Java RPC框架中的可预测性复制

Jianwei Tu, Christopher Stewart
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引用次数: 1

摘要

我们提出了一种利用复制可预测性的传输机制,以实现短流的低FCT。对于每个短TCP流,我们复制它,并通过创建两个到接收者的连接为两个流发送相同的数据包。应用程序使用完成传输的第一个流。我们观察到数据中心网络中不同路径的拥塞程度在统计上是独立的。原始流和复制流极有可能遍历不同的路径,从而降低了排队延迟的概率。我们在Apache Thrift传输层实现流复制。Apache Thrift是一个支持多种语言(尤其是Java)的RPC框架。它可以用作应用层的中间件,这意味着不需要修改交换机和操作系统。我们在我们的私有云和Amazon EC2数据中心上进行实验。众所周知,最新的EC2数据中心在两个虚拟机之间具有多条相等成本的路径。我们的实验结果表明,可预测性的复制可以将短TCP流的流完成时间减少20%以上。当与Cassandra集成时,我们还可以通过流复制来提高Read操作的性能。
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Replication for Predictability in a Java RPC Framework
We propose a transport mechanism using replication for predictability to achieve low FCT for short flows. For each short TCP flow, we replicate it and send the identical packets for both flows by creating two connections to the receiver. The application uses the first flow that finishes the transfer. We observe that the congestion levels of different paths in data center networks are statistically independent. The original flow and replicated flow are highly likely to traverse different paths, reducing the probability of queuing delay. We implement flow replication in Apache Thrift transport layer. Apache Thrift is a RPC framework that supports multiple languages, especially Java. It can be used as a middleware at the application layer that means these is no need to modify the switches and operating systems. We conduct the experiments on our private cloud and Amazon EC2 data center. The latest EC2 data center is known to have multiple equal cost paths between two virtual machines. Our experiment results show that replication for predictability can reduce the Flow Completion Time of short TCP flows over 20%. When integrated with Cassandra, we can also improve the performance of Read operation with flow replication.
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