A survey of object-relational transformation patterns for high-performance UML-based applications

N. Kojic, D. Milicev
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引用次数: 1

Abstract

We outline a methodology for automatic and efficient object-relational mapping (ORM) in the context of model-driven development (MDD) of high-performance information systems specified with executable UML models. Although there are various approaches to performance tuning, we focus here on the persistence layer the relational database. The relational data model is usually designed following the well-known normal forms. However, a fully normalized relational model often does not provide sufficient performance, and improper relational model design can easily lead to a slow and unusable relational database for particular operations. Our ORM approach is intended to exploit smart optimization techniques from the relational paradigm that abandon normalization and its positive effects, and trade them off for better performance. Our ORM approach hence combines the classical denormalization transformations, based on reducing or eliminating expensive database operations by the model restructuring, but applies them to a non-redundant conceptual UML model. In this paper, we also present the first step towards this goal: a catalogue of ORM transformation patterns.
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对基于uml的高性能应用程序的对象关系转换模式的调查
我们概述了一种在高性能信息系统的模型驱动开发(MDD)的背景下,用可执行UML模型指定的自动和有效的对象关系映射(ORM)的方法。尽管有各种各样的性能调优方法,但我们在这里主要关注关系数据库的持久层。关系数据模型通常按照众所周知的标准形式设计。但是,完全规范化的关系模型通常不能提供足够的性能,而且不适当的关系模型设计很容易导致对特定操作的关系数据库运行缓慢且无法使用。我们的ORM方法旨在利用关系范式中的智能优化技术,放弃规范化及其积极影响,并将它们交换以获得更好的性能。因此,我们的ORM方法结合了经典的非规范化转换,基于通过模型重构减少或消除昂贵的数据库操作,但将它们应用于非冗余的概念UML模型。在本文中,我们还提出了实现这一目标的第一步:ORM转换模式的目录。
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