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An Optimized Generic Client Service API for Managing Large Datasets within a Data Repository

机译:一种优化的通用客户端服务API,用于管理数据存储库中的大型数据集

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Exponential growth in scientific research data demands novel measures for managing the extremely large datasets. In particular, due to advancements in high-resolution microscopy, the nanoscopy scientific research community is producing datasets up to the range of multiple TeraBytes (TB). Systematically acquired datasets of biological specimens are composed of multiple high-resolution images, in the range of 150-200 TB. The management of these extremely large datasets requires an optimized Generic Client Service (GCS) API with an integration into a data repository system. The novel API proposed in this paper provides an abstract interface that connects various disparate systems. The API is optimized to provide an efficient and automated ingest, download of the data and management of its metadata. The ingest and download processes are based on well-defined workflows stated in this paper. The base metadata model for comprehensive description of the datasets is also stated in the paper. The API is seamlessly integrated with a digital data repository system, namely KIT Data Manager to make it adaptable for a wide range of communities. Finally, a simple and easy to use command line tool is realized based on GCS API to manage large datasets of nanoscopy research community.
机译:科学研究数据的指数增长需要用于管理超大型数据集的新颖措施。尤其是,由于高分辨率显微镜技术的发展,纳米显微镜科学研究界正在产生高达数兆字节(TB)范围的数据集。系统获取的生物标本数据集由150-200 TB范围内的多个高分辨率图像组成。这些庞大数据集的管理需要优化的通用客户端服务(GCS)API,并将其集成到数据存储库系统中。本文提出的新颖API提供了一个抽象接口,用于连接各种不同的系统。对API进行了优化,以提供高效,自动化的数据提取,数据下载以及元数据管理。提取和下载过程基于本文所述的定义明确的工作流。本文还陈述了用于全面描述数据集的基本元数据模型。该API与数字数据存储系统(即KIT Data Manager)无缝集成,以使其适用于广泛的社区。最后,基于GCS API实现了一个简单易用的命令行工具,用于管理纳米技术研究团体的大型数据集。

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