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Crab-tree: A Crash Recoverable B+-tree Variant for Persistent Memory with ARMv8 Architecture

Published: 26 September 2020 Publication History

Abstract

In recent years, the next-generation non-volatile memory (NVM) technologies have emerged with DRAM-like byte addressability and disk-like durability. Computer architects have proposed to use them to build persistent memory that blurs the conventional boundary between volatile memory and non-volatile storage. However, ARM processors, ones that are widely used in embedded computing systems, start providing architectural supports to utilize NVM since ARMv8. In this article, we consider tailoring B+-tree for NVM operated by a 64-bit ARMv8 processor. We first conduct an empirical study of performance overhead in writing and reading data for a B+-tree with an ARMv8 processor, including the time cost of cache line flushes and memory fences for crash consistency as well as the execution time of binary search compared to that of linear search. We hence identify the key weaknesses in the design of B+-tree with ARMv8 architecture. Accordingly, we develop a new B+-tree variant, namely, <underline>c</underline>rash <underline>r</underline>ecoverable <underline>A</underline>RMv8-oriented <underline>B</underline>+-tree (Crab-tree). To insert and delete data at runtime, Crab-tree selectively chooses one of two strategies, i.e., copy on write and shifting in place, depending on which one causes less consistency cost. Crab-tree regulates a strict execution order in both strategies and recovers the tree structure in case of crashes. To further improve the performance of Crab-tree, we employ three methods to reduce software overhead, cache misses, and consistency cost, respectively. We have implemented and evaluated Crab-tree in Raspberry Pi 3 Model B+ with emulated NVM. Experiments show that Crab-tree significantly outperforms state-of-the-art B+-trees designed for persistent memory by up to 2.2× and 3.7× in write and read performances, respectively, with both consistency and scalability achieved.

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cover image ACM Transactions on Embedded Computing Systems
ACM Transactions on Embedded Computing Systems  Volume 19, Issue 5
Special Issue on LCETES, Part 1, Real-Time, Critical Systems, and Approximation
September 2020
229 pages
ISSN:1539-9087
EISSN:1558-3465
DOI:10.1145/3426818
Issue’s Table of Contents
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Publication History

Published: 26 September 2020
Online AM: 07 May 2020
Accepted: 01 April 2020
Revised: 01 April 2020
Received: 01 November 2019
Published in TECS Volume 19, Issue 5

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Author Tags

  1. ARMv8
  2. B+-tree
  3. non-volatile memory
  4. persistent memory

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  • Ministry of Education of Singapore

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  • (2022)Experimental Demonstration of STT-MRAM-based Nonvolatile Instantly On/Off System for IoT Applications: Case StudiesACM Transactions on Embedded Computing Systems10.1145/354619322:2(1-24)Online publication date: 5-Jul-2022
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