我在一家小型软件公司工作,我的任务是研究分布式锁管理器供我们使用。它必须与Java和C ++接口。
我一直在使用ZooKeeper几个星期have implemented shared locks (read and write locks) according to the documentation.我现在需要实现死锁检测。如果每个客户端都可以维护锁的图形,那么它将是快速而简单的。但是,you cannot reliably see every change that happens to a node in ZooKeeper,因此无法保持准确的图表。这意味着每次检查死锁时,我都需要下载很多锁,这似乎不切实际。
另一种解决方案是在ZooKeeper服务器中实现死锁检测,我现在正在研究它。每个客户端都会在'/ waiting'中创建一个以其会话ID命名的节点,其数据将是其等待的锁。由于每个锁都有一个短暂的所有者,我将有足够的信息来检测死锁。
我遇到的问题是ZooKeeper服务器没有ZooKeeper客户端的同步保证。另外,ZooKeeper服务器没有像客户端那样很好地记录,因为你通常不应该触摸它。
所以我的问题是:如何使用Apache ZooKeeper实现死锁检测?我看到很多人推荐ZooKeeper作为分布式锁管理器,但是如果它不能支持死锁检测,那么没有人应该将它用于此目的。
我有一个有效的解决方案。我无法保证其正确性,但它已通过我的所有测试。
我正在分享我的checkForDeadlock
方法,这是死锁检测算法的核心。以下是您需要了解的其他信息:
waitNode = zooKeeper.create(waitingPath + "/" + sessionID, resource.getBytes(), ZooDefs.Ids.OPEN_ACL_UNSAFE, CreateMode.EPHEMERAL);
checkForDeadlock
会抛出DeadlockException
。否则,它会正常返回。bySequenceNumber
是一个比较器,它按照ZooKeeper附加到顺序znode末尾的序列对znodes进行排序。代码:
private void checkForDeadlock(String pathToResource) throws DeadlockException {
// Algorithm:
// For each client who holds a lock on this resource:
// If this client is me, announce deadlock.
// Otherwise, if this client is waiting for a reserved resource, recursively check for deadlock on that resource.
try {
List<String> lockQueue = zooKeeper.getChildren(pathToResource, false); // Last I checked, children is implemented as an ArrayList.
// lockQueue is the list of locks on this resource.
// FIXME There is a slight chance that lockQueue could be empty.
Collections.sort(lockQueue, bySequenceNumber);
ListIterator<String> lockQueueIterator = lockQueue.listIterator();
String grantedLock = lockQueueIterator.next(); // grantedLock is one lock on this resource.
do {
// lockQueue must contain a write lock, because there is a lock waiting.
String lockOwner = null;
try {
lockOwner = Long.toString(zooKeeper.exists(pathToResource + "/" + grantedLock, false).getEphemeralOwner());
// lockOwner is one client who holds a lock on this resource.
}
catch (NullPointerException e) {
// Locks may be released while I'm running deadlock detection. I got a NullPointerException because
// the lock I was currently looking at was deleted. Since the lock was deleted, its owner was obviously
// not part of a deadlock. Therefore I can ignore this lock and move on to the next one.
// (Note that a lock can be deleted if and only if its owner is not part of a deadlock.)
continue;
}
if (lockOwner.equals(sessionID)) { // If this client is me.
throw new DeadlockException("Waiting for this resource would result in a deadlock.");
}
try {
// XXX: Is is possible that reservedResource could be null?
String reservedResource = new String(zooKeeper.getData(waitingPath + "/" + lockOwner, false, new Stat()));
// reservedResource is the resource that this client is waiting for. If this client is not waiting for a resource, see exception.
// I only recursively check the next reservedResource if I havn't checked it before.
// I need to do this because, while I'm running my deadlock detection, another client may attempt to acquire
// a lock that would cause a deadlock. Without this check, I would loop in that deadlock cycle indefinitely.
if (checkedResources.add(reservedResource)) {
checkForDeadlock(reservedResource); // Depth-first-search
}
}
catch (KeeperException.NoNodeException e) {
// lockOwner is not waiting for a resource.
}
catch (KeeperException e) {
e.printStackTrace(syncOut);
}
// This loop needs to run for each lock that is currently being held on the resource. There are two possibilities:
// A. There is exactly one write lock on this resource. (Any other locks would be waiting locks.)
// In this case, the do-while loop ensures that the write lock has been checked.
// The condition that requires that the current lock is a read lock ensures that no locks after the write lock will be checked.
// B. There are one or more read locks on this resource.
// In this case, I just check that the next lock is a read lock before moving on.
} while (grantedLock.startsWith(readPrefix) && (grantedLock = lockQueueIterator.next()).startsWith(readPrefix));
}
catch (NoSuchElementException e) {
// The condition for the do-while loop assumes that there is a lock waiting on the resource.
// This assumption was made because a client just reported that it was waiting on the resource.
// However, there is a small chance that the client has since gotten the lock, or even released it before
// we check the locks on the resource.
// FIXME (This may be a problem.)
// In such a case, the childrenIterator.next() call could throw a NoSuchElementException.
// We can safely assume that we are finished searching this branch, and therefore return.
}
catch (KeeperException e) {
e.printStackTrace(syncOut);
}
catch (InterruptedException e) {
e.printStackTrace(syncOut);
}
}
答案 0 :(得分:1)
你需要做两件事情来做死锁检测,一个锁拥有者列表,以及一个锁定服务器列表,标准zk lock recipe给你,只要你给znodes写一些节点id创建
您无需查看zookeeper中的每个更改来检测死锁。僵局不是会出现的东西,而是很快消失。通过定义,僵局将会一直存在,直到你对它做了些什么。因此,如果您编写代码以便客户端观察他们感兴趣的每个锁定节点,客户端最终会看到每个锁的所有者和服务员,并且客户端将看到死锁。
但你必须要小心。客户端可能无法按顺序查看更新,因为客户端重新注册手表时可能会发生更新。因此,如果客户端确实检测到死锁,客户端应该通过重新读取死锁中涉及的锁的所有者/观察者来仔细检查死锁是否真实,并确保死锁是真实的。