Lock-free Concurrent Cuckoo Filter
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TP393

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    Abstract:

    The cuckoo filter is an efficient probabilistic data structure that can quickly determine whether an element exists in a given set. The cuckoo filter is widely used in computer networks, IoT applications, and database systems. These systems usually involve the handling of massive amounts of data and numerous concurrent requests in practice. A cuckoo filter that supports high concurrency can significantly improve system throughput and data processing capabilities, which is crucial to system performance enhancement. Therefore, a cuckoo filter that supports lock-free concurrency is designed. The filter achieves high-performance lookup, insertion, and deletion through the two-stage query, separation of path exploration and element migration, and atomic migration based on multi-word compare-and-swap. Theoretical analysis and experimental results indicate that the lock-free concurrent cuckoo filter significantly improves the concurrent performance of the most cutting-edge algorithms in current times. The lookup throughput of a lock-free concurrent cuckoo filter is on average 1.94 times that of a cuckoo filter using fine-grained locks.

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王瀚橙,陈志鹏,戴海鹏,顾荣,KIM Chaewon,陈贵海.无锁并发布谷鸟过滤器.软件学报,,():1-19

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History
  • Received:October 13,2023
  • Revised:February 12,2024
  • Adopted:
  • Online: June 20,2024
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