TriCache: A User-Transparent Block Cache Enabling High-Performance Out-of-Core Processing with In-Memory Programs

IF 2.1 3区 计算机科学 Q3 COMPUTER SCIENCE, HARDWARE & ARCHITECTURE ACM Transactions on Storage Pub Date : 2023-03-22 DOI:https://dl.acm.org/doi/10.1145/3583139
Guanyu Feng, Huanqi Cao, Xiaowei Zhu, Bowen Yu, Yuanwei Wang, Zixuan Ma, Shengqi Chen, Wenguang Chen
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引用次数: 0

Abstract

Out-of-core systems rely on high-performance cache sub-systems to reduce the number of I/O operations. Although the page cache in modern operating systems enables transparent access to memory and storage devices, it suffers from efficiency and scalability issues on cache misses, forcing out-of-core systems to design and implement their own cache components, which is a non-trivial task.

This study proposes TriCache, a cache mechanism that enables in-memory programs to efficiently process out-of-core datasets without requiring any code rewrite. It provides a virtual memory interface on top of the conventional block interface to simultaneously achieve user transparency and sufficient out-of-core performance. A multi-level block cache design is proposed to address the challenge of per-access address translations required by a memory interface. It can exploit spatial and temporal localities in memory or storage accesses to render storage-to-memory address translation and page-level concurrency control adequately efficient for the virtual memory interface.

Our evaluation shows that in-memory systems operating on top of TriCache can outperform Linux OS page cache by more than one order of magnitude, and can deliver performance comparable to or even better than that of corresponding counterparts designed specifically for out-of-core scenarios.

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TriCache:一个用户透明的块缓存,可以在内存程序中实现高性能的核外处理
外核系统依赖于高性能缓存子系统来减少I/O操作的数量。尽管现代操作系统中的页面缓存支持对内存和存储设备的透明访问,但它在缓存丢失时存在效率和可伸缩性问题,迫使核心外系统设计和实现自己的缓存组件,这是一项非常重要的任务。本研究提出了TriCache,这是一种缓存机制,使内存程序能够有效地处理核心外数据集,而无需重写任何代码。它在传统块接口之上提供了一个虚拟内存接口,以同时实现用户透明性和足够的核外性能。提出了一种多级块缓存设计,以解决存储器接口要求的每次访问地址转换的挑战。它可以利用内存中的空间和时间位置或存储访问,为虚拟内存接口提供足够有效的存储到内存地址转换和页面级并发控制。我们的评估表明,在TriCache之上运行的内存系统可以比Linux操作系统的页面缓存性能高出一个数量级以上,并且可以提供与专门为非核心场景设计的相应系统相当甚至更好的性能。
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来源期刊
ACM Transactions on Storage
ACM Transactions on Storage COMPUTER SCIENCE, HARDWARE & ARCHITECTURE-COMPUTER SCIENCE, SOFTWARE ENGINEERING
CiteScore
4.20
自引率
5.90%
发文量
33
审稿时长
>12 weeks
期刊介绍: The ACM Transactions on Storage (TOS) is a new journal with an intent to publish original archival papers in the area of storage and closely related disciplines. Articles that appear in TOS will tend either to present new techniques and concepts or to report novel experiences and experiments with practical systems. Storage is a broad and multidisciplinary area that comprises of network protocols, resource management, data backup, replication, recovery, devices, security, and theory of data coding, densities, and low-power. Potential synergies among these fields are expected to open up new research directions.
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