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Rollback-free value prediction with approximate loads

Published: 24 August 2014 Publication History

Abstract

This paper demonstrates how to utilize the inherent error resilience of a wide range of applications to mitigate the memory wall -- the discrepancy between core and memory speed. We define a new microarchitecturally-triggered approximation technique called rollback-free value prediction. This technique predicts the value of safe-to-approximate loads when they miss in the cache without tracking mispredictions or requiring costly recovery from misspeculations. This technique mitigates the memory wall by allowing the core to continue computation without stalling for long-latency memory accesses. Our detailed study of the quality trade-offs shows that with a modern out-of-order processor, average 8% (up to 19%) performance improvement is possible with 0.8% (up to 1.8%) average quality loss on an approximable subset of SPEC CPU 2000/2006.

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Cited By

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  • (2023)Evaluation and Benefit of Imprecise Value Prediction for Certain Types of InstructionsElectronics10.3390/electronics1217356812:17(3568)Online publication date: 24-Aug-2023
  • (2022)L2C: Combining Lossy and Lossless Compression on Memory and I/OACM Transactions on Embedded Computing Systems10.1145/348164121:1(1-27)Online publication date: 14-Jan-2022
  • (2022)Review of Approximate Computing in Image Processing Applications2022 4th International Conference on Artificial Intelligence and Speech Technology (AIST)10.1109/AIST55798.2022.10065214(1-6)Online publication date: 9-Dec-2022
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  1. Rollback-free value prediction with approximate loads

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    cover image ACM Conferences
    PACT '14: Proceedings of the 23rd international conference on Parallel architectures and compilation
    August 2014
    514 pages
    ISBN:9781450328098
    DOI:10.1145/2628071
    Permission to make digital or hard copies of part or all 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 third-party components of this work must be honored. For all other uses, contact the Owner/Author.

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    New York, NY, United States

    Publication History

    Published: 24 August 2014

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    Author Tags

    1. compilers
    2. general-purpose approximate computing
    3. memory systems
    4. rollback-free value prediction

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    PACT '14
    Sponsor:
    • IFIP WG 10.3
    • SIGARCH
    • IEEE CS TCPP
    • IEEE CS TCAA

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    PACT '14 Paper Acceptance Rate 54 of 144 submissions, 38%;
    Overall Acceptance Rate 121 of 471 submissions, 26%

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    Cited By

    View all
    • (2023)Evaluation and Benefit of Imprecise Value Prediction for Certain Types of InstructionsElectronics10.3390/electronics1217356812:17(3568)Online publication date: 24-Aug-2023
    • (2022)L2C: Combining Lossy and Lossless Compression on Memory and I/OACM Transactions on Embedded Computing Systems10.1145/348164121:1(1-27)Online publication date: 14-Jan-2022
    • (2022)Review of Approximate Computing in Image Processing Applications2022 4th International Conference on Artificial Intelligence and Speech Technology (AIST)10.1109/AIST55798.2022.10065214(1-6)Online publication date: 9-Dec-2022
    • (2021)Fluid: a framework for approximate concurrency via controlled dependency relaxationProceedings of the 42nd ACM SIGPLAN International Conference on Programming Language Design and Implementation10.1145/3453483.3454042(252-267)Online publication date: 19-Jun-2021
    • (2021)Zero Aware Configurable Data Encoding by Skipping Transfer for Error Resilient ApplicationsIEEE Transactions on Circuits and Systems I: Regular Papers10.1109/TCSI.2021.308162368:8(3337-3350)Online publication date: Aug-2021
    • (2021)OpenUVR: an Open-Source System Framework for Untethered Virtual Reality Applications2021 IEEE 27th Real-Time and Embedded Technology and Applications Symposium (RTAS)10.1109/RTAS52030.2021.00026(223-236)Online publication date: May-2021
    • (2020)MemSZACM Transactions on Architecture and Code Optimization10.1145/342466817:4(1-25)Online publication date: 10-Nov-2020
    • (2020)Approximate Cache in GPGPUsACM Transactions on Embedded Computing Systems10.1145/340790419:5(1-22)Online publication date: 26-Sep-2020
    • (2020)Exploiting Errors for EfficiencyACM Computing Surveys10.1145/339489853:3(1-39)Online publication date: 12-Jun-2020
    • (2020)Approximate Hardware Techniques for Energy-Quality Scaling Across the System2020 International Conference on Electronics, Information, and Communication (ICEIC)10.1109/ICEIC49074.2020.9051208(1-5)Online publication date: Jan-2020
    • Show More Cited By

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