Big Data are growing at an exponential rate and it becomes necessary the use of tools and technologies to manage, process and visualize them in order to extract value. In this paper a micro-service based platform is presented for the composition, deployment and execution of Big Data Analytics (BDA) application workflows in several domains and scenarios is presented. ALIDA is a result coming from previous research activities by ENGINEERING. It aims to achieve a unified platform that allows both BDA application developers and data analysts to interact with it. Developers will be able to register new BDA applications through the exposed API and/or through the web user interface. Data analysts will be able to use the BDA applications provided to create batch/stream workflows through a dashboard user interface to manipulate and subsequently visualize results from one or more sources. The platform also supports the auto-tuning of Big Data frameworks deployment properties to improve metrics for analytics application. ALIDA has been properly extended and integrated into a software solution for the analysis of large amounts of data from the avionic industries. A use case within this context is then presented.
翻译:大数据正在以指数速率增长,因此有必要使用工具和技术来管理、处理和直观分析这些工具和技术,以便提取价值。本文介绍了一个基于微观服务的平台,用于组成、部署和执行多个领域和假设情景的大数据分析(BDA)应用工作流程。ALIDA是ENGINEENGEENGEING先前研究活动的结果。该平台旨在建立一个统一平台,使BDA应用开发商和数据分析师都能与它互动。开发商将能够通过暴露的API和/或网络用户界面登记新的BDA应用程序。数据分析师将能够利用所提供的BDA应用程序,通过一个仪式用户界面创建批量/流工作流程,以操纵并随后将一个或多个来源的结果直观化。该平台还支持大数据框架部署属性的自动调整,以改进分析应用的度量度。ALIDA已经适当扩展,并被纳入软件解决方案,用于分析来自vionic产业的大量数据。随后介绍了这一背景下的一个使用案例。