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Elastic high-performance computing platform for real-time data analysis

机译:弹性高性能计算平台,用于实时数据分析

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Using the power of high-performance computing together with the flexibility of loosely coupled event-driven software architectures provides alot of benefits, especially when it comes to processing real-time data. This paper outlines the architecture of a general-purpose platform leveraging event-driven microservices architecture in combination with Event Sourcing and powerful High-Performance Computing core. The platform is aimed to software applications that process and analyze huge amount of data in a real-time or near-real-time fashion from a variety of sources, having as requirement downtime-less upgrade and scaling capabilities. The first-class citizens of this platform are applications in the domains of IoT, trading, meteorology and traffic control. The reference implementation of this platform used as a foundation for this research consists of two main components, the hardware based on Intel Xeon Phi Knights Corner family and Kubernetes as main container orchestration solution leveraging both Xeon processors and coprocessors for maximum performance. On the application level, the platform uses Apache Kafka as Event Sourcing mechanism that allows treating the applications as state machines, providing capability to perform "step back in time" or "multi-window event processing." We present the architecture of the platform and initial experiments that demonstrate the feasibility of our approach.
机译:使用高性能计算的功率以及松散耦合的事件驱动的软件架构的灵活性提供了很多好处,特别是在处理实时数据时。本文概述了一种利用事件驱动的微服务架构的通用平台的架构与事件采购和强大的高性能计算核心结合使用。该平台旨在以各种来源的实时或近实时方式处理和分析大量数据的软件应用程序,这是要求停机的升级和缩放功能。该平台的一流公民是IoT,交易,气象和流量控制领域的应用。该平台的参考实施用作本研究的基础包括两个主要组件,基于英特尔Xeon Phi Knights Corne系列和Kubernetes的硬件,因为主要容器编排解决方案利用Xeon处理器和协处理器的最大性能。在应用程序级别,该平台使用Apache Kafka作为事件采购机制,允许将应用程序视为状态机,提供能够执行“退回”或“多窗口事件处理”的能力。我们介绍了平台的架构和初步实验,证明了我们方法的可行性。

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