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MobiStreams: A Reliable Distributed Stream Processing System for Mobile Devices

机译:MobiStreams:用于移动设备的可靠的分布式流处理系统

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摘要

Multi-core phones are now pervasive. Yet, existing applications rely predominantly on a client-server computing paradigm, using phones only as thin clients, sending sensed information via the cellular network to servers for processing. This makes the cellular network the bottleneck, limiting overall application performance. In this paper, we propose Mobi Streams, a Distributed Stream Processing System (DSPS) that runs directly on smartphones. Mobi Streams can offload computing from remote servers to local phones and thus alleviate the pressure on the cellular network. Implementing DSPS on smartphones faces significant challenges: 1) multiple phones can readily fail simultaneously, and 2) the phones' ad-hoc WiFi network has low bandwidth. Mobi Streams tackles these challenges through two new techniques: 1) token-triggered check pointing, and 2) broadcast-based check pointing. Our evaluations driven by two real world applications deployed in the US and Singapore show that migrating from a server platform to a smartphone platform eliminates the cellular network bottleneck, leading to 0.78~42.6X throughput increase and 10%~94.8% latency decrease. Also, Mobi Streams' fault tolerance scheme increases throughput by 230% and reduces latency by 40% vs. prior state-of-the-art fault-tolerant DSPSs.
机译:多核电话现在无处不在。但是,现有的应用程序主要依赖于客户端-服务器的计算模式,仅将电话用作瘦客户端,并通过蜂窝网络将感测到的信息发送到服务器进行处理。这使蜂窝网络成为瓶颈,从而限制了整个应用程序的性能。在本文中,我们提出了Mobi Streams,这是一种直接在智能手机上运行的分布式流处理系统(DSPS)。 Mobi Streams可以将计算从远程服务器转移到本地电话,从而减轻蜂窝网络的压力。在智能手机上实施DSPS面临着严峻的挑战:1)多个电话可能容易同时发生故障; 2)电话的自组织WiFi网络的带宽较低。 Mobi Streams通过两种新技术解决了这些挑战:1)令牌触发的检查点,以及2)基于广播的检查点。我们在美国和新加坡部署的两个实际应用程序的驱动下进行的评估显示,从服务器平台迁移到智能手机平台消除了蜂窝网络瓶颈,导致吞吐量增加了0.78〜42.6倍,延迟减少了10%〜94.8%。此外,与以前的最新容错DSPS相比,Mobi Streams的容错方案将吞吐量提高了230%,并将延迟减少了40%。

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