A simple and practical concurrent non-blocking unbounded graph with linearizable reachability queries

Bapi Chatterjee, Sathya Peri, Muktikanta Sa, N. Singhal
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引用次数: 13

Abstract

Graph algorithms applied in many applications, including social networks, communication networks, VLSI design, graphics, and several others, require dynamic modifications - addition and removal of vertices and/or edges - in the graph. This paper presents a novel concurrent non-blocking algorithm to implement a dynamic unbounded directed graph in a shared-memory machine. The addition and removal operations of vertices and edges are lock-free. For a finite sized graph, the lookup operations are wait-free. Most significant component of the presented algorithm is the reachability query in a concurrent graph. The reachability queries in our algorithm are obstruction-free and thus impose minimal additional synchronization cost over other operations. We prove that each of the data structure operations are linearizable. We extensively evaluate a sample C/C++ implementation of the algorithm through a number of micro-benchmarks. The experimental results show that the proposed algorithm scales well with the number of threads and on an average provides 5 to 7x performance improvement over a concurrent graph implementation using coarse-grained locking.
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具有线性可达查询的简单实用的并发非阻塞无界图
图算法应用于许多应用,包括社交网络、通信网络、VLSI设计、图形和其他一些应用,需要动态修改——在图中添加和删除顶点和/或边。提出了一种在共享内存机器上实现动态无界有向图的并行无阻塞算法。顶点和边的添加和删除操作是无锁的。对于有限大小的图,查找操作是无等待的。该算法最重要的组成部分是并发图中的可达性查询。我们算法中的可达性查询是无阻碍的,因此比其他操作施加的额外同步成本最小。我们证明了每个数据结构操作都是线性化的。我们通过一些微基准测试广泛地评估了该算法的样例C/ c++实现。实验结果表明,所提出的算法可以很好地随线程数扩展,并且与使用粗粒度锁定的并发图实现相比,平均提供5到7倍的性能提升。
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