A New Approach for Evaluating the Performance of Distributed Latency-Sensitive Services

Fuente: arXiv
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Hauptverfasser: Theodoropoulos, Theodoros, Violos, John, Makris, Antonios, Tserpes, Konstantinos
Format: Preprint
Veröffentlicht: 2024
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author Theodoropoulos, Theodoros
Violos, John
Makris, Antonios
Tserpes, Konstantinos
author_facet Theodoropoulos, Theodoros
Violos, John
Makris, Antonios
Tserpes, Konstantinos
contents Conventional latency metrics are formulated based on a broad definition of traditional monolithic services, and hence lack the capacity to address the complexities inherent in modern services and distributed computing paradigms. Consequently, their effectiveness in identifying areas for improvement is restricted, falling short of providing a comprehensive evaluation of service performance within the context of contemporary services and computing paradigms. More specifically, these metrics do not offer insights into two critical aspects of service performance: the frequency of latency surpassing specified Service Level Agreement (SLA) thresholds and the time required for latency to return to an acceptable level once the threshold is exceeded. This limitation is quite significant in the frame of contemporary latency-sensitive services, and especially immersive services that require deterministic low latency that behaves in a consistent manner. Towards addressing this limitation, the authors of this work propose 5 novel latency metrics that when leveraged alongside the conventional latency metrics manage to provide advanced insights that can be potentially used to improve service performance. The validity and usefulness of the proposed metrics in the frame of providing advanced insights into service performance is evaluated using a large-scale experiment.
format Preprint
id arxiv_https___arxiv_org_abs_2407_00015
institution arXiv
publishDate 2024
record_format arxiv
spellingShingle A New Approach for Evaluating the Performance of Distributed Latency-Sensitive Services
Theodoropoulos, Theodoros
Violos, John
Makris, Antonios
Tserpes, Konstantinos
Distributed, Parallel, and Cluster Computing
Conventional latency metrics are formulated based on a broad definition of traditional monolithic services, and hence lack the capacity to address the complexities inherent in modern services and distributed computing paradigms. Consequently, their effectiveness in identifying areas for improvement is restricted, falling short of providing a comprehensive evaluation of service performance within the context of contemporary services and computing paradigms. More specifically, these metrics do not offer insights into two critical aspects of service performance: the frequency of latency surpassing specified Service Level Agreement (SLA) thresholds and the time required for latency to return to an acceptable level once the threshold is exceeded. This limitation is quite significant in the frame of contemporary latency-sensitive services, and especially immersive services that require deterministic low latency that behaves in a consistent manner. Towards addressing this limitation, the authors of this work propose 5 novel latency metrics that when leveraged alongside the conventional latency metrics manage to provide advanced insights that can be potentially used to improve service performance. The validity and usefulness of the proposed metrics in the frame of providing advanced insights into service performance is evaluated using a large-scale experiment.
title A New Approach for Evaluating the Performance of Distributed Latency-Sensitive Services
topic Distributed, Parallel, and Cluster Computing
url https://arxiv.org/abs/2407.00015