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Hardware acceleration of transactional memory on commodity systems

Published: 05 March 2011 Publication History

Abstract

The adoption of transactional memory is hindered by the high overhead of software transactional memory and the intrusive design changes required by previously proposed TM hardware. We propose that hardware to accelerate software transactional memory (STM) can reside outside an unmodified commodity processor core, thereby substantially reducing implementation costs. This paper introduces Transactional Memory Acceleration using Commodity Cores (TMACC), a hardware-accelerated TM system that does not modify the processor, caches, or coherence protocol.
We present a complete hardware implementation of TMACC using a rapid prototyping platform. Using this hardware, we implement two unique conflict detection schemes which are accelerated using Bloom filters on an FPGA. These schemes employ novel techniques for tolerating the latency of fine-grained asynchronous communication with an out-of-core accelerator. We then conduct experiments to explore the feasibility of accelerating TM without modifying existing system hardware. We show that, for all but short transactions, it is not necessary to modify the processor to obtain substantial improvement in TM performance. In these cases, TMACC outperforms an STM by an average of 69% in applications using moderate-length transactions, showing maximum speedup within 8% of an upper bound on TM acceleration. Overall, we demonstrate that hardware can substantially accelerate the performance of an STM on unmodified commodity processors.

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Published In

cover image ACM SIGPLAN Notices
ACM SIGPLAN Notices  Volume 46, Issue 3
ASPLOS '11
March 2011
407 pages
ISSN:0362-1340
EISSN:1558-1160
DOI:10.1145/1961296
Issue’s Table of Contents
  • cover image ACM Conferences
    ASPLOS XVI: Proceedings of the sixteenth international conference on Architectural support for programming languages and operating systems
    March 2011
    432 pages
    ISBN:9781450302661
    DOI:10.1145/1950365
Permission to make digital or hard copies of all or part of this work for personal or classroom use is granted without fee provided that copies are not made or distributed for profit or commercial advantage and that copies bear this notice and the full citation on the first page. Copyrights for components of this work owned by others than ACM must be honored. Abstracting with credit is permitted. To copy otherwise, or republish, to post on servers or to redistribute to lists, requires prior specific permission and/or a fee. Request permissions from [email protected]

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Publication History

Published: 05 March 2011
Published in SIGPLAN Volume 46, Issue 3

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Author Tags

  1. fpga
  2. hardware acceleration
  3. transactional memory

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Cited By

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  • (2017)Hardware transactional memory architecture with adaptive version management for multi-processor FPGA platformsJournal of Systems Architecture: the EUROMICRO Journal10.1016/j.sysarc.2016.12.00673:C(42-52)Online publication date: 1-Feb-2017
  • (2016)A Hardware Approach to Detect, Expose and Tolerate High Level Data Races2016 24th Euromicro International Conference on Parallel, Distributed, and Network-Based Processing (PDP)10.1109/PDP.2016.57(159-167)Online publication date: Feb-2016
  • (2016)Asymmetric Allocation in a Shared Flexible Signature Module for Multicore ProcessorsThe Computer Journal10.1093/comjnl/bxw01059:10(1453-1469)Online publication date: 17-Mar-2016
  • (2020)Chronos: Efficient Speculative Parallelism for AcceleratorsProceedings of the Twenty-Fifth International Conference on Architectural Support for Programming Languages and Operating Systems10.1145/3373376.3378454(1247-1262)Online publication date: 9-Mar-2020
  • (2020)GraphPulse: An Event-Driven Hardware Accelerator for Asynchronous Graph Processing2020 53rd Annual IEEE/ACM International Symposium on Microarchitecture (MICRO)10.1109/MICRO50266.2020.00078(908-921)Online publication date: Oct-2020
  • (2019)FPGA-Accelerated Optimistic Concurrency Control for Transactional MemoryProceedings of the 52nd Annual IEEE/ACM International Symposium on Microarchitecture10.1145/3352460.3358270(911-923)Online publication date: 12-Oct-2019
  • (2018)High-Performance GPU Transactional Memory via Eager Conflict Detection2018 IEEE International Symposium on High Performance Computer Architecture (HPCA)10.1109/HPCA.2018.00029(235-246)Online publication date: Feb-2018
  • (2017)FPGA-Accelerated Transactional Execution of Graph WorkloadsProceedings of the 2017 ACM/SIGDA International Symposium on Field-Programmable Gate Arrays10.1145/3020078.3021743(227-236)Online publication date: 22-Feb-2017
  • (2012)A case of system-level hardware/software co-design and co-verification of a commodity multi-processor system with custom hardwareProceedings of the eighth IEEE/ACM/IFIP international conference on Hardware/software codesign and system synthesis10.1145/2380445.2380524(513-520)Online publication date: 7-Oct-2012
  • (2012)Sandboxing transactional memoryProceedings of the 21st international conference on Parallel architectures and compilation techniques10.1145/2370816.2370843(171-180)Online publication date: 19-Sep-2012
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