DxHash: A Memory Saving Consistent Hashing Algorithm

Author:

Dong Chao1,Wang Fang1,Feng Dan1

Affiliation:

1. WNLO, Key Laboratory of Information Storage System, Engineering Research Center of data storage systems and Technology (School of Computer Science & Technology, Huazhong University of Science & Technology), Ministry of Education of China, China

Abstract

Consistent Hashing (CH) algorithms are widely adopted in networks and distributed systems for their ability to achieve load balancing and minimize disruptions. However, the rise of the Internet of Things (IoT) has introduced new challenges for existing CH algorithms, characterized by high memory usage and update overhead. This paper presents DxHash, a novel CH algorithm based on repeated pseudo-random number generation. DxHash offers significant benefits, including a remarkably low memory footprint, high lookup throughput, and minimal update overhead. Additionally, we introduce a weighted variant of DxHash, enabling adaptable weight adjustments to handle heterogeneous load distribution. Through extensive evaluation, we demonstrate that DxHash outperforms AnchorHash, a state-of-the-art CH algorithm, in terms of the reduction of up to 98.4% in memory footprint and comparable performance in lookup and update.

Publisher

Association for Computing Machinery (ACM)

Subject

Computer Networks and Communications

Reference30 articles.

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