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Reclaiming Memory for Lock-Free Data Structures: There has to be a Better Way

Published: 21 July 2015 Publication History

Abstract

Memory reclamation for sequential or lock-based data structures is typically easy. However, memory reclamation for lock-free data structures is a significant challenge. Automatic techniques such as garbage collection are inefficient or use locks, and non-automatic techniques either have high overhead, or do not work for many reasonably simple data structures. For example, subtle problems can arise when hazard pointers, one of the most common non-automatic techniques, are applied to many natural lock-free data structures. Epoch based reclamation (EBR), which is by far the most efficient non-automatic technique, allows the number of unreclaimed objects to grow without bound, because one slow or crashed process can prevent all other processes from reclaiming memory. We develop a more efficient, distributed variant of EBR that solves this problem. It is based on signaling, which is provided by many operating systems, such as Linux and UNIX. Our new scheme takes O(1) amortized steps per high-level operation on the lock-free data structure and O(1) steps in the worst case each time an object is removed from the data structure. At any point, O(mn2) objects are waiting to be freed, where $n$ is the number of processes and m is a small constant for most data structures. Experiments show that our scheme has very low overhead: on average 10%, and at worst 28%, for a balanced binary search tree over many thread counts, operation mixes and contention levels. Our scheme also outperforms a highly efficient implementation of hazard pointers by an average of 75%.
Typically, memory reclamation code is tightly woven into lock-free data structure code. To improve modularity and facilitate the comparison of different memory reclamation schemes, we also introduce a highly flexible abstraction. It allows a programmer to easily interchange schemes for reclamation, object pooling, allocation and deallocation with virtually no overhead, by changing a single line of code.

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  • (2024)Concurrent Immediate Reference CountingProceedings of the ACM on Programming Languages10.1145/36563838:PLDI(151-174)Online publication date: 20-Jun-2024
  • (2024)Are Your Epochs Too Epic? Batch Free Can Be HarmfulProceedings of the 29th ACM SIGPLAN Annual Symposium on Principles and Practice of Parallel Programming10.1145/3627535.3638491(30-41)Online publication date: 2-Mar-2024
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cover image ACM Conferences
PODC '15: Proceedings of the 2015 ACM Symposium on Principles of Distributed Computing
July 2015
508 pages
ISBN:9781450336178
DOI:10.1145/2767386
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: 21 July 2015

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Author Tags

  1. epoch-based reclamation
  2. fault-tolerance
  3. hazard pointers
  4. lock-free
  5. memory reclamation
  6. non-blocking
  7. signals

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PODC '15
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PODC '15: ACM Symposium on Principles of Distributed Computing
July 21 - 23, 2015
Donostia-San Sebastián, Spain

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PODC '15 Paper Acceptance Rate 45 of 191 submissions, 24%;
Overall Acceptance Rate 740 of 2,477 submissions, 30%

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Cited By

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  • (2024)A Family of Fast and Memory Efficient Lock- and Wait-Free ReclamationProceedings of the ACM on Programming Languages10.1145/36588518:PLDI(2174-2198)Online publication date: 20-Jun-2024
  • (2024)Concurrent Immediate Reference CountingProceedings of the ACM on Programming Languages10.1145/36563838:PLDI(151-174)Online publication date: 20-Jun-2024
  • (2024)Are Your Epochs Too Epic? Batch Free Can Be HarmfulProceedings of the 29th ACM SIGPLAN Annual Symposium on Principles and Practice of Parallel Programming10.1145/3627535.3638491(30-41)Online publication date: 2-Mar-2024
  • (2024)Brief Announcement: A Fast Scalable Detectable Unrolled Lock-Based Linked ListProceedings of the 36th ACM Symposium on Parallelism in Algorithms and Architectures10.1145/3626183.3660272(73-75)Online publication date: 17-Jun-2024
  • (2024)Expediting Hazard Pointers with Bounded RCU Critical SectionsProceedings of the 36th ACM Symposium on Parallelism in Algorithms and Architectures10.1145/3626183.3659941(1-13)Online publication date: 17-Jun-2024
  • (2024)Simple, Fast and Widely Applicable Concurrent Memory Reclamation via NeutralizationIEEE Transactions on Parallel and Distributed Systems10.1109/TPDS.2023.333567135:2(203-220)Online publication date: Feb-2024
  • (2024)A Lock-free Binary Trie2024 IEEE 44th International Conference on Distributed Computing Systems (ICDCS)10.1109/ICDCS60910.2024.00024(163-174)Online publication date: 23-Jul-2024
  • (2024)A Fast Wait-Free Solution to Read-Reclaim Races in Reference CountingEuro-Par 2024: Parallel Processing10.1007/978-3-031-69583-4_8(103-118)Online publication date: 26-Aug-2024
  • (2024)Concurrent Wait-Free Graph Snapshots Using Multi-versioningNetworked Systems10.1007/978-3-031-67321-4_2(32-49)Online publication date: 25-Aug-2024
  • (2023)Modular Verification of Safe Memory Reclamation in Concurrent Separation LogicProceedings of the ACM on Programming Languages10.1145/36228277:OOPSLA2(828-856)Online publication date: 16-Oct-2023
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