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cassandra concurrent 具体实现
cassandra并发技术文中介绍了java的concurrent实现,这里介绍cassandra如何基于java实现cassandra并发包。
Figure1——cassandra并发实现
cassandra各个Stage是通过StageManger来进行管理的,StageManager 有个内部类ExecuteOnlyExecutor。
ExecuteOnlyExecutor继承了ThreadPoolExecutor,实现了cassandra的LocalAwareExecutorSerivce接口
-
LocalAwareExecutorService继承了Java的ExecutorService,构建了基本的任务模型。添加了两个自己的方法.
execute方法用于trace跟踪。public void execute(Runnable command, ExecutorLocals locals);
public void maybeExecuteImmediately(Runnable command);对于Executor中的默认execute方法,和LocalAwareExecutorSerive中的execute方法都是new 一个task,然后将task添加到queue中。而maybeExecuteImmedicatly方法则是判断下是否有正在执行的task或者work,如果没有则直接执行,而不添加到队列中。
public void maybeExecuteImmediately(Runnable command)
{
//comment1
FutureTask<?> ft = newTaskFor(command, null);
if (!takeWorkPermit(false))
{
addTask(ft);
}
else
{
try
{
ft.run();
}
finally
{
returnWorkPermit();
maybeSchedule();
}
}
} AbstractLocalAwareExecutorService实现LocalAwareExecutorSerive接口,提供了executor的实现以及ExecutorServie接口中的关于生命周期管理的方法实现,如submit,shoudown等方法。添加了addTask,和任务完成的方法onCompletion。
SEPExecutor实现了LocalAwareExecutorService类,提供了addTask,onCompletion,maybeExecuteImmediately等方法的实现。同时负责队列的管理
SharedExecutorPool,线程池管理,用来管理Executor
cassandra write
cassandra写操作涉及到MutationStage,FlushWriter,MemtablePostFlusher,ReplicateOnWriteStage
MutationStage
-
Single
Coordinator:将request同时发给所有replicate节点
Replicate:
1.写数据到commitlog
2. 写数据到MemTable
3. 如果写操作是个delete操作,在commitlog和MemTable中添加墓碑tombstone
4. 如果使用了row caching,需要失效这行的缓存
5. 发送应答request到coordinator
Mutation Stage
Thread1
Thread2:写commit log 和memtable
-
View/Batch
Figure2 cassandra mutation change(coordinator)
cassandra mutation时序图如上图所示。前面几个都是线程调用和request的”翻译”重点是最后一个类的执行StorageProxy.在#comment1处,cassandra对batch change 和涉及到view更新 与单条的insert操作进行了区分。View是和Table绑定在一起的,所以要确保两者是一起更新的。cassandra通过batch log 来实现。无论write consistency level 是多少,batch log 要确保change写入到了quorum份replicate.
Coordinator:创建batch log,确保quorum份replicate node写入change,客户端的响应仍然是按照write consistency level;将request同时发给所有replicate 节点。
Replicate:完整调用栈见Figure3- 获得partition 的锁,确保batch/view 的write request是串行化(BatchManger.store#comment1 处)
- 如果是视图,则需要读取partition 数据,生成物化视图的增量变化
- 写 commit log
- 生成batch log
- 存储batch log
- 发送batch的second write/物化视图的更新到相应的replicate node。因为batch/视图更新 等多条记录可能不在同一个replicate上
- 写MemTable
-
其他record的replicate会写更新,然后发送response到first record replicate node 上
//BatchManager.store()public static void store(Batch batch, boolean durableWrites) {
RowUpdateBuilder builder = new RowUpdateBuilder(SystemKeyspace.Batches, batch.creationTime, batch.id)
.clustering().add("version", MessagingService.current_version);
for (ByteBuffer mutation : batch.encodedMutations)
builder.addListEntry("mutations", mutation);
for (Mutation mutation : batch.decodedMutations) {
try (DataOutputBuffer buffer = new DataOutputBuffer()) {
//comment1 串行化多个mutation改变
Mutation.serializer.serialize(mutation, buffer, MessagingService.current_version);
builder.addListEntry("mutations", buffer.buffer());
} catch (IOException e) {
// shouldn't happen
throw new AssertionError(e);
}
}
builder.build().apply(durableWrites);
}Figure3 cassandra mutation change(replicate)
FlushWriter&&MemtablePostFlusher
FlushWriter Stage 就是将数据从MemTable flush到SSTable中。有三种事件会导致发生
1. memtable 超过了设定的大小
2. nodetool flush
3. commit log 超过了设定的大小
ColumnFamilyStore.switchMemtable方法将Memtable flush到SSTable中.
public ListenableFuture<CommitLogPosition> switchMemtable()
{
synchronized (data)
{
logFlush();
Flush flush = new Flush(false);
flushExecutor.execute(flush);
ListenableFutureTask<CommitLogPosition> task = ListenableFutureTask.create(flush.postFlush);
postFlushExecutor.submit(task);
return task;
}
}
flushExecutor,postFlushExecutor都JMX相关的ThreadPool,因为需要将相关的metrics通过JMX暴露出去
flushExecutor = new JMXEnabledThreadPoolExecutor(1,TimeUnit.SECONDS,new LinkedBlockingQueue<Runnable>(),new NamedThreadFactory("MemtableFlushWriter"),"internal");
postFlushExecutor = new JMXEnabledThreadPoolExecutor(1,StageManager.KEEPALIVE,TimeUnit.SECONDS,new LinkedBlockingQueue<Runnable>(),new NamedThreadFactory("MemtablePostFlush"),"internal");
参考
https://wiki.apache.org/cassandra/WritePathForUsers
http://www.mikeperham.com/2010/03/13/cassandra-internals-writing/
号外
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cassandra官方文档翻译
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