带有值字段的编译器辅助对象内联

R. Bruno, V. Jovanovic, Christian Wimmer, G. Alonso
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引用次数: 4

摘要

面向对象编程已经在许多领域蓬勃发展,从面向web的微服务、数据处理到数据库。然而,虽然将领域实体表示为对象对开发人员很有吸引力,但它会导致数据碎片化,从而导致内存占用高和局部性差。为了改善内存占用和内存局部性,已经提出将一个对象的有效负载嵌入到另一个对象中(对象内联),但是存在严重的限制。我们认为,对象内联主要用于优化应用程序数据路径中的对象,并且这些对象具有值语义,从而释放了内联对象的巨大潜力。我们提出了值字段,这是一种抽象,允许将字段标记为具有值语义。我们利用GraalVM Native Image提供的封闭世界假设来实现对象内联。结果表明,使用value字段对开发人员来说几乎不需要付出任何努力,并且可以将吞吐量提高3倍,内存占用提高40%,GC暂停时间提高35%。
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Compiler-assisted object inlining with value fields
Object Oriented Programming has flourished in many areas ranging from web-oriented microservices, data processing, to databases. However, while representing domain entities as objects is appealing to developers, it leads to data fragmentation, resulting in high memory footprint and poor locality. To improve memory footprint and memory locality, embedding the payload of an object into another (object inlining) has been proposed, however, with severe limitations. We argue that object inlining is mostly useful to optimize objects in the application data-path and that such objects have value semantics, unlocking great potential for inlining objects. We propose value fields, an abstraction which allows fields to be marked as having value semantics. We take advantage of the closed-world assumption provided by GraalVM Native Image to implement Object inlining. Results show that using value fields requires minimal to no effort from developers and leads to improvements in throughput of up to 3x, memory footprint of up to 40%, and GC pause times of up to 35%.
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