Spark的standalone源码分析(五)

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已经匿名di用户   2022-5-29 19:20   1740   0

承接上文,本节继续介绍broadcast机制中的BitTorrentBroadcast;

3. BitTorrentBroadcast

BitTorrentBroadcast即采用BitTorrent的方式来广播变量;

大致流程如下:
1. 首先,work节点通过GuideMultipleRequests服务向master节点获得selectedSources;master节点通过random select的方式从当前的listOfSources选出sources返回;当然,刚开始的时候master的listOfSources只有master节点,随着work节点的connect,listOfSources会不断增加;因此,BitTorrentBroadcast的work节点会间歇的与master节点通信以update master节点的listOfSources到本地;
  class TalkToGuide(gInfo: SourceInfo)
  extends Thread with Logging {
    override def run() {

      // Keep exchaning information until all blocks have been received
      while (hasBlocks.get < totalBlocks) {
        talkOnce
        Thread.sleep(MultiTracker.ranGen.nextInt(
          MultiTracker.MaxKnockInterval - MultiTracker.MinKnockInterval) +
          MultiTracker.MinKnockInterval)
      }

      // Talk one more time to let the Guide know of reception completion
      talkOnce
    }
2. 然后,将selectedSources加入该work节点的listOfSources中,在pickPeerToTalkToRandom方法中,选择一个SourceInfo;pickPeerToTalkToRandom首先将已经connect的节点从候选节点中去除,从剩下的节点中选择拥有当前节点没有的blocks最多的那个节点;
      // Select the peer that has the most blocks that this receiver does not
      peersNotInUse.foreach { eachSource =>
        var tempHasBlocksBitVector: BitSet = null
        hasBlocksBitVector.synchronized {
          tempHasBlocksBitVector = hasBlocksBitVector.clone.asInstanceOf[BitSet]
        }
        tempHasBlocksBitVector.flip(0, tempHasBlocksBitVector.size)
        tempHasBlocksBitVector.and(eachSource.hasBlocksBitVector)

        if (tempHasBlocksBitVector.cardinality > curMax) {
          curPeer = eachSource
          curMax = tempHasBlocksBitVector.cardinality
        }
      }
3. 最后,根据2选择出来的SourceInfo,通过TalkToPeer,获取blocks;TalkToPeer会开启一个threadpool,向newPeerToTalkTo节点请求blocks数据,为防止重复的download block数据,会维护一个blocksInRequestBitVector位图,让其他的thread知道该block已经被同步;
              // Let other threads know that blockToAskFor is being requested
              blocksInRequestBitVector.synchronized {
                blocksInRequestBitVector.set(blockToAskFor)
              }
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