NDLI: Black-box Concurrent Data Structures for NUMA Architectures

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Black-box Concurrent Data Structures for NUMA Architectures

Content Provider	ACM Digital Library
Author	Calciu, Irina Aguilera, Marcos K. Sen, Siddhartha Balakrishnan, Mahesh
Abstract	High-performance servers are Non-Uniform Memory Access (NUMA) machines. To fully leverage these machines, programmers need efficient concurrent data structures that are aware of the NUMA performance artifacts. We propose Node Replication (NR), a black-box approach to obtaining such data structures. NR takes an arbitrary sequential data structure and automatically transforms it into a NUMA-aware concurrent data structure satisfying linearizability. Using NR requires no expertise in concurrent data structure design, and the result is free of concurrency bugs. NR draws ideas from two disciplines: shared-memory algorithms and distributed systems. Briefly, NR implements a NUMA-aware shared log, and then uses the log to replicate data structures consistently across NUMA nodes. NR is best suited for contended data structures, where it can outperform lock-free algorithms by 3.1x, and lock-based solutions by 30x. To show the benefits of NR to a real application, we apply NR to the data structures of Redis, an in-memory storage system. The result outperforms other methods by up to 14x. The cost of NR is additional memory for its log and replicas.
Starting Page	207
Ending Page	221
Page Count	15
File Format	PDF
ISBN	9781450344654
DOI	10.1145/3037697.3037721
Language	English
Publisher	Association for Computing Machinery (ACM)
Publisher Date	2017-04-04
Publisher Place	New York
Access Restriction	Subscribed
Subject Keyword	Black-box techniques Log Numa architecture Replication Concurrent data structures
Content Type	Text
Resource Type	Article

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Black-box Concurrent Data Structures for NUMA Architectures (CARN, Vol. 45, Issue. 1)

Black-box Concurrent Data Structures for NUMA Architectures (OPSR, Vol. 51, Issue. 2)

Black-box Concurrent Data Structures for NUMA Architectures (SIGP, Vol. 52, Issue. 4)

A VLSI Architecture for Concurrent Data Structures

Black-box concurrent zero-knowledge requires ~ω(log n) rounds (2001).

Black-Box Concurrent Zero-KnowledgeRequires ~ ( log n )

Concurrent system design with box structures

Node-based memory management for scalable NUMA architectures

Scalable black-box prediction models for multi-dimensional adaptation on NUMA multi-cores

Black-box Concurrent Data Structures for NUMA Architectures

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Black-box Concurrent Data Structures for NUMA Architectures (CARN, Vol. 45, Issue. 1)

Black-box Concurrent Data Structures for NUMA Architectures (OPSR, Vol. 51, Issue. 2)

Black-box Concurrent Data Structures for NUMA Architectures (SIGP, Vol. 52, Issue. 4)

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