorageLevel, memSize: Long, diskSize: Long) { if (!blockManagerInfo.contains(blockManagerId)) { //blockManagerInfo中不包含这个blockManagerId if (blockManagerId.executorId == "<driver>" && !isLocal) { // We intentionally do not register the master (except in local mode), // so we should not indicate failure. sender ! true } else { sender ! false } return } //调用BlockManagerInfo.updateBlockInfo blockManagerInfo(blockManagerId).updateBlockInfo(blockId, storageLevel, memSize, diskSize)
var locations: mutable.HashSet[BlockManagerId] = null if (blockLocations.containsKey(blockId)) { locations = blockLocations.get(blockId) } else { locations = new mutable.HashSet[BlockManagerId] blockLocations.put(blockId, locations) //缓存该block的location信息 } if (storageLevel.isValid) { locations.add(blockManagerId) } else { locations.remove(blockManagerId) } // Remove the block from master tracking if it has been removed on all slaves. if (locations.size == 0) { blockLocations.remove(blockId) }
sender ! true
}
// 处理removeRdd, 删除RDD
private def removeRdd(rddId: Int): Future[Seq[Int]] = { // First remove the metadata for the given RDD, and then asynchronously remove the blocks from the slaves. val prefix = "rdd_" + rddId + "_" // Find all blocks for the given RDD, remove the block from both blockLocations and // the blockManagerInfo that is tracking the blocks. val blocks = blockLocations.keySet().filter(_.startsWith(prefix)) // 从blockLocations中找出所有该RDD对应的blocks blocks.foreach { blockId => // 从blockManagerInfo和blockLocations中去除这些blocks信息 val bms: mutable.HashSet[BlockManagerId] = blockLocations.get(blockId) bms.foreach(bm => blockManagerInfo.get(bm).foreach(_.removeBlock(blockId))) blockLocations.remove(blockId) } // Ask the slaves to remove the RDD, and put the result in a sequence of Futures. // The dispatcher is used as an implicit argument into the Future sequence construction. import context.dispatcher val removeMsg = RemoveRdd(rddId) Future.sequence(blockManagerInfo.values.map { bm => // Future.sequence, Transforms a Traversable[Future[A]] into a Future[Traversable[A] bm.slaveActor.ask(removeMsg)(akkaTimeout).mapTo[Int] // 将RemoveRDD的msg发送给每个slave actors }.toSeq) }
//处理removeExecutor
//删除Executor上的BlockManager, 名字起的不好
private def removeExecutor(execId: String) { logInfo("Trying to remove executor " + execId + " from BlockManagerMaster.") blockManagerIdByExecutor.get(execId).foreach(removeBlockManager) } private def removeBlockManager(blockManagerId: BlockManagerId) { val info = blockManagerInfo(blockManagerId) // Remove the block manager from blockManagerIdByExecutor. blockManagerIdByExecutor -= blockManagerId.executorId // Remove it from blockManagerInfo and remove all the blocks. blockManagerInfo.remove(blockManagerId) val iterator = info.blocks.keySet.iterator while (iterator.hasNext) { val blockId = iterator.next val locations = blockLocations.get(blockId) locations -= blockManagerId if (locations.size == 0) { blockLocations.remove(locations) } } }
// 处理sendHeartBeat
//
blockManager的hb通过blockManagerInfo的LastSeenMs来表示
private def heartBeat(blockManagerId: BlockManagerId): Boolean = { if (!blockManagerInfo.contains(blockManagerId)) { blockManagerId.executorId == "<driver>" && !isLocal } else { blockManagerInfo(blockManagerId).updateLastSeenMs() true } }
//
处理removeBlock
// Remove a block from the slaves that have it. This can only be used to remove // blocks that the master knows about. private def removeBlockFromWorkers(blockId: String) { val locations = blockLocations.get(blockId) if (locations != null) { locations.foreach { blockManagerId: BlockManagerId => val blockManager = blockManagerInfo.get(blockManagerId) if (blockManager.isDefined) { // Remove the block from the slave‘s BlockManager. // Doesn‘t actually wait for a confirmation and the message might get lost. // If message loss becomes frequent, we should add retry logic here. blockManager.get.slaveActor ! RemoveBlock(blockId) } } } }
BlockManagerSlaveActor
Master可用发给的slave的message就2种, 所以很简单...过于简单
因为他只处理master发送来的event,
而大部分对于数据的读写等, 在BlockManager中直接实现了
/** * An actor to take commands from the master to execute options. For example, * this is used to remove blocks from the slave‘s BlockManager. */ class BlockManagerSlaveActor(blockManager: BlockManager) extends Actor { override def receive = { case RemoveBlock(blockId) => blockManager.removeBlock(blockId) case RemoveRdd(rddId) => val numBlocksRemoved = blockManager.removeRdd(rddId) sender ! numBlocksRemoved } }