Towards Latency Awareness for Content Delivery Network Caching

Authors: 

Gang Yan and Jian Li, SUNY-Binghamton University

Abstract: 

Caches are pervasively used in content delivery networks (CDNs) to serve requests close to users and thus reduce content access latency. However, designing latency-optimal caches are challenging in the presence of delayed hits, which occur in high-throughput systems when multiple requests for the same content occur before the content is fetched from the remote server. In this paper, we propose a novel timer-based mechanism that provably optimizes the mean caching latency, providing a theoretical basis for the understanding and design of latency-aware (LA) caching that is fundamental to content delivery in latency-sensitive systems. Our timer-based model is able to derive a simple ranking function which quickly informs us the priority of a content for our goal to minimize latency. Based on that we propose a lightweight latency-aware caching algorithm named LA-Cache. We have implemented a prototype within Apache Traffic Server, a popular CDN server. The latency achieved by our implementations agrees closely with theoretical predictions of our model. Our experimental results using production traces show that LA-Cache consistently reduces latencies by 5%-15% compared to state-of-the-art methods depending on the backend RTTs.

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BibTeX
@inproceedings {280750,
author = {Gang Yan and Jian Li},
title = {Towards Latency Awareness for Content Delivery Network Caching},
booktitle = {2022 USENIX Annual Technical Conference (USENIX ATC 22)},
year = {2022},
isbn = {978-1-939133-29-44},
address = {Carlsbad, CA},
pages = {789--804},
url = {https://www.usenix.org/conference/atc22/presentation/yan-gang},
publisher = {USENIX Association},
month = jul,
}